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-# ProcessingLayer_EntityRecognitionAndLinking
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+# PreProcessingLayer_EntityRecognitionAndLinking
+Pipeline B's python implementation of Entity Recognition and Entity Linking
+
+## [Getting started](https://github.com/Knox-AAU/PreProcessingLayer_EntityRecognitionAndLinking/blob/main/docs/gettingstarted.md)
+
+## [This pipeline explained](https://github.com/Knox-AAU/PreProcessingLayer_EntityRecognitionAndLinking/blob/main/docs/our-part-of-the-pipeline.md)
+
+### Full documentation available at: [http://wiki.knox.aau.dk](http://wiki.knox.aau.dk/)
+### The 2023 report is available at: [https://www.overleaf.com/project/64feed8bda5b70b36afb6597](https://www.overleaf.com/project/64feed8bda5b70b36afb6597)
+
+### 2023 Authors
+```txt
+Alija Cerimagic
+Frederik Ødgaard Hammer
+Mathias Frihauge
+Nichlas Blak Rønberg
+Peter Bækgaard
+Åsmundur Alexander Kjærbæk Thorsen
+```
diff --git a/docs/api.md b/docs/api.md
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+
+
+
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+# Our part of the pipeline
+### (also available at: [http://wiki.knox.aau.dk/en/entity-extraction](http://wiki.knox.aau.dk/en/entity-extraction))
+
+Our part of the pipeline is concerned with Entity Recognition and Entity Linking. This solution utilizes the [SpaCy](https://spacy.io/) library to perform Entity Recognition, and the [FuzzyWuzzy](https://pypi.org/project/fuzzywuzzy/) library for the entity linking.
+
+> Every following section describes this pipeline *in order*, but first a visual overview.
+
+## Overview
+
+
+## How to get started
+See the [Getting started](https://github.com/Knox-AAU/PreProcessingLayer_EntityRecognitionAndLinking/blob/main/docs/gettingstarted.md) guide.
+
+## The input that the solution takes
+See the [input](https://github.com/Knox-AAU/PreProcessingLayer_EntityRecognitionAndLinking/blob/main/docs/our-part-of-the-pipeline/pipeline-input.md) explanation
+
+## Entity Recognition
+Check out the [Entity Recognition documentation](https://github.com/Knox-AAU/PreProcessingLayer_EntityRecognitionAndLinking/blob/main/docs/entityrecognition.md)
+
+## Entity Linking
+Check out the [Entity Linker documentation](https://github.com/Knox-AAU/PreProcessingLayer_EntityRecognitionAndLinking/blob/main/docs/entitylinker.md)
+
+## The output it produces
+See the [output](https://github.com/Knox-AAU/PreProcessingLayer_EntityRecognitionAndLinking/blob/main/docs/our-part-of-the-pipeline/pipeline-output.md) explanation
+
+
+## Other components
+- The [DirectoryWatcher](https://github.com/Knox-AAU/PreProcessingLayer_EntityRecognitionAndLinking/blob/main/docs/DirectoryWatcher.md)
+- The [Database](https://github.com/Knox-AAU/PreProcessingLayer_EntityRecognitionAndLinking/blob/main/docs/database.md)
+- The [APIs](https://github.com/Knox-AAU/PreProcessingLayer_EntityRecognitionAndLinking/blob/main/docs/api.md)
+- The [Language Detector](https://pypi.org/project/langdetect/)
+
+## Future work
diff --git a/docs/our-part-of-the-pipeline/pipeline-input.md b/docs/our-part-of-the-pipeline/pipeline-input.md
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+# Pipeline input
+The pipeline starts when a new file (article) is detected in a watched directory by the [DirectoryWatcher](https://github.com/Knox-AAU/PreProcessingLayer_EntityRecognitionAndLinking/blob/main/lib/DirectoryWatcher.py). This new file is produced by **pipeline A**
+
+## Example input data
+```txt
+Since the sudden exit of the controversial CEO Martin Kjær last week,
+both he and the executive board in Region North Jutland
+
+have been in hiding.
+```
+> some/article.txt
+
+## Preprocessing the input
+Before the Entity Recognizer can use the input, it must be preprocessed. This entails removing newlines and adding punctuation where needed.
+
+### Example preprocessed input data
+```txt
+Since the sudden exit of the controversial CEO Martin Kjær last week,
+both he and the executive board in Region North Jutland. have been in hiding.
+```
+
+-----------
+