From 920219caef4be78d1a440fbe7bf7c8b76d8d3ba8 Mon Sep 17 00:00:00 2001 From: xzdandy Date: Wed, 4 Oct 2023 02:48:28 -0400 Subject: [PATCH 01/50] Remove empty evadb.db file. --- evadb.db | 0 1 file changed, 0 insertions(+), 0 deletions(-) delete mode 100644 evadb.db diff --git a/evadb.db b/evadb.db deleted file mode 100644 index e69de29bb2..0000000000 From 2b5ba6a5cfc0b1465289f6d7b2206fa667d0b552 Mon Sep 17 00:00:00 2001 From: xzdandy Date: Wed, 4 Oct 2023 02:49:40 -0400 Subject: [PATCH 02/50] Move github test into long intergration test so they are run on the circle ci. --- .../long}/test_github_datasource.py | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename test/{third_party_tests => integration_tests/long}/test_github_datasource.py (100%) diff --git a/test/third_party_tests/test_github_datasource.py b/test/integration_tests/long/test_github_datasource.py similarity index 100% rename from test/third_party_tests/test_github_datasource.py rename to test/integration_tests/long/test_github_datasource.py From 45af91efb6d74c068eb4436f4ec0cdc98a588ab9 Mon Sep 17 00:00:00 2001 From: xzdandy Date: Wed, 4 Oct 2023 03:03:31 -0400 Subject: [PATCH 03/50] Clean up test_relational_api.py --- .../long/interfaces/relational/test_relational_api.py | 1 + 1 file changed, 1 insertion(+) diff --git a/test/integration_tests/long/interfaces/relational/test_relational_api.py b/test/integration_tests/long/interfaces/relational/test_relational_api.py index 773607960b..fee4029e2a 100644 --- a/test/integration_tests/long/interfaces/relational/test_relational_api.py +++ b/test/integration_tests/long/interfaces/relational/test_relational_api.py @@ -57,6 +57,7 @@ def tearDown(self): # todo: move these to relational apis as well execute_query_fetch_all(self.evadb, """DROP TABLE IF EXISTS mnist_video;""") execute_query_fetch_all(self.evadb, """DROP TABLE IF EXISTS meme_images;""") + execute_query_fetch_all(self.evadb, """DROP TABLE IF EXISTS dummy_table;""") def test_relation_apis(self): cursor = self.conn.cursor() From 9d2227e452e978464c6f05887f1f65446b3909f6 Mon Sep 17 00:00:00 2001 From: xzdandy Date: Wed, 4 Oct 2023 03:06:35 -0400 Subject: [PATCH 04/50] Update link in the github data source documentation --- docs/source/reference/databases/github.rst | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/source/reference/databases/github.rst b/docs/source/reference/databases/github.rst index 6674e6575f..fcbd5f62e3 100644 --- a/docs/source/reference/databases/github.rst +++ b/docs/source/reference/databases/github.rst @@ -34,7 +34,7 @@ Create Connection Supported Tables ---------------- -* ``stargazers``: Lists the people that have starred the repository. Check `evadb/third_party/databases/github/table_column_info.py` for all the available columns in the table. +* ``stargazers``: Lists the people that have starred the repository. Check `table_column_info.py`_ for all the available columns in the table. .. code-block:: sql @@ -54,4 +54,4 @@ Here is the query output: .. note:: - Looking for another table from Github? You can add a table mapping in `evadb/third_party/databases/github/github_handler.py`, or simply raise a `Feature Request `_. + Looking for another table from Github? You can add a table mapping in `github_handler.py`_, or simply raise a `Feature Request `_. From c322adaa0b645f208c2bc80aa613fb12d31e2c8a Mon Sep 17 00:00:00 2001 From: xzdandy Date: Wed, 4 Oct 2023 03:09:15 -0400 Subject: [PATCH 05/50] Fix doc links --- docs/source/reference/databases/github.rst | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/source/reference/databases/github.rst b/docs/source/reference/databases/github.rst index fcbd5f62e3..00e706d49a 100644 --- a/docs/source/reference/databases/github.rst +++ b/docs/source/reference/databases/github.rst @@ -34,7 +34,7 @@ Create Connection Supported Tables ---------------- -* ``stargazers``: Lists the people that have starred the repository. Check `table_column_info.py`_ for all the available columns in the table. +* ``stargazers``: Lists the people that have starred the repository. Check `table_column_info.py `_ for all the available columns in the table. .. code-block:: sql @@ -54,4 +54,4 @@ Here is the query output: .. note:: - Looking for another table from Github? You can add a table mapping in `github_handler.py`_, or simply raise a `Feature Request `_. + Looking for another table from Github? You can add a table mapping in `github_handler.py `_, or simply raise a `Feature Request `_. From c637a714c1e68abb5530b20e3ac0d723fe1da3a4 Mon Sep 17 00:00:00 2001 From: K S Lohith <32676813+kslohith@users.noreply.github.com> Date: Fri, 20 Oct 2023 11:10:57 -0400 Subject: [PATCH 06/50] SnowFlake Integration for EvaDB (#1289) Please suggest if this feature needs more test cases --------- Co-authored-by: Lohith K S --- docs/_toc.yml | 1 + docs/source/reference/databases/snowflake.rst | 47 +++++ evadb/third_party/databases/interface.py | 2 + .../databases/snowflake/__init__.py | 15 ++ .../databases/snowflake/requirements.txt | 3 + .../databases/snowflake/snowflake_handler.py | 184 ++++++++++++++++++ .../third_party_tests/test_native_executor.py | 22 +++ .../test_snowflake_native_storage_engine.py | 144 ++++++++++++++ 8 files changed, 418 insertions(+) create mode 100644 docs/source/reference/databases/snowflake.rst create mode 100644 evadb/third_party/databases/snowflake/__init__.py create mode 100644 evadb/third_party/databases/snowflake/requirements.txt create mode 100644 evadb/third_party/databases/snowflake/snowflake_handler.py create mode 100644 test/unit_tests/storage/test_snowflake_native_storage_engine.py diff --git a/docs/_toc.yml b/docs/_toc.yml index 6a37f98261..6739643319 100644 --- a/docs/_toc.yml +++ b/docs/_toc.yml @@ -71,6 +71,7 @@ parts: - file: source/reference/databases/mariadb - file: source/reference/databases/clickhouse - file: source/reference/databases/github + - file: source/reference/databases/snowflake - file: source/reference/vector_databases/index title: Vector Databases diff --git a/docs/source/reference/databases/snowflake.rst b/docs/source/reference/databases/snowflake.rst new file mode 100644 index 0000000000..239389e186 --- /dev/null +++ b/docs/source/reference/databases/snowflake.rst @@ -0,0 +1,47 @@ +Snowflake +========== + +The connection to Snowflake is based on the `snowflake-connector-python `_ library. + +Dependency +---------- + +* snowflake-connector-python + +Parameters +---------- + +Required: + +* `user` is the database user. +* `password` is the snowflake account password. +* `database` is the database name. +* `warehouse` is the snowflake warehouse name. +* `account` is the snowflake account number ( can be found in the url ). +* `schema` is the schema name. + + +.. warning:: + + Provide the parameters of an already running ``Snowflake`` Data Warehouse. EvaDB only connects to an existing ``Snowflake`` Data Warehouse. + +Create Connection +----------------- + +.. code-block:: text + + CREATE DATABASE snowflake_data WITH ENGINE = 'snowflake', PARAMETERS = { + "user": "", + "password": "" + "account": "", + "database": "EVADB", + "warehouse": "COMPUTE_WH", + "schema": "SAMPLE_DATA" + }; + +.. warning:: + + | In Snowflake Terminology, ``Database`` and ``Schema`` refer to the following. + | A database is a logical grouping of schemas. Each database belongs to a single Snowflake account. + | A schema is a logical grouping of database objects (tables, views, etc.). Each schema belongs to a single database. + diff --git a/evadb/third_party/databases/interface.py b/evadb/third_party/databases/interface.py index 5e30dc8220..e4cd86151c 100644 --- a/evadb/third_party/databases/interface.py +++ b/evadb/third_party/databases/interface.py @@ -44,6 +44,8 @@ def _get_database_handler(engine: str, **kwargs): return mod.MariaDbHandler(engine, **kwargs) elif engine == "clickhouse": return mod.ClickHouseHandler(engine, **kwargs) + elif engine == "snowflake": + return mod.SnowFlakeDbHandler(engine, **kwargs) elif engine == "github": return mod.GithubHandler(engine, **kwargs) else: diff --git a/evadb/third_party/databases/snowflake/__init__.py b/evadb/third_party/databases/snowflake/__init__.py new file mode 100644 index 0000000000..c881047fe1 --- /dev/null +++ b/evadb/third_party/databases/snowflake/__init__.py @@ -0,0 +1,15 @@ +# coding=utf-8 +# Copyright 2018-2023 EvaDB +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +"""snowflake integrations""" diff --git a/evadb/third_party/databases/snowflake/requirements.txt b/evadb/third_party/databases/snowflake/requirements.txt new file mode 100644 index 0000000000..c366baf101 --- /dev/null +++ b/evadb/third_party/databases/snowflake/requirements.txt @@ -0,0 +1,3 @@ +snowflake-connector-python +pyarrow +pandas \ No newline at end of file diff --git a/evadb/third_party/databases/snowflake/snowflake_handler.py b/evadb/third_party/databases/snowflake/snowflake_handler.py new file mode 100644 index 0000000000..0b5ba4553d --- /dev/null +++ b/evadb/third_party/databases/snowflake/snowflake_handler.py @@ -0,0 +1,184 @@ +# coding=utf-8 +# Copyright 2018-2023 EvaDB +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +import datetime + +import pandas as pd +import snowflake.connector + +from evadb.third_party.databases.types import ( + DBHandler, + DBHandlerResponse, + DBHandlerStatus, +) + + +class SnowFlakeDbHandler(DBHandler): + + """ + Class for implementing the SnowFlake DB handler as a backend store for + EvaDB. + """ + + def __init__(self, name: str, **kwargs): + """ + Initialize the handler. + Args: + name (str): name of the DB handler instance + **kwargs: arbitrary keyword arguments for establishing the connection. + """ + super().__init__(name) + self.user = kwargs.get("user") + self.password = kwargs.get("password") + self.database = kwargs.get("database") + self.warehouse = kwargs.get("warehouse") + self.account = kwargs.get("account") + self.schema = kwargs.get("schema") + + def connect(self): + """ + Establish connection to the database. + Returns: + DBHandlerStatus + """ + try: + self.connection = snowflake.connector.connect( + user=self.user, + password=self.password, + database=self.database, + warehouse=self.warehouse, + schema=self.schema, + account=self.account, + ) + # Auto commit is off by default. + self.connection.autocommit = True + return DBHandlerStatus(status=True) + except snowflake.connector.errors.Error as e: + return DBHandlerStatus(status=False, error=str(e)) + + def disconnect(self): + """ + Disconnect from the database. + """ + if self.connection: + self.connection.close() + + def check_connection(self) -> DBHandlerStatus: + """ + Method for checking the status of database connection. + Returns: + DBHandlerStatus + """ + if self.connection: + return DBHandlerStatus(status=True) + else: + return DBHandlerStatus(status=False, error="Not connected to the database.") + + def get_tables(self) -> DBHandlerResponse: + """ + Method to get the list of tables from database. + Returns: + DBHandlerStatus + """ + if not self.connection: + return DBHandlerResponse(data=None, error="Not connected to the database.") + + try: + query = f"SELECT table_name as table_name FROM information_schema.tables WHERE table_schema='{self.schema}'" + cursor = self.connection.cursor() + cursor.execute(query) + tables_df = self._fetch_results_as_df(cursor) + return DBHandlerResponse(data=tables_df) + except snowflake.connector.errors.Error as e: + return DBHandlerResponse(data=None, error=str(e)) + + def get_columns(self, table_name: str) -> DBHandlerResponse: + """ + Method to retrieve the columns of the specified table from the database. + Args: + table_name (str): name of the table whose columns are to be retrieved. + Returns: + DBHandlerStatus + """ + if not self.connection: + return DBHandlerResponse(data=None, error="Not connected to the database.") + + try: + query = f"SELECT column_name as name, data_type as dtype FROM information_schema.columns WHERE table_name='{table_name}'" + cursor = self.connection.cursor() + cursor.execute(query) + columns_df = self._fetch_results_as_df(cursor) + columns_df["dtype"] = columns_df["dtype"].apply( + self._snowflake_to_python_types + ) + return DBHandlerResponse(data=columns_df) + except snowflake.connector.errors.Error as e: + return DBHandlerResponse(data=None, error=str(e)) + + def _fetch_results_as_df(self, cursor): + """ + Fetch results from the cursor for the executed query and return the + query results as dataframe. + """ + try: + res = cursor.fetchall() + res_df = pd.DataFrame( + res, columns=[desc[0].lower() for desc in cursor.description] + ) + return res_df + except snowflake.connector.errors.ProgrammingError as e: + if str(e) == "no results to fetch": + return pd.DataFrame({"status": ["success"]}) + raise e + + def execute_native_query(self, query_string: str) -> DBHandlerResponse: + """ + Executes the native query on the database. + Args: + query_string (str): query in native format + Returns: + DBHandlerResponse + """ + if not self.connection: + return DBHandlerResponse(data=None, error="Not connected to the database.") + + try: + cursor = self.connection.cursor() + cursor.execute(query_string) + return DBHandlerResponse(data=self._fetch_results_as_df(cursor)) + except snowflake.connector.errors.Error as e: + return DBHandlerResponse(data=None, error=str(e)) + + def _snowflake_to_python_types(self, snowflake_type: str): + mapping = { + "TEXT": str, + "NUMBER": int, + "INT": int, + "DECIMAL": float, + "STRING": str, + "CHAR": str, + "BOOLEAN": bool, + "BINARY": bytes, + "DATE": datetime.date, + "TIME": datetime.time, + "TIMESTAMP": datetime.datetime + # Add more mappings as needed + } + + if snowflake_type in mapping: + return mapping[snowflake_type] + else: + raise Exception( + f"Unsupported column {snowflake_type} encountered in the snowflake. Please raise a feature request!" + ) diff --git a/test/third_party_tests/test_native_executor.py b/test/third_party_tests/test_native_executor.py index 7eaf27cb85..879435f866 100644 --- a/test/third_party_tests/test_native_executor.py +++ b/test/third_party_tests/test_native_executor.py @@ -228,6 +228,28 @@ def test_should_run_query_in_clickhouse(self): self._execute_native_query() self._execute_evadb_query() + @pytest.mark.skip( + reason="Snowflake does not come with a free version of account, so integration test is not feasible" + ) + def test_should_run_query_in_snowflake(self): + # Create database. + params = { + "user": "eva", + "password": "password", + "account": "account_number", + "database": "EVADB", + "schema": "SAMPLE_DATA", + "warehouse": "warehouse", + } + query = f"""CREATE DATABASE test_data_source + WITH ENGINE = "snowflake", + PARAMETERS = {params};""" + execute_query_fetch_all(self.evadb, query) + + # Test executions. + self._execute_native_query() + self._execute_evadb_query() + def test_should_run_query_in_sqlite(self): # Create database. import os diff --git a/test/unit_tests/storage/test_snowflake_native_storage_engine.py b/test/unit_tests/storage/test_snowflake_native_storage_engine.py new file mode 100644 index 0000000000..50fcea23b3 --- /dev/null +++ b/test/unit_tests/storage/test_snowflake_native_storage_engine.py @@ -0,0 +1,144 @@ +# coding=utf-8 +# Copyright 2018-2023 EvaDB +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import sys +import unittest +from test.util import get_evadb_for_testing +from unittest.mock import MagicMock, patch + +import pytest + +from evadb.catalog.models.utils import DatabaseCatalogEntry +from evadb.server.command_handler import execute_query_fetch_all + +sys.modules["snowflake"] = MagicMock() +sys.modules["snowflake.connector"] = MagicMock() + + +class NativeQueryResponse: + def __init__(self): + self.error = None + self.data = None + + +@pytest.mark.notparallel +class SnowFlakeNativeStorageEngineTest(unittest.TestCase): + def __init__(self, *args, **kwargs): + super().__init__(*args, **kwargs) + + def get_snowflake_params(self): + return { + "database": "evadb.db", + } + + def setUp(self): + connection_params = self.get_snowflake_params() + self.evadb = get_evadb_for_testing() + + # Create all class level patches + self.get_database_catalog_entry_patcher = patch( + "evadb.catalog.catalog_manager.CatalogManager.get_database_catalog_entry" + ) + self.get_database_catalog_entry_mock = ( + self.get_database_catalog_entry_patcher.start() + ) + + self.execute_native_query_patcher = patch( + "evadb.third_party.databases.snowflake.snowflake_handler.SnowFlakeDbHandler.execute_native_query" + ) + self.execute_native_query_mock = self.execute_native_query_patcher.start() + + self.connect_patcher = patch( + "evadb.third_party.databases.snowflake.snowflake_handler.SnowFlakeDbHandler.connect" + ) + self.connect_mock = self.connect_patcher.start() + + self.disconnect_patcher = patch( + "evadb.third_party.databases.snowflake.snowflake_handler.SnowFlakeDbHandler.disconnect" + ) + self.disconnect_mock = self.disconnect_patcher.start() + + # set return values + self.execute_native_query_mock.return_value = NativeQueryResponse() + self.get_database_catalog_entry_mock.return_value = DatabaseCatalogEntry( + name="test_data_source", + engine="snowflake", + params=connection_params, + row_id=1, + ) + + def tearDown(self): + self.get_database_catalog_entry_patcher.stop() + self.execute_native_query_patcher.stop() + self.connect_patcher.stop() + self.disconnect_patcher.stop() + + def test_execute_snowflake_select_query(self): + execute_query_fetch_all( + self.evadb, + """USE test_data_source { + SELECT * FROM test_table + }""", + ) + + self.connect_mock.assert_called_once() + self.execute_native_query_mock.assert_called_once() + self.get_database_catalog_entry_mock.assert_called_once() + self.disconnect_mock.assert_called_once() + + def test_execute_snowflake_insert_query(self): + execute_query_fetch_all( + self.evadb, + """USE test_data_source { + INSERT INTO test_table ( + name, age, comment + ) VALUES ( + 'val', 5, 'testing' + ) + }""", + ) + self.connect_mock.assert_called_once() + self.execute_native_query_mock.assert_called_once() + self.get_database_catalog_entry_mock.assert_called_once() + self.disconnect_mock.assert_called_once() + + def test_execute_snowflake_update_query(self): + execute_query_fetch_all( + self.evadb, + """USE test_data_source { + UPDATE test_table + SET comment = 'update' + WHERE age > 5 + }""", + ) + + self.connect_mock.assert_called_once() + self.execute_native_query_mock.assert_called_once() + self.get_database_catalog_entry_mock.assert_called_once() + self.disconnect_mock.assert_called_once() + + def test_execute_snowflake_delete_query(self): + execute_query_fetch_all( + self.evadb, + """USE test_data_source { + DELETE FROM test_table + WHERE age < 5 + }""", + ) + + self.connect_mock.assert_called_once() + self.execute_native_query_mock.assert_called_once() + self.get_database_catalog_entry_mock.assert_called_once() + self.disconnect_mock.assert_called_once() From 0f2d1d4531ccf7548fb9b39d7ecc23126efb2a18 Mon Sep 17 00:00:00 2001 From: Ankith Reddy Chitti Date: Sun, 22 Oct 2023 18:51:55 -0400 Subject: [PATCH 07/50] 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` page for more details. + 1. Use the :ref:`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` statement for more details. The :ref:`Vector Databases` page lists all the vector database systems that EvaDB currently supports. + Go over the :ref:`CREATE INDEX` statement for more details. The :ref:`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 e0264603b69d9267d75c5dfbe62ab5a2fe1dd8cc Mon Sep 17 00:00:00 2001 From: Jineet Desai Date: Wed, 18 Oct 2023 23:52:21 -0400 Subject: [PATCH 08/50] Starting the changes for XGBoost classification integration. --- data/classification/Employee.csv | 4654 +++++++++++++++++ evadb/configuration/constants.py | 1 + evadb/executor/create_function_executor.py | 3 +- .../long/test_model_train.py | 43 +- 4 files changed, 4699 insertions(+), 2 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/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..9f5d46e8be 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 @@ -238,7 +239,7 @@ 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 diff --git a/test/integration_tests/long/test_model_train.py b/test/integration_tests/long/test_model_train.py index 85e508f4d1..d1e9de11e8 100644 --- a/test/integration_tests/long/test_model_train.py +++ b/test/integration_tests/long/test_model_train.py @@ -47,6 +47,25 @@ 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() @@ -103,7 +122,8 @@ def test_xgboost_regression(self): TYPE XGBoost PREDICT 'rental_price' TIME_LIMIT 180 - METRIC 'r2'; + METRIC 'r2' + TASK 'regression'; """ execute_query_fetch_all(self.evadb, create_predict_function) @@ -114,6 +134,27 @@ def test_xgboost_regression(self): self.assertEqual(len(result.columns), 1) self.assertEqual(len(result), 10) + @xgboost_skip_marker + def test_xgboost_classification(self): + create_predict_function = """ + 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'; + """ + execute_query_fetch_all(self.evadb, create_predict_function) + + predict_query = """ + SELECT PredictEmployee(payment_tier, age, gender, experience_in_current_domain, leave_or_not) FROM Employee LIMIT 10; + """ + result = execute_query_fetch_all(self.evadb, predict_query) + print(result) + self.assertEqual(len(result.columns), 1) + self.assertEqual(len(result), 10) + if __name__ == "__main__": unittest.main() From 0ab5ff85dcb545f395be5f04e7bf84b0e7e2e26a Mon Sep 17 00:00:00 2001 From: Jineet Desai Date: Thu, 19 Oct 2023 16:48:59 -0400 Subject: [PATCH 09/50] Adding doc changes --- .../reference/ai/model-train-xgboost.rst | 40 ++++++++++++++++++- .../long/test_model_train.py | 1 - 2 files changed, 39 insertions(+), 2 deletions(-) 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 Date: Mon, 23 Oct 2023 19:58:01 -0400 Subject: [PATCH 10/50] 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` page for more details. + For prototyping, users can opt to establish a connection to :ref:`SQLite`. 1. Use the :ref:`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 `_. +.. note:: + + For prototyping, users can opt to establish a connection to :ref:`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 `_. +.. note:: + + For prototyping, users can opt to establish a connection to :ref:`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`. + Sentiment Analysis of Reviews using ChatGPT ------------------------------------------- From d25b22876e28b78c45b95351b5708d7505213a50 Mon Sep 17 00:00:00 2001 From: Ankith Reddy Chitti Date: Mon, 23 Oct 2023 19:59:12 -0400 Subject: [PATCH 11/50] 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`. - 1. Use the :ref:`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` statement for more details. The :ref:`Databases` page lists all the database systems that EvaDB currently supports. +.. note:: + + For prototyping, users can opt to establish a connection to :ref:`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