From 0f2d1d4531ccf7548fb9b39d7ecc23126efb2a18 Mon Sep 17 00:00:00 2001 From: Ankith Reddy Chitti <chittiankith@gmail.com> Date: Sun, 22 Oct 2023 18:51:55 -0400 Subject: [PATCH 1/5] add documentation --- docs/source/overview/connect-to-data-sources.rst | 8 +++++++- docs/source/reference/evaql.rst | 2 ++ 2 files changed, 9 insertions(+), 1 deletion(-) diff --git a/docs/source/overview/connect-to-data-sources.rst b/docs/source/overview/connect-to-data-sources.rst index 4651a11e2b..8f7526ae36 100644 --- a/docs/source/overview/connect-to-data-sources.rst +++ b/docs/source/overview/connect-to-data-sources.rst @@ -6,6 +6,12 @@ EvaDB supports a wide range of data sources including SQL database systems, obje Connect to an Existing SQL Database System ------------------------------------------ +.. note:: + + Connecting to an existing SQL database is unnecessary for inserting or querying data in Eva. This step is only required if + users intend to work with data already present in some SQL DB. Eva has native storage support for SQLite, which can be utilized without + establishing any connection. Refer to :ref:`EvaQL<evaql>` page for more details. + 1. Use the :ref:`CREATE DATABASE<create-database>` statement to connect to an **existing** SQL database. .. code-block:: @@ -82,6 +88,6 @@ You can use the ``CREATE INDEX`` statement to connect to an existing vector data .. note:: - Go over the :ref:`CREATE INDEX<create-index>` statement for more details. The :ref:`Vector Databases<databases>` page lists all the vector database systems that EvaDB currently supports. + Go over the :ref:`CREATE INDEX<create-index>` statement for more details. The :ref:`Vector Databases<vector_databases>` page lists all the vector database systems that EvaDB currently supports. .. include:: ../shared/designs/design3.rst \ No newline at end of file diff --git a/docs/source/reference/evaql.rst b/docs/source/reference/evaql.rst index 04dda09fd9..d30a4c5318 100644 --- a/docs/source/reference/evaql.rst +++ b/docs/source/reference/evaql.rst @@ -1,3 +1,5 @@ +.. _evaql: + EvaDB Query Language (EvaQL) ============================ From 3c250299c9492010e751bcbea792f95b6bf301e6 Mon Sep 17 00:00:00 2001 From: Ankith Reddy Chitti <chittiankith@gmail.com> Date: Mon, 23 Oct 2023 19:58:01 -0400 Subject: [PATCH 2/5] Added note --- docs/source/overview/connect-to-data-sources.rst | 4 +--- docs/source/reference/databases/sqlite.rst | 4 +++- docs/source/usecases/classification.rst | 4 ++++ docs/source/usecases/forecasting.rst | 4 ++++ docs/source/usecases/sentiment-analysis.rst | 4 ++++ 5 files changed, 16 insertions(+), 4 deletions(-) diff --git a/docs/source/overview/connect-to-data-sources.rst b/docs/source/overview/connect-to-data-sources.rst index 8f7526ae36..e89adcfeec 100644 --- a/docs/source/overview/connect-to-data-sources.rst +++ b/docs/source/overview/connect-to-data-sources.rst @@ -8,9 +8,7 @@ Connect to an Existing SQL Database System .. note:: - Connecting to an existing SQL database is unnecessary for inserting or querying data in Eva. This step is only required if - users intend to work with data already present in some SQL DB. Eva has native storage support for SQLite, which can be utilized without - establishing any connection. Refer to :ref:`EvaQL<evaql>` page for more details. + For prototyping, users can opt to establish a connection to :ref:`SQLite<sqlite>`. 1. Use the :ref:`CREATE DATABASE<create-database>` statement to connect to an **existing** SQL database. diff --git a/docs/source/reference/databases/sqlite.rst b/docs/source/reference/databases/sqlite.rst index af90051009..49fc63d187 100644 --- a/docs/source/reference/databases/sqlite.rst +++ b/docs/source/reference/databases/sqlite.rst @@ -1,3 +1,5 @@ +.. _sqlite: + SQLite ========== @@ -16,7 +18,7 @@ Required: * `database` is the path to the database file to be opened. You can pass ":memory:" to create an SQLite database existing only in memory, and open a connection to it. -.. warning:: +.. note:: If the ``database`` parameter is specified, EvaDB connects to the already existing ``sqlite`` database specified. Otherwise, it automatically creates a new ``sqlite`` database named ``evadb.db``. diff --git a/docs/source/usecases/classification.rst b/docs/source/usecases/classification.rst index a1fb192d92..1fbb2823d9 100644 --- a/docs/source/usecases/classification.rst +++ b/docs/source/usecases/classification.rst @@ -31,6 +31,10 @@ In this tutorial, we present how to to create and train a machine learning model We will assume that the input data is loaded into a ``PostgreSQL`` database. To load the home rental data into your database, see the complete `home rental prediction notebook on Colab <https://colab.research.google.com/github/georgia-tech-db/eva/blob/staging/tutorials/17-home-rental-prediction.ipynb>`_. +.. note:: + + For prototyping, users can opt to establish a connection to :ref:`SQLite<sqlite>`. + Preview the Home Rental Price Data ---------------------------------- diff --git a/docs/source/usecases/forecasting.rst b/docs/source/usecases/forecasting.rst index 8f7bb8575b..d6f1b62bc4 100644 --- a/docs/source/usecases/forecasting.rst +++ b/docs/source/usecases/forecasting.rst @@ -31,6 +31,10 @@ In this tutorial, we present how to create and train a machine learning model fo We will assume that the input data is loaded into a ``PostgreSQL`` database. To load the home sales dataset into your database, see the complete `home sale forecasting notebook on Colab <https://colab.research.google.com/github/georgia-tech-db/eva/blob/staging/tutorials/16-homesale-forecasting.ipynb>`_. +.. note:: + + For prototyping, users can opt to establish a connection to :ref:`SQLite<sqlite>`. + Preview the Home Sale Price Data -------------------------------- diff --git a/docs/source/usecases/sentiment-analysis.rst b/docs/source/usecases/sentiment-analysis.rst index a7dfeb2d98..74d6eade77 100644 --- a/docs/source/usecases/sentiment-analysis.rst +++ b/docs/source/usecases/sentiment-analysis.rst @@ -31,6 +31,10 @@ To load the food review data into your database, see the complete `sentiment ana .. include:: ../shared/postgresql.rst +.. note:: + + For prototyping, users can opt to establish a connection to :ref:`SQLite<sqlite>`. + Sentiment Analysis of Reviews using ChatGPT ------------------------------------------- From d25b22876e28b78c45b95351b5708d7505213a50 Mon Sep 17 00:00:00 2001 From: Ankith Reddy Chitti <chittiankith@gmail.com> Date: Mon, 23 Oct 2023 19:59:12 -0400 Subject: [PATCH 3/5] Minor Fix --- docs/source/overview/connect-to-data-sources.rst | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/docs/source/overview/connect-to-data-sources.rst b/docs/source/overview/connect-to-data-sources.rst index e89adcfeec..e3ae055683 100644 --- a/docs/source/overview/connect-to-data-sources.rst +++ b/docs/source/overview/connect-to-data-sources.rst @@ -6,10 +6,6 @@ EvaDB supports a wide range of data sources including SQL database systems, obje Connect to an Existing SQL Database System ------------------------------------------ -.. note:: - - For prototyping, users can opt to establish a connection to :ref:`SQLite<sqlite>`. - 1. Use the :ref:`CREATE DATABASE<create-database>` statement to connect to an **existing** SQL database. .. code-block:: @@ -28,6 +24,10 @@ Connect to an Existing SQL Database System Go over the :ref:`CREATE DATABASE<create-database>` statement for more details. The :ref:`Databases<databases>` page lists all the database systems that EvaDB currently supports. +.. note:: + + For prototyping, users can opt to establish a connection to :ref:`SQLite<sqlite>`. + 2. Preview the data using ``SELECT`` You can now preview the data stored in the ``food_review`` table in the ``restaurant_reviews`` database with a :ref:`SELECT<select>` statement. From d3405482dcc72bd3212361e6680ce8956429f012 Mon Sep 17 00:00:00 2001 From: Joy Arulraj <arulraj@gatech.edu> Date: Mon, 23 Oct 2023 23:09:49 -0400 Subject: [PATCH 4/5] checkpoint --- docs/source/overview/connect-to-data-sources.rst | 15 +++++++++++---- docs/source/reference/databases/postgres.rst | 2 ++ docs/source/shared/postgresql.rst | 7 ++++++- docs/source/usecases/classification.rst | 4 ---- docs/source/usecases/forecasting.rst | 4 ---- docs/source/usecases/sentiment-analysis.rst | 4 ---- 6 files changed, 19 insertions(+), 17 deletions(-) diff --git a/docs/source/overview/connect-to-data-sources.rst b/docs/source/overview/connect-to-data-sources.rst index e3ae055683..6f32281c25 100644 --- a/docs/source/overview/connect-to-data-sources.rst +++ b/docs/source/overview/connect-to-data-sources.rst @@ -6,7 +6,7 @@ EvaDB supports a wide range of data sources including SQL database systems, obje Connect to an Existing SQL Database System ------------------------------------------ -1. Use the :ref:`CREATE DATABASE<create-database>` statement to connect to an **existing** SQL database. +1. Use the :ref:`CREATE DATABASE<create-database>` statement to connect to an **existing** SQL database server. For example, here is the SQL command to connect EvaDB with a locally running :ref:`PostgreSQL<postgresql>` database server running on port ``5432``. .. code-block:: @@ -20,13 +20,20 @@ Connect to an Existing SQL Database System "database": "restaurant_reviews" }; -.. note:: +For quick prototyping, you can use an embedded :ref:`SQLite<sqlite>` database. Here, the SQLite database file is called ``evadb.db``. - Go over the :ref:`CREATE DATABASE<create-database>` statement for more details. The :ref:`Databases<databases>` page lists all the database systems that EvaDB currently supports. +.. code-block:: + + CREATE DATABASE restaurant_reviews + WITH ENGINE = 'sqlite', + PARAMETERS = { + "database": "evadb.db" + }; .. note:: - For prototyping, users can opt to establish a connection to :ref:`SQLite<sqlite>`. + Go over the :ref:`CREATE DATABASE<create-database>` statement for more details. The :ref:`Databases<databases>` page lists all the database systems that EvaDB currently supports. + 2. Preview the data using ``SELECT`` diff --git a/docs/source/reference/databases/postgres.rst b/docs/source/reference/databases/postgres.rst index 5c1309b7d8..de5a130a0b 100644 --- a/docs/source/reference/databases/postgres.rst +++ b/docs/source/reference/databases/postgres.rst @@ -1,3 +1,5 @@ +.. _postgresql: + PostgreSQL ========== diff --git a/docs/source/shared/postgresql.rst b/docs/source/shared/postgresql.rst index 3af309e67a..049cb0ea3f 100644 --- a/docs/source/shared/postgresql.rst +++ b/docs/source/shared/postgresql.rst @@ -1,7 +1,12 @@ Connect EvaDB to PostgreSQL Database Server ------------------------------------------- -We will assume that you have a ``PostgreSQL`` database server running locally that contains the data needed for analysis. Follow these instructions to install `PostgreSQL <https://www.postgresql.org/download/>`_. +We will assume that you have a :ref:`PostgreSQL<postgresql>` database running locally that contains the data needed for analysis. Follow these instructions to install `PostgreSQL <https://www.postgresql.org/download/>`_. + +.. note:: + If find it challenging to install the ``PostgreSQL`` database on your machine, here is an alternative for quick prototyping. + + You can use an embedded :ref:`SQLite<sqlite>` database. If you go with the ``sqlite`` database, alter the SQL commands in this tutorial to use the ``sqlite`` engine and the ``evadb.db`` SQLite database file as explained in the :ref:`SQLite<sqlite>` page. EvaDB lets you connect to your favorite databases, data warehouses, data lakes, etc., via the ``CREATE DATABASE`` statement. In this query, we connect EvaDB to an existing ``PostgreSQL`` server: diff --git a/docs/source/usecases/classification.rst b/docs/source/usecases/classification.rst index 1fbb2823d9..a1fb192d92 100644 --- a/docs/source/usecases/classification.rst +++ b/docs/source/usecases/classification.rst @@ -31,10 +31,6 @@ In this tutorial, we present how to to create and train a machine learning model We will assume that the input data is loaded into a ``PostgreSQL`` database. To load the home rental data into your database, see the complete `home rental prediction notebook on Colab <https://colab.research.google.com/github/georgia-tech-db/eva/blob/staging/tutorials/17-home-rental-prediction.ipynb>`_. -.. note:: - - For prototyping, users can opt to establish a connection to :ref:`SQLite<sqlite>`. - Preview the Home Rental Price Data ---------------------------------- diff --git a/docs/source/usecases/forecasting.rst b/docs/source/usecases/forecasting.rst index d6f1b62bc4..8f7bb8575b 100644 --- a/docs/source/usecases/forecasting.rst +++ b/docs/source/usecases/forecasting.rst @@ -31,10 +31,6 @@ In this tutorial, we present how to create and train a machine learning model fo We will assume that the input data is loaded into a ``PostgreSQL`` database. To load the home sales dataset into your database, see the complete `home sale forecasting notebook on Colab <https://colab.research.google.com/github/georgia-tech-db/eva/blob/staging/tutorials/16-homesale-forecasting.ipynb>`_. -.. note:: - - For prototyping, users can opt to establish a connection to :ref:`SQLite<sqlite>`. - Preview the Home Sale Price Data -------------------------------- diff --git a/docs/source/usecases/sentiment-analysis.rst b/docs/source/usecases/sentiment-analysis.rst index 74d6eade77..a7dfeb2d98 100644 --- a/docs/source/usecases/sentiment-analysis.rst +++ b/docs/source/usecases/sentiment-analysis.rst @@ -31,10 +31,6 @@ To load the food review data into your database, see the complete `sentiment ana .. include:: ../shared/postgresql.rst -.. note:: - - For prototyping, users can opt to establish a connection to :ref:`SQLite<sqlite>`. - Sentiment Analysis of Reviews using ChatGPT ------------------------------------------- From 703dc9460e499a693ee83bfefe9fe49918499159 Mon Sep 17 00:00:00 2001 From: jineetd <35962652+jineetd@users.noreply.github.com> Date: Tue, 24 Oct 2023 01:05:55 -0400 Subject: [PATCH 5/5] Starting the changes for XGBoost classification integration. (#1305) We shall add XGBoost classification support in EVADB. --------- Co-authored-by: Jineet Desai <jdesai61@gatech.edu> Co-authored-by: Andy Xu <xzdandy@gmail.com> --- data/classification/Employee.csv | 4654 +++++++++++++++++ .../reference/ai/model-train-xgboost.rst | 40 +- evadb/configuration/constants.py | 1 + evadb/executor/create_function_executor.py | 6 +- .../long/test_model_train.py | 59 +- 5 files changed, 4754 insertions(+), 6 deletions(-) create mode 100644 data/classification/Employee.csv diff --git a/data/classification/Employee.csv b/data/classification/Employee.csv new file mode 100644 index 0000000000..4c5a75240f --- /dev/null +++ b/data/classification/Employee.csv @@ -0,0 +1,4654 @@ +education,joining_year,city,payment_tier,age,gender,ever_benched,experience_in_current_domain,leave_or_not +Bachelors,2017,Bangalore,3,34,Male,No,0,0 +Bachelors,2013,Pune,1,28,Female,No,3,1 +Bachelors,2014,New Delhi,3,38,Female,No,2,0 +Masters,2016,Bangalore,3,27,Male,No,5,1 +Masters,2017,Pune,3,24,Male,Yes,2,1 +Bachelors,2016,Bangalore,3,22,Male,No,0,0 +Bachelors,2015,New Delhi,3,38,Male,No,0,0 +Bachelors,2016,Bangalore,3,34,Female,No,2,1 +Bachelors,2016,Pune,3,23,Male,No,1,0 +Masters,2017,New Delhi,2,37,Male,No,2,0 +Masters,2012,Bangalore,3,27,Male,No,5,1 +Bachelors,2016,Pune,3,34,Male,No,3,0 +Bachelors,2018,Pune,3,32,Male,Yes,5,1 +Bachelors,2016,Bangalore,3,39,Male,No,2,0 +Bachelors,2012,Bangalore,3,37,Male,No,4,0 +Bachelors,2017,Bangalore,1,29,Male,No,3,0 +Bachelors,2014,Bangalore,3,34,Female,No,2,0 +Bachelors,2014,Pune,3,34,Male,No,4,0 +Bachelors,2015,Pune,2,30,Female,No,0,1 +Bachelors,2016,New Delhi,2,22,Female,No,0,1 +Bachelors,2012,Bangalore,3,37,Male,No,0,0 +Masters,2017,New Delhi,2,28,Male,No,4,0 +Bachelors,2017,New Delhi,2,36,Male,No,3,0 +Bachelors,2015,Bangalore,3,27,Male,Yes,5,0 +Bachelors,2017,Bangalore,3,29,Male,No,4,0 +Bachelors,2013,Bangalore,3,22,Female,Yes,0,0 +Bachelors,2016,Bangalore,3,37,Male,No,2,0 +Bachelors,2015,Bangalore,3,23,Male,No,1,0 +Bachelors,2013,Pune,2,31,Female,No,2,1 +Masters,2017,New Delhi,2,30,Female,No,2,0 +PHD,2013,New Delhi,3,25,Male,No,3,0 +Bachelors,2014,Bangalore,3,23,Male,No,1,0 +Bachelors,2018,Bangalore,3,26,Male,No,4,1 +Bachelors,2016,Bangalore,3,40,Male,No,5,0 +Bachelors,2017,Pune,2,37,Female,No,0,1 +Bachelors,2014,Bangalore,1,30,Female,No,3,0 +Bachelors,2012,New Delhi,3,29,Male,No,3,0 +Bachelors,2018,New Delhi,2,34,Female,No,0,1 +Bachelors,2017,Pune,2,29,Female,No,2,1 +Bachelors,2014,Pune,3,30,Male,Yes,4,0 +Bachelors,2015,Bangalore,3,36,Male,No,1,0 +Masters,2017,New Delhi,2,23,Male,No,1,0 +Bachelors,2013,Bangalore,3,30,Male,No,3,1 +Bachelors,2014,Bangalore,3,36,Male,No,0,0 +Bachelors,2015,Pune,3,39,Male,No,4,0 +Bachelors,2014,Bangalore,3,23,Female,No,1,0 +PHD,2012,New Delhi,3,27,Male,No,5,0 +Masters,2013,New Delhi,3,35,Male,No,2,0 +Masters,2017,New Delhi,2,34,Male,No,0,0 +Bachelors,2013,Bangalore,3,30,Female,No,1,0 +PHD,2017,New Delhi,3,34,Male,No,2,0 +Bachelors,2015,Pune,2,26,Female,No,4,1 +Bachelors,2016,Bangalore,3,34,Female,No,0,0 +Bachelors,2014,Bangalore,3,31,Female,Yes,5,0 +Bachelors,2017,New Delhi,3,31,Female,Yes,5,0 +PHD,2013,New Delhi,3,28,Male,No,2,0 +Bachelors,2016,Bangalore,3,38,Male,No,2,0 +Masters,2014,Pune,3,39,Female,No,2,0 +Bachelors,2013,Pune,3,32,Male,No,4,0 +Masters,2017,Pune,2,36,Male,No,2,1 +Masters,2013,New Delhi,3,29,Male,No,3,0 +Bachelors,2015,Bangalore,3,30,Male,No,5,0 +PHD,2013,Bangalore,2,25,Male,No,3,1 +Bachelors,2014,Pune,1,22,Female,No,0,1 +Bachelors,2016,Bangalore,3,34,Male,No,4,0 +Bachelors,2018,Bangalore,3,40,Male,No,1,1 +PHD,2013,Bangalore,3,26,Male,No,4,0 +Bachelors,2014,New Delhi,3,28,Male,No,0,0 +Bachelors,2015,Bangalore,3,24,Female,No,2,0 +Masters,2017,Bangalore,3,40,Female,No,2,1 +Bachelors,2018,Bangalore,3,23,Female,No,1,1 +Masters,2017,Bangalore,3,31,Male,No,4,0 +Bachelors,2014,Pune,3,25,Female,No,3,0 +Bachelors,2014,Bangalore,1,27,Male,No,5,0 +Masters,2017,New Delhi,2,25,Female,No,3,1 +Bachelors,2015,Bangalore,3,40,Male,No,0,1 +Bachelors,2014,Bangalore,1,23,Female,No,1,0 +Bachelors,2017,Bangalore,3,23,Female,No,1,0 +Bachelors,2012,Bangalore,3,39,Male,No,1,0 +PHD,2015,New Delhi,1,37,Male,No,1,0 +Bachelors,2017,Pune,3,38,Male,No,2,0 +Bachelors,2013,Bangalore,3,31,Female,No,0,1 +Bachelors,2016,Bangalore,3,38,Male,No,5,0 +Bachelors,2017,Bangalore,3,25,Female,No,3,0 +Bachelors,2015,Bangalore,3,27,Female,Yes,5,1 +Bachelors,2016,Pune,2,36,Male,No,0,1 +Bachelors,2017,Pune,2,27,Female,No,5,1 +Masters,2015,Pune,2,32,Female,No,4,0 +Bachelors,2014,Bangalore,3,28,Male,No,4,0 +Masters,2012,New Delhi,3,32,Male,No,2,0 +Bachelors,2018,Bangalore,3,30,Male,No,0,1 +Bachelors,2015,New Delhi,3,22,Male,No,0,0 +Bachelors,2017,New Delhi,2,34,Female,No,5,0 +Masters,2013,New Delhi,3,36,Male,No,2,0 +Bachelors,2014,Bangalore,3,39,Male,No,3,1 +PHD,2018,Bangalore,3,26,Male,No,4,1 +Bachelors,2016,Bangalore,3,31,Female,No,0,0 +Bachelors,2014,Bangalore,3,27,Male,No,5,1 +Bachelors,2014,Bangalore,3,29,Female,No,0,0 +Bachelors,2015,Bangalore,3,24,Female,No,2,1 +Masters,2012,Pune,3,25,Male,No,3,1 +Bachelors,2013,Pune,3,25,Male,No,3,0 +Masters,2017,New Delhi,3,26,Female,No,4,1 +Bachelors,2015,Pune,2,28,Female,Yes,1,1 +Bachelors,2017,New Delhi,3,28,Male,No,2,0 +Masters,2015,Pune,1,28,Female,No,3,1 +Masters,2015,New Delhi,3,25,Male,No,3,0 +Bachelors,2017,Bangalore,3,28,Male,No,1,0 +Masters,2013,Pune,3,25,Male,No,3,0 +Bachelors,2015,Bangalore,2,25,Female,No,3,1 +Bachelors,2015,Bangalore,3,27,Female,No,5,0 +Bachelors,2017,Pune,2,27,Female,No,5,1 +Bachelors,2013,Bangalore,3,27,Male,No,5,1 +Bachelors,2012,Bangalore,3,25,Male,No,3,0 +Masters,2017,New Delhi,2,28,Male,No,2,0 +Bachelors,2014,Pune,1,26,Female,No,4,1 +Bachelors,2015,Bangalore,3,28,Male,No,2,0 +Masters,2013,New Delhi,3,26,Male,No,4,0 +Bachelors,2017,Bangalore,3,26,Female,No,4,0 +Bachelors,2017,New Delhi,2,25,Male,No,3,0 +Bachelors,2012,Bangalore,1,28,Female,No,3,0 +PHD,2015,New Delhi,3,26,Male,No,4,0 +Bachelors,2015,New Delhi,3,25,Female,No,3,0 +Bachelors,2012,Bangalore,3,26,Male,No,4,1 +Bachelors,2014,Bangalore,3,28,Female,No,3,0 +Masters,2014,Pune,3,24,Male,No,2,0 +Bachelors,2013,Bangalore,3,28,Male,No,1,0 +Bachelors,2015,Pune,3,27,Male,No,5,0 +Bachelors,2018,Bangalore,3,25,Male,No,3,1 +Masters,2013,Pune,1,24,Male,No,2,1 +Bachelors,2017,Bangalore,3,26,Female,No,4,0 +Bachelors,2013,Bangalore,3,28,Male,No,1,1 +Masters,2016,New Delhi,3,27,Male,No,5,0 +Masters,2017,Bangalore,3,26,Male,No,4,0 +Masters,2017,New Delhi,2,24,Male,No,2,0 +Masters,2018,New Delhi,3,26,Male,No,4,1 +Masters,2017,New Delhi,1,25,Female,No,3,1 +Bachelors,2012,Pune,3,28,Male,No,2,0 +Bachelors,2017,New Delhi,3,28,Male,No,2,0 +Bachelors,2013,Bangalore,3,26,Male,No,4,0 +Masters,2013,New Delhi,3,27,Male,No,5,1 +Bachelors,2017,Pune,2,24,Female,No,2,1 +Bachelors,2017,New Delhi,3,28,Female,No,2,0 +Bachelors,2016,Bangalore,3,26,Male,No,4,0 +Bachelors,2013,Bangalore,3,27,Female,No,5,0 +Masters,2015,Pune,2,28,Female,No,3,0 +Bachelors,2014,Bangalore,3,25,Male,No,3,0 +Bachelors,2016,Pune,3,28,Male,No,1,0 +Masters,2013,Bangalore,1,25,Male,No,3,1 +Bachelors,2015,Pune,3,26,Male,No,4,0 +Bachelors,2018,New Delhi,3,27,Female,No,5,1 +Bachelors,2016,Bangalore,3,24,Male,No,2,1 +Bachelors,2012,Pune,2,24,Female,No,2,1 +Bachelors,2014,Bangalore,3,26,Male,No,4,0 +Bachelors,2016,Pune,2,24,Female,No,2,1 +Masters,2012,New Delhi,3,26,Female,No,4,0 +Bachelors,2013,Bangalore,3,28,Female,No,3,0 +Bachelors,2012,Bangalore,3,24,Male,No,2,1 +Bachelors,2015,Bangalore,3,25,Male,No,3,1 +Bachelors,2016,Bangalore,3,28,Male,No,3,0 +Bachelors,2014,Bangalore,3,28,Female,No,3,0 +Bachelors,2013,Bangalore,3,26,Female,No,4,0 +Masters,2017,New Delhi,3,24,Female,No,2,1 +Bachelors,2016,Bangalore,3,25,Male,No,3,1 +Bachelors,2015,Bangalore,3,25,Male,No,3,0 +Bachelors,2014,Bangalore,3,27,Male,No,5,0 +Bachelors,2012,Bangalore,3,24,Male,No,2,0 +Bachelors,2014,Bangalore,3,25,Male,No,3,0 +Bachelors,2015,Bangalore,3,28,Male,No,3,0 +Masters,2015,New Delhi,3,26,Male,No,4,1 +Bachelors,2014,New Delhi,3,28,Female,No,1,0 +Bachelors,2015,Pune,3,25,Male,No,3,0 +Masters,2015,Pune,2,28,Female,No,2,0 +Bachelors,2014,Bangalore,3,27,Female,No,5,0 +Bachelors,2013,Bangalore,3,26,Male,No,4,0 +Bachelors,2016,Bangalore,3,26,Male,No,4,0 +Bachelors,2012,Bangalore,3,25,Male,No,3,0 +Bachelors,2015,Bangalore,3,25,Male,No,3,0 +Bachelors,2014,New Delhi,3,24,Female,No,2,0 +Bachelors,2012,Bangalore,3,27,Male,No,5,1 +Masters,2017,New Delhi,3,27,Male,No,5,1 +Bachelors,2015,Pune,3,27,Male,No,5,0 +Bachelors,2018,Bangalore,3,24,Male,No,2,1 +Masters,2017,New Delhi,3,27,Male,No,5,1 +Masters,2017,New Delhi,2,28,Female,No,1,1 +Masters,2017,Pune,2,24,Male,No,2,1 +Masters,2016,New Delhi,3,25,Female,No,3,1 +PHD,2015,New Delhi,3,28,Female,No,1,0 +Bachelors,2017,New Delhi,2,26,Male,No,4,0 +Bachelors,2013,Bangalore,2,27,Male,No,5,0 +Bachelors,2015,Bangalore,3,26,Male,No,4,0 +Bachelors,2015,Bangalore,3,26,Male,No,4,0 +Bachelors,2013,Bangalore,3,28,Male,No,1,0 +Bachelors,2015,Bangalore,3,27,Female,No,5,0 +Bachelors,2013,New Delhi,3,25,Female,No,3,0 +Bachelors,2013,Pune,3,28,Male,No,1,0 +Bachelors,2017,Pune,3,24,Male,No,2,0 +Bachelors,2013,New Delhi,3,27,Female,No,5,0 +Bachelors,2015,Bangalore,3,28,Male,Yes,2,0 +Bachelors,2015,Pune,3,28,Male,No,3,0 +Bachelors,2014,Pune,2,25,Female,No,3,1 +Bachelors,2014,Bangalore,3,25,Male,No,3,0 +Bachelors,2017,Bangalore,3,27,Male,No,5,0 +Bachelors,2014,Pune,2,26,Female,No,4,1 +PHD,2013,New Delhi,3,24,Male,No,2,0 +Bachelors,2015,Pune,2,26,Female,No,4,1 +Bachelors,2017,Bangalore,3,25,Male,No,3,0 +Masters,2013,Pune,2,27,Male,No,5,1 +Masters,2017,Bangalore,3,28,Male,No,2,0 +Bachelors,2012,Bangalore,3,25,Male,No,3,1 +Bachelors,2017,Bangalore,3,27,Male,No,5,0 +Masters,2017,Pune,2,27,Female,No,5,0 +Masters,2013,Bangalore,2,28,Female,No,2,1 +Masters,2017,Pune,3,28,Male,No,1,1 +Bachelors,2018,Bangalore,3,27,Female,No,5,1 +Bachelors,2014,New Delhi,3,25,Female,No,3,0 +Masters,2017,New Delhi,3,27,Male,No,5,1 +Masters,2013,New Delhi,3,26,Male,No,4,1 +Bachelors,2013,Pune,2,25,Female,No,3,1 +Masters,2012,New Delhi,3,26,Male,No,4,1 +Bachelors,2016,Bangalore,3,25,Male,No,3,1 +Bachelors,2013,Pune,2,26,Male,No,4,0 +Bachelors,2018,Bangalore,3,28,Female,No,2,1 +Bachelors,2013,Bangalore,3,27,Male,No,5,0 +Bachelors,2015,Pune,1,24,Female,Yes,2,1 +Bachelors,2013,Pune,3,28,Male,No,2,0 +Bachelors,2015,Pune,2,27,Female,Yes,5,1 +Bachelors,2018,Bangalore,3,25,Male,No,3,1 +Bachelors,2014,Pune,2,27,Female,No,5,1 +Bachelors,2013,Pune,3,24,Male,No,2,0 +Bachelors,2014,Pune,3,24,Male,No,2,0 +PHD,2015,New Delhi,2,25,Female,No,3,0 +Bachelors,2014,Bangalore,3,26,Male,Yes,4,0 +Bachelors,2018,Bangalore,3,24,Male,No,2,1 +Masters,2015,Pune,2,25,Female,No,3,0 +Bachelors,2015,Bangalore,3,24,Male,No,2,0 +Bachelors,2014,New Delhi,3,24,Female,No,2,0 +Masters,2017,Bangalore,2,26,Female,No,4,1 +Bachelors,2012,New Delhi,3,28,Male,No,1,0 +Masters,2017,Pune,2,26,Female,No,4,0 +Bachelors,2016,Pune,3,25,Male,No,3,0 +Bachelors,2017,New Delhi,3,24,Male,No,2,1 +Bachelors,2013,Pune,2,28,Female,No,3,1 +Bachelors,2014,Bangalore,3,25,Female,No,3,1 +Bachelors,2014,Bangalore,3,25,Male,No,3,0 +Bachelors,2014,Pune,2,24,Female,No,2,1 +Bachelors,2015,Bangalore,3,28,Male,No,2,1 +Bachelors,2015,Bangalore,3,27,Male,No,5,0 +Bachelors,2016,Pune,3,26,Male,No,4,0 +Masters,2015,New Delhi,3,26,Female,No,4,1 +Bachelors,2016,Bangalore,1,28,Female,No,2,0 +Bachelors,2014,Bangalore,3,25,Male,Yes,3,0 +Bachelors,2014,Bangalore,3,27,Male,No,5,0 +Bachelors,2017,Bangalore,3,28,Male,No,2,0 +Masters,2018,New Delhi,3,24,Female,Yes,2,1 +Bachelors,2017,Pune,2,25,Male,No,3,0 +Bachelors,2018,Pune,2,24,Female,No,2,1 +Masters,2017,New Delhi,2,28,Female,No,1,0 +Bachelors,2013,New Delhi,1,27,Female,No,5,0 +Bachelors,2017,New Delhi,2,27,Female,No,5,0 +Bachelors,2017,Bangalore,3,28,Male,No,1,0 +Bachelors,2016,Pune,2,27,Female,No,5,1 +Masters,2018,Bangalore,3,24,Male,No,2,1 +Bachelors,2012,Pune,1,26,Male,No,4,0 +Bachelors,2016,Bangalore,3,26,Male,No,4,0 +Masters,2016,New Delhi,1,27,Male,No,5,0 +Bachelors,2015,New Delhi,3,26,Female,No,4,0 +Bachelors,2012,Bangalore,3,27,Male,Yes,5,0 +Bachelors,2013,Bangalore,3,24,Male,Yes,2,1 +Bachelors,2018,Bangalore,3,26,Female,No,4,1 +Masters,2017,Pune,2,26,Female,No,4,1 +Masters,2017,New Delhi,2,28,Female,No,2,0 +Bachelors,2013,Pune,3,28,Male,No,1,0 +Masters,2013,New Delhi,3,25,Male,No,3,0 +Bachelors,2018,Bangalore,3,28,Female,Yes,1,1 +Bachelors,2013,Pune,3,27,Female,No,5,1 +Bachelors,2012,Bangalore,3,25,Male,No,3,0 +Bachelors,2014,Bangalore,3,28,Male,No,1,0 +Bachelors,2017,New Delhi,3,28,Female,No,3,0 +Masters,2017,New Delhi,2,28,Male,Yes,2,0 +Bachelors,2014,Bangalore,3,25,Male,No,3,0 +Masters,2017,New Delhi,3,26,Male,No,4,0 +Bachelors,2015,Pune,1,25,Female,No,3,1 +Masters,2013,New Delhi,3,27,Male,No,5,0 +PHD,2014,Bangalore,3,24,Female,No,2,0 +Masters,2017,New Delhi,2,27,Female,No,5,0 +Bachelors,2018,Bangalore,3,26,Male,No,4,1 +Bachelors,2012,Bangalore,3,26,Male,No,4,0 +Masters,2015,Pune,3,27,Female,No,5,1 +Bachelors,2018,Bangalore,3,26,Male,No,4,1 +Bachelors,2016,Bangalore,3,24,Male,No,2,0 +Masters,2017,New Delhi,2,25,Female,No,3,0 +Bachelors,2017,New Delhi,2,28,Male,No,1,0 +Bachelors,2012,New Delhi,3,27,Female,No,5,0 +Masters,2013,New Delhi,3,26,Male,No,4,1 +Bachelors,2015,Bangalore,3,26,Female,Yes,4,1 +Bachelors,2014,Pune,3,28,Male,No,2,0 +Bachelors,2016,Bangalore,3,24,Female,No,2,1 +Bachelors,2012,Bangalore,3,28,Male,No,3,0 +Bachelors,2012,Bangalore,3,27,Male,No,5,0 +Bachelors,2013,Bangalore,3,26,Male,No,4,0 +Bachelors,2014,New Delhi,3,28,Female,No,1,0 +Bachelors,2014,New Delhi,3,27,Female,Yes,5,0 +Bachelors,2015,Pune,3,26,Female,Yes,4,1 +Masters,2014,New Delhi,3,26,Male,No,4,1 +PHD,2015,New Delhi,3,25,Female,No,3,0 +Masters,2015,New Delhi,3,25,Male,No,3,0 +Bachelors,2012,Pune,3,27,Male,No,5,0 +Masters,2017,New Delhi,2,24,Female,No,2,0 +Bachelors,2016,Bangalore,3,24,Male,No,2,0 +Masters,2015,Pune,3,28,Female,No,2,0 +Bachelors,2017,Bangalore,3,24,Female,No,2,0 +Bachelors,2017,Pune,3,25,Male,No,3,0 +Bachelors,2017,Bangalore,1,25,Male,No,3,0 +Masters,2015,Pune,3,28,Female,No,2,0 +Bachelors,2017,Pune,3,26,Male,No,4,0 +Bachelors,2014,Pune,3,24,Male,No,2,0 +Bachelors,2014,Pune,3,25,Female,No,3,1 +Bachelors,2018,Pune,3,26,Female,No,4,1 +Bachelors,2016,Bangalore,3,27,Male,No,5,0 +Bachelors,2017,Bangalore,3,28,Female,No,2,0 +Bachelors,2012,Pune,3,28,Male,No,2,0 +Masters,2012,New Delhi,3,24,Female,No,2,1 +Bachelors,2013,Bangalore,3,26,Male,No,4,0 +Bachelors,2015,New Delhi,3,26,Female,Yes,4,0 +Bachelors,2017,Bangalore,3,28,Male,No,1,0 +Bachelors,2018,Pune,3,25,Male,Yes,3,1 +Masters,2017,New Delhi,3,24,Male,No,2,0 +Bachelors,2013,Bangalore,3,28,Male,No,2,1 +Bachelors,2017,Bangalore,3,24,Male,No,2,0 +Masters,2017,New Delhi,2,25,Female,No,3,1 +Bachelors,2013,Pune,2,28,Female,No,1,1 +Bachelors,2015,Bangalore,3,24,Female,No,2,0 +Bachelors,2016,Pune,3,26,Male,No,4,0 +Bachelors,2015,New Delhi,2,27,Female,No,5,1 +Bachelors,2018,Bangalore,3,24,Female,No,2,1 +Bachelors,2013,Bangalore,3,27,Female,No,5,0 +Bachelors,2013,Bangalore,3,24,Male,Yes,2,0 +Bachelors,2013,Bangalore,3,24,Female,No,2,0 +Bachelors,2013,Bangalore,3,27,Male,No,5,0 +Bachelors,2017,Bangalore,3,26,Female,No,4,0 +Bachelors,2015,Bangalore,3,24,Female,No,2,0 +Bachelors,2012,Pune,3,24,Female,No,2,1 +Bachelors,2016,Bangalore,3,24,Male,Yes,2,1 +Bachelors,2012,Bangalore,3,28,Male,No,3,0 +Bachelors,2017,New Delhi,2,27,Male,No,5,0 +Bachelors,2012,Pune,2,27,Female,No,5,1 +Masters,2017,Pune,2,27,Male,No,5,0 +Bachelors,2017,Pune,2,24,Male,No,2,1 +Bachelors,2016,Pune,1,26,Female,No,4,1 +Bachelors,2015,Pune,3,26,Female,No,4,1 +Bachelors,2016,Bangalore,3,25,Male,No,3,1 +Bachelors,2012,Pune,3,26,Male,No,4,0 +Bachelors,2017,Bangalore,3,28,Male,No,2,0 +Bachelors,2012,Bangalore,3,25,Male,No,3,0 +Bachelors,2017,Bangalore,3,25,Female,Yes,3,0 +Masters,2017,Pune,2,26,Male,No,4,0 +Masters,2017,Pune,3,28,Male,No,1,1 +Masters,2015,Pune,2,25,Female,No,3,1 +Bachelors,2017,New Delhi,2,26,Female,No,4,0 +Bachelors,2017,New Delhi,2,26,Male,No,4,0 +Bachelors,2016,Bangalore,3,27,Male,No,5,0 +Bachelors,2017,New Delhi,3,27,Female,No,5,0 +Bachelors,2015,New Delhi,3,24,Female,No,2,0 +Masters,2017,Bangalore,1,26,Female,No,4,1 +Bachelors,2017,New Delhi,1,28,Female,No,2,0 +Bachelors,2015,Bangalore,3,24,Male,No,2,0 +Masters,2015,Pune,2,25,Female,No,3,1 +Bachelors,2014,Bangalore,3,25,Female,No,3,0 +Bachelors,2014,Bangalore,3,28,Male,No,2,0 +Bachelors,2017,Bangalore,3,28,Male,No,3,0 +Masters,2015,New Delhi,1,27,Male,No,5,0 +Bachelors,2014,Pune,1,26,Female,No,4,1 +Masters,2018,Bangalore,3,25,Male,Yes,3,1 +Bachelors,2016,Bangalore,3,28,Female,No,3,0 +Bachelors,2018,New Delhi,3,26,Female,Yes,4,1 +Bachelors,2015,Pune,2,24,Female,No,2,1 +Bachelors,2017,Bangalore,3,27,Male,Yes,5,0 +Bachelors,2014,Bangalore,3,26,Male,No,4,0 +Bachelors,2014,Bangalore,3,24,Male,No,2,0 +Bachelors,2016,Bangalore,3,28,Male,No,2,0 +Bachelors,2015,Pune,2,25,Female,No,3,1 +Bachelors,2013,Pune,3,27,Male,No,5,0 +Bachelors,2015,Bangalore,3,28,Male,No,3,0 +Bachelors,2014,Bangalore,3,26,Male,No,4,0 +Bachelors,2012,Bangalore,3,24,Male,No,2,0 +Bachelors,2013,Bangalore,3,27,Male,No,5,0 +Bachelors,2015,Bangalore,3,26,Female,Yes,4,1 +Bachelors,2015,Pune,3,28,Male,No,2,0 +Bachelors,2014,New Delhi,2,24,Female,No,2,1 +Bachelors,2013,Bangalore,3,24,Male,No,2,0 +Bachelors,2018,Bangalore,3,28,Male,Yes,3,1 +Bachelors,2015,Pune,3,27,Male,No,5,0 +Bachelors,2014,Pune,2,26,Male,No,4,0 +Bachelors,2016,Bangalore,3,25,Male,No,3,1 +PHD,2013,Bangalore,3,25,Male,No,3,0 +Bachelors,2014,Bangalore,3,25,Male,No,3,0 +Bachelors,2017,New Delhi,2,28,Female,No,1,0 +Bachelors,2015,Pune,1,26,Female,No,4,1 +Masters,2017,New Delhi,3,26,Male,Yes,4,1 +Bachelors,2014,Bangalore,3,27,Male,No,5,0 +Bachelors,2012,New Delhi,3,24,Female,No,2,0 +Bachelors,2017,New Delhi,2,24,Male,No,2,0 +Bachelors,2015,Bangalore,3,26,Male,No,4,0 +Bachelors,2012,Bangalore,3,26,Female,No,4,0 +Bachelors,2015,Bangalore,3,24,Male,No,2,0 +Masters,2014,Pune,3,25,Male,No,3,0 +Bachelors,2015,Bangalore,3,28,Male,No,2,0 +Bachelors,2016,Pune,3,24,Male,No,2,0 +Bachelors,2016,Bangalore,3,26,Female,No,4,0 +Bachelors,2015,Pune,2,25,Female,Yes,3,1 +Masters,2013,New Delhi,2,25,Male,No,3,1 +Bachelors,2017,Pune,3,25,Male,No,3,0 +Bachelors,2015,Pune,2,26,Female,Yes,4,1 +Masters,2015,Bangalore,2,26,Female,No,4,1 +Bachelors,2012,Pune,3,27,Female,No,5,0 +Masters,2017,New Delhi,3,28,Male,Yes,2,0 +Bachelors,2016,Pune,3,25,Male,No,3,0 +Bachelors,2016,Bangalore,3,24,Male,No,2,0 +Bachelors,2016,Pune,3,28,Male,No,1,0 +Bachelors,2013,New Delhi,3,27,Female,Yes,5,0 +Bachelors,2015,New Delhi,3,26,Male,No,4,0 +Bachelors,2016,Bangalore,3,27,Male,No,5,0 +Bachelors,2017,Pune,2,27,Male,No,5,0 +Bachelors,2012,Bangalore,3,27,Male,No,5,0 +PHD,2018,New Delhi,3,25,Male,No,3,1 +Bachelors,2014,Pune,3,27,Male,No,5,0 +Bachelors,2013,Bangalore,3,26,Female,No,4,0 +Masters,2017,Pune,2,24,Female,No,2,1 +PHD,2016,New Delhi,2,28,Male,No,3,1 +Masters,2014,New Delhi,3,26,Male,No,4,1 +Masters,2017,New Delhi,2,27,Male,Yes,5,1 +PHD,2013,New Delhi,3,27,Male,No,5,0 +Masters,2014,New Delhi,3,28,Female,No,1,0 +Bachelors,2017,Pune,3,27,Male,No,5,0 +Bachelors,2015,Pune,3,26,Female,Yes,4,1 +Masters,2014,Bangalore,3,26,Male,No,4,1 +Masters,2012,Pune,3,27,Male,No,5,0 +Bachelors,2017,Bangalore,3,26,Male,No,4,0 +Masters,2017,Pune,2,27,Male,No,5,1 +Bachelors,2017,Bangalore,3,27,Male,No,5,0 +Bachelors,2016,Bangalore,3,25,Male,No,3,1 +Bachelors,2016,Pune,3,27,Male,Yes,5,0 +Bachelors,2014,Pune,3,25,Male,No,3,0 +Bachelors,2017,Bangalore,3,28,Male,No,1,0 +Masters,2012,Pune,3,24,Male,No,2,0 +Bachelors,2014,Bangalore,3,25,Male,Yes,3,0 +Bachelors,2013,Pune,2,25,Male,No,3,1 +Bachelors,2012,Pune,3,27,Male,No,5,0 +Bachelors,2017,Bangalore,3,26,Male,No,4,0 +Bachelors,2013,Pune,3,26,Male,No,4,0 +Bachelors,2016,Bangalore,3,24,Male,No,2,0 +Bachelors,2014,Bangalore,3,25,Female,No,3,0 +Bachelors,2015,New Delhi,3,25,Male,No,3,0 +PHD,2012,Pune,3,24,Male,No,2,0 +Bachelors,2013,Bangalore,3,27,Male,No,5,0 +Bachelors,2015,Bangalore,3,25,Male,No,3,0 +Bachelors,2016,Bangalore,3,26,Male,No,4,0 +Masters,2015,New Delhi,3,24,Female,No,2,0 +Bachelors,2012,Bangalore,3,26,Male,No,4,0 +Bachelors,2013,Pune,3,24,Male,No,2,0 +Masters,2017,New Delhi,3,24,Male,No,2,1 +Bachelors,2014,Bangalore,1,25,Male,Yes,3,0 +Bachelors,2018,Bangalore,3,28,Male,No,1,1 +Bachelors,2017,Bangalore,3,28,Male,Yes,3,0 +Masters,2013,Bangalore,3,28,Female,Yes,2,1 +Bachelors,2013,Bangalore,3,26,Male,Yes,4,0 +Masters,2018,New Delhi,1,24,Male,Yes,2,1 +Bachelors,2012,Bangalore,3,25,Male,No,3,0 +PHD,2013,New Delhi,2,27,Female,No,5,0 +Masters,2018,New Delhi,3,28,Male,Yes,2,1 +Bachelors,2014,Bangalore,3,28,Male,No,3,1 +Bachelors,2014,Pune,3,27,Male,No,5,0 +Bachelors,2013,New Delhi,3,24,Female,No,2,1 +Bachelors,2015,Pune,2,28,Female,No,1,1 +Bachelors,2015,Pune,2,26,Female,No,4,1 +Bachelors,2017,New Delhi,2,28,Female,No,3,0 +Masters,2012,Pune,3,27,Female,No,5,1 +Masters,2017,Pune,3,25,Female,Yes,3,1 +Masters,2013,New Delhi,2,25,Male,No,3,1 +Masters,2017,New Delhi,2,27,Male,No,5,1 +Bachelors,2017,Bangalore,3,24,Male,No,2,0 +Bachelors,2016,Pune,2,24,Female,No,2,1 +Bachelors,2012,Bangalore,3,26,Female,No,4,0 +Bachelors,2012,Bangalore,3,24,Male,No,2,1 +Masters,2017,Pune,2,24,Male,No,2,0 +Bachelors,2015,Pune,2,25,Female,Yes,3,1 +Bachelors,2015,New Delhi,3,26,Female,Yes,4,0 +Bachelors,2013,Pune,2,24,Male,Yes,2,1 +Bachelors,2013,Pune,3,25,Male,No,3,0 +PHD,2015,New Delhi,2,28,Female,No,1,0 +Bachelors,2016,Pune,3,24,Male,No,2,0 +Bachelors,2017,Bangalore,3,24,Female,No,2,0 +Bachelors,2016,Bangalore,3,27,Male,No,5,0 +Bachelors,2017,Bangalore,3,25,Female,No,3,0 +Masters,2014,New Delhi,3,27,Male,No,5,0 +Bachelors,2016,Bangalore,3,27,Male,No,5,0 +Bachelors,2016,Bangalore,3,28,Female,No,3,0 +Bachelors,2018,Pune,3,25,Male,No,3,1 +Bachelors,2013,Bangalore,3,26,Male,Yes,4,1 +Bachelors,2015,New Delhi,3,25,Male,No,3,1 +Bachelors,2017,New Delhi,2,25,Female,No,3,1 +Bachelors,2012,Bangalore,3,25,Male,Yes,3,0 +Bachelors,2014,New Delhi,3,28,Female,No,2,0 +Bachelors,2017,New Delhi,2,27,Female,No,5,0 +Bachelors,2018,Pune,3,26,Male,No,4,1 +Masters,2014,New Delhi,3,28,Male,No,2,0 +Bachelors,2013,Bangalore,3,27,Male,No,5,1 +Masters,2017,Pune,3,25,Male,No,3,1 +Bachelors,2018,Bangalore,3,28,Male,No,2,1 +Bachelors,2016,Bangalore,3,24,Male,No,2,0 +Bachelors,2012,Bangalore,3,24,Male,Yes,2,0 +Bachelors,2015,Bangalore,3,28,Female,No,1,0 +Bachelors,2014,Bangalore,3,24,Male,No,2,0 +Bachelors,2013,Pune,3,27,Male,No,5,0 +Bachelors,2016,New Delhi,3,24,Female,No,2,0 +Bachelors,2012,Bangalore,3,25,Female,No,3,0 +Bachelors,2012,Pune,3,28,Male,No,3,0 +Bachelors,2018,Pune,3,25,Male,Yes,3,1 +Bachelors,2014,Bangalore,3,27,Male,No,5,1 +Bachelors,2016,Bangalore,3,27,Female,No,5,0 +Masters,2015,Pune,2,24,Female,No,2,0 +Masters,2014,Bangalore,3,24,Female,No,2,1 +Bachelors,2013,Bangalore,3,25,Male,No,3,0 +Masters,2017,New Delhi,3,24,Male,No,2,0 +Bachelors,2015,Bangalore,3,25,Male,No,3,0 +Bachelors,2017,Bangalore,3,24,Male,No,2,0 +Bachelors,2017,New Delhi,2,28,Male,No,3,0 +Bachelors,2016,Bangalore,3,28,Male,No,2,0 +PHD,2014,New Delhi,3,24,Male,No,2,0 +Masters,2017,New Delhi,2,26,Female,No,4,0 +Masters,2018,New Delhi,3,25,Male,No,3,1 +Bachelors,2014,Bangalore,3,28,Male,No,3,1 +Bachelors,2014,Bangalore,3,25,Male,No,3,1 +Bachelors,2018,New Delhi,3,28,Female,No,3,1 +Masters,2017,New Delhi,2,25,Male,Yes,3,1 +Masters,2013,New Delhi,3,28,Male,No,2,0 +Bachelors,2014,Bangalore,3,26,Male,Yes,4,0 +Masters,2017,New Delhi,2,25,Female,No,3,1 +Masters,2013,New Delhi,3,25,Female,No,3,0 +Bachelors,2016,Bangalore,3,25,Male,No,3,0 +Bachelors,2018,Bangalore,3,24,Male,No,2,1 +Masters,2017,New Delhi,2,26,Male,Yes,4,1 +Bachelors,2013,Bangalore,3,24,Male,No,2,0 +Bachelors,2013,Bangalore,3,28,Male,No,2,0 +Masters,2015,Pune,3,28,Female,Yes,2,0 +Bachelors,2015,Pune,2,27,Female,Yes,5,1 +Masters,2014,Pune,2,27,Female,No,5,0 +Bachelors,2017,New Delhi,2,27,Male,No,5,0 +Bachelors,2012,Bangalore,3,26,Male,No,4,0 +Masters,2015,Pune,1,27,Female,No,5,0 +Bachelors,2013,Bangalore,1,28,Male,No,3,1 +Bachelors,2012,Pune,2,26,Female,No,4,1 +Bachelors,2013,Bangalore,3,27,Male,No,5,0 +Masters,2017,New Delhi,2,25,Male,No,3,0 +Bachelors,2017,Bangalore,3,27,Male,No,5,0 +Bachelors,2012,Bangalore,3,24,Male,No,2,0 +Bachelors,2017,New Delhi,3,26,Male,No,4,0 +Bachelors,2014,Bangalore,3,28,Female,No,1,1 +Bachelors,2015,Bangalore,3,25,Male,No,3,0 +Bachelors,2015,Pune,2,28,Female,No,3,1 +Bachelors,2017,Bangalore,3,24,Female,No,2,0 +Bachelors,2016,Bangalore,3,27,Female,No,5,1 +Bachelors,2012,Bangalore,3,25,Male,No,3,0 +Masters,2018,Pune,3,25,Male,No,3,1 +Bachelors,2015,Pune,3,26,Male,No,4,0 +Bachelors,2014,Pune,3,26,Male,No,4,0 +PHD,2017,New Delhi,3,27,Male,No,5,0 +Bachelors,2012,Bangalore,3,26,Male,No,4,0 +Bachelors,2016,Bangalore,3,26,Male,No,4,0 +Bachelors,2017,New Delhi,3,28,Female,No,2,0 +Bachelors,2014,Pune,3,25,Female,No,3,0 +Bachelors,2013,Bangalore,3,28,Male,Yes,3,0 +Bachelors,2017,Bangalore,3,25,Male,No,3,0 +Bachelors,2018,Bangalore,3,27,Male,No,5,1 +Bachelors,2017,Bangalore,3,26,Male,No,4,0 +Bachelors,2017,Pune,2,25,Female,No,3,1 +Bachelors,2017,Pune,2,26,Female,No,4,1 +Bachelors,2015,Pune,3,28,Male,No,3,0 +Masters,2017,Pune,2,26,Male,No,4,1 +Masters,2015,New Delhi,3,28,Female,Yes,2,0 +Bachelors,2012,New Delhi,2,25,Male,No,3,1 +Bachelors,2016,Bangalore,3,25,Female,No,3,0 +Masters,2017,New Delhi,2,26,Female,No,4,0 +Bachelors,2014,Bangalore,3,25,Male,No,3,0 +Bachelors,2014,Bangalore,3,25,Male,No,3,1 +PHD,2018,Bangalore,3,26,Male,No,4,1 +Bachelors,2016,Pune,3,26,Male,No,4,0 +Bachelors,2014,Bangalore,3,27,Male,No,5,0 +Bachelors,2012,Bangalore,3,25,Male,No,3,0 +Masters,2012,Pune,2,26,Female,No,4,0 +Masters,2016,New Delhi,3,27,Male,No,5,1 +PHD,2017,Bangalore,3,28,Male,No,1,0 +Bachelors,2014,Bangalore,3,27,Male,No,5,0 +Bachelors,2018,Pune,3,26,Male,No,4,1 +Bachelors,2018,Bangalore,1,27,Male,No,5,0 +Bachelors,2016,Pune,3,24,Male,No,2,0 +Bachelors,2012,Bangalore,3,25,Male,No,3,0 +Bachelors,2017,Bangalore,3,27,Male,No,5,0 +Bachelors,2016,Bangalore,3,28,Male,No,2,0 +Bachelors,2017,New Delhi,2,27,Male,No,5,0 +Bachelors,2013,Bangalore,3,25,Male,No,3,0 +Bachelors,2013,Bangalore,3,28,Male,No,1,0 +Bachelors,2018,Bangalore,3,28,Female,No,3,1 +Bachelors,2016,Bangalore,3,27,Male,Yes,5,0 +Masters,2015,Pune,2,28,Female,No,3,0 +Masters,2015,New Delhi,3,24,Female,No,2,1 +Bachelors,2017,New Delhi,3,24,Male,No,2,0 +Bachelors,2015,Pune,2,24,Female,No,2,1 +Masters,2013,Pune,3,28,Male,No,2,1 +Bachelors,2017,Pune,3,27,Female,No,5,1 +Bachelors,2014,Pune,3,26,Male,No,4,0 +Bachelors,2016,Bangalore,3,26,Male,No,4,0 +Bachelors,2014,Pune,1,26,Female,No,4,1 +Bachelors,2015,Pune,3,28,Male,No,3,0 +Bachelors,2012,Bangalore,3,26,Male,No,4,0 +Bachelors,2017,New Delhi,2,26,Male,No,4,0 +Masters,2017,New Delhi,2,26,Female,No,4,0 +Bachelors,2016,Bangalore,3,26,Male,No,4,1 +Bachelors,2013,Bangalore,3,26,Male,Yes,4,0 +Bachelors,2014,Bangalore,3,28,Male,No,3,1 +Bachelors,2014,New Delhi,3,28,Female,No,3,0 +Bachelors,2014,Pune,3,25,Female,No,3,1 +Bachelors,2016,Pune,3,28,Male,No,3,0 +Masters,2017,Bangalore,3,27,Male,No,5,1 +Bachelors,2015,Bangalore,3,25,Male,No,3,0 +Bachelors,2014,Pune,3,27,Male,No,5,0 +Bachelors,2012,Pune,3,28,Male,No,3,0 +Masters,2017,Pune,3,26,Male,No,4,1 +Bachelors,2013,Bangalore,3,25,Male,Yes,3,0 +Bachelors,2015,Pune,2,28,Female,No,2,1 +PHD,2013,Bangalore,1,26,Male,No,4,0 +Masters,2012,Pune,3,27,Male,No,5,1 +Bachelors,2016,Bangalore,1,28,Male,No,2,0 +Bachelors,2017,Bangalore,3,27,Male,No,5,0 +Bachelors,2017,Bangalore,3,25,Male,No,3,0 +Masters,2017,New Delhi,2,24,Female,Yes,2,1 +Bachelors,2015,Bangalore,1,25,Female,Yes,3,0 +Bachelors,2018,Bangalore,3,27,Male,No,5,1 +Bachelors,2014,Bangalore,3,26,Male,No,4,0 +Bachelors,2018,Bangalore,3,26,Male,No,4,1 +Bachelors,2015,Pune,2,24,Female,No,2,1 +Bachelors,2018,Bangalore,3,27,Male,No,5,1 +Bachelors,2016,Bangalore,3,27,Female,No,5,0 +Masters,2016,New Delhi,3,25,Female,No,3,1 +Masters,2018,New Delhi,3,26,Male,No,4,1 +Bachelors,2018,Bangalore,3,24,Female,No,2,1 +Bachelors,2017,New Delhi,2,28,Male,No,3,0 +Bachelors,2015,Bangalore,3,27,Male,No,5,0 +Bachelors,2017,Bangalore,3,26,Male,No,4,0 +Bachelors,2016,Bangalore,3,25,Male,No,3,0 +Bachelors,2013,Pune,3,25,Male,No,3,0 +Bachelors,2015,Pune,3,25,Female,No,3,1 +Bachelors,2014,Bangalore,3,28,Female,No,3,0 +Bachelors,2015,Pune,3,24,Male,No,2,0 +Bachelors,2016,Bangalore,3,26,Female,No,4,0 +Bachelors,2018,Bangalore,1,25,Male,Yes,3,0 +Masters,2017,Pune,2,28,Female,No,1,0 +Bachelors,2014,Pune,2,25,Female,No,3,1 +Bachelors,2017,Bangalore,3,25,Male,No,3,0 +Bachelors,2016,Bangalore,3,28,Female,No,3,0 +Bachelors,2014,Bangalore,3,28,Female,No,2,0 +Masters,2017,New Delhi,2,28,Male,No,2,0 +Bachelors,2017,New Delhi,2,24,Female,No,2,0 +PHD,2013,New Delhi,2,25,Male,No,3,1 +Bachelors,2017,Bangalore,3,24,Male,No,2,0 +Bachelors,2017,Bangalore,3,26,Female,No,4,0 +Bachelors,2015,Bangalore,1,25,Male,No,3,0 +Bachelors,2016,Bangalore,3,26,Female,No,4,0 +PHD,2014,New Delhi,3,28,Male,No,2,1 +Masters,2018,New Delhi,3,27,Female,No,5,1 +Bachelors,2016,New Delhi,3,27,Female,No,5,0 +Masters,2017,New Delhi,2,25,Male,No,3,1 +Bachelors,2017,Bangalore,3,26,Male,No,4,0 +Bachelors,2016,New Delhi,3,27,Female,Yes,5,0 +Bachelors,2017,Pune,2,25,Female,No,3,1 +Bachelors,2018,Pune,3,28,Female,No,1,1 +Bachelors,2014,Bangalore,3,25,Female,No,3,1 +Bachelors,2018,Pune,3,28,Male,No,1,1 +Bachelors,2017,Bangalore,1,26,Female,No,4,0 +Bachelors,2013,Bangalore,3,24,Male,No,2,1 +Bachelors,2012,New Delhi,3,26,Female,No,4,0 +Bachelors,2012,Pune,3,25,Male,No,3,0 +Masters,2013,New Delhi,2,24,Male,No,2,1 +Bachelors,2018,Pune,3,26,Male,No,4,1 +Bachelors,2016,New Delhi,3,28,Female,No,2,0 +Bachelors,2016,Pune,3,26,Male,No,4,0 +Masters,2014,New Delhi,3,24,Male,No,2,0 +Bachelors,2013,Bangalore,3,26,Male,No,4,0 +Bachelors,2014,Pune,2,26,Female,No,4,1 +Bachelors,2014,Pune,3,25,Male,No,3,0 +Bachelors,2013,Pune,3,27,Male,No,5,0 +Bachelors,2018,Bangalore,3,27,Male,No,5,1 +Bachelors,2015,Bangalore,3,25,Female,No,3,1 +Bachelors,2016,Pune,3,26,Male,No,4,0 +Bachelors,2015,Pune,2,27,Female,No,5,1 +Bachelors,2017,Bangalore,3,26,Male,No,4,0 +Masters,2017,Pune,2,26,Female,No,4,0 +Bachelors,2017,New Delhi,3,27,Female,Yes,5,0 +Masters,2017,Pune,1,24,Male,No,2,0 +Masters,2017,New Delhi,2,26,Female,No,4,0 +Bachelors,2015,Bangalore,3,27,Male,Yes,5,0 +Bachelors,2015,Bangalore,3,26,Male,No,4,0 +Masters,2017,Pune,2,24,Male,No,2,1 +Bachelors,2017,Bangalore,3,26,Female,No,4,0 +Bachelors,2014,Bangalore,3,26,Male,No,4,0 +Bachelors,2015,Bangalore,3,28,Male,Yes,1,1 +Masters,2017,New Delhi,2,24,Male,No,2,0 +Bachelors,2013,Pune,2,25,Female,No,3,1 +Masters,2013,Bangalore,3,27,Male,No,5,1 +Bachelors,2017,Bangalore,3,27,Male,No,5,0 +Bachelors,2015,New Delhi,2,28,Female,Yes,2,1 +Bachelors,2014,Pune,2,24,Female,No,2,1 +Bachelors,2016,Pune,2,27,Female,No,5,1 +Bachelors,2017,Bangalore,3,27,Female,No,5,0 +Bachelors,2016,Bangalore,3,26,Male,No,4,0 +Bachelors,2015,Pune,2,27,Male,No,5,0 +Bachelors,2015,Bangalore,3,26,Male,No,4,0 +Bachelors,2018,Bangalore,3,27,Male,Yes,5,1 +Bachelors,2016,Bangalore,3,24,Male,No,2,0 +Bachelors,2014,Bangalore,3,24,Male,No,2,0 +Bachelors,2013,New Delhi,2,24,Female,No,2,1 +Bachelors,2012,Bangalore,3,26,Female,No,4,0 +Bachelors,2015,Pune,2,28,Female,Yes,2,1 +Bachelors,2018,Bangalore,3,26,Male,No,4,1 +Bachelors,2016,Bangalore,3,24,Female,No,2,0 +Masters,2017,Pune,3,24,Male,No,2,1 +Masters,2016,Pune,3,24,Male,No,2,0 +Bachelors,2013,Bangalore,3,28,Male,Yes,1,1 +Bachelors,2015,Bangalore,1,28,Female,No,1,0 +PHD,2018,Bangalore,3,24,Female,No,2,1 +Bachelors,2016,Bangalore,3,26,Male,Yes,4,0 +Bachelors,2013,Bangalore,3,27,Male,No,5,0 +Bachelors,2013,Bangalore,3,25,Male,No,3,1 +Masters,2016,New Delhi,3,24,Male,No,2,1 +Bachelors,2017,New Delhi,1,25,Female,No,3,0 +Bachelors,2013,Bangalore,3,28,Male,No,3,0 +Bachelors,2018,Bangalore,3,28,Male,No,1,1 +Bachelors,2017,Bangalore,3,24,Male,No,2,0 +Masters,2014,New Delhi,3,24,Male,No,2,1 +PHD,2012,New Delhi,3,24,Male,No,2,0 +Bachelors,2017,Bangalore,3,25,Female,No,3,0 +Masters,2014,New Delhi,3,27,Male,No,5,0 +Bachelors,2015,Bangalore,3,27,Female,No,5,0 +Bachelors,2014,Pune,3,25,Male,No,3,1 +Bachelors,2012,Bangalore,3,28,Male,No,3,0 +Bachelors,2012,Bangalore,3,25,Female,No,3,0 +Bachelors,2015,Bangalore,3,24,Female,No,2,0 +Bachelors,2013,Pune,3,27,Male,No,5,0 +Bachelors,2013,Bangalore,3,26,Female,No,4,0 +Bachelors,2012,Pune,2,26,Male,No,4,0 +Masters,2017,Bangalore,3,28,Female,No,3,1 +Bachelors,2015,Bangalore,3,25,Male,No,3,1 +Bachelors,2012,Bangalore,3,28,Female,No,2,0 +Bachelors,2017,Pune,2,26,Female,No,4,1 +Bachelors,2012,Bangalore,3,27,Female,No,5,0 +Masters,2016,New Delhi,3,28,Male,No,1,0 +Bachelors,2015,Pune,2,28,Female,No,1,1 +Masters,2017,Pune,3,24,Male,No,2,1 +Bachelors,2015,Pune,2,25,Female,No,3,1 +Bachelors,2014,Bangalore,3,24,Male,No,2,0 +Bachelors,2016,Bangalore,3,28,Male,No,3,0 +Bachelors,2016,New Delhi,3,25,Female,Yes,3,0 +Masters,2015,New Delhi,3,26,Male,No,4,1 +Masters,2015,New Delhi,3,28,Female,No,3,0 +Bachelors,2013,New Delhi,1,24,Female,No,2,1 +Bachelors,2014,Bangalore,3,24,Male,No,2,0 +Bachelors,2018,Bangalore,3,26,Male,No,4,1 +Bachelors,2013,Bangalore,3,26,Male,No,4,0 +Bachelors,2015,New Delhi,3,25,Female,No,3,1 +Bachelors,2017,New Delhi,3,28,Male,No,2,0 +Bachelors,2016,Pune,1,25,Female,No,3,1 +Masters,2013,New Delhi,3,25,Male,Yes,3,1 +Bachelors,2017,Bangalore,3,24,Female,No,2,0 +Masters,2013,New Delhi,3,25,Female,No,3,1 +Bachelors,2013,Bangalore,1,28,Female,No,2,0 +Masters,2014,Bangalore,3,27,Female,No,5,1 +Bachelors,2013,Bangalore,3,26,Male,No,4,0 +Bachelors,2016,Bangalore,3,25,Male,No,3,0 +Bachelors,2015,Pune,2,26,Female,Yes,4,1 +Bachelors,2017,New Delhi,3,25,Male,No,3,0 +Bachelors,2013,Bangalore,3,26,Male,No,4,0 +Bachelors,2013,Pune,2,27,Male,Yes,5,0 +Bachelors,2015,Pune,2,25,Female,No,3,1 +Bachelors,2016,Bangalore,3,25,Male,Yes,3,0 +Bachelors,2017,Bangalore,3,25,Male,No,3,1 +Bachelors,2016,Pune,3,28,Male,No,1,0 +Bachelors,2018,Bangalore,3,24,Male,No,2,1 +Masters,2015,Pune,3,28,Female,No,3,0 +Bachelors,2017,Bangalore,3,26,Male,No,4,0 +Masters,2017,Pune,2,26,Male,No,4,1 +Bachelors,2017,New Delhi,2,27,Female,No,5,0 +Bachelors,2013,Pune,2,26,Female,No,4,1 +Bachelors,2012,Bangalore,3,24,Male,No,2,0 +Bachelors,2013,New Delhi,3,28,Female,Yes,3,0 +Masters,2015,Pune,2,24,Female,No,2,0 +Bachelors,2016,Bangalore,3,25,Male,No,3,0 +Masters,2017,New Delhi,2,25,Male,No,3,1 +Bachelors,2016,Bangalore,3,26,Male,No,4,0 +Bachelors,2013,Bangalore,3,24,Male,No,2,0 +Bachelors,2012,Pune,2,25,Male,No,3,1 +Bachelors,2014,Bangalore,3,24,Male,No,2,0 +Bachelors,2017,Bangalore,3,27,Female,No,5,1 +Bachelors,2017,New Delhi,3,27,Female,No,5,0 +Bachelors,2013,Pune,3,27,Male,No,5,0 +Bachelors,2015,Pune,2,24,Female,Yes,2,1 +Bachelors,2017,Bangalore,3,24,Female,Yes,2,0 +PHD,2015,New Delhi,3,28,Female,No,1,0 +Bachelors,2017,Bangalore,3,27,Male,No,5,0 +Masters,2017,New Delhi,2,28,Female,No,2,0 +Bachelors,2017,New Delhi,2,25,Female,No,3,0 +Bachelors,2014,Pune,2,25,Female,No,3,1 +Bachelors,2016,New Delhi,3,28,Female,Yes,3,0 +Bachelors,2015,Pune,2,27,Female,No,5,1 +Masters,2017,Pune,2,25,Male,No,3,1 +Masters,2017,Bangalore,2,25,Female,Yes,3,1 +Bachelors,2017,Bangalore,3,24,Female,No,2,1 +Bachelors,2013,Bangalore,3,26,Female,No,4,0 +Bachelors,2018,Bangalore,3,24,Male,Yes,2,1 +Bachelors,2016,New Delhi,3,28,Male,No,1,0 +Masters,2017,New Delhi,2,24,Male,No,2,1 +Bachelors,2017,Bangalore,3,25,Male,No,3,0 +Bachelors,2017,Bangalore,3,25,Male,No,3,0 +Bachelors,2017,Bangalore,3,24,Male,No,2,1 +Masters,2014,New Delhi,3,25,Female,No,3,1 +Bachelors,2012,Bangalore,3,27,Female,No,5,0 +Bachelors,2012,New Delhi,3,27,Female,No,5,0 +Bachelors,2017,Bangalore,3,28,Male,No,2,1 +Bachelors,2012,Bangalore,3,28,Male,Yes,3,1 +Bachelors,2012,Pune,3,28,Female,No,2,0 +Bachelors,2018,Bangalore,3,24,Female,No,2,1 +PHD,2016,New Delhi,3,24,Female,No,2,0 +Masters,2017,New Delhi,2,27,Female,No,5,1 +Masters,2013,New Delhi,2,27,Female,No,5,1 +Bachelors,2015,Bangalore,3,26,Female,No,4,0 +Masters,2015,New Delhi,3,28,Female,No,1,1 +Bachelors,2014,Bangalore,3,27,Male,No,5,0 +Bachelors,2013,New Delhi,3,25,Female,No,3,0 +Bachelors,2015,Bangalore,3,26,Female,No,4,1 +Bachelors,2012,Pune,3,24,Male,No,2,0 +Bachelors,2012,Bangalore,3,26,Female,No,4,0 +Masters,2015,Pune,2,25,Female,No,3,1 +Bachelors,2013,New Delhi,3,24,Male,No,2,0 +Masters,2017,New Delhi,2,27,Female,No,5,0 +Masters,2017,Pune,2,26,Male,No,4,0 +Bachelors,2014,Pune,3,27,Male,No,5,0 +Bachelors,2018,Bangalore,3,25,Male,No,3,1 +Bachelors,2014,Bangalore,3,25,Female,No,3,0 +Bachelors,2013,Pune,2,27,Female,No,5,1 +Bachelors,2015,Pune,3,26,Male,No,4,0 +Bachelors,2017,Pune,2,24,Male,No,2,1 +Masters,2017,New Delhi,2,26,Male,No,4,1 +Bachelors,2013,Pune,2,25,Male,Yes,3,1 +Masters,2017,New Delhi,2,25,Female,No,3,1 +Bachelors,2013,Pune,3,26,Female,Yes,4,0 +Bachelors,2014,Pune,3,28,Male,No,2,0 +Bachelors,2016,New Delhi,3,27,Female,No,5,0 +Bachelors,2017,New Delhi,2,28,Male,No,1,0 +Masters,2014,New Delhi,3,27,Male,No,5,0 +Bachelors,2014,New Delhi,3,28,Female,No,1,0 +Bachelors,2015,Bangalore,3,27,Male,No,5,1 +Bachelors,2015,Bangalore,3,24,Male,No,2,1 +Bachelors,2018,Bangalore,3,24,Male,No,2,1 +Bachelors,2013,Pune,3,26,Male,No,4,0 +Bachelors,2012,Bangalore,3,28,Female,No,2,0 +Masters,2017,Pune,2,26,Male,No,4,0 +Masters,2017,New Delhi,2,25,Male,No,3,1 +Bachelors,2016,New Delhi,3,27,Female,No,5,0 +Bachelors,2012,Bangalore,3,26,Male,No,4,0 +Bachelors,2015,Pune,3,25,Male,No,3,0 +Bachelors,2012,New Delhi,3,26,Female,Yes,4,0 +Masters,2014,Bangalore,3,27,Male,No,5,1 +Masters,2017,New Delhi,2,26,Male,No,4,0 +Masters,2012,New Delhi,3,26,Male,No,4,1 +Bachelors,2015,Pune,2,26,Female,No,4,1 +Masters,2014,New Delhi,3,25,Male,No,3,0 +Bachelors,2015,Bangalore,3,28,Male,Yes,2,0 +Masters,2012,Pune,3,27,Male,No,5,1 +Bachelors,2017,Bangalore,2,27,Male,No,5,0 +Bachelors,2016,Bangalore,3,24,Male,No,2,0 +Bachelors,2017,Bangalore,3,27,Male,No,5,0 +Bachelors,2014,Bangalore,3,26,Male,No,4,1 +Bachelors,2017,Bangalore,3,24,Female,No,2,0 +Bachelors,2017,Bangalore,3,28,Male,No,1,0 +Bachelors,2014,Bangalore,3,26,Male,No,4,1 +Bachelors,2018,Bangalore,3,28,Female,No,3,1 +Bachelors,2014,New Delhi,3,24,Female,No,2,0 +Bachelors,2017,Bangalore,1,27,Male,No,5,0 +Bachelors,2015,New Delhi,3,24,Female,No,2,0 +Bachelors,2017,Bangalore,3,27,Male,No,5,0 +Bachelors,2017,Pune,3,28,Male,No,3,0 +Bachelors,2014,Bangalore,3,25,Male,No,3,0 +Bachelors,2017,Bangalore,3,25,Female,No,3,0 +Bachelors,2018,Bangalore,3,25,Male,No,3,1 +Bachelors,2013,Bangalore,3,28,Female,No,3,0 +Bachelors,2017,New Delhi,3,27,Male,No,5,0 +Bachelors,2013,Bangalore,3,27,Male,No,5,0 +Masters,2017,New Delhi,2,26,Female,No,4,1 +Bachelors,2014,Bangalore,3,24,Male,No,2,0 +Bachelors,2017,Pune,3,27,Male,No,5,0 +Bachelors,2012,Pune,3,27,Male,No,5,0 +Bachelors,2017,Pune,3,24,Male,No,2,0 +Bachelors,2014,Bangalore,3,25,Male,No,3,0 +Bachelors,2014,Bangalore,3,28,Male,No,3,0 +Bachelors,2018,Bangalore,3,26,Male,No,4,1 +Masters,2017,Bangalore,3,28,Male,No,1,1 +Bachelors,2018,Bangalore,3,27,Male,Yes,5,1 +Bachelors,2017,Bangalore,3,28,Male,Yes,1,0 +Bachelors,2016,Bangalore,3,25,Male,No,3,0 +Bachelors,2013,Pune,3,24,Female,No,2,0 +Bachelors,2018,New Delhi,3,25,Female,No,3,1 +Bachelors,2014,Bangalore,3,24,Female,No,2,0 +Bachelors,2012,Bangalore,3,26,Male,No,4,0 +Masters,2013,New Delhi,1,24,Female,No,2,0 +Masters,2013,New Delhi,1,24,Male,Yes,2,1 +Bachelors,2014,Bangalore,3,26,Male,No,4,0 +Bachelors,2017,Bangalore,3,27,Male,No,5,0 +Bachelors,2017,New Delhi,2,25,Male,No,3,0 +Bachelors,2015,Bangalore,3,28,Female,No,1,0 +Bachelors,2014,Bangalore,3,24,Male,No,2,0 +PHD,2018,New Delhi,3,24,Female,No,2,1 +Bachelors,2015,Pune,3,28,Male,No,1,0 +Bachelors,2015,Bangalore,3,26,Male,No,4,0 +PHD,2015,Pune,2,28,Female,No,1,0 +Bachelors,2018,Bangalore,3,25,Male,Yes,3,1 +Bachelors,2016,Bangalore,3,26,Male,No,4,0 +Bachelors,2015,Bangalore,3,27,Female,No,5,1 +Bachelors,2017,Pune,3,24,Male,No,2,0 +Bachelors,2014,Bangalore,3,27,Male,No,5,0 +Masters,2012,New Delhi,3,28,Male,No,2,0 +Bachelors,2012,Bangalore,3,28,Male,No,3,0 +Bachelors,2012,Pune,2,27,Female,No,5,1 +Bachelors,2012,New Delhi,2,27,Female,No,5,1 +Masters,2012,Bangalore,3,27,Male,No,5,1 +Bachelors,2018,Bangalore,3,25,Female,No,3,1 +Masters,2018,Pune,3,27,Male,No,5,1 +Masters,2017,New Delhi,2,28,Male,No,2,0 +Bachelors,2013,Bangalore,3,27,Male,No,5,0 +Masters,2017,Bangalore,2,28,Male,Yes,2,1 +Bachelors,2017,Pune,3,27,Male,No,5,0 +Bachelors,2017,Pune,3,28,Female,No,1,0 +Bachelors,2016,Bangalore,3,28,Male,No,3,0 +Bachelors,2014,New Delhi,3,26,Female,No,4,0 +Bachelors,2018,Bangalore,3,25,Male,No,3,1 +Bachelors,2017,New Delhi,3,26,Female,No,4,0 +Bachelors,2015,Pune,2,26,Female,No,4,1 +Bachelors,2017,New Delhi,3,26,Male,No,4,0 +Bachelors,2012,Bangalore,3,25,Female,Yes,3,0 +Bachelors,2017,Bangalore,3,25,Male,Yes,3,0 +Bachelors,2013,Bangalore,3,28,Female,No,1,1 +Bachelors,2013,Pune,3,24,Female,No,2,1 +Bachelors,2014,Bangalore,3,25,Male,No,3,0 +Masters,2017,New Delhi,3,25,Male,No,3,1 +Bachelors,2015,Pune,2,27,Female,No,5,1 +Masters,2017,Pune,2,28,Male,No,3,0 +Masters,2017,New Delhi,3,26,Male,No,4,0 +Masters,2017,Pune,2,24,Female,No,2,0 +Masters,2015,Pune,1,26,Female,No,4,0 +Masters,2013,Pune,3,26,Male,No,4,0 +Bachelors,2015,Bangalore,3,26,Male,No,4,0 +Bachelors,2017,Pune,3,24,Male,No,2,0 +PHD,2016,Bangalore,3,27,Male,No,5,0 +Bachelors,2018,Bangalore,3,24,Male,No,2,1 +Bachelors,2014,Pune,3,25,Male,No,3,0 +Bachelors,2012,Bangalore,3,26,Male,No,4,0 +Bachelors,2017,Bangalore,3,28,Male,No,3,0 +Bachelors,2014,Pune,3,25,Male,No,3,0 +Masters,2018,New Delhi,3,25,Female,No,3,1 +Bachelors,2013,Pune,2,25,Female,No,3,1 +PHD,2013,New Delhi,3,26,Male,No,4,0 +Bachelors,2015,New Delhi,3,28,Female,No,3,0 +Bachelors,2017,Bangalore,3,24,Male,No,2,0 +Masters,2018,New Delhi,1,26,Female,No,4,1 +Bachelors,2013,Pune,2,24,Female,No,2,1 +Bachelors,2018,Bangalore,3,24,Male,No,2,1 +PHD,2016,Pune,1,25,Female,No,3,1 +Bachelors,2014,Pune,3,26,Male,No,4,1 +Masters,2015,Pune,1,27,Female,No,5,0 +Bachelors,2013,Pune,3,28,Female,No,2,1 +Bachelors,2016,Bangalore,1,27,Female,No,5,0 +Bachelors,2014,New Delhi,3,24,Male,No,2,0 +Bachelors,2016,Bangalore,3,26,Male,Yes,4,0 +Bachelors,2015,Pune,3,25,Female,No,3,1 +Bachelors,2013,Bangalore,3,24,Male,No,2,0 +Bachelors,2015,Bangalore,3,25,Female,No,3,0 +Bachelors,2015,Bangalore,3,26,Male,No,4,0 +Bachelors,2016,Bangalore,3,26,Male,No,4,0 +Bachelors,2013,Pune,3,26,Male,No,4,0 +Masters,2016,Bangalore,3,26,Female,No,4,1 +Bachelors,2018,Bangalore,3,27,Female,No,5,1 +Bachelors,2017,Bangalore,3,24,Female,No,2,0 +Bachelors,2014,New Delhi,3,24,Female,No,2,0 +Bachelors,2013,Pune,3,26,Male,Yes,4,0 +Bachelors,2014,Bangalore,3,26,Male,No,4,0 +Bachelors,2014,Bangalore,3,24,Male,No,2,0 +Bachelors,2012,Bangalore,3,26,Male,No,4,0 +Bachelors,2014,Pune,2,26,Female,No,4,1 +Bachelors,2016,New Delhi,3,28,Female,No,5,0 +Bachelors,2015,Bangalore,3,28,Male,No,5,0 +Bachelors,2012,Pune,2,26,Female,No,4,1 +Bachelors,2013,New Delhi,3,26,Female,No,4,0 +Bachelors,2013,Pune,3,24,Male,No,2,0 +Masters,2017,New Delhi,3,28,Female,No,3,0 +Bachelors,2012,New Delhi,3,27,Female,No,5,0 +Bachelors,2017,Bangalore,3,25,Male,No,3,0 +Bachelors,2012,New Delhi,3,24,Female,No,2,1 +Masters,2015,Pune,1,24,Male,No,2,0 +Masters,2013,New Delhi,3,27,Male,No,5,1 +Bachelors,2017,New Delhi,3,24,Female,No,2,1 +Bachelors,2014,Bangalore,3,28,Male,No,1,1 +Bachelors,2015,Bangalore,3,28,Female,No,1,0 +Masters,2013,New Delhi,3,27,Male,No,5,0 +Bachelors,2014,Bangalore,3,26,Male,No,4,0 +Bachelors,2017,Bangalore,3,25,Male,No,3,0 +Masters,2015,New Delhi,3,24,Male,No,2,1 +Bachelors,2014,Bangalore,3,25,Male,No,3,0 +Bachelors,2014,Bangalore,3,25,Female,No,3,0 +Bachelors,2017,Bangalore,1,24,Male,No,2,0 +Bachelors,2014,New Delhi,3,27,Female,No,5,1 +Bachelors,2013,Bangalore,3,27,Female,No,5,0 +Bachelors,2012,Bangalore,3,28,Female,No,2,0 +Bachelors,2015,Bangalore,3,27,Male,No,5,0 +Bachelors,2012,Bangalore,3,26,Male,No,4,0 +Bachelors,2013,Pune,1,27,Female,No,5,1 +Bachelors,2014,New Delhi,3,27,Female,Yes,5,0 +Bachelors,2014,Bangalore,3,28,Male,No,4,0 +Bachelors,2014,Bangalore,3,27,Male,No,5,1 +Bachelors,2014,Bangalore,3,28,Female,No,1,0 +Masters,2018,New Delhi,3,25,Female,No,3,1 +Bachelors,2017,Bangalore,3,27,Male,No,5,0 +Bachelors,2015,Bangalore,3,24,Male,Yes,2,1 +Masters,2017,Pune,2,25,Female,No,3,1 +Bachelors,2017,New Delhi,2,27,Female,No,5,0 +Bachelors,2016,Bangalore,3,28,Male,No,3,1 +Bachelors,2015,Pune,2,25,Female,Yes,3,1 +Masters,2017,New Delhi,3,24,Male,No,2,0 +Bachelors,2015,Bangalore,3,28,Male,No,4,0 +Masters,2014,Pune,3,26,Male,No,4,1 +Bachelors,2013,Pune,3,26,Male,No,4,0 +Bachelors,2016,Bangalore,3,26,Male,No,4,0 +Bachelors,2013,Bangalore,3,26,Male,No,4,0 +Masters,2013,New Delhi,1,24,Female,No,2,1 +Bachelors,2014,Bangalore,3,25,Male,No,3,0 +Bachelors,2018,Bangalore,3,27,Male,No,5,1 +Bachelors,2013,Bangalore,3,28,Male,No,1,0 +Bachelors,2016,Pune,2,28,Female,No,4,1 +Bachelors,2012,Bangalore,3,28,Male,No,1,0 +Bachelors,2017,New Delhi,3,25,Female,No,3,0 +Bachelors,2018,Bangalore,3,25,Male,Yes,3,1 +Bachelors,2012,Pune,1,27,Female,No,5,1 +Masters,2017,New Delhi,3,24,Male,No,2,0 +Bachelors,2014,Bangalore,3,24,Male,No,2,0 +Bachelors,2014,Pune,3,26,Male,No,4,0 +Bachelors,2013,Bangalore,3,25,Female,No,3,1 +Bachelors,2017,Bangalore,3,28,Male,No,2,0 +Bachelors,2015,Pune,3,25,Female,No,3,1 +Bachelors,2017,Bangalore,3,24,Male,No,2,0 +Bachelors,2018,Bangalore,3,24,Male,Yes,2,1 +Bachelors,2016,Bangalore,3,28,Male,Yes,4,0 +Bachelors,2014,Bangalore,3,26,Female,No,4,0 +Bachelors,2017,Bangalore,3,28,Male,No,1,0 +Bachelors,2012,Bangalore,3,27,Male,No,5,0 +Bachelors,2016,New Delhi,3,26,Male,No,4,0 +Bachelors,2014,Bangalore,3,27,Female,No,5,0 +Bachelors,2014,Bangalore,3,27,Female,Yes,5,1 +Bachelors,2013,Bangalore,3,26,Male,No,4,0 +PHD,2015,New Delhi,2,24,Female,No,2,0 +Bachelors,2018,Bangalore,3,26,Male,No,4,1 +Bachelors,2017,New Delhi,2,24,Female,No,2,0 +PHD,2015,Pune,1,25,Female,No,3,1 +Bachelors,2017,New Delhi,3,24,Male,No,2,0 +Bachelors,2013,Bangalore,3,25,Female,No,3,0 +Bachelors,2014,Bangalore,3,24,Male,Yes,2,0 +Masters,2018,New Delhi,3,26,Male,Yes,4,1 +Bachelors,2015,Bangalore,2,25,Female,No,3,1 +Bachelors,2012,Bangalore,3,25,Male,No,3,0 +Masters,2012,New Delhi,3,28,Male,Yes,2,0 +Bachelors,2015,Bangalore,3,24,Female,No,2,0 +Bachelors,2012,Bangalore,3,24,Male,No,2,0 +PHD,2018,New Delhi,3,27,Female,No,5,1 +Bachelors,2014,Bangalore,3,25,Male,No,3,0 +Bachelors,2012,Bangalore,3,25,Male,No,3,0 +Bachelors,2012,Bangalore,3,28,Male,No,5,0 +Bachelors,2017,New Delhi,2,26,Female,No,4,0 +Bachelors,2013,Bangalore,3,25,Male,No,3,0 +Masters,2018,Pune,3,24,Male,No,2,1 +Bachelors,2016,Bangalore,3,26,Male,No,4,0 +Bachelors,2013,Bangalore,3,26,Male,No,4,0 +Bachelors,2016,New Delhi,3,28,Female,No,2,0 +Masters,2017,New Delhi,2,27,Male,Yes,5,1 +Bachelors,2018,Pune,2,27,Female,No,5,1 +Masters,2014,New Delhi,3,28,Female,No,4,0 +Masters,2017,New Delhi,3,25,Female,No,3,0 +Masters,2017,Bangalore,3,26,Female,No,4,0 +Bachelors,2015,Pune,2,27,Female,No,5,1 +Bachelors,2013,New Delhi,3,27,Female,No,5,0 +Masters,2017,New Delhi,1,26,Female,No,4,0 +Bachelors,2013,New Delhi,3,27,Female,No,5,0 +Bachelors,2012,New Delhi,3,28,Male,No,3,0 +Masters,2017,Pune,2,27,Male,No,5,1 +Bachelors,2017,New Delhi,3,26,Female,No,4,0 +Bachelors,2013,Bangalore,3,28,Female,No,4,1 +Masters,2012,New Delhi,3,27,Male,Yes,5,1 +Bachelors,2017,Pune,2,24,Male,No,2,0 +Masters,2017,New Delhi,3,25,Female,No,3,1 +Bachelors,2018,Bangalore,3,25,Female,Yes,3,1 +Bachelors,2016,Bangalore,3,28,Male,Yes,4,0 +Masters,2017,New Delhi,3,28,Male,No,2,0 +Bachelors,2014,Bangalore,3,24,Male,No,2,0 +Bachelors,2016,Bangalore,3,26,Male,Yes,4,0 +Bachelors,2014,Pune,3,24,Female,No,2,1 +Bachelors,2013,Pune,3,26,Male,No,4,0 +Bachelors,2012,Bangalore,3,27,Male,No,5,0 +Bachelors,2018,Bangalore,3,24,Male,No,2,1 +Bachelors,2017,Bangalore,1,26,Female,No,4,0 +Bachelors,2015,Bangalore,3,28,Female,No,3,0 +Bachelors,2013,Bangalore,3,28,Male,No,3,1 +Bachelors,2012,Bangalore,3,27,Male,Yes,5,0 +Bachelors,2013,Bangalore,3,26,Female,No,4,0 +Masters,2013,New Delhi,2,27,Female,No,5,1 +Bachelors,2016,New Delhi,3,24,Female,No,2,0 +Bachelors,2015,Pune,2,28,Female,No,2,1 +Bachelors,2015,New Delhi,2,25,Female,No,3,1 +Bachelors,2014,Pune,3,24,Male,No,2,0 +Bachelors,2017,New Delhi,3,27,Female,No,5,0 +Bachelors,2012,New Delhi,3,26,Male,No,4,0 +Bachelors,2013,Bangalore,3,28,Male,No,0,0 +Bachelors,2012,Pune,3,28,Male,No,5,0 +Bachelors,2015,Pune,2,26,Female,No,4,1 +Bachelors,2016,Bangalore,1,26,Male,No,4,0 +Masters,2017,New Delhi,2,28,Female,Yes,2,1 +Masters,2017,New Delhi,2,25,Male,No,3,1 +Bachelors,2017,Bangalore,3,24,Male,No,2,0 +Bachelors,2013,Bangalore,3,28,Male,No,0,0 +Bachelors,2014,Pune,3,27,Male,No,5,1 +Bachelors,2016,Pune,2,26,Female,No,4,1 +Bachelors,2018,Bangalore,3,27,Female,Yes,5,1 +Bachelors,2012,Pune,3,28,Male,No,4,0 +Bachelors,2013,Pune,2,26,Female,No,4,1 +Bachelors,2014,Bangalore,3,28,Female,No,3,0 +Masters,2017,New Delhi,2,28,Female,No,2,0 +Bachelors,2012,New Delhi,1,27,Female,No,5,0 +Bachelors,2017,New Delhi,2,27,Male,No,5,0 +Bachelors,2014,Bangalore,3,24,Male,No,2,0 +Bachelors,2013,Pune,3,27,Male,No,5,0 +Bachelors,2015,Bangalore,3,27,Female,No,5,0 +Bachelors,2017,Bangalore,3,27,Male,No,5,0 +Masters,2012,New Delhi,3,24,Male,No,2,0 +Bachelors,2013,New Delhi,2,25,Female,No,3,1 +Bachelors,2017,Bangalore,3,25,Male,No,3,0 +Bachelors,2018,Bangalore,3,25,Male,No,3,1 +Masters,2013,Pune,3,25,Male,Yes,3,1 +Bachelors,2013,Pune,3,24,Female,No,2,0 +Bachelors,2015,Pune,3,24,Female,No,2,1 +Bachelors,2014,Bangalore,3,24,Male,No,2,0 +Masters,2012,New Delhi,3,26,Female,No,4,1 +Bachelors,2015,Pune,3,25,Male,No,3,0 +Bachelors,2017,New Delhi,2,26,Female,No,4,0 +Bachelors,2013,Bangalore,3,28,Male,No,3,0 +Bachelors,2016,Pune,2,28,Female,No,0,1 +Bachelors,2012,New Delhi,3,24,Male,No,2,0 +Bachelors,2015,New Delhi,3,28,Male,No,1,0 +Bachelors,2017,Bangalore,1,24,Male,No,2,0 +Masters,2017,Pune,2,28,Female,No,4,0 +Bachelors,2017,Pune,3,24,Male,No,2,0 +Bachelors,2016,Bangalore,3,27,Female,No,5,0 +Bachelors,2015,Pune,3,28,Male,No,2,0 +Bachelors,2016,Bangalore,3,28,Female,No,5,0 +Bachelors,2018,Bangalore,3,25,Male,No,3,1 +Bachelors,2015,Bangalore,3,28,Female,No,5,0 +Bachelors,2014,Bangalore,3,27,Male,No,5,1 +Bachelors,2013,Bangalore,3,26,Male,No,4,0 +Bachelors,2015,Bangalore,1,24,Male,No,2,0 +Bachelors,2012,Bangalore,3,27,Female,No,5,0 +Bachelors,2012,Bangalore,3,25,Male,No,3,1 +Bachelors,2015,Pune,3,28,Female,No,4,1 +Masters,2017,Bangalore,2,24,Female,Yes,2,1 +Bachelors,2014,Bangalore,3,28,Male,No,2,0 +Masters,2017,Pune,2,24,Female,No,2,1 +Bachelors,2014,New Delhi,3,26,Female,No,4,1 +Bachelors,2015,Pune,2,28,Female,No,3,1 +Masters,2013,Pune,2,28,Male,No,5,1 +Bachelors,2013,New Delhi,1,28,Female,No,5,1 +Bachelors,2015,Pune,2,26,Female,Yes,4,1 +Masters,2015,New Delhi,3,28,Male,No,2,0 +Bachelors,2013,Bangalore,3,27,Male,No,5,0 +Bachelors,2018,Bangalore,3,28,Male,No,2,1 +Bachelors,2012,Pune,3,28,Male,No,2,0 +Bachelors,2014,Pune,3,27,Female,No,5,1 +Masters,2018,New Delhi,3,24,Male,No,2,1 +Bachelors,2018,Bangalore,3,25,Male,Yes,3,1 +Bachelors,2017,New Delhi,2,25,Male,No,3,0 +Bachelors,2014,Pune,3,24,Female,No,2,1 +Bachelors,2012,New Delhi,3,26,Female,No,4,0 +Bachelors,2014,Pune,3,26,Male,No,4,0 +Bachelors,2014,Bangalore,3,28,Male,No,4,0 +Bachelors,2018,Bangalore,3,26,Male,Yes,4,1 +Bachelors,2013,Pune,2,26,Male,No,4,0 +Bachelors,2013,Pune,2,25,Female,No,3,1 +Bachelors,2018,Pune,3,25,Male,Yes,3,1 +Bachelors,2013,Bangalore,3,25,Female,No,3,0 +Bachelors,2014,Bangalore,3,28,Male,No,4,0 +Masters,2017,New Delhi,3,24,Female,No,2,0 +Masters,2017,Pune,2,27,Female,No,5,0 +Bachelors,2012,Bangalore,3,24,Male,No,2,0 +Bachelors,2017,Pune,3,27,Female,No,5,1 +Masters,2017,New Delhi,2,28,Male,No,4,0 +Bachelors,2017,New Delhi,2,25,Male,No,3,0 +Bachelors,2017,Pune,3,25,Male,Yes,3,1 +Masters,2017,Pune,2,24,Female,No,2,1 +Bachelors,2013,Pune,3,27,Male,Yes,5,1 +Bachelors,2016,Bangalore,3,26,Female,No,4,1 +Bachelors,2015,Pune,2,27,Female,No,5,1 +Bachelors,2014,Bangalore,3,27,Male,No,5,1 +Bachelors,2012,Bangalore,3,26,Male,No,4,0 +Bachelors,2016,Pune,2,27,Female,No,5,1 +Masters,2017,Bangalore,2,28,Male,No,2,0 +Masters,2017,New Delhi,3,24,Female,No,2,1 +Bachelors,2017,Pune,3,24,Male,No,2,0 +Bachelors,2018,Bangalore,3,24,Male,No,2,1 +Masters,2017,New Delhi,2,28,Male,No,3,0 +Bachelors,2015,Bangalore,3,26,Female,Yes,4,0 +Bachelors,2018,Pune,3,26,Female,No,4,1 +Bachelors,2013,Bangalore,3,25,Male,Yes,3,0 +Bachelors,2016,Bangalore,3,26,Male,No,4,0 +Masters,2018,Pune,3,28,Male,No,2,1 +Bachelors,2016,Bangalore,3,26,Male,No,4,0 +Bachelors,2017,Bangalore,3,27,Male,No,5,0 +Bachelors,2012,Bangalore,3,27,Female,No,5,0 +PHD,2016,New Delhi,3,27,Male,No,5,0 +Bachelors,2017,New Delhi,2,25,Male,No,3,0 +Bachelors,2015,New Delhi,3,28,Female,No,2,0 +Bachelors,2013,Pune,2,26,Female,No,4,1 +Bachelors,2017,Bangalore,3,27,Female,No,5,0 +Bachelors,2015,Pune,2,24,Female,No,2,1 +Bachelors,2017,Bangalore,3,27,Female,No,5,0 +Bachelors,2016,Bangalore,3,25,Male,No,3,1 +Bachelors,2018,Bangalore,3,26,Male,No,4,1 +Bachelors,2015,Bangalore,3,27,Male,No,5,0 +Bachelors,2014,Pune,3,24,Male,No,2,0 +Bachelors,2012,Bangalore,3,27,Male,No,5,0 +Bachelors,2013,Pune,3,27,Male,No,5,0 +Bachelors,2015,Bangalore,1,25,Male,No,3,0 +Masters,2017,New Delhi,2,25,Female,No,3,0 +PHD,2015,Pune,3,28,Male,No,0,0 +Bachelors,2015,Bangalore,3,28,Male,No,3,0 +Bachelors,2016,Bangalore,3,28,Male,No,5,0 +PHD,2013,New Delhi,3,24,Male,No,2,0 +Bachelors,2014,Bangalore,3,26,Male,Yes,4,0 +Bachelors,2015,Pune,2,26,Female,Yes,4,1 +Bachelors,2017,Bangalore,3,27,Male,Yes,5,0 +Bachelors,2014,New Delhi,3,26,Male,No,4,0 +Masters,2013,Bangalore,3,27,Male,No,5,1 +Bachelors,2016,Pune,3,24,Male,Yes,2,0 +Bachelors,2016,Bangalore,3,26,Male,No,4,0 +Bachelors,2013,Pune,2,28,Female,No,2,1 +Masters,2017,Bangalore,2,24,Male,No,2,1 +Masters,2017,New Delhi,2,24,Male,No,2,1 +Masters,2015,Pune,2,24,Female,No,2,1 +Bachelors,2014,Pune,3,26,Male,No,4,0 +Bachelors,2016,Pune,2,27,Female,No,5,1 +Bachelors,2017,Bangalore,3,25,Male,No,3,0 +Masters,2017,New Delhi,2,26,Female,No,4,0 +Bachelors,2016,Bangalore,1,25,Female,No,3,0 +PHD,2014,Bangalore,1,25,Female,No,3,0 +Bachelors,2013,Bangalore,3,25,Female,No,3,0 +Bachelors,2014,New Delhi,3,24,Male,No,2,0 +Bachelors,2015,Pune,2,28,Female,Yes,2,1 +Bachelors,2014,New Delhi,3,28,Male,No,5,0 +Bachelors,2015,Bangalore,3,26,Male,No,4,0 +Bachelors,2014,Bangalore,3,25,Male,No,3,0 +Bachelors,2018,Pune,3,26,Male,No,4,1 +Masters,2015,Pune,2,28,Female,No,2,0 +Masters,2013,New Delhi,3,28,Male,No,2,1 +Bachelors,2014,Bangalore,3,25,Male,No,3,0 +Masters,2015,New Delhi,2,26,Female,No,4,0 +Bachelors,2016,New Delhi,3,27,Male,No,5,0 +Bachelors,2014,Bangalore,3,24,Female,No,2,0 +Masters,2017,Pune,3,24,Female,No,2,0 +Bachelors,2014,Pune,3,25,Female,No,3,1 +Bachelors,2015,Pune,3,27,Female,No,5,1 +Bachelors,2017,New Delhi,2,28,Male,No,0,0 +Bachelors,2017,New Delhi,3,25,Female,No,3,0 +Bachelors,2012,Pune,3,24,Male,No,2,1 +Masters,2016,New Delhi,3,25,Male,No,3,1 +Bachelors,2015,Pune,2,26,Female,No,4,1 +Masters,2014,New Delhi,3,27,Male,No,5,0 +Bachelors,2015,Bangalore,3,24,Female,No,2,1 +Bachelors,2014,New Delhi,3,25,Male,No,3,0 +Bachelors,2017,Bangalore,3,24,Male,No,2,0 +Bachelors,2017,New Delhi,3,24,Female,No,2,1 +Bachelors,2012,Bangalore,3,28,Male,No,1,0 +Bachelors,2014,Bangalore,1,26,Male,No,4,0 +Bachelors,2017,Bangalore,3,28,Male,Yes,3,0 +Bachelors,2015,Pune,1,25,Female,No,3,1 +Bachelors,2015,Pune,2,24,Female,Yes,2,1 +Bachelors,2017,Pune,2,26,Male,No,4,0 +Bachelors,2015,Bangalore,3,28,Male,No,0,0 +Bachelors,2016,Bangalore,3,28,Male,No,2,0 +Bachelors,2013,Pune,3,28,Female,Yes,3,1 +Bachelors,2017,Bangalore,3,27,Male,No,5,0 +Masters,2015,New Delhi,3,25,Male,No,3,0 +Bachelors,2012,New Delhi,3,28,Female,No,4,0 +Bachelors,2012,Bangalore,3,26,Male,No,4,0 +Bachelors,2012,Bangalore,3,25,Male,No,3,0 +Masters,2017,New Delhi,3,25,Male,No,3,1 +Bachelors,2017,Bangalore,3,25,Male,No,3,0 +Bachelors,2012,Bangalore,3,26,Female,No,4,0 +Bachelors,2017,Bangalore,3,26,Female,No,4,0 +Masters,2017,New Delhi,2,25,Male,Yes,3,1 +Bachelors,2015,Bangalore,3,25,Male,No,3,0 +Bachelors,2013,Bangalore,3,26,Female,No,4,0 +Bachelors,2017,Pune,3,25,Female,No,3,1 +Bachelors,2014,New Delhi,3,28,Female,Yes,2,0 +Bachelors,2016,Bangalore,3,27,Female,No,5,0 +Bachelors,2018,Bangalore,3,25,Male,No,3,1 +Bachelors,2012,Bangalore,3,27,Female,Yes,5,0 +Bachelors,2017,New Delhi,3,27,Female,No,5,0 +Bachelors,2016,Bangalore,2,25,Male,No,3,1 +Bachelors,2016,Bangalore,3,28,Female,No,4,0 +Bachelors,2017,New Delhi,2,27,Male,No,5,0 +Bachelors,2016,Bangalore,3,24,Female,No,2,0 +Bachelors,2013,Bangalore,3,25,Male,No,3,0 +Bachelors,2017,New Delhi,2,25,Female,No,3,0 +Bachelors,2015,Pune,3,24,Male,No,2,0 +Bachelors,2012,New Delhi,3,25,Female,No,3,0 +PHD,2017,New Delhi,3,27,Female,No,5,0 +Bachelors,2014,Bangalore,3,25,Female,No,3,1 +Masters,2017,Bangalore,3,28,Male,No,2,0 +Bachelors,2016,Pune,3,25,Male,No,3,0 +Bachelors,2014,Bangalore,3,25,Male,Yes,3,0 +Bachelors,2012,New Delhi,3,27,Male,No,5,0 +Bachelors,2012,Pune,3,25,Female,No,3,1 +Masters,2015,New Delhi,3,27,Female,No,5,0 +Bachelors,2014,Bangalore,3,24,Male,No,2,0 +Bachelors,2015,Pune,2,27,Female,No,5,1 +Bachelors,2014,Bangalore,3,25,Male,No,3,1 +Bachelors,2015,Bangalore,3,25,Male,No,3,0 +Bachelors,2018,New Delhi,3,26,Female,No,4,1 +Bachelors,2017,Pune,2,26,Female,No,4,1 +Bachelors,2014,Pune,2,24,Female,No,2,1 +Bachelors,2013,Bangalore,3,27,Male,No,5,0 +Bachelors,2017,New Delhi,2,27,Male,No,5,0 +PHD,2012,New Delhi,3,28,Female,No,1,0 +Masters,2012,New Delhi,3,26,Female,No,4,1 +Bachelors,2014,Bangalore,3,27,Male,No,5,0 +Bachelors,2013,Bangalore,3,28,Female,No,0,1 +Bachelors,2014,Pune,3,26,Male,No,4,0 +Bachelors,2016,Pune,2,24,Female,No,2,1 +Bachelors,2015,Bangalore,1,24,Female,No,2,1 +Bachelors,2012,Bangalore,3,26,Female,No,4,0 +Masters,2014,Pune,3,27,Male,No,5,0 +Masters,2017,New Delhi,2,27,Male,No,5,1 +Masters,2017,New Delhi,1,25,Female,No,3,0 +Masters,2012,Pune,3,28,Male,No,0,1 +Masters,2012,New Delhi,3,28,Male,No,2,1 +Masters,2013,New Delhi,2,24,Male,No,2,1 +Bachelors,2015,Pune,3,25,Female,No,3,1 +Masters,2017,New Delhi,3,28,Male,No,5,0 +Bachelors,2013,Bangalore,3,24,Male,No,2,0 +Masters,2015,Bangalore,3,28,Male,No,1,1 +Bachelors,2018,Bangalore,3,27,Female,Yes,5,1 +Bachelors,2015,Bangalore,3,24,Male,No,2,1 +Bachelors,2014,Pune,3,26,Male,No,4,0 +Bachelors,2013,New Delhi,3,25,Female,No,3,0 +Bachelors,2013,Bangalore,3,26,Male,No,4,0 +Bachelors,2018,New Delhi,3,28,Female,No,0,1 +Bachelors,2013,Bangalore,3,25,Female,No,3,0 +PHD,2012,Pune,3,27,Male,No,5,0 +Bachelors,2013,Bangalore,3,24,Male,No,2,0 +Bachelors,2013,Bangalore,3,28,Female,No,3,0 +Bachelors,2015,Pune,3,24,Male,No,2,0 +Bachelors,2013,Pune,3,27,Male,No,5,0 +Bachelors,2012,New Delhi,3,27,Male,No,5,0 +Bachelors,2018,Bangalore,3,26,Female,Yes,4,1 +Bachelors,2013,Bangalore,3,26,Male,No,4,0 +Bachelors,2015,Pune,2,24,Female,No,2,1 +Bachelors,2016,Bangalore,3,24,Male,No,2,0 +PHD,2018,Bangalore,3,27,Female,No,5,1 +Bachelors,2015,Bangalore,3,26,Male,No,4,0 +Bachelors,2015,New Delhi,1,26,Female,No,4,1 +Bachelors,2015,Pune,2,24,Female,No,2,1 +Bachelors,2013,Pune,3,27,Male,No,5,0 +PHD,2016,New Delhi,3,24,Female,No,2,0 +Bachelors,2013,Bangalore,3,26,Male,No,4,0 +Bachelors,2015,Bangalore,3,28,Male,No,5,0 +Bachelors,2015,Bangalore,3,26,Female,No,4,0 +Bachelors,2016,Bangalore,3,27,Female,No,5,0 +Bachelors,2017,Pune,3,25,Female,No,3,1 +Masters,2017,New Delhi,2,26,Male,No,4,1 +Bachelors,2012,Bangalore,3,27,Male,No,5,0 +Bachelors,2014,Bangalore,3,26,Female,No,4,1 +Bachelors,2015,Pune,2,25,Female,No,3,1 +Bachelors,2013,Bangalore,3,26,Male,No,4,0 +Bachelors,2017,Pune,2,28,Male,No,1,1 +Bachelors,2014,Bangalore,3,25,Male,No,3,0 +Bachelors,2013,Bangalore,3,27,Male,No,5,0 +PHD,2013,Bangalore,3,26,Male,No,4,0 +Bachelors,2013,New Delhi,3,25,Female,Yes,3,1 +Bachelors,2017,Bangalore,1,28,Female,No,3,0 +Bachelors,2014,Bangalore,3,26,Male,No,4,0 +Bachelors,2015,New Delhi,3,27,Male,No,5,0 +Masters,2013,Pune,2,28,Male,No,2,1 +Bachelors,2013,New Delhi,3,25,Female,Yes,3,1 +Masters,2017,New Delhi,2,26,Male,No,4,0 +Masters,2016,New Delhi,3,25,Male,No,3,0 +Bachelors,2017,Bangalore,3,28,Female,Yes,5,0 +Masters,2017,New Delhi,2,28,Female,No,2,0 +Bachelors,2012,Bangalore,1,27,Male,No,5,1 +Bachelors,2018,Bangalore,3,27,Male,No,5,1 +Bachelors,2016,Bangalore,3,24,Female,No,2,0 +Bachelors,2017,Pune,3,26,Male,No,4,0 +Bachelors,2017,New Delhi,3,25,Female,No,3,0 +Bachelors,2015,Pune,3,28,Female,Yes,5,1 +Bachelors,2015,Bangalore,3,26,Male,No,4,1 +Masters,2015,Pune,2,26,Female,Yes,4,1 +Masters,2015,Pune,3,25,Male,No,3,1 +Bachelors,2016,Pune,3,27,Female,No,5,1 +Bachelors,2013,Bangalore,3,25,Male,No,3,0 +Bachelors,2018,Pune,3,26,Male,Yes,4,1 +Bachelors,2014,Bangalore,3,27,Female,No,5,0 +Bachelors,2017,Bangalore,1,25,Male,No,3,0 +Bachelors,2015,New Delhi,3,26,Male,No,4,0 +Bachelors,2015,Pune,3,24,Female,No,2,1 +Bachelors,2015,Bangalore,3,28,Male,No,2,0 +Bachelors,2014,Pune,2,26,Female,No,4,1 +Bachelors,2017,Bangalore,3,27,Male,No,5,1 +Bachelors,2014,Bangalore,3,26,Male,No,4,0 +Bachelors,2018,New Delhi,3,28,Female,No,5,1 +Bachelors,2015,Bangalore,3,28,Male,No,0,1 +Bachelors,2016,New Delhi,3,28,Female,No,3,0 +Bachelors,2017,Bangalore,3,25,Male,No,3,0 +Bachelors,2015,Pune,3,24,Female,No,2,1 +Masters,2018,New Delhi,3,28,Male,No,2,1 +Bachelors,2015,Bangalore,3,27,Female,No,5,0 +Bachelors,2017,Bangalore,3,24,Male,No,2,1 +Bachelors,2017,New Delhi,2,28,Female,No,0,0 +Bachelors,2015,Bangalore,3,25,Male,No,3,0 +Bachelors,2012,Bangalore,3,28,Male,No,2,0 +Bachelors,2013,Bangalore,3,26,Male,No,4,0 +Bachelors,2016,Bangalore,1,24,Male,No,2,0 +Bachelors,2016,Pune,3,27,Male,No,5,0 +Bachelors,2013,Pune,3,24,Male,No,2,0 +Masters,2017,Pune,2,26,Female,No,4,1 +Bachelors,2017,New Delhi,3,26,Male,No,4,0 +Bachelors,2018,Pune,3,25,Female,No,3,1 +Bachelors,2018,Bangalore,3,24,Male,No,2,1 +Bachelors,2015,Pune,3,24,Male,Yes,2,0 +Bachelors,2013,Bangalore,3,24,Female,No,2,1 +Bachelors,2013,Pune,2,28,Male,Yes,0,1 +Bachelors,2018,Bangalore,3,24,Male,No,2,1 +Bachelors,2014,Bangalore,3,24,Male,No,2,0 +Bachelors,2016,Bangalore,3,28,Female,No,5,0 +Bachelors,2014,Bangalore,3,25,Male,No,3,0 +Bachelors,2014,Bangalore,3,26,Female,No,4,0 +Masters,2017,Bangalore,2,28,Male,No,2,0 +Bachelors,2012,Bangalore,3,27,Male,No,5,0 +Bachelors,2016,Bangalore,3,27,Female,No,5,0 +Masters,2018,Bangalore,3,28,Male,No,2,1 +Bachelors,2017,Bangalore,3,24,Male,No,2,0 +Bachelors,2012,Pune,3,24,Male,No,2,0 +Bachelors,2016,New Delhi,3,28,Male,No,0,0 +Bachelors,2012,Bangalore,3,27,Male,No,5,0 +Bachelors,2014,Bangalore,3,27,Male,No,5,0 +Bachelors,2017,Bangalore,3,24,Male,No,2,1 +Bachelors,2012,Bangalore,1,27,Male,No,5,0 +Bachelors,2017,Bangalore,3,28,Female,No,5,0 +Bachelors,2014,Pune,3,25,Male,No,3,0 +Bachelors,2015,Pune,3,25,Male,No,3,0 +Bachelors,2017,Pune,2,28,Male,No,0,1 +Bachelors,2015,Pune,2,26,Female,No,4,1 +Bachelors,2015,Pune,2,27,Female,No,5,1 +Bachelors,2015,Pune,3,26,Female,No,4,1 +Bachelors,2015,Bangalore,2,28,Female,No,3,1 +Bachelors,2012,Pune,3,25,Male,No,3,0 +Bachelors,2013,Bangalore,3,25,Male,Yes,3,1 +Bachelors,2016,New Delhi,3,26,Male,No,4,0 +PHD,2018,New Delhi,3,24,Female,No,2,1 +Bachelors,2014,Bangalore,3,27,Female,No,5,0 +Masters,2017,New Delhi,2,26,Male,Yes,4,1 +Bachelors,2015,Pune,2,27,Female,No,5,1 +Bachelors,2014,Bangalore,3,24,Male,No,2,0 +Masters,2017,Pune,2,25,Female,No,3,0 +Bachelors,2017,New Delhi,3,28,Female,No,2,0 +Bachelors,2014,Bangalore,3,27,Male,Yes,5,0 +Bachelors,2012,Bangalore,3,24,Male,No,2,0 +Bachelors,2018,Pune,3,24,Male,No,2,1 +Bachelors,2015,Bangalore,3,27,Female,Yes,5,1 +Bachelors,2015,New Delhi,3,28,Female,No,3,0 +Bachelors,2015,Pune,3,27,Female,No,5,1 +Bachelors,2015,Bangalore,3,28,Male,No,5,0 +Bachelors,2015,New Delhi,2,27,Female,Yes,5,1 +Bachelors,2016,Bangalore,3,27,Male,No,5,0 +Masters,2017,New Delhi,3,27,Female,No,5,1 +Bachelors,2017,Pune,2,26,Female,No,4,1 +Bachelors,2015,Pune,3,27,Female,No,5,1 +Bachelors,2018,Pune,3,27,Female,No,5,1 +Bachelors,2012,Bangalore,3,25,Male,No,3,0 +Bachelors,2017,Bangalore,3,25,Male,No,3,0 +PHD,2013,New Delhi,3,27,Female,No,5,1 +Bachelors,2016,Bangalore,3,28,Male,No,2,0 +Bachelors,2012,Bangalore,3,25,Female,Yes,3,0 +Bachelors,2015,Bangalore,3,27,Male,No,5,0 +Bachelors,2016,Pune,2,24,Female,No,2,1 +Bachelors,2016,Bangalore,3,26,Male,No,4,1 +Bachelors,2014,Pune,3,27,Male,Yes,5,0 +Bachelors,2013,Bangalore,3,24,Male,Yes,2,0 +Bachelors,2017,Bangalore,3,25,Male,No,3,1 +Bachelors,2017,Pune,2,24,Female,No,2,1 +Bachelors,2013,Bangalore,3,27,Male,No,5,0 +Masters,2013,Bangalore,3,26,Female,No,4,1 +Bachelors,2012,Pune,3,25,Female,No,3,1 +Bachelors,2015,New Delhi,3,28,Female,No,2,0 +Masters,2017,New Delhi,2,24,Female,No,2,0 +Masters,2013,New Delhi,3,26,Male,No,4,1 +Bachelors,2014,Bangalore,3,26,Male,No,4,0 +PHD,2016,New Delhi,3,24,Female,No,2,0 +Bachelors,2017,New Delhi,3,26,Male,No,4,0 +Bachelors,2016,Bangalore,3,26,Male,No,4,0 +Bachelors,2014,Bangalore,3,27,Male,No,5,0 +Bachelors,2017,New Delhi,3,28,Female,No,0,0 +PHD,2016,New Delhi,3,27,Female,No,5,0 +Masters,2014,Bangalore,3,28,Female,No,4,1 +Bachelors,2014,Bangalore,3,28,Female,No,2,0 +Bachelors,2017,Bangalore,3,24,Female,No,2,0 +Masters,2015,New Delhi,3,28,Male,No,0,0 +Bachelors,2015,Pune,2,25,Female,No,3,1 +Masters,2017,Pune,2,27,Male,No,5,1 +Bachelors,2014,Pune,2,25,Female,No,3,1 +Bachelors,2015,Pune,2,28,Female,Yes,2,1 +Bachelors,2013,Pune,3,25,Male,No,3,0 +Bachelors,2013,Pune,1,26,Female,No,4,1 +Bachelors,2012,Pune,2,27,Female,No,5,1 +Masters,2017,New Delhi,3,28,Male,No,0,0 +Bachelors,2012,Bangalore,3,28,Female,No,1,0 +Bachelors,2015,Pune,2,25,Female,Yes,3,1 +Bachelors,2015,Bangalore,3,26,Male,No,4,0 +Bachelors,2015,Bangalore,3,24,Female,No,2,0 +Bachelors,2018,New Delhi,3,24,Female,No,2,1 +Bachelors,2017,New Delhi,3,27,Female,Yes,5,0 +PHD,2012,Pune,3,27,Male,No,5,0 +Bachelors,2012,Bangalore,3,26,Male,No,4,0 +Bachelors,2013,Bangalore,3,25,Male,No,3,1 +Bachelors,2015,New Delhi,3,24,Female,No,2,0 +Bachelors,2013,Pune,3,24,Female,No,2,0 +Bachelors,2016,Pune,3,24,Male,No,2,0 +Bachelors,2018,Pune,3,24,Male,Yes,2,1 +Bachelors,2015,Bangalore,3,27,Female,Yes,5,1 +Bachelors,2018,Bangalore,3,26,Male,No,4,1 +Bachelors,2012,Pune,3,24,Female,No,2,1 +Masters,2017,New Delhi,3,27,Male,No,5,1 +Bachelors,2012,Bangalore,3,26,Male,No,4,0 +Bachelors,2013,Bangalore,3,27,Male,No,5,0 +Bachelors,2015,New Delhi,3,25,Female,No,3,0 +Bachelors,2018,Bangalore,3,24,Female,No,2,1 +Bachelors,2014,Bangalore,3,28,Male,No,4,0 +Bachelors,2013,Pune,1,26,Female,No,4,1 +Bachelors,2015,Bangalore,3,27,Male,No,5,0 +Bachelors,2013,Bangalore,3,24,Male,No,2,0 +Bachelors,2016,Bangalore,3,26,Male,No,4,1 +Bachelors,2013,Bangalore,3,25,Female,No,3,1 +Bachelors,2016,Bangalore,3,27,Male,Yes,5,0 +Bachelors,2017,Pune,3,26,Male,No,4,0 +Bachelors,2018,Pune,2,28,Female,No,5,1 +Masters,2017,Pune,2,27,Male,No,5,0 +Bachelors,2013,Bangalore,3,25,Female,No,3,0 +Bachelors,2017,Bangalore,3,24,Male,No,2,0 +Bachelors,2017,New Delhi,2,25,Female,No,3,0 +Bachelors,2018,Pune,3,27,Female,No,5,1 +Bachelors,2016,Pune,3,27,Male,No,5,0 +Bachelors,2013,Bangalore,1,24,Male,No,2,0 +Bachelors,2012,Bangalore,1,28,Male,No,3,0 +Bachelors,2016,Pune,2,28,Female,No,3,1 +Bachelors,2016,Pune,3,24,Male,No,2,0 +Bachelors,2017,Bangalore,3,28,Male,No,3,0 +Bachelors,2017,Pune,2,28,Male,No,3,0 +Bachelors,2017,Bangalore,3,25,Female,No,3,1 +Bachelors,2015,Bangalore,3,25,Male,No,3,0 +Masters,2013,New Delhi,3,25,Male,No,3,1 +Bachelors,2017,Bangalore,3,24,Male,No,2,0 +Bachelors,2013,Pune,3,27,Male,No,5,0 +Bachelors,2013,Pune,2,24,Female,No,2,1 +Bachelors,2017,Bangalore,3,28,Male,No,1,1 +Bachelors,2012,Bangalore,3,25,Male,No,3,0 +Bachelors,2014,Pune,3,26,Male,No,4,0 +Bachelors,2015,Pune,1,24,Female,No,2,1 +Masters,2013,New Delhi,3,24,Female,Yes,2,1 +Bachelors,2014,Bangalore,3,25,Male,No,3,0 +Bachelors,2017,New Delhi,2,26,Male,No,4,0 +Bachelors,2014,Bangalore,3,25,Male,No,3,0 +Masters,2013,New Delhi,3,25,Male,No,3,1 +Bachelors,2014,Bangalore,3,24,Male,No,2,0 +Bachelors,2014,Pune,2,28,Female,No,3,1 +Masters,2015,New Delhi,3,28,Male,No,2,0 +Bachelors,2015,Bangalore,3,28,Male,No,5,0 +Bachelors,2017,Bangalore,3,24,Male,No,2,0 +Bachelors,2014,Pune,3,27,Male,No,5,0 +Bachelors,2015,Pune,2,28,Female,No,5,1 +Masters,2017,New Delhi,2,26,Female,No,4,1 +Bachelors,2016,New Delhi,3,26,Female,No,4,0 +Bachelors,2016,Bangalore,3,26,Female,No,4,0 +Bachelors,2013,New Delhi,3,27,Female,No,5,0 +Bachelors,2014,Bangalore,3,28,Male,No,3,0 +Bachelors,2017,New Delhi,3,25,Male,No,3,0 +Bachelors,2015,Bangalore,1,27,Male,No,5,0 +Bachelors,2013,Bangalore,3,26,Male,No,4,0 +Bachelors,2014,Bangalore,3,24,Female,No,2,0 +Bachelors,2014,Pune,2,26,Male,No,4,0 +Bachelors,2013,Bangalore,3,24,Male,No,2,1 +Bachelors,2012,Bangalore,3,25,Male,No,3,0 +Bachelors,2012,Bangalore,3,27,Male,Yes,5,0 +Bachelors,2012,Bangalore,3,28,Male,No,1,0 +Masters,2017,New Delhi,2,25,Female,No,3,1 +Bachelors,2014,Bangalore,3,25,Male,No,3,0 +Bachelors,2016,Pune,2,27,Female,No,5,1 +Bachelors,2017,Pune,3,28,Male,No,3,0 +Masters,2017,New Delhi,3,28,Male,No,2,0 +PHD,2018,Pune,3,26,Male,No,4,1 +Masters,2017,New Delhi,2,24,Male,No,2,1 +Bachelors,2014,Bangalore,3,28,Male,No,0,0 +Masters,2015,Pune,3,26,Female,No,4,0 +Bachelors,2016,Bangalore,3,27,Male,No,5,1 +Bachelors,2016,New Delhi,3,28,Female,No,4,0 +Bachelors,2012,Pune,3,26,Male,No,4,0 +Masters,2015,Bangalore,2,27,Female,No,5,1 +Masters,2017,Pune,1,28,Male,No,0,0 +Masters,2015,New Delhi,3,28,Female,No,2,0 +Bachelors,2017,Bangalore,3,26,Male,No,4,1 +Bachelors,2017,Pune,3,28,Female,No,4,1 +Bachelors,2015,Pune,3,25,Male,No,3,0 +Masters,2017,New Delhi,2,27,Female,No,5,0 +Masters,2015,Pune,2,27,Female,No,5,0 +Bachelors,2015,Bangalore,3,25,Male,No,3,1 +Bachelors,2013,Bangalore,3,28,Female,No,1,0 +Bachelors,2015,Pune,3,25,Female,No,3,1 +Bachelors,2012,Bangalore,3,28,Female,No,2,1 +Bachelors,2016,Pune,3,27,Female,No,5,1 +Bachelors,2016,Bangalore,3,26,Male,No,4,0 +PHD,2018,New Delhi,3,26,Male,No,4,1 +Bachelors,2017,Bangalore,3,27,Male,No,5,0 +Bachelors,2018,Pune,3,28,Male,No,2,1 +Bachelors,2013,Bangalore,3,24,Male,No,2,0 +Bachelors,2013,New Delhi,3,26,Male,No,4,0 +Bachelors,2013,Bangalore,3,28,Male,Yes,1,0 +Masters,2017,New Delhi,2,28,Female,No,2,0 +Bachelors,2016,Bangalore,1,24,Male,No,2,0 +Bachelors,2017,Bangalore,3,27,Male,No,5,0 +Bachelors,2014,Pune,2,27,Female,No,5,1 +Bachelors,2017,Bangalore,3,27,Male,No,5,0 +Bachelors,2017,New Delhi,3,27,Male,No,5,0 +Masters,2018,New Delhi,3,24,Male,No,2,1 +Bachelors,2016,Bangalore,3,26,Male,No,4,1 +Bachelors,2017,Bangalore,3,28,Male,Yes,3,0 +Bachelors,2017,New Delhi,3,26,Female,No,4,0 +Bachelors,2016,Pune,3,28,Male,No,3,0 +Bachelors,2015,New Delhi,3,26,Male,No,4,0 +Bachelors,2014,Bangalore,3,26,Male,No,4,1 +Bachelors,2017,Pune,2,24,Female,No,2,1 +Bachelors,2016,Bangalore,3,26,Male,No,4,1 +PHD,2016,New Delhi,1,26,Male,No,4,0 +Bachelors,2018,Bangalore,3,24,Female,No,2,1 +Bachelors,2017,Bangalore,2,28,Female,No,1,0 +Bachelors,2013,Bangalore,3,24,Female,No,2,0 +Masters,2014,New Delhi,3,25,Female,No,3,0 +Bachelors,2012,Pune,1,26,Male,No,4,0 +Bachelors,2014,Bangalore,3,28,Male,No,5,0 +Bachelors,2013,Bangalore,3,28,Male,No,2,1 +Masters,2017,Pune,2,27,Male,No,5,0 +Bachelors,2016,Bangalore,3,28,Male,Yes,0,0 +Bachelors,2014,New Delhi,3,25,Male,No,3,0 +Bachelors,2013,Bangalore,3,25,Female,No,3,1 +Bachelors,2017,Bangalore,3,24,Female,No,2,1 +Bachelors,2015,Bangalore,3,26,Female,No,4,0 +Bachelors,2014,Bangalore,3,28,Male,No,4,0 +Bachelors,2017,New Delhi,2,28,Male,No,0,0 +Masters,2017,New Delhi,3,24,Female,No,2,0 +PHD,2017,Pune,3,27,Male,No,5,0 +Bachelors,2015,Bangalore,3,28,Female,No,5,0 +Bachelors,2017,New Delhi,3,25,Female,No,3,0 +Masters,2017,Bangalore,3,25,Male,No,3,0 +Masters,2017,Bangalore,1,26,Male,No,4,0 +Bachelors,2014,Bangalore,3,25,Male,No,3,1 +Bachelors,2016,Bangalore,3,27,Male,No,5,1 +Bachelors,2013,Bangalore,3,24,Male,No,2,0 +Bachelors,2012,Bangalore,3,25,Male,No,3,0 +Bachelors,2014,Pune,3,25,Male,No,3,1 +Bachelors,2018,Bangalore,3,25,Female,No,3,1 +Masters,2012,Pune,3,26,Male,No,4,1 +PHD,2016,Bangalore,3,25,Male,No,3,0 +Bachelors,2015,Bangalore,3,25,Male,No,3,0 +Bachelors,2017,New Delhi,2,25,Male,No,3,1 +Bachelors,2015,New Delhi,3,27,Female,No,5,0 +Bachelors,2017,Pune,3,26,Male,No,4,0 +Bachelors,2016,Pune,3,26,Male,No,4,0 +Bachelors,2018,Bangalore,3,26,Male,No,4,1 +Masters,2018,New Delhi,3,25,Female,No,3,1 +Masters,2017,Pune,2,25,Male,No,3,0 +Masters,2014,Bangalore,3,24,Female,No,2,0 +Bachelors,2014,Pune,3,28,Female,No,2,1 +Bachelors,2012,Bangalore,3,26,Male,No,4,0 +Bachelors,2017,Pune,3,26,Male,No,4,0 +Bachelors,2014,Pune,2,28,Female,No,0,1 +Bachelors,2017,New Delhi,3,25,Female,Yes,3,0 +Bachelors,2014,Bangalore,3,25,Male,No,3,0 +Bachelors,2012,Bangalore,3,26,Male,No,4,0 +Bachelors,2014,Bangalore,3,26,Male,No,4,0 +Bachelors,2017,Bangalore,3,26,Female,No,4,0 +Masters,2017,Bangalore,2,26,Male,No,4,1 +Bachelors,2017,New Delhi,3,25,Female,No,3,0 +Bachelors,2018,Bangalore,3,25,Male,No,3,1 +Bachelors,2014,New Delhi,3,27,Female,No,5,0 +Bachelors,2017,Bangalore,3,28,Male,No,5,0 +Bachelors,2015,Bangalore,1,24,Female,No,2,0 +Bachelors,2013,Bangalore,3,27,Male,No,5,1 +Bachelors,2018,Bangalore,3,26,Female,No,4,1 +Masters,2017,New Delhi,2,28,Female,No,2,0 +Bachelors,2016,Pune,3,28,Female,No,4,1 +Bachelors,2016,Bangalore,3,25,Male,No,3,0 +Bachelors,2015,Pune,3,27,Female,Yes,5,1 +Bachelors,2015,Bangalore,3,26,Male,No,4,1 +Bachelors,2015,Pune,3,28,Female,Yes,5,1 +Bachelors,2013,Pune,3,27,Male,No,5,0 +Masters,2017,Pune,2,25,Male,No,3,0 +Bachelors,2015,Pune,2,25,Female,Yes,3,1 +Bachelors,2015,Pune,2,24,Female,No,2,1 +Masters,2017,New Delhi,2,28,Female,No,2,0 +Bachelors,2014,New Delhi,3,24,Female,No,2,0 +Bachelors,2012,Bangalore,3,27,Male,No,5,1 +Bachelors,2015,Pune,2,28,Female,No,5,1 +Bachelors,2015,New Delhi,2,27,Female,No,5,1 +Bachelors,2017,Bangalore,3,24,Female,No,2,0 +Masters,2016,New Delhi,3,25,Female,No,3,0 +Bachelors,2012,Pune,3,24,Male,Yes,2,0 +Bachelors,2015,New Delhi,3,24,Female,No,2,0 +Bachelors,2015,Pune,2,26,Female,No,4,1 +Masters,2017,Pune,2,27,Female,No,5,0 +Bachelors,2013,Bangalore,1,24,Female,No,2,1 +PHD,2017,Pune,3,28,Male,No,1,0 +Bachelors,2017,Bangalore,3,24,Female,No,2,0 +Bachelors,2015,Pune,2,24,Female,No,2,1 +Bachelors,2017,Bangalore,3,27,Male,No,5,0 +Bachelors,2016,New Delhi,3,28,Male,No,4,0 +Masters,2017,New Delhi,2,28,Female,No,2,0 +PHD,2014,New Delhi,3,24,Male,No,2,0 +Bachelors,2013,Bangalore,3,26,Female,No,4,0 +Masters,2014,New Delhi,3,24,Male,No,2,0 +Bachelors,2013,New Delhi,3,24,Female,No,2,0 +Masters,2017,New Delhi,3,26,Male,No,4,1 +Bachelors,2014,Pune,2,27,Male,No,5,0 +Masters,2013,Bangalore,3,25,Male,No,3,1 +Masters,2012,New Delhi,3,27,Female,No,5,1 +Masters,2017,Bangalore,2,25,Male,No,3,0 +Bachelors,2012,New Delhi,3,28,Male,No,5,0 +Bachelors,2014,Bangalore,3,28,Male,No,0,0 +Bachelors,2017,New Delhi,3,28,Female,No,4,0 +Bachelors,2016,Pune,3,27,Male,No,5,1 +Bachelors,2017,New Delhi,2,27,Female,No,5,0 +PHD,2014,Bangalore,3,28,Female,No,0,0 +Bachelors,2013,Pune,2,25,Male,No,3,1 +Bachelors,2017,Pune,3,28,Male,No,3,0 +Bachelors,2012,Bangalore,3,27,Male,No,5,0 +Bachelors,2013,Bangalore,2,24,Female,No,2,1 +Masters,2017,New Delhi,2,25,Male,No,3,0 +Bachelors,2014,Pune,3,24,Male,No,2,0 +Bachelors,2013,New Delhi,1,25,Female,No,3,1 +Bachelors,2015,Pune,3,28,Male,No,2,0 +Masters,2017,New Delhi,3,28,Male,No,1,1 +Bachelors,2017,New Delhi,2,27,Female,No,5,0 +Bachelors,2018,Pune,3,24,Male,No,2,1 +Bachelors,2013,Bangalore,3,26,Male,No,4,0 +Bachelors,2017,Bangalore,3,27,Female,Yes,5,0 +Masters,2017,New Delhi,1,26,Female,No,4,1 +Masters,2017,Bangalore,2,26,Female,No,4,0 +Bachelors,2013,Pune,3,26,Male,No,4,0 +Masters,2014,New Delhi,1,25,Female,No,3,0 +Bachelors,2014,Bangalore,3,27,Male,No,5,0 +Bachelors,2016,Bangalore,3,25,Male,No,3,0 +Bachelors,2016,Bangalore,3,27,Male,No,5,0 +Bachelors,2015,Bangalore,3,28,Female,No,5,0 +Masters,2012,New Delhi,3,25,Male,No,3,1 +Bachelors,2013,Bangalore,3,28,Male,No,2,1 +Bachelors,2014,Bangalore,1,25,Male,No,3,0 +Bachelors,2014,Pune,3,26,Male,No,4,0 +Bachelors,2013,Pune,3,28,Male,No,0,0 +Bachelors,2015,Bangalore,3,27,Male,Yes,5,0 +Bachelors,2014,Pune,1,28,Female,No,3,1 +Masters,2017,Pune,2,25,Female,No,3,1 +Masters,2013,New Delhi,3,28,Female,No,2,0 +Masters,2017,Bangalore,2,27,Female,No,5,1 +Bachelors,2015,Bangalore,3,27,Male,No,5,0 +Bachelors,2012,Bangalore,3,27,Male,No,5,0 +Bachelors,2014,Bangalore,3,26,Male,No,4,0 +Bachelors,2013,New Delhi,3,26,Female,No,4,0 +Bachelors,2012,Bangalore,3,27,Male,No,5,0 +Bachelors,2013,Bangalore,3,26,Female,No,4,0 +Masters,2017,New Delhi,2,28,Female,No,3,0 +Bachelors,2017,New Delhi,2,26,Male,No,4,0 +Bachelors,2013,Pune,2,27,Female,No,5,1 +Masters,2015,Bangalore,3,27,Female,No,5,0 +Masters,2017,Pune,3,27,Female,No,5,1 +Bachelors,2016,Bangalore,3,27,Male,No,5,0 +Bachelors,2012,Bangalore,3,27,Male,No,5,0 +Bachelors,2014,Bangalore,3,25,Female,No,3,0 +Bachelors,2016,Bangalore,3,26,Female,No,4,0 +Bachelors,2016,Bangalore,3,26,Female,No,4,0 +Bachelors,2014,New Delhi,3,26,Male,No,4,0 +Bachelors,2014,Bangalore,3,28,Male,No,3,0 +Bachelors,2012,Pune,3,25,Male,No,3,0 +Masters,2014,Bangalore,3,28,Female,No,3,1 +Bachelors,2016,New Delhi,3,26,Male,No,4,0 +Bachelors,2012,New Delhi,3,24,Female,No,2,0 +Bachelors,2015,Pune,2,28,Female,No,4,1 +Bachelors,2017,New Delhi,2,24,Male,No,2,0 +Bachelors,2015,New Delhi,3,25,Male,No,3,0 +Bachelors,2013,Bangalore,3,27,Male,No,5,0 +Bachelors,2015,Bangalore,3,27,Male,No,5,0 +Bachelors,2017,Bangalore,3,28,Female,No,3,1 +Bachelors,2017,Bangalore,3,24,Female,No,2,0 +Masters,2017,New Delhi,2,26,Female,No,4,0 +Bachelors,2016,Bangalore,3,25,Male,Yes,3,1 +Bachelors,2016,Bangalore,3,26,Male,Yes,4,0 +Masters,2017,Bangalore,2,24,Female,No,2,0 +Bachelors,2017,Bangalore,3,27,Male,Yes,5,0 +Bachelors,2014,Pune,2,27,Female,No,5,1 +Masters,2017,New Delhi,1,24,Female,No,2,0 +Bachelors,2014,Bangalore,3,28,Male,No,1,0 +Bachelors,2013,Pune,3,26,Male,No,4,0 +Bachelors,2014,Pune,3,28,Male,No,0,0 +Masters,2013,New Delhi,3,28,Male,No,1,0 +Masters,2017,Pune,2,27,Female,No,5,0 +Bachelors,2017,Pune,3,28,Male,No,1,0 +Bachelors,2016,New Delhi,3,26,Female,No,4,0 +PHD,2018,Bangalore,3,27,Male,No,5,1 +Bachelors,2014,Pune,3,26,Male,No,4,0 +Bachelors,2013,Pune,3,25,Male,No,3,0 +Masters,2017,Pune,3,25,Male,No,3,0 +Bachelors,2017,Pune,2,24,Female,No,2,1 +Bachelors,2017,New Delhi,3,24,Female,No,2,0 +PHD,2014,Pune,3,24,Male,No,2,0 +PHD,2017,Bangalore,3,24,Female,No,2,0 +Masters,2017,New Delhi,2,26,Male,No,4,1 +Bachelors,2013,Pune,2,24,Male,Yes,2,1 +PHD,2016,New Delhi,3,27,Female,No,5,0 +Masters,2017,New Delhi,2,25,Female,Yes,3,1 +Bachelors,2014,Pune,3,26,Male,No,4,0 +Bachelors,2017,New Delhi,3,25,Female,No,3,0 +Bachelors,2012,Bangalore,3,27,Female,No,5,0 +Bachelors,2016,Bangalore,3,26,Male,Yes,4,0 +Bachelors,2016,Bangalore,3,26,Male,No,4,0 +Bachelors,2015,Pune,2,27,Female,Yes,5,1 +Bachelors,2016,Pune,3,28,Female,No,2,1 +Masters,2017,New Delhi,2,27,Female,No,5,1 +Bachelors,2018,Bangalore,3,25,Female,No,3,1 +Bachelors,2014,Pune,3,27,Male,Yes,5,0 +Bachelors,2014,Bangalore,3,27,Male,Yes,5,0 +Bachelors,2015,New Delhi,3,25,Female,No,3,0 +Masters,2017,Bangalore,3,26,Female,No,4,0 +Masters,2018,New Delhi,3,25,Male,No,3,1 +Bachelors,2018,Bangalore,3,25,Male,No,3,1 +Bachelors,2014,Bangalore,3,28,Male,No,1,0 +Bachelors,2017,Bangalore,3,24,Male,No,2,0 +Bachelors,2013,Bangalore,3,28,Female,No,3,0 +Bachelors,2015,Pune,3,24,Male,No,2,0 +Bachelors,2012,Bangalore,3,26,Male,No,4,0 +Bachelors,2014,New Delhi,3,25,Female,No,3,0 +Masters,2017,New Delhi,1,26,Male,No,4,0 +Bachelors,2016,Bangalore,3,25,Female,No,3,0 +Bachelors,2013,Pune,2,26,Male,Yes,4,0 +Bachelors,2018,Pune,1,26,Male,Yes,4,0 +Bachelors,2017,Bangalore,3,24,Male,No,2,0 +Bachelors,2016,Bangalore,3,24,Male,No,2,0 +Bachelors,2014,Bangalore,3,24,Female,No,2,0 +PHD,2017,New Delhi,3,28,Male,No,3,0 +Bachelors,2017,New Delhi,2,24,Female,No,2,1 +Bachelors,2015,Bangalore,3,25,Female,No,3,0 +Bachelors,2015,Pune,3,26,Male,No,4,0 +Masters,2014,Bangalore,3,27,Male,No,5,1 +Bachelors,2012,Pune,3,24,Female,No,2,1 +Bachelors,2015,Pune,2,26,Female,No,4,1 +Bachelors,2013,Bangalore,3,24,Female,No,2,0 +Bachelors,2017,Bangalore,3,26,Female,No,4,0 +Masters,2017,New Delhi,3,26,Male,No,4,0 +Bachelors,2016,Bangalore,3,24,Male,No,2,0 +Bachelors,2015,Pune,3,28,Male,No,2,0 +Bachelors,2013,Bangalore,3,27,Male,No,5,0 +Bachelors,2012,Bangalore,3,24,Male,Yes,2,0 +Masters,2015,Pune,2,28,Female,No,0,0 +Bachelors,2017,Pune,3,26,Male,Yes,4,0 +Bachelors,2018,Bangalore,3,27,Female,No,5,1 +Masters,2017,Pune,3,27,Male,No,5,1 +Bachelors,2013,Bangalore,1,27,Female,No,5,0 +Bachelors,2016,Bangalore,3,27,Female,No,5,0 +Bachelors,2013,Pune,3,28,Male,No,1,0 +Bachelors,2017,Pune,3,28,Male,No,2,0 +Bachelors,2013,Bangalore,3,26,Male,No,4,0 +Bachelors,2015,Bangalore,3,25,Female,No,3,0 +Bachelors,2015,Pune,3,24,Female,No,2,1 +Bachelors,2014,New Delhi,3,28,Male,No,1,0 +Bachelors,2017,New Delhi,2,28,Female,No,2,0 +Masters,2015,New Delhi,3,26,Male,No,4,1 +PHD,2014,New Delhi,3,25,Male,No,3,0 +Bachelors,2013,Bangalore,3,25,Male,No,3,0 +Bachelors,2017,Bangalore,3,25,Male,No,3,0 +Bachelors,2013,New Delhi,2,24,Female,No,2,1 +Bachelors,2014,Pune,3,25,Male,No,3,0 +Bachelors,2017,New Delhi,3,25,Female,No,3,0 +Masters,2017,New Delhi,2,24,Male,Yes,2,1 +Bachelors,2015,New Delhi,3,28,Female,No,2,0 +Bachelors,2017,Bangalore,3,27,Male,No,5,1 +Bachelors,2015,Pune,3,26,Male,No,4,0 +Bachelors,2017,Pune,2,27,Female,No,5,1 +Bachelors,2016,Bangalore,3,24,Male,No,2,0 +Bachelors,2014,Bangalore,2,26,Female,No,4,1 +Masters,2017,New Delhi,2,25,Female,No,3,0 +Bachelors,2012,New Delhi,3,25,Female,No,3,0 +Bachelors,2014,Bangalore,3,27,Male,No,5,0 +Bachelors,2017,New Delhi,3,27,Male,No,5,0 +Bachelors,2018,Bangalore,3,25,Female,No,3,1 +Bachelors,2016,Pune,3,27,Female,No,5,0 +Bachelors,2017,Bangalore,3,24,Male,No,2,0 +Bachelors,2014,Pune,2,28,Female,No,1,1 +Bachelors,2017,Bangalore,2,28,Female,No,2,1 +Bachelors,2017,New Delhi,2,26,Female,No,4,1 +Bachelors,2013,Pune,2,27,Female,No,5,1 +Bachelors,2012,Bangalore,3,24,Female,No,2,0 +Masters,2017,Pune,2,27,Female,No,5,0 +Bachelors,2015,New Delhi,3,24,Male,No,2,0 +Bachelors,2013,New Delhi,3,28,Female,Yes,2,0 +Bachelors,2016,New Delhi,3,28,Male,No,0,0 +Bachelors,2016,Bangalore,3,26,Male,No,4,0 +Bachelors,2018,Bangalore,3,27,Male,Yes,5,1 +Bachelors,2015,Bangalore,3,25,Male,No,3,0 +Bachelors,2014,Bangalore,3,26,Male,No,4,0 +Bachelors,2018,Pune,3,24,Male,Yes,2,1 +Bachelors,2017,Bangalore,3,26,Male,Yes,4,0 +Bachelors,2016,Bangalore,3,26,Male,No,4,0 +Bachelors,2012,Bangalore,3,26,Male,Yes,4,0 +Masters,2017,Bangalore,2,27,Male,No,5,0 +Bachelors,2016,Bangalore,3,25,Female,No,3,0 +Masters,2013,Pune,3,25,Male,No,3,0 +Masters,2016,New Delhi,3,27,Male,No,5,1 +Bachelors,2014,Bangalore,3,28,Female,No,1,0 +Bachelors,2014,Bangalore,3,25,Male,No,3,0 +PHD,2013,Bangalore,2,25,Male,No,3,1 +Bachelors,2017,New Delhi,3,25,Male,No,3,0 +Bachelors,2015,Bangalore,3,24,Male,No,2,0 +Masters,2015,Bangalore,3,26,Female,No,4,1 +Bachelors,2013,Bangalore,3,25,Female,No,3,0 +Bachelors,2015,New Delhi,2,24,Female,No,2,1 +Masters,2015,New Delhi,2,27,Female,No,5,1 +Bachelors,2017,New Delhi,2,26,Male,No,4,0 +Bachelors,2013,Bangalore,3,25,Male,No,3,0 +PHD,2017,New Delhi,3,24,Male,No,2,0 +Masters,2015,Bangalore,3,27,Male,No,5,1 +Bachelors,2015,New Delhi,2,28,Female,No,1,1 +Bachelors,2014,Bangalore,3,28,Male,No,2,1 +Bachelors,2014,Bangalore,3,25,Male,Yes,3,0 +Bachelors,2013,Bangalore,3,26,Male,No,4,0 +Masters,2017,New Delhi,1,27,Male,No,5,0 +Bachelors,2018,Bangalore,3,27,Male,No,5,1 +Bachelors,2014,Bangalore,3,24,Male,No,2,0 +Bachelors,2013,Bangalore,3,28,Male,No,0,0 +Bachelors,2013,Bangalore,3,24,Male,No,2,0 +Bachelors,2012,Bangalore,3,28,Female,No,1,1 +Bachelors,2014,Bangalore,3,26,Male,No,4,0 +Masters,2017,New Delhi,2,28,Male,No,3,0 +Bachelors,2013,Pune,3,24,Female,No,2,1 +Masters,2017,New Delhi,2,24,Male,No,2,1 +Bachelors,2014,Bangalore,3,28,Female,No,1,1 +Bachelors,2018,Bangalore,3,25,Male,No,3,1 +Masters,2012,New Delhi,3,27,Female,No,5,0 +Masters,2014,New Delhi,3,26,Male,No,4,0 +Bachelors,2017,Bangalore,3,28,Male,No,5,0 +Bachelors,2017,Pune,3,28,Female,No,1,0 +Bachelors,2016,Bangalore,3,24,Male,No,2,0 +Bachelors,2016,New Delhi,3,24,Male,Yes,2,0 +Masters,2018,New Delhi,3,28,Male,Yes,2,1 +Bachelors,2014,Bangalore,3,25,Male,No,3,0 +Masters,2013,New Delhi,3,25,Male,No,3,1 +Masters,2017,Bangalore,3,28,Female,No,0,1 +PHD,2018,Bangalore,3,26,Male,No,4,1 +Bachelors,2017,Bangalore,1,24,Male,No,2,0 +Bachelors,2017,New Delhi,2,25,Male,No,3,0 +Masters,2015,Pune,2,28,Female,No,0,0 +Bachelors,2014,Pune,2,27,Female,No,5,1 +Bachelors,2014,Bangalore,3,25,Male,No,3,0 +Bachelors,2017,Pune,3,27,Male,Yes,5,0 +Bachelors,2017,Bangalore,3,28,Male,No,2,0 +Bachelors,2014,Bangalore,3,28,Male,No,1,0 +Bachelors,2014,New Delhi,3,28,Female,No,3,0 +Bachelors,2015,New Delhi,2,29,Female,No,1,1 +Bachelors,2012,Bangalore,3,29,Male,No,1,0 +Bachelors,2017,Pune,2,26,Male,No,4,0 +Bachelors,2015,Pune,3,28,Female,No,2,1 +Bachelors,2016,Pune,3,26,Male,No,4,0 +Masters,2017,New Delhi,3,26,Female,No,4,0 +Bachelors,2013,Pune,3,26,Male,No,4,0 +Bachelors,2017,Bangalore,3,28,Male,No,1,0 +Bachelors,2013,Bangalore,3,26,Male,No,4,0 +Bachelors,2015,Pune,3,28,Female,Yes,2,1 +Bachelors,2017,New Delhi,3,28,Female,No,1,0 +Bachelors,2016,New Delhi,3,27,Female,Yes,5,0 +Bachelors,2018,Pune,3,27,Male,No,5,1 +Bachelors,2014,Bangalore,3,29,Male,Yes,2,0 +Bachelors,2015,Pune,2,28,Female,No,2,1 +Bachelors,2017,Pune,3,26,Female,No,4,1 +Masters,2017,New Delhi,3,28,Male,No,2,0 +Bachelors,2017,Pune,3,26,Male,No,4,0 +Bachelors,2017,Pune,3,26,Female,No,4,1 +Bachelors,2018,Bangalore,3,26,Female,Yes,4,1 +Bachelors,2014,Pune,3,30,Male,No,2,0 +Masters,2017,New Delhi,3,29,Male,No,2,1 +Masters,2017,Pune,2,26,Female,No,4,0 +Masters,2015,New Delhi,3,28,Female,No,2,0 +Bachelors,2016,Bangalore,3,30,Female,No,2,1 +Bachelors,2012,Bangalore,3,26,Female,No,4,1 +Bachelors,2014,Bangalore,3,29,Male,No,1,0 +Bachelors,2012,Bangalore,3,26,Male,No,4,0 +Bachelors,2018,Bangalore,3,26,Male,Yes,4,1 +PHD,2018,New Delhi,2,29,Female,No,1,1 +Masters,2013,New Delhi,3,26,Male,No,4,1 +Masters,2015,Pune,3,30,Female,No,2,0 +Bachelors,2018,Pune,3,26,Male,No,4,1 +Masters,2013,New Delhi,2,29,Female,No,2,1 +Bachelors,2016,Bangalore,3,29,Male,No,2,0 +Bachelors,2013,Bangalore,3,28,Male,Yes,1,0 +Bachelors,2017,Pune,2,26,Female,No,4,1 +Masters,2017,Pune,2,30,Female,No,2,0 +Bachelors,2015,Pune,2,30,Female,Yes,1,1 +Masters,2017,New Delhi,2,29,Female,No,2,1 +Bachelors,2015,Bangalore,3,30,Male,No,2,0 +Bachelors,2015,Bangalore,3,27,Female,No,5,1 +Bachelors,2017,Pune,3,27,Female,No,5,1 +Bachelors,2014,Bangalore,3,30,Male,No,2,0 +Bachelors,2014,Bangalore,3,26,Female,No,4,0 +Masters,2013,New Delhi,3,26,Male,No,4,0 +Bachelors,2013,New Delhi,3,29,Female,No,1,1 +Bachelors,2018,New Delhi,3,27,Female,No,5,1 +Bachelors,2014,Bangalore,3,29,Male,No,1,0 +Bachelors,2017,Pune,3,26,Female,No,4,1 +Masters,2015,Bangalore,2,27,Female,Yes,5,1 +Masters,2017,New Delhi,2,29,Female,No,2,0 +Masters,2017,Bangalore,3,26,Female,No,4,0 +Bachelors,2015,Bangalore,3,28,Male,No,2,0 +Bachelors,2013,Bangalore,3,27,Male,No,5,1 +Bachelors,2014,New Delhi,3,28,Female,No,2,0 +Bachelors,2012,Bangalore,3,29,Male,No,1,1 +Bachelors,2016,New Delhi,3,28,Female,No,2,0 +Masters,2012,New Delhi,3,26,Female,No,4,1 +Bachelors,2014,Bangalore,3,26,Male,No,4,0 +Bachelors,2017,Pune,3,28,Male,No,2,0 +Bachelors,2012,Bangalore,2,27,Female,No,5,1 +Bachelors,2018,Bangalore,3,28,Male,No,1,1 +Bachelors,2015,Pune,2,26,Female,No,4,1 +PHD,2016,Bangalore,3,29,Female,No,1,0 +Masters,2018,Bangalore,3,30,Female,No,2,1 +Bachelors,2014,Bangalore,3,28,Female,No,2,0 +Masters,2017,New Delhi,2,30,Male,No,2,0 +Bachelors,2012,Bangalore,3,30,Male,No,1,0 +Masters,2017,New Delhi,2,30,Male,No,2,0 +Bachelors,2017,New Delhi,3,26,Male,No,4,0 +Bachelors,2017,Bangalore,3,28,Female,No,2,0 +Masters,2013,New Delhi,3,26,Female,No,4,0 +PHD,2015,New Delhi,1,29,Male,No,2,0 +Masters,2017,New Delhi,2,27,Female,No,5,1 +Bachelors,2016,Pune,3,30,Male,No,1,0 +Bachelors,2012,Bangalore,3,26,Male,No,4,1 +Bachelors,2014,Pune,2,29,Female,No,2,1 +Bachelors,2016,Bangalore,3,30,Male,No,2,0 +Bachelors,2013,Bangalore,3,27,Female,No,5,0 +PHD,2015,New Delhi,2,29,Female,Yes,1,0 +Bachelors,2012,Bangalore,3,27,Male,No,5,0 +Bachelors,2018,Bangalore,3,30,Male,No,2,1 +Masters,2017,Pune,2,29,Female,No,2,0 +Masters,2016,Bangalore,3,29,Female,No,2,0 +Bachelors,2017,Bangalore,3,27,Female,No,5,1 +Bachelors,2017,Bangalore,3,28,Male,No,2,0 +Bachelors,2017,Bangalore,3,27,Female,No,5,0 +Bachelors,2012,New Delhi,3,29,Male,No,1,0 +Bachelors,2017,Bangalore,3,26,Male,No,4,0 +Bachelors,2013,Bangalore,3,28,Female,No,1,1 +Bachelors,2013,Pune,2,29,Female,No,1,1 +Bachelors,2015,Bangalore,1,27,Male,No,5,0 +Bachelors,2016,Bangalore,3,30,Male,No,1,0 +Bachelors,2013,New Delhi,3,30,Female,No,1,0 +Masters,2017,Pune,2,27,Male,No,5,1 +Masters,2017,Pune,2,29,Male,No,2,0 +Bachelors,2016,New Delhi,3,29,Female,No,1,0 +Bachelors,2014,Bangalore,3,26,Male,No,4,1 +Bachelors,2014,Bangalore,3,26,Male,No,4,0 +Bachelors,2015,New Delhi,3,28,Female,Yes,1,0 +Bachelors,2013,Pune,2,28,Female,No,1,1 +Bachelors,2016,Bangalore,3,27,Female,Yes,5,0 +Bachelors,2017,Bangalore,3,26,Male,No,4,1 +Bachelors,2014,New Delhi,3,30,Male,No,2,1 +Bachelors,2015,Pune,2,30,Male,No,2,1 +Bachelors,2016,Bangalore,3,27,Male,No,5,0 +Bachelors,2015,Pune,3,26,Female,No,4,1 +Bachelors,2014,New Delhi,3,30,Male,No,1,0 +Masters,2017,Pune,2,26,Male,No,4,1 +Bachelors,2016,Bangalore,3,27,Male,No,5,0 +PHD,2017,Pune,3,28,Male,No,1,0 +Bachelors,2015,New Delhi,3,30,Female,No,2,0 +Bachelors,2016,Bangalore,3,29,Male,No,2,0 +Bachelors,2012,Bangalore,3,28,Male,No,2,0 +Bachelors,2014,Bangalore,1,30,Male,Yes,2,1 +Bachelors,2013,Bangalore,3,27,Male,No,5,1 +Masters,2017,Pune,2,30,Male,No,2,0 +Bachelors,2012,Bangalore,3,30,Male,No,2,0 +Masters,2017,New Delhi,2,26,Male,No,4,0 +Bachelors,2014,Pune,2,26,Male,No,4,0 +Bachelors,2013,Bangalore,3,29,Female,No,1,1 +Bachelors,2015,Pune,3,29,Female,No,2,1 +Bachelors,2013,Bangalore,3,28,Female,No,1,0 +Masters,2016,Bangalore,3,29,Male,No,1,0 +Masters,2016,New Delhi,3,26,Female,No,4,0 +Bachelors,2015,Bangalore,3,26,Male,No,4,0 +Bachelors,2016,Pune,3,26,Male,No,4,0 +Masters,2015,New Delhi,1,27,Male,Yes,5,1 +Bachelors,2012,Bangalore,3,28,Male,No,1,1 +Masters,2017,Pune,2,27,Male,No,5,0 +Masters,2015,Pune,2,29,Female,No,2,0 +Bachelors,2012,Bangalore,3,28,Male,No,2,0 +Bachelors,2012,Pune,2,28,Male,No,2,1 +Bachelors,2015,Pune,2,27,Female,No,5,1 +Masters,2017,Pune,2,29,Female,No,1,0 +Bachelors,2014,Pune,2,28,Female,No,1,1 +Masters,2012,New Delhi,1,29,Female,No,1,0 +Bachelors,2015,Bangalore,3,30,Female,No,2,0 +Masters,2017,Bangalore,2,26,Male,Yes,4,1 +Bachelors,2012,Bangalore,3,26,Male,No,4,0 +Bachelors,2013,Bangalore,1,30,Male,No,1,0 +Masters,2017,New Delhi,3,30,Male,Yes,2,0 +Bachelors,2015,Pune,2,27,Female,Yes,5,1 +Bachelors,2016,Bangalore,3,28,Male,No,2,1 +Bachelors,2017,Pune,2,26,Female,No,4,1 +Masters,2015,New Delhi,2,26,Female,No,4,0 +Bachelors,2015,Pune,2,26,Female,No,4,1 +PHD,2013,New Delhi,3,27,Female,Yes,5,0 +Bachelors,2014,Bangalore,3,27,Male,No,5,1 +Bachelors,2013,New Delhi,3,29,Female,No,1,0 +Masters,2017,Pune,3,29,Male,No,2,0 +Bachelors,2016,Pune,3,28,Male,No,2,0 +Bachelors,2013,Bangalore,3,26,Male,No,4,0 +Bachelors,2013,Bangalore,3,29,Male,No,1,0 +Bachelors,2016,Pune,3,29,Male,No,2,0 +Masters,2016,New Delhi,3,26,Male,No,4,0 +Bachelors,2015,Bangalore,3,30,Female,No,1,1 +Bachelors,2014,Bangalore,3,26,Male,No,4,0 +Bachelors,2013,Bangalore,3,27,Female,No,5,0 +Bachelors,2016,Bangalore,3,29,Male,No,2,0 +Bachelors,2016,Bangalore,3,29,Male,No,1,0 +Masters,2014,New Delhi,3,29,Male,No,1,0 +Bachelors,2014,Bangalore,3,27,Male,No,5,0 +Bachelors,2012,Bangalore,1,27,Female,No,5,0 +Bachelors,2015,New Delhi,3,26,Female,No,4,0 +Bachelors,2015,Pune,1,28,Female,No,2,1 +Bachelors,2015,Pune,2,28,Female,No,1,1 +Bachelors,2018,Pune,2,28,Female,No,2,1 +Bachelors,2015,Pune,3,28,Female,Yes,1,1 +Bachelors,2015,Pune,3,29,Male,No,2,0 +Bachelors,2013,Bangalore,3,27,Male,No,5,0 +Bachelors,2014,Pune,2,27,Female,No,5,1 +Bachelors,2014,Bangalore,3,27,Male,No,5,1 +Bachelors,2016,Bangalore,3,30,Male,Yes,1,0 +PHD,2015,New Delhi,3,28,Male,No,2,1 +Bachelors,2014,Pune,3,29,Male,No,2,0 +Bachelors,2015,Bangalore,3,29,Male,No,1,0 +Bachelors,2013,Pune,3,30,Male,No,2,0 +Bachelors,2013,Bangalore,3,28,Male,Yes,1,0 +Bachelors,2015,Pune,2,29,Female,No,2,1 +Bachelors,2017,Bangalore,3,30,Male,No,1,0 +Bachelors,2012,Bangalore,3,27,Male,No,5,0 +Masters,2017,New Delhi,2,27,Male,No,5,0 +Bachelors,2018,Bangalore,3,29,Male,No,1,1 +Masters,2012,New Delhi,1,30,Female,No,2,1 +Masters,2016,New Delhi,3,28,Female,No,2,0 +Bachelors,2016,Bangalore,3,26,Male,No,4,0 +Bachelors,2012,Bangalore,3,28,Female,No,1,0 +Bachelors,2018,Pune,3,27,Male,No,5,1 +Bachelors,2014,Bangalore,3,29,Female,No,2,0 +PHD,2017,Bangalore,3,27,Male,No,5,0 +Bachelors,2017,Bangalore,3,29,Male,No,2,0 +Bachelors,2014,Bangalore,3,28,Male,No,2,0 +Bachelors,2014,Bangalore,3,26,Female,No,4,0 +Bachelors,2012,Bangalore,3,28,Male,No,2,0 +Masters,2018,Bangalore,3,28,Female,No,2,1 +Bachelors,2017,Bangalore,3,28,Female,No,1,0 +Bachelors,2015,Bangalore,3,28,Male,No,1,0 +Bachelors,2014,New Delhi,3,29,Female,No,1,0 +Masters,2017,New Delhi,3,28,Male,No,2,0 +Masters,2017,New Delhi,3,29,Male,No,1,0 +Bachelors,2014,Pune,2,29,Male,No,2,1 +Masters,2013,New Delhi,3,26,Male,No,4,1 +Bachelors,2014,Bangalore,3,30,Male,No,1,0 +Bachelors,2013,New Delhi,3,26,Female,No,4,0 +Bachelors,2014,Bangalore,1,29,Male,No,2,0 +Masters,2016,Pune,3,29,Male,No,2,0 +PHD,2016,Pune,1,28,Male,No,2,0 +PHD,2015,Bangalore,3,29,Male,No,2,0 +Bachelors,2014,Bangalore,3,28,Male,No,1,0 +Bachelors,2015,Pune,2,26,Female,Yes,4,1 +Bachelors,2015,Bangalore,3,28,Female,No,1,0 +Bachelors,2015,Pune,3,28,Male,Yes,2,0 +Bachelors,2016,New Delhi,3,26,Female,No,4,0 +Bachelors,2014,Bangalore,3,29,Male,No,1,1 +Bachelors,2013,Bangalore,2,30,Female,No,1,1 +Bachelors,2015,Bangalore,3,29,Male,Yes,1,0 +Bachelors,2012,Bangalore,3,26,Male,No,4,0 +PHD,2017,New Delhi,3,29,Male,No,1,0 +Masters,2017,New Delhi,3,29,Male,No,2,0 +Bachelors,2015,Pune,2,30,Female,Yes,1,1 +Bachelors,2012,New Delhi,3,26,Female,No,4,0 +Bachelors,2013,Pune,3,30,Male,No,1,0 +Bachelors,2012,Bangalore,3,30,Female,No,1,1 +Bachelors,2015,New Delhi,3,26,Female,No,4,0 +Bachelors,2015,Pune,3,28,Female,Yes,2,1 +Bachelors,2014,Bangalore,3,29,Male,No,1,0 +Bachelors,2013,Pune,2,28,Female,No,1,1 +Bachelors,2016,Bangalore,3,28,Female,No,1,0 +Masters,2018,New Delhi,3,30,Female,No,2,1 +Bachelors,2018,Pune,3,29,Male,Yes,1,1 +Bachelors,2016,Bangalore,3,30,Female,Yes,2,0 +Bachelors,2015,Bangalore,3,26,Male,No,4,0 +Masters,2017,Pune,2,27,Male,Yes,5,1 +Masters,2017,Pune,2,26,Female,No,4,1 +Masters,2017,New Delhi,3,26,Male,No,4,1 +Bachelors,2017,Pune,2,30,Female,No,2,1 +Bachelors,2012,Bangalore,3,28,Male,No,1,0 +Bachelors,2014,Bangalore,3,28,Male,No,2,0 +PHD,2015,Bangalore,3,29,Female,No,1,0 +Masters,2015,New Delhi,3,26,Male,No,4,1 +Bachelors,2017,Pune,3,30,Male,No,2,0 +Bachelors,2014,New Delhi,3,28,Female,No,1,0 +Bachelors,2013,Bangalore,1,30,Male,No,1,0 +Bachelors,2016,Bangalore,3,27,Female,No,5,1 +Bachelors,2014,Pune,1,28,Male,No,1,0 +Bachelors,2015,Bangalore,3,30,Male,No,1,0 +Bachelors,2013,New Delhi,3,27,Male,No,5,0 +Bachelors,2017,Pune,2,27,Male,No,5,0 +Masters,2017,New Delhi,2,28,Male,No,1,1 +Masters,2017,New Delhi,2,27,Male,No,5,1 +Masters,2014,New Delhi,3,27,Male,No,5,0 +PHD,2014,New Delhi,2,27,Female,No,5,0 +Bachelors,2015,Bangalore,3,29,Male,No,2,0 +Bachelors,2012,Pune,3,27,Male,No,5,0 +Bachelors,2017,Bangalore,3,30,Male,No,2,0 +Bachelors,2014,Bangalore,1,27,Female,No,5,0 +Bachelors,2014,Pune,1,26,Male,No,4,0 +Bachelors,2012,Bangalore,3,29,Male,Yes,2,0 +Bachelors,2012,New Delhi,3,30,Male,No,1,0 +Bachelors,2015,Bangalore,3,27,Female,No,5,0 +Masters,2017,New Delhi,2,30,Female,No,2,0 +Masters,2018,New Delhi,3,29,Male,No,2,1 +Bachelors,2015,Bangalore,3,28,Male,No,2,0 +Bachelors,2013,Bangalore,3,26,Female,No,4,0 +Masters,2016,New Delhi,3,27,Male,Yes,5,1 +Bachelors,2014,Pune,1,26,Female,No,4,1 +Bachelors,2017,Pune,3,27,Male,Yes,5,0 +PHD,2013,New Delhi,3,30,Male,No,1,0 +Masters,2018,Bangalore,3,26,Male,No,4,1 +Bachelors,2012,Bangalore,3,26,Male,No,4,0 +Bachelors,2013,Bangalore,3,26,Male,No,4,0 +Bachelors,2015,New Delhi,3,26,Female,No,4,0 +Bachelors,2016,Pune,3,29,Male,No,2,0 +Bachelors,2018,Bangalore,3,29,Female,Yes,2,1 +Bachelors,2016,Bangalore,3,28,Male,No,1,0 +Masters,2012,Pune,3,30,Male,No,1,0 +Bachelors,2014,Bangalore,3,30,Female,No,2,0 +Bachelors,2013,Bangalore,3,27,Male,No,5,1 +Bachelors,2014,Bangalore,3,29,Female,No,1,0 +Bachelors,2013,Pune,3,28,Male,No,2,0 +Bachelors,2014,Pune,3,29,Male,No,2,0 +Bachelors,2012,Bangalore,1,30,Female,No,2,0 +Bachelors,2018,Pune,3,28,Male,No,2,1 +Bachelors,2012,Bangalore,3,30,Female,Yes,2,0 +Masters,2017,New Delhi,2,30,Male,No,1,0 +Bachelors,2014,New Delhi,3,27,Female,No,5,0 +Masters,2014,New Delhi,3,29,Male,No,2,0 +Bachelors,2016,Bangalore,3,29,Male,No,2,0 +Bachelors,2014,Pune,2,28,Female,No,2,1 +Bachelors,2017,New Delhi,3,26,Male,No,4,0 +Bachelors,2018,Pune,3,28,Male,No,1,1 +Bachelors,2016,Pune,3,29,Male,No,1,0 +Bachelors,2015,Pune,3,26,Female,Yes,4,1 +Masters,2017,Bangalore,3,27,Male,No,5,1 +Masters,2017,New Delhi,2,26,Male,No,4,0 +Masters,2013,New Delhi,3,26,Female,No,4,1 +Bachelors,2017,Bangalore,3,29,Male,No,1,0 +Masters,2013,New Delhi,3,27,Female,No,5,0 +Bachelors,2012,Pune,2,30,Female,No,2,1 +Bachelors,2013,New Delhi,3,26,Male,No,4,0 +Bachelors,2015,Pune,2,28,Female,No,1,1 +Bachelors,2013,New Delhi,3,27,Male,No,5,0 +Bachelors,2015,Pune,2,29,Female,Yes,2,1 +Bachelors,2012,Bangalore,1,27,Female,No,5,0 +Bachelors,2012,Bangalore,3,28,Male,No,2,0 +Bachelors,2015,New Delhi,3,26,Male,No,4,0 +Bachelors,2017,New Delhi,3,28,Female,No,1,0 +Bachelors,2013,Bangalore,3,27,Male,No,5,0 +Masters,2014,Bangalore,3,28,Male,No,1,1 +Bachelors,2015,Bangalore,3,29,Male,No,1,0 +Bachelors,2017,New Delhi,3,27,Female,No,5,0 +Bachelors,2012,Bangalore,3,27,Male,Yes,5,0 +Masters,2017,New Delhi,2,30,Male,No,2,0 +Bachelors,2015,Bangalore,3,28,Female,No,2,0 +Masters,2017,Bangalore,1,27,Male,No,5,0 +Bachelors,2015,Bangalore,3,27,Male,No,5,0 +Bachelors,2018,Bangalore,3,27,Male,Yes,5,1 +Masters,2017,Pune,2,30,Male,No,1,0 +Bachelors,2013,Pune,3,29,Male,No,2,0 +Bachelors,2013,Pune,3,29,Male,No,2,0 +Bachelors,2012,Pune,3,27,Male,Yes,5,0 +Bachelors,2015,Pune,3,30,Female,No,1,1 +Bachelors,2015,Pune,2,29,Female,No,2,1 +Masters,2018,Pune,3,26,Male,No,4,1 +Masters,2013,Bangalore,2,29,Female,No,2,1 +Bachelors,2014,Bangalore,1,28,Male,No,2,1 +Bachelors,2015,Bangalore,3,30,Male,No,1,0 +Bachelors,2015,Pune,2,27,Female,No,5,1 +Bachelors,2014,Bangalore,3,28,Female,Yes,1,0 +Masters,2015,New Delhi,3,27,Male,No,5,0 +Masters,2017,New Delhi,2,26,Male,No,4,1 +Bachelors,2018,Bangalore,3,28,Male,No,1,1 +Bachelors,2015,New Delhi,3,28,Female,No,2,0 +Bachelors,2013,Bangalore,3,27,Male,No,5,0 +Bachelors,2013,Pune,1,26,Female,No,4,1 +Masters,2017,New Delhi,2,30,Male,Yes,2,0 +Bachelors,2015,Bangalore,3,28,Female,No,1,0 +Bachelors,2013,Bangalore,3,27,Male,Yes,5,0 +Bachelors,2012,Bangalore,3,26,Male,No,4,1 +Bachelors,2018,Bangalore,3,28,Male,No,2,1 +Masters,2017,New Delhi,2,28,Male,No,2,0 +Bachelors,2015,Bangalore,3,29,Male,No,2,0 +Bachelors,2012,New Delhi,3,30,Male,No,1,1 +Masters,2016,Pune,3,30,Male,No,1,0 +Bachelors,2014,Pune,3,30,Male,No,1,0 +Bachelors,2018,Bangalore,3,26,Male,No,4,1 +Masters,2017,Bangalore,3,26,Male,No,4,1 +Bachelors,2012,New Delhi,3,27,Female,No,5,0 +Bachelors,2018,Bangalore,3,26,Female,Yes,4,1 +PHD,2014,Bangalore,3,27,Male,No,5,0 +Masters,2017,New Delhi,2,26,Male,Yes,4,1 +Bachelors,2013,Bangalore,3,30,Female,No,1,1 +Bachelors,2012,Bangalore,3,30,Female,No,2,0 +Masters,2018,New Delhi,3,26,Male,Yes,4,1 +Bachelors,2013,Bangalore,1,28,Female,No,1,0 +Bachelors,2017,Bangalore,3,30,Male,No,1,0 +Masters,2017,Pune,2,30,Female,No,2,1 +PHD,2016,Bangalore,3,27,Male,No,5,0 +Bachelors,2016,New Delhi,3,28,Female,No,2,0 +Bachelors,2015,Pune,2,29,Female,No,1,1 +Bachelors,2013,Bangalore,3,27,Female,No,5,0 +Masters,2014,Pune,3,27,Male,No,5,0 +Masters,2017,New Delhi,2,26,Female,Yes,4,1 +Masters,2017,New Delhi,2,30,Female,No,1,0 +Masters,2018,New Delhi,3,27,Female,No,5,1 +Bachelors,2017,Pune,2,29,Male,No,1,0 +Masters,2014,New Delhi,1,29,Male,No,1,0 +Bachelors,2015,Pune,2,30,Female,No,2,1 +Bachelors,2014,Bangalore,3,30,Male,No,2,1 +Masters,2018,New Delhi,1,30,Female,No,2,0 +Bachelors,2017,Bangalore,3,29,Male,No,1,0 +Bachelors,2016,Pune,3,28,Male,No,2,0 +Bachelors,2018,Bangalore,3,26,Female,No,4,1 +Bachelors,2014,Bangalore,1,28,Female,No,2,0 +Masters,2017,New Delhi,2,29,Female,No,2,0 +Masters,2013,New Delhi,3,26,Male,No,4,1 +Bachelors,2017,New Delhi,2,28,Female,No,1,0 +Bachelors,2016,Bangalore,3,30,Female,No,1,0 +PHD,2015,Pune,3,27,Male,No,5,0 +Bachelors,2016,Bangalore,3,29,Male,No,2,0 +Bachelors,2014,Pune,2,28,Female,No,2,1 +Bachelors,2016,Bangalore,3,26,Male,No,4,0 +Masters,2017,New Delhi,2,30,Female,Yes,2,0 +PHD,2013,New Delhi,3,30,Female,No,2,0 +Bachelors,2015,Bangalore,3,29,Male,No,2,0 +Bachelors,2017,Bangalore,3,28,Male,No,2,0 +Bachelors,2015,Bangalore,3,29,Male,No,2,1 +Bachelors,2015,Pune,1,26,Female,No,4,1 +Bachelors,2013,Bangalore,3,28,Male,No,1,0 +Bachelors,2015,Pune,2,29,Female,No,2,1 +Bachelors,2013,Bangalore,3,26,Male,Yes,4,0 +Masters,2014,Pune,3,30,Male,No,2,0 +Masters,2017,Pune,2,30,Male,Yes,2,0 +Bachelors,2017,Pune,3,27,Male,No,5,0 +Bachelors,2014,New Delhi,3,28,Female,Yes,2,0 +Bachelors,2014,New Delhi,3,27,Female,No,5,0 +Bachelors,2015,Pune,2,29,Female,Yes,1,1 +Bachelors,2013,Pune,3,26,Male,No,4,0 +Bachelors,2014,New Delhi,3,30,Male,No,1,0 +Bachelors,2013,Pune,2,26,Male,No,4,0 +Bachelors,2016,Bangalore,3,26,Male,No,4,0 +Masters,2017,New Delhi,2,28,Female,No,2,0 +Masters,2017,New Delhi,2,27,Male,No,5,1 +Bachelors,2017,Pune,2,29,Female,No,1,1 +Masters,2017,New Delhi,2,28,Female,No,1,1 +Bachelors,2017,New Delhi,2,26,Male,No,4,0 +Bachelors,2014,Bangalore,3,29,Female,No,1,1 +Bachelors,2012,Bangalore,3,28,Male,No,1,0 +Bachelors,2016,Bangalore,3,27,Male,No,5,0 +Bachelors,2012,Bangalore,3,28,Female,No,1,0 +Masters,2015,Pune,2,30,Female,No,2,1 +Masters,2017,New Delhi,2,28,Male,No,2,0 +Masters,2015,Pune,2,29,Female,No,1,0 +Masters,2015,Bangalore,3,26,Male,No,4,1 +Bachelors,2013,Bangalore,3,26,Male,No,4,0 +Bachelors,2017,Bangalore,3,29,Female,No,1,0 +Bachelors,2017,Bangalore,3,27,Male,Yes,5,0 +Bachelors,2014,New Delhi,3,29,Female,No,2,0 +Bachelors,2017,New Delhi,3,27,Female,No,5,0 +Masters,2017,Pune,2,28,Female,No,2,0 +Masters,2013,New Delhi,3,27,Female,No,5,1 +Masters,2017,New Delhi,3,27,Male,Yes,5,1 +Bachelors,2013,Bangalore,3,30,Male,No,2,0 +Bachelors,2015,Pune,2,27,Female,Yes,5,1 +Bachelors,2014,Bangalore,3,26,Male,No,4,0 +Bachelors,2015,Bangalore,2,27,Female,No,5,1 +Bachelors,2015,Bangalore,3,30,Male,No,2,1 +Masters,2017,Bangalore,2,27,Male,No,5,0 +Bachelors,2017,Bangalore,3,30,Male,No,2,1 +Bachelors,2016,Pune,2,30,Female,No,2,1 +Masters,2016,Pune,1,27,Female,No,5,0 +Bachelors,2012,Bangalore,3,26,Male,No,4,0 +Bachelors,2014,Bangalore,3,27,Male,No,5,0 +Bachelors,2015,Pune,3,29,Female,No,2,1 +Bachelors,2013,New Delhi,3,26,Male,No,4,0 +Bachelors,2015,Pune,2,29,Female,No,2,1 +Bachelors,2013,Pune,3,28,Male,No,2,0 +Bachelors,2013,Pune,2,27,Male,No,5,1 +Masters,2014,New Delhi,3,28,Male,No,1,1 +Bachelors,2016,New Delhi,3,27,Female,No,5,1 +Bachelors,2016,New Delhi,3,29,Female,Yes,2,0 +Masters,2018,New Delhi,1,26,Female,No,4,1 +Bachelors,2015,Bangalore,3,27,Female,No,5,0 +Bachelors,2013,Pune,2,27,Female,No,5,1 +Bachelors,2014,New Delhi,3,28,Female,No,2,0 +Bachelors,2014,Bangalore,3,27,Male,No,5,0 +Bachelors,2016,Bangalore,3,29,Female,No,1,0 +Bachelors,2012,Bangalore,3,29,Female,No,1,0 +Bachelors,2018,Bangalore,3,29,Male,Yes,2,1 +Bachelors,2012,Pune,3,30,Male,No,1,0 +Bachelors,2013,Bangalore,3,30,Male,Yes,1,1 +Bachelors,2014,Bangalore,3,27,Male,No,5,0 +Bachelors,2015,New Delhi,3,29,Female,Yes,1,0 +Bachelors,2014,Bangalore,3,30,Female,No,1,0 +Bachelors,2014,Pune,1,28,Male,No,2,0 +Bachelors,2015,Pune,3,27,Female,No,5,0 +Bachelors,2016,Bangalore,3,30,Male,No,1,1 +Bachelors,2016,Pune,3,26,Female,No,4,1 +Bachelors,2018,New Delhi,3,27,Female,Yes,5,1 +Bachelors,2015,Bangalore,3,26,Male,No,4,0 +Masters,2017,New Delhi,2,27,Male,No,5,1 +Bachelors,2015,Bangalore,3,26,Male,No,4,0 +Bachelors,2017,Pune,3,26,Female,No,4,1 +Bachelors,2012,Pune,1,27,Male,No,5,0 +Bachelors,2016,Bangalore,3,26,Male,No,4,0 +PHD,2017,Bangalore,3,28,Female,No,1,0 +Bachelors,2015,Pune,3,29,Female,No,1,1 +Masters,2014,New Delhi,3,30,Male,Yes,2,0 +Bachelors,2013,Pune,3,26,Male,No,4,0 +Bachelors,2012,Bangalore,3,27,Male,No,5,0 +Bachelors,2015,Pune,3,28,Male,No,1,0 +Bachelors,2013,Bangalore,3,26,Male,No,4,0 +Bachelors,2013,New Delhi,3,26,Male,No,4,0 +Masters,2012,New Delhi,3,30,Male,No,2,0 +PHD,2013,New Delhi,3,27,Male,No,5,0 +Bachelors,2012,Bangalore,3,27,Male,No,5,0 +Bachelors,2018,Bangalore,3,30,Male,Yes,1,1 +Bachelors,2012,Bangalore,3,26,Female,No,4,0 +Masters,2017,New Delhi,3,29,Female,No,2,0 +Bachelors,2014,Bangalore,3,29,Male,No,2,0 +Bachelors,2017,New Delhi,3,28,Male,No,1,0 +Bachelors,2015,Pune,2,26,Female,No,4,1 +Bachelors,2018,Bangalore,3,27,Female,No,5,1 +Bachelors,2014,Bangalore,1,28,Male,No,1,0 +Bachelors,2016,Bangalore,3,28,Male,No,1,0 +Bachelors,2014,Pune,3,26,Male,No,4,0 +Bachelors,2012,Pune,3,26,Male,No,4,0 +Bachelors,2015,Bangalore,3,28,Male,No,2,0 +Bachelors,2014,Bangalore,3,28,Male,No,1,0 +Bachelors,2016,Bangalore,3,27,Male,No,5,0 +PHD,2012,New Delhi,1,29,Female,No,2,0 +Bachelors,2013,Bangalore,3,30,Female,No,2,1 +Bachelors,2016,Bangalore,3,26,Male,No,4,0 +Bachelors,2014,Pune,3,28,Male,No,1,0 +Masters,2013,New Delhi,2,26,Male,No,4,1 +Bachelors,2017,Bangalore,3,27,Male,No,5,0 +Bachelors,2013,Pune,3,27,Female,No,5,0 +PHD,2015,New Delhi,3,28,Male,No,2,0 +Masters,2017,Pune,2,28,Male,No,2,0 +Bachelors,2014,Pune,3,28,Male,No,4,0 +Bachelors,2016,Bangalore,3,29,Female,No,1,1 +Bachelors,2017,Bangalore,3,26,Female,No,4,1 +Bachelors,2015,Bangalore,3,30,Male,No,0,0 +Masters,2012,New Delhi,3,30,Male,No,2,0 +Bachelors,2012,Bangalore,1,30,Female,No,0,0 +Bachelors,2014,New Delhi,3,27,Female,No,5,0 +Bachelors,2017,New Delhi,2,28,Female,No,0,0 +Bachelors,2012,Pune,3,26,Male,No,4,0 +Bachelors,2015,Pune,3,29,Female,No,3,1 +Masters,2017,Pune,2,30,Male,No,0,1 +Bachelors,2013,New Delhi,3,26,Male,No,4,0 +Masters,2014,Pune,3,30,Male,No,0,1 +Bachelors,2013,Pune,3,29,Male,Yes,2,0 +Bachelors,2017,Bangalore,3,28,Male,No,3,0 +Masters,2018,New Delhi,3,27,Male,Yes,5,1 +Masters,2017,New Delhi,2,26,Female,Yes,4,1 +Bachelors,2012,Bangalore,3,30,Female,No,0,1 +Bachelors,2012,Bangalore,3,29,Female,No,4,0 +Bachelors,2014,Bangalore,3,29,Male,No,1,0 +Bachelors,2016,Bangalore,3,27,Male,No,5,0 +Bachelors,2015,Bangalore,3,28,Male,Yes,4,0 +Bachelors,2014,Bangalore,3,26,Male,No,4,0 +Bachelors,2016,Pune,3,29,Male,No,5,0 +Bachelors,2014,Bangalore,3,29,Male,No,0,0 +Masters,2013,Bangalore,3,30,Male,No,5,1 +Bachelors,2017,New Delhi,3,30,Female,Yes,3,0 +Bachelors,2014,Bangalore,3,27,Male,No,5,0 +PHD,2015,Pune,2,30,Female,No,4,0 +Masters,2014,Bangalore,3,30,Male,No,4,1 +Masters,2017,New Delhi,2,27,Male,No,5,1 +Bachelors,2013,Pune,3,30,Male,No,0,0 +Masters,2017,Pune,2,30,Male,No,0,0 +Masters,2017,New Delhi,2,29,Female,No,2,0 +Masters,2017,New Delhi,2,29,Male,No,2,0 +Bachelors,2014,Bangalore,1,27,Male,No,5,1 +Bachelors,2012,Bangalore,3,27,Female,No,5,0 +Bachelors,2017,Bangalore,3,27,Male,No,5,0 +Masters,2018,New Delhi,3,30,Female,No,4,1 +Bachelors,2015,Bangalore,3,29,Female,No,1,0 +Bachelors,2014,Pune,3,26,Female,No,4,1 +Masters,2016,Pune,3,28,Male,No,2,0 +Bachelors,2015,New Delhi,3,28,Female,No,4,0 +Bachelors,2015,Bangalore,3,30,Male,No,0,0 +Bachelors,2014,Bangalore,3,28,Female,No,3,0 +Bachelors,2017,Bangalore,3,28,Male,No,4,0 +Bachelors,2013,Bangalore,3,26,Male,No,4,0 +Bachelors,2015,Bangalore,3,28,Female,No,0,0 +Bachelors,2015,Pune,2,28,Female,No,2,1 +Masters,2013,Pune,3,27,Female,Yes,5,1 +Bachelors,2016,Bangalore,3,27,Male,No,5,1 +Bachelors,2012,Pune,3,29,Male,No,1,0 +Bachelors,2015,Pune,2,28,Female,No,0,1 +Bachelors,2018,Pune,3,30,Male,Yes,3,1 +Bachelors,2016,Bangalore,3,29,Male,No,5,0 +Masters,2013,New Delhi,2,27,Female,No,5,1 +Masters,2017,New Delhi,2,30,Male,No,2,0 +Bachelors,2012,New Delhi,3,26,Male,No,4,0 +Bachelors,2016,Bangalore,3,30,Male,No,2,1 +Bachelors,2017,New Delhi,2,29,Male,No,3,1 +Bachelors,2017,Pune,2,28,Male,No,3,0 +Bachelors,2013,Bangalore,3,27,Male,No,5,0 +Bachelors,2013,Bangalore,3,29,Male,Yes,4,0 +Bachelors,2013,Bangalore,3,30,Male,No,5,0 +Bachelors,2015,Bangalore,3,26,Male,No,4,0 +Bachelors,2015,Pune,2,26,Female,No,4,1 +Bachelors,2012,Bangalore,3,29,Male,Yes,2,1 +Masters,2015,Bangalore,3,28,Male,No,0,1 +Bachelors,2014,New Delhi,3,29,Female,No,2,0 +Masters,2015,Pune,3,29,Female,No,4,0 +Bachelors,2013,Bangalore,3,27,Male,No,5,0 +Bachelors,2013,Pune,3,27,Female,No,5,1 +Bachelors,2017,Bangalore,3,30,Male,No,1,1 +Masters,2014,Pune,3,30,Male,No,2,0 +Bachelors,2015,New Delhi,3,28,Female,No,4,0 +Bachelors,2013,Bangalore,3,26,Female,No,4,0 +Bachelors,2014,Bangalore,3,28,Male,No,5,0 +Bachelors,2017,Bangalore,1,28,Female,No,0,1 +Bachelors,2016,Bangalore,3,27,Male,Yes,5,0 +Bachelors,2013,Bangalore,3,28,Male,No,5,0 +Masters,2013,New Delhi,3,30,Male,No,2,1 +Masters,2013,New Delhi,1,29,Female,No,2,1 +Bachelors,2017,Bangalore,3,26,Male,No,4,0 +Bachelors,2015,Pune,3,28,Male,No,3,0 +Bachelors,2013,Bangalore,3,29,Male,No,2,0 +Masters,2017,New Delhi,2,28,Female,No,2,0 +Masters,2017,New Delhi,2,30,Female,No,2,0 +PHD,2013,New Delhi,3,27,Female,No,5,0 +Bachelors,2016,Pune,3,26,Male,No,4,0 +Bachelors,2017,New Delhi,2,26,Female,No,4,0 +Bachelors,2016,Bangalore,3,28,Female,No,1,1 +Bachelors,2017,Pune,2,27,Female,No,5,1 +Bachelors,2012,Bangalore,3,27,Female,No,5,0 +Bachelors,2014,Bangalore,3,26,Male,No,4,1 +Bachelors,2016,Bangalore,3,27,Male,Yes,5,0 +Bachelors,2015,Bangalore,3,27,Female,No,5,0 +Bachelors,2015,Pune,3,29,Male,No,1,0 +Bachelors,2018,Bangalore,3,26,Male,No,4,1 +Bachelors,2012,Bangalore,3,26,Female,No,4,0 +Bachelors,2017,Bangalore,3,27,Male,Yes,5,0 +Bachelors,2015,Pune,3,30,Female,No,0,1 +Bachelors,2017,Bangalore,3,30,Male,No,3,0 +PHD,2012,New Delhi,3,29,Male,No,5,0 +Bachelors,2016,Pune,3,29,Male,No,5,0 +Bachelors,2014,Bangalore,3,26,Female,Yes,4,0 +PHD,2014,New Delhi,3,28,Female,No,0,0 +Bachelors,2018,Bangalore,3,28,Male,No,1,1 +Bachelors,2013,New Delhi,3,27,Female,Yes,5,0 +Bachelors,2013,Bangalore,3,28,Male,No,2,0 +Bachelors,2018,Bangalore,3,29,Male,No,0,1 +Bachelors,2016,Bangalore,3,29,Male,No,3,0 +Bachelors,2018,Pune,3,30,Female,No,2,1 +Bachelors,2013,Bangalore,3,26,Male,No,4,0 +Bachelors,2014,Pune,3,29,Male,No,3,0 +Bachelors,2013,Pune,3,30,Male,No,4,0 +Masters,2015,New Delhi,3,29,Male,No,2,0 +Bachelors,2018,Pune,3,27,Male,No,5,1 +Bachelors,2016,Bangalore,3,28,Male,No,2,0 +Bachelors,2015,Bangalore,3,29,Male,No,1,0 +Bachelors,2016,Bangalore,3,30,Male,No,0,0 +Bachelors,2016,Bangalore,3,28,Female,No,1,0 +Bachelors,2017,New Delhi,3,26,Female,No,4,0 +Bachelors,2014,Pune,2,29,Female,No,1,1 +PHD,2013,New Delhi,3,30,Female,No,2,0 +Bachelors,2016,Bangalore,3,28,Male,Yes,3,0 +Bachelors,2015,Bangalore,3,28,Male,No,1,0 +Bachelors,2016,Pune,3,28,Male,No,5,0 +Bachelors,2017,Pune,2,28,Female,No,1,1 +Bachelors,2015,Bangalore,3,30,Male,No,4,0 +Masters,2012,New Delhi,3,27,Male,No,5,0 +Masters,2017,New Delhi,3,29,Female,Yes,2,0 +Bachelors,2018,New Delhi,3,29,Female,No,2,1 +Bachelors,2018,Bangalore,3,29,Male,No,0,1 +Bachelors,2012,Bangalore,3,28,Female,No,0,0 +Bachelors,2015,Pune,2,28,Female,No,0,1 +Masters,2017,New Delhi,2,27,Female,No,5,1 +Bachelors,2018,Pune,3,28,Female,No,5,1 +Bachelors,2016,Pune,3,28,Male,No,1,0 +Bachelors,2014,Bangalore,1,26,Male,No,4,1 +Bachelors,2014,New Delhi,2,29,Female,No,3,1 +Masters,2014,Pune,3,26,Male,No,4,1 +Bachelors,2017,Pune,3,27,Male,No,5,0 +Bachelors,2013,Pune,3,30,Male,No,4,1 +Bachelors,2015,Bangalore,3,30,Male,No,3,0 +Bachelors,2012,Bangalore,3,29,Male,No,2,1 +Bachelors,2014,Pune,3,26,Male,No,4,0 +Bachelors,2013,Bangalore,3,26,Female,No,4,0 +Masters,2017,New Delhi,2,30,Female,No,2,1 +Bachelors,2012,Pune,3,29,Male,No,0,0 +Bachelors,2015,Pune,1,30,Female,No,0,1 +Bachelors,2017,Bangalore,3,28,Male,No,3,0 +Bachelors,2013,Bangalore,3,28,Male,No,5,0 +Bachelors,2017,Pune,2,30,Female,No,4,1 +Bachelors,2017,Pune,2,28,Male,No,5,0 +Bachelors,2014,New Delhi,3,27,Female,No,5,1 +Bachelors,2012,Bangalore,3,28,Female,No,2,0 +Bachelors,2013,Bangalore,3,29,Female,No,5,0 +Bachelors,2012,Bangalore,3,27,Female,No,5,1 +Bachelors,2017,Pune,2,28,Female,No,3,1 +Bachelors,2015,Bangalore,1,29,Male,No,4,0 +Bachelors,2013,Bangalore,2,30,Male,No,0,1 +PHD,2018,Bangalore,3,28,Male,No,2,1 +Bachelors,2015,Pune,3,28,Female,No,3,1 +Bachelors,2015,Bangalore,3,27,Male,No,5,0 +Bachelors,2015,Bangalore,3,30,Female,No,3,1 +Bachelors,2012,Bangalore,3,29,Male,No,5,0 +Bachelors,2012,Bangalore,3,27,Female,No,5,0 +Bachelors,2015,Bangalore,3,26,Female,No,4,0 +Bachelors,2016,Pune,3,27,Male,No,5,0 +Bachelors,2013,Bangalore,3,27,Female,No,5,0 +Bachelors,2013,Pune,3,28,Male,No,0,0 +Bachelors,2014,Pune,3,29,Male,No,1,0 +Bachelors,2017,New Delhi,2,27,Male,No,5,0 +Bachelors,2013,New Delhi,3,27,Female,No,5,0 +Bachelors,2017,Pune,3,30,Male,No,5,0 +Bachelors,2013,Pune,3,27,Male,No,5,0 +Bachelors,2012,New Delhi,3,30,Female,Yes,3,0 +Bachelors,2013,Pune,2,30,Male,No,1,1 +PHD,2015,New Delhi,3,27,Female,No,5,0 +Bachelors,2014,Pune,3,26,Male,No,4,0 +Bachelors,2015,Pune,2,27,Female,Yes,5,1 +Masters,2017,New Delhi,2,29,Male,No,1,0 +Bachelors,2013,New Delhi,3,28,Female,No,3,0 +Masters,2012,Pune,3,29,Male,No,4,1 +Bachelors,2014,New Delhi,3,28,Female,No,3,0 +Bachelors,2018,Bangalore,3,27,Male,Yes,5,1 +Bachelors,2012,Bangalore,3,29,Male,No,1,0 +Bachelors,2017,Pune,2,26,Male,No,4,0 +Bachelors,2014,Bangalore,3,30,Male,No,2,1 +Bachelors,2014,New Delhi,3,29,Male,No,4,0 +Bachelors,2015,Pune,2,26,Female,No,4,1 +Bachelors,2014,Bangalore,3,27,Female,No,5,0 +Masters,2013,New Delhi,2,26,Male,No,4,1 +Bachelors,2013,New Delhi,3,29,Female,No,2,0 +Bachelors,2016,Bangalore,2,30,Female,No,4,1 +Bachelors,2017,New Delhi,3,29,Female,No,0,0 +Bachelors,2018,Bangalore,3,28,Male,No,3,1 +Bachelors,2014,Bangalore,3,29,Male,No,4,0 +Masters,2017,New Delhi,2,30,Female,No,2,0 +Bachelors,2018,Bangalore,3,29,Male,Yes,2,1 +Bachelors,2017,New Delhi,2,28,Female,No,1,0 +Bachelors,2013,Bangalore,2,27,Female,No,5,1 +Bachelors,2015,Bangalore,3,30,Male,No,4,0 +Bachelors,2012,Bangalore,3,26,Male,No,4,0 +Bachelors,2016,Bangalore,3,26,Male,No,4,0 +Masters,2017,Bangalore,2,30,Male,No,3,0 +Masters,2017,New Delhi,2,29,Male,No,4,0 +Bachelors,2014,Bangalore,3,28,Male,No,3,0 +Masters,2017,New Delhi,3,27,Male,No,5,1 +Bachelors,2014,Bangalore,3,27,Male,No,5,0 +Bachelors,2017,New Delhi,3,27,Male,No,5,0 +Bachelors,2016,Pune,3,30,Male,No,0,0 +Bachelors,2015,Bangalore,3,29,Female,No,0,0 +Bachelors,2015,Pune,2,27,Female,Yes,5,1 +Bachelors,2013,Bangalore,3,26,Female,No,4,0 +Bachelors,2015,New Delhi,3,29,Male,No,1,0 +Bachelors,2017,Bangalore,3,30,Male,No,4,0 +PHD,2017,New Delhi,3,27,Male,No,5,0 +PHD,2013,Bangalore,3,27,Male,No,5,0 +Bachelors,2018,Bangalore,3,28,Male,Yes,1,1 +Bachelors,2013,Bangalore,3,29,Male,No,1,0 +Masters,2017,Pune,2,29,Female,Yes,2,1 +Bachelors,2015,Pune,3,27,Male,No,5,0 +Bachelors,2012,Bangalore,3,27,Female,No,5,0 +Masters,2018,Pune,3,26,Male,No,4,1 +Bachelors,2012,New Delhi,1,27,Female,No,5,1 +Masters,2017,Pune,2,27,Male,Yes,5,1 +Bachelors,2015,Pune,1,28,Female,No,0,1 +Bachelors,2014,Bangalore,3,29,Male,No,4,1 +Bachelors,2017,New Delhi,3,29,Female,No,3,0 +PHD,2015,Pune,2,26,Female,No,4,0 +Bachelors,2017,Bangalore,3,30,Female,No,5,0 +Bachelors,2016,Pune,3,26,Male,No,4,0 +Masters,2013,Pune,3,26,Male,No,4,1 +Bachelors,2012,Pune,2,29,Female,No,2,1 +Bachelors,2018,Bangalore,3,30,Male,Yes,2,1 +Bachelors,2016,Bangalore,3,27,Male,No,5,0 +Bachelors,2015,Bangalore,3,26,Male,No,4,0 +Bachelors,2018,Bangalore,2,28,Female,No,3,1 +Bachelors,2012,Bangalore,3,28,Male,No,0,1 +Bachelors,2014,Bangalore,3,27,Male,No,5,0 +Bachelors,2012,Bangalore,3,28,Female,Yes,0,0 +Masters,2014,New Delhi,3,28,Male,No,2,0 +Bachelors,2012,Bangalore,3,26,Female,No,4,0 +Bachelors,2015,Pune,3,27,Male,No,5,0 +Bachelors,2016,Bangalore,3,28,Male,Yes,2,0 +Bachelors,2018,Pune,3,29,Male,Yes,3,1 +Bachelors,2014,New Delhi,3,29,Male,Yes,4,0 +Bachelors,2015,Bangalore,3,29,Male,No,1,0 +Masters,2018,Bangalore,3,27,Male,Yes,5,1 +Bachelors,2014,Bangalore,3,28,Male,No,5,0 +Masters,2017,Pune,2,27,Male,No,5,0 +Bachelors,2017,Pune,2,27,Male,No,5,0 +Bachelors,2014,Bangalore,3,28,Male,No,4,0 +Bachelors,2017,New Delhi,2,26,Male,No,4,0 +Bachelors,2017,Pune,3,29,Female,No,0,1 +Bachelors,2012,Bangalore,3,26,Female,No,4,0 +Bachelors,2017,New Delhi,2,26,Female,No,4,0 +Bachelors,2017,Pune,2,26,Female,No,4,1 +Bachelors,2014,Bangalore,3,30,Male,No,1,0 +Bachelors,2018,Bangalore,3,29,Male,No,2,1 +Masters,2013,Bangalore,3,30,Male,No,2,1 +Bachelors,2016,Bangalore,3,27,Female,No,5,0 +Bachelors,2016,New Delhi,3,26,Female,No,4,0 +Bachelors,2017,Bangalore,1,30,Male,No,1,0 +Bachelors,2015,New Delhi,3,30,Female,Yes,1,0 +Bachelors,2013,Pune,3,30,Male,No,0,0 +Bachelors,2015,Pune,3,27,Male,No,5,0 +Bachelors,2017,Pune,3,30,Female,No,1,1 +PHD,2018,New Delhi,3,30,Male,No,2,1 +Bachelors,2018,Bangalore,3,29,Male,Yes,1,1 +Bachelors,2013,Bangalore,3,30,Male,Yes,0,0 +Bachelors,2017,Bangalore,3,27,Male,No,5,1 +Bachelors,2016,New Delhi,3,29,Female,Yes,2,0 +Bachelors,2013,Pune,3,28,Male,No,5,0 +Bachelors,2014,New Delhi,3,26,Male,No,4,0 +Bachelors,2015,Pune,2,30,Female,No,1,1 +Masters,2013,New Delhi,2,26,Male,No,4,1 +Bachelors,2016,Bangalore,3,26,Male,No,4,0 +Masters,2012,Pune,3,27,Male,Yes,5,1 +Bachelors,2017,Bangalore,3,27,Female,No,5,0 +Bachelors,2013,Bangalore,3,30,Male,No,1,0 +Bachelors,2014,New Delhi,3,27,Male,No,5,0 +Masters,2013,Bangalore,3,30,Male,No,1,1 +Bachelors,2016,Bangalore,3,29,Male,No,2,1 +Bachelors,2016,Bangalore,3,28,Male,No,3,0 +Masters,2017,New Delhi,3,29,Female,No,2,0 +Bachelors,2014,New Delhi,3,26,Male,No,4,0 +Masters,2018,New Delhi,3,30,Male,No,2,1 +Masters,2014,Pune,3,27,Female,No,5,1 +Bachelors,2017,Pune,3,29,Male,No,0,0 +Masters,2016,New Delhi,3,30,Male,No,2,0 +Masters,2017,New Delhi,3,30,Male,No,3,1 +Bachelors,2013,Pune,2,30,Female,No,1,1 +Masters,2014,New Delhi,3,28,Female,No,3,0 +Bachelors,2013,Pune,3,26,Male,No,4,0 +Bachelors,2017,Bangalore,1,30,Male,No,2,0 +Bachelors,2016,Bangalore,3,28,Male,Yes,3,0 +Bachelors,2013,Pune,1,30,Female,Yes,1,1 +Bachelors,2013,Bangalore,3,30,Female,No,5,0 +Bachelors,2016,Bangalore,3,27,Male,No,5,0 +Bachelors,2015,Pune,3,27,Male,No,5,0 +Masters,2012,New Delhi,3,26,Female,No,4,0 +Bachelors,2013,Pune,2,26,Male,Yes,4,0 +Bachelors,2018,Bangalore,3,27,Male,No,5,1 +PHD,2018,New Delhi,2,30,Female,No,4,1 +Bachelors,2017,Bangalore,3,29,Male,No,3,0 +Bachelors,2013,Bangalore,3,28,Male,No,1,0 +Bachelors,2012,Bangalore,3,28,Male,Yes,2,0 +Masters,2017,New Delhi,1,30,Male,No,2,0 +Bachelors,2017,New Delhi,2,26,Female,No,4,0 +Masters,2013,Bangalore,1,29,Female,No,2,1 +Bachelors,2012,Pune,3,29,Male,No,5,0 +Bachelors,2014,Bangalore,3,27,Male,No,5,0 +Bachelors,2015,Bangalore,3,29,Male,No,4,0 +Bachelors,2014,Bangalore,3,29,Male,No,3,1 +Bachelors,2018,Bangalore,3,28,Male,No,0,1 +Bachelors,2012,Bangalore,3,27,Male,No,5,1 +Bachelors,2017,New Delhi,2,26,Male,No,4,0 +Bachelors,2014,Pune,2,29,Female,No,1,1 +Bachelors,2017,Bangalore,3,29,Male,No,4,0 +Bachelors,2015,Pune,2,28,Female,No,3,1 +Bachelors,2017,Bangalore,3,28,Male,No,5,0 +Bachelors,2017,Bangalore,3,29,Male,No,0,0 +Bachelors,2017,Bangalore,3,30,Male,No,2,0 +Bachelors,2017,New Delhi,2,26,Female,No,4,0 +Masters,2017,New Delhi,2,30,Female,No,2,0 +Bachelors,2015,Pune,2,29,Female,No,4,1 +Bachelors,2014,Pune,3,29,Female,No,1,1 +Bachelors,2012,Bangalore,3,28,Male,No,2,0 +Bachelors,2012,Bangalore,3,28,Female,No,4,0 +Bachelors,2017,Bangalore,3,29,Female,No,5,0 +Bachelors,2015,Bangalore,3,30,Male,Yes,3,0 +Masters,2012,Pune,3,26,Male,No,4,1 +Bachelors,2018,Bangalore,3,28,Male,No,5,1 +Bachelors,2017,New Delhi,3,30,Male,No,5,0 +Bachelors,2012,New Delhi,3,27,Female,No,5,0 +Bachelors,2017,New Delhi,3,26,Female,No,4,0 +Bachelors,2014,Bangalore,3,27,Male,Yes,5,0 +Bachelors,2014,Bangalore,3,30,Male,No,0,0 +Bachelors,2014,New Delhi,3,30,Female,No,2,0 +Bachelors,2012,New Delhi,3,29,Female,No,5,0 +Bachelors,2014,Pune,3,26,Male,No,4,0 +Bachelors,2015,Bangalore,3,27,Male,No,5,0 +Bachelors,2017,Pune,2,29,Female,No,4,1 +Masters,2016,Pune,3,29,Male,No,4,1 +Bachelors,2017,Bangalore,3,26,Male,No,4,0 +Masters,2017,New Delhi,3,26,Female,No,4,0 +Masters,2012,New Delhi,3,29,Male,No,2,0 +Bachelors,2013,Bangalore,3,27,Male,No,5,0 +Bachelors,2012,Pune,3,26,Male,No,4,0 +Bachelors,2017,Bangalore,3,28,Female,No,2,1 +Bachelors,2013,New Delhi,3,30,Female,No,3,1 +Masters,2017,Pune,2,26,Female,No,4,1 +Bachelors,2013,Bangalore,3,26,Female,No,4,0 +Masters,2017,New Delhi,2,28,Female,No,2,0 +Bachelors,2017,New Delhi,2,27,Male,No,5,0 +PHD,2018,Bangalore,3,27,Male,No,5,1 +Bachelors,2013,Bangalore,3,30,Female,No,1,0 +Masters,2013,New Delhi,3,30,Male,No,0,1 +Masters,2018,New Delhi,3,26,Female,No,4,1 +Masters,2015,New Delhi,3,30,Male,No,2,0 +Bachelors,2012,Bangalore,3,29,Male,No,4,0 +Bachelors,2018,Bangalore,3,27,Male,Yes,5,1 +Masters,2017,Pune,2,28,Male,No,5,0 +Bachelors,2016,Pune,2,29,Male,No,3,1 +Bachelors,2015,Pune,2,27,Female,Yes,5,1 +Bachelors,2014,Bangalore,3,29,Male,No,4,0 +Bachelors,2014,Bangalore,3,27,Male,No,5,0 +Bachelors,2018,Pune,3,28,Male,No,5,1 +Bachelors,2012,Bangalore,3,28,Female,No,0,0 +Masters,2017,Pune,2,28,Male,No,2,0 +Masters,2015,Pune,2,27,Female,No,5,0 +Bachelors,2013,Bangalore,3,26,Female,No,4,0 +Bachelors,2014,Pune,3,29,Female,No,4,1 +Masters,2016,New Delhi,3,30,Male,No,3,0 +Bachelors,2014,Pune,1,26,Female,No,4,1 +Bachelors,2012,Pune,2,27,Female,No,5,1 +Bachelors,2017,Pune,3,30,Male,No,0,0 +Bachelors,2013,Pune,3,27,Male,No,5,0 +Bachelors,2017,New Delhi,2,30,Male,No,4,0 +Bachelors,2017,New Delhi,2,28,Female,No,4,0 +PHD,2016,Bangalore,3,30,Female,No,5,0 +Bachelors,2018,Bangalore,3,28,Male,No,1,1 +Bachelors,2017,Pune,2,29,Male,No,3,0 +Bachelors,2017,New Delhi,2,30,Male,No,1,1 +Bachelors,2015,Bangalore,3,27,Male,No,5,0 +Bachelors,2013,Pune,3,30,Male,No,0,0 +Bachelors,2018,Bangalore,3,26,Male,Yes,4,1 +Bachelors,2015,New Delhi,3,28,Female,No,3,0 +Masters,2017,New Delhi,2,26,Female,Yes,4,1 +Bachelors,2016,Pune,2,30,Female,No,1,1 +Masters,2014,New Delhi,3,28,Male,No,0,0 +Bachelors,2015,Bangalore,3,28,Male,No,2,0 +Masters,2015,Pune,2,30,Female,No,1,0 +Masters,2017,New Delhi,2,27,Female,No,5,0 +Bachelors,2014,Bangalore,3,26,Male,No,4,0 +Bachelors,2013,Pune,3,27,Male,No,5,0 +Bachelors,2016,Bangalore,3,30,Male,No,1,1 +Masters,2017,New Delhi,3,29,Male,No,2,0 +Bachelors,2012,Bangalore,3,30,Female,No,1,0 +Bachelors,2018,Bangalore,3,29,Male,No,3,1 +Masters,2018,Pune,3,29,Male,No,2,1 +Bachelors,2016,Bangalore,3,27,Female,No,5,0 +Bachelors,2017,New Delhi,2,28,Male,No,2,0 +Bachelors,2016,Bangalore,3,29,Female,No,0,1 +Bachelors,2016,New Delhi,1,29,Female,No,1,0 +Bachelors,2015,Pune,2,28,Female,No,0,1 +Bachelors,2012,Bangalore,3,29,Male,Yes,2,0 +PHD,2014,Bangalore,3,27,Male,No,5,0 +Bachelors,2013,Bangalore,3,27,Male,Yes,5,0 +Bachelors,2018,Bangalore,3,29,Female,No,3,1 +Masters,2017,New Delhi,2,30,Male,No,2,0 +Masters,2016,New Delhi,3,29,Female,No,1,1 +Bachelors,2012,Bangalore,3,26,Male,No,4,0 +Bachelors,2015,Pune,3,28,Male,No,5,0 +Bachelors,2017,New Delhi,2,29,Female,No,5,0 +Bachelors,2014,Bangalore,3,30,Male,No,0,0 +Bachelors,2017,Bangalore,3,30,Male,No,0,0 +Bachelors,2014,Pune,3,28,Male,No,2,0 +Bachelors,2013,New Delhi,3,28,Female,No,1,0 +Bachelors,2016,New Delhi,3,26,Female,No,4,0 +Bachelors,2012,New Delhi,3,28,Female,No,0,0 +Bachelors,2017,Bangalore,3,29,Male,No,0,0 +Bachelors,2018,Bangalore,3,27,Male,No,5,1 +Masters,2017,New Delhi,2,26,Male,No,4,1 +Bachelors,2017,New Delhi,3,26,Female,No,4,0 +Bachelors,2013,Bangalore,3,27,Male,No,5,1 +Bachelors,2014,Bangalore,3,26,Male,No,4,0 +Bachelors,2013,Pune,2,29,Female,No,0,1 +Bachelors,2013,Pune,2,28,Female,No,4,1 +Bachelors,2017,Bangalore,3,26,Male,No,4,0 +Bachelors,2015,Pune,2,28,Female,No,0,1 +Bachelors,2017,Bangalore,3,29,Male,No,1,0 +Bachelors,2013,Bangalore,3,29,Female,No,3,0 +Bachelors,2015,Bangalore,3,29,Male,No,5,0 +Bachelors,2017,New Delhi,3,30,Female,No,3,0 +Bachelors,2015,Pune,3,29,Male,No,0,0 +Bachelors,2013,Bangalore,3,27,Female,Yes,5,0 +Bachelors,2016,Bangalore,3,26,Male,No,4,0 +Bachelors,2014,Bangalore,3,27,Male,No,5,1 +Bachelors,2012,Bangalore,3,28,Male,No,2,0 +Bachelors,2017,Bangalore,3,27,Male,No,5,0 +Bachelors,2018,Bangalore,3,29,Male,No,0,1 +Bachelors,2017,Bangalore,1,29,Female,No,5,0 +Bachelors,2017,Bangalore,3,27,Male,No,5,0 +Masters,2017,Bangalore,2,27,Male,No,5,1 +Masters,2014,New Delhi,3,28,Female,No,2,0 +Bachelors,2012,New Delhi,3,27,Female,No,5,1 +Bachelors,2012,Bangalore,3,28,Male,No,0,0 +Masters,2017,Pune,2,27,Male,No,5,0 +Bachelors,2013,Bangalore,3,26,Male,No,4,0 +Bachelors,2013,New Delhi,3,27,Female,No,5,1 +Bachelors,2013,Bangalore,2,26,Female,No,4,1 +Bachelors,2012,Pune,2,27,Female,No,5,1 +Bachelors,2016,Pune,3,26,Female,No,4,1 +Bachelors,2017,New Delhi,2,27,Male,No,5,0 +Bachelors,2012,Bangalore,3,28,Female,No,3,0 +Bachelors,2015,Bangalore,3,26,Male,No,4,0 +Masters,2017,New Delhi,3,27,Male,No,5,0 +Bachelors,2013,Pune,2,30,Female,No,5,1 +Bachelors,2013,Pune,3,28,Male,No,0,0 +Bachelors,2012,Pune,3,26,Male,No,4,0 +Bachelors,2016,Bangalore,3,28,Male,No,3,1 +Masters,2015,Pune,3,26,Male,No,4,1 +Bachelors,2017,New Delhi,2,26,Female,No,4,0 +Masters,2017,Bangalore,2,26,Male,No,4,1 +Bachelors,2014,Bangalore,3,30,Female,No,2,0 +Bachelors,2014,Bangalore,3,29,Female,No,2,0 +Bachelors,2017,Pune,3,26,Male,Yes,4,0 +Bachelors,2013,Bangalore,3,28,Male,No,0,0 +Bachelors,2018,Bangalore,3,29,Male,No,1,1 +Bachelors,2016,Bangalore,3,30,Female,No,3,0 +Bachelors,2017,Bangalore,3,30,Male,No,0,1 +PHD,2015,New Delhi,3,29,Male,No,4,0 +Bachelors,2017,New Delhi,2,26,Female,No,4,0 +Bachelors,2013,Bangalore,3,26,Female,No,4,0 +Bachelors,2014,Bangalore,1,28,Female,No,5,0 +Bachelors,2014,Pune,3,30,Male,No,0,0 +Masters,2012,Bangalore,3,26,Female,No,4,1 +Bachelors,2013,New Delhi,2,26,Female,No,4,1 +Bachelors,2015,Bangalore,3,26,Male,No,4,0 +Bachelors,2016,New Delhi,3,29,Female,No,0,0 +Bachelors,2015,Bangalore,3,27,Female,No,5,0 +Masters,2018,New Delhi,3,28,Female,No,2,1 +PHD,2015,New Delhi,2,27,Female,No,5,0 +Masters,2013,Pune,1,30,Male,No,1,0 +Bachelors,2012,Pune,3,26,Male,No,4,0 +Bachelors,2015,Pune,2,26,Female,Yes,4,1 +Bachelors,2018,New Delhi,3,30,Female,Yes,3,1 +PHD,2013,New Delhi,3,30,Male,No,5,0 +Bachelors,2013,Bangalore,3,28,Male,No,0,0 +Masters,2014,New Delhi,3,26,Male,Yes,4,1 +Bachelors,2017,Bangalore,3,29,Male,No,1,0 +Bachelors,2013,Bangalore,3,26,Male,No,4,0 +Bachelors,2012,Pune,3,26,Male,No,4,0 +Bachelors,2014,Pune,3,26,Male,No,4,0 +Bachelors,2015,Pune,3,29,Male,No,0,0 +Bachelors,2014,Bangalore,1,26,Male,No,4,0 +Bachelors,2018,Bangalore,3,36,Male,No,2,1 +Bachelors,2018,Bangalore,3,37,Male,No,4,1 +Bachelors,2015,Pune,3,35,Female,No,0,1 +Bachelors,2013,Pune,2,32,Female,No,4,1 +Bachelors,2013,Pune,1,39,Female,No,0,1 +Bachelors,2018,Pune,3,32,Male,No,1,1 +PHD,2012,New Delhi,3,37,Female,No,5,0 +Bachelors,2012,Pune,3,31,Male,No,4,0 +Bachelors,2018,Pune,3,31,Male,No,1,1 +Bachelors,2017,Bangalore,3,33,Male,No,2,0 +Masters,2017,Pune,2,37,Male,No,2,0 +Bachelors,2014,Pune,3,31,Male,Yes,1,0 +Masters,2017,Bangalore,3,40,Female,No,4,0 +Bachelors,2017,New Delhi,2,32,Male,No,0,0 +Bachelors,2016,Bangalore,3,41,Male,No,0,0 +Bachelors,2018,Bangalore,3,35,Female,Yes,5,1 +Bachelors,2014,Pune,3,34,Male,No,3,0 +Bachelors,2017,Bangalore,3,31,Male,No,0,0 +Masters,2017,Bangalore,3,41,Female,No,2,1 +Bachelors,2015,Pune,3,41,Male,No,5,0 +Bachelors,2016,Bangalore,3,37,Female,No,0,0 +Bachelors,2018,Bangalore,3,32,Female,No,3,1 +Bachelors,2015,Bangalore,3,37,Male,Yes,3,0 +Bachelors,2016,Bangalore,3,32,Male,No,1,0 +Masters,2017,New Delhi,3,36,Female,No,5,0 +Bachelors,2014,Bangalore,3,36,Male,No,3,0 +Bachelors,2015,Bangalore,3,36,Male,No,5,0 +Bachelors,2017,Bangalore,3,41,Male,Yes,3,0 +Bachelors,2015,Pune,3,39,Male,No,3,0 +Bachelors,2013,Pune,3,37,Male,No,0,0 +Bachelors,2013,Bangalore,3,32,Male,No,1,0 +Bachelors,2012,Bangalore,3,36,Male,No,2,0 +Bachelors,2013,Bangalore,3,36,Male,No,4,0 +Bachelors,2014,Bangalore,3,36,Male,No,1,0 +Bachelors,2018,Bangalore,3,32,Female,Yes,2,1 +Bachelors,2018,Bangalore,3,34,Male,No,3,1 +Bachelors,2018,Bangalore,3,37,Male,Yes,5,1 +Bachelors,2018,Pune,3,40,Male,Yes,3,1 +Bachelors,2014,Pune,2,36,Female,No,3,1 +Bachelors,2017,Pune,2,38,Female,No,0,0 +Masters,2017,New Delhi,2,31,Female,No,0,1 +Bachelors,2013,New Delhi,3,41,Female,No,4,0 +Masters,2012,Bangalore,2,32,Male,No,3,1 +Bachelors,2017,New Delhi,2,41,Female,No,3,0 +Bachelors,2013,Pune,3,40,Male,No,5,0 +Bachelors,2014,Bangalore,3,38,Female,No,2,1 +Masters,2017,New Delhi,2,36,Male,No,5,0 +Bachelors,2013,New Delhi,3,33,Female,No,1,0 +Bachelors,2014,Bangalore,3,39,Male,Yes,0,0 +Bachelors,2013,Bangalore,3,39,Male,No,0,0 +Bachelors,2014,Bangalore,3,33,Male,No,4,0 +Bachelors,2017,Pune,3,32,Male,No,5,0 +Bachelors,2014,Bangalore,3,35,Female,No,2,1 +Bachelors,2014,Bangalore,3,36,Male,No,5,0 +Bachelors,2018,Pune,2,39,Female,No,0,1 +Bachelors,2013,Bangalore,3,37,Female,No,5,0 +Masters,2017,New Delhi,2,35,Female,No,2,1 +Bachelors,2017,Bangalore,3,36,Male,No,5,0 +Masters,2013,New Delhi,3,41,Male,No,0,0 +Bachelors,2017,Bangalore,3,33,Male,No,2,0 +Bachelors,2018,Bangalore,3,38,Male,No,2,1 +Bachelors,2015,Bangalore,3,34,Male,No,5,0 +Bachelors,2012,Bangalore,3,34,Male,No,1,0 +Bachelors,2015,Pune,3,35,Male,Yes,5,0 +Bachelors,2012,Bangalore,3,39,Female,No,2,0 +Bachelors,2012,Bangalore,3,41,Male,No,3,0 +Bachelors,2018,Bangalore,3,34,Male,Yes,2,1 +Masters,2015,Pune,2,35,Female,No,1,0 +Bachelors,2012,Bangalore,3,33,Male,No,2,0 +Bachelors,2015,Bangalore,3,39,Male,No,3,0 +Masters,2017,New Delhi,2,35,Male,Yes,2,0 +Bachelors,2017,New Delhi,2,31,Female,No,0,0 +Bachelors,2016,Bangalore,3,34,Male,Yes,4,0 +Bachelors,2013,Bangalore,3,40,Female,Yes,5,0 +Bachelors,2016,New Delhi,3,31,Female,No,4,0 +Bachelors,2016,Pune,3,33,Male,No,3,0 +Bachelors,2013,Bangalore,3,32,Male,No,5,0 +Masters,2017,New Delhi,2,31,Male,No,4,1 +Bachelors,2014,Bangalore,3,39,Male,No,2,0 +Bachelors,2016,Bangalore,3,33,Male,No,1,1 +Bachelors,2014,Bangalore,3,40,Female,No,4,0 +Bachelors,2016,Bangalore,3,39,Male,No,0,1 +Bachelors,2017,Bangalore,3,35,Male,Yes,2,0 +Bachelors,2017,Bangalore,3,32,Male,No,1,0 +Bachelors,2015,Pune,2,34,Female,No,5,1 +Bachelors,2017,Bangalore,3,40,Female,No,4,0 +Masters,2017,Pune,3,33,Male,No,4,1 +Bachelors,2015,Pune,2,36,Female,No,0,1 +Masters,2018,Bangalore,3,39,Male,No,3,1 +Bachelors,2012,Bangalore,3,37,Female,No,5,1 +Bachelors,2018,Bangalore,3,36,Male,No,1,1 +Bachelors,2017,New Delhi,2,39,Male,No,2,0 +Bachelors,2015,Pune,2,35,Female,Yes,4,1 +Masters,2018,New Delhi,3,41,Male,No,2,1 +Bachelors,2012,Pune,3,31,Male,No,5,0 +Bachelors,2015,Pune,2,36,Female,Yes,0,1 +Bachelors,2016,Bangalore,3,32,Male,No,1,0 +Bachelors,2017,Bangalore,3,37,Male,No,2,1 +Bachelors,2015,Pune,2,39,Female,No,4,1 +Bachelors,2012,Pune,3,34,Male,No,2,0 +Bachelors,2012,Bangalore,3,35,Female,No,1,0 +Bachelors,2015,Bangalore,3,40,Female,No,2,0 +Bachelors,2016,Bangalore,3,39,Female,No,1,0 +Bachelors,2017,Bangalore,3,39,Female,No,1,0 +Bachelors,2015,Pune,3,41,Female,No,3,1 +Bachelors,2012,Pune,3,40,Male,No,2,0 +Bachelors,2012,Bangalore,1,36,Male,No,3,0 +Bachelors,2017,New Delhi,2,33,Female,No,2,0 +Masters,2014,New Delhi,3,33,Male,No,2,0 +Masters,2018,New Delhi,3,40,Male,No,2,1 +Bachelors,2015,Pune,2,34,Female,No,2,1 +Bachelors,2014,Bangalore,3,33,Female,No,1,0 +Masters,2015,New Delhi,1,34,Male,No,5,1 +Masters,2017,New Delhi,1,40,Male,No,5,0 +Bachelors,2014,Bangalore,3,32,Male,No,4,0 +Bachelors,2017,New Delhi,3,38,Male,No,2,0 +Bachelors,2015,Bangalore,3,38,Male,No,4,0 +Bachelors,2015,Bangalore,3,32,Male,No,2,0 +Bachelors,2013,Bangalore,3,31,Female,Yes,3,1 +Bachelors,2015,Bangalore,3,39,Female,No,0,0 +Masters,2017,Pune,2,41,Male,Yes,2,0 +Bachelors,2015,Pune,2,35,Female,Yes,2,1 +Bachelors,2016,Pune,3,39,Male,No,5,0 +Bachelors,2014,Bangalore,3,40,Female,No,0,0 +Bachelors,2016,Bangalore,3,41,Male,No,1,0 +Masters,2015,Pune,2,34,Female,No,1,0 +Bachelors,2016,Pune,2,37,Female,No,5,1 +Bachelors,2017,New Delhi,2,36,Male,No,2,0 +Bachelors,2015,Pune,3,37,Male,No,1,0 +Masters,2015,Pune,1,40,Female,No,1,0 +Bachelors,2018,New Delhi,3,39,Female,Yes,0,1 +Bachelors,2017,New Delhi,2,36,Female,No,5,0 +Bachelors,2015,Bangalore,2,32,Female,No,2,1 +PHD,2015,Pune,3,31,Female,No,1,0 +Bachelors,2012,Bangalore,3,31,Male,No,4,0 +Bachelors,2013,New Delhi,3,36,Female,No,5,0 +Bachelors,2014,Bangalore,3,35,Male,No,3,0 +Masters,2013,New Delhi,2,33,Female,No,2,1 +Bachelors,2014,Bangalore,3,39,Male,Yes,1,0 +Bachelors,2015,Pune,3,35,Female,No,1,1 +Bachelors,2013,Bangalore,3,38,Female,No,4,0 +Masters,2017,Bangalore,3,39,Female,No,4,1 +Bachelors,2012,Bangalore,3,41,Male,No,3,0 +Bachelors,2014,Pune,2,35,Male,No,2,1 +Bachelors,2016,Pune,3,31,Male,No,1,0 +Bachelors,2017,New Delhi,2,32,Female,No,4,1 +Bachelors,2016,New Delhi,3,34,Male,No,1,0 +Bachelors,2014,Bangalore,3,34,Male,Yes,3,0 +Masters,2014,New Delhi,3,36,Male,No,1,1 +Masters,2017,Bangalore,2,41,Male,No,4,0 +Masters,2017,Pune,2,39,Female,No,3,0 +Masters,2017,New Delhi,2,38,Male,No,5,0 +Bachelors,2012,Bangalore,3,37,Male,No,4,0 +Bachelors,2015,Bangalore,3,38,Male,No,3,1 +Bachelors,2014,Bangalore,3,37,Male,No,4,0 +Bachelors,2017,Bangalore,3,34,Male,No,5,0 +Bachelors,2014,Bangalore,1,39,Male,No,5,0 +Masters,2017,New Delhi,2,38,Female,No,2,1 +Masters,2017,New Delhi,3,33,Male,No,5,0 +Bachelors,2012,Bangalore,3,33,Female,No,5,0 +Bachelors,2012,Bangalore,3,34,Male,No,4,0 +Bachelors,2016,Pune,2,32,Female,No,0,1 +Bachelors,2012,Bangalore,3,33,Female,Yes,0,0 +Masters,2013,Pune,3,37,Male,No,2,0 +Masters,2015,New Delhi,3,37,Male,No,2,1 +Bachelors,2013,New Delhi,3,37,Male,No,2,0 +Bachelors,2017,Bangalore,3,40,Male,Yes,1,0 +Masters,2016,New Delhi,3,32,Male,No,1,0 +Bachelors,2016,Bangalore,3,36,Female,No,5,1 +Bachelors,2014,Bangalore,3,36,Male,No,4,0 +Bachelors,2014,Bangalore,3,36,Female,No,1,1 +Masters,2017,New Delhi,3,31,Male,No,1,1 +Bachelors,2015,Bangalore,3,38,Male,Yes,4,0 +Masters,2017,New Delhi,3,38,Male,No,2,0 +Bachelors,2012,Pune,3,39,Male,No,2,0 +Bachelors,2014,Bangalore,1,37,Male,No,5,0 +Bachelors,2015,Pune,2,36,Female,No,1,1 +Bachelors,2013,Bangalore,3,35,Male,No,2,1 +Bachelors,2013,Pune,3,40,Female,No,5,1 +Bachelors,2014,Pune,3,40,Male,No,5,0 +Bachelors,2017,Bangalore,3,35,Female,No,3,0 +Bachelors,2012,Bangalore,3,41,Female,No,5,0 +Bachelors,2015,Bangalore,3,32,Male,No,4,0 +Bachelors,2013,Bangalore,3,41,Male,No,2,0 +Bachelors,2016,New Delhi,3,40,Female,No,1,1 +Bachelors,2017,Pune,3,40,Male,No,3,0 +Bachelors,2017,Bangalore,3,34,Male,No,3,1 +Masters,2017,New Delhi,2,36,Male,Yes,2,0 +Bachelors,2017,New Delhi,3,33,Female,No,2,0 +Bachelors,2014,Pune,3,41,Male,No,2,0 +Bachelors,2014,Bangalore,3,40,Female,No,3,0 +Bachelors,2016,Bangalore,3,31,Male,No,1,1 +Masters,2015,Bangalore,3,32,Female,No,2,1 +Bachelors,2017,Pune,3,34,Female,No,1,1 +Bachelors,2016,New Delhi,3,32,Male,No,4,0 +Bachelors,2013,Bangalore,3,32,Female,No,4,0 +Bachelors,2014,Bangalore,3,38,Male,No,2,0 +Masters,2017,New Delhi,3,32,Male,No,1,1 +Bachelors,2015,New Delhi,3,40,Male,No,2,0 +Bachelors,2017,New Delhi,1,38,Female,No,1,1 +Bachelors,2017,Pune,3,37,Male,No,0,0 +PHD,2014,Bangalore,3,31,Male,No,1,0 +Bachelors,2014,Pune,3,34,Male,No,0,0 +Masters,2017,New Delhi,2,34,Female,No,2,1 +Bachelors,2013,Pune,2,37,Female,No,0,1 +Masters,2017,New Delhi,2,31,Male,No,1,0 +Bachelors,2017,Bangalore,3,35,Male,No,5,0 +PHD,2015,New Delhi,3,34,Female,No,4,0 +Bachelors,2012,Bangalore,1,32,Male,No,1,1 +Bachelors,2017,Pune,3,31,Male,Yes,0,0 +Bachelors,2015,Bangalore,3,36,Female,No,5,0 +Masters,2017,New Delhi,3,38,Female,No,2,0 +Bachelors,2015,Pune,3,34,Male,No,4,0 +Bachelors,2013,Bangalore,1,39,Female,No,1,1 +PHD,2013,Pune,3,35,Male,No,0,0 +Masters,2015,Pune,2,33,Male,No,4,1 +Masters,2014,Bangalore,3,35,Female,No,2,1 +Masters,2015,New Delhi,3,40,Male,No,2,0 +Bachelors,2015,Pune,2,32,Female,No,0,1 +Bachelors,2013,Bangalore,3,38,Male,No,1,0 +Bachelors,2012,Bangalore,3,32,Female,No,1,1 +Bachelors,2018,Bangalore,3,36,Male,No,3,1 +Bachelors,2012,Bangalore,3,35,Male,No,1,0 +Bachelors,2013,New Delhi,3,37,Female,No,0,0 +Bachelors,2015,Pune,2,35,Male,No,3,1 +Masters,2017,Pune,2,37,Female,No,1,0 +Masters,2017,Pune,2,39,Male,No,4,0 +Masters,2014,Pune,3,40,Male,No,4,1 +Bachelors,2012,Pune,2,41,Female,No,1,1 +Bachelors,2018,Pune,3,41,Male,Yes,0,1 +Masters,2017,Pune,2,39,Female,No,2,0 +Bachelors,2012,Bangalore,3,38,Female,No,5,0 +Bachelors,2013,Bangalore,3,33,Male,No,3,0 +Bachelors,2014,Bangalore,3,36,Female,No,3,0 +Bachelors,2017,Bangalore,3,41,Male,No,5,0 +PHD,2012,New Delhi,3,40,Female,No,5,0 +Bachelors,2013,Bangalore,3,31,Female,No,4,1 +Bachelors,2012,Bangalore,3,33,Female,No,1,0 +Bachelors,2015,Bangalore,3,39,Male,Yes,2,0 +Masters,2014,Pune,2,33,Female,No,5,0 +Bachelors,2015,Bangalore,3,35,Male,No,0,0 +Masters,2012,New Delhi,3,38,Male,No,2,0 +Bachelors,2016,Bangalore,3,36,Female,No,0,0 +Bachelors,2014,Pune,2,36,Female,No,2,1 +Bachelors,2015,Bangalore,1,35,Male,No,5,0 +Bachelors,2017,Pune,2,34,Female,No,5,1 +Bachelors,2015,Pune,2,41,Female,No,3,1 +Bachelors,2016,Pune,3,32,Female,No,3,1 +Bachelors,2017,Pune,2,41,Female,No,2,1 +Bachelors,2016,Bangalore,3,36,Male,No,0,0 +Bachelors,2017,Pune,2,39,Male,No,3,0 +Bachelors,2015,Bangalore,3,38,Male,Yes,2,0 +Bachelors,2014,Bangalore,3,34,Male,No,3,1 +Bachelors,2012,Bangalore,3,39,Female,No,5,0 +Bachelors,2017,Pune,3,36,Male,No,1,0 +Bachelors,2014,Bangalore,3,35,Male,No,1,0 +Masters,2018,Bangalore,3,31,Male,No,2,1 +Bachelors,2012,Bangalore,3,41,Female,No,4,0 +Bachelors,2017,Bangalore,3,35,Female,No,4,0 +Bachelors,2015,Bangalore,1,40,Male,No,2,0 +Bachelors,2018,Bangalore,3,33,Female,No,4,1 +Bachelors,2016,Bangalore,3,37,Female,No,0,0 +PHD,2018,Bangalore,3,36,Female,No,3,1 +Bachelors,2012,Bangalore,3,40,Male,No,0,0 +Bachelors,2017,New Delhi,2,36,Male,No,0,0 +Masters,2015,New Delhi,3,38,Female,No,0,0 +Bachelors,2014,New Delhi,2,31,Female,No,4,1 +Bachelors,2016,Pune,3,40,Male,No,4,0 +Bachelors,2017,Bangalore,3,37,Female,No,4,0 +Bachelors,2015,New Delhi,3,38,Female,No,0,0 +Masters,2017,New Delhi,2,35,Female,No,2,0 +PHD,2018,New Delhi,3,35,Female,No,0,1 +Bachelors,2012,Bangalore,3,38,Female,No,3,0 +Bachelors,2012,Pune,3,31,Female,No,5,0 +Masters,2016,New Delhi,3,33,Female,No,1,0 +Bachelors,2013,Pune,2,32,Female,No,1,1 +Bachelors,2017,Bangalore,1,39,Male,No,0,0 +Bachelors,2018,New Delhi,3,35,Female,No,2,1 +Bachelors,2014,New Delhi,3,38,Female,No,5,0 +Bachelors,2015,Bangalore,3,32,Male,No,0,0 +Bachelors,2017,Bangalore,3,34,Female,No,2,0 +Bachelors,2017,Bangalore,3,41,Male,No,1,0 +Masters,2012,Bangalore,3,40,Female,No,5,0 +Bachelors,2012,Pune,2,32,Male,No,1,1 +Bachelors,2013,Bangalore,3,35,Male,No,0,0 +PHD,2013,New Delhi,1,36,Female,No,3,0 +Bachelors,2013,Bangalore,3,40,Female,No,4,0 +Bachelors,2018,Pune,2,35,Female,No,2,1 +Masters,2017,New Delhi,2,37,Female,No,4,0 +Bachelors,2017,Bangalore,3,34,Male,No,3,0 +Bachelors,2012,Pune,3,36,Male,No,1,0 +Bachelors,2015,New Delhi,3,37,Male,No,4,0 +Bachelors,2014,Bangalore,3,39,Male,No,5,0 +Bachelors,2017,New Delhi,2,39,Female,No,0,0 +Masters,2018,New Delhi,3,38,Male,No,2,1 +Bachelors,2013,New Delhi,3,37,Female,No,1,0 +Bachelors,2012,New Delhi,2,33,Female,No,0,1 +PHD,2014,Bangalore,3,38,Female,No,3,0 +Masters,2017,New Delhi,2,40,Female,No,2,1 +Bachelors,2012,Bangalore,3,41,Male,No,5,0 +Bachelors,2013,Bangalore,2,38,Female,No,1,1 +Bachelors,2012,Bangalore,3,37,Male,No,4,0 +Bachelors,2014,Bangalore,3,39,Male,No,5,1 +Bachelors,2018,Bangalore,3,35,Male,No,1,1 +Masters,2017,New Delhi,3,39,Female,No,5,1 +Bachelors,2015,Pune,2,31,Female,No,1,1 +Bachelors,2012,Pune,3,33,Male,No,2,0 +Bachelors,2017,Pune,3,33,Male,No,2,0 +Bachelors,2013,Pune,3,32,Male,No,2,0 +Bachelors,2015,Pune,2,40,Female,No,4,1 +Bachelors,2013,New Delhi,3,38,Female,No,4,0 +Bachelors,2016,Bangalore,3,34,Male,Yes,2,0 +Bachelors,2016,Bangalore,1,39,Male,No,2,0 +Bachelors,2012,Bangalore,3,38,Male,No,2,0 +Masters,2017,New Delhi,2,31,Female,No,2,1 +Bachelors,2017,Bangalore,3,35,Female,No,5,0 +Bachelors,2013,Bangalore,3,31,Male,No,2,0 +Bachelors,2012,Pune,3,33,Male,No,1,0 +Bachelors,2015,Pune,2,37,Female,No,3,1 +Masters,2018,New Delhi,3,40,Female,No,2,1 +Bachelors,2014,Bangalore,3,38,Male,No,0,0 +Bachelors,2012,Bangalore,3,31,Male,Yes,5,0 +PHD,2014,Bangalore,3,39,Male,No,1,0 +Bachelors,2016,New Delhi,3,40,Male,No,0,0 +Bachelors,2017,Pune,3,36,Female,No,0,1 +Bachelors,2015,Bangalore,3,39,Female,No,3,1 +Bachelors,2012,Bangalore,3,39,Male,No,0,0 +Bachelors,2013,Bangalore,3,35,Female,No,0,0 +Masters,2013,New Delhi,3,35,Male,No,2,0 +Bachelors,2013,Bangalore,3,35,Male,No,5,0 +Masters,2017,Bangalore,3,34,Female,No,4,0 +Bachelors,2014,Bangalore,3,41,Male,No,4,0 +Bachelors,2017,Bangalore,3,35,Male,No,5,0 +Bachelors,2013,Bangalore,3,40,Male,No,1,0 +Masters,2017,Pune,3,31,Male,No,3,1 +Masters,2014,New Delhi,3,33,Male,No,3,0 +Bachelors,2017,Pune,2,33,Female,No,2,1 +Bachelors,2016,Bangalore,3,39,Female,No,5,0 +Bachelors,2016,Bangalore,3,41,Male,No,1,1 +Bachelors,2017,Bangalore,3,32,Male,No,5,0 +Bachelors,2014,Pune,2,39,Female,No,5,1 +Bachelors,2014,Bangalore,3,31,Male,No,1,0 +Bachelors,2012,Bangalore,3,40,Male,No,3,0 +Masters,2018,New Delhi,3,34,Male,No,2,1 +Bachelors,2018,New Delhi,3,37,Male,No,4,1 +Bachelors,2016,Bangalore,3,37,Female,No,0,0 +Bachelors,2014,Bangalore,3,36,Female,No,3,0 +Bachelors,2015,Bangalore,2,39,Female,No,0,1 +Bachelors,2014,Pune,3,37,Male,No,1,0 +Masters,2014,New Delhi,3,37,Male,No,2,0 +Masters,2017,New Delhi,3,32,Male,No,2,0 +Bachelors,2014,New Delhi,3,37,Male,No,3,0 +Bachelors,2017,Bangalore,3,36,Female,No,3,0 +Bachelors,2015,Pune,2,40,Female,No,2,1 +Bachelors,2014,Bangalore,3,40,Male,No,0,0 +Bachelors,2012,Pune,3,32,Male,No,3,0 +Bachelors,2012,Bangalore,3,37,Male,No,3,1 +Bachelors,2017,Pune,3,40,Female,No,1,1 +Bachelors,2014,Pune,3,40,Male,No,5,0 +Bachelors,2017,Bangalore,3,34,Female,Yes,0,0 +Bachelors,2012,Bangalore,3,37,Male,No,3,0 +Bachelors,2017,Bangalore,3,35,Male,No,3,0 +Bachelors,2017,Pune,3,37,Female,No,2,0 +Bachelors,2012,New Delhi,3,35,Female,No,2,0 +Bachelors,2014,Bangalore,3,31,Male,No,0,1 +Bachelors,2016,Bangalore,3,41,Male,No,4,0 +Masters,2017,New Delhi,3,37,Female,No,3,0 +Bachelors,2018,Pune,3,40,Male,No,0,1 +Bachelors,2018,Bangalore,1,36,Male,Yes,1,0 +PHD,2018,New Delhi,3,37,Female,No,2,1 +Bachelors,2014,Bangalore,3,40,Female,No,0,0 +Bachelors,2017,Bangalore,3,34,Male,No,3,0 +Bachelors,2018,Pune,3,37,Male,No,5,1 +Bachelors,2016,Pune,3,38,Male,No,0,0 +Bachelors,2017,Bangalore,2,37,Male,No,2,1 +Bachelors,2016,Pune,3,32,Male,No,1,1 +Bachelors,2016,Bangalore,3,31,Male,No,3,0 +Bachelors,2013,Bangalore,1,40,Male,No,2,0 +Bachelors,2017,Bangalore,3,40,Female,No,4,0 +Bachelors,2015,Bangalore,3,31,Male,No,1,0 +Masters,2017,Pune,2,36,Male,No,2,0 +Bachelors,2017,Bangalore,3,38,Male,Yes,2,0 +Bachelors,2014,Pune,3,37,Female,No,5,1 +Bachelors,2014,Pune,3,34,Female,No,2,1 +Bachelors,2013,Bangalore,3,41,Male,Yes,2,1 +Bachelors,2015,Pune,2,32,Female,No,3,1 +Bachelors,2015,Pune,3,34,Male,No,5,0 +PHD,2013,Bangalore,3,39,Male,No,2,1 +Masters,2013,New Delhi,2,32,Male,No,2,1 +Bachelors,2012,Bangalore,3,31,Female,No,3,0 +PHD,2016,New Delhi,3,40,Male,No,1,0 +Bachelors,2015,Bangalore,3,37,Female,No,0,0 +Masters,2017,New Delhi,3,40,Female,No,0,0 +Bachelors,2013,Bangalore,3,31,Male,No,1,0 +Bachelors,2017,Bangalore,3,32,Male,No,2,0 +Bachelors,2017,Bangalore,3,34,Female,Yes,1,0 +Masters,2013,Pune,2,41,Male,No,2,1 +Masters,2015,New Delhi,3,37,Male,No,2,0 +Bachelors,2015,Bangalore,3,40,Female,No,1,0 +Masters,2017,Pune,2,35,Male,No,2,0 +Bachelors,2012,Bangalore,3,39,Male,No,3,0 +Bachelors,2017,Pune,3,41,Male,No,4,0 +Bachelors,2015,Bangalore,3,36,Male,No,4,0 +Bachelors,2014,Bangalore,3,32,Male,No,5,0 +Bachelors,2013,Bangalore,3,41,Male,No,2,0 +Bachelors,2013,Bangalore,3,32,Male,No,0,0 +Bachelors,2017,Bangalore,3,36,Male,No,2,0 +Bachelors,2013,Bangalore,3,40,Male,No,4,0 +Bachelors,2018,Bangalore,3,32,Male,Yes,1,1 +Bachelors,2016,Bangalore,3,38,Male,No,1,0 +Bachelors,2018,Bangalore,3,41,Male,No,4,1 +Masters,2017,Pune,2,35,Male,No,3,1 +Bachelors,2016,Bangalore,3,36,Female,No,1,0 +Bachelors,2014,Bangalore,3,35,Female,No,4,0 +Bachelors,2016,Bangalore,3,31,Male,No,2,0 +PHD,2015,Pune,3,37,Male,No,2,0 +Bachelors,2013,Bangalore,3,41,Female,No,4,0 +Bachelors,2013,Bangalore,3,31,Male,No,0,0 +Bachelors,2017,New Delhi,2,36,Male,No,2,0 +Bachelors,2015,New Delhi,3,32,Male,No,1,0 +Bachelors,2017,Bangalore,3,34,Male,No,0,0 +Bachelors,2015,Bangalore,3,39,Female,No,0,0 +Bachelors,2014,Bangalore,3,33,Male,No,1,1 +Bachelors,2017,New Delhi,2,36,Male,No,3,0 +Bachelors,2016,Bangalore,1,34,Male,Yes,2,1 +Bachelors,2017,Pune,2,33,Male,No,1,0 +Bachelors,2012,Bangalore,3,38,Female,No,4,1 +Bachelors,2013,Bangalore,3,35,Male,No,3,1 +Bachelors,2017,Pune,3,31,Male,No,1,0 +Bachelors,2013,Pune,3,37,Male,No,2,0 +Bachelors,2012,Bangalore,3,32,Female,No,2,1 +Bachelors,2013,Pune,3,34,Male,Yes,5,0 +PHD,2013,Bangalore,2,41,Male,No,2,1 +Masters,2015,New Delhi,3,32,Male,No,0,1 +Bachelors,2013,Bangalore,3,39,Male,No,2,0 +Bachelors,2012,Bangalore,3,31,Male,Yes,0,1 +Bachelors,2017,New Delhi,2,41,Male,No,1,0 +Bachelors,2016,Bangalore,3,36,Male,No,2,0 +Bachelors,2017,Bangalore,2,38,Female,No,5,1 +Bachelors,2012,Bangalore,3,32,Male,No,5,0 +Bachelors,2018,Pune,3,35,Female,No,3,1 +Bachelors,2017,Bangalore,3,39,Male,No,2,0 +Masters,2017,New Delhi,2,36,Male,Yes,2,0 +Bachelors,2013,Pune,3,33,Male,No,4,0 +Bachelors,2013,Pune,3,32,Male,Yes,5,0 +Bachelors,2017,Bangalore,3,35,Male,No,1,1 +Bachelors,2015,Bangalore,3,36,Male,No,1,0 +Masters,2014,Pune,3,39,Male,No,4,0 +Bachelors,2016,Bangalore,3,40,Male,No,0,1 +Bachelors,2012,Bangalore,3,37,Male,No,3,0 +Masters,2015,Pune,1,38,Female,No,0,0 +Bachelors,2017,New Delhi,3,40,Male,No,1,0 +Bachelors,2013,Bangalore,3,34,Female,No,2,0 +Bachelors,2013,Bangalore,3,31,Male,Yes,4,0 +Bachelors,2014,New Delhi,3,40,Female,No,3,1 +Bachelors,2013,Bangalore,3,37,Male,No,2,0 +Bachelors,2012,New Delhi,3,33,Male,No,3,0 +Bachelors,2015,Bangalore,3,36,Male,Yes,4,0 +Bachelors,2014,Bangalore,3,35,Female,No,4,0 +Bachelors,2014,Bangalore,3,34,Male,No,5,0 +Bachelors,2013,Bangalore,3,35,Male,No,0,1 +Masters,2014,New Delhi,3,39,Male,No,2,0 +Bachelors,2015,Pune,3,35,Female,No,1,1 +Masters,2014,New Delhi,3,34,Male,No,5,0 +Bachelors,2017,Pune,2,32,Female,No,2,1 +Bachelors,2015,New Delhi,3,32,Female,No,2,0 +Bachelors,2014,Bangalore,3,33,Male,No,5,1 +Masters,2017,New Delhi,2,34,Male,No,2,1 +Masters,2016,Bangalore,3,35,Female,No,1,1 +Masters,2017,New Delhi,3,35,Male,Yes,2,0 +Bachelors,2014,Pune,2,38,Female,No,3,1 +Bachelors,2016,Bangalore,3,37,Male,No,0,0 +Bachelors,2013,Bangalore,3,38,Female,No,4,0 +Bachelors,2015,Bangalore,3,41,Male,No,0,0 +Masters,2017,Bangalore,3,40,Male,No,4,1 +Bachelors,2017,Bangalore,3,39,Female,No,3,0 +Bachelors,2017,Pune,2,32,Male,No,2,0 +Bachelors,2018,New Delhi,3,40,Male,Yes,4,1 +Bachelors,2016,Bangalore,3,40,Male,No,0,0 +Bachelors,2016,Bangalore,3,41,Female,No,1,1 +Bachelors,2015,Bangalore,3,38,Male,Yes,4,0 +Masters,2017,Pune,1,38,Male,No,0,1 +Bachelors,2018,Bangalore,3,41,Female,No,2,1 +Bachelors,2015,New Delhi,2,33,Female,No,4,1 +Bachelors,2012,Bangalore,3,41,Male,Yes,0,0 +Bachelors,2017,New Delhi,2,35,Female,No,5,0 +Bachelors,2013,Bangalore,3,36,Male,No,5,0 +Bachelors,2013,Pune,3,37,Male,No,1,0 +Bachelors,2013,New Delhi,1,37,Female,No,1,0 +Bachelors,2014,Bangalore,3,39,Male,No,5,0 +Bachelors,2017,Bangalore,3,38,Female,No,2,0 +Bachelors,2013,Pune,2,34,Female,No,1,1 +Bachelors,2017,Pune,2,33,Female,No,4,1 +Bachelors,2013,Bangalore,3,32,Female,No,1,0 +Masters,2014,Bangalore,3,38,Female,No,4,1 +Bachelors,2017,Bangalore,3,32,Male,No,5,0 +Masters,2016,New Delhi,3,41,Male,No,5,1 +Masters,2014,Pune,3,36,Female,No,2,0 +Bachelors,2017,New Delhi,3,34,Female,No,2,1 +Bachelors,2017,Bangalore,3,34,Male,Yes,0,0 +Bachelors,2016,Bangalore,3,35,Male,No,4,0 +Masters,2015,New Delhi,3,38,Male,No,1,0 +Bachelors,2016,Bangalore,3,32,Male,Yes,5,0 +Bachelors,2015,Pune,3,37,Female,No,2,1 +Bachelors,2017,Bangalore,2,32,Female,No,2,1 +Masters,2017,New Delhi,2,36,Male,No,3,0 +Bachelors,2012,Bangalore,3,41,Male,No,3,0 +Bachelors,2017,Pune,3,37,Female,No,5,0 +Bachelors,2018,Bangalore,3,34,Female,No,3,1 +Bachelors,2016,Pune,3,31,Male,No,0,1 +Bachelors,2017,Bangalore,3,41,Male,No,1,0 +Bachelors,2015,New Delhi,3,35,Female,No,3,0 +Bachelors,2015,Bangalore,3,37,Female,No,5,0 +Bachelors,2016,Bangalore,3,34,Male,No,4,0 +Masters,2017,Bangalore,2,40,Female,Yes,2,0 +Bachelors,2015,Bangalore,3,39,Male,No,5,1 +Bachelors,2013,Pune,3,37,Male,No,2,0 +Bachelors,2015,Pune,2,36,Female,Yes,1,1 +Bachelors,2014,Bangalore,3,35,Female,No,2,0 +Masters,2013,Bangalore,3,37,Female,No,3,1 +Bachelors,2013,New Delhi,3,41,Female,No,1,0 +Masters,2017,New Delhi,2,40,Male,No,2,0 +Bachelors,2016,Bangalore,3,37,Male,No,2,0 +Masters,2013,New Delhi,3,40,Female,No,2,1 +Bachelors,2015,Bangalore,3,39,Male,No,5,0 +Masters,2015,Pune,2,33,Female,No,4,0 +Bachelors,2012,Bangalore,3,36,Male,No,1,1 +Bachelors,2012,Bangalore,3,36,Male,No,5,0 +Bachelors,2015,Bangalore,3,38,Male,No,3,0 +Bachelors,2017,New Delhi,2,37,Female,No,5,0 +Masters,2017,New Delhi,3,34,Female,No,2,0 +Bachelors,2013,Bangalore,3,31,Male,No,2,1 +Bachelors,2013,Bangalore,3,38,Male,No,5,0 +Bachelors,2017,Bangalore,3,36,Male,No,3,0 +Bachelors,2012,Bangalore,3,40,Male,No,1,0 +Bachelors,2017,Bangalore,3,41,Male,No,5,1 +Bachelors,2015,Bangalore,3,31,Female,No,4,0 +Bachelors,2017,New Delhi,3,41,Male,No,2,0 +Bachelors,2015,New Delhi,3,31,Female,No,3,0 +Bachelors,2017,Pune,3,31,Female,No,0,1 +Bachelors,2017,New Delhi,2,37,Male,No,0,0 +Bachelors,2012,Pune,3,39,Male,No,0,0 +Bachelors,2014,Bangalore,3,38,Male,No,3,0 +Bachelors,2013,Pune,3,40,Female,No,2,1 +Bachelors,2013,Pune,3,36,Male,No,1,0 +Bachelors,2016,Bangalore,3,41,Male,No,3,0 +Bachelors,2018,Bangalore,3,32,Female,No,2,1 +Masters,2018,Bangalore,3,40,Female,No,3,1 +Bachelors,2012,Bangalore,3,39,Female,No,2,0 +Bachelors,2014,New Delhi,3,33,Male,No,3,0 +Bachelors,2012,Bangalore,3,32,Male,No,4,0 +Bachelors,2018,Bangalore,3,41,Male,No,5,1 +Bachelors,2016,Bangalore,3,36,Male,No,2,0 +Bachelors,2016,Bangalore,3,31,Male,No,0,0 +Bachelors,2014,Bangalore,3,37,Male,No,4,0 +Bachelors,2014,Bangalore,3,33,Male,No,5,1 +Masters,2018,Pune,3,31,Male,No,2,1 +Bachelors,2017,New Delhi,3,35,Female,No,5,0 +Bachelors,2015,Pune,1,32,Female,No,5,1 +Masters,2017,New Delhi,3,41,Female,No,2,0 +Masters,2017,New Delhi,2,36,Female,No,1,0 +Masters,2017,Pune,3,35,Male,No,1,0 +Masters,2017,New Delhi,3,35,Male,No,1,1 +Bachelors,2015,New Delhi,3,33,Male,No,1,0 +Bachelors,2014,Bangalore,3,38,Female,No,4,0 +Bachelors,2015,New Delhi,2,33,Female,No,3,1 +Masters,2018,New Delhi,3,31,Female,Yes,2,1 +PHD,2015,Bangalore,3,31,Male,No,3,0 +Bachelors,2013,Bangalore,3,37,Male,No,5,0 +Bachelors,2014,Bangalore,3,32,Male,No,1,0 +Bachelors,2017,Bangalore,3,33,Male,No,3,0 +Bachelors,2014,Bangalore,3,37,Male,No,5,0 +Bachelors,2012,Bangalore,3,32,Male,No,3,0 +Bachelors,2015,Pune,3,40,Female,Yes,2,1 +Bachelors,2014,Pune,1,40,Female,No,1,1 +Masters,2013,New Delhi,2,32,Male,No,2,1 +Masters,2017,Bangalore,2,39,Female,No,2,1 +PHD,2016,New Delhi,3,41,Male,No,1,0 +PHD,2014,New Delhi,3,32,Female,No,0,0 +Bachelors,2017,Bangalore,3,38,Male,No,0,1 +Masters,2017,New Delhi,2,31,Female,Yes,2,0 +Bachelors,2018,Bangalore,3,38,Male,Yes,3,1 +Bachelors,2016,Bangalore,3,32,Male,No,4,0 +Bachelors,2017,Pune,2,35,Female,No,5,1 +Bachelors,2013,Bangalore,3,34,Male,No,5,0 +Bachelors,2018,Bangalore,3,38,Male,Yes,1,1 +Bachelors,2014,Pune,1,36,Female,No,1,1 +Bachelors,2015,Bangalore,3,34,Female,Yes,2,0 +Masters,2015,New Delhi,3,39,Female,No,2,0 +Masters,2017,New Delhi,1,40,Female,No,0,0 +Bachelors,2016,Bangalore,3,38,Male,Yes,1,0 +Bachelors,2015,Pune,3,35,Male,No,3,0 +Bachelors,2014,Pune,2,31,Male,No,3,1 +Bachelors,2017,Pune,3,41,Male,No,2,0 +Bachelors,2017,Bangalore,3,35,Female,No,3,0 +Bachelors,2018,Bangalore,3,33,Male,No,5,1 +Bachelors,2017,New Delhi,2,33,Male,No,5,0 +Bachelors,2016,New Delhi,3,31,Female,Yes,4,0 +Masters,2013,New Delhi,3,35,Male,No,4,0 +Bachelors,2016,Bangalore,3,37,Female,No,1,0 +Bachelors,2015,Bangalore,3,31,Male,No,5,0 +Bachelors,2012,Bangalore,3,35,Male,No,1,1 +Bachelors,2014,Bangalore,3,32,Male,No,3,0 +Bachelors,2015,Bangalore,3,32,Female,No,0,0 +Bachelors,2017,Bangalore,3,40,Female,No,5,0 +Bachelors,2012,Bangalore,3,34,Male,No,5,0 +Bachelors,2014,Pune,3,37,Male,No,4,0 +PHD,2015,Bangalore,3,40,Male,No,3,0 +Masters,2017,New Delhi,2,34,Female,No,2,1 +Bachelors,2015,Pune,2,32,Female,No,3,1 +Bachelors,2013,Bangalore,3,33,Male,No,1,0 +Bachelors,2015,Bangalore,3,38,Male,No,3,1 +Masters,2017,New Delhi,2,41,Male,No,3,1 +Masters,2017,New Delhi,1,36,Female,No,0,0 +Bachelors,2016,Bangalore,3,33,Male,No,1,0 +Bachelors,2014,Pune,3,31,Male,No,5,0 +Bachelors,2013,Pune,2,34,Female,No,3,1 +Bachelors,2017,Bangalore,3,31,Male,No,1,0 +Bachelors,2016,New Delhi,2,36,Female,No,4,1 +Bachelors,2013,Bangalore,3,38,Male,No,5,0 +Bachelors,2015,Pune,2,39,Female,Yes,1,1 +Bachelors,2014,Pune,3,31,Male,No,3,0 +Bachelors,2015,New Delhi,3,40,Male,No,3,1 +Bachelors,2013,Bangalore,3,39,Male,No,0,0 +Bachelors,2015,Bangalore,3,32,Female,No,4,0 +Bachelors,2014,Bangalore,3,34,Male,No,1,0 +Masters,2015,New Delhi,3,38,Male,No,1,0 +Bachelors,2014,Bangalore,1,39,Male,No,2,0 +Bachelors,2014,Bangalore,3,39,Male,No,5,0 +Bachelors,2016,Bangalore,3,33,Male,No,1,0 +Bachelors,2018,Pune,2,34,Female,No,4,1 +Bachelors,2017,Pune,3,38,Male,Yes,1,0 +Masters,2017,New Delhi,2,33,Male,No,2,0 +Bachelors,2014,Bangalore,3,41,Male,No,5,0 +Masters,2017,Pune,1,39,Male,No,0,0 +Masters,2013,Pune,3,39,Male,No,2,0 +Bachelors,2014,Bangalore,3,41,Male,No,5,0 +Bachelors,2012,Bangalore,3,40,Male,No,4,0 +Bachelors,2014,Bangalore,3,36,Male,No,0,0 +Bachelors,2015,Bangalore,3,34,Male,No,0,0 +Bachelors,2013,Bangalore,3,32,Male,No,5,1 +Bachelors,2015,Bangalore,3,31,Male,No,4,0 +Bachelors,2012,Bangalore,3,36,Male,Yes,0,0 +Masters,2017,Pune,2,35,Male,No,1,1 +Bachelors,2017,Bangalore,3,32,Male,No,2,0 +Bachelors,2017,Pune,3,33,Male,Yes,5,0 +Bachelors,2016,Bangalore,3,34,Male,No,2,0 +Bachelors,2017,Bangalore,3,39,Male,No,3,0 +Bachelors,2018,Bangalore,3,38,Male,No,0,1 +Bachelors,2012,Pune,2,35,Female,No,1,1 +Bachelors,2015,Pune,2,40,Female,Yes,5,1 +Bachelors,2017,Pune,3,41,Male,No,3,0 +Bachelors,2016,Bangalore,1,33,Female,Yes,3,0 +Masters,2017,New Delhi,1,40,Male,No,0,0 +Bachelors,2018,Bangalore,3,33,Female,No,3,1 +Bachelors,2015,Bangalore,3,38,Male,No,1,1 +Masters,2017,Bangalore,2,32,Male,No,2,0 +Bachelors,2014,Pune,3,32,Male,Yes,2,0 +Bachelors,2015,New Delhi,3,32,Female,No,2,0 +Bachelors,2016,Pune,2,37,Female,No,2,1 +Bachelors,2015,Bangalore,3,40,Male,No,5,0 +Bachelors,2016,Bangalore,3,38,Male,No,1,0 +PHD,2018,New Delhi,3,33,Female,No,4,1 +Masters,2017,New Delhi,2,40,Male,No,4,0 +Masters,2017,New Delhi,2,35,Male,No,2,0 +Bachelors,2016,Bangalore,3,33,Male,No,3,0 +Bachelors,2017,Bangalore,3,37,Male,No,4,0 +Bachelors,2013,Bangalore,3,38,Male,No,0,0 +Bachelors,2018,Bangalore,3,32,Male,No,2,1 +Bachelors,2017,Bangalore,3,40,Female,No,2,0 +Bachelors,2015,New Delhi,3,33,Female,No,2,0 +Bachelors,2016,Bangalore,3,38,Male,No,2,1 +Bachelors,2013,Bangalore,3,34,Male,No,5,0 +Bachelors,2017,New Delhi,3,38,Female,No,4,0 +Bachelors,2018,Pune,2,31,Female,No,3,1 +Bachelors,2014,Pune,3,32,Female,No,4,0 +Bachelors,2013,Bangalore,3,35,Male,Yes,1,0 +Bachelors,2014,Bangalore,3,35,Male,No,0,1 +Bachelors,2012,Bangalore,3,33,Female,No,4,0 +Bachelors,2012,New Delhi,3,41,Female,No,0,0 +Bachelors,2015,Pune,1,31,Female,No,3,1 +Bachelors,2016,Bangalore,3,34,Male,No,3,0 +Masters,2017,New Delhi,2,40,Female,No,2,0 +Masters,2016,Bangalore,3,32,Male,No,1,1 +Bachelors,2012,Bangalore,3,36,Male,No,5,0 +Bachelors,2014,Pune,2,40,Female,No,3,1 +Bachelors,2012,Pune,3,31,Male,No,3,0 +Bachelors,2014,Bangalore,1,34,Female,No,5,0 +Masters,2013,New Delhi,3,41,Female,Yes,2,1 +Masters,2017,New Delhi,2,32,Male,No,2,0 +Bachelors,2016,Bangalore,3,41,Male,No,2,0 +Masters,2014,New Delhi,3,33,Male,No,3,0 +Bachelors,2013,Bangalore,3,33,Female,No,0,1 +Bachelors,2013,Pune,3,39,Female,No,2,0 +Masters,2018,Pune,3,40,Male,No,2,1 +Bachelors,2017,New Delhi,3,34,Male,No,3,0 +Bachelors,2016,Pune,3,41,Male,Yes,5,0 +Bachelors,2015,Pune,3,37,Male,No,5,1 +Masters,2017,Bangalore,3,32,Female,No,4,1 +Bachelors,2017,Bangalore,3,41,Male,No,3,0 +Bachelors,2018,Bangalore,3,34,Female,Yes,2,1 +Masters,2017,Bangalore,3,38,Male,No,5,1 +Bachelors,2017,Bangalore,3,40,Female,No,3,0 +Masters,2017,Pune,3,35,Male,No,2,0 +Bachelors,2015,Pune,3,31,Male,No,1,0 +Bachelors,2016,Pune,3,39,Male,No,4,0 +Bachelors,2018,Bangalore,3,39,Male,No,1,1 +Bachelors,2018,Bangalore,3,32,Male,No,3,1 +Bachelors,2015,Bangalore,3,38,Male,No,5,0 +Bachelors,2015,Bangalore,3,35,Male,No,3,0 +Bachelors,2013,Bangalore,1,38,Male,No,4,0 +Bachelors,2012,New Delhi,3,32,Male,No,1,1 +Bachelors,2014,Pune,2,37,Female,No,5,1 +Bachelors,2015,Pune,3,35,Male,No,0,0 +Bachelors,2017,Pune,3,41,Female,No,4,1 +Masters,2015,Bangalore,3,36,Male,No,0,0 +Bachelors,2017,Bangalore,3,35,Male,No,2,0 +Masters,2017,New Delhi,2,36,Male,No,2,1 +Masters,2017,Bangalore,1,34,Male,No,1,0 +Bachelors,2015,Bangalore,3,36,Male,No,3,0 +Bachelors,2017,Pune,2,33,Male,No,3,0 +Masters,2018,New Delhi,3,38,Male,No,2,1 +PHD,2013,New Delhi,3,35,Female,Yes,3,1 +Bachelors,2015,New Delhi,2,37,Female,No,3,1 +Bachelors,2017,Bangalore,3,31,Male,No,0,0 +Bachelors,2017,Pune,2,40,Female,No,2,1 +Bachelors,2015,Pune,3,32,Female,No,3,1 +Bachelors,2015,Bangalore,3,35,Male,Yes,2,0 +Bachelors,2012,Bangalore,3,38,Male,Yes,0,0 +Bachelors,2015,Pune,2,36,Female,No,0,1 +Masters,2015,Pune,3,36,Male,No,3,0 +Masters,2014,New Delhi,3,32,Female,No,5,0 +Bachelors,2018,Pune,2,37,Female,No,0,1 +Bachelors,2018,Pune,3,35,Female,No,0,1 +Bachelors,2015,Pune,1,36,Female,No,4,1 +Bachelors,2015,New Delhi,2,34,Female,No,5,1 +Masters,2017,New Delhi,2,35,Female,No,0,0 +Masters,2017,New Delhi,2,38,Female,No,5,0 +Bachelors,2015,Pune,2,39,Female,No,5,1 +Bachelors,2012,Pune,2,32,Female,No,5,1 +Bachelors,2015,Bangalore,3,39,Male,No,2,0 +Bachelors,2015,Bangalore,3,39,Male,No,2,1 +Masters,2017,Pune,2,37,Male,No,2,0 +Bachelors,2015,Bangalore,3,32,Female,No,5,0 +Bachelors,2017,New Delhi,2,38,Male,No,0,0 +Bachelors,2012,Pune,2,36,Female,No,5,1 +Masters,2016,Bangalore,1,37,Male,No,2,1 +Bachelors,2017,Pune,3,32,Male,No,4,0 +Masters,2017,New Delhi,3,37,Male,No,2,0 +Bachelors,2016,New Delhi,3,33,Male,No,2,0 +Bachelors,2016,Bangalore,3,39,Male,No,4,0 +Bachelors,2012,Bangalore,3,35,Male,No,1,1 +Masters,2015,Pune,3,39,Male,No,5,0 +Bachelors,2015,Bangalore,3,34,Male,No,0,0 +Masters,2017,New Delhi,2,33,Male,No,4,0 +Bachelors,2012,Bangalore,3,33,Male,No,1,0 +Bachelors,2015,New Delhi,3,31,Male,No,0,0 +PHD,2016,Pune,3,31,Female,No,4,0 +Bachelors,2015,Bangalore,3,37,Female,No,4,0 +Bachelors,2012,Bangalore,3,33,Male,No,0,0 +Bachelors,2017,Pune,3,31,Male,No,0,0 +Bachelors,2017,Bangalore,3,41,Female,No,2,0 +Masters,2017,Pune,2,39,Male,No,2,0 +Masters,2013,New Delhi,3,32,Male,No,2,0 +Bachelors,2016,Pune,3,37,Male,No,3,0 +Bachelors,2014,Bangalore,3,37,Male,No,1,0 +Bachelors,2017,Pune,2,34,Female,No,3,1 +Bachelors,2017,New Delhi,2,31,Male,No,2,0 +Bachelors,2014,Pune,2,34,Female,Yes,1,1 +Bachelors,2012,Bangalore,3,38,Female,No,5,0 +Bachelors,2013,Bangalore,3,37,Female,No,1,0 +Bachelors,2015,Pune,1,34,Female,No,3,1 +Bachelors,2015,Bangalore,3,33,Male,No,2,0 +Bachelors,2016,Bangalore,3,37,Male,No,4,0 +Bachelors,2016,Bangalore,3,41,Male,No,4,0 +Bachelors,2012,Bangalore,1,38,Female,No,1,0 +Bachelors,2016,Pune,3,40,Male,No,5,0 +Bachelors,2017,New Delhi,3,33,Female,No,1,1 +Bachelors,2016,New Delhi,3,33,Male,No,1,0 +Masters,2013,New Delhi,3,37,Male,Yes,2,0 +Bachelors,2017,New Delhi,2,36,Female,No,2,0 +Bachelors,2012,Bangalore,3,36,Female,No,5,0 +Bachelors,2015,Bangalore,3,41,Male,No,1,0 +Masters,2014,New Delhi,3,40,Male,No,5,0 +Bachelors,2016,Bangalore,3,36,Female,No,0,0 +Masters,2017,Bangalore,2,41,Male,Yes,2,1 +Bachelors,2015,Pune,3,33,Male,No,5,0 +Masters,2017,New Delhi,2,37,Female,No,2,0 +Bachelors,2017,New Delhi,2,33,Male,No,0,0 +Bachelors,2014,Bangalore,3,40,Female,No,4,0 +Masters,2018,New Delhi,3,36,Male,No,2,1 +Bachelors,2018,Bangalore,3,40,Male,Yes,3,1 +Masters,2018,Bangalore,3,40,Male,No,2,1 +Bachelors,2014,Bangalore,3,34,Male,No,3,0 +Bachelors,2012,Pune,3,39,Male,No,5,0 +Bachelors,2017,Pune,2,33,Male,No,1,1 +Bachelors,2016,Bangalore,3,37,Male,No,2,0 +Bachelors,2012,New Delhi,3,40,Male,No,3,0 +Bachelors,2018,Bangalore,3,38,Male,No,1,1 +Bachelors,2016,Bangalore,3,40,Male,Yes,1,0 +Bachelors,2014,New Delhi,3,38,Female,No,0,0 +Bachelors,2016,Bangalore,3,34,Male,Yes,1,0 +Masters,2016,New Delhi,3,37,Female,No,3,1 +Bachelors,2015,Bangalore,3,40,Male,No,5,0 +Bachelors,2015,New Delhi,3,40,Female,No,1,0 +Masters,2016,Bangalore,3,37,Male,No,2,1 +Bachelors,2016,Pune,2,37,Female,No,3,1 +Bachelors,2013,Pune,3,32,Male,No,1,0 +Masters,2017,New Delhi,1,35,Male,No,5,0 +Bachelors,2016,Bangalore,1,38,Male,No,3,0 +Bachelors,2017,Pune,3,34,Female,No,1,0 +Bachelors,2014,Bangalore,3,32,Male,No,2,1 +Bachelors,2013,Bangalore,3,37,Male,No,5,0 +Bachelors,2017,New Delhi,2,37,Male,No,4,0 +Bachelors,2014,Bangalore,3,35,Male,No,2,0 +Bachelors,2016,Bangalore,3,40,Male,No,0,0 +Bachelors,2012,Bangalore,3,40,Male,Yes,2,0 +Bachelors,2015,Bangalore,3,39,Female,No,3,1 +Masters,2013,New Delhi,3,41,Female,No,2,0 +Bachelors,2015,Bangalore,3,34,Female,No,4,0 +Bachelors,2012,New Delhi,3,34,Female,No,4,0 +Bachelors,2013,Pune,2,36,Male,No,2,1 +Masters,2016,New Delhi,3,39,Female,No,1,0 +Bachelors,2014,New Delhi,3,41,Male,No,5,0 +Bachelors,2015,Bangalore,3,40,Male,No,0,0 +Bachelors,2017,Bangalore,3,34,Female,No,5,0 +Bachelors,2013,Bangalore,3,31,Male,No,2,0 +Bachelors,2012,Pune,3,40,Male,No,3,0 +Bachelors,2013,Pune,3,32,Male,No,5,0 +Bachelors,2018,Pune,3,38,Male,No,3,1 +Bachelors,2016,Bangalore,3,40,Male,No,3,0 +PHD,2013,Bangalore,3,41,Male,No,4,0 +Bachelors,2014,Bangalore,3,36,Female,No,0,0 +Bachelors,2015,Pune,2,33,Female,Yes,3,1 +Bachelors,2016,New Delhi,3,37,Male,No,3,0 +Bachelors,2015,Pune,3,38,Male,No,4,0 +Bachelors,2017,Bangalore,3,32,Male,No,4,0 +Bachelors,2017,Pune,3,33,Male,No,1,0 +Bachelors,2015,Bangalore,3,38,Male,No,5,0 +Bachelors,2015,Pune,3,40,Female,No,5,1 +Bachelors,2014,Bangalore,3,35,Male,Yes,0,0 +Masters,2016,New Delhi,3,37,Female,No,5,0 +Bachelors,2016,Bangalore,3,37,Male,Yes,2,0 +Bachelors,2015,Bangalore,3,36,Male,No,2,0 +Bachelors,2017,Bangalore,3,33,Female,No,4,1 +Bachelors,2014,Pune,2,36,Female,No,3,1 +Bachelors,2016,Pune,3,32,Male,No,3,0 +Bachelors,2017,Bangalore,3,35,Female,No,1,1 +Bachelors,2014,Pune,2,34,Female,No,2,1 +Masters,2017,Pune,2,40,Male,No,5,0 +Bachelors,2016,Bangalore,3,37,Female,No,4,0 +Bachelors,2015,Bangalore,1,36,Male,No,1,0 +Bachelors,2012,Pune,3,41,Female,No,1,0 +Bachelors,2016,Pune,3,36,Male,No,0,0 +Bachelors,2017,Bangalore,3,31,Female,No,2,0 +Bachelors,2017,Pune,3,31,Male,No,3,0 +Bachelors,2014,Pune,3,33,Male,No,2,0 +Bachelors,2017,Bangalore,3,35,Male,Yes,0,0 +PHD,2016,New Delhi,3,34,Male,No,1,0 +Bachelors,2014,Bangalore,3,39,Female,No,4,0 +Masters,2015,Bangalore,3,31,Male,No,1,1 +Bachelors,2015,Pune,3,32,Female,No,0,1 +Bachelors,2017,Bangalore,3,33,Male,No,0,1 +Bachelors,2014,Bangalore,3,34,Male,Yes,1,0 +Masters,2014,Pune,3,39,Male,No,2,0 +Bachelors,2017,New Delhi,2,41,Female,No,2,1 +Bachelors,2017,New Delhi,2,34,Male,No,2,0 +Bachelors,2013,Bangalore,3,36,Female,No,5,0 +Bachelors,2015,Pune,2,39,Female,No,5,1 +Bachelors,2012,Pune,3,37,Male,No,5,0 +Bachelors,2016,Bangalore,3,36,Male,No,4,0 +Bachelors,2014,New Delhi,3,38,Female,No,1,0 +Bachelors,2017,Bangalore,3,38,Female,No,3,0 +Masters,2016,New Delhi,3,37,Female,No,2,1 +Bachelors,2012,Bangalore,3,34,Male,No,2,0 +Bachelors,2015,Bangalore,3,31,Male,No,2,0 +Bachelors,2015,Pune,2,32,Female,No,2,1 +Masters,2018,New Delhi,3,35,Male,No,2,1 +Bachelors,2017,Bangalore,3,31,Male,Yes,2,0 +Bachelors,2015,Bangalore,1,32,Male,Yes,0,1 +Bachelors,2015,Bangalore,3,31,Female,No,5,0 +Bachelors,2018,Bangalore,3,37,Male,No,5,1 +PHD,2018,New Delhi,3,40,Male,No,3,1 +Bachelors,2015,Bangalore,1,41,Male,No,1,0 +Bachelors,2017,Pune,3,34,Male,No,5,0 +Bachelors,2014,Bangalore,3,36,Male,Yes,3,0 +Bachelors,2013,Pune,3,35,Male,No,1,0 +Masters,2017,New Delhi,3,38,Female,No,3,0 +Bachelors,2017,Bangalore,3,33,Male,No,1,0 +Bachelors,2014,Bangalore,3,38,Female,No,2,0 +Bachelors,2018,Bangalore,3,38,Male,No,1,1 +Bachelors,2017,Pune,2,40,Male,No,4,0 +Bachelors,2013,New Delhi,3,39,Male,No,5,0 +Bachelors,2014,New Delhi,3,33,Female,No,4,0 +Bachelors,2015,Pune,3,32,Female,No,3,1 +Bachelors,2013,Bangalore,3,39,Male,No,2,0 +Bachelors,2015,Bangalore,3,38,Female,No,4,0 +Bachelors,2013,Bangalore,3,38,Male,No,2,0 +Bachelors,2017,Bangalore,3,35,Male,No,0,0 +Bachelors,2017,Pune,3,31,Female,No,0,1 +Bachelors,2017,Bangalore,3,41,Male,No,5,0 +Bachelors,2013,New Delhi,3,38,Female,No,4,1 +Bachelors,2016,Bangalore,3,40,Male,Yes,1,0 +Bachelors,2018,Bangalore,3,36,Female,No,2,1 +PHD,2013,New Delhi,3,36,Male,No,3,1 +Bachelors,2014,Pune,3,41,Male,No,4,0 +Bachelors,2014,Bangalore,3,35,Male,Yes,1,0 +Bachelors,2017,Bangalore,3,38,Male,No,5,0 +Bachelors,2017,New Delhi,2,41,Female,No,0,0 +Bachelors,2012,Bangalore,1,34,Male,No,0,0 +Bachelors,2016,Bangalore,3,39,Female,No,3,1 +Bachelors,2014,Bangalore,3,37,Male,No,5,0 +Bachelors,2015,Pune,2,39,Female,Yes,0,1 +Bachelors,2013,Bangalore,3,31,Male,No,2,1 +Masters,2012,New Delhi,3,34,Female,No,3,0 +Bachelors,2015,Bangalore,3,39,Male,No,1,0 +Bachelors,2014,Pune,2,38,Female,No,3,1 +Bachelors,2012,Bangalore,3,34,Male,No,1,0 +Bachelors,2016,Bangalore,3,31,Female,No,2,0 +Bachelors,2016,Bangalore,3,39,Female,No,0,0 +Bachelors,2013,Bangalore,3,31,Female,No,1,0 +Bachelors,2012,Bangalore,3,36,Male,No,1,0 +Bachelors,2017,New Delhi,3,37,Male,No,0,0 +Bachelors,2015,Pune,1,38,Female,No,1,1 +PHD,2017,Pune,3,41,Male,No,2,0 +Bachelors,2018,Bangalore,3,32,Male,No,4,1 +Bachelors,2018,Pune,3,35,Male,No,0,1 +Bachelors,2017,Bangalore,3,35,Male,No,1,0 +Bachelors,2013,Bangalore,3,32,Male,No,1,0 +Bachelors,2015,Bangalore,3,31,Male,No,1,1 +Bachelors,2015,Bangalore,3,41,Male,No,4,0 +Bachelors,2012,Bangalore,3,33,Male,Yes,0,0 +Bachelors,2012,New Delhi,2,38,Female,No,1,1 +Masters,2012,Bangalore,3,39,Female,No,3,1 +Bachelors,2015,Bangalore,1,36,Female,No,2,0 +Masters,2017,Bangalore,2,31,Male,No,5,0 +Masters,2017,New Delhi,2,39,Female,No,2,1 +Masters,2017,New Delhi,3,41,Male,No,3,1 +PHD,2018,New Delhi,3,33,Female,No,0,1 +Bachelors,2015,Bangalore,3,38,Male,No,1,0 +Bachelors,2017,Pune,2,31,Male,No,0,0 +Bachelors,2014,Bangalore,3,34,Male,No,4,0 +Bachelors,2017,Bangalore,3,40,Male,No,2,0 +Bachelors,2012,Bangalore,3,36,Male,No,1,0 +Bachelors,2015,Bangalore,3,36,Female,No,2,0 +Bachelors,2017,New Delhi,2,41,Female,No,4,0 +Bachelors,2017,Bangalore,3,37,Male,No,3,0 +Bachelors,2017,New Delhi,3,33,Male,No,5,0 +Bachelors,2017,New Delhi,3,41,Female,No,4,0 +Bachelors,2017,Bangalore,3,37,Female,No,2,0 +Bachelors,2017,Pune,3,38,Male,Yes,5,0 +Bachelors,2015,Bangalore,3,34,Male,No,2,1 +Bachelors,2017,Pune,3,37,Female,No,0,0 +Bachelors,2014,Bangalore,3,34,Male,No,0,1 +Bachelors,2012,Pune,3,32,Male,No,1,0 +Masters,2012,New Delhi,3,35,Female,No,4,1 +Bachelors,2013,Pune,3,36,Male,No,3,0 +Bachelors,2015,Bangalore,3,34,Female,No,2,0 +Bachelors,2014,Bangalore,3,37,Female,No,3,0 +Bachelors,2016,Bangalore,3,40,Female,Yes,4,0 +Bachelors,2014,Pune,3,33,Male,No,4,0 +Bachelors,2016,Bangalore,3,39,Female,No,4,0 +Bachelors,2012,Bangalore,3,40,Male,No,4,0 +Bachelors,2013,Bangalore,1,34,Male,No,4,1 +Bachelors,2016,Pune,3,40,Male,No,5,0 +PHD,2013,Bangalore,3,32,Male,No,5,0 +Bachelors,2012,Bangalore,3,33,Male,No,1,0 +Bachelors,2017,New Delhi,1,31,Female,No,4,1 +Masters,2016,New Delhi,3,41,Female,No,4,0 +Bachelors,2016,Bangalore,3,34,Male,No,4,0 +Bachelors,2016,Bangalore,3,39,Male,No,7,0 +Bachelors,2014,Bangalore,3,35,Male,No,5,0 +Bachelors,2016,Pune,3,38,Female,No,7,0 +Bachelors,2016,Bangalore,3,33,Male,No,6,0 +Bachelors,2014,Pune,3,33,Male,No,6,0 +Bachelors,2012,Bangalore,3,35,Male,No,5,0 +PHD,2013,New Delhi,3,40,Male,No,5,0 +Bachelors,2012,Bangalore,3,40,Female,No,5,0 +Bachelors,2017,Bangalore,3,39,Male,No,5,0 +Bachelors,2017,Bangalore,3,33,Female,No,6,0 +Bachelors,2014,Bangalore,3,32,Female,No,5,0 +Masters,2014,Bangalore,3,40,Female,No,7,1 +Bachelors,2017,New Delhi,2,33,Male,No,6,0 +Masters,2016,New Delhi,1,31,Female,No,5,1 +Bachelors,2013,Bangalore,3,35,Female,No,5,0 +Bachelors,2014,Bangalore,3,39,Male,No,7,1 +Masters,2018,Bangalore,3,39,Female,No,6,1 +Masters,2017,Pune,2,38,Female,No,2,0 +Bachelors,2012,Bangalore,3,38,Male,No,7,1 +Masters,2017,New Delhi,2,40,Female,Yes,2,0 +Bachelors,2018,Bangalore,3,38,Male,No,6,1 +Bachelors,2013,Bangalore,3,34,Male,No,6,0 +Bachelors,2012,Bangalore,1,35,Male,No,7,0 +Masters,2013,New Delhi,1,41,Male,No,5,0 +PHD,2014,New Delhi,2,37,Female,No,5,0 +Bachelors,2015,Pune,3,34,Male,Yes,7,0 +Bachelors,2014,Bangalore,3,35,Male,Yes,5,0 +Bachelors,2013,Bangalore,1,38,Male,No,6,0 +Bachelors,2016,Bangalore,3,38,Female,No,7,0 +Bachelors,2015,Pune,2,41,Female,No,7,0 +Bachelors,2018,Bangalore,3,34,Male,No,5,1 +Bachelors,2017,Pune,2,22,Male,No,0,0 +Bachelors,2018,Bangalore,2,26,Female,No,4,1 +Bachelors,2012,Bangalore,3,22,Male,No,0,0 +Bachelors,2017,New Delhi,3,25,Female,No,3,0 +Bachelors,2016,Bangalore,3,29,Male,No,0,0 +Bachelors,2017,New Delhi,3,36,Female,No,0,0 +Bachelors,2014,Bangalore,3,37,Female,No,1,0 +Bachelors,2013,New Delhi,2,34,Female,No,4,1 +Bachelors,2012,Pune,3,34,Female,No,2,1 +Bachelors,2012,Bangalore,3,25,Female,No,3,1 +Bachelors,2012,Bangalore,3,31,Male,No,0,0 +Bachelors,2015,New Delhi,3,36,Female,No,2,0 +Bachelors,2016,Bangalore,3,31,Male,Yes,5,0 +Bachelors,2015,Bangalore,3,34,Male,No,4,0 +Masters,2014,New Delhi,3,28,Male,Yes,2,1 +Bachelors,2014,Bangalore,3,28,Male,No,2,0 +Bachelors,2015,Bangalore,3,31,Male,No,1,0 +Bachelors,2017,Bangalore,3,35,Male,No,5,0 +Bachelors,2012,Bangalore,1,28,Female,Yes,1,0 +Bachelors,2018,Bangalore,3,32,Female,No,2,1 +Bachelors,2013,Bangalore,3,23,Male,Yes,1,1 +Masters,2018,Pune,3,27,Male,No,5,1 +Bachelors,2017,Pune,3,25,Male,No,3,0 +Masters,2017,New Delhi,2,31,Female,No,2,0 +PHD,2018,New Delhi,3,34,Male,No,0,1 +Bachelors,2016,Bangalore,3,36,Female,No,2,0 +PHD,2017,New Delhi,3,40,Male,No,3,0 +Masters,2012,New Delhi,3,34,Female,No,2,0 +Bachelors,2018,Bangalore,3,37,Male,No,2,1 +Bachelors,2012,Bangalore,3,38,Male,No,3,0 +Bachelors,2017,New Delhi,2,22,Female,No,0,0 +Bachelors,2016,Pune,2,36,Female,No,0,1 +Bachelors,2013,New Delhi,2,35,Female,No,1,1 +Bachelors,2012,New Delhi,3,22,Female,No,0,0 +Bachelors,2016,Bangalore,3,22,Male,No,0,0 +Bachelors,2012,Bangalore,3,29,Male,No,4,0 +Bachelors,2017,Bangalore,3,34,Male,No,5,0 +Bachelors,2017,Bangalore,2,23,Male,No,1,0 +Bachelors,2014,Pune,2,32,Male,No,3,1 +Bachelors,2012,Pune,2,26,Female,No,4,1 +Masters,2017,Bangalore,3,38,Male,No,2,0 +Bachelors,2014,Pune,3,37,Male,No,4,0 +Bachelors,2017,New Delhi,2,25,Female,No,3,0 +Bachelors,2018,Pune,2,36,Female,No,5,1 +Bachelors,2016,Bangalore,3,26,Female,No,4,0 +Bachelors,2018,Pune,2,39,Female,No,4,1 +Bachelors,2016,Bangalore,3,24,Male,No,2,1 +Masters,2018,Pune,3,39,Male,No,2,1 +Masters,2018,New Delhi,3,39,Female,No,2,1 +Bachelors,2017,New Delhi,2,27,Female,No,5,0 +Bachelors,2013,Bangalore,3,36,Male,No,5,1 +Bachelors,2012,Bangalore,3,24,Male,No,2,0 +Bachelors,2017,Bangalore,3,28,Female,No,3,0 +Bachelors,2016,Bangalore,3,24,Male,No,2,0 +Bachelors,2014,Bangalore,3,27,Male,No,5,0 +Bachelors,2017,New Delhi,3,23,Male,No,1,0 +Bachelors,2013,Bangalore,3,30,Female,No,5,0 +Bachelors,2014,Bangalore,3,22,Male,No,0,0 +Bachelors,2014,Pune,3,27,Male,No,5,0 +Masters,2017,New Delhi,3,32,Male,No,2,0 +Masters,2014,Pune,1,33,Female,No,1,0 +Masters,2017,New Delhi,3,26,Male,No,4,1 +Bachelors,2013,Pune,3,25,Female,Yes,3,1 +Masters,2017,New Delhi,2,23,Male,No,1,1 +Bachelors,2012,Pune,3,24,Male,No,2,0 +Bachelors,2014,Bangalore,3,33,Male,No,5,0 +Masters,2018,Bangalore,3,30,Male,Yes,2,1 +Masters,2017,New Delhi,2,27,Female,No,5,0 +Bachelors,2012,Pune,2,31,Female,No,5,1 +Masters,2018,New Delhi,3,23,Female,No,1,1 +Bachelors,2015,Bangalore,3,30,Male,No,2,0 +Bachelors,2015,Pune,2,32,Female,No,2,1 +Bachelors,2013,New Delhi,3,26,Female,Yes,4,0 +Masters,2017,New Delhi,2,35,Male,No,2,0 +Bachelors,2016,Bangalore,1,30,Male,No,4,1 +Bachelors,2012,Bangalore,3,37,Male,No,4,1 +Bachelors,2017,Bangalore,1,34,Male,Yes,0,0 +Bachelors,2012,Bangalore,3,38,Female,No,0,0 +Masters,2013,New Delhi,2,22,Male,Yes,0,1 +Bachelors,2015,Pune,1,22,Female,No,0,1 +Masters,2015,Pune,2,33,Female,No,2,1 +Bachelors,2015,Bangalore,3,32,Male,No,1,0 +Masters,2015,Pune,2,34,Female,No,2,0 +Bachelors,2017,Bangalore,3,36,Female,No,1,0 +Bachelors,2015,Bangalore,3,32,Male,No,1,0 +Bachelors,2017,Bangalore,3,28,Male,Yes,3,0 +Bachelors,2017,New Delhi,2,26,Female,No,4,0 +Bachelors,2013,Pune,3,35,Male,No,1,0 +Bachelors,2014,Pune,3,33,Male,No,4,0 +Masters,2013,Pune,3,22,Female,Yes,0,1 +Bachelors,2014,Pune,3,27,Male,No,5,1 +Masters,2018,New Delhi,3,23,Female,No,1,1 +Bachelors,2013,Bangalore,3,34,Female,Yes,2,0 +Masters,2017,Pune,2,23,Male,No,1,1 +Bachelors,2012,Pune,3,36,Male,No,4,0 +PHD,2018,New Delhi,3,28,Male,No,4,1 +PHD,2013,Bangalore,3,28,Male,No,4,0 +Bachelors,2016,Bangalore,3,33,Female,No,4,0 +Bachelors,2013,Bangalore,3,39,Male,No,3,0 +Bachelors,2015,New Delhi,3,25,Female,Yes,3,0 +Bachelors,2014,Pune,3,32,Male,No,2,0 +Bachelors,2015,Pune,3,23,Female,No,1,1 +Masters,2018,New Delhi,3,29,Male,No,2,1 +Bachelors,2013,Pune,2,24,Male,No,2,1 +Bachelors,2012,Bangalore,3,36,Female,No,2,1 +Bachelors,2018,Bangalore,3,40,Male,No,4,1 +Bachelors,2012,New Delhi,3,38,Female,No,1,0 +Bachelors,2014,Bangalore,3,22,Male,No,0,0 +Bachelors,2018,Bangalore,3,24,Male,No,2,1 +Bachelors,2012,Bangalore,3,37,Male,No,5,0 +Bachelors,2018,Pune,3,40,Male,No,3,1 +Bachelors,2018,Bangalore,3,32,Male,Yes,0,1 +Bachelors,2012,New Delhi,3,28,Female,No,1,0 +Bachelors,2016,Pune,3,29,Male,Yes,5,0 +Bachelors,2013,Pune,3,25,Male,No,3,0 +PHD,2013,Bangalore,3,35,Male,No,3,1 +Bachelors,2015,Bangalore,3,28,Male,No,0,1 +Bachelors,2012,Bangalore,3,39,Male,No,3,0 +Bachelors,2012,Pune,1,35,Male,No,1,0 +Bachelors,2017,Bangalore,3,37,Male,No,2,0 +Masters,2018,Pune,3,40,Female,No,2,1 +Bachelors,2018,Bangalore,3,23,Male,No,1,1 +Bachelors,2013,Pune,3,32,Male,No,2,0 +PHD,2018,New Delhi,3,37,Male,No,3,1 +Bachelors,2015,Bangalore,3,23,Female,No,1,0 +Bachelors,2014,Pune,3,26,Male,No,4,0 +Bachelors,2017,Bangalore,3,36,Female,No,3,1 +Bachelors,2013,Bangalore,3,40,Female,No,3,0 +Bachelors,2015,New Delhi,3,22,Male,No,0,0 +Bachelors,2015,Bangalore,3,30,Male,No,0,0 +Bachelors,2014,Bangalore,3,30,Male,No,1,0 +Bachelors,2015,Pune,1,34,Female,No,3,1 +Bachelors,2018,Bangalore,3,27,Male,No,5,1 +Bachelors,2013,Bangalore,1,27,Female,No,5,0 +Bachelors,2017,Pune,2,27,Female,No,5,1 +Bachelors,2015,Bangalore,3,35,Female,No,1,1 +Bachelors,2014,New Delhi,3,33,Female,Yes,4,0 +Bachelors,2012,Bangalore,3,37,Male,No,4,0 +Bachelors,2014,New Delhi,3,40,Female,No,3,0 +Bachelors,2015,Pune,2,25,Female,No,3,1 +Bachelors,2017,Pune,2,34,Male,No,2,0 +Bachelors,2017,New Delhi,3,40,Male,No,1,0 +Masters,2018,New Delhi,3,34,Male,No,2,1 +Bachelors,2013,Pune,3,33,Male,No,5,0 +Bachelors,2016,Bangalore,3,22,Female,No,0,0 +Bachelors,2015,Pune,2,36,Female,No,1,1 +Bachelors,2012,Bangalore,3,38,Male,No,2,1 +Bachelors,2013,Pune,3,25,Female,No,3,0 +Bachelors,2017,Bangalore,3,37,Male,No,3,1 +Bachelors,2016,Bangalore,3,25,Female,No,3,0 +Bachelors,2015,Pune,2,40,Female,Yes,0,1 +Bachelors,2013,Bangalore,3,26,Female,No,4,0 +Masters,2015,Pune,1,23,Female,No,1,0 +Bachelors,2014,Bangalore,3,22,Male,No,0,1 +Masters,2017,New Delhi,2,34,Male,Yes,2,0 +Masters,2017,New Delhi,3,35,Female,No,2,0 +Bachelors,2014,Pune,3,23,Male,No,1,0 +Bachelors,2015,Bangalore,3,29,Male,No,2,1 +Bachelors,2015,Pune,3,32,Female,No,1,0 +Bachelors,2015,Bangalore,3,26,Male,No,4,0 +Bachelors,2014,Bangalore,3,28,Male,No,3,0 +Masters,2015,Pune,2,24,Female,No,2,0 +Bachelors,2017,Bangalore,3,33,Male,No,4,0 +PHD,2016,New Delhi,3,22,Male,No,0,0 +Masters,2015,Pune,2,39,Female,No,2,0 +Masters,2018,New Delhi,3,30,Female,Yes,2,1 +Bachelors,2014,Bangalore,3,38,Female,No,5,1 +Bachelors,2012,New Delhi,3,36,Female,No,4,0 +Bachelors,2012,Pune,2,38,Male,No,5,0 +Bachelors,2013,Bangalore,3,24,Male,Yes,2,0 +Bachelors,2016,Bangalore,3,28,Male,No,1,0 +Bachelors,2015,Bangalore,3,35,Female,No,0,1 +Bachelors,2013,New Delhi,3,23,Female,No,1,0 +Masters,2017,New Delhi,2,23,Female,No,1,1 +Bachelors,2013,Bangalore,3,37,Male,No,5,0 +Masters,2016,New Delhi,3,24,Male,No,2,1 +Bachelors,2014,Pune,3,33,Male,Yes,4,0 +Bachelors,2015,Bangalore,3,38,Female,No,5,0 +Bachelors,2015,Pune,3,40,Male,Yes,0,0 +Bachelors,2014,Bangalore,3,34,Male,No,4,0 +Masters,2017,New Delhi,2,26,Male,No,4,0 +Bachelors,2016,Pune,3,25,Male,No,3,0 +Bachelors,2016,Pune,3,24,Female,No,2,0 +Bachelors,2018,Bangalore,3,35,Male,Yes,5,1 +PHD,2013,New Delhi,3,27,Male,No,5,0 +Masters,2013,New Delhi,3,30,Female,No,3,0 +Bachelors,2015,Bangalore,3,26,Female,No,4,1 +Bachelors,2017,Bangalore,3,40,Male,No,0,0 +Masters,2017,Pune,2,27,Female,No,5,1 +Bachelors,2016,Pune,3,38,Male,Yes,0,0 +Bachelors,2014,New Delhi,3,34,Female,No,5,0 +Masters,2017,Pune,2,24,Male,No,2,0 +Bachelors,2016,Bangalore,3,38,Male,No,4,0 +Bachelors,2014,Pune,1,37,Male,No,1,0 +Bachelors,2015,Bangalore,3,22,Male,No,0,0 +Bachelors,2014,New Delhi,3,29,Female,No,2,1 +Bachelors,2014,Pune,1,37,Female,No,4,1 +Bachelors,2016,Pune,3,23,Male,No,1,0 +Bachelors,2012,New Delhi,3,34,Female,No,2,0 +Bachelors,2017,Bangalore,3,28,Male,No,2,0 +Bachelors,2012,Pune,3,24,Male,Yes,2,0 +Masters,2017,Bangalore,2,35,Female,No,0,0 +Bachelors,2015,Bangalore,3,30,Male,No,2,0 +Bachelors,2018,Bangalore,3,33,Male,No,4,1 +Bachelors,2015,Bangalore,3,27,Female,No,5,0 +Bachelors,2016,Bangalore,3,32,Male,No,4,0 +Bachelors,2014,Pune,3,36,Female,No,5,0 +Bachelors,2012,Bangalore,3,26,Male,Yes,4,0 +Bachelors,2012,Bangalore,1,35,Male,No,4,0 +PHD,2012,New Delhi,3,25,Male,No,3,0 +Masters,2013,Bangalore,2,29,Male,No,1,1 +Bachelors,2012,Bangalore,3,36,Female,No,3,0 +Bachelors,2013,Bangalore,3,30,Male,No,1,0 +Bachelors,2017,Pune,2,37,Female,No,4,1 +Bachelors,2016,Bangalore,3,40,Male,No,0,1 +Bachelors,2012,Bangalore,3,24,Male,No,2,0 +Bachelors,2012,Bangalore,3,32,Male,No,4,0 +Bachelors,2018,Pune,3,34,Male,No,0,1 +Bachelors,2014,Pune,3,29,Male,No,3,0 +Bachelors,2012,Bangalore,3,23,Female,No,1,1 +Bachelors,2017,Pune,3,23,Male,No,1,0 +Bachelors,2013,Bangalore,3,25,Female,No,3,0 +Bachelors,2012,New Delhi,1,31,Female,No,3,0 +Masters,2017,New Delhi,2,23,Male,No,1,1 +Bachelors,2014,Bangalore,3,27,Male,No,5,0 +PHD,2015,New Delhi,2,39,Female,No,5,0 +Bachelors,2016,Bangalore,3,33,Female,No,1,1 +Bachelors,2013,Bangalore,3,23,Male,No,1,0 +Masters,2017,New Delhi,2,34,Female,No,4,0 +Bachelors,2015,Pune,2,37,Female,No,1,1 +Bachelors,2012,Bangalore,3,23,Male,No,1,0 +Bachelors,2017,New Delhi,3,27,Male,No,5,0 +Masters,2017,Pune,2,38,Female,No,2,0 +Bachelors,2014,Bangalore,3,27,Female,No,5,0 +Bachelors,2016,Bangalore,3,22,Male,No,0,0 +Masters,2015,Pune,2,26,Female,No,4,1 +Bachelors,2012,Bangalore,3,40,Male,No,3,0 +Bachelors,2016,Bangalore,3,33,Female,No,3,0 +Bachelors,2014,Bangalore,3,31,Male,No,0,0 +Bachelors,2017,Pune,3,33,Male,No,4,0 +Bachelors,2015,New Delhi,3,30,Male,No,5,0 +Bachelors,2015,New Delhi,3,33,Female,No,5,1 +Masters,2017,New Delhi,3,33,Female,No,0,1 +Bachelors,2016,Pune,3,22,Male,No,0,0 +Bachelors,2012,Pune,3,28,Male,No,2,0 +Bachelors,2013,Bangalore,3,36,Male,No,4,0 +Bachelors,2017,New Delhi,2,36,Female,No,1,0 +Bachelors,2014,Pune,3,31,Female,No,2,0 +Bachelors,2013,Bangalore,2,25,Male,No,3,1 +Bachelors,2012,Pune,1,31,Male,No,4,0 +Masters,2015,Pune,2,39,Female,No,0,0 +Masters,2015,Bangalore,3,26,Male,No,4,1 +Bachelors,2017,Bangalore,2,25,Female,No,3,1 +Bachelors,2013,Bangalore,3,26,Male,No,4,0 +Bachelors,2013,New Delhi,3,35,Female,No,0,0 +Bachelors,2013,Pune,2,28,Male,No,5,0 +Bachelors,2012,Bangalore,3,32,Female,No,0,0 +Masters,2017,New Delhi,2,22,Male,No,0,1 +Bachelors,2014,Pune,3,36,Female,No,5,1 +Bachelors,2015,Bangalore,3,38,Male,No,1,0 +Bachelors,2014,Bangalore,3,39,Female,No,1,0 +Masters,2017,New Delhi,2,25,Female,No,3,1 +Bachelors,2016,Pune,3,27,Male,No,5,0 +Masters,2014,Pune,3,38,Male,Yes,2,0 +Bachelors,2012,New Delhi,3,22,Female,No,0,0 +Bachelors,2013,Bangalore,3,33,Male,No,2,0 +Bachelors,2013,Pune,3,24,Male,No,2,0 +Bachelors,2014,Bangalore,3,37,Male,No,5,0 +Bachelors,2018,Pune,3,28,Male,Yes,0,1 +Masters,2017,Pune,3,32,Male,Yes,2,0 +PHD,2016,New Delhi,3,33,Male,No,0,1 +Bachelors,2014,New Delhi,3,32,Male,No,5,0 +Bachelors,2017,Bangalore,3,24,Male,No,2,1 +Bachelors,2016,Bangalore,3,27,Male,Yes,5,0 +Bachelors,2012,Pune,2,35,Female,No,2,1 +PHD,2013,Bangalore,3,40,Male,No,1,0 +Bachelors,2017,New Delhi,2,34,Female,No,4,0 +Bachelors,2016,New Delhi,3,39,Female,No,0,0 +Bachelors,2014,Pune,3,26,Male,No,4,0 +Masters,2015,Pune,2,29,Female,No,2,0 +Bachelors,2013,Bangalore,3,29,Male,No,4,0 +Bachelors,2015,Pune,2,23,Female,Yes,1,1 +Bachelors,2015,Pune,3,32,Male,No,0,0 +Bachelors,2014,Pune,3,28,Male,Yes,4,0 +Masters,2013,New Delhi,2,32,Male,Yes,2,1 +Bachelors,2012,New Delhi,3,32,Female,No,0,0 +Bachelors,2013,Bangalore,3,38,Male,No,0,0 +PHD,2017,Pune,3,30,Male,No,5,0 +PHD,2015,New Delhi,3,31,Male,No,3,0 +Bachelors,2012,Bangalore,3,25,Male,No,3,1 +Bachelors,2013,Bangalore,3,37,Female,No,4,0 +Masters,2017,New Delhi,2,27,Male,No,5,1 +Bachelors,2013,New Delhi,3,25,Female,No,3,0 +Bachelors,2015,Pune,2,22,Female,No,0,1 +Bachelors,2018,Bangalore,3,38,Male,No,2,1 +Bachelors,2015,New Delhi,3,22,Male,No,0,0 +Bachelors,2017,Pune,3,38,Male,No,2,0 +PHD,2015,New Delhi,1,38,Male,No,5,0 +Bachelors,2016,New Delhi,2,26,Female,No,4,1 +Masters,2017,New Delhi,2,31,Male,No,4,0 +Masters,2014,New Delhi,3,28,Male,No,5,0 +PHD,2017,New Delhi,3,34,Female,No,3,0 +Masters,2013,Bangalore,3,31,Male,No,2,0 +Bachelors,2014,New Delhi,3,26,Female,No,4,0 +Bachelors,2013,Pune,3,40,Female,No,1,1 +Bachelors,2016,Bangalore,3,31,Male,No,0,0 +Bachelors,2013,Bangalore,3,26,Female,No,4,0 +Bachelors,2018,Pune,3,32,Female,No,1,1 +Bachelors,2012,Bangalore,3,33,Female,No,5,0 +Bachelors,2017,Bangalore,3,25,Male,No,3,0 +Bachelors,2017,Bangalore,3,40,Male,No,0,0 +Masters,2013,New Delhi,3,31,Male,No,2,1 +Bachelors,2015,Bangalore,3,36,Male,No,1,0 +Bachelors,2014,Bangalore,3,31,Male,No,5,0 +Bachelors,2015,Pune,3,22,Male,No,0,0 +Bachelors,2016,Bangalore,3,34,Female,No,0,0 +PHD,2018,New Delhi,3,38,Female,No,5,1 +Bachelors,2015,Bangalore,3,23,Male,Yes,1,0 +PHD,2017,Bangalore,3,27,Male,No,5,0 +Bachelors,2016,Bangalore,3,34,Male,No,1,0 +Bachelors,2012,Bangalore,3,39,Male,No,3,0 +Bachelors,2018,Bangalore,3,24,Male,Yes,2,1 +Bachelors,2015,Pune,3,37,Female,No,1,1 +PHD,2013,New Delhi,3,23,Male,No,1,0 +Bachelors,2018,Bangalore,3,36,Male,No,3,1 +Bachelors,2014,New Delhi,3,23,Male,No,1,0 +Bachelors,2012,Pune,3,31,Male,No,3,0 +Bachelors,2015,Bangalore,3,22,Male,No,0,0 +Bachelors,2015,Pune,2,24,Female,No,2,1 +Bachelors,2018,Pune,2,28,Female,No,4,1 +Bachelors,2014,Pune,3,33,Male,No,3,0 +Bachelors,2018,Bangalore,3,35,Female,No,2,1 +Bachelors,2012,New Delhi,3,30,Female,Yes,1,0 +Bachelors,2014,Bangalore,3,28,Female,No,3,0 +Bachelors,2015,Bangalore,3,22,Male,Yes,0,0 +Bachelors,2014,Bangalore,3,38,Male,No,3,0 +Bachelors,2014,Pune,3,39,Male,No,4,0 +PHD,2012,Bangalore,1,38,Male,No,5,0 +Bachelors,2014,Bangalore,3,22,Female,No,0,1 +Bachelors,2014,New Delhi,3,36,Female,No,5,0 +Bachelors,2015,Bangalore,3,27,Male,No,5,0 +Bachelors,2016,Pune,1,32,Male,No,2,0 +Bachelors,2017,New Delhi,2,39,Female,No,2,0 +Bachelors,2015,Pune,2,36,Male,No,5,0 +Bachelors,2018,Bangalore,3,34,Male,Yes,5,1 +Bachelors,2015,Bangalore,3,28,Male,No,1,0 +Bachelors,2018,Bangalore,3,36,Female,Yes,1,1 +PHD,2015,New Delhi,3,22,Female,No,0,0 +Bachelors,2014,New Delhi,1,28,Female,No,5,0 +Bachelors,2016,Pune,2,27,Female,No,5,1 +Bachelors,2014,Bangalore,1,39,Female,No,4,0 +Bachelors,2012,Bangalore,3,31,Male,No,0,0 +Bachelors,2013,Bangalore,3,26,Male,Yes,4,0 +Bachelors,2012,Bangalore,3,31,Male,No,3,0 +Bachelors,2015,Pune,2,33,Female,No,2,1 +Bachelors,2017,Pune,2,38,Female,No,1,1 +Bachelors,2014,Pune,3,38,Male,No,2,0 +Bachelors,2012,Pune,3,32,Male,No,3,0 +Bachelors,2014,Bangalore,3,26,Male,No,4,0 +Masters,2017,Pune,2,33,Female,No,2,0 +Bachelors,2015,Bangalore,3,34,Female,No,2,0 +Bachelors,2018,Pune,3,36,Male,Yes,1,1 +Bachelors,2014,Bangalore,3,27,Male,No,5,0 +Masters,2017,Pune,2,27,Male,No,5,0 +Bachelors,2017,New Delhi,2,40,Female,No,5,0 +Masters,2012,Bangalore,3,31,Female,No,4,0 +Bachelors,2014,Bangalore,3,22,Male,No,0,0 +Masters,2017,New Delhi,2,22,Male,No,0,1 +Bachelors,2016,New Delhi,3,26,Female,No,4,0 +Bachelors,2017,New Delhi,3,28,Female,No,1,1 +Bachelors,2014,Bangalore,3,38,Male,Yes,5,0 +Masters,2015,Pune,3,31,Male,No,0,0 +Bachelors,2016,Bangalore,3,24,Male,No,2,0 +Bachelors,2015,Pune,2,25,Male,No,3,1 +PHD,2013,Bangalore,3,26,Male,No,4,0 +Bachelors,2017,Bangalore,3,40,Male,No,1,0 +Bachelors,2018,Pune,2,34,Female,No,4,1 +Bachelors,2016,Bangalore,3,32,Male,No,0,0 +Bachelors,2014,Pune,3,37,Male,No,1,0 +Bachelors,2015,Bangalore,3,33,Male,No,3,1 +Bachelors,2016,Pune,3,27,Male,No,5,0 +Bachelors,2012,New Delhi,3,36,Male,No,3,0 +Bachelors,2013,Bangalore,3,30,Female,No,4,0 +Masters,2017,Pune,2,26,Female,No,4,0 +Bachelors,2012,Bangalore,3,23,Male,Yes,1,0 +Masters,2015,Pune,2,31,Female,No,2,0 +Bachelors,2013,Bangalore,3,22,Male,Yes,0,0 +Masters,2017,New Delhi,2,24,Female,No,2,1 +Bachelors,2016,Bangalore,3,37,Female,Yes,4,0 +Masters,2018,New Delhi,3,35,Male,No,2,1 +Bachelors,2013,Bangalore,3,22,Male,No,0,1 +Bachelors,2012,Pune,3,35,Male,No,5,0 +Bachelors,2014,New Delhi,3,30,Female,No,3,0 +Bachelors,2014,Bangalore,3,30,Male,No,0,0 +Bachelors,2014,Pune,3,29,Male,No,3,0 +Masters,2017,Bangalore,3,36,Male,No,4,1 +Bachelors,2014,Bangalore,3,37,Male,No,4,0 +Bachelors,2016,Pune,3,40,Male,No,2,0 +Bachelors,2015,Pune,2,26,Female,No,4,1 +Masters,2017,New Delhi,2,26,Female,No,4,0 +Bachelors,2017,Bangalore,3,38,Male,No,3,0 +Bachelors,2014,Bangalore,3,31,Male,No,3,1 +Bachelors,2014,Bangalore,3,22,Female,No,0,0 +Bachelors,2012,Pune,3,34,Male,No,0,0 +Bachelors,2015,New Delhi,3,31,Female,No,0,0 +Bachelors,2012,Bangalore,3,39,Female,No,3,0 +Masters,2018,New Delhi,3,33,Female,No,2,1 +Bachelors,2015,Bangalore,3,33,Male,No,4,0 +Bachelors,2012,Bangalore,3,38,Male,No,4,0 +Bachelors,2017,Pune,2,22,Female,No,0,1 +Bachelors,2014,Pune,2,32,Female,No,0,1 +Bachelors,2014,Pune,3,34,Male,No,5,0 +Bachelors,2014,Bangalore,1,31,Female,No,5,0 +Bachelors,2016,Bangalore,3,23,Male,No,1,0 +Bachelors,2013,Pune,2,39,Female,No,1,1 +Bachelors,2017,New Delhi,3,26,Male,No,4,0 +Bachelors,2013,Pune,2,33,Female,Yes,4,1 +Bachelors,2013,Bangalore,3,27,Female,No,5,0 +PHD,2018,New Delhi,3,24,Male,No,2,1 +Bachelors,2017,Bangalore,3,38,Male,No,1,0 +Bachelors,2017,Bangalore,3,27,Male,No,5,0 +Bachelors,2014,Bangalore,3,27,Female,No,5,0 +Bachelors,2015,Bangalore,3,23,Male,No,1,0 +Bachelors,2014,New Delhi,3,26,Female,No,4,0 +Bachelors,2016,Bangalore,3,31,Male,No,5,0 +Bachelors,2017,Bangalore,3,32,Female,No,3,0 +Bachelors,2015,Pune,2,36,Female,No,3,1 +Bachelors,2017,Bangalore,3,28,Male,No,0,0 +Bachelors,2017,New Delhi,2,31,Male,No,3,0 +Masters,2017,New Delhi,2,36,Female,No,3,0 +Bachelors,2014,Bangalore,3,24,Male,No,2,0 +Bachelors,2012,Bangalore,3,27,Male,No,5,1 +Bachelors,2017,Bangalore,3,28,Male,No,3,1 +Bachelors,2015,Pune,3,39,Female,No,2,1 +Bachelors,2013,Bangalore,3,23,Female,No,1,0 +Bachelors,2014,Bangalore,3,32,Male,No,1,0 +Masters,2013,New Delhi,3,33,Female,No,2,0 +Bachelors,2017,New Delhi,3,39,Female,No,4,0 +Masters,2017,Bangalore,2,24,Female,No,2,0 +Bachelors,2016,Pune,3,33,Male,No,2,0 +Bachelors,2016,Pune,2,29,Female,No,4,1 +Masters,2017,Pune,3,24,Female,No,2,1 +Masters,2015,Pune,3,27,Female,No,5,1 +Masters,2013,New Delhi,2,35,Female,No,2,1 +Bachelors,2015,Pune,2,28,Female,No,2,1 +Bachelors,2016,Bangalore,3,22,Male,No,0,0 +Bachelors,2013,Bangalore,3,39,Male,No,5,1 +Bachelors,2014,Bangalore,3,36,Female,No,3,1 +Bachelors,2017,New Delhi,2,40,Female,No,3,0 +Bachelors,2012,New Delhi,3,35,Female,No,5,0 +Bachelors,2016,Bangalore,3,33,Male,No,4,0 +PHD,2018,Bangalore,3,33,Male,No,2,1 +Bachelors,2012,Bangalore,3,23,Male,No,1,0 +Bachelors,2014,Bangalore,3,28,Male,No,2,1 +Bachelors,2016,Bangalore,3,27,Male,No,5,0 +Bachelors,2017,Bangalore,3,26,Female,No,4,0 +Bachelors,2014,Bangalore,3,33,Male,No,3,0 +Bachelors,2016,Bangalore,3,35,Male,No,3,0 +Bachelors,2013,Bangalore,3,33,Male,No,3,1 +Bachelors,2013,Pune,3,36,Female,No,0,1 +Bachelors,2015,New Delhi,3,26,Male,No,4,0 +Bachelors,2012,Bangalore,3,26,Male,No,4,0 +Bachelors,2014,Bangalore,3,39,Female,No,5,0 +Bachelors,2013,Bangalore,3,28,Male,No,5,0 +Bachelors,2018,Bangalore,3,24,Male,No,2,1 +Bachelors,2012,Bangalore,3,36,Female,No,4,0 +Bachelors,2016,Bangalore,3,33,Male,No,0,0 +Bachelors,2013,Pune,1,33,Female,No,0,1 +Masters,2017,Pune,2,30,Male,Yes,2,1 +Masters,2012,New Delhi,3,27,Male,No,5,1 +Bachelors,2015,Bangalore,3,33,Male,Yes,4,0 +Bachelors,2016,Pune,2,35,Female,No,4,1 +Bachelors,2014,Pune,2,40,Female,No,0,1 +Bachelors,2017,Pune,2,25,Male,No,3,0 +Bachelors,2014,Bangalore,3,38,Male,No,2,0 +Bachelors,2017,New Delhi,2,40,Male,No,5,0 +Bachelors,2014,Bangalore,3,29,Male,Yes,0,0 +Bachelors,2012,Bangalore,3,27,Male,No,5,0 +Bachelors,2015,Bangalore,3,40,Male,No,4,0 +Masters,2017,New Delhi,2,25,Female,No,3,1 +Bachelors,2016,Pune,2,39,Female,No,3,1 +Bachelors,2017,New Delhi,2,22,Male,No,0,1 +PHD,2015,Pune,2,35,Female,No,0,0 +Bachelors,2012,Bangalore,3,25,Male,No,3,0 +Bachelors,2014,New Delhi,2,25,Female,No,3,1 +Bachelors,2015,Bangalore,3,29,Female,No,1,0 +Masters,2017,New Delhi,1,37,Male,No,0,0 +Bachelors,2014,Bangalore,3,35,Male,No,1,0 +Bachelors,2012,Bangalore,3,26,Male,No,4,0 +Masters,2018,New Delhi,3,26,Male,No,4,1 +Bachelors,2013,Bangalore,3,24,Male,No,2,0 +Bachelors,2014,Bangalore,3,31,Male,No,0,0 +Bachelors,2014,Bangalore,3,34,Male,No,5,0 +Masters,2018,New Delhi,3,27,Female,Yes,5,1 +Bachelors,2016,Pune,3,35,Male,No,1,0 +Bachelors,2017,Pune,3,27,Male,No,5,0 +Masters,2017,New Delhi,3,34,Male,No,1,1 +Bachelors,2018,Bangalore,3,40,Female,No,4,1 +Bachelors,2012,Pune,3,39,Male,No,4,0 +Bachelors,2013,Pune,1,39,Female,Yes,0,1 +Bachelors,2015,Bangalore,3,22,Male,No,0,1 +Masters,2017,Pune,2,33,Male,Yes,2,0 +Bachelors,2014,Bangalore,3,39,Male,No,0,0 +Bachelors,2017,Bangalore,3,39,Male,No,3,0 +Bachelors,2017,Bangalore,3,40,Female,No,3,0 +Bachelors,2014,Bangalore,3,38,Female,No,1,0 +Bachelors,2018,New Delhi,3,36,Female,Yes,2,1 +Bachelors,2013,Pune,2,37,Male,Yes,5,0 +Bachelors,2017,Pune,2,33,Female,No,2,1 +Bachelors,2013,Bangalore,3,37,Female,No,2,1 +Bachelors,2013,Pune,3,34,Male,No,5,0 +Bachelors,2015,Bangalore,3,28,Male,No,2,0 +Bachelors,2018,Bangalore,3,31,Male,Yes,0,1 +Masters,2012,New Delhi,3,37,Male,No,4,0 +Bachelors,2018,Pune,3,26,Male,No,4,1 +Masters,2014,New Delhi,3,34,Female,No,1,1 +Bachelors,2015,Pune,3,39,Male,No,1,0 +Bachelors,2017,Pune,2,23,Female,No,1,1 +Bachelors,2013,Bangalore,3,35,Female,No,4,0 +Bachelors,2015,Pune,3,25,Male,No,3,0 +Bachelors,2013,Pune,2,38,Male,No,0,1 +Masters,2017,New Delhi,1,23,Male,No,1,0 +Masters,2017,New Delhi,3,26,Male,No,4,1 +Masters,2018,New Delhi,3,33,Female,No,2,1 +Bachelors,2015,Pune,2,37,Female,No,4,1 +Bachelors,2013,Bangalore,3,35,Male,No,5,0 +Bachelors,2013,Bangalore,3,23,Female,Yes,1,0 +Bachelors,2013,Pune,3,31,Male,No,2,0 +Bachelors,2017,Bangalore,3,24,Male,Yes,2,0 +Bachelors,2015,Bangalore,3,28,Male,No,3,0 +Bachelors,2013,Pune,2,37,Female,No,0,1 +Bachelors,2012,Bangalore,3,36,Female,No,1,0 +Bachelors,2015,Bangalore,3,28,Male,No,1,1 +Bachelors,2017,New Delhi,2,30,Male,No,5,0 +Bachelors,2014,Bangalore,3,26,Male,No,4,0 +Masters,2015,Pune,2,29,Female,No,1,0 +Masters,2018,New Delhi,3,39,Female,No,2,1 +Bachelors,2013,Pune,2,36,Male,No,4,0 +Bachelors,2015,Pune,3,36,Male,No,3,0 +Bachelors,2012,Bangalore,3,22,Male,No,0,1 +Masters,2017,New Delhi,3,31,Male,No,2,0 +PHD,2017,New Delhi,3,29,Male,No,3,0 +Bachelors,2014,Pune,3,37,Female,No,4,1 +Bachelors,2012,Bangalore,3,24,Male,No,2,0 +Bachelors,2015,Pune,2,28,Female,Yes,2,1 +PHD,2016,New Delhi,3,22,Male,No,0,0 +Bachelors,2015,Bangalore,3,31,Male,No,2,1 +Bachelors,2013,Pune,2,28,Female,No,3,1 +Bachelors,2014,Bangalore,3,22,Female,No,0,0 +Bachelors,2016,Bangalore,3,23,Male,No,1,0 +Bachelors,2016,New Delhi,1,25,Female,Yes,3,0 +Bachelors,2013,Pune,1,23,Female,No,1,1 +Bachelors,2017,New Delhi,2,26,Female,No,4,0 +Bachelors,2015,Pune,2,22,Female,No,0,1 +Bachelors,2015,Bangalore,3,38,Female,No,2,0 +Bachelors,2017,Bangalore,3,25,Female,No,3,0 +Bachelors,2017,New Delhi,3,37,Female,No,1,1 +PHD,2012,New Delhi,3,30,Male,No,4,0 +Bachelors,2012,Bangalore,3,35,Female,No,2,0 +PHD,2014,Bangalore,3,23,Male,No,1,0 +Masters,2017,New Delhi,2,25,Female,No,3,0 +Bachelors,2015,Bangalore,3,39,Female,No,0,0 +PHD,2013,Pune,1,32,Female,No,0,1 +Bachelors,2015,Pune,3,28,Female,No,1,1 +Bachelors,2015,New Delhi,3,23,Female,No,1,0 +PHD,2014,Bangalore,1,34,Female,No,3,0 +Bachelors,2014,Bangalore,1,36,Female,No,1,0 +Bachelors,2017,Bangalore,3,40,Male,No,5,0 +Bachelors,2016,Bangalore,3,40,Male,No,3,0 +Bachelors,2015,Bangalore,3,25,Female,No,3,1 +Bachelors,2013,Bangalore,3,22,Male,No,0,1 +Bachelors,2015,Bangalore,3,34,Male,No,4,0 +Bachelors,2017,Bangalore,3,23,Male,No,1,0 +Bachelors,2017,Bangalore,3,24,Female,No,2,0 +Bachelors,2015,Bangalore,1,35,Male,No,3,0 +Bachelors,2014,Bangalore,3,24,Male,No,2,0 +Bachelors,2017,Pune,3,28,Male,No,3,0 +Masters,2017,New Delhi,2,39,Female,No,4,0 +PHD,2017,New Delhi,3,31,Female,No,5,0 +Bachelors,2014,Bangalore,3,32,Male,No,2,0 +Bachelors,2017,New Delhi,2,37,Female,No,3,0 +Bachelors,2014,Pune,1,22,Female,No,0,1 +Bachelors,2015,Bangalore,3,32,Female,No,4,0 +Bachelors,2016,Bangalore,3,37,Male,No,2,0 +Bachelors,2014,Bangalore,3,36,Male,No,3,0 +Bachelors,2013,Pune,3,24,Male,Yes,2,0 +Masters,2017,New Delhi,3,40,Male,No,2,0 +Bachelors,2014,Bangalore,3,39,Male,No,3,0 +Bachelors,2013,Bangalore,3,24,Male,No,2,0 +Bachelors,2016,Bangalore,3,25,Male,No,3,0 +Bachelors,2018,Bangalore,3,26,Male,No,4,1 +Bachelors,2017,New Delhi,2,33,Male,No,3,0 +Bachelors,2016,Pune,3,36,Male,Yes,3,0 +Bachelors,2015,Pune,1,39,Male,No,1,1 +Bachelors,2014,Bangalore,3,34,Male,No,4,0 +Bachelors,2014,New Delhi,2,23,Female,No,1,1 +Bachelors,2014,Pune,1,33,Female,No,2,1 +Bachelors,2013,Bangalore,3,31,Male,No,3,0 +Bachelors,2015,Bangalore,3,39,Female,No,0,0 +Bachelors,2017,Bangalore,3,36,Male,No,4,1 +Bachelors,2015,Bangalore,3,28,Male,No,1,0 +Bachelors,2013,New Delhi,3,28,Female,No,0,1 +Masters,2017,New Delhi,2,24,Male,No,2,1 +Bachelors,2013,Bangalore,3,36,Female,No,0,1 +Bachelors,2014,Bangalore,3,30,Male,No,1,1 +Bachelors,2018,New Delhi,3,27,Female,No,5,1 +Bachelors,2012,Bangalore,3,25,Male,No,3,0 +Bachelors,2018,Bangalore,3,31,Male,No,0,1 +Bachelors,2013,Bangalore,3,36,Male,No,0,0 +Bachelors,2017,New Delhi,2,31,Male,No,1,0 +Bachelors,2016,Bangalore,3,37,Male,No,2,0 +Bachelors,2015,Bangalore,3,39,Male,No,2,0 +Bachelors,2014,Bangalore,3,28,Male,No,4,0 +Bachelors,2015,Pune,2,38,Male,No,2,1 +Masters,2017,New Delhi,3,40,Female,No,1,0 +Masters,2015,Bangalore,3,38,Female,No,1,0 +PHD,2014,New Delhi,3,23,Male,No,1,0 +Bachelors,2015,Bangalore,3,39,Male,No,2,0 +Bachelors,2014,Pune,1,22,Female,No,0,1 +Bachelors,2015,Pune,3,24,Female,No,2,1 +Masters,2014,New Delhi,3,24,Male,No,2,0 +Bachelors,2012,Bangalore,3,23,Female,No,1,1 +Bachelors,2014,Bangalore,3,30,Male,No,4,0 +Bachelors,2016,New Delhi,3,25,Female,No,3,0 +Bachelors,2013,Bangalore,3,34,Male,No,4,0 +Masters,2015,New Delhi,3,40,Female,No,5,0 +Bachelors,2012,Bangalore,3,39,Female,No,1,0 +Masters,2017,New Delhi,3,38,Female,No,2,1 +Bachelors,2016,Pune,3,38,Male,No,2,0 +Bachelors,2015,Pune,2,38,Female,No,4,1 +Bachelors,2015,Bangalore,3,31,Male,No,5,0 +Bachelors,2017,Pune,1,30,Male,No,4,0 +PHD,2013,Bangalore,3,24,Male,No,2,0 +Bachelors,2017,Bangalore,3,38,Male,No,3,0 +Bachelors,2013,Pune,3,37,Male,No,3,0 +Bachelors,2016,Bangalore,3,22,Male,No,0,0 +PHD,2012,Bangalore,3,30,Female,No,4,0 +Bachelors,2013,Bangalore,3,39,Female,No,5,0 +Bachelors,2017,Bangalore,2,35,Male,No,0,0 +Bachelors,2012,Pune,3,25,Female,No,3,1 +Bachelors,2018,Bangalore,3,32,Male,Yes,1,1 +Bachelors,2018,Bangalore,3,31,Female,No,2,1 +Bachelors,2016,Bangalore,3,37,Male,No,2,0 +Bachelors,2016,New Delhi,1,38,Female,No,2,1 +Bachelors,2014,Bangalore,3,22,Female,No,0,0 +Masters,2014,New Delhi,3,37,Female,No,0,1 +Bachelors,2018,Bangalore,3,32,Male,Yes,2,1 +Bachelors,2013,Bangalore,3,26,Male,No,4,0 +Bachelors,2017,Bangalore,3,28,Male,No,0,1 +Bachelors,2015,Bangalore,3,35,Male,No,0,0 +Bachelors,2016,Bangalore,1,33,Female,No,0,1 +Bachelors,2012,Bangalore,3,36,Female,No,4,0 +Bachelors,2013,Bangalore,3,31,Female,No,5,0 +Bachelors,2015,Pune,3,32,Female,Yes,1,1 +Masters,2017,Pune,2,31,Female,No,2,0 +Bachelors,2013,Bangalore,3,25,Female,No,3,0 +Bachelors,2016,Pune,3,30,Male,No,2,0 +Bachelors,2013,Bangalore,3,26,Female,No,4,0 +Masters,2013,Pune,2,37,Male,No,2,1 +Masters,2018,New Delhi,3,27,Male,No,5,1 +Bachelors,2012,Bangalore,3,30,Male,Yes,2,0 +Bachelors,2015,Bangalore,3,33,Male,Yes,4,0 diff --git a/docs/source/reference/ai/model-train-xgboost.rst b/docs/source/reference/ai/model-train-xgboost.rst index b53c87d489..4f2c18ddde 100644 --- a/docs/source/reference/ai/model-train-xgboost.rst +++ b/docs/source/reference/ai/model-train-xgboost.rst @@ -23,4 +23,42 @@ To use the `Flaml XGBoost AutoML framework <https://microsoft.github.io/FLAML/do PREDICT 'rental_price'; In the above query, you are creating a new customized function by training a model from the ``HomeRentals`` table using the ``Flaml XGBoost`` framework. -The ``rental_price`` column will be the target column for predication, while the rest columns from the ``SELET`` query are the inputs. +The ``rental_price`` column will be the target column for predication, while the rest columns from the ``SELET`` query are the inputs. + +3. Model Training Parameters +---------------------------- + +.. list-table:: Available Parameters + :widths: 25 75 + + * - PREDICT (**required**) + - The name of the column we wish to predict. + * - TIME_LIMIT + - Time limit to train the model in seconds. Default: 120. + * - TASK + - Specify whether you want to perform ``regression`` task or ``classification`` task. + * - METRIC + - Specify the metric that you want to use to train your model. For e.g. for training ``regression`` tasks you could + use the ``r2`` or ``RMSE`` metrics. For training ``classification`` tasks you could use the ``accuracy`` or ``f1_score`` metrics. + +Below are the example queries specifying the aboe parameters + +.. code-block:: sql + + CREATE FUNCTION IF NOT EXISTS PredictRent FROM + ( SELECT number_of_rooms, number_of_bathrooms, days_on_market, rental_price FROM HomeRentals ) + TYPE XGBoost + PREDICT 'rental_price' + TIME_LIMIT 180 + METRIC 'r2' + TASK 'regression'; + +.. code-block:: sql + + CREATE FUNCTION IF NOT EXISTS PredictEmployee FROM + ( SELECT payment_tier, age, gender, experience_in_current_domain, leave_or_not FROM Employee ) + TYPE XGBoost + PREDICT 'leave_or_not' + TIME_LIMIT 180 + METRIC 'accuracy' + TASK 'classification'; diff --git a/evadb/configuration/constants.py b/evadb/configuration/constants.py index 18a1331f83..3665a28727 100644 --- a/evadb/configuration/constants.py +++ b/evadb/configuration/constants.py @@ -35,3 +35,4 @@ DEFAULT_DOCUMENT_CHUNK_SIZE = 4000 DEFAULT_DOCUMENT_CHUNK_OVERLAP = 200 DEFAULT_TRAIN_REGRESSION_METRIC = "rmse" +DEFAULT_XGBOOST_TASK = "regression" diff --git a/evadb/executor/create_function_executor.py b/evadb/executor/create_function_executor.py index d045205a65..52a3f17c9f 100644 --- a/evadb/executor/create_function_executor.py +++ b/evadb/executor/create_function_executor.py @@ -30,6 +30,7 @@ from evadb.configuration.constants import ( DEFAULT_TRAIN_REGRESSION_METRIC, DEFAULT_TRAIN_TIME_LIMIT, + DEFAULT_XGBOOST_TASK, EvaDB_INSTALLATION_DIR, ) from evadb.database import EvaDBDatabase @@ -238,13 +239,14 @@ def handle_xgboost_function(self): "time_budget": arg_map.get("time_limit", DEFAULT_TRAIN_TIME_LIMIT), "metric": arg_map.get("metric", DEFAULT_TRAIN_REGRESSION_METRIC), "estimator_list": ["xgboost"], - "task": "regression", + "task": arg_map.get("task", DEFAULT_XGBOOST_TASK), } model.fit( dataframe=aggregated_batch.frames, label=arg_map["predict"], **settings ) model_path = os.path.join( - self.db.config.get_value("storage", "model_dir"), self.node.name + self.db.catalog().get_configuration_catalog_value("model_dir"), + self.node.name, ) pickle.dump(model, open(model_path, "wb")) self.node.metadata.append( diff --git a/test/integration_tests/long/test_model_train.py b/test/integration_tests/long/test_model_train.py index 85e508f4d1..b1afe562d9 100644 --- a/test/integration_tests/long/test_model_train.py +++ b/test/integration_tests/long/test_model_train.py @@ -47,19 +47,48 @@ def setUpClass(cls): load_query = f"LOAD CSV '{path}' INTO HomeRentals;" execute_query_fetch_all(cls.evadb, load_query) + # Load data for classification tasks. + create_table_query = """ + CREATE TABLE IF NOT EXISTS Employee ( + education TEXT(128), + joining_year INTEGER, + city TEXT(128), + payment_tier INTEGER, + age INTEGER, + gender TEXT(128), + ever_benched TEXT(128), + experience_in_current_domain INTEGER, + leave_or_not INTEGER + );""" + execute_query_fetch_all(cls.evadb, create_table_query) + + path = f"{EvaDB_ROOT_DIR}/data/classification/Employee.csv" + load_query = f"LOAD CSV '{path}' INTO Employee;" + execute_query_fetch_all(cls.evadb, load_query) + @classmethod def tearDownClass(cls): shutdown_ray() # clean up execute_query_fetch_all(cls.evadb, "DROP TABLE IF EXISTS HomeRentals;") + execute_query_fetch_all(cls.evadb, "DROP TABLE IF EXISTS Employee;") execute_query_fetch_all( cls.evadb, "DROP FUNCTION IF EXISTS PredictHouseRentLudwig;" ) execute_query_fetch_all( cls.evadb, "DROP FUNCTION IF EXISTS PredictHouseRentSklearn;" ) + execute_query_fetch_all( + cls.evadb, "DROP FUNCTION IF EXISTS PredictRentXgboost;" + ) + execute_query_fetch_all( + cls.evadb, "DROP FUNCTION IF EXISTS PredictEmployeeXgboost;" + ) + @pytest.mark.skip( + reason="Model training intergration test takes too long to complete." + ) @ludwig_skip_marker def test_ludwig_automl(self): create_predict_function = """ @@ -78,6 +107,9 @@ def test_ludwig_automl(self): self.assertEqual(len(result.columns), 1) self.assertEqual(len(result), 10) + @pytest.mark.skip( + reason="Model training intergration test takes too long to complete." + ) @sklearn_skip_marker def test_sklearn_regression(self): create_predict_function = """ @@ -98,17 +130,38 @@ def test_sklearn_regression(self): @xgboost_skip_marker def test_xgboost_regression(self): create_predict_function = """ - CREATE FUNCTION IF NOT EXISTS PredictRent FROM + CREATE OR REPLACE FUNCTION PredictRentXgboost FROM ( SELECT number_of_rooms, number_of_bathrooms, days_on_market, rental_price FROM HomeRentals ) TYPE XGBoost PREDICT 'rental_price' TIME_LIMIT 180 - METRIC 'r2'; + METRIC 'r2' + TASK 'regression'; + """ + execute_query_fetch_all(self.evadb, create_predict_function) + + predict_query = """ + SELECT PredictRentXgboost(number_of_rooms, number_of_bathrooms, days_on_market, rental_price) FROM HomeRentals LIMIT 10; + """ + result = execute_query_fetch_all(self.evadb, predict_query) + self.assertEqual(len(result.columns), 1) + self.assertEqual(len(result), 10) + + @xgboost_skip_marker + def test_xgboost_classification(self): + create_predict_function = """ + CREATE OR REPLACE FUNCTION PredictEmployeeXgboost FROM + ( SELECT payment_tier, age, gender, experience_in_current_domain, leave_or_not FROM Employee ) + TYPE XGBoost + PREDICT 'leave_or_not' + TIME_LIMIT 180 + METRIC 'accuracy' + TASK 'classification'; """ execute_query_fetch_all(self.evadb, create_predict_function) predict_query = """ - SELECT PredictRent(number_of_rooms, number_of_bathrooms, days_on_market, rental_price) FROM HomeRentals LIMIT 10; + SELECT PredictEmployeeXgboost(payment_tier, age, gender, experience_in_current_domain, leave_or_not) FROM Employee LIMIT 10; """ result = execute_query_fetch_all(self.evadb, predict_query) self.assertEqual(len(result.columns), 1)