Student Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import pickle\n",
    "import random\n",
    "from scipy.io import readsav"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "with open('student_info', 'rb') as pickle_file:\n",
    "    data = pickle.load(pickle_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Timestamp</th>\n",
       "      <th>Name</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Department</th>\n",
       "      <th>Year</th>\n",
       "      <th>SEM 1 SGPA</th>\n",
       "      <th>SEM 1 KT</th>\n",
       "      <th>SEM 2 SGPA</th>\n",
       "      <th>SEM 2 KT</th>\n",
       "      <th>SEM 3 SGPA</th>\n",
       "      <th>...</th>\n",
       "      <th>Are you interested in any Technical / Non - Technical events?</th>\n",
       "      <th>Can you sit a lecture for 2 hrs straight?</th>\n",
       "      <th>Do you prefer self - study or group study?</th>\n",
       "      <th>Do you do your submissions on time?</th>\n",
       "      <th>If there are 5 hrs of lectures per day, would you attend all?</th>\n",
       "      <th>If there are 5 hrs of practicals per day, would you attend all?</th>\n",
       "      <th>Have you enrolled for coaching classes?</th>\n",
       "      <th>Have you won or participated in any Technical event?</th>\n",
       "      <th>Have you won or participated in any Non - Technical event?</th>\n",
       "      <th>How socially active are you?</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018/02/14 9:29:33 PM GMT+5:30</td>\n",
       "      <td>Mayuresh Pitale</td>\n",
       "      <td>Male</td>\n",
       "      <td>Computer Engineering</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>7.93</td>\n",
       "      <td>0</td>\n",
       "      <td>7.93</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.38</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Highly active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018/02/14 9:34:26 PM GMT+5:30</td>\n",
       "      <td>Vijeta Nayak</td>\n",
       "      <td>Female</td>\n",
       "      <td>Computer Engineering</td>\n",
       "      <td>Fourth Year</td>\n",
       "      <td>7.75</td>\n",
       "      <td>0</td>\n",
       "      <td>7.78</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.68</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Group study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Somewhat active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018/02/14 9:39:11 PM GMT+5:30</td>\n",
       "      <td>Ojas Nandkumar Thale</td>\n",
       "      <td>Male</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>6.15</td>\n",
       "      <td>0</td>\n",
       "      <td>6.09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.00</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Somewhat active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018/02/14 9:40:41 PM GMT+5:30</td>\n",
       "      <td>Anush Madathumkara</td>\n",
       "      <td>Male</td>\n",
       "      <td>Computer Engineering</td>\n",
       "      <td>First Year</td>\n",
       "      <td>5.75</td>\n",
       "      <td>0</td>\n",
       "      <td>6.54</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.22</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Somewhat active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2018/02/14 9:41:14 PM GMT+5:30</td>\n",
       "      <td>Parag Iyyani</td>\n",
       "      <td>Male</td>\n",
       "      <td>Computer Engineering</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>5.67</td>\n",
       "      <td>0</td>\n",
       "      <td>6.81</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.22</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Highly active</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 42 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Timestamp                  Name  Gender  \\\n",
       "0  2018/02/14 9:29:33 PM GMT+5:30       Mayuresh Pitale    Male   \n",
       "1  2018/02/14 9:34:26 PM GMT+5:30         Vijeta Nayak   Female   \n",
       "2  2018/02/14 9:39:11 PM GMT+5:30  Ojas Nandkumar Thale    Male   \n",
       "3  2018/02/14 9:40:41 PM GMT+5:30    Anush Madathumkara    Male   \n",
       "4  2018/02/14 9:41:14 PM GMT+5:30         Parag Iyyani     Male   \n",
       "\n",
       "               Department         Year  SEM 1 SGPA  SEM 1 KT  SEM 2 SGPA  \\\n",
       "0    Computer Engineering  Second Year        7.93         0        7.93   \n",
       "1    Computer Engineering  Fourth Year        7.75         0        7.78   \n",
       "2  Information Technology  Second Year        6.15         0        6.09   \n",
       "3    Computer Engineering   First Year        5.75         0        6.54   \n",
       "4    Computer Engineering  Second Year        5.67         0        6.81   \n",
       "\n",
       "   SEM 2 KT  SEM 3 SGPA              ...               \\\n",
       "0       0.0        7.38              ...                \n",
       "1       0.0        7.68              ...                \n",
       "2       0.0        6.00              ...                \n",
       "3       0.0        7.22              ...                \n",
       "4       0.0        7.22              ...                \n",
       "\n",
       "   Are you interested in any Technical / Non - Technical events?  \\\n",
       "0                                                Yes               \n",
       "1                                                Yes               \n",
       "2                                                Yes               \n",
       "3                                                Yes               \n",
       "4                                                Yes               \n",
       "\n",
       "   Can you sit a lecture for 2 hrs straight?  \\\n",
       "0                                         No   \n",
       "1                                         No   \n",
       "2                                        Yes   \n",
       "3                                         No   \n",
       "4                                         No   \n",
       "\n",
       "   Do you prefer self - study or group study?  \\\n",
       "0                                Self - study   \n",
       "1                                 Group study   \n",
       "2                                Self - study   \n",
       "3                                Self - study   \n",
       "4                                Self - study   \n",
       "\n",
       "   Do you do your submissions on time?  \\\n",
       "0                                  Yes   \n",
       "1                                  Yes   \n",
       "2                                  Yes   \n",
       "3                                   No   \n",
       "4                                  Yes   \n",
       "\n",
       "   If there are 5 hrs of lectures per day, would you attend all?  \\\n",
       "0                                                Yes               \n",
       "1                                                Yes               \n",
       "2                                                Yes               \n",
       "3                                                 No               \n",
       "4                                                Yes               \n",
       "\n",
       "   If there are 5 hrs of practicals per day, would you attend all?  \\\n",
       "0                                                 No                 \n",
       "1                                                Yes                 \n",
       "2                                                Yes                 \n",
       "3                                                Yes                 \n",
       "4                                                Yes                 \n",
       "\n",
       "   Have you enrolled for coaching classes?  \\\n",
       "0                                       No   \n",
       "1                                       No   \n",
       "2                                       No   \n",
       "3                                      Yes   \n",
       "4                                       No   \n",
       "\n",
       "   Have you won or participated in any Technical event?  \\\n",
       "0                                                Yes      \n",
       "1                                                Yes      \n",
       "2                                                Yes      \n",
       "3                                                Yes      \n",
       "4                                                Yes      \n",
       "\n",
       "   Have you won or participated in any Non - Technical event?  \\\n",
       "0                                                 No            \n",
       "1                                                Yes            \n",
       "2                                                Yes            \n",
       "3                                                Yes            \n",
       "4                                                 No            \n",
       "\n",
       "   How socially active are you?  \n",
       "0                 Highly active  \n",
       "1               Somewhat active  \n",
       "2               Somewhat active  \n",
       "3               Somewhat active  \n",
       "4                 Highly active  \n",
       "\n",
       "[5 rows x 42 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Timestamp', 'Name', 'Gender', 'Department', 'Year', 'SEM 1 SGPA',\n",
       "       'SEM 1 KT', 'SEM 2 SGPA', 'SEM 2 KT', 'SEM 3 SGPA', 'SEM 3 KT',\n",
       "       'SEM 4 SGPA', 'SEM 4 KT', 'SEM 5 SGPA', 'SEM 5 KT', 'SEM 6 SGPA',\n",
       "       'SEM 6 KT', 'SEM 7 SGPA', 'SEM 7 KT', 'SEM 8 SGPA',\n",
       "       'How many hours per week do you spend on writing assignments?',\n",
       "       'How many hours per week do you spend on studies?',\n",
       "       'How much time does it take for you to reach college?',\n",
       "       'How much would you consider as your average attendance throughout all the semesters so far?',\n",
       "       'How do you spend your free time?', 'Parent's Qualification',\n",
       "       'Internet availability at home', 'If yes, what is your internet speed?',\n",
       "       'Do you have any sibling?',\n",
       "       'If yes, is your sibling older or younger than you?',\n",
       "       'Sibling's Educational Qualification',\n",
       "       'What is your preferred mode of transportation to reach college?',\n",
       "       'Are you interested in any Technical / Non - Technical events?',\n",
       "       'Can you sit a lecture for 2 hrs straight?',\n",
       "       'Do you prefer self - study or group study?',\n",
       "       'Do you do your submissions on time?',\n",
       "       'If there are 5 hrs of lectures per day, would you attend all?',\n",
       "       'If there are 5 hrs of practicals per day, would you attend all?',\n",
       "       'Have you enrolled for coaching classes?',\n",
       "       'Have you won or participated in any Technical event?',\n",
       "       'Have you won or participated in any Non - Technical event?',\n",
       "       'How socially active are you?'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data.rename(columns={\"How many hours per week do you spend on writing assignments?\": \"Hours_On_Assignment\",\\\n",
    "                                \"How many hours per week do you spend on studies?\": \"Hours_On_Studies\",\\\n",
    "                                'How much time does it take for you to reach college?':'Travel_Time',\\\n",
    "                                'How much would you consider as your average attendance throughout all the semesters so far?':'Attendance',\\\n",
    "                                'How do you spend your free time?':'Free_Time',\\\n",
    "                                'Internet availability at home': 'Internet_Availability',\\\n",
    "                                'If yes, what is your internet speed?': 'Internet_Speed',\\\n",
    "                                'Do you have any sibling?':'Siblings',\\\n",
    "                                'If yes, is your sibling older or younger than you?':'Older_or_Younger',\\\n",
    "                                'What is your preferred mode of transportation to reach college?':'Mode_Of_Transportation',\\\n",
    "                                'Do you prefer self - study or group study?':'Selfstudy_or_Groupstudy',\\\n",
    "                                'Do you do your submissions on time?':'Submissions',\\\n",
    "                                'Have you enrolled for coaching classes?':'Coaching_classes',\\\n",
    "                                'How socially active are you?':'Scocial_Skills'\\\n",
    "                                \n",
    "                               }, inplace = True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data.rename(columns = {'If there are 5 hrs of lectures per day, would you attend all?':'5_hrs_lect',\\\n",
    "                        'If there are 5 hrs of practicals per day, would you attend all?':'5_hrs_pracs',\\\n",
    "                      }, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Timestamp', 'Name', 'Gender', 'Department', 'Year', 'SEM 1 SGPA',\n",
       "       'SEM 1 KT', 'SEM 2 SGPA', 'SEM 2 KT', 'SEM 3 SGPA', 'SEM 3 KT',\n",
       "       'SEM 4 SGPA', 'SEM 4 KT', 'SEM 5 SGPA', 'SEM 5 KT', 'SEM 6 SGPA',\n",
       "       'SEM 6 KT', 'SEM 7 SGPA', 'SEM 7 KT', 'SEM 8 SGPA',\n",
       "       'Hours_On_Assignment', 'Hours_On_Studies', 'Travel_Time', 'Attendance',\n",
       "       'Free_Time', 'Parent's Qualification', 'Internet_Availability',\n",
       "       'Internet_Speed', 'Siblings', 'Older_or_Younger',\n",
       "       'Sibling's Educational Qualification', 'Mode_Of_Transportation',\n",
       "       'Are you interested in any Technical / Non - Technical events?',\n",
       "       'Can you sit a lecture for 2 hrs straight?', 'Selfstudy_or_Groupstudy',\n",
       "       'Submissions', '5_hrs_lect', '5_hrs_pracs', 'Coaching_classes',\n",
       "       'Have you won or participated in any Technical event?',\n",
       "       'Have you won or participated in any Non - Technical event?',\n",
       "       'Scocial_Skills'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "labels ['Siblings' 'Older_or_Younger' \"Sibling's Educational Qualification\"\n 'Are you interested in any Technical / Non - Technical events?'\n 'Can you sit a lecture for 2 hrs straight?'\n 'Have you won or participated in any Technical event?'\n 'Have you won or participated in any Non - Technical event?'] not contained in axis",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-21-97d3c4bf76c1>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdata\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdrop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'Siblings'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'Older_or_Younger'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m\"Sibling's Educational Qualification\"\u001b[0m\u001b[1;33m,\u001b[0m        \u001b[1;34m'Are you interested in any Technical / Non - Technical events?'\u001b[0m\u001b[1;33m,\u001b[0m        \u001b[1;34m'Can you sit a lecture for 2 hrs straight?'\u001b[0m\u001b[1;33m,\u001b[0m        \u001b[1;34m'Have you won or participated in any Technical event?'\u001b[0m\u001b[1;33m,\u001b[0m        \u001b[1;34m'Have you won or participated in any Non - Technical event?'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'Timestamp'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minplace\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\generic.py\u001b[0m in \u001b[0;36mdrop\u001b[1;34m(self, labels, axis, level, inplace, errors)\u001b[0m\n\u001b[0;32m   2159\u001b[0m                 \u001b[0mnew_axis\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdrop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlabels\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlevel\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mlevel\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0merrors\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0merrors\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2160\u001b[0m             \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2161\u001b[1;33m                 \u001b[0mnew_axis\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdrop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlabels\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0merrors\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0merrors\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2162\u001b[0m             \u001b[0mdropped\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreindex\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m**\u001b[0m\u001b[1;33m{\u001b[0m\u001b[0maxis_name\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mnew_axis\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2163\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexes\\base.py\u001b[0m in \u001b[0;36mdrop\u001b[1;34m(self, labels, errors)\u001b[0m\n\u001b[0;32m   3622\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0merrors\u001b[0m \u001b[1;33m!=\u001b[0m \u001b[1;34m'ignore'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3623\u001b[0m                 raise ValueError('labels %s not contained in axis' %\n\u001b[1;32m-> 3624\u001b[1;33m                                  labels[mask])\n\u001b[0m\u001b[0;32m   3625\u001b[0m             \u001b[0mindexer\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mindexer\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m~\u001b[0m\u001b[0mmask\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3626\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdelete\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mValueError\u001b[0m: labels ['Siblings' 'Older_or_Younger' \"Sibling's Educational Qualification\"\n 'Are you interested in any Technical / Non - Technical events?'\n 'Can you sit a lecture for 2 hrs straight?'\n 'Have you won or participated in any Technical event?'\n 'Have you won or participated in any Non - Technical event?'] not contained in axis"
     ]
    }
   ],
   "source": [
    "data.drop(['Siblings', 'Older_or_Younger',\"Sibling's Educational Qualification\",\\\n",
    "        'Are you interested in any Technical / Non - Technical events?',\\\n",
    "        'Can you sit a lecture for 2 hrs straight?',\\\n",
    "        'Have you won or participated in any Technical event?',\\\n",
    "        'Have you won or participated in any Non - Technical event?'], axis=1, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data.drop(['Timestamp'],axis = 1, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Department</th>\n",
       "      <th>Year</th>\n",
       "      <th>SEM 1 SGPA</th>\n",
       "      <th>SEM 1 KT</th>\n",
       "      <th>SEM 2 SGPA</th>\n",
       "      <th>SEM 2 KT</th>\n",
       "      <th>SEM 3 SGPA</th>\n",
       "      <th>SEM 3 KT</th>\n",
       "      <th>...</th>\n",
       "      <th>Are you interested in any Technical / Non - Technical events?</th>\n",
       "      <th>Can you sit a lecture for 2 hrs straight?</th>\n",
       "      <th>Selfstudy_or_Groupstudy</th>\n",
       "      <th>Submissions</th>\n",
       "      <th>5_hrs_lect</th>\n",
       "      <th>5_hrs_pracs</th>\n",
       "      <th>Coaching_classes</th>\n",
       "      <th>Have you won or participated in any Technical event?</th>\n",
       "      <th>Have you won or participated in any Non - Technical event?</th>\n",
       "      <th>Scocial_Skills</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Mayuresh Pitale</td>\n",
       "      <td>Male</td>\n",
       "      <td>Computer Engineering</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>7.93</td>\n",
       "      <td>0</td>\n",
       "      <td>7.93</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.38</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Highly active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Vijeta Nayak</td>\n",
       "      <td>Female</td>\n",
       "      <td>Computer Engineering</td>\n",
       "      <td>Fourth Year</td>\n",
       "      <td>7.75</td>\n",
       "      <td>0</td>\n",
       "      <td>7.78</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.68</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Group study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Somewhat active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ojas Nandkumar Thale</td>\n",
       "      <td>Male</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>6.15</td>\n",
       "      <td>0</td>\n",
       "      <td>6.09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Somewhat active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Anush Madathumkara</td>\n",
       "      <td>Male</td>\n",
       "      <td>Computer Engineering</td>\n",
       "      <td>First Year</td>\n",
       "      <td>5.75</td>\n",
       "      <td>0</td>\n",
       "      <td>6.54</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Somewhat active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Parag Iyyani</td>\n",
       "      <td>Male</td>\n",
       "      <td>Computer Engineering</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>5.67</td>\n",
       "      <td>0</td>\n",
       "      <td>6.81</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.22</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Highly active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Akshay Chakkungal</td>\n",
       "      <td>Male</td>\n",
       "      <td>Computer Engineering</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>7.44</td>\n",
       "      <td>2</td>\n",
       "      <td>7.75</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.22</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Highly active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Shradha</td>\n",
       "      <td>Female</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>7.44</td>\n",
       "      <td>1</td>\n",
       "      <td>7.75</td>\n",
       "      <td>2.0</td>\n",
       "      <td>7.22</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Group study</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>TEJAS AVINASH PATIL</td>\n",
       "      <td>Male</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>6.51</td>\n",
       "      <td>0</td>\n",
       "      <td>7.42</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.73</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Somewhat active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Prem Thamarakshan</td>\n",
       "      <td>Male</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>7.44</td>\n",
       "      <td>1</td>\n",
       "      <td>6.15</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.22</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Highly active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Kaustubh Nitin Deshmukh</td>\n",
       "      <td>Male</td>\n",
       "      <td>Mechanical Engineering</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>7.20</td>\n",
       "      <td>0</td>\n",
       "      <td>7.10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.43</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Group study</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Somewhat active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Neha Mahesh Patil</td>\n",
       "      <td>Female</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>8.00</td>\n",
       "      <td>0</td>\n",
       "      <td>7.85</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.54</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Somewhat active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Sonali patil</td>\n",
       "      <td>Female</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>6.70</td>\n",
       "      <td>0</td>\n",
       "      <td>6.67</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.69</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Group study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Highly active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Shraddha pandey</td>\n",
       "      <td>Female</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>7.44</td>\n",
       "      <td>2</td>\n",
       "      <td>7.75</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Gitanjali Singh</td>\n",
       "      <td>Female</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>7.41</td>\n",
       "      <td>0</td>\n",
       "      <td>8.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.54</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Somewhat active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>CHIRAG BHOIR</td>\n",
       "      <td>Male</td>\n",
       "      <td>Mechanical Engineering</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>8.57</td>\n",
       "      <td>0</td>\n",
       "      <td>8.22</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Group study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Avdhoot Mane</td>\n",
       "      <td>Male</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>5.14</td>\n",
       "      <td>0</td>\n",
       "      <td>7.75</td>\n",
       "      <td>2.0</td>\n",
       "      <td>7.22</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Group study</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Highly active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Prachi Satbhaya</td>\n",
       "      <td>Female</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>7.44</td>\n",
       "      <td>1</td>\n",
       "      <td>7.75</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.22</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Somewhat active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Saad shaikh</td>\n",
       "      <td>Male</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>7.44</td>\n",
       "      <td>2</td>\n",
       "      <td>7.75</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.85</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Highly active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Prathamesh ganesh patil</td>\n",
       "      <td>Male</td>\n",
       "      <td>Automobile Engineering</td>\n",
       "      <td>First Year</td>\n",
       "      <td>7.44</td>\n",
       "      <td>2</td>\n",
       "      <td>7.75</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Somewhat active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Mansi Nimje</td>\n",
       "      <td>Female</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>7.74</td>\n",
       "      <td>0</td>\n",
       "      <td>7.75</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.73</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Not active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Nikita patil</td>\n",
       "      <td>Female</td>\n",
       "      <td>Electronics Engineering</td>\n",
       "      <td>First Year</td>\n",
       "      <td>7.44</td>\n",
       "      <td>1</td>\n",
       "      <td>7.75</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Highly active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Krutika Parvatikar</td>\n",
       "      <td>Female</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>7.30</td>\n",
       "      <td>0</td>\n",
       "      <td>7.75</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.77</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Somewhat active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Nayan Shelke</td>\n",
       "      <td>Male</td>\n",
       "      <td>Mechanical Engineering</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>9.48</td>\n",
       "      <td>0</td>\n",
       "      <td>9.69</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.89</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Highly active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Suraj vijay Patil</td>\n",
       "      <td>Male</td>\n",
       "      <td>Mechanical Engineering</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>6.12</td>\n",
       "      <td>0</td>\n",
       "      <td>7.82</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.58</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Somewhat active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Kajal Rajendra Borhade</td>\n",
       "      <td>Female</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>7.44</td>\n",
       "      <td>2</td>\n",
       "      <td>7.75</td>\n",
       "      <td>2.0</td>\n",
       "      <td>7.22</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Highly active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Karan nipurte</td>\n",
       "      <td>Male</td>\n",
       "      <td>Computer Engineering</td>\n",
       "      <td>First Year</td>\n",
       "      <td>7.44</td>\n",
       "      <td>1</td>\n",
       "      <td>7.75</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Group study</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Highly active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Akshay Puranjay Shetty</td>\n",
       "      <td>Male</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>6.89</td>\n",
       "      <td>0</td>\n",
       "      <td>7.60</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.90</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Highly active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Pooja zagade</td>\n",
       "      <td>Female</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>7.89</td>\n",
       "      <td>0</td>\n",
       "      <td>7.37</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.65</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Highly active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Mustafa Shaikh</td>\n",
       "      <td>Male</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>7.11</td>\n",
       "      <td>0</td>\n",
       "      <td>7.44</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Tejas patil</td>\n",
       "      <td>Male</td>\n",
       "      <td>Mechanical Engineering</td>\n",
       "      <td>First Year</td>\n",
       "      <td>7.44</td>\n",
       "      <td>1</td>\n",
       "      <td>7.75</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Not active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>Shubham Ramesh Patil.</td>\n",
       "      <td>Male</td>\n",
       "      <td>Mechanical Engineering</td>\n",
       "      <td>First Year</td>\n",
       "      <td>7.20</td>\n",
       "      <td>0</td>\n",
       "      <td>7.75</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Group study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Somewhat active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>Yash Ramesh Mhatre.</td>\n",
       "      <td>Male</td>\n",
       "      <td>Electronics And Telecommunication Engineering</td>\n",
       "      <td>First Year</td>\n",
       "      <td>6.67</td>\n",
       "      <td>0</td>\n",
       "      <td>7.75</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Group study</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Not active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>Karan Ramesh Mhatre.</td>\n",
       "      <td>Male</td>\n",
       "      <td>Automobile Engineering</td>\n",
       "      <td>First Year</td>\n",
       "      <td>5.93</td>\n",
       "      <td>0</td>\n",
       "      <td>7.75</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Somewhat active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>Riddhi k sonkar</td>\n",
       "      <td>Female</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>7.44</td>\n",
       "      <td>1</td>\n",
       "      <td>7.75</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.22</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Group study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>Akhil kumar</td>\n",
       "      <td>Male</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>7.44</td>\n",
       "      <td>2</td>\n",
       "      <td>7.75</td>\n",
       "      <td>2.0</td>\n",
       "      <td>7.22</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Group study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Somewhat active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>Patel Umar Faiz</td>\n",
       "      <td>Male</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>7.44</td>\n",
       "      <td>0</td>\n",
       "      <td>7.75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.22</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Highly active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>Kumudini</td>\n",
       "      <td>Female</td>\n",
       "      <td>Computer Engineering</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>6.67</td>\n",
       "      <td>0</td>\n",
       "      <td>7.19</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.54</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>Pranjali gharat</td>\n",
       "      <td>Female</td>\n",
       "      <td>Electronics And Telecommunication Engineering</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>7.44</td>\n",
       "      <td>2</td>\n",
       "      <td>7.75</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.22</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Somewhat active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>anchita lokhande</td>\n",
       "      <td>Female</td>\n",
       "      <td>Computer Engineering</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>7.44</td>\n",
       "      <td>0</td>\n",
       "      <td>7.75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.35</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>DEEPIKA DEEPAK PATIL</td>\n",
       "      <td>Female</td>\n",
       "      <td>Computer Engineering</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>6.89</td>\n",
       "      <td>0</td>\n",
       "      <td>7.75</td>\n",
       "      <td>2.0</td>\n",
       "      <td>7.22</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Somewhat active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>Pradnya Bhoir</td>\n",
       "      <td>Female</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Fourth Year</td>\n",
       "      <td>6.98</td>\n",
       "      <td>0</td>\n",
       "      <td>7.20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.40</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>Mandar Patil</td>\n",
       "      <td>Male</td>\n",
       "      <td>Computer Engineering</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>7.22</td>\n",
       "      <td>0</td>\n",
       "      <td>7.04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>Yadav Shweta Devram</td>\n",
       "      <td>Female</td>\n",
       "      <td>Computer Engineering</td>\n",
       "      <td>Fourth Year</td>\n",
       "      <td>8.67</td>\n",
       "      <td>0</td>\n",
       "      <td>8.56</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.89</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>Nishchal</td>\n",
       "      <td>Male</td>\n",
       "      <td>Computer Engineering</td>\n",
       "      <td>Fourth Year</td>\n",
       "      <td>7.04</td>\n",
       "      <td>0</td>\n",
       "      <td>7.85</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Not active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>Aniket dabde</td>\n",
       "      <td>Male</td>\n",
       "      <td>Computer Engineering</td>\n",
       "      <td>Third Year</td>\n",
       "      <td>6.30</td>\n",
       "      <td>0</td>\n",
       "      <td>6.20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.80</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Highly active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>Kunal vijay thakur</td>\n",
       "      <td>Male</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>7.44</td>\n",
       "      <td>1</td>\n",
       "      <td>7.75</td>\n",
       "      <td>2.0</td>\n",
       "      <td>7.22</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Highly active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>Komal Bisht</td>\n",
       "      <td>Female</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Third Year</td>\n",
       "      <td>7.07</td>\n",
       "      <td>0</td>\n",
       "      <td>7.81</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.11</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Highly active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>Riya Jadhav</td>\n",
       "      <td>Female</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Third Year</td>\n",
       "      <td>6.67</td>\n",
       "      <td>0</td>\n",
       "      <td>6.69</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.86</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>Deepansh Chatutvedi</td>\n",
       "      <td>Male</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Third Year</td>\n",
       "      <td>4.93</td>\n",
       "      <td>0</td>\n",
       "      <td>5.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.83</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Group study</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Not active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>Voval Jain</td>\n",
       "      <td>Male</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Third Year</td>\n",
       "      <td>8.54</td>\n",
       "      <td>0</td>\n",
       "      <td>7.31</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.54</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>Hariharan V</td>\n",
       "      <td>Male</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Third Year</td>\n",
       "      <td>5.80</td>\n",
       "      <td>0</td>\n",
       "      <td>6.15</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>Akanksha Pandey</td>\n",
       "      <td>Female</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Third Year</td>\n",
       "      <td>6.20</td>\n",
       "      <td>0</td>\n",
       "      <td>6.23</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.90</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Group study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Not active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>Darshana Nair</td>\n",
       "      <td>Female</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Third Year</td>\n",
       "      <td>5.60</td>\n",
       "      <td>0</td>\n",
       "      <td>6.08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.89</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>Ashish Panda</td>\n",
       "      <td>Male</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Third Year</td>\n",
       "      <td>6.53</td>\n",
       "      <td>0</td>\n",
       "      <td>6.81</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.14</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Group study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Somewhat active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>Zeel Rajput</td>\n",
       "      <td>Female</td>\n",
       "      <td>Computer Engineering</td>\n",
       "      <td>Third Year</td>\n",
       "      <td>5.57</td>\n",
       "      <td>0</td>\n",
       "      <td>5.69</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>Devesh singh</td>\n",
       "      <td>Male</td>\n",
       "      <td>Electronics And Telecommunication Engineering</td>\n",
       "      <td>Fourth Year</td>\n",
       "      <td>6.90</td>\n",
       "      <td>0</td>\n",
       "      <td>6.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.70</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Group study</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>Shrayesh Kanade</td>\n",
       "      <td>Male</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Third Year</td>\n",
       "      <td>8.15</td>\n",
       "      <td>0</td>\n",
       "      <td>8.30</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>Prafulla Jagdish Mhatre</td>\n",
       "      <td>Male</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Third Year</td>\n",
       "      <td>7.44</td>\n",
       "      <td>0</td>\n",
       "      <td>7.41</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>Kalpaj Chaudhari</td>\n",
       "      <td>Male</td>\n",
       "      <td>Computer Engineering</td>\n",
       "      <td>Third Year</td>\n",
       "      <td>6.95</td>\n",
       "      <td>0</td>\n",
       "      <td>7.67</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Not active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>Raza</td>\n",
       "      <td>Male</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>7.44</td>\n",
       "      <td>0</td>\n",
       "      <td>7.75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>162 rows × 41 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Name  Gender  \\\n",
       "0            Mayuresh Pitale    Male   \n",
       "1              Vijeta Nayak   Female   \n",
       "2       Ojas Nandkumar Thale    Male   \n",
       "3         Anush Madathumkara    Male   \n",
       "4              Parag Iyyani     Male   \n",
       "5          Akshay Chakkungal    Male   \n",
       "6                    Shradha  Female   \n",
       "7        TEJAS AVINASH PATIL    Male   \n",
       "8          Prem Thamarakshan    Male   \n",
       "9    Kaustubh Nitin Deshmukh    Male   \n",
       "10         Neha Mahesh Patil  Female   \n",
       "11              Sonali patil  Female   \n",
       "12           Shraddha pandey  Female   \n",
       "13           Gitanjali Singh  Female   \n",
       "14              CHIRAG BHOIR    Male   \n",
       "15              Avdhoot Mane    Male   \n",
       "16           Prachi Satbhaya  Female   \n",
       "17               Saad shaikh    Male   \n",
       "18   Prathamesh ganesh patil    Male   \n",
       "19               Mansi Nimje  Female   \n",
       "20              Nikita patil  Female   \n",
       "21       Krutika Parvatikar   Female   \n",
       "22              Nayan Shelke    Male   \n",
       "23         Suraj vijay Patil    Male   \n",
       "24    Kajal Rajendra Borhade  Female   \n",
       "25             Karan nipurte    Male   \n",
       "26    Akshay Puranjay Shetty    Male   \n",
       "27             Pooja zagade   Female   \n",
       "28            Mustafa Shaikh    Male   \n",
       "29               Tejas patil    Male   \n",
       "..                       ...     ...   \n",
       "132    Shubham Ramesh Patil.    Male   \n",
       "133      Yash Ramesh Mhatre.    Male   \n",
       "134     Karan Ramesh Mhatre.    Male   \n",
       "135          Riddhi k sonkar  Female   \n",
       "136              Akhil kumar    Male   \n",
       "137          Patel Umar Faiz    Male   \n",
       "138                 Kumudini  Female   \n",
       "139         Pranjali gharat   Female   \n",
       "140         anchita lokhande  Female   \n",
       "141    DEEPIKA DEEPAK PATIL   Female   \n",
       "142            Pradnya Bhoir  Female   \n",
       "143             Mandar Patil    Male   \n",
       "144      Yadav Shweta Devram  Female   \n",
       "145                 Nishchal    Male   \n",
       "146             Aniket dabde    Male   \n",
       "147       Kunal vijay thakur    Male   \n",
       "148             Komal Bisht   Female   \n",
       "149              Riya Jadhav  Female   \n",
       "150      Deepansh Chatutvedi    Male   \n",
       "151               Voval Jain    Male   \n",
       "152              Hariharan V    Male   \n",
       "153         Akanksha Pandey   Female   \n",
       "154            Darshana Nair  Female   \n",
       "155             Ashish Panda    Male   \n",
       "156              Zeel Rajput  Female   \n",
       "157             Devesh singh    Male   \n",
       "158          Shrayesh Kanade    Male   \n",
       "159  Prafulla Jagdish Mhatre    Male   \n",
       "160         Kalpaj Chaudhari    Male   \n",
       "161                     Raza    Male   \n",
       "\n",
       "                                        Department         Year  SEM 1 SGPA  \\\n",
       "0                             Computer Engineering  Second Year        7.93   \n",
       "1                             Computer Engineering  Fourth Year        7.75   \n",
       "2                           Information Technology  Second Year        6.15   \n",
       "3                             Computer Engineering   First Year        5.75   \n",
       "4                             Computer Engineering  Second Year        5.67   \n",
       "5                             Computer Engineering  Second Year        7.44   \n",
       "6                           Information Technology  Second Year        7.44   \n",
       "7                           Information Technology  Second Year        6.51   \n",
       "8                           Information Technology  Second Year        7.44   \n",
       "9                           Mechanical Engineering  Second Year        7.20   \n",
       "10                          Information Technology  Second Year        8.00   \n",
       "11                          Information Technology  Second Year        6.70   \n",
       "12                          Information Technology  Second Year        7.44   \n",
       "13                          Information Technology  Second Year        7.41   \n",
       "14                          Mechanical Engineering  Second Year        8.57   \n",
       "15                          Information Technology  Second Year        5.14   \n",
       "16                          Information Technology  Second Year        7.44   \n",
       "17                          Information Technology  Second Year        7.44   \n",
       "18                          Automobile Engineering   First Year        7.44   \n",
       "19                          Information Technology  Second Year        7.74   \n",
       "20                         Electronics Engineering   First Year        7.44   \n",
       "21                          Information Technology  Second Year        7.30   \n",
       "22                          Mechanical Engineering  Second Year        9.48   \n",
       "23                          Mechanical Engineering  Second Year        6.12   \n",
       "24                          Information Technology  Second Year        7.44   \n",
       "25                            Computer Engineering   First Year        7.44   \n",
       "26                          Information Technology  Second Year        6.89   \n",
       "27                          Information Technology  Second Year        7.89   \n",
       "28                          Information Technology  Second Year        7.11   \n",
       "29                          Mechanical Engineering   First Year        7.44   \n",
       "..                                             ...          ...         ...   \n",
       "132                         Mechanical Engineering   First Year        7.20   \n",
       "133  Electronics And Telecommunication Engineering   First Year        6.67   \n",
       "134                         Automobile Engineering   First Year        5.93   \n",
       "135                         Information Technology  Second Year        7.44   \n",
       "136                         Information Technology  Second Year        7.44   \n",
       "137                         Information Technology  Second Year        7.44   \n",
       "138                           Computer Engineering  Second Year        6.67   \n",
       "139  Electronics And Telecommunication Engineering  Second Year        7.44   \n",
       "140                           Computer Engineering  Second Year        7.44   \n",
       "141                           Computer Engineering  Second Year        6.89   \n",
       "142                         Information Technology  Fourth Year        6.98   \n",
       "143                           Computer Engineering  Second Year        7.22   \n",
       "144                           Computer Engineering  Fourth Year        8.67   \n",
       "145                           Computer Engineering  Fourth Year        7.04   \n",
       "146                           Computer Engineering   Third Year        6.30   \n",
       "147                         Information Technology  Second Year        7.44   \n",
       "148                         Information Technology   Third Year        7.07   \n",
       "149                         Information Technology   Third Year        6.67   \n",
       "150                         Information Technology   Third Year        4.93   \n",
       "151                         Information Technology   Third Year        8.54   \n",
       "152                         Information Technology   Third Year        5.80   \n",
       "153                         Information Technology   Third Year        6.20   \n",
       "154                         Information Technology   Third Year        5.60   \n",
       "155                         Information Technology   Third Year        6.53   \n",
       "156                           Computer Engineering   Third Year        5.57   \n",
       "157  Electronics And Telecommunication Engineering  Fourth Year        6.90   \n",
       "158                         Information Technology   Third Year        8.15   \n",
       "159                         Information Technology   Third Year        7.44   \n",
       "160                           Computer Engineering   Third Year        6.95   \n",
       "161                         Information Technology  Second Year        7.44   \n",
       "\n",
       "     SEM 1 KT  SEM 2 SGPA  SEM 2 KT  SEM 3 SGPA  SEM 3 KT       ...         \\\n",
       "0           0        7.93       0.0        7.38       0.0       ...          \n",
       "1           0        7.78       0.0        7.68       0.0       ...          \n",
       "2           0        6.09       0.0        6.00       0.0       ...          \n",
       "3           0        6.54       0.0        7.22       NaN       ...          \n",
       "4           0        6.81       0.0        7.22       2.0       ...          \n",
       "5           2        7.75       1.0        7.22       2.0       ...          \n",
       "6           1        7.75       2.0        7.22       1.0       ...          \n",
       "7           0        7.42       0.0        6.73       0.0       ...          \n",
       "8           1        6.15       0.0        7.22       2.0       ...          \n",
       "9           0        7.10       0.0        6.43       0.0       ...          \n",
       "10          0        7.85       0.0        8.54       0.0       ...          \n",
       "11          0        6.67       0.0        6.69       0.0       ...          \n",
       "12          2        7.75       1.0        5.00       0.0       ...          \n",
       "13          0        8.00       0.0        8.54       0.0       ...          \n",
       "14          0        8.22       0.0        8.08       0.0       ...          \n",
       "15          0        7.75       2.0        7.22       1.0       ...          \n",
       "16          1        7.75       1.0        7.22       1.0       ...          \n",
       "17          2        7.75       2.0        5.85       0.0       ...          \n",
       "18          2        7.75       NaN        7.22       NaN       ...          \n",
       "19          0        7.75       1.0        7.73       0.0       ...          \n",
       "20          1        7.75       NaN        7.22       NaN       ...          \n",
       "21          0        7.75       1.0        6.77       0.0       ...          \n",
       "22          0        9.69       0.0        8.89       0.0       ...          \n",
       "23          0        7.82       0.0        6.58       0.0       ...          \n",
       "24          2        7.75       2.0        7.22       1.0       ...          \n",
       "25          1        7.75       NaN        7.22       NaN       ...          \n",
       "26          0        7.60       0.0        7.90       0.0       ...          \n",
       "27          0        7.37       0.0        7.65       0.0       ...          \n",
       "28          0        7.44       0.0        6.08       0.0       ...          \n",
       "29          1        7.75       NaN        7.22       NaN       ...          \n",
       "..        ...         ...       ...         ...       ...       ...          \n",
       "132         0        7.75       NaN        7.22       NaN       ...          \n",
       "133         0        7.75       NaN        7.22       NaN       ...          \n",
       "134         0        7.75       NaN        7.22       NaN       ...          \n",
       "135         1        7.75       1.0        7.22       2.0       ...          \n",
       "136         2        7.75       2.0        7.22       1.0       ...          \n",
       "137         0        7.75       0.0        7.22       1.0       ...          \n",
       "138         0        7.19       0.0        6.54       0.0       ...          \n",
       "139         2        7.75       1.0        7.22       1.0       ...          \n",
       "140         0        7.75       0.0        6.35       0.0       ...          \n",
       "141         0        7.75       2.0        7.22       2.0       ...          \n",
       "142         0        7.20       0.0        7.40       0.0       ...          \n",
       "143         0        7.04       0.0        7.50       0.0       ...          \n",
       "144         0        8.56       0.0        8.89       0.0       ...          \n",
       "145         0        7.85       0.0        6.32       0.0       ...          \n",
       "146         0        6.20       0.0        6.80       0.0       ...          \n",
       "147         1        7.75       2.0        7.22       1.0       ...          \n",
       "148         0        7.81       0.0        7.11       0.0       ...          \n",
       "149         0        6.69       0.0        6.86       0.0       ...          \n",
       "150         0        5.97       0.0        5.83       0.0       ...          \n",
       "151         0        7.31       0.0        6.54       0.0       ...          \n",
       "152         0        6.15       0.0        6.09       0.0       ...          \n",
       "153         0        6.23       0.0        5.90       0.0       ...          \n",
       "154         0        6.08       0.0        4.89       0.0       ...          \n",
       "155         0        6.81       0.0        7.14       0.0       ...          \n",
       "156         0        5.69       0.0        5.02       0.0       ...          \n",
       "157         0        6.50       0.0        6.70       0.0       ...          \n",
       "158         0        8.30       0.0        9.07       0.0       ...          \n",
       "159         0        7.41       0.0        8.32       0.0       ...          \n",
       "160         0        7.67       0.0        6.25       0.0       ...          \n",
       "161         0        7.75       0.0        6.00       0.0       ...          \n",
       "\n",
       "     Are you interested in any Technical / Non - Technical events?  \\\n",
       "0                                                  Yes               \n",
       "1                                                  Yes               \n",
       "2                                                  Yes               \n",
       "3                                                  Yes               \n",
       "4                                                  Yes               \n",
       "5                                                  Yes               \n",
       "6                                                  Yes               \n",
       "7                                                  Yes               \n",
       "8                                                   No               \n",
       "9                                                  Yes               \n",
       "10                                                 Yes               \n",
       "11                                                  No               \n",
       "12                                                 Yes               \n",
       "13                                                 Yes               \n",
       "14                                                 Yes               \n",
       "15                                                  No               \n",
       "16                                                  No               \n",
       "17                                                 Yes               \n",
       "18                                                  No               \n",
       "19                                                 Yes               \n",
       "20                                                 Yes               \n",
       "21                                                 Yes               \n",
       "22                                                 Yes               \n",
       "23                                                 Yes               \n",
       "24                                                 Yes               \n",
       "25                                                 Yes               \n",
       "26                                                 Yes               \n",
       "27                                                 Yes               \n",
       "28                                                 Yes               \n",
       "29                                                 Yes               \n",
       "..                                                 ...               \n",
       "132                                                Yes               \n",
       "133                                                 No               \n",
       "134                                                Yes               \n",
       "135                                                Yes               \n",
       "136                                                Yes               \n",
       "137                                                Yes               \n",
       "138                                                Yes               \n",
       "139                                                Yes               \n",
       "140                                                 No               \n",
       "141                                                Yes               \n",
       "142                                                Yes               \n",
       "143                                                Yes               \n",
       "144                                                Yes               \n",
       "145                                                Yes               \n",
       "146                                                Yes               \n",
       "147                                                Yes               \n",
       "148                                                Yes               \n",
       "149                                                Yes               \n",
       "150                                                Yes               \n",
       "151                                                Yes               \n",
       "152                                                Yes               \n",
       "153                                                Yes               \n",
       "154                                                Yes               \n",
       "155                                                Yes               \n",
       "156                                                Yes               \n",
       "157                                                 No               \n",
       "158                                                Yes               \n",
       "159                                                Yes               \n",
       "160                                                Yes               \n",
       "161                                                 No               \n",
       "\n",
       "     Can you sit a lecture for 2 hrs straight?  Selfstudy_or_Groupstudy  \\\n",
       "0                                           No             Self - study   \n",
       "1                                           No              Group study   \n",
       "2                                          Yes             Self - study   \n",
       "3                                           No             Self - study   \n",
       "4                                           No             Self - study   \n",
       "5                                          Yes             Self - study   \n",
       "6                                           No              Group study   \n",
       "7                                          Yes             Self - study   \n",
       "8                                           No             Self - study   \n",
       "9                                           No              Group study   \n",
       "10                                          No             Self - study   \n",
       "11                                         Yes              Group study   \n",
       "12                                          No             Self - study   \n",
       "13                                         Yes             Self - study   \n",
       "14                                          No              Group study   \n",
       "15                                          No              Group study   \n",
       "16                                          No             Self - study   \n",
       "17                                          No             Self - study   \n",
       "18                                         Yes             Self - study   \n",
       "19                                          No             Self - study   \n",
       "20                                         Yes             Self - study   \n",
       "21                                          No             Self - study   \n",
       "22                                          No             Self - study   \n",
       "23                                          No             Self - study   \n",
       "24                                         Yes             Self - study   \n",
       "25                                         Yes              Group study   \n",
       "26                                          No             Self - study   \n",
       "27                                         Yes             Self - study   \n",
       "28                                          No             Self - study   \n",
       "29                                         Yes             Self - study   \n",
       "..                                         ...                      ...   \n",
       "132                                        Yes              Group study   \n",
       "133                                        Yes              Group study   \n",
       "134                                        Yes             Self - study   \n",
       "135                                         No              Group study   \n",
       "136                                         No              Group study   \n",
       "137                                        Yes             Self - study   \n",
       "138                                        Yes             Self - study   \n",
       "139                                        Yes             Self - study   \n",
       "140                                        Yes             Self - study   \n",
       "141                                        Yes             Self - study   \n",
       "142                                         No             Self - study   \n",
       "143                                         No             Self - study   \n",
       "144                                         No             Self - study   \n",
       "145                                         No             Self - study   \n",
       "146                                        Yes             Self - study   \n",
       "147                                        Yes             Self - study   \n",
       "148                                        Yes             Self - study   \n",
       "149                                         No             Self - study   \n",
       "150                                        Yes              Group study   \n",
       "151                                        Yes             Self - study   \n",
       "152                                        Yes             Self - study   \n",
       "153                                        Yes              Group study   \n",
       "154                                         No             Self - study   \n",
       "155                                         No              Group study   \n",
       "156                                        Yes             Self - study   \n",
       "157                                         No              Group study   \n",
       "158                                        Yes             Self - study   \n",
       "159                                         No             Self - study   \n",
       "160                                         No             Self - study   \n",
       "161                                        Yes             Self - study   \n",
       "\n",
       "     Submissions  5_hrs_lect  5_hrs_pracs  Coaching_classes  \\\n",
       "0            Yes         Yes           No                No   \n",
       "1            Yes         Yes          Yes                No   \n",
       "2            Yes         Yes          Yes                No   \n",
       "3             No          No          Yes               Yes   \n",
       "4            Yes         Yes          Yes                No   \n",
       "5            Yes         Yes          Yes               Yes   \n",
       "6             No          No           No               Yes   \n",
       "7            Yes         Yes          Yes                No   \n",
       "8             No         Yes          Yes                No   \n",
       "9             No          No           No                No   \n",
       "10           Yes          No          Yes                No   \n",
       "11           Yes          No          Yes                No   \n",
       "12            No          No          Yes                No   \n",
       "13           Yes         Yes          Yes                No   \n",
       "14           Yes         Yes          Yes                No   \n",
       "15            No          No           No                No   \n",
       "16           Yes         Yes           No                No   \n",
       "17           Yes         Yes          Yes                No   \n",
       "18           Yes          No          Yes               Yes   \n",
       "19           Yes         Yes          Yes                No   \n",
       "20           Yes         Yes          Yes                No   \n",
       "21           Yes          No          Yes                No   \n",
       "22           Yes         Yes           No                No   \n",
       "23           Yes         Yes          Yes                No   \n",
       "24           Yes         Yes          Yes                No   \n",
       "25            No         Yes           No                No   \n",
       "26           Yes         Yes           No                No   \n",
       "27           Yes         Yes          Yes                No   \n",
       "28           Yes         Yes          Yes                No   \n",
       "29           Yes         Yes          Yes                No   \n",
       "..           ...         ...          ...               ...   \n",
       "132          Yes         Yes          Yes               Yes   \n",
       "133           No          No           No               Yes   \n",
       "134          Yes          No           No                No   \n",
       "135          Yes         Yes          Yes                No   \n",
       "136          Yes          No           No                No   \n",
       "137          Yes          No           No               Yes   \n",
       "138           No         Yes           No                No   \n",
       "139          Yes          No          Yes                No   \n",
       "140          Yes         Yes          Yes               Yes   \n",
       "141          Yes         Yes           No                No   \n",
       "142          Yes          No          Yes                No   \n",
       "143          Yes          No          Yes                No   \n",
       "144          Yes         Yes          Yes                No   \n",
       "145           No         Yes          Yes                No   \n",
       "146          Yes          No           No                No   \n",
       "147          Yes         Yes          Yes                No   \n",
       "148          Yes         Yes          Yes                No   \n",
       "149          Yes         Yes          Yes                No   \n",
       "150           No         Yes          Yes                No   \n",
       "151          Yes         Yes           No                No   \n",
       "152          Yes         Yes           No                No   \n",
       "153          Yes         Yes          Yes                No   \n",
       "154          Yes         Yes           No                No   \n",
       "155          Yes         Yes           No                No   \n",
       "156          Yes         Yes           No                No   \n",
       "157           No          No           No                No   \n",
       "158          Yes          No          Yes                No   \n",
       "159           No          No          Yes                No   \n",
       "160           No          No           No                No   \n",
       "161          Yes          No          Yes                No   \n",
       "\n",
       "     Have you won or participated in any Technical event?  \\\n",
       "0                                                  Yes      \n",
       "1                                                  Yes      \n",
       "2                                                  Yes      \n",
       "3                                                  Yes      \n",
       "4                                                  Yes      \n",
       "5                                                  Yes      \n",
       "6                                                   No      \n",
       "7                                                  Yes      \n",
       "8                                                   No      \n",
       "9                                                  Yes      \n",
       "10                                                 Yes      \n",
       "11                                                  No      \n",
       "12                                                  No      \n",
       "13                                                 Yes      \n",
       "14                                                  No      \n",
       "15                                                  No      \n",
       "16                                                 Yes      \n",
       "17                                                 Yes      \n",
       "18                                                  No      \n",
       "19                                                 Yes      \n",
       "20                                                 Yes      \n",
       "21                                                 Yes      \n",
       "22                                                 Yes      \n",
       "23                                                 Yes      \n",
       "24                                                  No      \n",
       "25                                                  No      \n",
       "26                                                 Yes      \n",
       "27                                                  No      \n",
       "28                                                  No      \n",
       "29                                                 Yes      \n",
       "..                                                 ...      \n",
       "132                                                Yes      \n",
       "133                                                 No      \n",
       "134                                                Yes      \n",
       "135                                                Yes      \n",
       "136                                                 No      \n",
       "137                                                Yes      \n",
       "138                                                 No      \n",
       "139                                                 No      \n",
       "140                                                Yes      \n",
       "141                                                 No      \n",
       "142                                                Yes      \n",
       "143                                                 No      \n",
       "144                                                Yes      \n",
       "145                                                Yes      \n",
       "146                                                 No      \n",
       "147                                                 No      \n",
       "148                                                 No      \n",
       "149                                                 No      \n",
       "150                                                Yes      \n",
       "151                                                 No      \n",
       "152                                                Yes      \n",
       "153                                                 No      \n",
       "154                                                Yes      \n",
       "155                                                 No      \n",
       "156                                                 No      \n",
       "157                                                 No      \n",
       "158                                                 No      \n",
       "159                                                Yes      \n",
       "160                                                Yes      \n",
       "161                                                 No      \n",
       "\n",
       "     Have you won or participated in any Non - Technical event?  \\\n",
       "0                                                   No            \n",
       "1                                                  Yes            \n",
       "2                                                  Yes            \n",
       "3                                                  Yes            \n",
       "4                                                   No            \n",
       "5                                                  Yes            \n",
       "6                                                   No            \n",
       "7                                                  Yes            \n",
       "8                                                   No            \n",
       "9                                                  Yes            \n",
       "10                                                 Yes            \n",
       "11                                                  No            \n",
       "12                                                  No            \n",
       "13                                                 Yes            \n",
       "14                                                  No            \n",
       "15                                                  No            \n",
       "16                                                 Yes            \n",
       "17                                                  No            \n",
       "18                                                 Yes            \n",
       "19                                                  No            \n",
       "20                                                  No            \n",
       "21                                                 Yes            \n",
       "22                                                 Yes            \n",
       "23                                                 Yes            \n",
       "24                                                  No            \n",
       "25                                                  No            \n",
       "26                                                 Yes            \n",
       "27                                                 Yes            \n",
       "28                                                  No            \n",
       "29                                                 Yes            \n",
       "..                                                 ...            \n",
       "132                                                Yes            \n",
       "133                                                 No            \n",
       "134                                                Yes            \n",
       "135                                                 No            \n",
       "136                                                Yes            \n",
       "137                                                Yes            \n",
       "138                                                 No            \n",
       "139                                                Yes            \n",
       "140                                                 No            \n",
       "141                                                Yes            \n",
       "142                                                 No            \n",
       "143                                                 No            \n",
       "144                                                 No            \n",
       "145                                                Yes            \n",
       "146                                                 No            \n",
       "147                                                 No            \n",
       "148                                                 No            \n",
       "149                                                 No            \n",
       "150                                                Yes            \n",
       "151                                                 No            \n",
       "152                                                 No            \n",
       "153                                                Yes            \n",
       "154                                                 No            \n",
       "155                                                Yes            \n",
       "156                                                 No            \n",
       "157                                                 No            \n",
       "158                                                 No            \n",
       "159                                                 No            \n",
       "160                                                Yes            \n",
       "161                                                 No            \n",
       "\n",
       "      Scocial_Skills  \n",
       "0      Highly active  \n",
       "1    Somewhat active  \n",
       "2    Somewhat active  \n",
       "3    Somewhat active  \n",
       "4      Highly active  \n",
       "5      Highly active  \n",
       "6    Somewhat active  \n",
       "7    Somewhat active  \n",
       "8      Highly active  \n",
       "9    Somewhat active  \n",
       "10   Somewhat active  \n",
       "11     Highly active  \n",
       "12   Somewhat active  \n",
       "13   Somewhat active  \n",
       "14   Somewhat active  \n",
       "15     Highly active  \n",
       "16   Somewhat active  \n",
       "17     Highly active  \n",
       "18   Somewhat active  \n",
       "19        Not active  \n",
       "20     Highly active  \n",
       "21   Somewhat active  \n",
       "22     Highly active  \n",
       "23   Somewhat active  \n",
       "24     Highly active  \n",
       "25     Highly active  \n",
       "26     Highly active  \n",
       "27     Highly active  \n",
       "28   Somewhat active  \n",
       "29        Not active  \n",
       "..               ...  \n",
       "132  Somewhat active  \n",
       "133       Not active  \n",
       "134  Somewhat active  \n",
       "135  Somewhat active  \n",
       "136  Somewhat active  \n",
       "137    Highly active  \n",
       "138  Somewhat active  \n",
       "139  Somewhat active  \n",
       "140  Somewhat active  \n",
       "141  Somewhat active  \n",
       "142  Somewhat active  \n",
       "143  Somewhat active  \n",
       "144  Somewhat active  \n",
       "145       Not active  \n",
       "146    Highly active  \n",
       "147    Highly active  \n",
       "148    Highly active  \n",
       "149  Somewhat active  \n",
       "150       Not active  \n",
       "151  Somewhat active  \n",
       "152  Somewhat active  \n",
       "153       Not active  \n",
       "154  Somewhat active  \n",
       "155  Somewhat active  \n",
       "156  Somewhat active  \n",
       "157  Somewhat active  \n",
       "158  Somewhat active  \n",
       "159  Somewhat active  \n",
       "160       Not active  \n",
       "161  Somewhat active  \n",
       "\n",
       "[162 rows x 41 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Department</th>\n",
       "      <th>Year</th>\n",
       "      <th>SEM 1 SGPA</th>\n",
       "      <th>SEM 1 KT</th>\n",
       "      <th>SEM 2 SGPA</th>\n",
       "      <th>SEM 2 KT</th>\n",
       "      <th>SEM 3 SGPA</th>\n",
       "      <th>SEM 3 KT</th>\n",
       "      <th>...</th>\n",
       "      <th>Parent's Qualification</th>\n",
       "      <th>Internet_Availability</th>\n",
       "      <th>Internet_Speed</th>\n",
       "      <th>Mode_Of_Transportation</th>\n",
       "      <th>Selfstudy_or_Groupstudy</th>\n",
       "      <th>Submissions</th>\n",
       "      <th>5_hrs_lect</th>\n",
       "      <th>5_hrs_pracs</th>\n",
       "      <th>Coaching_classes</th>\n",
       "      <th>Scocial_Skills</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Mayuresh Pitale</td>\n",
       "      <td>Male</td>\n",
       "      <td>Computer Engineering</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>7.93</td>\n",
       "      <td>0</td>\n",
       "      <td>7.93</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.38</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Postgraduate</td>\n",
       "      <td>Yes</td>\n",
       "      <td>High (&gt;= 10 Mbps)</td>\n",
       "      <td>Train</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Highly active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Vijeta Nayak</td>\n",
       "      <td>Female</td>\n",
       "      <td>Computer Engineering</td>\n",
       "      <td>Fourth Year</td>\n",
       "      <td>7.75</td>\n",
       "      <td>0</td>\n",
       "      <td>7.78</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.68</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Postgraduate</td>\n",
       "      <td>Yes</td>\n",
       "      <td>High (&gt;= 10 Mbps)</td>\n",
       "      <td>Train</td>\n",
       "      <td>Group study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ojas Nandkumar Thale</td>\n",
       "      <td>Male</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>6.15</td>\n",
       "      <td>0</td>\n",
       "      <td>6.09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Postgraduate</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Low (&lt; 10 Mbps)</td>\n",
       "      <td>Private Vehicle</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Anush Madathumkara</td>\n",
       "      <td>Male</td>\n",
       "      <td>Computer Engineering</td>\n",
       "      <td>First Year</td>\n",
       "      <td>5.75</td>\n",
       "      <td>0</td>\n",
       "      <td>6.54</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Graduate</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Low (&lt; 10 Mbps)</td>\n",
       "      <td>Train</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Somewhat active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Parag Iyyani</td>\n",
       "      <td>Male</td>\n",
       "      <td>Computer Engineering</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>5.67</td>\n",
       "      <td>0</td>\n",
       "      <td>6.81</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.22</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Graduate</td>\n",
       "      <td>Yes</td>\n",
       "      <td>High (&gt;= 10 Mbps)</td>\n",
       "      <td>Train</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Highly active</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 34 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Name  Gender              Department         Year  \\\n",
       "0       Mayuresh Pitale    Male    Computer Engineering  Second Year   \n",
       "1         Vijeta Nayak   Female    Computer Engineering  Fourth Year   \n",
       "2  Ojas Nandkumar Thale    Male  Information Technology  Second Year   \n",
       "3    Anush Madathumkara    Male    Computer Engineering   First Year   \n",
       "4         Parag Iyyani     Male    Computer Engineering  Second Year   \n",
       "\n",
       "   SEM 1 SGPA  SEM 1 KT  SEM 2 SGPA  SEM 2 KT  SEM 3 SGPA  SEM 3 KT  \\\n",
       "0        7.93         0        7.93       0.0        7.38       0.0   \n",
       "1        7.75         0        7.78       0.0        7.68       0.0   \n",
       "2        6.15         0        6.09       0.0        6.00       0.0   \n",
       "3        5.75         0        6.54       0.0        7.22       NaN   \n",
       "4        5.67         0        6.81       0.0        7.22       2.0   \n",
       "\n",
       "        ...         Parent's Qualification  Internet_Availability  \\\n",
       "0       ...                   Postgraduate                    Yes   \n",
       "1       ...                   Postgraduate                    Yes   \n",
       "2       ...                   Postgraduate                    Yes   \n",
       "3       ...                       Graduate                    Yes   \n",
       "4       ...                       Graduate                    Yes   \n",
       "\n",
       "      Internet_Speed  Mode_Of_Transportation  Selfstudy_or_Groupstudy  \\\n",
       "0  High (>= 10 Mbps)                   Train             Self - study   \n",
       "1  High (>= 10 Mbps)                   Train              Group study   \n",
       "2    Low (< 10 Mbps)         Private Vehicle             Self - study   \n",
       "3    Low (< 10 Mbps)                   Train             Self - study   \n",
       "4  High (>= 10 Mbps)                   Train             Self - study   \n",
       "\n",
       "   Submissions  5_hrs_lect  5_hrs_pracs  Coaching_classes   Scocial_Skills  \n",
       "0          Yes         Yes           No                No    Highly active  \n",
       "1          Yes         Yes          Yes                No  Somewhat active  \n",
       "2          Yes         Yes          Yes                No  Somewhat active  \n",
       "3           No          No          Yes               Yes  Somewhat active  \n",
       "4          Yes         Yes          Yes                No    Highly active  \n",
       "\n",
       "[5 rows x 34 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "with open('student_info2','rb') as pickle_file:\n",
    "    data = pickle.load(pickle_file)\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe thead tr:only-child th {\n",
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       "    .dataframe thead th {\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Department</th>\n",
       "      <th>Year</th>\n",
       "      <th>SEM 1 SGPA</th>\n",
       "      <th>SEM 1 KT</th>\n",
       "      <th>SEM 2 SGPA</th>\n",
       "      <th>SEM 2 KT</th>\n",
       "      <th>SEM 3 SGPA</th>\n",
       "      <th>SEM 3 KT</th>\n",
       "      <th>...</th>\n",
       "      <th>Internet_Availability</th>\n",
       "      <th>Internet_Speed</th>\n",
       "      <th>Mode_Of_Transportation</th>\n",
       "      <th>Selfstudy_or_Groupstudy</th>\n",
       "      <th>Submissions</th>\n",
       "      <th>5_hrs_lect</th>\n",
       "      <th>5_hrs_pracs</th>\n",
       "      <th>Coaching_classes</th>\n",
       "      <th>Scocial_Skills</th>\n",
       "      <th>Label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Mayuresh Pitale</td>\n",
       "      <td>Male</td>\n",
       "      <td>Computer Engineering</td>\n",
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       "      <td>7.93</td>\n",
       "      <td>0</td>\n",
       "      <td>7.93</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.38</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>High (&gt;= 10 Mbps)</td>\n",
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       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Highly active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Vijeta Nayak</td>\n",
       "      <td>Female</td>\n",
       "      <td>Computer Engineering</td>\n",
       "      <td>Fourth Year</td>\n",
       "      <td>7.75</td>\n",
       "      <td>0</td>\n",
       "      <td>7.78</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.68</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>High (&gt;= 10 Mbps)</td>\n",
       "      <td>Train</td>\n",
       "      <td>Group study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ojas Nandkumar Thale</td>\n",
       "      <td>Male</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>6.15</td>\n",
       "      <td>0</td>\n",
       "      <td>6.09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Low (&lt; 10 Mbps)</td>\n",
       "      <td>Private Vehicle</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Anush Madathumkara</td>\n",
       "      <td>Male</td>\n",
       "      <td>Computer Engineering</td>\n",
       "      <td>First Year</td>\n",
       "      <td>5.75</td>\n",
       "      <td>0</td>\n",
       "      <td>6.54</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Low (&lt; 10 Mbps)</td>\n",
       "      <td>Train</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Somewhat active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Parag Iyyani</td>\n",
       "      <td>Male</td>\n",
       "      <td>Computer Engineering</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>5.67</td>\n",
       "      <td>0</td>\n",
       "      <td>6.81</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.22</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>High (&gt;= 10 Mbps)</td>\n",
       "      <td>Train</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Highly active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 35 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Name  Gender              Department         Year  \\\n",
       "0       Mayuresh Pitale    Male    Computer Engineering  Second Year   \n",
       "1         Vijeta Nayak   Female    Computer Engineering  Fourth Year   \n",
       "2  Ojas Nandkumar Thale    Male  Information Technology  Second Year   \n",
       "3    Anush Madathumkara    Male    Computer Engineering   First Year   \n",
       "4         Parag Iyyani     Male    Computer Engineering  Second Year   \n",
       "\n",
       "   SEM 1 SGPA  SEM 1 KT  SEM 2 SGPA  SEM 2 KT  SEM 3 SGPA  SEM 3 KT  ...   \\\n",
       "0        7.93         0        7.93       0.0        7.38       0.0  ...    \n",
       "1        7.75         0        7.78       0.0        7.68       0.0  ...    \n",
       "2        6.15         0        6.09       0.0        6.00       0.0  ...    \n",
       "3        5.75         0        6.54       0.0        7.22       NaN  ...    \n",
       "4        5.67         0        6.81       0.0        7.22       2.0  ...    \n",
       "\n",
       "   Internet_Availability     Internet_Speed  Mode_Of_Transportation  \\\n",
       "0                    Yes  High (>= 10 Mbps)                   Train   \n",
       "1                    Yes  High (>= 10 Mbps)                   Train   \n",
       "2                    Yes    Low (< 10 Mbps)         Private Vehicle   \n",
       "3                    Yes    Low (< 10 Mbps)                   Train   \n",
       "4                    Yes  High (>= 10 Mbps)                   Train   \n",
       "\n",
       "   Selfstudy_or_Groupstudy  Submissions  5_hrs_lect  5_hrs_pracs  \\\n",
       "0             Self - study          Yes         Yes           No   \n",
       "1              Group study          Yes         Yes          Yes   \n",
       "2             Self - study          Yes         Yes          Yes   \n",
       "3             Self - study           No          No          Yes   \n",
       "4             Self - study          Yes         Yes          Yes   \n",
       "\n",
       "   Coaching_classes   Scocial_Skills Label  \n",
       "0                No    Highly active     1  \n",
       "1                No  Somewhat active     1  \n",
       "2                No  Somewhat active     1  \n",
       "3               Yes  Somewhat active     1  \n",
       "4                No    Highly active     1  \n",
       "\n",
       "[5 rows x 35 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Label'] = 1\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 3.58594838,  4.48036203,  3.01655816,  4.42434737,  4.1598704 ,\n",
       "         4.99948742,  3.64538571,  4.55359958],\n",
       "       [ 3.53625912,  3.25816132,  3.50447595,  4.30838366,  3.07044144,\n",
       "         4.61355862,  4.28460022,  3.73082234],\n",
       "       [ 4.11937198,  3.09677166,  3.65113881,  4.21510303,  3.33190195,\n",
       "         5.28497776,  4.64701508,  3.16271654],\n",
       "       [ 3.3124284 ,  5.36866913,  4.69183795,  4.33223149,  5.10400507,\n",
       "         3.50317456,  3.91868993,  4.59822251],\n",
       "       [ 5.07268837,  3.40602382,  3.31707171,  3.2319539 ,  5.19787128,\n",
       "         3.21252837,  5.34007153,  4.56151865],\n",
       "       [ 4.8321675 ,  3.17214099,  4.74858261,  3.73361525,  4.36878478,\n",
       "         4.88163324,  5.3710096 ,  4.33212551],\n",
       "       [ 4.18696308,  3.26272522,  4.19011606,  4.49344488,  4.97773936,\n",
       "         3.78082845,  3.56928339,  5.39235636],\n",
       "       [ 4.20361701,  3.4381985 ,  3.73993933,  4.94088019,  4.19394201,\n",
       "         3.95803586,  3.78373625,  4.91497136],\n",
       "       [ 4.94539759,  5.24475003,  3.5145748 ,  4.73320091,  4.1662677 ,\n",
       "         3.3391399 ,  4.54867601,  3.11799454],\n",
       "       [ 4.84806353,  3.48163344,  4.63325244,  4.84739153,  4.88976637,\n",
       "         3.74923324,  4.5828261 ,  5.3686927 ],\n",
       "       [ 4.16697502,  4.12003789,  5.42873851,  4.2337024 ,  4.7370505 ,\n",
       "         4.85366035,  3.25449725,  3.90980787],\n",
       "       [ 5.06068006,  4.55138245,  3.11209244,  4.50775476,  4.48056732,\n",
       "         4.3199459 ,  5.02936148,  3.82807512],\n",
       "       [ 4.50340657,  5.42884873,  3.58161573,  4.7678836 ,  3.36587558,\n",
       "         3.31218618,  3.29197855,  3.11742868],\n",
       "       [ 4.9343656 ,  4.50312641,  3.06410795,  4.1460287 ,  4.20752265,\n",
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       "         4.81859929,  4.32088126,  3.99408082],\n",
       "       [ 4.22751215,  3.72483849,  3.052807  ,  4.8825891 ,  5.19643123,\n",
       "         3.34155569,  4.70708599,  5.31567587],\n",
       "       [ 3.02585771,  5.11244217,  3.80397029,  3.27875617,  4.80393395,\n",
       "         3.51682872,  5.07840809,  3.5129561 ],\n",
       "       [ 4.4251069 ,  5.3752273 ,  5.46760444,  5.20588442,  4.18651919,\n",
       "         5.14905149,  5.45932923,  4.01350932],\n",
       "       [ 5.38007162,  4.1276884 ,  5.38312457,  4.76179486,  3.30332889,\n",
       "         4.46702301,  4.69884474,  4.77690508],\n",
       "       [ 3.00677091,  3.4469125 ,  4.76992776,  4.48023786,  3.32217785,\n",
       "         3.59111727,  4.14594689,  4.55687096],\n",
       "       [ 4.80273769,  3.0067217 ,  3.55790414,  4.1787185 ,  5.24763488,\n",
       "         3.78745642,  3.05170155,  4.38245616],\n",
       "       [ 3.66494865,  3.4755735 ,  3.85372731,  4.95345323,  3.49351705,\n",
       "         3.63653774,  3.92065668,  3.35938218],\n",
       "       [ 4.44604548,  4.84295448,  3.97468656,  3.08184419,  3.84373823,\n",
       "         3.40308626,  5.20635013,  4.31530617],\n",
       "       [ 4.83303731,  5.26544156,  4.79005288,  4.10715544,  4.1840962 ,\n",
       "         4.68532049,  4.98647697,  3.35805832],\n",
       "       [ 4.73463717,  5.0705869 ,  5.26148072,  3.27994518,  3.04312064,\n",
       "         5.48429428,  3.18911559,  4.42769038],\n",
       "       [ 3.19969762,  5.24394844,  5.48529331,  4.8516288 ,  4.08292932,\n",
       "         4.60786139,  3.80366741,  3.27038294],\n",
       "       [ 4.52678374,  5.45339392,  3.65447794,  5.33909709,  4.11770302,\n",
       "         3.01124116,  4.3098767 ,  5.11935637],\n",
       "       [ 4.06957801,  4.68390548,  3.3986414 ,  4.11441585,  5.46773049,\n",
       "         3.23658053,  4.11935838,  4.33178804],\n",
       "       [ 3.93082781,  5.03285967,  3.10780338,  5.27415895,  3.24977861,\n",
       "         3.83773374,  4.4503578 ,  4.47193722],\n",
       "       [ 3.87466112,  3.63934649,  4.34159836,  5.43815178,  5.04420839,\n",
       "         4.32230027,  4.94047078,  5.31066066],\n",
       "       [ 5.25469328,  4.7493685 ,  3.14111864,  4.63231026,  3.37086607,\n",
       "         5.32278047,  3.12937722,  4.11886083],\n",
       "       [ 4.93505587,  3.56980783,  4.83490956,  3.35109833,  5.31017384,\n",
       "         4.09693982,  4.71540891,  4.76559114],\n",
       "       [ 4.62710459,  5.27991888,  4.71172136,  4.19277105,  4.47211167,\n",
       "         5.4714774 ,  4.82049551,  3.33578719],\n",
       "       [ 4.46989119,  4.42398564,  3.15205586,  3.71123413,  4.54193158,\n",
       "         3.28617855,  5.00650794,  4.03377559],\n",
       "       [ 5.04050467,  3.5342751 ,  4.79031465,  3.54451223,  4.59571759,\n",
       "         3.44283638,  4.80679394,  4.48237688],\n",
       "       [ 4.64718492,  4.11686519,  4.37405122,  4.76669903,  3.42700118,\n",
       "         3.830269  ,  4.64517787,  4.04473858],\n",
       "       [ 3.99821229,  4.77045765,  5.45232978,  5.28890786,  4.94138515,\n",
       "         3.83009708,  5.47918767,  4.36331649],\n",
       "       [ 3.0560675 ,  3.04241874,  5.04700571,  4.25747243,  5.0074655 ,\n",
       "         4.13759045,  4.98522456,  4.93354   ],\n",
       "       [ 3.359358  ,  5.02261876,  4.95206593,  5.23663157,  3.88963994,\n",
       "         4.17667344,  5.46681691,  3.65444141],\n",
       "       [ 4.57811208,  3.77528405,  3.98018041,  3.92244186,  4.58633208,\n",
       "         3.87982197,  4.89929061,  4.63745862],\n",
       "       [ 4.6881963 ,  3.92501285,  4.24651386,  5.23748489,  4.41572112,\n",
       "         4.03531353,  3.4097401 ,  4.86244714],\n",
       "       [ 4.43054314,  5.18487701,  5.00119972,  3.79518298,  3.45733685,\n",
       "         3.52241446,  5.46351052,  4.84601359],\n",
       "       [ 4.85729065,  5.08654859,  3.65000146,  3.62933208,  3.26841819,\n",
       "         3.7182582 ,  4.47288328,  4.14404463],\n",
       "       [ 5.35666114,  5.47401168,  4.26691813,  4.85891981,  5.16756617,\n",
       "         4.22191439,  3.20837353,  4.43989346],\n",
       "       [ 3.43296635,  5.45793969,  5.10607483,  4.65365598,  4.55208699,\n",
       "         5.15915476,  5.01131838,  3.70552527],\n",
       "       [ 3.22876503,  3.24084105,  3.35319566,  3.39873999,  3.48851845,\n",
       "         4.67026306,  5.17209217,  5.04931666],\n",
       "       [ 4.01438214,  4.45302998,  3.48151085,  3.8357527 ,  5.35613472,\n",
       "         4.26767525,  3.31944273,  3.12066887],\n",
       "       [ 3.50126286,  5.21140404,  4.75975088,  3.12415807,  3.17607341,\n",
       "         4.11952417,  4.59968999,  4.42623179],\n",
       "       [ 4.67231294,  4.26989541,  4.54235032,  3.43702225,  4.16170864,\n",
       "         3.36408907,  4.18008213,  3.09851025],\n",
       "       [ 4.96267298,  3.90848565,  3.33176974,  4.42710029,  3.95213204,\n",
       "         3.98681422,  4.59417667,  3.36720077],\n",
       "       [ 3.66977381,  4.94081959,  4.99963368,  4.61816729,  4.64125924,\n",
       "         4.06211372,  5.14307955,  5.37516796],\n",
       "       [ 4.30743229,  3.39573588,  4.66934834,  4.58464784,  3.03194431,\n",
       "         4.09188078,  3.53103891,  4.54498852],\n",
       "       [ 4.59883203,  3.25805801,  4.19896757,  3.33746412,  3.06484538,\n",
       "         3.49964842,  4.41398328,  4.23959635],\n",
       "       [ 3.69686644,  4.33582806,  3.34704808,  3.48355172,  4.28908336,\n",
       "         3.88607494,  5.42099993,  5.30030146],\n",
       "       [ 4.75695478,  4.85111755,  3.31343701,  5.30431503,  4.8410901 ,\n",
       "         4.62603581,  5.21390253,  3.7746324 ],\n",
       "       [ 4.14558082,  5.079126  ,  4.19851139,  3.90078585,  5.20879052,\n",
       "         5.04916389,  4.32425381,  3.68422514],\n",
       "       [ 4.66182607,  4.4950265 ,  4.42139667,  4.47936995,  3.16529921,\n",
       "         3.22091688,  3.54026633,  5.11499785],\n",
       "       [ 4.32541926,  4.01131267,  3.18776364,  3.54396018,  4.80813839,\n",
       "         3.5829535 ,  5.17206228,  3.61680302],\n",
       "       [ 5.39460458,  5.38938321,  3.72271228,  4.62836563,  5.15749405,\n",
       "         3.76235652,  4.77970834,  4.95159303],\n",
       "       [ 3.33296219,  4.02357184,  3.17020858,  4.02944367,  3.30606734,\n",
       "         4.26680903,  3.25683998,  4.21291987],\n",
       "       [ 3.05939677,  3.68138445,  4.60823857,  4.92845295,  3.2573187 ,\n",
       "         4.82438047,  4.96699083,  4.42752113],\n",
       "       [ 5.03339517,  5.48106646,  3.75762673,  3.29229215,  3.16753468,\n",
       "         4.35746415,  3.83356269,  3.70534977],\n",
       "       [ 4.02401974,  3.43087775,  4.17982617,  3.16014698,  3.54755335,\n",
       "         4.97773586,  4.44588947,  4.33823544],\n",
       "       [ 3.25436316,  3.39324593,  4.98660935,  3.60994652,  4.31580964,\n",
       "         4.92881507,  4.01876391,  4.8548454 ],\n",
       "       [ 3.79532496,  4.82416677,  4.02086977,  3.00699998,  4.21101417,\n",
       "         4.50776035,  5.31673103,  3.40676662],\n",
       "       [ 5.0652577 ,  4.79759596,  4.46651034,  4.63735736,  4.91476009,\n",
       "         4.03188109,  4.74405011,  4.29423785],\n",
       "       [ 3.9858426 ,  3.54757366,  4.64219903,  5.16591258,  4.6928697 ,\n",
       "         4.40397029,  5.39135372,  4.65382937],\n",
       "       [ 4.49029364,  5.08120496,  3.46378836,  5.16268986,  3.65983686,\n",
       "         3.20585609,  4.06303892,  4.60189998],\n",
       "       [ 4.77989193,  4.61303632,  5.17551798,  4.08415078,  3.84579643,\n",
       "         4.12825071,  4.87487814,  4.26868309],\n",
       "       [ 5.12267902,  3.71408831,  3.87142717,  4.20632326,  5.26793715,\n",
       "         4.90157541,  5.0499566 ,  3.47099783],\n",
       "       [ 3.82853803,  3.88213177,  3.17480983,  4.00755061,  5.39411998,\n",
       "         5.4109058 ,  3.70365124,  5.05653241],\n",
       "       [ 5.30466974,  3.13159779,  3.51352395,  4.37905314,  4.54319328,\n",
       "         4.22618931,  4.11636492,  3.20274205],\n",
       "       [ 4.93256543,  3.39645699,  4.55501613,  4.47486135,  3.50502832,\n",
       "         4.21762607,  3.15257475,  4.8249085 ],\n",
       "       [ 3.06810242,  3.53934894,  3.34097039,  5.30109644,  4.55439884,\n",
       "         4.06233365,  3.44875005,  4.22596643],\n",
       "       [ 4.69547989,  5.20936403,  3.82990434,  4.7890181 ,  3.5591719 ,\n",
       "         4.61796452,  3.28401645,  3.40608411],\n",
       "       [ 3.9855476 ,  4.49331936,  4.52580861,  5.1247888 ,  5.41759954,\n",
       "         4.50567589,  3.75681798,  5.09223871],\n",
       "       [ 4.99524085,  3.09346398,  3.86970557,  3.78780205,  4.82467619,\n",
       "         4.11956416,  3.72926268,  4.93102293],\n",
       "       [ 4.06971344,  3.33140752,  4.06180452,  4.24282157,  3.76081083,\n",
       "         5.15507679,  4.73966445,  4.16500015],\n",
       "       [ 5.07425073,  3.81650046,  3.47193345,  3.51807027,  5.22969768,\n",
       "         4.01976563,  3.09660176,  4.76578796],\n",
       "       [ 4.08422485,  3.54191733,  5.22499952,  4.05192327,  4.57001545,\n",
       "         3.84251768,  3.35673656,  4.08672223],\n",
       "       [ 3.29187351,  5.41957663,  3.28482824,  4.55827798,  3.89449028,\n",
       "         4.2524979 ,  3.96737268,  5.31301459],\n",
       "       [ 4.93821372,  3.07562209,  3.05453998,  3.0954625 ,  4.38001275,\n",
       "         5.43476702,  4.49208957,  3.27429506],\n",
       "       [ 4.42068744,  5.14002563,  5.18171842,  3.89287149,  4.16204305,\n",
       "         4.56067255,  4.16135927,  3.10619921],\n",
       "       [ 4.70128513,  3.74306823,  3.00996823,  4.94879531,  4.16968537,\n",
       "         3.24805062,  3.78771217,  5.47487034],\n",
       "       [ 4.99876789,  4.91539143,  4.51032681,  5.44668019,  3.50325006,\n",
       "         4.23558851,  3.9081896 ,  4.25832685],\n",
       "       [ 5.36962482,  4.62324601,  3.97441145,  3.53718382,  4.9666023 ,\n",
       "         5.21668077,  5.07273696,  5.10881428],\n",
       "       [ 3.65273922,  3.00625278,  3.43767909,  3.23669762,  3.43366573,\n",
       "         4.2909201 ,  3.14554381,  3.20554306],\n",
       "       [ 4.78812773,  3.85005466,  3.51065093,  4.44132974,  5.21837252,\n",
       "         4.84453621,  4.20440831,  5.26865882],\n",
       "       [ 4.01647608,  3.97586986,  4.99631564,  4.43468878,  3.79566591,\n",
       "         5.3386987 ,  5.10302865,  3.04420117],\n",
       "       [ 4.23523997,  4.7657849 ,  4.96040087,  5.35093013,  3.91331063,\n",
       "         4.92319026,  3.60809197,  5.39906371],\n",
       "       [ 4.40635364,  4.18032153,  4.16806424,  3.21477046,  5.24041604,\n",
       "         5.48765327,  4.67317669,  4.73012318],\n",
       "       [ 4.68839499,  3.88441203,  5.34998115,  5.30948543,  3.39953188,\n",
       "         3.36125584,  5.34565896,  4.40572227],\n",
       "       [ 3.70513983,  4.16246656,  3.3411396 ,  4.67014454,  4.36455263,\n",
       "         3.68690158,  4.51438278,  3.71352356],\n",
       "       [ 5.03600406,  5.4065577 ,  5.40423982,  3.13495821,  3.25316969,\n",
       "         4.32386153,  4.67280541,  4.11813997],\n",
       "       [ 3.31815066,  4.24813995,  3.16874673,  3.00882331,  3.82986901,\n",
       "         4.29466145,  3.57828316,  5.02018201],\n",
       "       [ 3.11306131,  5.02578878,  3.67491325,  4.29008742,  3.41660955,\n",
       "         3.3781815 ,  5.4131924 ,  5.44255504],\n",
       "       [ 4.78037568,  3.8911575 ,  3.66528093,  3.36915142,  3.71639825,\n",
       "         4.2662974 ,  4.60086786,  5.00602178],\n",
       "       [ 4.41822457,  3.7289616 ,  3.9332983 ,  4.02549896,  4.8582416 ,\n",
       "         4.13721774,  4.16163398,  3.66397082],\n",
       "       [ 4.22083805,  3.78934825,  3.64218245,  3.52426072,  5.14938338,\n",
       "         3.66195943,  3.24121393,  4.60212398],\n",
       "       [ 3.35481129,  3.48035456,  5.16437121,  4.43885077,  4.49599996,\n",
       "         3.84798379,  3.78932257,  4.87388941]])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a = np.random.uniform(low = 3, high = 5.5, size = (100, 8))\n",
    "a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "a = pd.DataFrame(a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3.59</td>\n",
       "      <td>4.48</td>\n",
       "      <td>3.02</td>\n",
       "      <td>4.42</td>\n",
       "      <td>4.16</td>\n",
       "      <td>5.00</td>\n",
       "      <td>3.65</td>\n",
       "      <td>4.55</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3.54</td>\n",
       "      <td>3.26</td>\n",
       "      <td>3.50</td>\n",
       "      <td>4.31</td>\n",
       "      <td>3.07</td>\n",
       "      <td>4.61</td>\n",
       "      <td>4.28</td>\n",
       "      <td>3.73</td>\n",
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       "      <th>2</th>\n",
       "      <td>4.12</td>\n",
       "      <td>3.10</td>\n",
       "      <td>3.65</td>\n",
       "      <td>4.22</td>\n",
       "      <td>3.33</td>\n",
       "      <td>5.28</td>\n",
       "      <td>4.65</td>\n",
       "      <td>3.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.31</td>\n",
       "      <td>5.37</td>\n",
       "      <td>4.69</td>\n",
       "      <td>4.33</td>\n",
       "      <td>5.10</td>\n",
       "      <td>3.50</td>\n",
       "      <td>3.92</td>\n",
       "      <td>4.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.07</td>\n",
       "      <td>3.41</td>\n",
       "      <td>3.32</td>\n",
       "      <td>3.23</td>\n",
       "      <td>5.20</td>\n",
       "      <td>3.21</td>\n",
       "      <td>5.34</td>\n",
       "      <td>4.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>4.83</td>\n",
       "      <td>3.17</td>\n",
       "      <td>4.75</td>\n",
       "      <td>3.73</td>\n",
       "      <td>4.37</td>\n",
       "      <td>4.88</td>\n",
       "      <td>5.37</td>\n",
       "      <td>4.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>4.19</td>\n",
       "      <td>3.26</td>\n",
       "      <td>4.19</td>\n",
       "      <td>4.49</td>\n",
       "      <td>4.98</td>\n",
       "      <td>3.78</td>\n",
       "      <td>3.57</td>\n",
       "      <td>5.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>4.20</td>\n",
       "      <td>3.44</td>\n",
       "      <td>3.74</td>\n",
       "      <td>4.94</td>\n",
       "      <td>4.19</td>\n",
       "      <td>3.96</td>\n",
       "      <td>3.78</td>\n",
       "      <td>4.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>4.95</td>\n",
       "      <td>5.24</td>\n",
       "      <td>3.51</td>\n",
       "      <td>4.73</td>\n",
       "      <td>4.17</td>\n",
       "      <td>3.34</td>\n",
       "      <td>4.55</td>\n",
       "      <td>3.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>4.85</td>\n",
       "      <td>3.48</td>\n",
       "      <td>4.63</td>\n",
       "      <td>4.85</td>\n",
       "      <td>4.89</td>\n",
       "      <td>3.75</td>\n",
       "      <td>4.58</td>\n",
       "      <td>5.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>4.17</td>\n",
       "      <td>4.12</td>\n",
       "      <td>5.43</td>\n",
       "      <td>4.23</td>\n",
       "      <td>4.74</td>\n",
       "      <td>4.85</td>\n",
       "      <td>3.25</td>\n",
       "      <td>3.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>5.06</td>\n",
       "      <td>4.55</td>\n",
       "      <td>3.11</td>\n",
       "      <td>4.51</td>\n",
       "      <td>4.48</td>\n",
       "      <td>4.32</td>\n",
       "      <td>5.03</td>\n",
       "      <td>3.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>4.50</td>\n",
       "      <td>5.43</td>\n",
       "      <td>3.58</td>\n",
       "      <td>4.77</td>\n",
       "      <td>3.37</td>\n",
       "      <td>3.31</td>\n",
       "      <td>3.29</td>\n",
       "      <td>3.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>4.93</td>\n",
       "      <td>4.50</td>\n",
       "      <td>3.06</td>\n",
       "      <td>4.15</td>\n",
       "      <td>4.21</td>\n",
       "      <td>3.22</td>\n",
       "      <td>3.79</td>\n",
       "      <td>3.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>3.59</td>\n",
       "      <td>3.29</td>\n",
       "      <td>3.70</td>\n",
       "      <td>4.86</td>\n",
       "      <td>3.24</td>\n",
       "      <td>4.82</td>\n",
       "      <td>4.32</td>\n",
       "      <td>3.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>4.23</td>\n",
       "      <td>3.72</td>\n",
       "      <td>3.05</td>\n",
       "      <td>4.88</td>\n",
       "      <td>5.20</td>\n",
       "      <td>3.34</td>\n",
       "      <td>4.71</td>\n",
       "      <td>5.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>3.03</td>\n",
       "      <td>5.11</td>\n",
       "      <td>3.80</td>\n",
       "      <td>3.28</td>\n",
       "      <td>4.80</td>\n",
       "      <td>3.52</td>\n",
       "      <td>5.08</td>\n",
       "      <td>3.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>4.43</td>\n",
       "      <td>5.38</td>\n",
       "      <td>5.47</td>\n",
       "      <td>5.21</td>\n",
       "      <td>4.19</td>\n",
       "      <td>5.15</td>\n",
       "      <td>5.46</td>\n",
       "      <td>4.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>5.38</td>\n",
       "      <td>4.13</td>\n",
       "      <td>5.38</td>\n",
       "      <td>4.76</td>\n",
       "      <td>3.30</td>\n",
       "      <td>4.47</td>\n",
       "      <td>4.70</td>\n",
       "      <td>4.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>3.01</td>\n",
       "      <td>3.45</td>\n",
       "      <td>4.77</td>\n",
       "      <td>4.48</td>\n",
       "      <td>3.32</td>\n",
       "      <td>3.59</td>\n",
       "      <td>4.15</td>\n",
       "      <td>4.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>4.80</td>\n",
       "      <td>3.01</td>\n",
       "      <td>3.56</td>\n",
       "      <td>4.18</td>\n",
       "      <td>5.25</td>\n",
       "      <td>3.79</td>\n",
       "      <td>3.05</td>\n",
       "      <td>4.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>3.66</td>\n",
       "      <td>3.48</td>\n",
       "      <td>3.85</td>\n",
       "      <td>4.95</td>\n",
       "      <td>3.49</td>\n",
       "      <td>3.64</td>\n",
       "      <td>3.92</td>\n",
       "      <td>3.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>4.45</td>\n",
       "      <td>4.84</td>\n",
       "      <td>3.97</td>\n",
       "      <td>3.08</td>\n",
       "      <td>3.84</td>\n",
       "      <td>3.40</td>\n",
       "      <td>5.21</td>\n",
       "      <td>4.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>4.83</td>\n",
       "      <td>5.27</td>\n",
       "      <td>4.79</td>\n",
       "      <td>4.11</td>\n",
       "      <td>4.18</td>\n",
       "      <td>4.69</td>\n",
       "      <td>4.99</td>\n",
       "      <td>3.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>4.73</td>\n",
       "      <td>5.07</td>\n",
       "      <td>5.26</td>\n",
       "      <td>3.28</td>\n",
       "      <td>3.04</td>\n",
       "      <td>5.48</td>\n",
       "      <td>3.19</td>\n",
       "      <td>4.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>3.20</td>\n",
       "      <td>5.24</td>\n",
       "      <td>5.49</td>\n",
       "      <td>4.85</td>\n",
       "      <td>4.08</td>\n",
       "      <td>4.61</td>\n",
       "      <td>3.80</td>\n",
       "      <td>3.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>4.53</td>\n",
       "      <td>5.45</td>\n",
       "      <td>3.65</td>\n",
       "      <td>5.34</td>\n",
       "      <td>4.12</td>\n",
       "      <td>3.01</td>\n",
       "      <td>4.31</td>\n",
       "      <td>5.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>4.07</td>\n",
       "      <td>4.68</td>\n",
       "      <td>3.40</td>\n",
       "      <td>4.11</td>\n",
       "      <td>5.47</td>\n",
       "      <td>3.24</td>\n",
       "      <td>4.12</td>\n",
       "      <td>4.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>3.93</td>\n",
       "      <td>5.03</td>\n",
       "      <td>3.11</td>\n",
       "      <td>5.27</td>\n",
       "      <td>3.25</td>\n",
       "      <td>3.84</td>\n",
       "      <td>4.45</td>\n",
       "      <td>4.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>3.87</td>\n",
       "      <td>3.64</td>\n",
       "      <td>4.34</td>\n",
       "      <td>5.44</td>\n",
       "      <td>5.04</td>\n",
       "      <td>4.32</td>\n",
       "      <td>4.94</td>\n",
       "      <td>5.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>3.83</td>\n",
       "      <td>3.88</td>\n",
       "      <td>3.17</td>\n",
       "      <td>4.01</td>\n",
       "      <td>5.39</td>\n",
       "      <td>5.41</td>\n",
       "      <td>3.70</td>\n",
       "      <td>5.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>5.30</td>\n",
       "      <td>3.13</td>\n",
       "      <td>3.51</td>\n",
       "      <td>4.38</td>\n",
       "      <td>4.54</td>\n",
       "      <td>4.23</td>\n",
       "      <td>4.12</td>\n",
       "      <td>3.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>4.93</td>\n",
       "      <td>3.40</td>\n",
       "      <td>4.56</td>\n",
       "      <td>4.47</td>\n",
       "      <td>3.51</td>\n",
       "      <td>4.22</td>\n",
       "      <td>3.15</td>\n",
       "      <td>4.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>3.07</td>\n",
       "      <td>3.54</td>\n",
       "      <td>3.34</td>\n",
       "      <td>5.30</td>\n",
       "      <td>4.55</td>\n",
       "      <td>4.06</td>\n",
       "      <td>3.45</td>\n",
       "      <td>4.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>4.70</td>\n",
       "      <td>5.21</td>\n",
       "      <td>3.83</td>\n",
       "      <td>4.79</td>\n",
       "      <td>3.56</td>\n",
       "      <td>4.62</td>\n",
       "      <td>3.28</td>\n",
       "      <td>3.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>3.99</td>\n",
       "      <td>4.49</td>\n",
       "      <td>4.53</td>\n",
       "      <td>5.12</td>\n",
       "      <td>5.42</td>\n",
       "      <td>4.51</td>\n",
       "      <td>3.76</td>\n",
       "      <td>5.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>5.00</td>\n",
       "      <td>3.09</td>\n",
       "      <td>3.87</td>\n",
       "      <td>3.79</td>\n",
       "      <td>4.82</td>\n",
       "      <td>4.12</td>\n",
       "      <td>3.73</td>\n",
       "      <td>4.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>4.07</td>\n",
       "      <td>3.33</td>\n",
       "      <td>4.06</td>\n",
       "      <td>4.24</td>\n",
       "      <td>3.76</td>\n",
       "      <td>5.16</td>\n",
       "      <td>4.74</td>\n",
       "      <td>4.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>5.07</td>\n",
       "      <td>3.82</td>\n",
       "      <td>3.47</td>\n",
       "      <td>3.52</td>\n",
       "      <td>5.23</td>\n",
       "      <td>4.02</td>\n",
       "      <td>3.10</td>\n",
       "      <td>4.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>4.08</td>\n",
       "      <td>3.54</td>\n",
       "      <td>5.22</td>\n",
       "      <td>4.05</td>\n",
       "      <td>4.57</td>\n",
       "      <td>3.84</td>\n",
       "      <td>3.36</td>\n",
       "      <td>4.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>3.29</td>\n",
       "      <td>5.42</td>\n",
       "      <td>3.28</td>\n",
       "      <td>4.56</td>\n",
       "      <td>3.89</td>\n",
       "      <td>4.25</td>\n",
       "      <td>3.97</td>\n",
       "      <td>5.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>4.94</td>\n",
       "      <td>3.08</td>\n",
       "      <td>3.05</td>\n",
       "      <td>3.10</td>\n",
       "      <td>4.38</td>\n",
       "      <td>5.43</td>\n",
       "      <td>4.49</td>\n",
       "      <td>3.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>4.42</td>\n",
       "      <td>5.14</td>\n",
       "      <td>5.18</td>\n",
       "      <td>3.89</td>\n",
       "      <td>4.16</td>\n",
       "      <td>4.56</td>\n",
       "      <td>4.16</td>\n",
       "      <td>3.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>4.70</td>\n",
       "      <td>3.74</td>\n",
       "      <td>3.01</td>\n",
       "      <td>4.95</td>\n",
       "      <td>4.17</td>\n",
       "      <td>3.25</td>\n",
       "      <td>3.79</td>\n",
       "      <td>5.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>5.00</td>\n",
       "      <td>4.92</td>\n",
       "      <td>4.51</td>\n",
       "      <td>5.45</td>\n",
       "      <td>3.50</td>\n",
       "      <td>4.24</td>\n",
       "      <td>3.91</td>\n",
       "      <td>4.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>5.37</td>\n",
       "      <td>4.62</td>\n",
       "      <td>3.97</td>\n",
       "      <td>3.54</td>\n",
       "      <td>4.97</td>\n",
       "      <td>5.22</td>\n",
       "      <td>5.07</td>\n",
       "      <td>5.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>3.65</td>\n",
       "      <td>3.01</td>\n",
       "      <td>3.44</td>\n",
       "      <td>3.24</td>\n",
       "      <td>3.43</td>\n",
       "      <td>4.29</td>\n",
       "      <td>3.15</td>\n",
       "      <td>3.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>4.79</td>\n",
       "      <td>3.85</td>\n",
       "      <td>3.51</td>\n",
       "      <td>4.44</td>\n",
       "      <td>5.22</td>\n",
       "      <td>4.84</td>\n",
       "      <td>4.20</td>\n",
       "      <td>5.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>4.02</td>\n",
       "      <td>3.98</td>\n",
       "      <td>5.00</td>\n",
       "      <td>4.43</td>\n",
       "      <td>3.80</td>\n",
       "      <td>5.34</td>\n",
       "      <td>5.10</td>\n",
       "      <td>3.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>4.24</td>\n",
       "      <td>4.77</td>\n",
       "      <td>4.96</td>\n",
       "      <td>5.35</td>\n",
       "      <td>3.91</td>\n",
       "      <td>4.92</td>\n",
       "      <td>3.61</td>\n",
       "      <td>5.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>4.41</td>\n",
       "      <td>4.18</td>\n",
       "      <td>4.17</td>\n",
       "      <td>3.21</td>\n",
       "      <td>5.24</td>\n",
       "      <td>5.49</td>\n",
       "      <td>4.67</td>\n",
       "      <td>4.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>4.69</td>\n",
       "      <td>3.88</td>\n",
       "      <td>5.35</td>\n",
       "      <td>5.31</td>\n",
       "      <td>3.40</td>\n",
       "      <td>3.36</td>\n",
       "      <td>5.35</td>\n",
       "      <td>4.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>3.71</td>\n",
       "      <td>4.16</td>\n",
       "      <td>3.34</td>\n",
       "      <td>4.67</td>\n",
       "      <td>4.36</td>\n",
       "      <td>3.69</td>\n",
       "      <td>4.51</td>\n",
       "      <td>3.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>5.04</td>\n",
       "      <td>5.41</td>\n",
       "      <td>5.40</td>\n",
       "      <td>3.13</td>\n",
       "      <td>3.25</td>\n",
       "      <td>4.32</td>\n",
       "      <td>4.67</td>\n",
       "      <td>4.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>3.32</td>\n",
       "      <td>4.25</td>\n",
       "      <td>3.17</td>\n",
       "      <td>3.01</td>\n",
       "      <td>3.83</td>\n",
       "      <td>4.29</td>\n",
       "      <td>3.58</td>\n",
       "      <td>5.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>3.11</td>\n",
       "      <td>5.03</td>\n",
       "      <td>3.67</td>\n",
       "      <td>4.29</td>\n",
       "      <td>3.42</td>\n",
       "      <td>3.38</td>\n",
       "      <td>5.41</td>\n",
       "      <td>5.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>4.78</td>\n",
       "      <td>3.89</td>\n",
       "      <td>3.67</td>\n",
       "      <td>3.37</td>\n",
       "      <td>3.72</td>\n",
       "      <td>4.27</td>\n",
       "      <td>4.60</td>\n",
       "      <td>5.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>4.42</td>\n",
       "      <td>3.73</td>\n",
       "      <td>3.93</td>\n",
       "      <td>4.03</td>\n",
       "      <td>4.86</td>\n",
       "      <td>4.14</td>\n",
       "      <td>4.16</td>\n",
       "      <td>3.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>4.22</td>\n",
       "      <td>3.79</td>\n",
       "      <td>3.64</td>\n",
       "      <td>3.52</td>\n",
       "      <td>5.15</td>\n",
       "      <td>3.66</td>\n",
       "      <td>3.24</td>\n",
       "      <td>4.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>3.35</td>\n",
       "      <td>3.48</td>\n",
       "      <td>5.16</td>\n",
       "      <td>4.44</td>\n",
       "      <td>4.50</td>\n",
       "      <td>3.85</td>\n",
       "      <td>3.79</td>\n",
       "      <td>4.87</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       0     1     2     3     4     5     6     7\n",
       "0   3.59  4.48  3.02  4.42  4.16  5.00  3.65  4.55\n",
       "1   3.54  3.26  3.50  4.31  3.07  4.61  4.28  3.73\n",
       "2   4.12  3.10  3.65  4.22  3.33  5.28  4.65  3.16\n",
       "3   3.31  5.37  4.69  4.33  5.10  3.50  3.92  4.60\n",
       "4   5.07  3.41  3.32  3.23  5.20  3.21  5.34  4.56\n",
       "5   4.83  3.17  4.75  3.73  4.37  4.88  5.37  4.33\n",
       "6   4.19  3.26  4.19  4.49  4.98  3.78  3.57  5.39\n",
       "7   4.20  3.44  3.74  4.94  4.19  3.96  3.78  4.91\n",
       "8   4.95  5.24  3.51  4.73  4.17  3.34  4.55  3.12\n",
       "9   4.85  3.48  4.63  4.85  4.89  3.75  4.58  5.37\n",
       "10  4.17  4.12  5.43  4.23  4.74  4.85  3.25  3.91\n",
       "11  5.06  4.55  3.11  4.51  4.48  4.32  5.03  3.83\n",
       "12  4.50  5.43  3.58  4.77  3.37  3.31  3.29  3.12\n",
       "13  4.93  4.50  3.06  4.15  4.21  3.22  3.79  3.57\n",
       "14  3.59  3.29  3.70  4.86  3.24  4.82  4.32  3.99\n",
       "15  4.23  3.72  3.05  4.88  5.20  3.34  4.71  5.32\n",
       "16  3.03  5.11  3.80  3.28  4.80  3.52  5.08  3.51\n",
       "17  4.43  5.38  5.47  5.21  4.19  5.15  5.46  4.01\n",
       "18  5.38  4.13  5.38  4.76  3.30  4.47  4.70  4.78\n",
       "19  3.01  3.45  4.77  4.48  3.32  3.59  4.15  4.56\n",
       "20  4.80  3.01  3.56  4.18  5.25  3.79  3.05  4.38\n",
       "21  3.66  3.48  3.85  4.95  3.49  3.64  3.92  3.36\n",
       "22  4.45  4.84  3.97  3.08  3.84  3.40  5.21  4.32\n",
       "23  4.83  5.27  4.79  4.11  4.18  4.69  4.99  3.36\n",
       "24  4.73  5.07  5.26  3.28  3.04  5.48  3.19  4.43\n",
       "25  3.20  5.24  5.49  4.85  4.08  4.61  3.80  3.27\n",
       "26  4.53  5.45  3.65  5.34  4.12  3.01  4.31  5.12\n",
       "27  4.07  4.68  3.40  4.11  5.47  3.24  4.12  4.33\n",
       "28  3.93  5.03  3.11  5.27  3.25  3.84  4.45  4.47\n",
       "29  3.87  3.64  4.34  5.44  5.04  4.32  4.94  5.31\n",
       "..   ...   ...   ...   ...   ...   ...   ...   ...\n",
       "70  3.83  3.88  3.17  4.01  5.39  5.41  3.70  5.06\n",
       "71  5.30  3.13  3.51  4.38  4.54  4.23  4.12  3.20\n",
       "72  4.93  3.40  4.56  4.47  3.51  4.22  3.15  4.82\n",
       "73  3.07  3.54  3.34  5.30  4.55  4.06  3.45  4.23\n",
       "74  4.70  5.21  3.83  4.79  3.56  4.62  3.28  3.41\n",
       "75  3.99  4.49  4.53  5.12  5.42  4.51  3.76  5.09\n",
       "76  5.00  3.09  3.87  3.79  4.82  4.12  3.73  4.93\n",
       "77  4.07  3.33  4.06  4.24  3.76  5.16  4.74  4.17\n",
       "78  5.07  3.82  3.47  3.52  5.23  4.02  3.10  4.77\n",
       "79  4.08  3.54  5.22  4.05  4.57  3.84  3.36  4.09\n",
       "80  3.29  5.42  3.28  4.56  3.89  4.25  3.97  5.31\n",
       "81  4.94  3.08  3.05  3.10  4.38  5.43  4.49  3.27\n",
       "82  4.42  5.14  5.18  3.89  4.16  4.56  4.16  3.11\n",
       "83  4.70  3.74  3.01  4.95  4.17  3.25  3.79  5.47\n",
       "84  5.00  4.92  4.51  5.45  3.50  4.24  3.91  4.26\n",
       "85  5.37  4.62  3.97  3.54  4.97  5.22  5.07  5.11\n",
       "86  3.65  3.01  3.44  3.24  3.43  4.29  3.15  3.21\n",
       "87  4.79  3.85  3.51  4.44  5.22  4.84  4.20  5.27\n",
       "88  4.02  3.98  5.00  4.43  3.80  5.34  5.10  3.04\n",
       "89  4.24  4.77  4.96  5.35  3.91  4.92  3.61  5.40\n",
       "90  4.41  4.18  4.17  3.21  5.24  5.49  4.67  4.73\n",
       "91  4.69  3.88  5.35  5.31  3.40  3.36  5.35  4.41\n",
       "92  3.71  4.16  3.34  4.67  4.36  3.69  4.51  3.71\n",
       "93  5.04  5.41  5.40  3.13  3.25  4.32  4.67  4.12\n",
       "94  3.32  4.25  3.17  3.01  3.83  4.29  3.58  5.02\n",
       "95  3.11  5.03  3.67  4.29  3.42  3.38  5.41  5.44\n",
       "96  4.78  3.89  3.67  3.37  3.72  4.27  4.60  5.01\n",
       "97  4.42  3.73  3.93  4.03  4.86  4.14  4.16  3.66\n",
       "98  4.22  3.79  3.64  3.52  5.15  3.66  3.24  4.60\n",
       "99  3.35  3.48  5.16  4.44  4.50  3.85  3.79  4.87\n",
       "\n",
       "[100 rows x 8 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a.round(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SEM 1 SGPA</th>\n",
       "      <th>SEM 2 SGPA</th>\n",
       "      <th>SEM 3 SGPA</th>\n",
       "      <th>SEM 4 SGPA</th>\n",
       "      <th>SEM 5 SGPA</th>\n",
       "      <th>SEM 6 SGPA</th>\n",
       "      <th>SEM 7 SGPA</th>\n",
       "      <th>SEM 8 SGPA</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3.585948</td>\n",
       "      <td>4.480362</td>\n",
       "      <td>3.016558</td>\n",
       "      <td>4.424347</td>\n",
       "      <td>4.159870</td>\n",
       "      <td>4.999487</td>\n",
       "      <td>3.645386</td>\n",
       "      <td>4.553600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3.536259</td>\n",
       "      <td>3.258161</td>\n",
       "      <td>3.504476</td>\n",
       "      <td>4.308384</td>\n",
       "      <td>3.070441</td>\n",
       "      <td>4.613559</td>\n",
       "      <td>4.284600</td>\n",
       "      <td>3.730822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.119372</td>\n",
       "      <td>3.096772</td>\n",
       "      <td>3.651139</td>\n",
       "      <td>4.215103</td>\n",
       "      <td>3.331902</td>\n",
       "      <td>5.284978</td>\n",
       "      <td>4.647015</td>\n",
       "      <td>3.162717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.312428</td>\n",
       "      <td>5.368669</td>\n",
       "      <td>4.691838</td>\n",
       "      <td>4.332231</td>\n",
       "      <td>5.104005</td>\n",
       "      <td>3.503175</td>\n",
       "      <td>3.918690</td>\n",
       "      <td>4.598223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.072688</td>\n",
       "      <td>3.406024</td>\n",
       "      <td>3.317072</td>\n",
       "      <td>3.231954</td>\n",
       "      <td>5.197871</td>\n",
       "      <td>3.212528</td>\n",
       "      <td>5.340072</td>\n",
       "      <td>4.561519</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   SEM 1 SGPA  SEM 2 SGPA  SEM 3 SGPA  SEM 4 SGPA  SEM 5 SGPA  SEM 6 SGPA  \\\n",
       "0    3.585948    4.480362    3.016558    4.424347    4.159870    4.999487   \n",
       "1    3.536259    3.258161    3.504476    4.308384    3.070441    4.613559   \n",
       "2    4.119372    3.096772    3.651139    4.215103    3.331902    5.284978   \n",
       "3    3.312428    5.368669    4.691838    4.332231    5.104005    3.503175   \n",
       "4    5.072688    3.406024    3.317072    3.231954    5.197871    3.212528   \n",
       "\n",
       "   SEM 7 SGPA  SEM 8 SGPA  \n",
       "0    3.645386    4.553600  \n",
       "1    4.284600    3.730822  \n",
       "2    4.647015    3.162717  \n",
       "3    3.918690    4.598223  \n",
       "4    5.340072    4.561519  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a.rename(index=str, columns={0: \"SEM 1 SGPA\", 1: \"SEM 2 SGPA\", 2:\"SEM 3 SGPA\" ,3:\"SEM 4 SGPA\",4:\"SEM 5 SGPA\",5:\"SEM 6 SGPA\",6:\"SEM 7 SGPA\",7:\"SEM 8 SGPA\"},inplace = True)\n",
    "a.head()   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Name', 'Gender', 'Department', 'Year', 'SEM 1 SGPA', 'SEM 1 KT',\n",
       "       'SEM 2 SGPA', 'SEM 2 KT', 'SEM 3 SGPA', 'SEM 3 KT', 'SEM 4 SGPA',\n",
       "       'SEM 4 KT', 'SEM 5 SGPA', 'SEM 5 KT', 'SEM 6 SGPA', 'SEM 6 KT',\n",
       "       'SEM 7 SGPA', 'SEM 7 KT', 'SEM 8 SGPA', 'Hours_On_Assignment',\n",
       "       'Hours_On_Studies', 'Travel_Time', 'Attendance', 'Free_Time',\n",
       "       'Parent's Qualification', 'Internet_Availability', 'Internet_Speed',\n",
       "       'Mode_Of_Transportation', 'Selfstudy_or_Groupstudy', 'Submissions',\n",
       "       '5_hrs_lect', '5_hrs_pracs', 'Coaching_classes', 'Scocial_Skills',\n",
       "       'Label'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Department</th>\n",
       "      <th>Year</th>\n",
       "      <th>SEM 1 SGPA</th>\n",
       "      <th>SEM 1 KT</th>\n",
       "      <th>SEM 2 SGPA</th>\n",
       "      <th>SEM 2 KT</th>\n",
       "      <th>SEM 3 SGPA</th>\n",
       "      <th>SEM 3 KT</th>\n",
       "      <th>...</th>\n",
       "      <th>Internet_Availability</th>\n",
       "      <th>Internet_Speed</th>\n",
       "      <th>Mode_Of_Transportation</th>\n",
       "      <th>Selfstudy_or_Groupstudy</th>\n",
       "      <th>Submissions</th>\n",
       "      <th>5_hrs_lect</th>\n",
       "      <th>5_hrs_pracs</th>\n",
       "      <th>Coaching_classes</th>\n",
       "      <th>Scocial_Skills</th>\n",
       "      <th>Label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Mayuresh Pitale</td>\n",
       "      <td>Male</td>\n",
       "      <td>Computer Engineering</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>7.93</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.38</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>High (&gt;= 10 Mbps)</td>\n",
       "      <td>Train</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Highly active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Vijeta Nayak</td>\n",
       "      <td>Female</td>\n",
       "      <td>Computer Engineering</td>\n",
       "      <td>Fourth Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>7.78</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.68</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>High (&gt;= 10 Mbps)</td>\n",
       "      <td>Train</td>\n",
       "      <td>Group study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ojas Nandkumar Thale</td>\n",
       "      <td>Male</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>6.09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Low (&lt; 10 Mbps)</td>\n",
       "      <td>Private Vehicle</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Anush Madathumkara</td>\n",
       "      <td>Male</td>\n",
       "      <td>Computer Engineering</td>\n",
       "      <td>First Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>6.54</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Low (&lt; 10 Mbps)</td>\n",
       "      <td>Train</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Somewhat active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Parag Iyyani</td>\n",
       "      <td>Male</td>\n",
       "      <td>Computer Engineering</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>6.81</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.22</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>High (&gt;= 10 Mbps)</td>\n",
       "      <td>Train</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Highly active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Akshay Chakkungal</td>\n",
       "      <td>Male</td>\n",
       "      <td>Computer Engineering</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>7.75</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.22</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>High (&gt;= 10 Mbps)</td>\n",
       "      <td>Train</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Highly active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Shradha</td>\n",
       "      <td>Female</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>7.75</td>\n",
       "      <td>2.0</td>\n",
       "      <td>7.22</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>High (&gt;= 10 Mbps)</td>\n",
       "      <td>Train</td>\n",
       "      <td>Group study</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Somewhat active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>TEJAS AVINASH PATIL</td>\n",
       "      <td>Male</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>7.42</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.73</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>High (&gt;= 10 Mbps)</td>\n",
       "      <td>Train</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Prem Thamarakshan</td>\n",
       "      <td>Male</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>6.15</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.22</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Low (&lt; 10 Mbps)</td>\n",
       "      <td>Train</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Highly active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Kaustubh Nitin Deshmukh</td>\n",
       "      <td>Male</td>\n",
       "      <td>Mechanical Engineering</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>7.10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.43</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Low (&lt; 10 Mbps)</td>\n",
       "      <td>Bus</td>\n",
       "      <td>Group study</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Neha Mahesh Patil</td>\n",
       "      <td>Female</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>7.85</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.54</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>High (&gt;= 10 Mbps)</td>\n",
       "      <td>Private Vehicle</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Sonali patil</td>\n",
       "      <td>Female</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>6.67</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.69</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>High (&gt;= 10 Mbps)</td>\n",
       "      <td>Train</td>\n",
       "      <td>Group study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Highly active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Shraddha pandey</td>\n",
       "      <td>Female</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>7.75</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Low (&lt; 10 Mbps)</td>\n",
       "      <td>Train</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Gitanjali Singh</td>\n",
       "      <td>Female</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>8.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.54</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Low (&lt; 10 Mbps)</td>\n",
       "      <td>Train</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>CHIRAG BHOIR</td>\n",
       "      <td>Male</td>\n",
       "      <td>Mechanical Engineering</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>8.22</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Low (&lt; 10 Mbps)</td>\n",
       "      <td>Private Vehicle</td>\n",
       "      <td>Group study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Avdhoot Mane</td>\n",
       "      <td>Male</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>7.75</td>\n",
       "      <td>2.0</td>\n",
       "      <td>7.22</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Low (&lt; 10 Mbps)</td>\n",
       "      <td>Train</td>\n",
       "      <td>Group study</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Highly active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Prachi Satbhaya</td>\n",
       "      <td>Female</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>7.75</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.22</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>High (&gt;= 10 Mbps)</td>\n",
       "      <td>Private Vehicle</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Saad shaikh</td>\n",
       "      <td>Male</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>7.75</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.85</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Low (&lt; 10 Mbps)</td>\n",
       "      <td>Train</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Highly active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Prathamesh ganesh patil</td>\n",
       "      <td>Male</td>\n",
       "      <td>Automobile Engineering</td>\n",
       "      <td>First Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>7.75</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Low (&lt; 10 Mbps)</td>\n",
       "      <td>Train</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Somewhat active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Mansi Nimje</td>\n",
       "      <td>Female</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>7.75</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.73</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Low (&lt; 10 Mbps)</td>\n",
       "      <td>Train</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Not active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Nikita patil</td>\n",
       "      <td>Female</td>\n",
       "      <td>Electronics Engineering</td>\n",
       "      <td>First Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>7.75</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>High (&gt;= 10 Mbps)</td>\n",
       "      <td>Private Vehicle</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Highly active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Krutika Parvatikar</td>\n",
       "      <td>Female</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>7.75</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.77</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>High (&gt;= 10 Mbps)</td>\n",
       "      <td>Train</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Nayan Shelke</td>\n",
       "      <td>Male</td>\n",
       "      <td>Mechanical Engineering</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>9.69</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.89</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Low (&lt; 10 Mbps)</td>\n",
       "      <td>Bus</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Highly active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Suraj vijay Patil</td>\n",
       "      <td>Male</td>\n",
       "      <td>Mechanical Engineering</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>7.82</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.58</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Train</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Kajal Rajendra Borhade</td>\n",
       "      <td>Female</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>7.75</td>\n",
       "      <td>2.0</td>\n",
       "      <td>7.22</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>High (&gt;= 10 Mbps)</td>\n",
       "      <td>Train</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Highly active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Karan nipurte</td>\n",
       "      <td>Male</td>\n",
       "      <td>Computer Engineering</td>\n",
       "      <td>First Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>7.75</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>Low (&lt; 10 Mbps)</td>\n",
       "      <td>Bus</td>\n",
       "      <td>Group study</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Highly active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Akshay Puranjay Shetty</td>\n",
       "      <td>Male</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>7.60</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.90</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Low (&lt; 10 Mbps)</td>\n",
       "      <td>Train</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Highly active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Pooja zagade</td>\n",
       "      <td>Female</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>7.37</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.65</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Low (&lt; 10 Mbps)</td>\n",
       "      <td>Train</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Highly active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Mustafa Shaikh</td>\n",
       "      <td>Male</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>7.44</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Low (&lt; 10 Mbps)</td>\n",
       "      <td>Train</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Tejas patil</td>\n",
       "      <td>Male</td>\n",
       "      <td>Mechanical Engineering</td>\n",
       "      <td>First Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>7.75</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>High (&gt;= 10 Mbps)</td>\n",
       "      <td>Private Vehicle</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Not active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>Shubham Ramesh Patil.</td>\n",
       "      <td>Male</td>\n",
       "      <td>Mechanical Engineering</td>\n",
       "      <td>First Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>7.75</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Low (&lt; 10 Mbps)</td>\n",
       "      <td>Train</td>\n",
       "      <td>Group study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Somewhat active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>Yash Ramesh Mhatre.</td>\n",
       "      <td>Male</td>\n",
       "      <td>Electronics And Telecommunication Engineering</td>\n",
       "      <td>First Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>7.75</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Low (&lt; 10 Mbps)</td>\n",
       "      <td>Bus</td>\n",
       "      <td>Group study</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Not active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>Karan Ramesh Mhatre.</td>\n",
       "      <td>Male</td>\n",
       "      <td>Automobile Engineering</td>\n",
       "      <td>First Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>7.75</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Low (&lt; 10 Mbps)</td>\n",
       "      <td>Private Vehicle</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>Riddhi k sonkar</td>\n",
       "      <td>Female</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>7.75</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.22</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>High (&gt;= 10 Mbps)</td>\n",
       "      <td>Train</td>\n",
       "      <td>Group study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>Akhil kumar</td>\n",
       "      <td>Male</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>7.75</td>\n",
       "      <td>2.0</td>\n",
       "      <td>7.22</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Low (&lt; 10 Mbps)</td>\n",
       "      <td>Private Vehicle</td>\n",
       "      <td>Group study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>Patel Umar Faiz</td>\n",
       "      <td>Male</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>7.75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.22</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Low (&lt; 10 Mbps)</td>\n",
       "      <td>Train</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Highly active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>Kumudini</td>\n",
       "      <td>Female</td>\n",
       "      <td>Computer Engineering</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>7.19</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.54</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>High (&gt;= 10 Mbps)</td>\n",
       "      <td>Private Vehicle</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>Pranjali gharat</td>\n",
       "      <td>Female</td>\n",
       "      <td>Electronics And Telecommunication Engineering</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>7.75</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.22</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>High (&gt;= 10 Mbps)</td>\n",
       "      <td>Bus</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>anchita lokhande</td>\n",
       "      <td>Female</td>\n",
       "      <td>Computer Engineering</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>7.75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.35</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>High (&gt;= 10 Mbps)</td>\n",
       "      <td>Train</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Somewhat active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>DEEPIKA DEEPAK PATIL</td>\n",
       "      <td>Female</td>\n",
       "      <td>Computer Engineering</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>7.75</td>\n",
       "      <td>2.0</td>\n",
       "      <td>7.22</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bus</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>Pradnya Bhoir</td>\n",
       "      <td>Female</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Fourth Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>7.20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.40</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Low (&lt; 10 Mbps)</td>\n",
       "      <td>Bus</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>Mandar Patil</td>\n",
       "      <td>Male</td>\n",
       "      <td>Computer Engineering</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>7.04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Low (&lt; 10 Mbps)</td>\n",
       "      <td>Bus</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>Yadav Shweta Devram</td>\n",
       "      <td>Female</td>\n",
       "      <td>Computer Engineering</td>\n",
       "      <td>Fourth Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>8.56</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.89</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Low (&lt; 10 Mbps)</td>\n",
       "      <td>Train</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>Nishchal</td>\n",
       "      <td>Male</td>\n",
       "      <td>Computer Engineering</td>\n",
       "      <td>Fourth Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>7.85</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>High (&gt;= 10 Mbps)</td>\n",
       "      <td>Train</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Not active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>Aniket dabde</td>\n",
       "      <td>Male</td>\n",
       "      <td>Computer Engineering</td>\n",
       "      <td>Third Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>6.20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.80</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Low (&lt; 10 Mbps)</td>\n",
       "      <td>Train</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Highly active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>Kunal vijay thakur</td>\n",
       "      <td>Male</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>7.75</td>\n",
       "      <td>2.0</td>\n",
       "      <td>7.22</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Low (&lt; 10 Mbps)</td>\n",
       "      <td>Private Vehicle</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Highly active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>Komal Bisht</td>\n",
       "      <td>Female</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Third Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>7.81</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.11</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Low (&lt; 10 Mbps)</td>\n",
       "      <td>Train</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Highly active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>Riya Jadhav</td>\n",
       "      <td>Female</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Third Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>6.69</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.86</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Low (&lt; 10 Mbps)</td>\n",
       "      <td>Train</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>Deepansh Chatutvedi</td>\n",
       "      <td>Male</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Third Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>5.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.83</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Low (&lt; 10 Mbps)</td>\n",
       "      <td>Train</td>\n",
       "      <td>Group study</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Not active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>Voval Jain</td>\n",
       "      <td>Male</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Third Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>7.31</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.54</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Low (&lt; 10 Mbps)</td>\n",
       "      <td>Train</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>Hariharan V</td>\n",
       "      <td>Male</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Third Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>6.15</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>High (&gt;= 10 Mbps)</td>\n",
       "      <td>Train</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>Akanksha Pandey</td>\n",
       "      <td>Female</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Third Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>6.23</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.90</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Low (&lt; 10 Mbps)</td>\n",
       "      <td>Train</td>\n",
       "      <td>Group study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Not active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>Darshana Nair</td>\n",
       "      <td>Female</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Third Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>6.08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.89</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>High (&gt;= 10 Mbps)</td>\n",
       "      <td>Train</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>Ashish Panda</td>\n",
       "      <td>Male</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Third Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>6.81</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.14</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Low (&lt; 10 Mbps)</td>\n",
       "      <td>Bus</td>\n",
       "      <td>Group study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>Zeel Rajput</td>\n",
       "      <td>Female</td>\n",
       "      <td>Computer Engineering</td>\n",
       "      <td>Third Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>5.69</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>High (&gt;= 10 Mbps)</td>\n",
       "      <td>Train</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>Devesh singh</td>\n",
       "      <td>Male</td>\n",
       "      <td>Electronics And Telecommunication Engineering</td>\n",
       "      <td>Fourth Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>6.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.70</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Low (&lt; 10 Mbps)</td>\n",
       "      <td>Train</td>\n",
       "      <td>Group study</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>Shrayesh Kanade</td>\n",
       "      <td>Male</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Third Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>8.30</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Low (&lt; 10 Mbps)</td>\n",
       "      <td>Train</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>Prafulla Jagdish Mhatre</td>\n",
       "      <td>Male</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Third Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>7.41</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Low (&lt; 10 Mbps)</td>\n",
       "      <td>Bus</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>Kalpaj Chaudhari</td>\n",
       "      <td>Male</td>\n",
       "      <td>Computer Engineering</td>\n",
       "      <td>Third Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>7.67</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>High (&gt;= 10 Mbps)</td>\n",
       "      <td>Private Vehicle</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Not active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>Raza</td>\n",
       "      <td>Male</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Second Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>7.75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>High (&gt;= 10 Mbps)</td>\n",
       "      <td>Private Vehicle</td>\n",
       "      <td>Self - study</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>162 rows × 35 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Name  Gender  \\\n",
       "0            Mayuresh Pitale    Male   \n",
       "1              Vijeta Nayak   Female   \n",
       "2       Ojas Nandkumar Thale    Male   \n",
       "3         Anush Madathumkara    Male   \n",
       "4              Parag Iyyani     Male   \n",
       "5          Akshay Chakkungal    Male   \n",
       "6                    Shradha  Female   \n",
       "7        TEJAS AVINASH PATIL    Male   \n",
       "8          Prem Thamarakshan    Male   \n",
       "9    Kaustubh Nitin Deshmukh    Male   \n",
       "10         Neha Mahesh Patil  Female   \n",
       "11              Sonali patil  Female   \n",
       "12           Shraddha pandey  Female   \n",
       "13           Gitanjali Singh  Female   \n",
       "14              CHIRAG BHOIR    Male   \n",
       "15              Avdhoot Mane    Male   \n",
       "16           Prachi Satbhaya  Female   \n",
       "17               Saad shaikh    Male   \n",
       "18   Prathamesh ganesh patil    Male   \n",
       "19               Mansi Nimje  Female   \n",
       "20              Nikita patil  Female   \n",
       "21       Krutika Parvatikar   Female   \n",
       "22              Nayan Shelke    Male   \n",
       "23         Suraj vijay Patil    Male   \n",
       "24    Kajal Rajendra Borhade  Female   \n",
       "25             Karan nipurte    Male   \n",
       "26    Akshay Puranjay Shetty    Male   \n",
       "27             Pooja zagade   Female   \n",
       "28            Mustafa Shaikh    Male   \n",
       "29               Tejas patil    Male   \n",
       "..                       ...     ...   \n",
       "132    Shubham Ramesh Patil.    Male   \n",
       "133      Yash Ramesh Mhatre.    Male   \n",
       "134     Karan Ramesh Mhatre.    Male   \n",
       "135          Riddhi k sonkar  Female   \n",
       "136              Akhil kumar    Male   \n",
       "137          Patel Umar Faiz    Male   \n",
       "138                 Kumudini  Female   \n",
       "139         Pranjali gharat   Female   \n",
       "140         anchita lokhande  Female   \n",
       "141    DEEPIKA DEEPAK PATIL   Female   \n",
       "142            Pradnya Bhoir  Female   \n",
       "143             Mandar Patil    Male   \n",
       "144      Yadav Shweta Devram  Female   \n",
       "145                 Nishchal    Male   \n",
       "146             Aniket dabde    Male   \n",
       "147       Kunal vijay thakur    Male   \n",
       "148             Komal Bisht   Female   \n",
       "149              Riya Jadhav  Female   \n",
       "150      Deepansh Chatutvedi    Male   \n",
       "151               Voval Jain    Male   \n",
       "152              Hariharan V    Male   \n",
       "153         Akanksha Pandey   Female   \n",
       "154            Darshana Nair  Female   \n",
       "155             Ashish Panda    Male   \n",
       "156              Zeel Rajput  Female   \n",
       "157             Devesh singh    Male   \n",
       "158          Shrayesh Kanade    Male   \n",
       "159  Prafulla Jagdish Mhatre    Male   \n",
       "160         Kalpaj Chaudhari    Male   \n",
       "161                     Raza    Male   \n",
       "\n",
       "                                        Department         Year  SEM 1 SGPA  \\\n",
       "0                             Computer Engineering  Second Year         NaN   \n",
       "1                             Computer Engineering  Fourth Year         NaN   \n",
       "2                           Information Technology  Second Year         NaN   \n",
       "3                             Computer Engineering   First Year         NaN   \n",
       "4                             Computer Engineering  Second Year         NaN   \n",
       "5                             Computer Engineering  Second Year         NaN   \n",
       "6                           Information Technology  Second Year         NaN   \n",
       "7                           Information Technology  Second Year         NaN   \n",
       "8                           Information Technology  Second Year         NaN   \n",
       "9                           Mechanical Engineering  Second Year         NaN   \n",
       "10                          Information Technology  Second Year         NaN   \n",
       "11                          Information Technology  Second Year         NaN   \n",
       "12                          Information Technology  Second Year         NaN   \n",
       "13                          Information Technology  Second Year         NaN   \n",
       "14                          Mechanical Engineering  Second Year         NaN   \n",
       "15                          Information Technology  Second Year         NaN   \n",
       "16                          Information Technology  Second Year         NaN   \n",
       "17                          Information Technology  Second Year         NaN   \n",
       "18                          Automobile Engineering   First Year         NaN   \n",
       "19                          Information Technology  Second Year         NaN   \n",
       "20                         Electronics Engineering   First Year         NaN   \n",
       "21                          Information Technology  Second Year         NaN   \n",
       "22                          Mechanical Engineering  Second Year         NaN   \n",
       "23                          Mechanical Engineering  Second Year         NaN   \n",
       "24                          Information Technology  Second Year         NaN   \n",
       "25                            Computer Engineering   First Year         NaN   \n",
       "26                          Information Technology  Second Year         NaN   \n",
       "27                          Information Technology  Second Year         NaN   \n",
       "28                          Information Technology  Second Year         NaN   \n",
       "29                          Mechanical Engineering   First Year         NaN   \n",
       "..                                             ...          ...         ...   \n",
       "132                         Mechanical Engineering   First Year         NaN   \n",
       "133  Electronics And Telecommunication Engineering   First Year         NaN   \n",
       "134                         Automobile Engineering   First Year         NaN   \n",
       "135                         Information Technology  Second Year         NaN   \n",
       "136                         Information Technology  Second Year         NaN   \n",
       "137                         Information Technology  Second Year         NaN   \n",
       "138                           Computer Engineering  Second Year         NaN   \n",
       "139  Electronics And Telecommunication Engineering  Second Year         NaN   \n",
       "140                           Computer Engineering  Second Year         NaN   \n",
       "141                           Computer Engineering  Second Year         NaN   \n",
       "142                         Information Technology  Fourth Year         NaN   \n",
       "143                           Computer Engineering  Second Year         NaN   \n",
       "144                           Computer Engineering  Fourth Year         NaN   \n",
       "145                           Computer Engineering  Fourth Year         NaN   \n",
       "146                           Computer Engineering   Third Year         NaN   \n",
       "147                         Information Technology  Second Year         NaN   \n",
       "148                         Information Technology   Third Year         NaN   \n",
       "149                         Information Technology   Third Year         NaN   \n",
       "150                         Information Technology   Third Year         NaN   \n",
       "151                         Information Technology   Third Year         NaN   \n",
       "152                         Information Technology   Third Year         NaN   \n",
       "153                         Information Technology   Third Year         NaN   \n",
       "154                         Information Technology   Third Year         NaN   \n",
       "155                         Information Technology   Third Year         NaN   \n",
       "156                           Computer Engineering   Third Year         NaN   \n",
       "157  Electronics And Telecommunication Engineering  Fourth Year         NaN   \n",
       "158                         Information Technology   Third Year         NaN   \n",
       "159                         Information Technology   Third Year         NaN   \n",
       "160                           Computer Engineering   Third Year         NaN   \n",
       "161                         Information Technology  Second Year         NaN   \n",
       "\n",
       "     SEM 1 KT  SEM 2 SGPA  SEM 2 KT  SEM 3 SGPA  SEM 3 KT  ...   \\\n",
       "0           0        7.93       0.0        7.38       0.0  ...    \n",
       "1           0        7.78       0.0        7.68       0.0  ...    \n",
       "2           0        6.09       0.0        6.00       0.0  ...    \n",
       "3           0        6.54       0.0        7.22       NaN  ...    \n",
       "4           0        6.81       0.0        7.22       2.0  ...    \n",
       "5           2        7.75       1.0        7.22       2.0  ...    \n",
       "6           1        7.75       2.0        7.22       1.0  ...    \n",
       "7           0        7.42       0.0        6.73       0.0  ...    \n",
       "8           1        6.15       0.0        7.22       2.0  ...    \n",
       "9           0        7.10       0.0        6.43       0.0  ...    \n",
       "10          0        7.85       0.0        8.54       0.0  ...    \n",
       "11          0        6.67       0.0        6.69       0.0  ...    \n",
       "12          2        7.75       1.0        5.00       0.0  ...    \n",
       "13          0        8.00       0.0        8.54       0.0  ...    \n",
       "14          0        8.22       0.0        8.08       0.0  ...    \n",
       "15          0        7.75       2.0        7.22       1.0  ...    \n",
       "16          1        7.75       1.0        7.22       1.0  ...    \n",
       "17          2        7.75       2.0        5.85       0.0  ...    \n",
       "18          2        7.75       NaN        7.22       NaN  ...    \n",
       "19          0        7.75       1.0        7.73       0.0  ...    \n",
       "20          1        7.75       NaN        7.22       NaN  ...    \n",
       "21          0        7.75       1.0        6.77       0.0  ...    \n",
       "22          0        9.69       0.0        8.89       0.0  ...    \n",
       "23          0        7.82       0.0        6.58       0.0  ...    \n",
       "24          2        7.75       2.0        7.22       1.0  ...    \n",
       "25          1        7.75       NaN        7.22       NaN  ...    \n",
       "26          0        7.60       0.0        7.90       0.0  ...    \n",
       "27          0        7.37       0.0        7.65       0.0  ...    \n",
       "28          0        7.44       0.0        6.08       0.0  ...    \n",
       "29          1        7.75       NaN        7.22       NaN  ...    \n",
       "..        ...         ...       ...         ...       ...  ...    \n",
       "132         0        7.75       NaN        7.22       NaN  ...    \n",
       "133         0        7.75       NaN        7.22       NaN  ...    \n",
       "134         0        7.75       NaN        7.22       NaN  ...    \n",
       "135         1        7.75       1.0        7.22       2.0  ...    \n",
       "136         2        7.75       2.0        7.22       1.0  ...    \n",
       "137         0        7.75       0.0        7.22       1.0  ...    \n",
       "138         0        7.19       0.0        6.54       0.0  ...    \n",
       "139         2        7.75       1.0        7.22       1.0  ...    \n",
       "140         0        7.75       0.0        6.35       0.0  ...    \n",
       "141         0        7.75       2.0        7.22       2.0  ...    \n",
       "142         0        7.20       0.0        7.40       0.0  ...    \n",
       "143         0        7.04       0.0        7.50       0.0  ...    \n",
       "144         0        8.56       0.0        8.89       0.0  ...    \n",
       "145         0        7.85       0.0        6.32       0.0  ...    \n",
       "146         0        6.20       0.0        6.80       0.0  ...    \n",
       "147         1        7.75       2.0        7.22       1.0  ...    \n",
       "148         0        7.81       0.0        7.11       0.0  ...    \n",
       "149         0        6.69       0.0        6.86       0.0  ...    \n",
       "150         0        5.97       0.0        5.83       0.0  ...    \n",
       "151         0        7.31       0.0        6.54       0.0  ...    \n",
       "152         0        6.15       0.0        6.09       0.0  ...    \n",
       "153         0        6.23       0.0        5.90       0.0  ...    \n",
       "154         0        6.08       0.0        4.89       0.0  ...    \n",
       "155         0        6.81       0.0        7.14       0.0  ...    \n",
       "156         0        5.69       0.0        5.02       0.0  ...    \n",
       "157         0        6.50       0.0        6.70       0.0  ...    \n",
       "158         0        8.30       0.0        9.07       0.0  ...    \n",
       "159         0        7.41       0.0        8.32       0.0  ...    \n",
       "160         0        7.67       0.0        6.25       0.0  ...    \n",
       "161         0        7.75       0.0        6.00       0.0  ...    \n",
       "\n",
       "     Internet_Availability     Internet_Speed  Mode_Of_Transportation  \\\n",
       "0                      Yes  High (>= 10 Mbps)                   Train   \n",
       "1                      Yes  High (>= 10 Mbps)                   Train   \n",
       "2                      Yes    Low (< 10 Mbps)         Private Vehicle   \n",
       "3                      Yes    Low (< 10 Mbps)                   Train   \n",
       "4                      Yes  High (>= 10 Mbps)                   Train   \n",
       "5                      Yes  High (>= 10 Mbps)                   Train   \n",
       "6                      Yes  High (>= 10 Mbps)                   Train   \n",
       "7                      Yes  High (>= 10 Mbps)                   Train   \n",
       "8                      Yes    Low (< 10 Mbps)                   Train   \n",
       "9                      Yes    Low (< 10 Mbps)                     Bus   \n",
       "10                     Yes  High (>= 10 Mbps)         Private Vehicle   \n",
       "11                     Yes  High (>= 10 Mbps)                   Train   \n",
       "12                     Yes    Low (< 10 Mbps)                   Train   \n",
       "13                     Yes    Low (< 10 Mbps)                   Train   \n",
       "14                     Yes    Low (< 10 Mbps)         Private Vehicle   \n",
       "15                     Yes    Low (< 10 Mbps)                   Train   \n",
       "16                     Yes  High (>= 10 Mbps)         Private Vehicle   \n",
       "17                     Yes    Low (< 10 Mbps)                   Train   \n",
       "18                     Yes    Low (< 10 Mbps)                   Train   \n",
       "19                     Yes    Low (< 10 Mbps)                   Train   \n",
       "20                     Yes  High (>= 10 Mbps)         Private Vehicle   \n",
       "21                     Yes  High (>= 10 Mbps)                   Train   \n",
       "22                     Yes    Low (< 10 Mbps)                     Bus   \n",
       "23                      No                NaN                   Train   \n",
       "24                     Yes  High (>= 10 Mbps)                   Train   \n",
       "25                      No    Low (< 10 Mbps)                     Bus   \n",
       "26                     Yes    Low (< 10 Mbps)                   Train   \n",
       "27                     Yes    Low (< 10 Mbps)                   Train   \n",
       "28                     Yes    Low (< 10 Mbps)                   Train   \n",
       "29                     Yes  High (>= 10 Mbps)         Private Vehicle   \n",
       "..                     ...                ...                     ...   \n",
       "132                    Yes    Low (< 10 Mbps)                   Train   \n",
       "133                    Yes    Low (< 10 Mbps)                     Bus   \n",
       "134                    Yes    Low (< 10 Mbps)         Private Vehicle   \n",
       "135                    Yes  High (>= 10 Mbps)                   Train   \n",
       "136                    Yes    Low (< 10 Mbps)         Private Vehicle   \n",
       "137                    Yes    Low (< 10 Mbps)                   Train   \n",
       "138                    Yes  High (>= 10 Mbps)         Private Vehicle   \n",
       "139                    Yes  High (>= 10 Mbps)                     Bus   \n",
       "140                    Yes  High (>= 10 Mbps)                   Train   \n",
       "141                    Yes                NaN                     Bus   \n",
       "142                    Yes    Low (< 10 Mbps)                     Bus   \n",
       "143                    Yes    Low (< 10 Mbps)                     Bus   \n",
       "144                    Yes    Low (< 10 Mbps)                   Train   \n",
       "145                    Yes  High (>= 10 Mbps)                   Train   \n",
       "146                    Yes    Low (< 10 Mbps)                   Train   \n",
       "147                    Yes    Low (< 10 Mbps)         Private Vehicle   \n",
       "148                    Yes    Low (< 10 Mbps)                   Train   \n",
       "149                    Yes    Low (< 10 Mbps)                   Train   \n",
       "150                    Yes    Low (< 10 Mbps)                   Train   \n",
       "151                    Yes    Low (< 10 Mbps)                   Train   \n",
       "152                    Yes  High (>= 10 Mbps)                   Train   \n",
       "153                    Yes    Low (< 10 Mbps)                   Train   \n",
       "154                    Yes  High (>= 10 Mbps)                   Train   \n",
       "155                    Yes    Low (< 10 Mbps)                     Bus   \n",
       "156                    Yes  High (>= 10 Mbps)                   Train   \n",
       "157                    Yes    Low (< 10 Mbps)                   Train   \n",
       "158                    Yes    Low (< 10 Mbps)                   Train   \n",
       "159                    Yes    Low (< 10 Mbps)                     Bus   \n",
       "160                    Yes  High (>= 10 Mbps)         Private Vehicle   \n",
       "161                    Yes  High (>= 10 Mbps)         Private Vehicle   \n",
       "\n",
       "     Selfstudy_or_Groupstudy  Submissions  5_hrs_lect  5_hrs_pracs  \\\n",
       "0               Self - study          Yes         Yes           No   \n",
       "1                Group study          Yes         Yes          Yes   \n",
       "2               Self - study          Yes         Yes          Yes   \n",
       "3               Self - study           No          No          Yes   \n",
       "4               Self - study          Yes         Yes          Yes   \n",
       "5               Self - study          Yes         Yes          Yes   \n",
       "6                Group study           No          No           No   \n",
       "7               Self - study          Yes         Yes          Yes   \n",
       "8               Self - study           No         Yes          Yes   \n",
       "9                Group study           No          No           No   \n",
       "10              Self - study          Yes          No          Yes   \n",
       "11               Group study          Yes          No          Yes   \n",
       "12              Self - study           No          No          Yes   \n",
       "13              Self - study          Yes         Yes          Yes   \n",
       "14               Group study          Yes         Yes          Yes   \n",
       "15               Group study           No          No           No   \n",
       "16              Self - study          Yes         Yes           No   \n",
       "17              Self - study          Yes         Yes          Yes   \n",
       "18              Self - study          Yes          No          Yes   \n",
       "19              Self - study          Yes         Yes          Yes   \n",
       "20              Self - study          Yes         Yes          Yes   \n",
       "21              Self - study          Yes          No          Yes   \n",
       "22              Self - study          Yes         Yes           No   \n",
       "23              Self - study          Yes         Yes          Yes   \n",
       "24              Self - study          Yes         Yes          Yes   \n",
       "25               Group study           No         Yes           No   \n",
       "26              Self - study          Yes         Yes           No   \n",
       "27              Self - study          Yes         Yes          Yes   \n",
       "28              Self - study          Yes         Yes          Yes   \n",
       "29              Self - study          Yes         Yes          Yes   \n",
       "..                       ...          ...         ...          ...   \n",
       "132              Group study          Yes         Yes          Yes   \n",
       "133              Group study           No          No           No   \n",
       "134             Self - study          Yes          No           No   \n",
       "135              Group study          Yes         Yes          Yes   \n",
       "136              Group study          Yes          No           No   \n",
       "137             Self - study          Yes          No           No   \n",
       "138             Self - study           No         Yes           No   \n",
       "139             Self - study          Yes          No          Yes   \n",
       "140             Self - study          Yes         Yes          Yes   \n",
       "141             Self - study          Yes         Yes           No   \n",
       "142             Self - study          Yes          No          Yes   \n",
       "143             Self - study          Yes          No          Yes   \n",
       "144             Self - study          Yes         Yes          Yes   \n",
       "145             Self - study           No         Yes          Yes   \n",
       "146             Self - study          Yes          No           No   \n",
       "147             Self - study          Yes         Yes          Yes   \n",
       "148             Self - study          Yes         Yes          Yes   \n",
       "149             Self - study          Yes         Yes          Yes   \n",
       "150              Group study           No         Yes          Yes   \n",
       "151             Self - study          Yes         Yes           No   \n",
       "152             Self - study          Yes         Yes           No   \n",
       "153              Group study          Yes         Yes          Yes   \n",
       "154             Self - study          Yes         Yes           No   \n",
       "155              Group study          Yes         Yes           No   \n",
       "156             Self - study          Yes         Yes           No   \n",
       "157              Group study           No          No           No   \n",
       "158             Self - study          Yes          No          Yes   \n",
       "159             Self - study           No          No          Yes   \n",
       "160             Self - study           No          No           No   \n",
       "161             Self - study          Yes          No          Yes   \n",
       "\n",
       "     Coaching_classes   Scocial_Skills Label  \n",
       "0                  No    Highly active     1  \n",
       "1                  No  Somewhat active     1  \n",
       "2                  No  Somewhat active     1  \n",
       "3                 Yes  Somewhat active     1  \n",
       "4                  No    Highly active     1  \n",
       "5                 Yes    Highly active     1  \n",
       "6                 Yes  Somewhat active     1  \n",
       "7                  No  Somewhat active     1  \n",
       "8                  No    Highly active     1  \n",
       "9                  No  Somewhat active     1  \n",
       "10                 No  Somewhat active     1  \n",
       "11                 No    Highly active     1  \n",
       "12                 No  Somewhat active     1  \n",
       "13                 No  Somewhat active     1  \n",
       "14                 No  Somewhat active     1  \n",
       "15                 No    Highly active     1  \n",
       "16                 No  Somewhat active     1  \n",
       "17                 No    Highly active     1  \n",
       "18                Yes  Somewhat active     1  \n",
       "19                 No       Not active     1  \n",
       "20                 No    Highly active     1  \n",
       "21                 No  Somewhat active     1  \n",
       "22                 No    Highly active     1  \n",
       "23                 No  Somewhat active     1  \n",
       "24                 No    Highly active     1  \n",
       "25                 No    Highly active     1  \n",
       "26                 No    Highly active     1  \n",
       "27                 No    Highly active     1  \n",
       "28                 No  Somewhat active     1  \n",
       "29                 No       Not active     1  \n",
       "..                ...              ...   ...  \n",
       "132               Yes  Somewhat active     1  \n",
       "133               Yes       Not active     1  \n",
       "134                No  Somewhat active     1  \n",
       "135                No  Somewhat active     1  \n",
       "136                No  Somewhat active     1  \n",
       "137               Yes    Highly active     1  \n",
       "138                No  Somewhat active     1  \n",
       "139                No  Somewhat active     1  \n",
       "140               Yes  Somewhat active     1  \n",
       "141                No  Somewhat active     1  \n",
       "142                No  Somewhat active     1  \n",
       "143                No  Somewhat active     1  \n",
       "144                No  Somewhat active     1  \n",
       "145                No       Not active     1  \n",
       "146                No    Highly active     1  \n",
       "147                No    Highly active     1  \n",
       "148                No    Highly active     1  \n",
       "149                No  Somewhat active     1  \n",
       "150                No       Not active     1  \n",
       "151                No  Somewhat active     1  \n",
       "152                No  Somewhat active     1  \n",
       "153                No       Not active     1  \n",
       "154                No  Somewhat active     1  \n",
       "155                No  Somewhat active     1  \n",
       "156                No  Somewhat active     1  \n",
       "157                No  Somewhat active     1  \n",
       "158                No  Somewhat active     1  \n",
       "159                No  Somewhat active     1  \n",
       "160                No       Not active     1  \n",
       "161                No  Somewhat active     1  \n",
       "\n",
       "[162 rows x 35 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['5_hrs_lect', '5_hrs_pracs', 'Attendance', 'Coaching_classes',\n",
       "       'Department', 'Free_Time', 'Gender', 'Hours_On_Assignment',\n",
       "       'Hours_On_Studies', 'Internet_Availability', 'Internet_Speed', 'Label',\n",
       "       'Mode_Of_Transportation', 'Name', 'Parent's Qualification', 'SEM 1 KT',\n",
       "       'SEM 1 SGPA', 'SEM 2 KT', 'SEM 2 SGPA', 'SEM 3 KT', 'SEM 3 SGPA',\n",
       "       'SEM 4 KT', 'SEM 4 SGPA', 'SEM 5 KT', 'SEM 5 SGPA', 'SEM 6 KT',\n",
       "       'SEM 6 SGPA', 'SEM 7 KT', 'SEM 7 SGPA', 'SEM 8 SGPA', 'Scocial_Skills',\n",
       "       'Selfstudy_or_Groupstudy', 'Submissions', 'Travel_Time', 'Year'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    " result = pd.concat([data, a], axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(262, 35)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "',5_hrs_lect,5_hrs_pracs,Attendance,Coaching_classes,Department,Free_Time,Gender,Hours_On_Assignment,Hours_On_Studies,Internet_Availability,Internet_Speed,Label,Mode_Of_Transportation,Name,Parent\\'s Qualification,SEM 1 KT,SEM 1 SGPA,SEM 2 KT,SEM 2 SGPA,SEM 3 KT,SEM 3 SGPA,SEM 4 KT,SEM 4 SGPA,SEM 5 KT,SEM 5 SGPA,SEM 6 KT,SEM 6 SGPA,SEM 7 KT,SEM 7 SGPA,SEM 8 SGPA,Scocial_Skills,Selfstudy_or_Groupstudy,Submissions,Travel_Time,Year\\n0,Yes,No,70%  - 79%,No,Computer Engineering,Movies/Series,Male,1 - 5 hours,5 - 10 hours,Yes,High (>= 10 Mbps),1.0,Train,Mayuresh Pitale,Postgraduate,0.0,7.93,0.0,7.93,0.0,7.38,,,,,,,,,,Highly active,Self - study,Yes,2 - 3 hours,Second Year\\n1,Yes,Yes,80%  - 89%,No,Computer Engineering,Travelling,Female,1 - 5 hours,1 - 5 hours,Yes,High (>= 10 Mbps),1.0,Train,Vijeta Nayak ,Postgraduate,0.0,7.75,0.0,7.78,0.0,7.68,0.0,8.93,0.0,8.33,0.0,8.5,0.0,8.0,9.0,Somewhat active,Group study,Yes,1 - 2 hours,Fourth Year\\n2,Yes,Yes,80%  - 89%,No,Information Technology,Movies/Series,Male,5 - 10 hours,5 - 10 hours,Yes,Low (< 10 Mbps),1.0,Private Vehicle,Ojas Nandkumar Thale,Postgraduate,0.0,6.15,0.0,6.09,0.0,6.0,,,,,,,,,,Somewhat active,Self - study,Yes,Less than 1 hour,Second Year\\n3,No,Yes,90%  - 100%,Yes,Computer Engineering,Music,Male,1 - 5 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Train,Anush Madathumkara,Graduate,0.0,5.75,0.0,6.54,,7.22,,,,,,,,,,Somewhat active,Self - study,No,Less than 1 hour,First Year\\n4,Yes,Yes,70%  - 79%,No,Computer Engineering,Music,Male,More than 10 hours,Less than 1 hour,Yes,High (>= 10 Mbps),1.0,Train,Parag Iyyani ,Graduate,0.0,5.67,0.0,6.81,2.0,7.22,,,,,,,,,,Highly active,Self - study,Yes,1 - 2 hours,Second Year\\n5,Yes,Yes,70%  - 79%,Yes,Computer Engineering,Movies/Series,Male,5 - 10 hours,1 - 5 hours,Yes,High (>= 10 Mbps),1.0,Train,Akshay Chakkungal,Graduate,2.0,7.44,1.0,7.75,2.0,7.22,,,,,,,,,,Highly active,Self - study,Yes,Less than 1 hour,Second Year\\n6,No,No,60%  - 69%,Yes,Information Technology,Movies/Series,Female,5 - 10 hours,1 - 5 hours,Yes,High (>= 10 Mbps),1.0,Train,Shradha,Graduate,1.0,7.44,2.0,7.75,1.0,7.22,,,,,,,,,,Somewhat active,Group study,No,2 - 3 hours,Second Year\\n7,Yes,Yes,70%  - 79%,No,Information Technology,Gaming,Male,Less than 1 hour,1 - 5 hours,Yes,High (>= 10 Mbps),1.0,Train,TEJAS AVINASH PATIL,Graduate,0.0,6.51,0.0,7.42,0.0,6.73,,,,,,,,,,Somewhat active,Self - study,Yes,Less than 1 hour,Second Year\\n8,Yes,Yes,60%  - 69%,No,Information Technology,Travelling,Male,1 - 5 hours,Less than 1 hour,Yes,Low (< 10 Mbps),1.0,Train,Prem Thamarakshan,Graduate,1.0,7.44,0.0,6.15,2.0,7.22,,,,,,,,,,Highly active,Self - study,No,1 - 2 hours,Second Year\\n9,No,No,Less than 60%,No,Mechanical Engineering,Movies/Series,Male,1 - 5 hours,5 - 10 hours,Yes,Low (< 10 Mbps),1.0,Bus,Kaustubh Nitin Deshmukh,Postgraduate,0.0,7.2,0.0,7.1,0.0,6.43,,,,,,,,,,Somewhat active,Group study,No,1 - 2 hours,Second Year\\n10,No,Yes,80%  - 89%,No,Information Technology,Music,Female,1 - 5 hours,1 - 5 hours,Yes,High (>= 10 Mbps),1.0,Private Vehicle,Neha Mahesh Patil,Postgraduate,0.0,8.0,0.0,7.85,0.0,8.54,,,,,,,,,,Somewhat active,Self - study,Yes,Less than 1 hour,Second Year\\n11,No,Yes,80%  - 89%,No,Information Technology,Reading,Female,1 - 5 hours,1 - 5 hours,Yes,High (>= 10 Mbps),1.0,Train,Sonali patil,,0.0,6.7,0.0,6.67,0.0,6.69,,,,,,,,,,Highly active,Group study,Yes,Less than 1 hour,Second Year\\n12,No,Yes,Less than 60%,No,Information Technology,Music,Female,More than 10 hours,Less than 1 hour,Yes,Low (< 10 Mbps),1.0,Train,Shraddha pandey,Graduate,2.0,7.44,1.0,7.75,0.0,5.0,,,,,,,,,,Somewhat active,Self - study,No,2 - 3 hours,Second Year\\n13,Yes,Yes,90%  - 100%,No,Information Technology,Movies/Series,Female,Less than 1 hour,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Train,Gitanjali Singh,Postgraduate,0.0,7.41,0.0,8.0,0.0,8.54,,,,,,,,,,Somewhat active,Self - study,Yes,1 - 2 hours,Second Year\\n14,Yes,Yes,90%  - 100%,No,Mechanical Engineering,Health ,Male,1 - 5 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Private Vehicle,CHIRAG BHOIR,Graduate,0.0,8.57,0.0,8.22,0.0,8.08,,,,,,,,,,Somewhat active,Group study,Yes,Less than 1 hour,Second Year\\n15,No,No,70%  - 79%,No,Information Technology,Movies/Series,Male,More than 10 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Train,Avdhoot Mane,Graduate,0.0,5.14,2.0,7.75,1.0,7.22,,,,,,,,,,Highly active,Group study,No,1 - 2 hours,Second Year\\n16,Yes,No,80%  - 89%,No,Information Technology,Travelling,Female,1 - 5 hours,1 - 5 hours,Yes,High (>= 10 Mbps),1.0,Private Vehicle,Prachi Satbhaya,Graduate,1.0,7.44,1.0,7.75,1.0,7.22,,,,,,,,,,Somewhat active,Self - study,Yes,2 - 3 hours,Second Year\\n17,Yes,Yes,70%  - 79%,No,Information Technology,Movies/Series,Male,1 - 5 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Train,Saad shaikh,Graduate,2.0,7.44,2.0,7.75,0.0,5.85,,,,,,,,,,Highly active,Self - study,Yes,1 - 2 hours,Second Year\\n18,No,Yes,70%  - 79%,Yes,Automobile Engineering,Gaming,Male,1 - 5 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Train,Prathamesh ganesh patil,Graduate,2.0,7.44,,7.75,,7.22,,,,,,,,,,Somewhat active,Self - study,Yes,Less than 1 hour,First Year\\n19,Yes,Yes,80%  - 89%,No,Information Technology,Movies/Series,Female,1 - 5 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Train,Mansi Nimje,Postgraduate,0.0,7.74,1.0,7.75,0.0,7.73,,,,,,,,,,Not active,Self - study,Yes,Less than 1 hour,Second Year\\n20,Yes,Yes,90%  - 100%,No,Electronics Engineering,Movies/Series,Female,1 - 5 hours,5 - 10 hours,Yes,High (>= 10 Mbps),1.0,Private Vehicle,Nikita patil,Postgraduate,1.0,7.44,,7.75,,7.22,,,,,,,,,,Highly active,Self - study,Yes,1 - 2 hours,First Year\\n21,No,Yes,80%  - 89%,No,Information Technology,Music,Female,1 - 5 hours,1 - 5 hours,Yes,High (>= 10 Mbps),1.0,Train,Krutika Parvatikar ,Postgraduate,0.0,7.3,1.0,7.75,0.0,6.77,,,,,,,,,,Somewhat active,Self - study,Yes,2 - 3 hours,Second Year\\n22,Yes,No,90%  - 100%,No,Mechanical Engineering,Gaming,Male,5 - 10 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Bus,Nayan Shelke,Graduate,0.0,9.48,0.0,9.69,0.0,8.89,,,,,,,,,,Highly active,Self - study,Yes,Less than 1 hour,Second Year\\n23,Yes,Yes,70%  - 79%,No,Mechanical Engineering,Movies/Series,Male,1 - 5 hours,1 - 5 hours,No,,1.0,Train,Suraj vijay Patil,,0.0,6.12,0.0,7.82,0.0,6.58,,,,,,,,,,Somewhat active,Self - study,Yes,Less than 1 hour,Second Year\\n24,Yes,Yes,Less than 60%,No,Information Technology,Reading,Female,1 - 5 hours,1 - 5 hours,Yes,High (>= 10 Mbps),1.0,Train,Kajal Rajendra Borhade,,2.0,7.44,2.0,7.75,1.0,7.22,,,,,,,,,,Highly active,Self - study,Yes,Less than 1 hour,Second Year\\n25,Yes,No,Less than 60%,No,Computer Engineering,Travelling,Male,1 - 5 hours,5 - 10 hours,No,Low (< 10 Mbps),1.0,Bus,Karan nipurte,Postgraduate,1.0,7.44,,7.75,,7.22,,,,,,,,,,Highly active,Group study,No,Less than 1 hour,First Year\\n26,Yes,No,90%  - 100%,No,Information Technology,Movies/Series,Male,More than 10 hours,5 - 10 hours,Yes,Low (< 10 Mbps),1.0,Train,Akshay Puranjay Shetty,,0.0,6.89,0.0,7.6,0.0,7.9,,,,,,,,,,Highly active,Self - study,Yes,1 - 2 hours,Second Year\\n27,Yes,Yes,90%  - 100%,No,Information Technology,Movies/Series,Female,1 - 5 hours,Less than 1 hour,Yes,Low (< 10 Mbps),1.0,Train,Pooja zagade ,,0.0,7.89,0.0,7.37,0.0,7.65,,,,,,,,,,Highly active,Self - study,Yes,Less than 1 hour,Second Year\\n28,Yes,Yes,60%  - 69%,No,Information Technology,Movies/Series,Male,1 - 5 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Train,Mustafa Shaikh,,0.0,7.11,0.0,7.44,0.0,6.08,,,,,,,,,,Somewhat active,Self - study,Yes,1 - 2 hours,Second Year\\n29,Yes,Yes,90%  - 100%,No,Mechanical Engineering,Reading,Male,More than 10 hours,More than 10 hours,Yes,High (>= 10 Mbps),1.0,Private Vehicle,Tejas patil,Postgraduate,1.0,7.44,,7.75,,7.22,,,,,,,,,,Not active,Self - study,Yes,Less than 1 hour,First Year\\n30,No,No,70%  - 79%,No,Computer Engineering,Movies/Series,Male,5 - 10 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Train,Satish,,0.0,7.1,0.0,6.85,1.0,7.22,,,,,,,,,,Somewhat active,Self - study,No,1 - 2 hours,Second Year\\n31,Yes,No,70%  - 79%,No,Information Technology,Reading,Female,1 - 5 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Train,Wakchaure Reeya Sunil,,0.0,5.65,2.0,7.75,2.0,7.22,,,,,,,,,,Somewhat active,Group study,No,1 - 2 hours,Second Year\\n32,Yes,Yes,70%  - 79%,No,Information Technology,Music,Female,1 - 5 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Train,Amruta Ankush Kshirsagar,Graduate,2.0,7.44,1.0,7.75,2.0,7.22,,,,,,,,,,Somewhat active,Self - study,Yes,1 - 2 hours,Second Year\\n33,No,No,70%  - 79%,No,Mechanical Engineering,Movies/Series,Male,1 - 5 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Bus,Surajrao shelavlekr,Postgraduate,0.0,9.0,0.0,9.0,0.0,8.0,,,,,,,,,,Highly active,Self - study,Yes,Less than 1 hour,Second Year\\n34,Yes,Yes,Less than 60%,No,Information Technology,Gaming,Male,1 - 5 hours,Less than 1 hour,Yes,High (>= 10 Mbps),1.0,Private Vehicle,Sharan Thanneeru,Graduate,0.0,5.5,0.0,6.0,0.0,6.1,,,,,,,,,,Somewhat active,Group study,Yes,Less than 1 hour,Second Year\\n35,No,Yes,70%  - 79%,No,Information Technology,Music,Male,1 - 5 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Bus,Nilesh yadav,,0.0,7.44,0.0,7.75,0.0,6.88,,,,,,,,,,Somewhat active,Self - study,No,Less than 1 hour,Second Year\\n36,Yes,Yes,60%  - 69%,No,Computer Engineering,Gaming,Male,1 - 5 hours,5 - 10 hours,Yes,Low (< 10 Mbps),1.0,Train,Shrikant Zanzane,Graduate,0.0,7.44,0.0,7.75,0.0,5.5,,,,,,,,,,Highly active,Self - study,Yes,1 - 2 hours,Second Year\\n37,Yes,No,80%  - 89%,No,Automobile Engineering,Movies/Series,Male,1 - 5 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Train,Tejas Ranjit,Graduate,1.0,7.44,2.0,7.75,1.0,7.22,,,,,,,,,,Somewhat active,Self - study,Yes,1 - 2 hours,Second Year\\n38,No,No,60%  - 69%,No,Mechanical Engineering,Travelling,Male,Less than 1 hour,Less than 1 hour,Yes,High (>= 10 Mbps),1.0,Bus,Nilesh bhau bhere,Graduate,0.0,6.0,0.0,5.0,0.0,7.0,,,,,,,,,,Highly active,Group study,No,Less than 1 hour,Second Year\\n39,Yes,Yes,80%  - 89%,No,Information Technology,Movies/Series,Female,5 - 10 hours,5 - 10 hours,Yes,Low (< 10 Mbps),1.0,Train,Ankita Dagadu Bele,Graduate,0.0,7.7,0.0,7.63,0.0,9.85,,,,,,,,,,Somewhat active,Self - study,Yes,2 - 3 hours,Second Year\\n40,No,Yes,60%  - 69%,No,Information Technology,Gaming,Male,1 - 5 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Train,Faisal shaikh,,0.0,7.65,0.0,6.76,0.0,6.62,,,,,,,,,,Somewhat active,Self - study,No,2 - 3 hours,Second Year\\n41,Yes,Yes,80%  - 89%,No,Mechanical Engineering,Movies/Series,Female,Less than 1 hour,More than 10 hours,No,,1.0,Train,Avdhut Ashok Ghatage,Graduate,0.0,8.89,0.0,8.26,0.0,8.04,,,,,,,,,,Somewhat active,Self - study,Yes,1 - 2 hours,Second Year\\n42,Yes,Yes,90%  - 100%,No,Information Technology,internship ,Female,1 - 5 hours,1 - 5 hours,Yes,High (>= 10 Mbps),1.0,Train,Priyanka Gupta ,,0.0,6.63,0.0,6.6,0.0,6.58,,,,,,,,,,Somewhat active,Group study,Yes,More than 3 hours,Second Year\\n43,No,No,70%  - 79%,No,Information Technology,Music,Male,Less than 1 hour,Less than 1 hour,Yes,Low (< 10 Mbps),1.0,Train,Sahil Yadav,Graduate,0.0,5.8,1.0,7.75,0.0,5.9,,,,,,,,,,Somewhat active,Self - study,Yes,1 - 2 hours,Second Year\\n44,No,Yes,70%  - 79%,No,Electronics Engineering,Gaming,Male,5 - 10 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Train,Pushpak Nitin Bhoge,Graduate,0.0,7.44,0.0,7.75,0.0,7.16,,,,,,,,,,Not active,Self - study,No,Less than 1 hour,Second Year\\n45,Yes,Yes,70%  - 79%,No,Information Technology,Movies/Series,Male,1 - 5 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Train,Wahab memon,,0.0,5.8,0.0,6.0,0.0,6.2,0.0,6.1,0.0,6.3,0.0,6.4,,,,Somewhat active,Group study,Yes,1 - 2 hours,Fourth Year\\n46,Yes,No,80%  - 89%,No,Computer Engineering,Music,Female,1 - 5 hours,Less than 1 hour,Yes,High (>= 10 Mbps),1.0,Private Vehicle,Amulya Poojari ,Postgraduate,0.0,7.5,0.0,7.6,0.0,7.5,0.0,6.82,0.0,7.82,0.0,8.0,,,,Somewhat active,Self - study,Yes,Less than 1 hour,Fourth Year\\n47,Yes,Yes,70%  - 79%,No,Computer Engineering,Movies/Series,Female,1 - 5 hours,1 - 5 hours,Yes,High (>= 10 Mbps),1.0,Train,Sujitha Sudevan ,Graduate,0.0,8.67,0.0,8.12,0.0,7.98,0.0,9.18,0.0,9.17,0.0,9.17,,,,Highly active,Group study,Yes,1 - 2 hours,Fourth Year\\n48,Yes,No,70%  - 79%,No,Computer Engineering,Music,Female,1 - 5 hours,1 - 5 hours,Yes,High (>= 10 Mbps),1.0,Private Vehicle,Payal Tiwari ,Graduate,0.0,7.56,0.0,6.5,0.0,6.01,0.0,6.07,0.0,6.88,0.0,7.75,,,,Somewhat active,Group study,Yes,Less than 1 hour,Fourth Year\\n49,No,Yes,70%  - 79%,No,Computer Engineering,Music,Female,1 - 5 hours,Less than 1 hour,Yes,Low (< 10 Mbps),1.0,Train,Sushmita Manche,Graduate,0.0,6.89,0.0,7.0,0.0,6.2,0.0,6.4,0.0,7.02,0.0,8.17,,,,Not active,Self - study,Yes,2 - 3 hours,Fourth Year\\n50,Yes,Yes,Less than 60%,Yes,Information Technology,Music,Male,1 - 5 hours,1 - 5 hours,Yes,High (>= 10 Mbps),1.0,Train,Uzair Pawaskar,,0.0,7.44,0.0,7.75,1.0,7.22,,,,,,,,,,Somewhat active,Self - study,Yes,1 - 2 hours,Second Year\\n51,No,No,60%  - 69%,No,Electronics And Telecommunication Engineering,Movies/Series,Female,Less than 1 hour,1 - 5 hours,Yes,High (>= 10 Mbps),1.0,Train,Trishala Pawar,Graduate,0.0,6.2,0.0,6.3,0.0,6.0,0.0,5.6,0.0,6.6,0.0,6.35,,,,Somewhat active,Self - study,Yes,1 - 2 hours,Fourth Year\\n52,No,Yes,70%  - 79%,No,Computer Engineering,\"Music, projects\",Female,1 - 5 hours,Less than 1 hour,Yes,Low (< 10 Mbps),1.0,Train,Shailey Kadam,Postgraduate,0.0,8.15,0.0,7.8,0.0,8.18,0.0,9.0,0.0,8.83,0.0,8.5,,,,Somewhat active,Self - study,Yes,Less than 1 hour,Fourth Year\\n53,Yes,Yes,90%  - 100%,No,Computer Engineering,Reading,Female,1 - 5 hours,Less than 1 hour,Yes,High (>= 10 Mbps),1.0,Private Vehicle,Komal ,Graduate,0.0,8.3,0.0,8.74,0.0,7.25,0.0,9.0,0.0,8.74,0.0,9.0,,,,Somewhat active,Self - study,Yes,Less than 1 hour,Fourth Year\\n54,No,Yes,70%  - 79%,No,Computer Engineering,Music,Female,1 - 5 hours,Less than 1 hour,Yes,Low (< 10 Mbps),1.0,Train,Shivani,,0.0,7.2,0.0,7.26,0.0,7.5,0.0,8.0,0.0,7.9,0.0,8.2,,,,Somewhat active,Self - study,Yes,Less than 1 hour,Fourth Year\\n55,Yes,No,80%  - 89%,No,Computer Engineering,Tv series,Female,1 - 5 hours,1 - 5 hours,Yes,High (>= 10 Mbps),1.0,Private Vehicle,Sandnya Patil,Postgraduate,0.0,7.87,0.0,7.15,0.0,7.42,,,,,,,,,,Highly active,Group study,Yes,Less than 1 hour,Second Year\\n56,Yes,No,90%  - 100%,No,Information Technology,Gaming,Male,More than 10 hours,1 - 5 hours,Yes,High (>= 10 Mbps),1.0,Private Vehicle,Gaurav Patil ,Postgraduate,0.0,6.67,0.0,6.81,0.0,8.08,,,,,,,,,,Highly active,Self - study,Yes,Less than 1 hour,Second Year\\n57,Yes,Yes,80%  - 89%,No,Information Technology,Reading,Female,1 - 5 hours,1 - 5 hours,No,,1.0,Bus,Dipti patil,Graduate,0.0,7.44,0.0,7.75,0.0,5.92,,,,,,,,,,Somewhat active,Group study,Yes,1 - 2 hours,Second Year\\n58,No,Yes,80%  - 89%,No,Computer Engineering,Gaming,Male,1 - 5 hours,Less than 1 hour,Yes,,1.0,Train,Kevin,Graduate,0.0,8.2,0.0,8.5,0.0,8.3,0.0,7.9,0.0,7.5,0.0,7.8,,,,Somewhat active,Self - study,Yes,2 - 3 hours,Fourth Year\\n59,No,Yes,80%  - 89%,No,Computer Engineering,Assignment and tv,Female,5 - 10 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Train,Aishwarya,,0.0,7.44,0.0,7.75,0.0,6.62,0.0,6.8,0.0,7.64,0.0,8.0,,,,Somewhat active,Self - study,Yes,1 - 2 hours,Fourth Year\\n60,No,Yes,60%  - 69%,No,Computer Engineering,Movies/Series,Male,1 - 5 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Train,Praveen Pandey ,Graduate,0.0,6.5,0.0,6.3,0.0,6.7,0.0,6.8,0.0,6.9,0.0,7.1,,,,Somewhat active,Self - study,No,1 - 2 hours,Fourth Year\\n61,Yes,No,80%  - 89%,No,Information Technology,Music,Female,5 - 10 hours,1 - 5 hours,No,,1.0,Train,Rachana Vannal,Graduate,0.0,6.69,1.0,7.75,0.0,6.42,,,,,,,,,,Somewhat active,Self - study,Yes,1 - 2 hours,Second Year\\n62,Yes,Yes,60%  - 69%,No,Information Technology,Reading,Female,1 - 5 hours,1 - 5 hours,Yes,High (>= 10 Mbps),1.0,Train,Rajeena Rahim,Graduate,0.0,7.68,0.0,7.02,0.0,7.02,0.0,7.0,0.0,7.35,0.0,8.28,,,,Somewhat active,Group study,Yes,2 - 3 hours,Fourth Year\\n63,Yes,Yes,70%  - 79%,No,Electronics And Telecommunication Engineering,Youtube,Male,Less than 1 hour,1 - 5 hours,Yes,High (>= 10 Mbps),1.0,Private Vehicle,Sahil Tanawade,Graduate,0.0,7.79,0.0,8.5,0.0,8.04,,,,,,,,,,Somewhat active,Self - study,Yes,Less than 1 hour,Second Year\\n64,Yes,Yes,80%  - 89%,Yes,Information Technology,Movies/Series,Male,5 - 10 hours,5 - 10 hours,Yes,Low (< 10 Mbps),1.0,Train,Atharv Phadnis,Graduate,0.0,7.04,0.0,7.0,0.0,7.38,,,,,,,,,,Somewhat active,Self - study,Yes,1 - 2 hours,Second Year\\n65,Yes,No,80%  - 89%,No,Mechanical Engineering,Movies/Series,Male,More than 10 hours,5 - 10 hours,Yes,Low (< 10 Mbps),1.0,Train,Shinu,,2.0,7.44,2.0,7.75,1.0,7.22,,,,,,,,,,Somewhat active,Group study,No,2 - 3 hours,Second Year\\n66,Yes,Yes,90%  - 100%,No,Information Technology,Music,Female,1 - 5 hours,5 - 10 hours,Yes,,1.0,Bus,Vaishnavi sanjeeva  shetty ,Graduate,0.0,9.52,0.0,9.24,0.0,10.0,,,,,,,,,,Somewhat active,Self - study,Yes,Less than 1 hour,Second Year\\n67,Yes,Yes,80%  - 89%,No,Information Technology,Movies/Series,Male,Less than 1 hour,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Train,Mayur Jayawant Kachare,Graduate,0.0,7.44,0.0,7.75,0.0,6.27,,,,,,,,,,Somewhat active,Self - study,Yes,1 - 2 hours,Second Year\\n68,Yes,Yes,90%  - 100%,No,Information Technology,Movies/Series,Female,1 - 5 hours,Less than 1 hour,Yes,Low (< 10 Mbps),1.0,Train,Nikita  Maruti Tikone,,0.0,7.56,0.0,8.41,0.0,9.46,,,,,,,,,,Somewhat active,Self - study,Yes,Less than 1 hour,Second Year\\n69,Yes,Yes,90%  - 100%,No,Information Technology,Movies/Series,Female,1 - 5 hours,Less than 1 hour,Yes,Low (< 10 Mbps),1.0,Train,Nikita Maruti Tikone,,0.0,7.56,0.0,8.41,0.0,9.46,,,,,,,,,,Somewhat active,Self - study,Yes,Less than 1 hour,Second Year\\n70,Yes,Yes,60%  - 69%,No,Information Technology,Sleeping,Male,5 - 10 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Train,Atharva Pawar,Postgraduate,0.0,6.19,1.0,7.75,1.0,7.22,,,,,,,,,,Somewhat active,Self - study,No,1 - 2 hours,Second Year\\n71,Yes,Yes,90%  - 100%,No,Information Technology,Movies/Series,Female,1 - 5 hours,Less than 1 hour,Yes,Low (< 10 Mbps),1.0,Train,Nikita Maruti,,0.0,7.56,0.0,8.41,0.0,9.46,,,,,,,,,,Somewhat active,Self - study,Yes,Less than 1 hour,Second Year\\n72,No,No,60%  - 69%,Yes,Computer Engineering,Reading,Female,1 - 5 hours,Less than 1 hour,Yes,High (>= 10 Mbps),1.0,Train,Misbah khan,Graduate,0.0,7.44,0.0,7.75,0.0,6.11,0.0,6.67,0.0,7.14,0.0,7.71,,,,Highly active,Self - study,Yes,1 - 2 hours,Fourth Year\\n73,No,No,90%  - 100%,Yes,Computer Engineering,Movies/Series,Male,1 - 5 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Train,Nikhil,,0.0,5.67,1.0,7.75,0.0,5.17,,,,,,,,,,Not active,Self - study,Yes,Less than 1 hour,Second Year\\n74,No,No,80%  - 89%,No,Electronics And Telecommunication Engineering,Movies/Series,Male,1 - 5 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Private Vehicle,Parth Bapat ,Graduate,0.0,9.21,0.0,9.38,0.0,9.43,,,,,,,,,,Highly active,Self - study,Yes,Less than 1 hour,Second Year\\n75,Yes,Yes,70%  - 79%,No,Electronics And Telecommunication Engineering,Movies/Series,Male,Less than 1 hour,Less than 1 hour,Yes,High (>= 10 Mbps),1.0,Private Vehicle,Rushikesh Mhatre,,0.0,7.79,0.0,8.77,0.0,7.91,,,,,,,,,,Somewhat active,Self - study,Yes,Less than 1 hour,Second Year\\n76,No,No,80%  - 89%,No,Electronics Engineering,Movies/Series,Male,Less than 1 hour,5 - 10 hours,Yes,High (>= 10 Mbps),1.0,Bus,Abhiraj Sutar,Graduate,0.0,7.8,0.0,7.2,0.0,7.8,,,,,,,,,,Somewhat active,Group study,Yes,Less than 1 hour,Second Year\\n77,No,Yes,60%  - 69%,No,Computer Engineering,Music,Male,1 - 5 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Private Vehicle,Tanmay,Postgraduate,1.0,7.44,1.0,7.75,2.0,7.22,,,,,,,,,,Somewhat active,Self - study,No,Less than 1 hour,Second Year\\n78,Yes,Yes,80%  - 89%,No,Computer Engineering,Movies/Series,Male,Less than 1 hour,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Private Vehicle,Mitesh patil,Postgraduate,0.0,8.12,0.0,7.93,0.0,8.0,,,,,,,,,,Somewhat active,Self - study,Yes,Less than 1 hour,Second Year\\n79,Yes,Yes,80%  - 89%,No,Computer Engineering,Movies/Series,Female,1 - 5 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Private Vehicle,Pooja Bist,Graduate,0.0,7.44,0.0,7.75,0.0,6.54,0.0,7.84,0.0,8.13,0.0,8.33,,,,Somewhat active,Self - study,Yes,Less than 1 hour,Fourth Year\\n80,No,No,60%  - 69%,No,Computer Engineering,Movies/Series,Male,5 - 10 hours,Less than 1 hour,No,Low (< 10 Mbps),1.0,Private Vehicle,Sanket Kulkarni,Graduate,0.0,9.12,0.0,9.4,0.0,8.7,,,,,,,,,,Somewhat active,Self - study,No,Less than 1 hour,Second Year\\n81,No,No,70%  - 79%,No,Electronics Engineering,Travelling,Male,1 - 5 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Private Vehicle,Mehul Nachankar,Postgraduate,0.0,9.05,,7.75,,7.22,,,,,,,,,,Somewhat active,Self - study,Yes,Less than 1 hour,First Year\\n82,Yes,Yes,70%  - 79%,No,Mechanical Engineering,Movies/Series,Male,1 - 5 hours,Less than 1 hour,Yes,High (>= 10 Mbps),1.0,Private Vehicle,Shantanu Bhagwat,Graduate,0.0,9.42,0.0,9.34,0.0,8.02,0.0,7.84,0.0,8.2,,,,,,Somewhat active,Self - study,Yes,Less than 1 hour,Third Year\\n83,Yes,Yes,90%  - 100%,No,Mechanical Engineering,Reading,Male,1 - 5 hours,5 - 10 hours,Yes,Low (< 10 Mbps),1.0,Bus,AGARWAL VIJAY,Graduate,0.0,7.6,0.0,8.4,0.0,7.78,,,,,,,,,,Somewhat active,Self - study,Yes,1 - 2 hours,Second Year\\n84,Yes,Yes,90%  - 100%,No,Electronics And Telecommunication Engineering,Movies/Series,Female,Less than 1 hour,1 - 5 hours,Yes,High (>= 10 Mbps),1.0,Private Vehicle,Bhakti Prabhu,Graduate,0.0,9.08,0.0,9.62,0.0,9.48,,,,,,,,,,Highly active,Self - study,Yes,Less than 1 hour,Second Year\\n85,No,Yes,80%  - 89%,No,Electronics And Telecommunication Engineering,Travelling,Male,1 - 5 hours,1 - 5 hours,No,,1.0,Private Vehicle,Advait patil,Graduate,0.0,4.8,0.0,7.85,0.0,7.43,,,,,,,,,,Somewhat active,Group study,Yes,Less than 1 hour,Second Year\\n86,No,Yes,80%  - 89%,Yes,Computer Engineering,Music,Male,1 - 5 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Train,Anoop .R.Pillai,Graduate,0.0,6.6,2.0,7.75,1.0,7.22,,,,,,,,,,Somewhat active,Group study,Yes,More than 3 hours,Second Year\\n87,No,Yes,80%  - 89%,No,Electronics Engineering,Travelling,Female,Less than 1 hour,1 - 5 hours,Yes,High (>= 10 Mbps),1.0,Private Vehicle,Anuja Gundecha,Graduate,0.0,8.25,0.0,8.2,0.0,8.26,,,,,,,,,,Not active,Self - study,Yes,Less than 1 hour,Second Year\\n88,Yes,Yes,70%  - 79%,No,Computer Engineering,Movies/Series,Male,1 - 5 hours,Less than 1 hour,Yes,Low (< 10 Mbps),1.0,Train,Prakash Raj,Graduate,0.0,7.0,0.0,7.0,0.0,7.0,0.0,7.0,0.0,7.83,0.0,7.83,,,,Highly active,Group study,No,Less than 1 hour,Fourth Year\\n89,No,Yes,80%  - 89%,No,Electronics And Telecommunication Engineering,Movies/Series,Male,Less than 1 hour,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Bus,Abhishek,Graduate,0.0,7.2,0.0,7.96,0.0,6.39,,,,,,,,,,Somewhat active,Group study,Yes,Less than 1 hour,Second Year\\n90,No,Yes,80%  - 89%,No,Computer Engineering,Movies/Series,Male,1 - 5 hours,Less than 1 hour,Yes,Low (< 10 Mbps),1.0,Bus,Shailesh kotian,,0.0,8.78,0.0,8.64,0.0,7.93,0.0,8.96,0.0,8.67,0.0,8.67,,,,Not active,Self - study,Yes,Less than 1 hour,Fourth Year\\n91,No,Yes,70%  - 79%,No,Information Technology,Gaming,Male,1 - 5 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Train,Vignesh,Graduate,1.0,7.44,1.0,7.75,1.0,7.22,,,,,,,,,,Somewhat active,Self - study,Yes,2 - 3 hours,Second Year\\n92,No,Yes,Less than 60%,No,Mechatronics Engineering,Fight practice ,Male,1 - 5 hours,Less than 1 hour,Yes,Low (< 10 Mbps),1.0,Train,Aniket Patil,,2.0,7.44,1.0,7.75,1.0,7.22,,,,,,,,,,Somewhat active,Self - study,Yes,1 - 2 hours,Second Year\\n93,No,Yes,80%  - 89%,Yes,Mechanical Engineering,Travelling,Male,1 - 5 hours,Less than 1 hour,Yes,Low (< 10 Mbps),1.0,Private Vehicle,Swaroop Pillai,Graduate,0.0,7.89,0.0,7.93,0.0,8.27,,,,,,,,,,Somewhat active,Self - study,No,Less than 1 hour,Second Year\\n94,No,Yes,80%  - 89%,No,Electronics And Telecommunication Engineering,Exercise and Socialisation,Male,Less than 1 hour,5 - 10 hours,Yes,High (>= 10 Mbps),1.0,Private Vehicle,Pradyumna Marathe,Postgraduate,0.0,9.21,0.0,10.0,0.0,9.35,,,,,,,,,,Not active,Self - study,Yes,Less than 1 hour,Second Year\\n95,Yes,Yes,90%  - 100%,No,Computer Engineering,Robotics and reading,Male,Less than 1 hour,5 - 10 hours,Yes,Low (< 10 Mbps),1.0,Bus,SHIVAM PATIL,Postgraduate,0.0,9.16,0.0,8.56,0.0,7.22,,,,,,,,,,Not active,Self - study,No,1 - 2 hours,Second Year\\n96,Yes,No,80%  - 89%,No,Computer Engineering,Movies/Series,Male,1 - 5 hours,1 - 5 hours,Yes,High (>= 10 Mbps),1.0,Private Vehicle,Shubham gundawar,Postgraduate,0.0,8.3,0.0,8.7,0.0,8.2,,,,,,,,,,Highly active,Self - study,Yes,Less than 1 hour,Second Year\\n97,No,No,70%  - 79%,No,Computer Engineering,Travelling,Male,1 - 5 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Bus,Kunal,Graduate,0.0,8.32,0.0,8.16,0.0,7.41,,,,,,,,,,Somewhat active,Self - study,Yes,Less than 1 hour,Second Year\\n98,Yes,No,90%  - 100%,No,Electronics And Telecommunication Engineering,Youtube,Male,Less than 1 hour,More than 10 hours,Yes,Low (< 10 Mbps),1.0,Private Vehicle,Vrushabh urkunde,Graduate,0.0,8.3,0.0,8.96,0.0,8.0,,,,,,,,,,Somewhat active,Self - study,Yes,Less than 1 hour,Second Year\\n99,Yes,No,90%  - 100%,No,Computer Engineering,Movies/Series,Female,1 - 5 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Bus,Palve Priyanka ,Graduate,1.0,7.44,2.0,7.75,1.0,7.22,,,,,,,,,,Somewhat active,Group study,No,Less than 1 hour,Second Year\\n100,Yes,Yes,80%  - 89%,No,Electronics And Telecommunication Engineering,Movies/Series,Female,Less than 1 hour,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Private Vehicle,Anagha,Postgraduate,1.0,7.44,0.0,8.35,2.0,7.22,,,,,,,,,,Not active,Self - study,Yes,Less than 1 hour,Second Year\\n101,Yes,Yes,80%  - 89%,No,Electronics And Telecommunication Engineering,Movies/Series,Female,Less than 1 hour,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Private Vehicle,Anagha,Postgraduate,1.0,7.44,0.0,8.35,2.0,7.22,,,,,,,,,,Not active,Self - study,Yes,Less than 1 hour,Second Year\\n102,No,Yes,70%  - 79%,Yes,Computer Engineering,Movies/Series,Female,5 - 10 hours,Less than 1 hour,Yes,Low (< 10 Mbps),1.0,Private Vehicle,Aishwarya Gailwad,Postgraduate,0.0,8.12,0.0,8.12,0.0,7.24,,,,,,,,,,Highly active,Self - study,No,Less than 1 hour,Second Year\\n103,No,No,90%  - 100%,No,Computer Engineering,Music,Female,1 - 5 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Private Vehicle,Snehal Sanjay Giri ,,0.0,8.0,0.0,8.56,0.0,7.8,,,,,,,,,,Somewhat active,Self - study,Yes,Less than 1 hour,Second Year\\n104,Yes,Yes,90%  - 100%,No,Mechanical Engineering,Movies/Series,Female,1 - 5 hours,5 - 10 hours,Yes,High (>= 10 Mbps),1.0,Private Vehicle,Akshata,,0.0,9.58,0.0,9.46,0.0,9.3,,,,,,,,,,Somewhat active,Self - study,Yes,Less than 1 hour,Second Year\\n105,Yes,No,80%  - 89%,No,Electronics And Telecommunication Engineering,Movies/Series,Female,1 - 5 hours,1 - 5 hours,Yes,High (>= 10 Mbps),1.0,Bus,Rishita Jaiswal,Graduate,0.0,9.05,,7.75,,7.22,,,,,,,,,,Somewhat active,Self - study,Yes,Less than 1 hour,First Year\\n106,Yes,No,70%  - 79%,No,Electronics And Telecommunication Engineering,Travelling,Female,1 - 5 hours,1 - 5 hours,Yes,High (>= 10 Mbps),1.0,Private Vehicle,Sakshi Rathi,Graduate,0.0,8.71,,7.75,,7.22,,,,,,,,,,Somewhat active,Self - study,Yes,1 - 2 hours,First Year\\n107,Yes,Yes,80%  - 89%,No,Information Technology,Movies/Series,Female,5 - 10 hours,5 - 10 hours,Yes,High (>= 10 Mbps),1.0,Private Vehicle,Pragya Korpal ,Postgraduate,0.0,9.0,,7.75,,7.22,,,,,,,,,,Not active,Self - study,Yes,Less than 1 hour,First Year\\n108,No,Yes,80%  - 89%,No,Computer Engineering,Movies/Series,Male,Less than 1 hour,5 - 10 hours,Yes,Low (< 10 Mbps),1.0,Private Vehicle,Atharva Shahane,,0.0,7.44,0.0,7.75,0.0,8.26,,,,,,,,,,Highly active,Self - study,Yes,Less than 1 hour,Second Year\\n109,No,Yes,90%  - 100%,No,Electronics Engineering,Music,Female,5 - 10 hours,More than 10 hours,Yes,High (>= 10 Mbps),1.0,Private Vehicle,Nupoor Rajendra Maujkar,Postgraduate,0.0,8.14,,7.75,,7.22,,,,,,,,,,Somewhat active,Self - study,Yes,Less than 1 hour,First Year\\n110,No,Yes,Less than 60%,No,Information Technology,Cricket.,Male,1 - 5 hours,1 - 5 hours,Yes,High (>= 10 Mbps),1.0,Train,Pradumna,Postgraduate,0.0,6.67,2.0,7.75,0.0,6.2,,,,,,,,,,Somewhat active,Self - study,Yes,Less than 1 hour,Second Year\\n111,Yes,Yes,80%  - 89%,No,Electronics And Telecommunication Engineering,Movies/Series,Female,1 - 5 hours,5 - 10 hours,Yes,High (>= 10 Mbps),1.0,Private Vehicle,Shruti Bansod,Postgraduate,0.0,8.19,,7.75,,7.22,,,,,,,,,,Somewhat active,Self - study,Yes,Less than 1 hour,First Year\\n112,Yes,Yes,80%  - 89%,No,Electronics Engineering,Movies/Series,Male,1 - 5 hours,1 - 5 hours,Yes,High (>= 10 Mbps),1.0,Train,Melvin Varghese,Graduate,2.0,7.44,1.0,7.75,1.0,7.22,,,,,,,,,,Highly active,Group study,Yes,1 - 2 hours,Second Year\\n113,No,Yes,80%  - 89%,No,Automobile Engineering,Music,Male,1 - 5 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Train,Prajwal Poojary,Graduate,1.0,7.44,2.0,7.75,1.0,7.22,,,,,,,,,,Somewhat active,Self - study,No,1 - 2 hours,Second Year\\n114,No,No,60%  - 69%,No,Computer Engineering,Music,Female,1 - 5 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Train,Tanvi Chavan,Graduate,0.0,8.37,0.0,9.04,0.0,8.68,0.0,8.5,0.0,8.3,0.0,8.5,,,,Highly active,Self - study,No,2 - 3 hours,Fourth Year\\n115,No,Yes,70%  - 79%,No,Mechatronics Engineering,Movies/Series,Male,5 - 10 hours,1 - 5 hours,No,Low (< 10 Mbps),1.0,Train,Suyash Subodh Mandloi,Graduate,0.0,7.44,0.0,7.75,0.0,6.15,,,,,,,,,,Somewhat active,Self - study,No,Less than 1 hour,Second Year\\n116,Yes,Yes,90%  - 100%,No,Mechanical Engineering,Movies/Series,Male,1 - 5 hours,5 - 10 hours,Yes,Low (< 10 Mbps),1.0,Private Vehicle,Jaineel Shah,Graduate,0.0,8.1,,7.75,,7.22,,,,,,,,,,Highly active,Self - study,Yes,Less than 1 hour,First Year\\n117,No,Yes,70%  - 79%,Yes,Information Technology,Reading,Female,5 - 10 hours,1 - 5 hours,Yes,High (>= 10 Mbps),1.0,Train,Minal Chudasama,Graduate,0.0,7.44,0.0,7.75,0.0,6.04,,,,,,,,,,Somewhat active,Self - study,Yes,1 - 2 hours,Second Year\\n118,Yes,Yes,70%  - 79%,No,Computer Engineering,Reading,Female,1 - 5 hours,Less than 1 hour,Yes,High (>= 10 Mbps),1.0,Private Vehicle,Garima Yogesh Shukla,Graduate,0.0,6.91,0.0,7.72,0.0,7.8,0.0,7.39,0.0,7.92,0.0,8.21,,,,Highly active,Self - study,Yes,Less than 1 hour,Fourth Year\\n119,No,No,Less than 60%,No,Mechanical Engineering,Movies/Series,Male,1 - 5 hours,5 - 10 hours,Yes,Low (< 10 Mbps),1.0,Bus,Kaustubh Nitin Deshmukh,Postgraduate,0.0,7.2,0.0,7.1,0.0,6.43,,,,,,,,,,Somewhat active,Group study,No,1 - 2 hours,Second Year\\n120,No,No,70%  - 79%,No,Information Technology,Travelling,Male,Less than 1 hour,Less than 1 hour,Yes,Low (< 10 Mbps),1.0,Train,James bond,Graduate,0.0,8.2,0.0,7.9,0.0,9.3,,,,,,,,,,Not active,Self - study,No,2 - 3 hours,Second Year\\n121,No,No,70%  - 79%,Yes,Computer Engineering,Movies/Series,Male,1 - 5 hours,1 - 5 hours,Yes,High (>= 10 Mbps),1.0,Private Vehicle,Rohail,Postgraduate,0.0,7.44,0.0,7.75,0.0,7.08,,,,,,,,,,Highly active,Self - study,Yes,Less than 1 hour,Second Year\\n122,No,Yes,Less than 60%,No,Computer Engineering,Gaming,Male,1 - 5 hours,1 - 5 hours,Yes,High (>= 10 Mbps),1.0,Train,Amaan Hakim,Graduate,0.0,6.6,0.0,6.1,0.0,5.9,0.0,6.8,0.0,6.5,,,,,,Somewhat active,Self - study,No,2 - 3 hours,Third Year\\n123,No,Yes,80%  - 89%,No,Computer Engineering,Reading,Male,1 - 5 hours,5 - 10 hours,Yes,Low (< 10 Mbps),1.0,Train,Khan Arbaz,Postgraduate,2.0,7.44,2.0,7.75,1.0,7.22,,,,,,,,,,Highly active,Group study,Yes,Less than 1 hour,Second Year\\n124,No,Yes,80%  - 89%,No,Computer Engineering,Music,Male,5 - 10 hours,Less than 1 hour,Yes,Low (< 10 Mbps),1.0,Train,Rohan,Graduate,0.0,8.43,0.0,8.74,0.0,8.52,,,,,,,,,,Highly active,Group study,Yes,Less than 1 hour,Second Year\\n125,No,Yes,60%  - 69%,No,Information Technology,Movies/Series,Male,5 - 10 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Train,Ruturaj Atre,Graduate,1.0,7.44,2.0,7.75,1.0,7.22,,,,,,,,,,Somewhat active,Self - study,Yes,1 - 2 hours,Second Year\\n126,No,Yes,80%  - 89%,No,Computer Engineering,Reading,Female,1 - 5 hours,Less than 1 hour,Yes,Low (< 10 Mbps),1.0,Bus,Tooba Kausar,Graduate,1.0,7.44,1.0,7.75,1.0,7.22,,,,,,,,,,Highly active,Group study,Yes,Less than 1 hour,Second Year\\n127,Yes,Yes,80%  - 89%,No,Information Technology,Music,Male,1 - 5 hours,5 - 10 hours,Yes,Low (< 10 Mbps),1.0,Train,Jayant uthale,Graduate,0.0,6.2,2.0,7.75,2.0,7.22,,,,,,,,,,Somewhat active,Self - study,Yes,1 - 2 hours,Second Year\\n128,No,Yes,60%  - 69%,Yes,Computer Engineering,Reading,Female,5 - 10 hours,1 - 5 hours,Yes,High (>= 10 Mbps),1.0,Private Vehicle,Natasha,Graduate,0.0,7.44,0.0,7.75,0.0,6.9,,,,,,,,,,Somewhat active,Group study,Yes,Less than 1 hour,Second Year\\n129,No,No,80%  - 89%,Yes,Information Technology,Reading,Female,1 - 5 hours,Less than 1 hour,Yes,High (>= 10 Mbps),1.0,Train,Zarrin,Graduate,1.0,7.44,2.0,7.75,1.0,7.22,,,,,,,,,,Somewhat active,Self - study,Yes,Less than 1 hour,Second Year\\n130,No,No,60%  - 69%,Yes,Information Technology,Travelling,Male,1 - 5 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Private Vehicle,siddharth Abhijeet Tulpule.,Graduate,0.0,5.5,0.0,5.73,0.0,5.82,,,,,,,,,,Somewhat active,Group study,No,Less than 1 hour,Second Year\\n131,Yes,Yes,90%  - 100%,No,Electronics Engineering,Gaming,Male,1 - 5 hours,5 - 10 hours,Yes,Low (< 10 Mbps),1.0,Train,Dyanesh Sarawate.,Graduate,0.0,9.21,0.0,9.13,0.0,8.88,,,,,,,,,,Highly active,Self - study,Yes,Less than 1 hour,Second Year\\n132,Yes,Yes,90%  - 100%,Yes,Mechanical Engineering,Movies/Series,Male,1 - 5 hours,5 - 10 hours,Yes,Low (< 10 Mbps),1.0,Train,Shubham Ramesh Patil.,Graduate,0.0,7.2,,7.75,,7.22,,,,,,,,,,Somewhat active,Group study,Yes,1 - 2 hours,First Year\\n133,No,No,70%  - 79%,Yes,Electronics And Telecommunication Engineering,Music,Male,1 - 5 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Bus,Yash Ramesh Mhatre.,Graduate,0.0,6.67,,7.75,,7.22,,,,,,,,,,Not active,Group study,No,Less than 1 hour,First Year\\n134,No,No,60%  - 69%,No,Automobile Engineering,Reading,Male,1 - 5 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Private Vehicle,Karan Ramesh Mhatre.,Graduate,0.0,5.93,,7.75,,7.22,,,,,,,,,,Somewhat active,Self - study,Yes,1 - 2 hours,First Year\\n135,Yes,Yes,80%  - 89%,No,Information Technology,Music,Female,1 - 5 hours,1 - 5 hours,Yes,High (>= 10 Mbps),1.0,Train,Riddhi k sonkar,,1.0,7.44,1.0,7.75,2.0,7.22,,,,,,,,,,Somewhat active,Group study,Yes,1 - 2 hours,Second Year\\n136,No,No,60%  - 69%,No,Information Technology,Movies/Series,Male,1 - 5 hours,Less than 1 hour,Yes,Low (< 10 Mbps),1.0,Private Vehicle,Akhil kumar,Graduate,2.0,7.44,2.0,7.75,1.0,7.22,,,,,,,,,,Somewhat active,Group study,Yes,Less than 1 hour,Second Year\\n137,No,No,80%  - 89%,Yes,Information Technology,Travelling,Male,1 - 5 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Train,Patel Umar Faiz,Graduate,0.0,7.44,0.0,7.75,1.0,7.22,,,,,,,,,,Highly active,Self - study,Yes,2 - 3 hours,Second Year\\n138,Yes,No,70%  - 79%,No,Computer Engineering,Travelling,Female,More than 10 hours,Less than 1 hour,Yes,High (>= 10 Mbps),1.0,Private Vehicle,Kumudini,Graduate,0.0,6.67,0.0,7.19,0.0,6.54,,,,,,,,,,Somewhat active,Self - study,No,Less than 1 hour,Second Year\\n139,No,Yes,70%  - 79%,No,Electronics And Telecommunication Engineering,Travelling,Female,1 - 5 hours,1 - 5 hours,Yes,High (>= 10 Mbps),1.0,Bus,Pranjali gharat ,Graduate,2.0,7.44,1.0,7.75,1.0,7.22,,,,,,,,,,Somewhat active,Self - study,Yes,1 - 2 hours,Second Year\\n140,Yes,Yes,60%  - 69%,Yes,Computer Engineering,Travelling,Female,5 - 10 hours,More than 10 hours,Yes,High (>= 10 Mbps),1.0,Train,anchita lokhande,,0.0,7.44,0.0,7.75,0.0,6.35,,,,,,,,,,Somewhat active,Self - study,Yes,1 - 2 hours,Second Year\\n141,Yes,No,80%  - 89%,No,Computer Engineering,Music,Female,5 - 10 hours,5 - 10 hours,Yes,,1.0,Bus,DEEPIKA DEEPAK PATIL ,,0.0,6.89,2.0,7.75,2.0,7.22,,,,,,,,,,Somewhat active,Self - study,Yes,1 - 2 hours,Second Year\\n142,No,Yes,70%  - 79%,No,Information Technology,Movies/Series,Female,5 - 10 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Bus,Pradnya Bhoir,Graduate,0.0,6.98,0.0,7.2,0.0,7.4,0.0,7.6,0.0,7.3,0.0,8.0,0.0,7.9,,Somewhat active,Self - study,Yes,1 - 2 hours,Fourth Year\\n143,No,Yes,80%  - 89%,No,Computer Engineering,Movies/Series,Male,1 - 5 hours,Less than 1 hour,Yes,Low (< 10 Mbps),1.0,Bus,Mandar Patil,Graduate,0.0,7.22,0.0,7.04,0.0,7.5,,,,,,,,,,Somewhat active,Self - study,Yes,Less than 1 hour,Second Year\\n144,Yes,Yes,90%  - 100%,No,Computer Engineering,Movies/Series,Female,1 - 5 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Train,Yadav Shweta Devram,,0.0,8.67,0.0,8.56,0.0,8.89,0.0,9.52,0.0,9.14,0.0,9.14,0.0,9.36,,Somewhat active,Self - study,Yes,1 - 2 hours,Fourth Year\\n145,Yes,Yes,70%  - 79%,No,Computer Engineering,Movies/Series,Male,Less than 1 hour,Less than 1 hour,Yes,High (>= 10 Mbps),1.0,Train,Nishchal,Postgraduate,0.0,7.04,0.0,7.85,0.0,6.32,0.0,6.68,0.0,7.12,0.0,8.12,0.0,7.28,,Not active,Self - study,No,1 - 2 hours,Fourth Year\\n146,No,No,80%  - 89%,No,Computer Engineering,Music,Male,1 - 5 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Train,Aniket dabde,,0.0,6.3,0.0,6.2,0.0,6.8,0.0,6.7,0.0,6.2,,,,,,Highly active,Self - study,Yes,1 - 2 hours,Third Year\\n147,Yes,Yes,80%  - 89%,No,Information Technology,Gaming,Male,1 - 5 hours,5 - 10 hours,Yes,Low (< 10 Mbps),1.0,Private Vehicle,Kunal vijay thakur,Graduate,1.0,7.44,2.0,7.75,1.0,7.22,,,,,,,,,,Highly active,Self - study,Yes,Less than 1 hour,Second Year\\n148,Yes,Yes,80%  - 89%,No,Information Technology,Movies/Series,Female,1 - 5 hours,Less than 1 hour,Yes,Low (< 10 Mbps),1.0,Train,Komal Bisht ,Graduate,0.0,7.07,0.0,7.81,0.0,7.11,0.0,7.32,0.0,7.19,,,,,,Highly active,Self - study,Yes,Less than 1 hour,Third Year\\n149,Yes,Yes,70%  - 79%,No,Information Technology,Movies/Series,Female,1 - 5 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Train,Riya Jadhav,Graduate,0.0,6.67,0.0,6.69,0.0,6.86,0.0,7.67,0.0,7.35,,,,,,Somewhat active,Self - study,Yes,1 - 2 hours,Third Year\\n150,Yes,Yes,60%  - 69%,No,Information Technology,Gaming,Male,5 - 10 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Train,Deepansh Chatutvedi,Postgraduate,0.0,4.93,0.0,5.97,0.0,5.83,0.0,6.43,0.0,6.27,,,,,,Not active,Group study,No,Less than 1 hour,Third Year\\n151,Yes,No,70%  - 79%,No,Information Technology,Reading,Male,1 - 5 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Train,Voval Jain,,0.0,8.54,0.0,7.31,0.0,6.54,0.0,8.04,0.0,7.73,,,,,,Somewhat active,Self - study,Yes,1 - 2 hours,Third Year\\n152,Yes,No,70%  - 79%,No,Information Technology,Movies/Series,Male,5 - 10 hours,5 - 10 hours,Yes,High (>= 10 Mbps),1.0,Train,Hariharan V,Graduate,0.0,5.8,0.0,6.15,0.0,6.09,0.0,6.0,0.0,7.5,,,,,,Somewhat active,Self - study,Yes,Less than 1 hour,Third Year\\n153,Yes,Yes,90%  - 100%,No,Information Technology,Movies/Series,Female,1 - 5 hours,Less than 1 hour,Yes,Low (< 10 Mbps),1.0,Train,Akanksha Pandey ,Postgraduate,0.0,6.2,0.0,6.23,0.0,5.9,0.0,5.7,0.0,6.5,,,,,,Not active,Group study,Yes,2 - 3 hours,Third Year\\n154,Yes,No,70%  - 79%,No,Information Technology,Travelling,Female,5 - 10 hours,1 - 5 hours,Yes,High (>= 10 Mbps),1.0,Train,Darshana Nair,Graduate,0.0,5.6,0.0,6.08,0.0,4.89,0.0,5.41,0.0,6.88,,,,,,Somewhat active,Self - study,Yes,1 - 2 hours,Third Year\\n155,Yes,No,70%  - 79%,No,Information Technology,Movies/Series,Male,Less than 1 hour,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Bus,Ashish Panda,,0.0,6.53,0.0,6.81,0.0,7.14,0.0,7.86,0.0,7.77,,,,,,Somewhat active,Group study,Yes,1 - 2 hours,Third Year\\n156,Yes,No,60%  - 69%,No,Computer Engineering,Movies/Series,Female,1 - 5 hours,1 - 5 hours,Yes,High (>= 10 Mbps),1.0,Train,Zeel Rajput,Graduate,0.0,5.57,0.0,5.69,0.0,5.02,2.0,,2.0,,,,,,,Somewhat active,Self - study,Yes,Less than 1 hour,Third Year\\n157,No,No,70%  - 79%,No,Electronics And Telecommunication Engineering,Travelling,Male,1 - 5 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Train,Devesh singh,Postgraduate,0.0,6.9,0.0,6.5,0.0,6.7,0.0,6.2,0.0,6.9,0.0,6.4,0.0,7.1,,Somewhat active,Group study,No,1 - 2 hours,Fourth Year\\n158,No,Yes,70%  - 79%,No,Information Technology,Movies/Series,Male,1 - 5 hours,Less than 1 hour,Yes,Low (< 10 Mbps),1.0,Train,Shrayesh Kanade,Postgraduate,0.0,8.15,0.0,8.3,0.0,9.07,0.0,8.93,0.0,8.88,,,,,,Somewhat active,Self - study,Yes,1 - 2 hours,Third Year\\n159,No,Yes,80%  - 89%,No,Information Technology,Movies/Series,Male,1 - 5 hours,1 - 5 hours,Yes,Low (< 10 Mbps),1.0,Bus,Prafulla Jagdish Mhatre,,0.0,7.44,0.0,7.41,0.0,8.32,0.0,8.29,0.0,8.92,,,,,,Somewhat active,Self - study,No,1 - 2 hours,Third Year\\n160,No,No,Less than 60%,No,Computer Engineering,Contributing to open-source projects,Male,5 - 10 hours,Less than 1 hour,Yes,High (>= 10 Mbps),1.0,Private Vehicle,Kalpaj Chaudhari,,0.0,6.95,0.0,7.67,0.0,6.25,0.0,6.92,0.0,6.9,,,,,,Not active,Self - study,No,Less than 1 hour,Third Year\\n161,No,Yes,70%  - 79%,No,Information Technology,Movies/Series,Male,Less than 1 hour,1 - 5 hours,Yes,High (>= 10 Mbps),1.0,Private Vehicle,Raza,Graduate,0.0,7.44,0.0,7.75,0.0,6.0,,,,,,,,,,Somewhat active,Self - study,Yes,Less than 1 hour,Second Year\\n0,,,,,,,,,,,,,,,,,3.58594837659112,,4.4803620284468995,,3.0165581635557857,,4.424347372204571,,4.159870404024591,,4.999487418262394,,3.645385712255506,4.553599577056841,,,,,\\n1,,,,,,,,,,,,,,,,,3.536259119444956,,3.258161322715373,,3.5044759473809868,,4.308383664102499,,3.070441439045391,,4.613558615196233,,4.284600220903695,3.7308223379848826,,,,,\\n2,,,,,,,,,,,,,,,,,4.119371982432007,,3.096771657579456,,3.6511388074574196,,4.215103025068276,,3.331901950440988,,5.284977757657757,,4.647015078713821,3.162716540499851,,,,,\\n3,,,,,,,,,,,,,,,,,3.3124283992432675,,5.368669134358024,,4.691837953770512,,4.33223149254504,,5.104005068166041,,3.5031745649629618,,3.9186899265918145,4.598222509275086,,,,,\\n4,,,,,,,,,,,,,,,,,5.072688369642568,,3.4060238215235352,,3.3170717131458654,,3.2319538980768594,,5.1978712823976,,3.212528369679394,,5.340071532829528,4.561518646182272,,,,,\\n5,,,,,,,,,,,,,,,,,4.832167501646678,,3.1721409939511664,,4.7485826050176385,,3.7336152514838616,,4.368784783404414,,4.881633239631303,,5.371009603752306,4.332125507981342,,,,,\\n6,,,,,,,,,,,,,,,,,4.186963078839503,,3.2627252239273052,,4.190116061251576,,4.493444880257959,,4.977739358177308,,3.780828454428965,,3.5692833931920553,5.392356362135342,,,,,\\n7,,,,,,,,,,,,,,,,,4.20361700816727,,3.438198498057929,,3.739939329458498,,4.9408801885632565,,4.193942014542356,,3.958035857888395,,3.7837362525668685,4.9149713646807065,,,,,\\n8,,,,,,,,,,,,,,,,,4.945397585921324,,5.244750033183047,,3.5145747975537533,,4.733200914940239,,4.1662676998312556,,3.3391398973655293,,4.548676009660941,3.117994543434812,,,,,\\n9,,,,,,,,,,,,,,,,,4.848063527573046,,3.481633439948803,,4.63325243608829,,4.847391534515124,,4.889766369447944,,3.749233237310592,,4.582826096904872,5.368692699209657,,,,,\\n10,,,,,,,,,,,,,,,,,4.166975018753407,,4.120037885134774,,5.4287385081539306,,4.233702399789766,,4.737050498046038,,4.85366035098234,,3.254497252209987,3.9098078702607673,,,,,\\n11,,,,,,,,,,,,,,,,,5.06068005680637,,4.551382453178078,,3.112092444954954,,4.507754764683877,,4.48056731893182,,4.3199459018541395,,5.029361478973982,3.82807512488019,,,,,\\n12,,,,,,,,,,,,,,,,,4.503406572672151,,5.428848730224628,,3.581615726084618,,4.767883598650045,,3.3658755831849305,,3.312186175438984,,3.291978548030562,3.117428678411694,,,,,\\n13,,,,,,,,,,,,,,,,,4.934365600705142,,4.503126406174365,,3.064107951742967,,4.146028698033402,,4.207522652918084,,3.2246972804721903,,3.7863897491277863,3.5734393651289817,,,,,\\n14,,,,,,,,,,,,,,,,,3.5922456907752203,,3.290696899045925,,3.703095604001157,,4.858153943353272,,3.2414383299882625,,4.818599289396314,,4.320881256132088,3.9940808168689568,,,,,\\n15,,,,,,,,,,,,,,,,,4.227512147973151,,3.7248384942667743,,3.052806997128305,,4.882589099191197,,5.196431226538345,,3.3415556890823,,4.707085987797068,5.315675871222451,,,,,\\n16,,,,,,,,,,,,,,,,,3.02585770587622,,5.112442165111842,,3.803970285285474,,3.278756171412709,,4.803933951884616,,3.5168287173741546,,5.07840809421265,3.5129560996688665,,,,,\\n17,,,,,,,,,,,,,,,,,4.425106896375265,,5.375227301702926,,5.4676044386471645,,5.205884418742883,,4.186519192036069,,5.149051492703276,,5.459329234260214,4.0135093215306785,,,,,\\n18,,,,,,,,,,,,,,,,,5.380071624831904,,4.127688402532161,,5.383124572760617,,4.761794861036417,,3.3033288875493025,,4.467023011794369,,4.698844742351519,4.776905080968394,,,,,\\n19,,,,,,,,,,,,,,,,,3.0067709060233203,,3.4469125001140277,,4.769927759918056,,4.480237858770298,,3.3221778456740374,,3.5911172733467778,,4.145946890148587,4.556870964200995,,,,,\\n20,,,,,,,,,,,,,,,,,4.802737689660082,,3.006721698902908,,3.557904139379323,,4.178718496430362,,5.247634882364769,,3.7874564215525464,,3.0517015464892663,4.382456160888743,,,,,\\n21,,,,,,,,,,,,,,,,,3.664948652483776,,3.4755735025431913,,3.8537273090366084,,4.953453230119084,,3.493517049049341,,3.6365377396326357,,3.920656679412375,3.3593821786893914,,,,,\\n22,,,,,,,,,,,,,,,,,4.446045479252544,,4.842954476005891,,3.9746865611312465,,3.081844191581712,,3.8437382269698492,,3.4030862576973377,,5.206350129126668,4.315306168212362,,,,,\\n23,,,,,,,,,,,,,,,,,4.833037314072994,,5.265441561736151,,4.790052880117435,,4.107155441618752,,4.18409620088235,,4.685320488974442,,4.986476971168382,3.3580583248405222,,,,,\\n24,,,,,,,,,,,,,,,,,4.7346371657502555,,5.070586896557298,,5.261480724256989,,3.279945179956928,,3.043120642563825,,5.484294281741495,,3.1891155943851723,4.427690382517634,,,,,\\n25,,,,,,,,,,,,,,,,,3.1996976207175227,,5.243948436864468,,5.485293305805879,,4.851628796985035,,4.082929317983419,,4.607861394449453,,3.8036674081543094,3.2703829449986843,,,,,\\n26,,,,,,,,,,,,,,,,,4.526783743426744,,5.4533939222189485,,3.654477940047956,,5.339097087366344,,4.117703017854655,,3.0112411558002306,,4.309876696792493,5.11935637273647,,,,,\\n27,,,,,,,,,,,,,,,,,4.069578007554084,,4.683905479935443,,3.3986414033039547,,4.114415853320901,,5.467730490957297,,3.2365805337733615,,4.119358375167748,4.331788043068287,,,,,\\n28,,,,,,,,,,,,,,,,,3.930827809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     "execution_count": 35,
     "metadata": {},
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