prediction_preprocessing.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "####Visualizations\n",
    "#### Importing dependencies \n",
    "import numpy as np\n",
    "import pandas as pa\n",
    "import seaborn as se\n",
    "import matplotlib.pyplot as plt\n",
    "from IPython.display import HTML"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "##### Data preparation for the Prediction.\n",
    "\n",
    "\n",
    "ball_by_ball=pa.read_csv(\"./train/train/ball_by_ball_data.csv\")\n",
    "player_roster=pa.read_csv(\"./train/train/player_rosters.csv\")\n",
    "key_teams=pa.read_csv('./train/train/key_teams.csv')\n",
    "match_data=pa.read_csv('./train/train/match_data.csv')\n",
    "players_2018 = pa.read_csv(\"./test/test/player_predictions.csv\")\n",
    "matchs_2018 = pa.read_csv(\"./test/test/matches_2018.csv\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "##### Now take ball_by_ball data for preprocessing.\n",
    "##### Grouping the data such a way that we get the runs scored and wickets taken by each player for each match.\n",
    "##### One more constraint needed for grouping is innings based on innings we are grouping and splitting into two datasets.\n",
    "\n",
    "\n",
    "batsman_score=ball_by_ball[['match_id','inning','batting_team','bowling_team','batsman','batsman_id','batsman_runs']]\n",
    "batsman_score.head()\n",
    "batsman_score=batsman_score.groupby(['match_id','inning','batting_team','bowling_team','batsman','batsman_id'], as_index=False)['batsman_runs'].sum()\n",
    "batsman_score=batsman_score.merge((match_data[['match_id','venue_id']]), on='match_id')\n",
    "\n",
    "\n",
    "team_codes={'CSK':0, 'DC':1, 'DD':2, 'GL':3, 'KKR':4, 'KTK':5, 'KXI':6, 'MI':7, 'PW':8, 'RCB':9,'RPS':10, 'RR':11, 'SRH':12}\n",
    "batsman_score=batsman_score.replace({'batting_team':team_codes,'bowling_team':team_codes})\n",
    "\n",
    "\n",
    "batsman_score_1st_inn=batsman_score[batsman_score['inning']==1]\n",
    "batsman_score_2nd_inn=batsman_score[batsman_score['inning']==2]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "wickets_taken = ball_by_ball[['match_id','inning','batting_team','bowling_team','bowler','bowler_id','dismissal_kind']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\frame.py:2754: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  downcast=downcast, **kwargs)\n"
     ]
    }
   ],
   "source": [
    "wickets_taken.fillna(0,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>match_id</th>\n",
       "      <th>inning</th>\n",
       "      <th>batting_team</th>\n",
       "      <th>bowling_team</th>\n",
       "      <th>bowler</th>\n",
       "      <th>bowler_id</th>\n",
       "      <th>dismissal_kind</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2017_1</td>\n",
       "      <td>1</td>\n",
       "      <td>SRH</td>\n",
       "      <td>RCB</td>\n",
       "      <td>Tymal Mills</td>\n",
       "      <td>621</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2017_1</td>\n",
       "      <td>1</td>\n",
       "      <td>SRH</td>\n",
       "      <td>RCB</td>\n",
       "      <td>Tymal Mills</td>\n",
       "      <td>621</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2017_1</td>\n",
       "      <td>1</td>\n",
       "      <td>SRH</td>\n",
       "      <td>RCB</td>\n",
       "      <td>Tymal Mills</td>\n",
       "      <td>621</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2017_1</td>\n",
       "      <td>1</td>\n",
       "      <td>SRH</td>\n",
       "      <td>RCB</td>\n",
       "      <td>Tymal Mills</td>\n",
       "      <td>621</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2017_1</td>\n",
       "      <td>1</td>\n",
       "      <td>SRH</td>\n",
       "      <td>RCB</td>\n",
       "      <td>Tymal Mills</td>\n",
       "      <td>621</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  match_id  inning batting_team bowling_team       bowler  bowler_id  \\\n",
       "0   2017_1       1          SRH          RCB  Tymal Mills        621   \n",
       "1   2017_1       1          SRH          RCB  Tymal Mills        621   \n",
       "2   2017_1       1          SRH          RCB  Tymal Mills        621   \n",
       "3   2017_1       1          SRH          RCB  Tymal Mills        621   \n",
       "4   2017_1       1          SRH          RCB  Tymal Mills        621   \n",
       "\n",
       "  dismissal_kind  \n",
       "0              0  \n",
       "1              0  \n",
       "2              0  \n",
       "3              0  \n",
       "4              0  "
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wickets_taken.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 'caught', 'bowled', 'run out', 'lbw', 'caught and bowled',\n",
       "       'stumped', 'retired hurt', 'hit wicket', 'obstructing the field'], dtype=object)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wickets_taken['dismissal_kind'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dismissal_counted_for_bowlers=['caught', 'bowled', 'lbw', 'caught and bowled','stumped','hit wicket']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "mapping={'caught':1, 'bowled':1, 'lbw':1, 'caught and bowled':1,'stumped':1,'hit wicket':1,'run out':0,'retired hurt':0,'obstructing the field':0}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "wickets_taken=wickets_taken.replace({'dismissal_kind':mapping,'batting_team':team_codes,'bowling_team':team_codes})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [],
   "source": [
    "wickets_taken=wickets_taken.groupby(['match_id','inning','batting_team','bowling_team','bowler','bowler_id'],as_index=False)['dismissal_kind'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "wickets_taken=wickets_taken.merge((match_data[['match_id','venue_id']]), on='match_id')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "wickets_taken_1st_inn=wickets_taken[wickets_taken['inning']==1]\n",
    "wickets_taken_2nd_inn=wickets_taken[wickets_taken['inning']==2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>match_id</th>\n",
       "      <th>inning</th>\n",
       "      <th>batting_team</th>\n",
       "      <th>bowling_team</th>\n",
       "      <th>batsman</th>\n",
       "      <th>batsman_id</th>\n",
       "      <th>batsman_runs</th>\n",
       "      <th>venue_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2008_1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>Brendon McCullum</td>\n",
       "      <td>82</td>\n",
       "      <td>158</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2008_1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>David Hussey</td>\n",
       "      <td>80</td>\n",
       "      <td>12</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2008_1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>Mohammad Hafeez</td>\n",
       "      <td>83</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2008_1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>Ricky Ponting</td>\n",
       "      <td>73</td>\n",
       "      <td>20</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2008_1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>Sourav Ganguly</td>\n",
       "      <td>66</td>\n",
       "      <td>10</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2008_10</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>Brett Lee</td>\n",
       "      <td>94</td>\n",
       "      <td>16</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2008_10</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>Irfan Pathan</td>\n",
       "      <td>96</td>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2008_10</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>Karan Goel</td>\n",
       "      <td>104</td>\n",
       "      <td>18</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2008_10</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>Kumar Sangakkara</td>\n",
       "      <td>98</td>\n",
       "      <td>94</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2008_10</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>Mahela Jayawardene</td>\n",
       "      <td>101</td>\n",
       "      <td>12</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2008_10</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>Piyush Chawla</td>\n",
       "      <td>102</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2008_10</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>Ramnaresh Sarwan</td>\n",
       "      <td>110</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2008_10</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>S Sreesanth</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2008_10</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>Sunny Sohal</td>\n",
       "      <td>111</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2008_10</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>Vikram Singh</td>\n",
       "      <td>99</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2008_10</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>Yuvraj Singh</td>\n",
       "      <td>88</td>\n",
       "      <td>18</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>2008_11</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>Jacques Kallis</td>\n",
       "      <td>148</td>\n",
       "      <td>11</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>2008_11</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>Mark Boucher</td>\n",
       "      <td>145</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>2008_11</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>Praveen Kumar</td>\n",
       "      <td>160</td>\n",
       "      <td>34</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>2008_11</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>Rahul Dravid</td>\n",
       "      <td>142</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>2008_11</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>Ross Taylor</td>\n",
       "      <td>163</td>\n",
       "      <td>44</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>2008_11</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>Shivnarine Chanderpaul</td>\n",
       "      <td>156</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>2008_11</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>Sunil Joshi</td>\n",
       "      <td>158</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>2008_11</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>Vinay Kumar</td>\n",
       "      <td>153</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>2008_11</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>Virat Kohli</td>\n",
       "      <td>149</td>\n",
       "      <td>13</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>2008_11</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>Zaheer Khan</td>\n",
       "      <td>159</td>\n",
       "      <td>17</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>2008_12</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>Ajit Agarkar</td>\n",
       "      <td>77</td>\n",
       "      <td>11</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>2008_12</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>Brendon McCullum</td>\n",
       "      <td>82</td>\n",
       "      <td>24</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>2008_12</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>David Hussey</td>\n",
       "      <td>80</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>2008_12</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>Ishant Sharma</td>\n",
       "      <td>85</td>\n",
       "      <td>4</td>\n",
       "      <td>5</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>9484</th>\n",
       "      <td>2017_59</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>Rohit Sharma</td>\n",
       "      <td>30</td>\n",
       "      <td>24</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9492</th>\n",
       "      <td>2017_6</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>12</td>\n",
       "      <td>Aaron Finch</td>\n",
       "      <td>322</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9493</th>\n",
       "      <td>2017_6</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>12</td>\n",
       "      <td>Basil Thampi</td>\n",
       "      <td>600</td>\n",
       "      <td>13</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9494</th>\n",
       "      <td>2017_6</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>12</td>\n",
       "      <td>Brendon McCullum</td>\n",
       "      <td>82</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9495</th>\n",
       "      <td>2017_6</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>12</td>\n",
       "      <td>Dhawal Kulkarni</td>\n",
       "      <td>118</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9496</th>\n",
       "      <td>2017_6</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>12</td>\n",
       "      <td>Dinesh Karthik</td>\n",
       "      <td>59</td>\n",
       "      <td>30</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9497</th>\n",
       "      <td>2017_6</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>12</td>\n",
       "      <td>Dwayne Smith</td>\n",
       "      <td>124</td>\n",
       "      <td>37</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9498</th>\n",
       "      <td>2017_6</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>12</td>\n",
       "      <td>Jason Roy</td>\n",
       "      <td>598</td>\n",
       "      <td>31</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9499</th>\n",
       "      <td>2017_6</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>12</td>\n",
       "      <td>Praveen Kumar</td>\n",
       "      <td>160</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9500</th>\n",
       "      <td>2017_6</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>12</td>\n",
       "      <td>Suresh Raina</td>\n",
       "      <td>24</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9504</th>\n",
       "      <td>2017_7</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>Chris Lynn</td>\n",
       "      <td>343</td>\n",
       "      <td>32</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9505</th>\n",
       "      <td>2017_7</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>Chris Woakes</td>\n",
       "      <td>606</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9506</th>\n",
       "      <td>2017_7</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>Gautam Gambhir</td>\n",
       "      <td>58</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9507</th>\n",
       "      <td>2017_7</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>Manish Pandey</td>\n",
       "      <td>120</td>\n",
       "      <td>81</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9508</th>\n",
       "      <td>2017_7</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>Robin Uthappa</td>\n",
       "      <td>141</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9509</th>\n",
       "      <td>2017_7</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>Sunil Narine</td>\n",
       "      <td>437</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9510</th>\n",
       "      <td>2017_7</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>Surya Kumar Yadav</td>\n",
       "      <td>386</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9511</th>\n",
       "      <td>2017_7</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>Yusuf Pathan</td>\n",
       "      <td>171</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9520</th>\n",
       "      <td>2017_8</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>AB De Villiers</td>\n",
       "      <td>47</td>\n",
       "      <td>89</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9521</th>\n",
       "      <td>2017_8</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>Kedar Jadhav</td>\n",
       "      <td>249</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9522</th>\n",
       "      <td>2017_8</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>Mandeep Singh</td>\n",
       "      <td>373</td>\n",
       "      <td>28</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9523</th>\n",
       "      <td>2017_8</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>Shane Watson</td>\n",
       "      <td>175</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9524</th>\n",
       "      <td>2017_8</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>Stuart Binny</td>\n",
       "      <td>411</td>\n",
       "      <td>18</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9525</th>\n",
       "      <td>2017_8</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>Vishnu Vinod</td>\n",
       "      <td>623</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9530</th>\n",
       "      <td>2017_9</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>Aditya Tare</td>\n",
       "      <td>311</td>\n",
       "      <td>0</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9531</th>\n",
       "      <td>2017_9</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>Chris Morris</td>\n",
       "      <td>465</td>\n",
       "      <td>38</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9532</th>\n",
       "      <td>2017_9</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>Corey Anderson</td>\n",
       "      <td>519</td>\n",
       "      <td>2</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9533</th>\n",
       "      <td>2017_9</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>Rishabh Pant</td>\n",
       "      <td>572</td>\n",
       "      <td>31</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9534</th>\n",
       "      <td>2017_9</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>Sam Billings</td>\n",
       "      <td>570</td>\n",
       "      <td>24</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9535</th>\n",
       "      <td>2017_9</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>Sanju Samson</td>\n",
       "      <td>439</td>\n",
       "      <td>102</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4855 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     match_id  inning  batting_team  bowling_team                 batsman  \\\n",
       "0      2008_1       1             4             9        Brendon McCullum   \n",
       "1      2008_1       1             4             9            David Hussey   \n",
       "2      2008_1       1             4             9         Mohammad Hafeez   \n",
       "3      2008_1       1             4             9           Ricky Ponting   \n",
       "4      2008_1       1             4             9          Sourav Ganguly   \n",
       "16    2008_10       1             6             7               Brett Lee   \n",
       "17    2008_10       1             6             7            Irfan Pathan   \n",
       "18    2008_10       1             6             7              Karan Goel   \n",
       "19    2008_10       1             6             7        Kumar Sangakkara   \n",
       "20    2008_10       1             6             7      Mahela Jayawardene   \n",
       "21    2008_10       1             6             7           Piyush Chawla   \n",
       "22    2008_10       1             6             7        Ramnaresh Sarwan   \n",
       "23    2008_10       1             6             7             S Sreesanth   \n",
       "24    2008_10       1             6             7             Sunny Sohal   \n",
       "25    2008_10       1             6             7            Vikram Singh   \n",
       "26    2008_10       1             6             7            Yuvraj Singh   \n",
       "38    2008_11       1             9            11          Jacques Kallis   \n",
       "39    2008_11       1             9            11            Mark Boucher   \n",
       "40    2008_11       1             9            11           Praveen Kumar   \n",
       "41    2008_11       1             9            11            Rahul Dravid   \n",
       "42    2008_11       1             9            11             Ross Taylor   \n",
       "43    2008_11       1             9            11  Shivnarine Chanderpaul   \n",
       "44    2008_11       1             9            11             Sunil Joshi   \n",
       "45    2008_11       1             9            11             Vinay Kumar   \n",
       "46    2008_11       1             9            11             Virat Kohli   \n",
       "47    2008_11       1             9            11             Zaheer Khan   \n",
       "53    2008_12       1             4             0            Ajit Agarkar   \n",
       "54    2008_12       1             4             0        Brendon McCullum   \n",
       "55    2008_12       1             4             0            David Hussey   \n",
       "56    2008_12       1             4             0           Ishant Sharma   \n",
       "...       ...     ...           ...           ...                     ...   \n",
       "9484  2017_59       1             7            10            Rohit Sharma   \n",
       "9492   2017_6       1             3            12             Aaron Finch   \n",
       "9493   2017_6       1             3            12            Basil Thampi   \n",
       "9494   2017_6       1             3            12        Brendon McCullum   \n",
       "9495   2017_6       1             3            12         Dhawal Kulkarni   \n",
       "9496   2017_6       1             3            12          Dinesh Karthik   \n",
       "9497   2017_6       1             3            12            Dwayne Smith   \n",
       "9498   2017_6       1             3            12               Jason Roy   \n",
       "9499   2017_6       1             3            12           Praveen Kumar   \n",
       "9500   2017_6       1             3            12            Suresh Raina   \n",
       "9504   2017_7       1             4             7              Chris Lynn   \n",
       "9505   2017_7       1             4             7            Chris Woakes   \n",
       "9506   2017_7       1             4             7          Gautam Gambhir   \n",
       "9507   2017_7       1             4             7           Manish Pandey   \n",
       "9508   2017_7       1             4             7           Robin Uthappa   \n",
       "9509   2017_7       1             4             7            Sunil Narine   \n",
       "9510   2017_7       1             4             7       Surya Kumar Yadav   \n",
       "9511   2017_7       1             4             7            Yusuf Pathan   \n",
       "9520   2017_8       1             9             6          AB De Villiers   \n",
       "9521   2017_8       1             9             6            Kedar Jadhav   \n",
       "9522   2017_8       1             9             6           Mandeep Singh   \n",
       "9523   2017_8       1             9             6            Shane Watson   \n",
       "9524   2017_8       1             9             6            Stuart Binny   \n",
       "9525   2017_8       1             9             6            Vishnu Vinod   \n",
       "9530   2017_9       1             2            10             Aditya Tare   \n",
       "9531   2017_9       1             2            10            Chris Morris   \n",
       "9532   2017_9       1             2            10          Corey Anderson   \n",
       "9533   2017_9       1             2            10            Rishabh Pant   \n",
       "9534   2017_9       1             2            10            Sam Billings   \n",
       "9535   2017_9       1             2            10            Sanju Samson   \n",
       "\n",
       "      batsman_id  batsman_runs  venue_id  \n",
       "0             82           158         7  \n",
       "1             80            12         7  \n",
       "2             83             5         7  \n",
       "3             73            20         7  \n",
       "4             66            10         7  \n",
       "16            94            16         9  \n",
       "17            96             6         9  \n",
       "18           104            18         9  \n",
       "19            98            94         9  \n",
       "20           101            12         9  \n",
       "21           102             0         9  \n",
       "22           110             7         9  \n",
       "23           100             0         9  \n",
       "24           111             0         9  \n",
       "25            99             4         9  \n",
       "26            88            18         9  \n",
       "38           148            11         7  \n",
       "39           145             4         7  \n",
       "40           160            34         7  \n",
       "41           142             0         7  \n",
       "42           163            44         7  \n",
       "43           156             2         7  \n",
       "44           158             3         7  \n",
       "45           153             1         7  \n",
       "46           149            13         7  \n",
       "47           159            17         7  \n",
       "53            77            11         5  \n",
       "54            82            24         5  \n",
       "55            80             0         5  \n",
       "56            85             4         5  \n",
       "...          ...           ...       ...  \n",
       "9484          30            24         4  \n",
       "9492         322             3         4  \n",
       "9493         600            13         4  \n",
       "9494          82             5         4  \n",
       "9495         118             1         4  \n",
       "9496          59            30         4  \n",
       "9497         124            37         4  \n",
       "9498         598            31         4  \n",
       "9499         160             7         4  \n",
       "9500          24             5         4  \n",
       "9504         343            32         1  \n",
       "9505         606             9         1  \n",
       "9506          58            19         1  \n",
       "9507         120            81         1  \n",
       "9508         141             4         1  \n",
       "9509         437             1         1  \n",
       "9510         386            17         1  \n",
       "9511         171             6         1  \n",
       "9520          47            89         8  \n",
       "9521         249             1         8  \n",
       "9522         373            28         8  \n",
       "9523         175             1         8  \n",
       "9524         411            18         8  \n",
       "9525         623             7         8  \n",
       "9530         311             0        32  \n",
       "9531         465            38        32  \n",
       "9532         519             2        32  \n",
       "9533         572            31        32  \n",
       "9534         570            24        32  \n",
       "9535         439           102        32  \n",
       "\n",
       "[4855 rows x 8 columns]"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "batsman_score_1st_inn"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###########################################################################################################"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "metadata": {},
   "outputs": [],
   "source": [
    "palyer_palying_in_2018=np.unique(players_2018[['player_id']])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "metadata": {},
   "outputs": [],
   "source": [
    "##### Selecting the only players that are playing in 2018.\n",
    "\n",
    "batsman_score=batsman_score[batsman_score['batsman_id'].isin(palyer_palying_in_2018)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "batsman_score_1st_inn=batsman_score[batsman_score['inning']==1]\n",
    "batsman_score_2nd_inn=batsman_score[batsman_score['inning']==2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "metadata": {},
   "outputs": [
    {
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     "execution_count": 191,
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   "source": [
    "palyer_palying_in_2018"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "metadata": {},
   "outputs": [
    {
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  {
   "cell_type": "code",
   "execution_count": 198,
   "metadata": {},
   "outputs": [],
   "source": [
    "previous_players=list(pa.get_dummies(batsman_score['batsman_id']).columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "metadata": {},
   "outputs": [],
   "source": [
    "ipl_2018=players_2018[['match_id','player_id','team_id']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "metadata": {
    "scrolled": true
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   "outputs": [
    {
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       "      <th>2</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>114</td>\n",
       "      <td>CSK</td>\n",
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       "      <th>3</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>131</td>\n",
       "      <td>CSK</td>\n",
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       "      <th>4</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>175</td>\n",
       "      <td>CSK</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>177</td>\n",
       "      <td>CSK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>189</td>\n",
       "      <td>CSK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>249</td>\n",
       "      <td>CSK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>254</td>\n",
       "      <td>CSK</td>\n",
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       "      <th>9</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>309</td>\n",
       "      <td>CSK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>333</td>\n",
       "      <td>CSK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>412</td>\n",
       "      <td>CSK</td>\n",
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       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>507</td>\n",
       "      <td>CSK</td>\n",
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       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>518</td>\n",
       "      <td>CSK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>570</td>\n",
       "      <td>CSK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>637</td>\n",
       "      <td>CSK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>638</td>\n",
       "      <td>CSK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>639</td>\n",
       "      <td>CSK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>640</td>\n",
       "      <td>CSK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>641</td>\n",
       "      <td>CSK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>642</td>\n",
       "      <td>CSK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>643</td>\n",
       "      <td>CSK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>644</td>\n",
       "      <td>CSK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>645</td>\n",
       "      <td>CSK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>646</td>\n",
       "      <td>CSK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>30</td>\n",
       "      <td>MI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>63</td>\n",
       "      <td>MI</td>\n",
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       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>126</td>\n",
       "      <td>MI</td>\n",
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       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>311</td>\n",
       "      <td>MI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>315</td>\n",
       "      <td>MI</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>2588</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>638</td>\n",
       "      <td>CSK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2589</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>639</td>\n",
       "      <td>CSK</td>\n",
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       "    <tr>\n",
       "      <th>2590</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>640</td>\n",
       "      <td>CSK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2591</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>641</td>\n",
       "      <td>CSK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2592</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>642</td>\n",
       "      <td>CSK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2593</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>643</td>\n",
       "      <td>CSK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2594</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>644</td>\n",
       "      <td>CSK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2595</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>645</td>\n",
       "      <td>CSK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2596</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>646</td>\n",
       "      <td>CSK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2597</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>3</td>\n",
       "      <td>KXI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2598</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>55</td>\n",
       "      <td>KXI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2599</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>79</td>\n",
       "      <td>KXI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2600</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>88</td>\n",
       "      <td>KXI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2601</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>322</td>\n",
       "      <td>KXI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2602</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>378</td>\n",
       "      <td>KXI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2603</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>402</td>\n",
       "      <td>KXI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2604</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>458</td>\n",
       "      <td>KXI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2605</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>469</td>\n",
       "      <td>KXI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2606</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>471</td>\n",
       "      <td>KXI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2607</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>485</td>\n",
       "      <td>KXI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2608</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>535</td>\n",
       "      <td>KXI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2609</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>540</td>\n",
       "      <td>KXI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2610</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>562</td>\n",
       "      <td>KXI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2611</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>573</td>\n",
       "      <td>KXI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2612</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>662</td>\n",
       "      <td>KXI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2613</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>663</td>\n",
       "      <td>KXI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2614</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>664</td>\n",
       "      <td>KXI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2615</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>665</td>\n",
       "      <td>KXI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2616</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>666</td>\n",
       "      <td>KXI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2617</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>668</td>\n",
       "      <td>KXI</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "     match_id  player_id team_id\n",
       "0      2018_1          1     CSK\n",
       "1      2018_1         24     CSK\n",
       "2      2018_1        114     CSK\n",
       "3      2018_1        131     CSK\n",
       "4      2018_1        175     CSK\n",
       "5      2018_1        177     CSK\n",
       "6      2018_1        189     CSK\n",
       "7      2018_1        249     CSK\n",
       "8      2018_1        254     CSK\n",
       "9      2018_1        309     CSK\n",
       "10     2018_1        333     CSK\n",
       "11     2018_1        412     CSK\n",
       "12     2018_1        507     CSK\n",
       "13     2018_1        518     CSK\n",
       "14     2018_1        570     CSK\n",
       "15     2018_1        637     CSK\n",
       "16     2018_1        638     CSK\n",
       "17     2018_1        639     CSK\n",
       "18     2018_1        640     CSK\n",
       "19     2018_1        641     CSK\n",
       "20     2018_1        642     CSK\n",
       "21     2018_1        643     CSK\n",
       "22     2018_1        644     CSK\n",
       "23     2018_1        645     CSK\n",
       "24     2018_1        646     CSK\n",
       "25     2018_1         30      MI\n",
       "26     2018_1         63      MI\n",
       "27     2018_1        126      MI\n",
       "28     2018_1        311      MI\n",
       "29     2018_1        315      MI\n",
       "...       ...        ...     ...\n",
       "2588  2018_56        638     CSK\n",
       "2589  2018_56        639     CSK\n",
       "2590  2018_56        640     CSK\n",
       "2591  2018_56        641     CSK\n",
       "2592  2018_56        642     CSK\n",
       "2593  2018_56        643     CSK\n",
       "2594  2018_56        644     CSK\n",
       "2595  2018_56        645     CSK\n",
       "2596  2018_56        646     CSK\n",
       "2597  2018_56          3     KXI\n",
       "2598  2018_56         55     KXI\n",
       "2599  2018_56         79     KXI\n",
       "2600  2018_56         88     KXI\n",
       "2601  2018_56        322     KXI\n",
       "2602  2018_56        378     KXI\n",
       "2603  2018_56        402     KXI\n",
       "2604  2018_56        458     KXI\n",
       "2605  2018_56        469     KXI\n",
       "2606  2018_56        471     KXI\n",
       "2607  2018_56        485     KXI\n",
       "2608  2018_56        535     KXI\n",
       "2609  2018_56        540     KXI\n",
       "2610  2018_56        562     KXI\n",
       "2611  2018_56        573     KXI\n",
       "2612  2018_56        662     KXI\n",
       "2613  2018_56        663     KXI\n",
       "2614  2018_56        664     KXI\n",
       "2615  2018_56        665     KXI\n",
       "2616  2018_56        666     KXI\n",
       "2617  2018_56        668     KXI\n",
       "\n",
       "[2618 rows x 3 columns]"
      ]
     },
     "execution_count": 208,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ipl_2018"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 223,
   "metadata": {},
   "outputs": [],
   "source": [
    "ipl_2018_final=ipl_2018.merge((matchs_2018[['match_id','team1_id','team2_id','venue_id']]),on='match_id')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ipl_2018_final['bowling_team']='NaN'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 239,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>match_id</th>\n",
       "      <th>player_id</th>\n",
       "      <th>batting_team</th>\n",
       "      <th>venue_id</th>\n",
       "      <th>bowling_team</th>\n",
       "      <th>batsman_runs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>1</td>\n",
       "      <td>CSK</td>\n",
       "      <td>1</td>\n",
       "      <td>MI</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>24</td>\n",
       "      <td>CSK</td>\n",
       "      <td>1</td>\n",
       "      <td>MI</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>114</td>\n",
       "      <td>CSK</td>\n",
       "      <td>1</td>\n",
       "      <td>MI</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>131</td>\n",
       "      <td>CSK</td>\n",
       "      <td>1</td>\n",
       "      <td>MI</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>175</td>\n",
       "      <td>CSK</td>\n",
       "      <td>1</td>\n",
       "      <td>MI</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>177</td>\n",
       "      <td>CSK</td>\n",
       "      <td>1</td>\n",
       "      <td>MI</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>189</td>\n",
       "      <td>CSK</td>\n",
       "      <td>1</td>\n",
       "      <td>MI</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>249</td>\n",
       "      <td>CSK</td>\n",
       "      <td>1</td>\n",
       "      <td>MI</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>254</td>\n",
       "      <td>CSK</td>\n",
       "      <td>1</td>\n",
       "      <td>MI</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>309</td>\n",
       "      <td>CSK</td>\n",
       "      <td>1</td>\n",
       "      <td>MI</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>333</td>\n",
       "      <td>CSK</td>\n",
       "      <td>1</td>\n",
       "      <td>MI</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>412</td>\n",
       "      <td>CSK</td>\n",
       "      <td>1</td>\n",
       "      <td>MI</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>507</td>\n",
       "      <td>CSK</td>\n",
       "      <td>1</td>\n",
       "      <td>MI</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>518</td>\n",
       "      <td>CSK</td>\n",
       "      <td>1</td>\n",
       "      <td>MI</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>570</td>\n",
       "      <td>CSK</td>\n",
       "      <td>1</td>\n",
       "      <td>MI</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>637</td>\n",
       "      <td>CSK</td>\n",
       "      <td>1</td>\n",
       "      <td>MI</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>638</td>\n",
       "      <td>CSK</td>\n",
       "      <td>1</td>\n",
       "      <td>MI</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>639</td>\n",
       "      <td>CSK</td>\n",
       "      <td>1</td>\n",
       "      <td>MI</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>640</td>\n",
       "      <td>CSK</td>\n",
       "      <td>1</td>\n",
       "      <td>MI</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>641</td>\n",
       "      <td>CSK</td>\n",
       "      <td>1</td>\n",
       "      <td>MI</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>642</td>\n",
       "      <td>CSK</td>\n",
       "      <td>1</td>\n",
       "      <td>MI</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>643</td>\n",
       "      <td>CSK</td>\n",
       "      <td>1</td>\n",
       "      <td>MI</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>644</td>\n",
       "      <td>CSK</td>\n",
       "      <td>1</td>\n",
       "      <td>MI</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>645</td>\n",
       "      <td>CSK</td>\n",
       "      <td>1</td>\n",
       "      <td>MI</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>646</td>\n",
       "      <td>CSK</td>\n",
       "      <td>1</td>\n",
       "      <td>MI</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>30</td>\n",
       "      <td>MI</td>\n",
       "      <td>1</td>\n",
       "      <td>CSK</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>63</td>\n",
       "      <td>MI</td>\n",
       "      <td>1</td>\n",
       "      <td>CSK</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>126</td>\n",
       "      <td>MI</td>\n",
       "      <td>1</td>\n",
       "      <td>CSK</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>311</td>\n",
       "      <td>MI</td>\n",
       "      <td>1</td>\n",
       "      <td>CSK</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2018_1</td>\n",
       "      <td>315</td>\n",
       "      <td>MI</td>\n",
       "      <td>1</td>\n",
       "      <td>CSK</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>2588</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>638</td>\n",
       "      <td>CSK</td>\n",
       "      <td>5</td>\n",
       "      <td>KXI</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2589</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>639</td>\n",
       "      <td>CSK</td>\n",
       "      <td>5</td>\n",
       "      <td>KXI</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2590</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>640</td>\n",
       "      <td>CSK</td>\n",
       "      <td>5</td>\n",
       "      <td>KXI</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2591</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>641</td>\n",
       "      <td>CSK</td>\n",
       "      <td>5</td>\n",
       "      <td>KXI</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2592</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>642</td>\n",
       "      <td>CSK</td>\n",
       "      <td>5</td>\n",
       "      <td>KXI</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2593</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>643</td>\n",
       "      <td>CSK</td>\n",
       "      <td>5</td>\n",
       "      <td>KXI</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2594</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>644</td>\n",
       "      <td>CSK</td>\n",
       "      <td>5</td>\n",
       "      <td>KXI</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2595</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>645</td>\n",
       "      <td>CSK</td>\n",
       "      <td>5</td>\n",
       "      <td>KXI</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2596</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>646</td>\n",
       "      <td>CSK</td>\n",
       "      <td>5</td>\n",
       "      <td>KXI</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2597</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>3</td>\n",
       "      <td>KXI</td>\n",
       "      <td>5</td>\n",
       "      <td>CSK</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2598</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>55</td>\n",
       "      <td>KXI</td>\n",
       "      <td>5</td>\n",
       "      <td>CSK</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2599</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>79</td>\n",
       "      <td>KXI</td>\n",
       "      <td>5</td>\n",
       "      <td>CSK</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2600</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>88</td>\n",
       "      <td>KXI</td>\n",
       "      <td>5</td>\n",
       "      <td>CSK</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2601</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>322</td>\n",
       "      <td>KXI</td>\n",
       "      <td>5</td>\n",
       "      <td>CSK</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2602</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>378</td>\n",
       "      <td>KXI</td>\n",
       "      <td>5</td>\n",
       "      <td>CSK</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2603</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>402</td>\n",
       "      <td>KXI</td>\n",
       "      <td>5</td>\n",
       "      <td>CSK</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2604</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>458</td>\n",
       "      <td>KXI</td>\n",
       "      <td>5</td>\n",
       "      <td>CSK</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2605</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>469</td>\n",
       "      <td>KXI</td>\n",
       "      <td>5</td>\n",
       "      <td>CSK</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2606</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>471</td>\n",
       "      <td>KXI</td>\n",
       "      <td>5</td>\n",
       "      <td>CSK</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2607</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>485</td>\n",
       "      <td>KXI</td>\n",
       "      <td>5</td>\n",
       "      <td>CSK</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2608</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>535</td>\n",
       "      <td>KXI</td>\n",
       "      <td>5</td>\n",
       "      <td>CSK</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2609</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>540</td>\n",
       "      <td>KXI</td>\n",
       "      <td>5</td>\n",
       "      <td>CSK</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2610</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>562</td>\n",
       "      <td>KXI</td>\n",
       "      <td>5</td>\n",
       "      <td>CSK</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2611</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>573</td>\n",
       "      <td>KXI</td>\n",
       "      <td>5</td>\n",
       "      <td>CSK</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2612</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>662</td>\n",
       "      <td>KXI</td>\n",
       "      <td>5</td>\n",
       "      <td>CSK</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2613</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>663</td>\n",
       "      <td>KXI</td>\n",
       "      <td>5</td>\n",
       "      <td>CSK</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2614</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>664</td>\n",
       "      <td>KXI</td>\n",
       "      <td>5</td>\n",
       "      <td>CSK</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2615</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>665</td>\n",
       "      <td>KXI</td>\n",
       "      <td>5</td>\n",
       "      <td>CSK</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2616</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>666</td>\n",
       "      <td>KXI</td>\n",
       "      <td>5</td>\n",
       "      <td>CSK</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2617</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>668</td>\n",
       "      <td>KXI</td>\n",
       "      <td>5</td>\n",
       "      <td>CSK</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2618 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     match_id  player_id batting_team  venue_id bowling_team batsman_runs\n",
       "0      2018_1          1          CSK         1           MI          NaN\n",
       "1      2018_1         24          CSK         1           MI          NaN\n",
       "2      2018_1        114          CSK         1           MI          NaN\n",
       "3      2018_1        131          CSK         1           MI          NaN\n",
       "4      2018_1        175          CSK         1           MI          NaN\n",
       "5      2018_1        177          CSK         1           MI          NaN\n",
       "6      2018_1        189          CSK         1           MI          NaN\n",
       "7      2018_1        249          CSK         1           MI          NaN\n",
       "8      2018_1        254          CSK         1           MI          NaN\n",
       "9      2018_1        309          CSK         1           MI          NaN\n",
       "10     2018_1        333          CSK         1           MI          NaN\n",
       "11     2018_1        412          CSK         1           MI          NaN\n",
       "12     2018_1        507          CSK         1           MI          NaN\n",
       "13     2018_1        518          CSK         1           MI          NaN\n",
       "14     2018_1        570          CSK         1           MI          NaN\n",
       "15     2018_1        637          CSK         1           MI          NaN\n",
       "16     2018_1        638          CSK         1           MI          NaN\n",
       "17     2018_1        639          CSK         1           MI          NaN\n",
       "18     2018_1        640          CSK         1           MI          NaN\n",
       "19     2018_1        641          CSK         1           MI          NaN\n",
       "20     2018_1        642          CSK         1           MI          NaN\n",
       "21     2018_1        643          CSK         1           MI          NaN\n",
       "22     2018_1        644          CSK         1           MI          NaN\n",
       "23     2018_1        645          CSK         1           MI          NaN\n",
       "24     2018_1        646          CSK         1           MI          NaN\n",
       "25     2018_1         30           MI         1          CSK          NaN\n",
       "26     2018_1         63           MI         1          CSK          NaN\n",
       "27     2018_1        126           MI         1          CSK          NaN\n",
       "28     2018_1        311           MI         1          CSK          NaN\n",
       "29     2018_1        315           MI         1          CSK          NaN\n",
       "...       ...        ...          ...       ...          ...          ...\n",
       "2588  2018_56        638          CSK         5          KXI          NaN\n",
       "2589  2018_56        639          CSK         5          KXI          NaN\n",
       "2590  2018_56        640          CSK         5          KXI          NaN\n",
       "2591  2018_56        641          CSK         5          KXI          NaN\n",
       "2592  2018_56        642          CSK         5          KXI          NaN\n",
       "2593  2018_56        643          CSK         5          KXI          NaN\n",
       "2594  2018_56        644          CSK         5          KXI          NaN\n",
       "2595  2018_56        645          CSK         5          KXI          NaN\n",
       "2596  2018_56        646          CSK         5          KXI          NaN\n",
       "2597  2018_56          3          KXI         5          CSK          NaN\n",
       "2598  2018_56         55          KXI         5          CSK          NaN\n",
       "2599  2018_56         79          KXI         5          CSK          NaN\n",
       "2600  2018_56         88          KXI         5          CSK          NaN\n",
       "2601  2018_56        322          KXI         5          CSK          NaN\n",
       "2602  2018_56        378          KXI         5          CSK          NaN\n",
       "2603  2018_56        402          KXI         5          CSK          NaN\n",
       "2604  2018_56        458          KXI         5          CSK          NaN\n",
       "2605  2018_56        469          KXI         5          CSK          NaN\n",
       "2606  2018_56        471          KXI         5          CSK          NaN\n",
       "2607  2018_56        485          KXI         5          CSK          NaN\n",
       "2608  2018_56        535          KXI         5          CSK          NaN\n",
       "2609  2018_56        540          KXI         5          CSK          NaN\n",
       "2610  2018_56        562          KXI         5          CSK          NaN\n",
       "2611  2018_56        573          KXI         5          CSK          NaN\n",
       "2612  2018_56        662          KXI         5          CSK          NaN\n",
       "2613  2018_56        663          KXI         5          CSK          NaN\n",
       "2614  2018_56        664          KXI         5          CSK          NaN\n",
       "2615  2018_56        665          KXI         5          CSK          NaN\n",
       "2616  2018_56        666          KXI         5          CSK          NaN\n",
       "2617  2018_56        668          KXI         5          CSK          NaN\n",
       "\n",
       "[2618 rows x 6 columns]"
      ]
     },
     "execution_count": 239,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ipl_2018_final"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 227,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(ipl_2018_final)):\n",
    "    if ipl_2018_final.iloc[i,2]!=ipl_2018_final.iloc[i,3]:\n",
    "        ipl_2018_final.iloc[i,6]=ipl_2018_final.iloc[i,3]\n",
    "    else:\n",
    "        ipl_2018_final.iloc[i,6]=ipl_2018_final.iloc[i,4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 231,
   "metadata": {},
   "outputs": [],
   "source": [
    "del ipl_2018_final['team1_id']\n",
    "del ipl_2018_final['team2_id']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 250,
   "metadata": {},
   "outputs": [],
   "source": [
    "ipl_2018_final=ipl_2018_final.rename(columns={'team_id':'batting_team','player_id':'batsman_id'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 238,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ipl_2018_final['batsman_runs']='NaN'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 245,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ipl_2018_final['inning']='NaN'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 242,
   "metadata": {},
   "outputs": [],
   "source": [
    "ipl_2018_final=ipl_2018_final.replace({'batting_team':team_codes,'bowling_team':team_codes})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 253,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "ipl_2018_final=ipl_2018_final[['match_id','inning','batting_team','bowling_team','batsman_id','venue_id','batsman_runs']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 254,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "batsman_score=batsman_score[['match_id','inning','batting_team','bowling_team','batsman_id','venue_id','batsman_runs']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 259,
   "metadata": {},
   "outputs": [],
   "source": [
    "combined_data=pa.concat([batsman_score,ipl_2018_final])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 293,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "batting_players_dummy=pa.get_dummies(combined_data['batsman_id'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 264,
   "metadata": {},
   "outputs": [],
   "source": [
    "combined_data['batting_team']=\"batting_\"+combined_data['batting_team'].apply(str)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 265,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "combined_data['bowling_team']=\"bowling_\"+combined_data['bowling_team'].apply(str)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 273,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "combined_data['venue_id']=\"venue_id_\"+combined_data['venue_id'].apply(str)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 290,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "batting_dummy_variables=pa.get_dummies(combined_data['batting_team'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 270,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2588</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2589</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2590</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2591</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2592</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2593</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2594</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2595</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2596</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2597</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2598</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2599</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2600</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2601</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2602</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2603</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2604</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2605</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2606</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2607</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2608</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2609</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2610</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2611</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2612</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2613</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2614</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2615</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2616</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2617</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7797 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      bowling_0  bowling_1  bowling_10  bowling_11  bowling_12  bowling_2  \\\n",
       "0             0          0           0           0           0          0   \n",
       "13            0          0           0           0           0          0   \n",
       "21            0          0           0           0           0          0   \n",
       "26            0          0           0           0           0          0   \n",
       "29            0          0           0           0           0          0   \n",
       "30            0          0           0           0           0          0   \n",
       "31            0          0           0           0           0          0   \n",
       "34            0          0           0           0           0          0   \n",
       "36            0          0           0           0           0          0   \n",
       "45            0          0           0           1           0          0   \n",
       "46            0          0           0           1           0          0   \n",
       "51            0          0           0           0           0          0   \n",
       "52            0          0           0           0           0          0   \n",
       "54            1          0           0           0           0          0   \n",
       "62            1          0           0           0           0          0   \n",
       "63            0          0           0           0           0          0   \n",
       "65            0          0           0           0           0          0   \n",
       "67            0          1           0           0           0          0   \n",
       "68            0          1           0           0           0          0   \n",
       "71            0          1           0           0           0          0   \n",
       "76            0          0           0           0           0          0   \n",
       "78            0          0           0           0           0          0   \n",
       "79            0          0           0           0           0          0   \n",
       "81            0          0           0           0           0          0   \n",
       "92            0          0           0           0           0          1   \n",
       "93            0          0           0           0           0          0   \n",
       "96            0          0           0           0           0          0   \n",
       "97            0          0           0           0           0          0   \n",
       "106           1          0           0           0           0          0   \n",
       "110           0          0           0           0           0          0   \n",
       "...         ...        ...         ...         ...         ...        ...   \n",
       "2588          0          0           0           0           0          0   \n",
       "2589          0          0           0           0           0          0   \n",
       "2590          0          0           0           0           0          0   \n",
       "2591          0          0           0           0           0          0   \n",
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       "2593          0          0           0           0           0          0   \n",
       "2594          0          0           0           0           0          0   \n",
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       "2596          0          0           0           0           0          0   \n",
       "2597          1          0           0           0           0          0   \n",
       "2598          1          0           0           0           0          0   \n",
       "2599          1          0           0           0           0          0   \n",
       "2600          1          0           0           0           0          0   \n",
       "2601          1          0           0           0           0          0   \n",
       "2602          1          0           0           0           0          0   \n",
       "2603          1          0           0           0           0          0   \n",
       "2604          1          0           0           0           0          0   \n",
       "2605          1          0           0           0           0          0   \n",
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       "2609          1          0           0           0           0          0   \n",
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       "2611          1          0           0           0           0          0   \n",
       "2612          1          0           0           0           0          0   \n",
       "2613          1          0           0           0           0          0   \n",
       "2614          1          0           0           0           0          0   \n",
       "2615          1          0           0           0           0          0   \n",
       "2616          1          0           0           0           0          0   \n",
       "2617          1          0           0           0           0          0   \n",
       "\n",
       "      bowling_3  bowling_4  bowling_5  bowling_6  bowling_7  bowling_8  \\\n",
       "0             0          0          0          0          0          0   \n",
       "13            0          1          0          0          0          0   \n",
       "21            0          0          0          0          1          0   \n",
       "26            0          0          0          0          1          0   \n",
       "29            0          0          0          1          0          0   \n",
       "30            0          0          0          1          0          0   \n",
       "31            0          0          0          1          0          0   \n",
       "34            0          0          0          1          0          0   \n",
       "36            0          0          0          1          0          0   \n",
       "45            0          0          0          0          0          0   \n",
       "46            0          0          0          0          0          0   \n",
       "51            0          0          0          0          0          0   \n",
       "52            0          0          0          0          0          0   \n",
       "54            0          0          0          0          0          0   \n",
       "62            0          0          0          0          0          0   \n",
       "63            0          1          0          0          0          0   \n",
       "65            0          1          0          0          0          0   \n",
       "67            0          0          0          0          0          0   \n",
       "68            0          0          0          0          0          0   \n",
       "71            0          0          0          0          0          0   \n",
       "76            0          0          0          1          0          0   \n",
       "78            0          0          0          1          0          0   \n",
       "79            0          0          0          1          0          0   \n",
       "81            0          0          0          1          0          0   \n",
       "92            0          0          0          0          0          0   \n",
       "93            0          0          0          0          0          0   \n",
       "96            0          0          0          0          0          0   \n",
       "97            0          0          0          0          0          0   \n",
       "106           0          0          0          0          0          0   \n",
       "110           0          0          0          0          1          0   \n",
       "...         ...        ...        ...        ...        ...        ...   \n",
       "2588          0          0          0          1          0          0   \n",
       "2589          0          0          0          1          0          0   \n",
       "2590          0          0          0          1          0          0   \n",
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       "2598          0          0          0          0          0          0   \n",
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       "2602          0          0          0          0          0          0   \n",
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       "2610          0          0          0          0          0          0   \n",
       "2611          0          0          0          0          0          0   \n",
       "2612          0          0          0          0          0          0   \n",
       "2613          0          0          0          0          0          0   \n",
       "2614          0          0          0          0          0          0   \n",
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       "2616          0          0          0          0          0          0   \n",
       "2617          0          0          0          0          0          0   \n",
       "\n",
       "      bowling_9  \n",
       "0             1  \n",
       "13            0  \n",
       "21            0  \n",
       "26            0  \n",
       "29            0  \n",
       "30            0  \n",
       "31            0  \n",
       "34            0  \n",
       "36            0  \n",
       "45            0  \n",
       "46            0  \n",
       "51            1  \n",
       "52            1  \n",
       "54            0  \n",
       "62            0  \n",
       "63            0  \n",
       "65            0  \n",
       "67            0  \n",
       "68            0  \n",
       "71            0  \n",
       "76            0  \n",
       "78            0  \n",
       "79            0  \n",
       "81            0  \n",
       "92            0  \n",
       "93            1  \n",
       "96            1  \n",
       "97            1  \n",
       "106           0  \n",
       "110           0  \n",
       "...         ...  \n",
       "2588          0  \n",
       "2589          0  \n",
       "2590          0  \n",
       "2591          0  \n",
       "2592          0  \n",
       "2593          0  \n",
       "2594          0  \n",
       "2595          0  \n",
       "2596          0  \n",
       "2597          0  \n",
       "2598          0  \n",
       "2599          0  \n",
       "2600          0  \n",
       "2601          0  \n",
       "2602          0  \n",
       "2603          0  \n",
       "2604          0  \n",
       "2605          0  \n",
       "2606          0  \n",
       "2607          0  \n",
       "2608          0  \n",
       "2609          0  \n",
       "2610          0  \n",
       "2611          0  \n",
       "2612          0  \n",
       "2613          0  \n",
       "2614          0  \n",
       "2615          0  \n",
       "2616          0  \n",
       "2617          0  \n",
       "\n",
       "[7797 rows x 13 columns]"
      ]
     },
     "execution_count": 270,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pa.get_dummies(combined_data['bowling_team'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 283,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "venuues=pa.get_dummies(combined_data['venue_id'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 289,
   "metadata": {},
   "outputs": [],
   "source": [
    "##### combining venues dummy variables.\n",
    "final_combined_data=pa.concat([combined_data,venuues],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 292,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#### combinng batting teams dummy variables.\n",
    "final_combined_data=pa.concat([final_combined_data,batting_dummy_variables],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 294,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#### Combining player dummy varibles.\n",
    "\n",
    "final_combined_data=pa.concat([final_combined_data,batting_players_dummy],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 304,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "final_combined_data=final_combined_data.reset_index()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 306,
   "metadata": {},
   "outputs": [],
   "source": [
    "##### Removing the venue_id bowling, batting team, batsman_id also.\n",
    "\n",
    "del final_combined_data['batting_team']\n",
    "del final_combined_data['bowling_team']\n",
    "del final_combined_data['batsman_id']\n",
    "del final_combined_data['venue_id']\n",
    "del final_combined_data['index']\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 307,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>match_id</th>\n",
       "      <th>inning</th>\n",
       "      <th>batsman_runs</th>\n",
       "      <th>venue_id_1</th>\n",
       "      <th>venue_id_10</th>\n",
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       "      <th>venue_id_13</th>\n",
       "      <th>venue_id_14</th>\n",
       "      <th>venue_id_15</th>\n",
       "      <th>...</th>\n",
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       "      <td>0</td>\n",
       "    </tr>\n",
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       "      <th>3</th>\n",
       "      <td>2008_10</td>\n",
       "      <td>1</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2008_10</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <th>5</th>\n",
       "      <td>2008_10</td>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
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       "      <td>0</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2008_10</td>\n",
       "      <td>2</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2008_11</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2008_11</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2008_11</td>\n",
       "      <td>2</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2008_11</td>\n",
       "      <td>2</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2008_12</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2008_12</td>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2008_12</td>\n",
       "      <td>2</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2008_12</td>\n",
       "      <td>2</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2008_13</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2008_13</td>\n",
       "      <td>1</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2008_13</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2008_14</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2008_14</td>\n",
       "      <td>1</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2008_14</td>\n",
       "      <td>1</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2008_14</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2008_14</td>\n",
       "      <td>2</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2008_15</td>\n",
       "      <td>1</td>\n",
       "      <td>65</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2008_15</td>\n",
       "      <td>1</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2008_15</td>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2008_15</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2008_16</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</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>7767</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7768</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>...</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7794</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7795</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7796</th>\n",
       "      <td>2018_56</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7797 rows × 237 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     match_id inning batsman_runs  venue_id_1  venue_id_10  venue_id_11  \\\n",
       "0      2008_1      1          158           0            0            0   \n",
       "1      2008_1      2            1           0            0            0   \n",
       "2     2008_10      1            0           0            0            0   \n",
       "3     2008_10      1           18           0            0            0   \n",
       "4     2008_10      2            2           0            0            0   \n",
       "5     2008_10      2           23           0            0            0   \n",
       "6     2008_10      2            0           0            0            0   \n",
       "7     2008_10      2           21           0            0            0   \n",
       "8     2008_10      2           17           0            0            0   \n",
       "9     2008_11      1            1           0            0            0   \n",
       "10    2008_11      1           13           0            0            0   \n",
       "11    2008_11      2           61           0            0            0   \n",
       "12    2008_11      2           21           0            0            0   \n",
       "13    2008_12      1           24           0            0            0   \n",
       "14    2008_12      1           27           0            0            0   \n",
       "15    2008_12      2           43           0            0            0   \n",
       "16    2008_12      2           21           0            0            0   \n",
       "17    2008_13      1            0           0            1            0   \n",
       "18    2008_13      1           34           0            1            0   \n",
       "19    2008_13      1            6           0            1            0   \n",
       "20    2008_14      1           24           0            0            0   \n",
       "21    2008_14      1           18           0            0            0   \n",
       "22    2008_14      1           39           0            0            0   \n",
       "23    2008_14      1            0           0            0            0   \n",
       "24    2008_14      2           40           0            0            0   \n",
       "25    2008_15      1           65           0            0            0   \n",
       "26    2008_15      1           21           0            0            0   \n",
       "27    2008_15      1           28           0            0            0   \n",
       "28    2008_15      2           12           0            0            0   \n",
       "29    2008_16      1            1           0            0            0   \n",
       "...       ...    ...          ...         ...          ...          ...   \n",
       "7767  2018_56    NaN          NaN           0            0            0   \n",
       "7768  2018_56    NaN          NaN           0            0            0   \n",
       "7769  2018_56    NaN          NaN           0            0            0   \n",
       "7770  2018_56    NaN          NaN           0            0            0   \n",
       "7771  2018_56    NaN          NaN           0            0            0   \n",
       "7772  2018_56    NaN          NaN           0            0            0   \n",
       "7773  2018_56    NaN          NaN           0            0            0   \n",
       "7774  2018_56    NaN          NaN           0            0            0   \n",
       "7775  2018_56    NaN          NaN           0            0            0   \n",
       "7776  2018_56    NaN          NaN           0            0            0   \n",
       "7777  2018_56    NaN          NaN           0            0            0   \n",
       "7778  2018_56    NaN          NaN           0            0            0   \n",
       "7779  2018_56    NaN          NaN           0            0            0   \n",
       "7780  2018_56    NaN          NaN           0            0            0   \n",
       "7781  2018_56    NaN          NaN           0            0            0   \n",
       "7782  2018_56    NaN          NaN           0            0            0   \n",
       "7783  2018_56    NaN          NaN           0            0            0   \n",
       "7784  2018_56    NaN          NaN           0            0            0   \n",
       "7785  2018_56    NaN          NaN           0            0            0   \n",
       "7786  2018_56    NaN          NaN           0            0            0   \n",
       "7787  2018_56    NaN          NaN           0            0            0   \n",
       "7788  2018_56    NaN          NaN           0            0            0   \n",
       "7789  2018_56    NaN          NaN           0            0            0   \n",
       "7790  2018_56    NaN          NaN           0            0            0   \n",
       "7791  2018_56    NaN          NaN           0            0            0   \n",
       "7792  2018_56    NaN          NaN           0            0            0   \n",
       "7793  2018_56    NaN          NaN           0            0            0   \n",
       "7794  2018_56    NaN          NaN           0            0            0   \n",
       "7795  2018_56    NaN          NaN           0            0            0   \n",
       "7796  2018_56    NaN          NaN           0            0            0   \n",
       "\n",
       "      venue_id_12  venue_id_13  venue_id_14  venue_id_15 ...   685  686  687  \\\n",
       "0               0            0            0            0 ...     0    0    0   \n",
       "1               0            0            0            0 ...     0    0    0   \n",
       "2               0            0            0            0 ...     0    0    0   \n",
       "3               0            0            0            0 ...     0    0    0   \n",
       "4               0            0            0            0 ...     0    0    0   \n",
       "5               0            0            0            0 ...     0    0    0   \n",
       "6               0            0            0            0 ...     0    0    0   \n",
       "7               0            0            0            0 ...     0    0    0   \n",
       "8               0            0            0            0 ...     0    0    0   \n",
       "9               0            0            0            0 ...     0    0    0   \n",
       "10              0            0            0            0 ...     0    0    0   \n",
       "11              0            0            0            0 ...     0    0    0   \n",
       "12              0            0            0            0 ...     0    0    0   \n",
       "13              0            0            0            0 ...     0    0    0   \n",
       "14              0            0            0            0 ...     0    0    0   \n",
       "15              0            0            0            0 ...     0    0    0   \n",
       "16              0            0            0            0 ...     0    0    0   \n",
       "17              0            0            0            0 ...     0    0    0   \n",
       "18              0            0            0            0 ...     0    0    0   \n",
       "19              0            0            0            0 ...     0    0    0   \n",
       "20              0            0            0            0 ...     0    0    0   \n",
       "21              0            0            0            0 ...     0    0    0   \n",
       "22              0            0            0            0 ...     0    0    0   \n",
       "23              0            0            0            0 ...     0    0    0   \n",
       "24              0            0            0            0 ...     0    0    0   \n",
       "25              0            0            0            0 ...     0    0    0   \n",
       "26              0            0            0            0 ...     0    0    0   \n",
       "27              0            0            0            0 ...     0    0    0   \n",
       "28              0            0            0            0 ...     0    0    0   \n",
       "29              0            0            0            0 ...     0    0    0   \n",
       "...           ...          ...          ...          ... ...   ...  ...  ...   \n",
       "7767            0            0            0            0 ...     0    0    0   \n",
       "7768            0            0            0            0 ...     0    0    0   \n",
       "7769            0            0            0            0 ...     0    0    0   \n",
       "7770            0            0            0            0 ...     0    0    0   \n",
       "7771            0            0            0            0 ...     0    0    0   \n",
       "7772            0            0            0            0 ...     0    0    0   \n",
       "7773            0            0            0            0 ...     0    0    0   \n",
       "7774            0            0            0            0 ...     0    0    0   \n",
       "7775            0            0            0            0 ...     0    0    0   \n",
       "7776            0            0            0            0 ...     0    0    0   \n",
       "7777            0            0            0            0 ...     0    0    0   \n",
       "7778            0            0            0            0 ...     0    0    0   \n",
       "7779            0            0            0            0 ...     0    0    0   \n",
       "7780            0            0            0            0 ...     0    0    0   \n",
       "7781            0            0            0            0 ...     0    0    0   \n",
       "7782            0            0            0            0 ...     0    0    0   \n",
       "7783            0            0            0            0 ...     0    0    0   \n",
       "7784            0            0            0            0 ...     0    0    0   \n",
       "7785            0            0            0            0 ...     0    0    0   \n",
       "7786            0            0            0            0 ...     0    0    0   \n",
       "7787            0            0            0            0 ...     0    0    0   \n",
       "7788            0            0            0            0 ...     0    0    0   \n",
       "7789            0            0            0            0 ...     0    0    0   \n",
       "7790            0            0            0            0 ...     0    0    0   \n",
       "7791            0            0            0            0 ...     0    0    0   \n",
       "7792            0            0            0            0 ...     0    0    0   \n",
       "7793            0            0            0            0 ...     0    0    0   \n",
       "7794            0            0            0            0 ...     0    0    0   \n",
       "7795            0            0            0            0 ...     0    0    0   \n",
       "7796            0            0            0            0 ...     0    0    0   \n",
       "\n",
       "      688  689  690  691  692  693  696  \n",
       "0       0    0    0    0    0    0    0  \n",
       "1       0    0    0    0    0    0    0  \n",
       "2       0    0    0    0    0    0    0  \n",
       "3       0    0    0    0    0    0    0  \n",
       "4       0    0    0    0    0    0    0  \n",
       "5       0    0    0    0    0    0    0  \n",
       "6       0    0    0    0    0    0    0  \n",
       "7       0    0    0    0    0    0    0  \n",
       "8       0    0    0    0    0    0    0  \n",
       "9       0    0    0    0    0    0    0  \n",
       "10      0    0    0    0    0    0    0  \n",
       "11      0    0    0    0    0    0    0  \n",
       "12      0    0    0    0    0    0    0  \n",
       "13      0    0    0    0    0    0    0  \n",
       "14      0    0    0    0    0    0    0  \n",
       "15      0    0    0    0    0    0    0  \n",
       "16      0    0    0    0    0    0    0  \n",
       "17      0    0    0    0    0    0    0  \n",
       "18      0    0    0    0    0    0    0  \n",
       "19      0    0    0    0    0    0    0  \n",
       "20      0    0    0    0    0    0    0  \n",
       "21      0    0    0    0    0    0    0  \n",
       "22      0    0    0    0    0    0    0  \n",
       "23      0    0    0    0    0    0    0  \n",
       "24      0    0    0    0    0    0    0  \n",
       "25      0    0    0    0    0    0    0  \n",
       "26      0    0    0    0    0    0    0  \n",
       "27      0    0    0    0    0    0    0  \n",
       "28      0    0    0    0    0    0    0  \n",
       "29      0    0    0    0    0    0    0  \n",
       "...   ...  ...  ...  ...  ...  ...  ...  \n",
       "7767    0    0    0    0    0    0    0  \n",
       "7768    0    0    0    0    0    0    0  \n",
       "7769    0    0    0    0    0    0    0  \n",
       "7770    0    0    0    0    0    0    0  \n",
       "7771    0    0    0    0    0    0    0  \n",
       "7772    0    0    0    0    0    0    0  \n",
       "7773    0    0    0    0    0    0    0  \n",
       "7774    0    0    0    0    0    0    0  \n",
       "7775    0    0    0    0    0    0    0  \n",
       "7776    0    0    0    0    0    0    0  \n",
       "7777    0    0    0    0    0    0    0  \n",
       "7778    0    0    0    0    0    0    0  \n",
       "7779    0    0    0    0    0    0    0  \n",
       "7780    0    0    0    0    0    0    0  \n",
       "7781    0    0    0    0    0    0    0  \n",
       "7782    0    0    0    0    0    0    0  \n",
       "7783    0    0    0    0    0    0    0  \n",
       "7784    0    0    0    0    0    0    0  \n",
       "7785    0    0    0    0    0    0    0  \n",
       "7786    0    0    0    0    0    0    0  \n",
       "7787    0    0    0    0    0    0    0  \n",
       "7788    0    0    0    0    0    0    0  \n",
       "7789    0    0    0    0    0    0    0  \n",
       "7790    0    0    0    0    0    0    0  \n",
       "7791    0    0    0    0    0    0    0  \n",
       "7792    0    0    0    0    0    0    0  \n",
       "7793    0    0    0    0    0    0    0  \n",
       "7794    0    0    0    0    0    0    0  \n",
       "7795    0    0    0    0    0    0    0  \n",
       "7796    0    0    0    0    0    0    0  \n",
       "\n",
       "[7797 rows x 237 columns]"
      ]
     },
     "execution_count": 307,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_combined_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 322,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#### now let me seperate the 2018 matches since we use it for prediction.\n",
    "\n",
    "featured_2018_data=final_combined_data[final_combined_data['batsman_runs']=='NaN']\n",
    "\n",
    "##### also remove the inning columns since hence we use entire data for both 1st and 2nd innings.\n",
    "\n",
    "del featured_2018_data['inning']\n",
    "\n",
    "del featured_2018_data['batsman_runs']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 321,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "##### now seperating the 1st and 2nd innnings data for the remaining data records.\n",
    "\n",
    "featured_1st_inn_train = final_combined_data[final_combined_data['inning']==1]\n",
    "##### removing inning column.\n",
    "\n",
    "del featured_1st_inn_train['inning']\n",
    "\n",
    "\n",
    "featured_2nd_inn_train = final_combined_data[final_combined_data['inning']==2]\n",
    "##### removing inning column.\n",
    "\n",
    "del featured_2nd_inn_train['inning']\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 326,
   "metadata": {},
   "outputs": [],
   "source": [
    "##### splitting target variables and predictor variables.\n",
    "\n",
    "\n",
    "y_train_1st_inn=featured_1st_inn_train.values[:,1]\n",
    "\n",
    "\n",
    "X_train_1st_inn = featured_1st_inn_train\n",
    "\n",
    "del X_train_1st_inn['match_id']\n",
    "del X_train_1st_inn['batsman_runs']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 327,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</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>5121</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5122</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5123</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5124</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5125</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5133</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5134</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5135</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5136</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5137</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5138</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5139</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5142</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5143</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5144</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5145</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5146</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5147</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5148</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5149</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5158</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5159</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5160</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5161</th>\n",
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       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5162</th>\n",
       "      <td>0</td>\n",
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       "      <td>...</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>5167</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5168</th>\n",
       "      <td>0</td>\n",
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       "      <td>...</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5169</th>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5170</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>...</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2632 rows × 234 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      venue_id_1  venue_id_10  venue_id_11  venue_id_12  venue_id_13  \\\n",
       "0              0            0            0            0            0   \n",
       "2              0            0            0            0            0   \n",
       "3              0            0            0            0            0   \n",
       "9              0            0            0            0            0   \n",
       "10             0            0            0            0            0   \n",
       "13             0            0            0            0            0   \n",
       "14             0            0            0            0            0   \n",
       "17             0            1            0            0            0   \n",
       "18             0            1            0            0            0   \n",
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       "23             0            0            0            0            0   \n",
       "25             0            0            0            0            0   \n",
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       "46             0            0            0            0            0   \n",
       "47             0            0            0            0            0   \n",
       "49             0            0            0            0            0   \n",
       "...          ...          ...          ...          ...          ...   \n",
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       "5170           0            0            0            0            0   \n",
       "\n",
       "      venue_id_14  venue_id_15  venue_id_16  venue_id_17  venue_id_18 ...   \\\n",
       "0               0            0            0            0            0 ...    \n",
       "2               0            0            0            0            0 ...    \n",
       "3               0            0            0            0            0 ...    \n",
       "9               0            0            0            0            0 ...    \n",
       "10              0            0            0            0            0 ...    \n",
       "13              0            0            0            0            0 ...    \n",
       "14              0            0            0            0            0 ...    \n",
       "17              0            0            0            0            0 ...    \n",
       "18              0            0            0            0            0 ...    \n",
       "19              0            0            0            0            0 ...    \n",
       "20              0            0            0            0            0 ...    \n",
       "21              0            0            0            0            0 ...    \n",
       "22              0            0            0            0            0 ...    \n",
       "23              0            0            0            0            0 ...    \n",
       "25              0            0            0            0            0 ...    \n",
       "26              0            0            0            0            0 ...    \n",
       "27              0            0            0            0            0 ...    \n",
       "29              0            0            0            0            0 ...    \n",
       "34              0            0            0            0            0 ...    \n",
       "35              0            0            0            0            0 ...    \n",
       "36              0            0            0            0            0 ...    \n",
       "37              0            0            0            0            0 ...    \n",
       "39              0            0            0            0            0 ...    \n",
       "41              0            0            0            0            0 ...    \n",
       "42              0            0            0            0            0 ...    \n",
       "43              0            0            0            0            0 ...    \n",
       "45              0            0            0            0            0 ...    \n",
       "46              0            0            0            0            0 ...    \n",
       "47              0            0            0            0            0 ...    \n",
       "49              0            0            0            0            0 ...    \n",
       "...           ...          ...          ...          ...          ... ...    \n",
       "5121            0            0            0            0            0 ...    \n",
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       "5169            0            0            0            0            0 ...    \n",
       "5170            0            0            0            0            0 ...    \n",
       "\n",
       "      685  686  687  688  689  690  691  692  693  696  \n",
       "0       0    0    0    0    0    0    0    0    0    0  \n",
       "2       0    0    0    0    0    0    0    0    0    0  \n",
       "3       0    0    0    0    0    0    0    0    0    0  \n",
       "9       0    0    0    0    0    0    0    0    0    0  \n",
       "10      0    0    0    0    0    0    0    0    0    0  \n",
       "13      0    0    0    0    0    0    0    0    0    0  \n",
       "14      0    0    0    0    0    0    0    0    0    0  \n",
       "17      0    0    0    0    0    0    0    0    0    0  \n",
       "18      0    0    0    0    0    0    0    0    0    0  \n",
       "19      0    0    0    0    0    0    0    0    0    0  \n",
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       "22      0    0    0    0    0    0    0    0    0    0  \n",
       "23      0    0    0    0    0    0    0    0    0    0  \n",
       "25      0    0    0    0    0    0    0    0    0    0  \n",
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       "27      0    0    0    0    0    0    0    0    0    0  \n",
       "29      0    0    0    0    0    0    0    0    0    0  \n",
       "34      0    0    0    0    0    0    0    0    0    0  \n",
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       "36      0    0    0    0    0    0    0    0    0    0  \n",
       "37      0    0    0    0    0    0    0    0    0    0  \n",
       "39      0    0    0    0    0    0    0    0    0    0  \n",
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       "42      0    0    0    0    0    0    0    0    0    0  \n",
       "43      0    0    0    0    0    0    0    0    0    0  \n",
       "45      0    0    0    0    0    0    0    0    0    0  \n",
       "46      0    0    0    0    0    0    0    0    0    0  \n",
       "47      0    0    0    0    0    0    0    0    0    0  \n",
       "49      0    0    0    0    0    0    0    0    0    0  \n",
       "...   ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  \n",
       "5121    0    0    0    0    0    0    0    0    0    0  \n",
       "5122    0    0    0    0    0    0    0    0    0    0  \n",
       "5123    0    0    0    0    0    0    0    0    0    0  \n",
       "5124    0    0    0    0    0    0    0    0    0    0  \n",
       "5125    0    0    0    0    0    0    0    0    0    0  \n",
       "5133    0    0    0    0    0    0    0    0    0    0  \n",
       "5134    0    0    0    0    0    0    0    0    0    0  \n",
       "5135    0    0    0    0    0    0    0    0    0    0  \n",
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       "5137    0    0    0    0    0    0    0    0    0    0  \n",
       "5138    0    0    0    0    0    0    0    0    0    0  \n",
       "5139    0    0    0    0    0    0    0    0    0    0  \n",
       "5142    0    0    0    0    0    0    0    0    0    0  \n",
       "5143    0    0    0    0    0    0    0    0    0    0  \n",
       "5144    0    0    0    0    0    0    0    0    0    0  \n",
       "5145    0    0    0    0    0    0    0    0    0    0  \n",
       "5146    0    0    0    0    0    0    0    0    0    0  \n",
       "5147    0    0    0    0    0    0    0    0    0    0  \n",
       "5148    0    0    0    0    0    0    0    0    0    0  \n",
       "5149    0    0    0    0    0    0    0    0    0    0  \n",
       "5158    0    0    0    0    0    0    0    0    0    0  \n",
       "5159    0    0    0    0    0    0    0    0    0    0  \n",
       "5160    0    0    0    0    0    0    0    0    0    0  \n",
       "5161    0    0    0    0    0    0    0    0    0    0  \n",
       "5162    0    0    0    0    0    0    0    0    0    0  \n",
       "5166    0    0    0    0    0    0    0    0    0    0  \n",
       "5167    0    0    0    0    0    0    0    0    0    0  \n",
       "5168    0    0    0    0    0    0    0    0    0    0  \n",
       "5169    0    0    0    0    0    0    0    0    0    0  \n",
       "5170    0    0    0    0    0    0    0    0    0    0  \n",
       "\n",
       "[2632 rows x 234 columns]"
      ]
     },
     "execution_count": 327,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train_1st_inn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 323,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "##### Lets try implementing gradient boosting.\n",
    "##### Metrics for testing accuracy is Mean Square Error.\n",
    "\n",
    "from sklearn.metrics import mean_squared_error\n",
    "from sklearn.ensemble import GradientBoostingRegressor\n",
    "from sklearn.cross_validation import train_test_split\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 332,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train,X_test,y_train,y_test=train_test_split(X_train_1st_inn,y_train_1st_inn,test_size=0.4,random_state=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 336,
   "metadata": {},
   "outputs": [],
   "source": [
    "est = GradientBoostingRegressor(n_estimators=100,\n",
    "                                learning_rate=0.5,\n",
    "                                max_depth=1,\n",
    "                                random_state=0,\n",
    "                                loss='ls').fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 339,
   "metadata": {},
   "outputs": [],
   "source": [
    "predict_y=est.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 335,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([26, 4, 32, ..., 8, 39, 33], dtype=object)"
      ]
     },
     "execution_count": 335,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 340,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "463.77320581498492"
      ]
     },
     "execution_count": 340,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mean_squared_error(predict_y,y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 341,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GradientBoostingRegressor(alpha=0.9, criterion='friedman_mse', init=None,\n",
       "             learning_rate=0.5, loss='ls', max_depth=1, max_features=None,\n",
       "             max_leaf_nodes=None, min_impurity_decrease=0.0,\n",
       "             min_impurity_split=None, min_samples_leaf=1,\n",
       "             min_samples_split=2, min_weight_fraction_leaf=0.0,\n",
       "             n_estimators=200, presort='auto', random_state=0,\n",
       "             subsample=1.0, verbose=0, warm_start=True)"
      ]
     },
     "execution_count": 341,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "est.set_params(n_estimators=200, warm_start=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 342,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GradientBoostingRegressor(alpha=0.9, criterion='friedman_mse', init=None,\n",
       "             learning_rate=0.5, loss='ls', max_depth=1, max_features=None,\n",
       "             max_leaf_nodes=None, min_impurity_decrease=0.0,\n",
       "             min_impurity_split=None, min_samples_leaf=1,\n",
       "             min_samples_split=2, min_weight_fraction_leaf=0.0,\n",
       "             n_estimators=200, presort='auto', random_state=0,\n",
       "             subsample=1.0, verbose=0, warm_start=True)"
      ]
     },
     "execution_count": 342,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "est.fit(X_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 344,
   "metadata": {},
   "outputs": [],
   "source": [
    "predict_y=est.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 345,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "519.01869731736292"
      ]
     },
     "execution_count": 345,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mean_squared_error(y_test,predict_y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 346,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3988</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4632</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4214</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>864</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3442</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3646</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1513</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3140</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</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>4138</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1977</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1173</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3444</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1710</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4829</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3803</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3755</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3317</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4772</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4208</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3272</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3012</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2631</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3754</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3285</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>544</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1943</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1533</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3046</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3143</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3736</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3895</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>685</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3814</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3685</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3035</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1579 rows × 234 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      venue_id_1  venue_id_10  venue_id_11  venue_id_12  venue_id_13  \\\n",
       "2747           0            0            0            0            0   \n",
       "218            0            0            0            0            0   \n",
       "3538           1            0            0            0            0   \n",
       "2917           1            0            0            0            0   \n",
       "3125           0            0            0            0            0   \n",
       "3551           0            0            0            0            0   \n",
       "5065           0            0            0            0            0   \n",
       "467            0            0            0            0            1   \n",
       "1380           1            0            0            0            0   \n",
       "4612           0            0            0            0            0   \n",
       "2390           1            0            0            0            0   \n",
       "4348           0            0            0            0            0   \n",
       "405            0            0            0            0            1   \n",
       "1086           0            0            0            0            0   \n",
       "5105           0            0            0            0            0   \n",
       "4507           0            0            0            0            0   \n",
       "4604           0            0            0            0            0   \n",
       "2325           0            0            0            0            0   \n",
       "276            0            0            0            0            1   \n",
       "3936           0            0            0            0            0   \n",
       "3559           0            0            0            0            0   \n",
       "161            0            0            0            0            0   \n",
       "3988           0            0            0            0            0   \n",
       "4632           1            0            0            0            0   \n",
       "4214           0            0            0            0            0   \n",
       "864            0            0            0            0            0   \n",
       "3442           0            0            0            0            0   \n",
       "3646           0            0            0            0            0   \n",
       "1513           1            0            0            0            0   \n",
       "3140           0            0            0            0            0   \n",
       "...          ...          ...          ...          ...          ...   \n",
       "4138           0            0            0            0            0   \n",
       "264            0            0            0            1            0   \n",
       "1977           0            0            0            0            0   \n",
       "1173           0            0            0            0            0   \n",
       "3444           0            0            0            0            0   \n",
       "1710           0            0            0            0            0   \n",
       "4829           0            0            0            0            0   \n",
       "3803           0            0            0            0            0   \n",
       "3755           1            0            0            0            0   \n",
       "3317           0            0            0            0            0   \n",
       "4772           0            0            0            0            0   \n",
       "4208           0            0            0            0            0   \n",
       "3272           0            0            0            0            0   \n",
       "3012           0            0            0            0            0   \n",
       "2631           0            0            0            0            0   \n",
       "3754           1            0            0            0            0   \n",
       "3285           0            0            0            0            0   \n",
       "544            0            0            0            0            0   \n",
       "1943           0            0            0            0            0   \n",
       "1533           0            0            0            0            0   \n",
       "3046           0            0            0            0            0   \n",
       "3143           0            0            0            0            0   \n",
       "91             0            0            0            0            0   \n",
       "3736           0            0            0            0            0   \n",
       "3895           0            0            0            0            0   \n",
       "685            0            0            0            0            0   \n",
       "3814           0            0            0            0            0   \n",
       "139            1            0            0            0            0   \n",
       "3685           0            0            0            0            0   \n",
       "3035           0            0            0            0            0   \n",
       "\n",
       "      venue_id_14  venue_id_15  venue_id_16  venue_id_17  venue_id_18 ...   \\\n",
       "2747            0            0            0            0            0 ...    \n",
       "218             0            0            0            0            0 ...    \n",
       "3538            0            0            0            0            0 ...    \n",
       "2917            0            0            0            0            0 ...    \n",
       "3125            0            0            0            0            0 ...    \n",
       "3551            0            0            0            0            0 ...    \n",
       "5065            0            0            0            0            0 ...    \n",
       "467             0            0            0            0            0 ...    \n",
       "1380            0            0            0            0            0 ...    \n",
       "4612            0            0            0            0            0 ...    \n",
       "2390            0            0            0            0            0 ...    \n",
       "4348            0            0            0            0            0 ...    \n",
       "405             0            0            0            0            0 ...    \n",
       "1086            0            0            0            0            0 ...    \n",
       "5105            0            0            0            0            0 ...    \n",
       "4507            0            0            0            0            0 ...    \n",
       "4604            0            0            0            0            0 ...    \n",
       "2325            0            0            0            0            0 ...    \n",
       "276             0            0            0            0            0 ...    \n",
       "3936            0            0            0            0            0 ...    \n",
       "3559            0            0            0            0            0 ...    \n",
       "161             0            0            0            0            0 ...    \n",
       "3988            0            0            0            0            0 ...    \n",
       "4632            0            0            0            0            0 ...    \n",
       "4214            0            0            0            0            0 ...    \n",
       "864             0            0            0            0            0 ...    \n",
       "3442            0            0            0            0            0 ...    \n",
       "3646            0            0            0            0            0 ...    \n",
       "1513            0            0            0            0            0 ...    \n",
       "3140            0            0            0            0            0 ...    \n",
       "...           ...          ...          ...          ...          ... ...    \n",
       "4138            0            0            0            0            0 ...    \n",
       "264             0            0            0            0            0 ...    \n",
       "1977            0            0            0            0            0 ...    \n",
       "1173            0            0            0            0            0 ...    \n",
       "3444            0            0            0            0            0 ...    \n",
       "1710            0            0            0            0            0 ...    \n",
       "4829            0            0            0            0            0 ...    \n",
       "3803            0            0            0            0            0 ...    \n",
       "3755            0            0            0            0            0 ...    \n",
       "3317            0            0            0            0            0 ...    \n",
       "4772            0            0            0            0            0 ...    \n",
       "4208            0            0            0            0            0 ...    \n",
       "3272            0            0            0            0            0 ...    \n",
       "3012            0            0            0            0            0 ...    \n",
       "2631            0            0            0            0            0 ...    \n",
       "3754            0            0            0            0            0 ...    \n",
       "3285            0            0            0            0            0 ...    \n",
       "544             0            0            0            0            0 ...    \n",
       "1943            0            0            0            0            0 ...    \n",
       "1533            0            0            0            0            0 ...    \n",
       "3046            0            0            0            0            0 ...    \n",
       "3143            0            0            0            0            0 ...    \n",
       "91              0            0            0            0            0 ...    \n",
       "3736            0            0            0            0            0 ...    \n",
       "3895            0            0            0            0            0 ...    \n",
       "685             0            0            0            0            0 ...    \n",
       "3814            0            0            0            0            0 ...    \n",
       "139             0            0            0            0            0 ...    \n",
       "3685            0            0            0            0            0 ...    \n",
       "3035            0            0            0            0            0 ...    \n",
       "\n",
       "      685  686  687  688  689  690  691  692  693  696  \n",
       "2747    0    0    0    0    0    0    0    0    0    0  \n",
       "218     0    0    0    0    0    0    0    0    0    0  \n",
       "3538    0    0    0    0    0    0    0    0    0    0  \n",
       "2917    0    0    0    0    0    0    0    0    0    0  \n",
       "3125    0    0    0    0    0    0    0    0    0    0  \n",
       "3551    0    0    0    0    0    0    0    0    0    0  \n",
       "5065    0    0    0    0    0    0    0    0    0    0  \n",
       "467     0    0    0    0    0    0    0    0    0    0  \n",
       "1380    0    0    0    0    0    0    0    0    0    0  \n",
       "4612    0    0    0    0    0    0    0    0    0    0  \n",
       "2390    0    0    0    0    0    0    0    0    0    0  \n",
       "4348    0    0    0    0    0    0    0    0    0    0  \n",
       "405     0    0    0    0    0    0    0    0    0    0  \n",
       "1086    0    0    0    0    0    0    0    0    0    0  \n",
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       "...   ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  \n",
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       "\n",
       "[1579 rows x 234 columns]"
      ]
     },
     "execution_count": 346,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#####################################################################################################################"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 347,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1579, 234)"
      ]
     },
     "execution_count": 347,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#### gradient descent for the optimization.\n",
    "\n",
    "X_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 359,
   "metadata": {},
   "outputs": [],
   "source": [
    "##### no. of variables is 234\n",
    "\n",
    "##### so weights for 234 variables.\n",
    "\n",
    "weight=np.zeros(shape=(1,234))\n",
    "intercept=0\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 356,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train_array=(np.array(X_train))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 367,
   "metadata": {},
   "outputs": [],
   "source": [
    "y=(np.dot(X_train_array,weight.T))+intercept   ##### while adding the intercept.\n",
    "\n",
    "##### for each optimization i want to update the \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 368,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.],\n",
       "       [ 0.],\n",
       "       [ 0.],\n",
       "       ..., \n",
       "       [ 0.],\n",
       "       [ 0.],\n",
       "       [ 0.]])"
      ]
     },
     "execution_count": 368,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 381,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [1, 0, 0, ..., 0, 0, 0],\n",
       "       ..., \n",
       "       [1, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0]], dtype=uint8)"
      ]
     },
     "execution_count": 381,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train_array"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 406,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1, 234)"
      ]
     },
     "execution_count": 406,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.dot((((np.dot(X_train_array,weight.T))+intercept)-y_train).T,X_train_array).shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 387,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1579, 234)"
      ]
     },
     "execution_count": 387,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train_array.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 394,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_train=y_train.reshape(1579,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 419,
   "metadata": {},
   "outputs": [],
   "source": [
    "##### Hyper parameter alpha = 0.05\n",
    "\n",
    "gradient=((np.dot((((np.dot(X_train_array,weight.T))+intercept)-y_train).T,X_train_array))/1579)*0.05"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 417,
   "metadata": {},
   "outputs": [],
   "source": [
    "gradient_intercept=np.sum((((np.dot(X_train_array,weight.T))+intercept)-y_train)/1579)*0.05"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 418,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1, 234)"
      ]
     },
     "execution_count": 418,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weight.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 421,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1, 234)"
      ]
     },
     "execution_count": 421,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(weight-gradient).shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 427,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "496.76979100696644"
      ]
     },
     "execution_count": 427,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#### cost function calculation.\n",
    "\n",
    "\n",
    "### 1/2m(sum((h(x)-y)^2)).\n",
    "### h(x)=x.w.T+intercept\n",
    "\n",
    "(np.sum((((np.dot(X_train_array,weight.T))+intercept)-y_train)**2))/(2*1579)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 454,
   "metadata": {},
   "outputs": [],
   "source": [
    "##### number of epochs 1000 iterations.\n",
    "\n",
    "cost = list()\n",
    "weight=np.zeros(shape=(1,234))\n",
    "intercept=0\n",
    "\n",
    "for epochs in range(2000):\n",
    "    \n",
    "    ##### gradient for all the parameters except x0.\n",
    "    gradient=((np.dot((((np.dot(X_train_array,weight.T))+intercept)-y_train).T,X_train_array))/1579)\n",
    "    \n",
    "    \n",
    "    #### gradient for the only intercept x0.\n",
    "    gradient_intercept=np.sum((((np.dot(X_train_array,weight.T))+intercept)-y_train)/1579)\n",
    "    \n",
    "    weight=weight-(gradient)*1\n",
    "    \n",
    "    intercept = intercept-(gradient_intercept)*1\n",
    "    \n",
    "    ##### cost function.\n",
    "    \n",
    "    cost.append((np.sum((((np.dot(X_train_array,weight.T))+intercept)-y_train)**2))/(2*1579))\n",
    "    \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 455,
   "metadata": {},
   "outputs": [
    {
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       " 210.11911113464078,\n",
       " ...]"
      ]
     },
     "execution_count": 455,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cost"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 456,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "209.84491946914756"
      ]
     },
     "execution_count": 456,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cost[1999]"
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  },
  {
   "cell_type": "code",
   "execution_count": 457,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "        0.0]], dtype=object)"
      ]
     },
     "execution_count": 457,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weight"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 458,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LinearRegression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 461,
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "fit() missing 1 required positional argument: 'y'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-461-2895c05c1ff0>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mLinearRegression\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX_train_array\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my_train\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m: fit() missing 1 required positional argument: 'y'"
     ]
    }
   ],
   "source": [
    "LinearRegression.fit(X_train_array, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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