ipl-kxp-dc.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Import libs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sb\n",
    "%matplotlib inline\n",
    "import missingno as msg\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('deliveries.csv')\n",
    "df1 = pd.read_csv('matches.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<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>over</th>\n",
       "      <th>ball</th>\n",
       "      <th>batsman</th>\n",
       "      <th>non_striker</th>\n",
       "      <th>bowler</th>\n",
       "      <th>is_super_over</th>\n",
       "      <th>...</th>\n",
       "      <th>bye_runs</th>\n",
       "      <th>legbye_runs</th>\n",
       "      <th>noball_runs</th>\n",
       "      <th>penalty_runs</th>\n",
       "      <th>batsman_runs</th>\n",
       "      <th>extra_runs</th>\n",
       "      <th>total_runs</th>\n",
       "      <th>player_dismissed</th>\n",
       "      <th>dismissal_kind</th>\n",
       "      <th>fielder</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Sunrisers Hyderabad</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>DA Warner</td>\n",
       "      <td>S Dhawan</td>\n",
       "      <td>TS Mills</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Sunrisers Hyderabad</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>DA Warner</td>\n",
       "      <td>S Dhawan</td>\n",
       "      <td>TS Mills</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Sunrisers Hyderabad</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>DA Warner</td>\n",
       "      <td>S Dhawan</td>\n",
       "      <td>TS Mills</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>4</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Sunrisers Hyderabad</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>DA Warner</td>\n",
       "      <td>S Dhawan</td>\n",
       "      <td>TS Mills</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Sunrisers Hyderabad</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>DA Warner</td>\n",
       "      <td>S Dhawan</td>\n",
       "      <td>TS Mills</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>2</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   match_id  inning         batting_team                 bowling_team  over  \\\n",
       "0         1       1  Sunrisers Hyderabad  Royal Challengers Bangalore     1   \n",
       "1         1       1  Sunrisers Hyderabad  Royal Challengers Bangalore     1   \n",
       "2         1       1  Sunrisers Hyderabad  Royal Challengers Bangalore     1   \n",
       "3         1       1  Sunrisers Hyderabad  Royal Challengers Bangalore     1   \n",
       "4         1       1  Sunrisers Hyderabad  Royal Challengers Bangalore     1   \n",
       "\n",
       "   ball    batsman non_striker    bowler  is_super_over  ...  bye_runs  \\\n",
       "0     1  DA Warner    S Dhawan  TS Mills              0  ...         0   \n",
       "1     2  DA Warner    S Dhawan  TS Mills              0  ...         0   \n",
       "2     3  DA Warner    S Dhawan  TS Mills              0  ...         0   \n",
       "3     4  DA Warner    S Dhawan  TS Mills              0  ...         0   \n",
       "4     5  DA Warner    S Dhawan  TS Mills              0  ...         0   \n",
       "\n",
       "   legbye_runs  noball_runs  penalty_runs  batsman_runs  extra_runs  \\\n",
       "0            0            0             0             0           0   \n",
       "1            0            0             0             0           0   \n",
       "2            0            0             0             4           0   \n",
       "3            0            0             0             0           0   \n",
       "4            0            0             0             0           2   \n",
       "\n",
       "   total_runs  player_dismissed dismissal_kind fielder  \n",
       "0           0               NaN            NaN     NaN  \n",
       "1           0               NaN            NaN     NaN  \n",
       "2           4               NaN            NaN     NaN  \n",
       "3           0               NaN            NaN     NaN  \n",
       "4           2               NaN            NaN     NaN  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>season</th>\n",
       "      <th>city</th>\n",
       "      <th>date</th>\n",
       "      <th>team1</th>\n",
       "      <th>team2</th>\n",
       "      <th>toss_winner</th>\n",
       "      <th>toss_decision</th>\n",
       "      <th>result</th>\n",
       "      <th>dl_applied</th>\n",
       "      <th>winner</th>\n",
       "      <th>win_by_runs</th>\n",
       "      <th>win_by_wickets</th>\n",
       "      <th>player_of_match</th>\n",
       "      <th>venue</th>\n",
       "      <th>umpire1</th>\n",
       "      <th>umpire2</th>\n",
       "      <th>umpire3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2017</td>\n",
       "      <td>Hyderabad</td>\n",
       "      <td>2017-04-05</td>\n",
       "      <td>Sunrisers Hyderabad</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>field</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Sunrisers Hyderabad</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>Yuvraj Singh</td>\n",
       "      <td>Rajiv Gandhi International Stadium, Uppal</td>\n",
       "      <td>AY Dandekar</td>\n",
       "      <td>NJ Llong</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2017</td>\n",
       "      <td>Pune</td>\n",
       "      <td>2017-04-06</td>\n",
       "      <td>Mumbai Indians</td>\n",
       "      <td>Rising Pune Supergiant</td>\n",
       "      <td>Rising Pune Supergiant</td>\n",
       "      <td>field</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Rising Pune Supergiant</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>SPD Smith</td>\n",
       "      <td>Maharashtra Cricket Association Stadium</td>\n",
       "      <td>A Nand Kishore</td>\n",
       "      <td>S Ravi</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2017</td>\n",
       "      <td>Rajkot</td>\n",
       "      <td>2017-04-07</td>\n",
       "      <td>Gujarat Lions</td>\n",
       "      <td>Kolkata Knight Riders</td>\n",
       "      <td>Kolkata Knight Riders</td>\n",
       "      <td>field</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Kolkata Knight Riders</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>CA Lynn</td>\n",
       "      <td>Saurashtra Cricket Association Stadium</td>\n",
       "      <td>Nitin Menon</td>\n",
       "      <td>CK Nandan</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2017</td>\n",
       "      <td>Indore</td>\n",
       "      <td>2017-04-08</td>\n",
       "      <td>Rising Pune Supergiant</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>field</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>GJ Maxwell</td>\n",
       "      <td>Holkar Cricket Stadium</td>\n",
       "      <td>AK Chaudhary</td>\n",
       "      <td>C Shamshuddin</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2017</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>2017-04-08</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>Delhi Daredevils</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>bat</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>KM Jadhav</td>\n",
       "      <td>M Chinnaswamy Stadium</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   id  season       city        date                        team1  \\\n",
       "0   1    2017  Hyderabad  2017-04-05          Sunrisers Hyderabad   \n",
       "1   2    2017       Pune  2017-04-06               Mumbai Indians   \n",
       "2   3    2017     Rajkot  2017-04-07                Gujarat Lions   \n",
       "3   4    2017     Indore  2017-04-08       Rising Pune Supergiant   \n",
       "4   5    2017  Bangalore  2017-04-08  Royal Challengers Bangalore   \n",
       "\n",
       "                         team2                  toss_winner toss_decision  \\\n",
       "0  Royal Challengers Bangalore  Royal Challengers Bangalore         field   \n",
       "1       Rising Pune Supergiant       Rising Pune Supergiant         field   \n",
       "2        Kolkata Knight Riders        Kolkata Knight Riders         field   \n",
       "3              Kings XI Punjab              Kings XI Punjab         field   \n",
       "4             Delhi Daredevils  Royal Challengers Bangalore           bat   \n",
       "\n",
       "   result  dl_applied                       winner  win_by_runs  \\\n",
       "0  normal           0          Sunrisers Hyderabad           35   \n",
       "1  normal           0       Rising Pune Supergiant            0   \n",
       "2  normal           0        Kolkata Knight Riders            0   \n",
       "3  normal           0              Kings XI Punjab            0   \n",
       "4  normal           0  Royal Challengers Bangalore           15   \n",
       "\n",
       "   win_by_wickets player_of_match                                      venue  \\\n",
       "0               0    Yuvraj Singh  Rajiv Gandhi International Stadium, Uppal   \n",
       "1               7       SPD Smith    Maharashtra Cricket Association Stadium   \n",
       "2              10         CA Lynn     Saurashtra Cricket Association Stadium   \n",
       "3               6      GJ Maxwell                     Holkar Cricket Stadium   \n",
       "4               0       KM Jadhav                      M Chinnaswamy Stadium   \n",
       "\n",
       "          umpire1        umpire2 umpire3  \n",
       "0     AY Dandekar       NJ Llong     NaN  \n",
       "1  A Nand Kishore         S Ravi     NaN  \n",
       "2     Nitin Menon      CK Nandan     NaN  \n",
       "3    AK Chaudhary  C Shamshuddin     NaN  \n",
       "4             NaN            NaN     NaN  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['match_id', 'inning', 'batting_team', 'bowling_team', 'over', 'ball',\n",
       "       'batsman', 'non_striker', 'bowler', 'is_super_over', 'wide_runs',\n",
       "       'bye_runs', 'legbye_runs', 'noball_runs', 'penalty_runs',\n",
       "       'batsman_runs', 'extra_runs', 'total_runs', 'player_dismissed',\n",
       "       'dismissal_kind', 'fielder'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['id', 'season', 'city', 'date', 'team1', 'team2', 'toss_winner',\n",
       "       'toss_decision', 'result', 'dl_applied', 'winner', 'win_by_runs',\n",
       "       'win_by_wickets', 'player_of_match', 'venue', 'umpire1', 'umpire2',\n",
       "       'umpire3'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1['team1'] = df1['team1'].replace(\"Delhi Daredevils\" , \"Delhi Capitals\")\n",
    "df1['team2'] = df1['team2'].replace(\"Delhi Daredevils\" , \"Delhi Capitals\")\n",
    "df1['winner'] = df1['winner'].replace(\"Delhi Daredevils\" , \"Delhi Capitals\")\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Ques 1 - win ?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>season</th>\n",
       "      <th>city</th>\n",
       "      <th>date</th>\n",
       "      <th>team1</th>\n",
       "      <th>team2</th>\n",
       "      <th>toss_winner</th>\n",
       "      <th>toss_decision</th>\n",
       "      <th>result</th>\n",
       "      <th>dl_applied</th>\n",
       "      <th>winner</th>\n",
       "      <th>win_by_runs</th>\n",
       "      <th>win_by_wickets</th>\n",
       "      <th>player_of_match</th>\n",
       "      <th>venue</th>\n",
       "      <th>umpire1</th>\n",
       "      <th>umpire2</th>\n",
       "      <th>umpire3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>2017</td>\n",
       "      <td>Delhi</td>\n",
       "      <td>2017-04-15</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Daredevils</td>\n",
       "      <td>bat</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>51</td>\n",
       "      <td>0</td>\n",
       "      <td>CJ Anderson</td>\n",
       "      <td>Feroz Shah Kotla</td>\n",
       "      <td>YC Barde</td>\n",
       "      <td>Nitin Menon</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>35</td>\n",
       "      <td>2017</td>\n",
       "      <td>Chandigarh</td>\n",
       "      <td>2017-04-30</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>field</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>Sandeep Sharma</td>\n",
       "      <td>Punjab Cricket Association IS Bindra Stadium, ...</td>\n",
       "      <td>YC Barde</td>\n",
       "      <td>CK Nandan</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>73</td>\n",
       "      <td>2008</td>\n",
       "      <td>Chandigarh</td>\n",
       "      <td>2008-04-27</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Daredevils</td>\n",
       "      <td>bat</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>SM Katich</td>\n",
       "      <td>Punjab Cricket Association Stadium, Mohali</td>\n",
       "      <td>RE Koertzen</td>\n",
       "      <td>I Shivram</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>100</td>\n",
       "      <td>2008</td>\n",
       "      <td>Delhi</td>\n",
       "      <td>2008-05-17</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Daredevils</td>\n",
       "      <td>bat</td>\n",
       "      <td>normal</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>DPMD Jayawardene</td>\n",
       "      <td>Feroz Shah Kotla</td>\n",
       "      <td>AV Jayaprakash</td>\n",
       "      <td>RE Koertzen</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>120</td>\n",
       "      <td>2009</td>\n",
       "      <td>Cape Town</td>\n",
       "      <td>2009-04-19</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Delhi Daredevils</td>\n",
       "      <td>field</td>\n",
       "      <td>normal</td>\n",
       "      <td>1</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>DL Vettori</td>\n",
       "      <td>Newlands</td>\n",
       "      <td>MR Benson</td>\n",
       "      <td>SD Ranade</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>161</td>\n",
       "      <td>2009</td>\n",
       "      <td>Bloemfontein</td>\n",
       "      <td>2009-05-15</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>field</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>B Lee</td>\n",
       "      <td>OUTsurance Oval</td>\n",
       "      <td>HDPK Dharmasena</td>\n",
       "      <td>IL Howell</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>177</td>\n",
       "      <td>2010</td>\n",
       "      <td>Chandigarh</td>\n",
       "      <td>2010-03-13</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Delhi Daredevils</td>\n",
       "      <td>field</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>G Gambhir</td>\n",
       "      <td>Punjab Cricket Association Stadium, Mohali</td>\n",
       "      <td>BR Doctrove</td>\n",
       "      <td>S Ravi</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>218</td>\n",
       "      <td>2010</td>\n",
       "      <td>Delhi</td>\n",
       "      <td>2010-04-11</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Daredevils</td>\n",
       "      <td>bat</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>PP Chawla</td>\n",
       "      <td>Feroz Shah Kotla</td>\n",
       "      <td>BF Bowden</td>\n",
       "      <td>AM Saheba</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>259</td>\n",
       "      <td>2011</td>\n",
       "      <td>Delhi</td>\n",
       "      <td>2011-04-23</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>field</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>DA Warner</td>\n",
       "      <td>Feroz Shah Kotla</td>\n",
       "      <td>S Asnani</td>\n",
       "      <td>RE Koertzen</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>293</td>\n",
       "      <td>2011</td>\n",
       "      <td>Dharamsala</td>\n",
       "      <td>2011-05-15</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Delhi Daredevils</td>\n",
       "      <td>field</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>PP Chawla</td>\n",
       "      <td>Himachal Pradesh Cricket Association Stadium</td>\n",
       "      <td>Asad Rauf</td>\n",
       "      <td>SL Shastri</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>369</td>\n",
       "      <td>2012</td>\n",
       "      <td>Delhi</td>\n",
       "      <td>2012-05-15</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>bat</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>UT Yadav</td>\n",
       "      <td>Feroz Shah Kotla</td>\n",
       "      <td>HDPK Dharmasena</td>\n",
       "      <td>BNJ Oxenford</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>374</td>\n",
       "      <td>2012</td>\n",
       "      <td>Dharamsala</td>\n",
       "      <td>2012-05-19</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Delhi Daredevils</td>\n",
       "      <td>field</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>UT Yadav</td>\n",
       "      <td>Himachal Pradesh Cricket Association Stadium</td>\n",
       "      <td>BF Bowden</td>\n",
       "      <td>VA Kulkarni</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>411</th>\n",
       "      <td>412</td>\n",
       "      <td>2013</td>\n",
       "      <td>Dharamsala</td>\n",
       "      <td>2013-05-16</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Delhi Daredevils</td>\n",
       "      <td>field</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>DA Miller</td>\n",
       "      <td>Himachal Pradesh Cricket Association Stadium</td>\n",
       "      <td>HDPK Dharmasena</td>\n",
       "      <td>S Ravi</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>442</th>\n",
       "      <td>443</td>\n",
       "      <td>2013</td>\n",
       "      <td>Delhi</td>\n",
       "      <td>2013-04-23</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>field</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>Harmeet Singh</td>\n",
       "      <td>Feroz Shah Kotla</td>\n",
       "      <td>VA Kulkarni</td>\n",
       "      <td>K Srinath</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>501</th>\n",
       "      <td>502</td>\n",
       "      <td>2014</td>\n",
       "      <td>Delhi</td>\n",
       "      <td>2014-05-19</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>field</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>AR Patel</td>\n",
       "      <td>Feroz Shah Kotla</td>\n",
       "      <td>HDPK Dharmasena</td>\n",
       "      <td>PG Pathak</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>511</th>\n",
       "      <td>512</td>\n",
       "      <td>2014</td>\n",
       "      <td>Chandigarh</td>\n",
       "      <td>2014-05-25</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>field</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>M Vohra</td>\n",
       "      <td>Punjab Cricket Association Stadium, Mohali</td>\n",
       "      <td>HDPK Dharmasena</td>\n",
       "      <td>VA Kulkarni</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>527</th>\n",
       "      <td>528</td>\n",
       "      <td>2015</td>\n",
       "      <td>Pune</td>\n",
       "      <td>2015-04-15</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>bat</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>Maharashtra Cricket Association Stadium</td>\n",
       "      <td>CB Gaffaney</td>\n",
       "      <td>K Srinath</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>547</th>\n",
       "      <td>548</td>\n",
       "      <td>2015</td>\n",
       "      <td>Delhi</td>\n",
       "      <td>2015-05-01</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Delhi Daredevils</td>\n",
       "      <td>field</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>NM Coulter-Nile</td>\n",
       "      <td>Feroz Shah Kotla</td>\n",
       "      <td>RK Illingworth</td>\n",
       "      <td>S Ravi</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>582</th>\n",
       "      <td>583</td>\n",
       "      <td>2016</td>\n",
       "      <td>Delhi</td>\n",
       "      <td>2016-04-15</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Delhi Daredevils</td>\n",
       "      <td>field</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>A Mishra</td>\n",
       "      <td>Feroz Shah Kotla</td>\n",
       "      <td>S Ravi</td>\n",
       "      <td>C Shamshuddin</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>611</th>\n",
       "      <td>612</td>\n",
       "      <td>2016</td>\n",
       "      <td>Chandigarh</td>\n",
       "      <td>2016-05-07</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Delhi Daredevils</td>\n",
       "      <td>field</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>MP Stoinis</td>\n",
       "      <td>Punjab Cricket Association IS Bindra Stadium, ...</td>\n",
       "      <td>HDPK Dharmasena</td>\n",
       "      <td>CK Nandan</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>637</th>\n",
       "      <td>7895</td>\n",
       "      <td>2018</td>\n",
       "      <td>Mohali</td>\n",
       "      <td>08/04/18</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>field</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>Punjab Cricket Association IS Bindra Stadium, ...</td>\n",
       "      <td>Rod Tucker</td>\n",
       "      <td>K Ananthapadmanabhan</td>\n",
       "      <td>Nitin Menon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657</th>\n",
       "      <td>7915</td>\n",
       "      <td>2018</td>\n",
       "      <td>Delhi</td>\n",
       "      <td>23/04/18</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Delhi Daredevils</td>\n",
       "      <td>field</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>AS Rajpoot</td>\n",
       "      <td>Feroz Shah Kotla</td>\n",
       "      <td>O Nandan</td>\n",
       "      <td>A Nanda Kishore</td>\n",
       "      <td>Chris Gaffaney</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>708</th>\n",
       "      <td>11149</td>\n",
       "      <td>2019</td>\n",
       "      <td>Mohali</td>\n",
       "      <td>01/04/19</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>field</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>S Curran</td>\n",
       "      <td>IS Bindra Stadium</td>\n",
       "      <td>Anil Chaudhary</td>\n",
       "      <td>Chris Gaffaney</td>\n",
       "      <td>Vineet Kulkarni</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>732</th>\n",
       "      <td>11328</td>\n",
       "      <td>2019</td>\n",
       "      <td>Delhi</td>\n",
       "      <td>20/04/19</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>field</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>SS Iyer</td>\n",
       "      <td>Feroz Shah Kotla Ground</td>\n",
       "      <td>Ulhas Gandhe</td>\n",
       "      <td>C Shamshuddin</td>\n",
       "      <td>Bruce Oxenford</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        id  season          city        date            team1  \\\n",
       "14      15    2017         Delhi  2017-04-15   Delhi Capitals   \n",
       "34      35    2017    Chandigarh  2017-04-30   Delhi Capitals   \n",
       "72      73    2008    Chandigarh  2008-04-27   Delhi Capitals   \n",
       "99     100    2008         Delhi  2008-05-17   Delhi Capitals   \n",
       "119    120    2009     Cape Town  2009-04-19  Kings XI Punjab   \n",
       "160    161    2009  Bloemfontein  2009-05-15   Delhi Capitals   \n",
       "176    177    2010    Chandigarh  2010-03-13  Kings XI Punjab   \n",
       "217    218    2010         Delhi  2010-04-11   Delhi Capitals   \n",
       "258    259    2011         Delhi  2011-04-23   Delhi Capitals   \n",
       "292    293    2011    Dharamsala  2011-05-15  Kings XI Punjab   \n",
       "368    369    2012         Delhi  2012-05-15  Kings XI Punjab   \n",
       "373    374    2012    Dharamsala  2012-05-19  Kings XI Punjab   \n",
       "411    412    2013    Dharamsala  2013-05-16  Kings XI Punjab   \n",
       "442    443    2013         Delhi  2013-04-23   Delhi Capitals   \n",
       "501    502    2014         Delhi  2014-05-19   Delhi Capitals   \n",
       "511    512    2014    Chandigarh  2014-05-25   Delhi Capitals   \n",
       "527    528    2015          Pune  2015-04-15  Kings XI Punjab   \n",
       "547    548    2015         Delhi  2015-05-01  Kings XI Punjab   \n",
       "582    583    2016         Delhi  2016-04-15  Kings XI Punjab   \n",
       "611    612    2016    Chandigarh  2016-05-07  Kings XI Punjab   \n",
       "637   7895    2018        Mohali    08/04/18   Delhi Capitals   \n",
       "657   7915    2018         Delhi    23/04/18  Kings XI Punjab   \n",
       "708  11149    2019        Mohali    01/04/19  Kings XI Punjab   \n",
       "732  11328    2019         Delhi    20/04/19  Kings XI Punjab   \n",
       "\n",
       "               team2       toss_winner toss_decision  result  dl_applied  \\\n",
       "14   Kings XI Punjab  Delhi Daredevils           bat  normal           0   \n",
       "34   Kings XI Punjab   Kings XI Punjab         field  normal           0   \n",
       "72   Kings XI Punjab  Delhi Daredevils           bat  normal           0   \n",
       "99   Kings XI Punjab  Delhi Daredevils           bat  normal           1   \n",
       "119   Delhi Capitals  Delhi Daredevils         field  normal           1   \n",
       "160  Kings XI Punjab   Kings XI Punjab         field  normal           0   \n",
       "176   Delhi Capitals  Delhi Daredevils         field  normal           0   \n",
       "217  Kings XI Punjab  Delhi Daredevils           bat  normal           0   \n",
       "258  Kings XI Punjab   Kings XI Punjab         field  normal           0   \n",
       "292   Delhi Capitals  Delhi Daredevils         field  normal           0   \n",
       "368   Delhi Capitals   Kings XI Punjab           bat  normal           0   \n",
       "373   Delhi Capitals  Delhi Daredevils         field  normal           0   \n",
       "411   Delhi Capitals  Delhi Daredevils         field  normal           0   \n",
       "442  Kings XI Punjab   Kings XI Punjab         field  normal           0   \n",
       "501  Kings XI Punjab   Kings XI Punjab         field  normal           0   \n",
       "511  Kings XI Punjab   Kings XI Punjab         field  normal           0   \n",
       "527   Delhi Capitals   Kings XI Punjab           bat  normal           0   \n",
       "547   Delhi Capitals  Delhi Daredevils         field  normal           0   \n",
       "582   Delhi Capitals  Delhi Daredevils         field  normal           0   \n",
       "611   Delhi Capitals  Delhi Daredevils         field  normal           0   \n",
       "637  Kings XI Punjab   Kings XI Punjab         field  normal           0   \n",
       "657   Delhi Capitals  Delhi Daredevils         field  normal           0   \n",
       "708   Delhi Capitals    Delhi Capitals         field  normal           0   \n",
       "732   Delhi Capitals    Delhi Capitals         field  normal           0   \n",
       "\n",
       "              winner  win_by_runs  win_by_wickets   player_of_match  \\\n",
       "14    Delhi Capitals           51               0       CJ Anderson   \n",
       "34   Kings XI Punjab            0              10    Sandeep Sharma   \n",
       "72   Kings XI Punjab            0               4         SM Katich   \n",
       "99   Kings XI Punjab            6               0  DPMD Jayawardene   \n",
       "119   Delhi Capitals            0              10        DL Vettori   \n",
       "160  Kings XI Punjab            0               6             B Lee   \n",
       "176   Delhi Capitals            0               5         G Gambhir   \n",
       "217  Kings XI Punjab            0               7         PP Chawla   \n",
       "258   Delhi Capitals           29               0         DA Warner   \n",
       "292  Kings XI Punjab           29               0         PP Chawla   \n",
       "368   Delhi Capitals            0               5          UT Yadav   \n",
       "373   Delhi Capitals            0               6          UT Yadav   \n",
       "411  Kings XI Punjab            7               0         DA Miller   \n",
       "442  Kings XI Punjab            0               5     Harmeet Singh   \n",
       "501  Kings XI Punjab            0               4          AR Patel   \n",
       "511  Kings XI Punjab            0               7           M Vohra   \n",
       "527   Delhi Capitals            0               5        MA Agarwal   \n",
       "547   Delhi Capitals            0               9   NM Coulter-Nile   \n",
       "582   Delhi Capitals            0               8          A Mishra   \n",
       "611  Kings XI Punjab            9               0        MP Stoinis   \n",
       "637  Kings XI Punjab            0               6          KL Rahul   \n",
       "657  Kings XI Punjab            4               0        AS Rajpoot   \n",
       "708  Kings XI Punjab           14               0          S Curran   \n",
       "732   Delhi Capitals            0               5           SS Iyer   \n",
       "\n",
       "                                                 venue          umpire1  \\\n",
       "14                                    Feroz Shah Kotla         YC Barde   \n",
       "34   Punjab Cricket Association IS Bindra Stadium, ...         YC Barde   \n",
       "72          Punjab Cricket Association Stadium, Mohali      RE Koertzen   \n",
       "99                                    Feroz Shah Kotla   AV Jayaprakash   \n",
       "119                                           Newlands        MR Benson   \n",
       "160                                    OUTsurance Oval  HDPK Dharmasena   \n",
       "176         Punjab Cricket Association Stadium, Mohali      BR Doctrove   \n",
       "217                                   Feroz Shah Kotla        BF Bowden   \n",
       "258                                   Feroz Shah Kotla         S Asnani   \n",
       "292       Himachal Pradesh Cricket Association Stadium        Asad Rauf   \n",
       "368                                   Feroz Shah Kotla  HDPK Dharmasena   \n",
       "373       Himachal Pradesh Cricket Association Stadium        BF Bowden   \n",
       "411       Himachal Pradesh Cricket Association Stadium  HDPK Dharmasena   \n",
       "442                                   Feroz Shah Kotla      VA Kulkarni   \n",
       "501                                   Feroz Shah Kotla  HDPK Dharmasena   \n",
       "511         Punjab Cricket Association Stadium, Mohali  HDPK Dharmasena   \n",
       "527            Maharashtra Cricket Association Stadium      CB Gaffaney   \n",
       "547                                   Feroz Shah Kotla   RK Illingworth   \n",
       "582                                   Feroz Shah Kotla           S Ravi   \n",
       "611  Punjab Cricket Association IS Bindra Stadium, ...  HDPK Dharmasena   \n",
       "637  Punjab Cricket Association IS Bindra Stadium, ...       Rod Tucker   \n",
       "657                                   Feroz Shah Kotla         O Nandan   \n",
       "708                                  IS Bindra Stadium   Anil Chaudhary   \n",
       "732                            Feroz Shah Kotla Ground     Ulhas Gandhe   \n",
       "\n",
       "                  umpire2          umpire3  \n",
       "14            Nitin Menon              NaN  \n",
       "34              CK Nandan              NaN  \n",
       "72              I Shivram              NaN  \n",
       "99            RE Koertzen              NaN  \n",
       "119             SD Ranade              NaN  \n",
       "160             IL Howell              NaN  \n",
       "176                S Ravi              NaN  \n",
       "217             AM Saheba              NaN  \n",
       "258           RE Koertzen              NaN  \n",
       "292            SL Shastri              NaN  \n",
       "368          BNJ Oxenford              NaN  \n",
       "373           VA Kulkarni              NaN  \n",
       "411                S Ravi              NaN  \n",
       "442             K Srinath              NaN  \n",
       "501             PG Pathak              NaN  \n",
       "511           VA Kulkarni              NaN  \n",
       "527             K Srinath              NaN  \n",
       "547                S Ravi              NaN  \n",
       "582         C Shamshuddin              NaN  \n",
       "611             CK Nandan              NaN  \n",
       "637  K Ananthapadmanabhan      Nitin Menon  \n",
       "657       A Nanda Kishore   Chris Gaffaney  \n",
       "708        Chris Gaffaney  Vineet Kulkarni  \n",
       "732         C Shamshuddin   Bruce Oxenford  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "main_df = df1[((df1['team1'] == 'Delhi Capitals') & (df1['team2'] == 'Kings XI Punjab')) | ((df1['team1'] == 'Kings XI Punjab') & (df1['team2'] == 'Delhi Capitals'))]\n",
    "main_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Check winner\n",
    "sb.countplot(main_df['winner'])\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "Looking at the stats from this dataset\n",
    "KXP has won - 14 match\n",
    "DC - 10 match\n",
    "But since , the datasets are from the INDIAN staidum , we have to look at the recent performance of the team to decide\n",
    "\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "From this year IPL stats , DC has won 7 matches and KXP has won 3 match \n",
    "In the last face-off DC won by superover\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "Yet , the kxp is playing very strong from the last 4 matches ,and the entry of gayle has made it more strong with the bowling department aalso performing best\n",
    "also , the match is being played in Dubai International Stadium , the bowling will also play a major role in this .\n",
    "\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Hence, I guess, this time KXP will win "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Ques 1 ans - KXIP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "#############################################################################################################################3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Ques 2 - KL rahul strike rate in first 6 over ?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>id</th>\n",
       "      <th>season</th>\n",
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       "  <tbody>\n",
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       "      <th>14</th>\n",
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       "      <td>2017</td>\n",
       "      <td>Delhi</td>\n",
       "      <td>2017-04-15</td>\n",
       "      <td>Delhi Capitals</td>\n",
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       "      <td>51</td>\n",
       "      <td>0</td>\n",
       "      <td>CJ Anderson</td>\n",
       "      <td>Feroz Shah Kotla</td>\n",
       "      <td>YC Barde</td>\n",
       "      <td>Nitin Menon</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>35</td>\n",
       "      <td>2017</td>\n",
       "      <td>Chandigarh</td>\n",
       "      <td>2017-04-30</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
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       "      <td>Kings XI Punjab</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>Sandeep Sharma</td>\n",
       "      <td>Punjab Cricket Association IS Bindra Stadium, ...</td>\n",
       "      <td>YC Barde</td>\n",
       "      <td>CK Nandan</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>73</td>\n",
       "      <td>2008</td>\n",
       "      <td>Chandigarh</td>\n",
       "      <td>2008-04-27</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Daredevils</td>\n",
       "      <td>bat</td>\n",
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       "      <td>0</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>SM Katich</td>\n",
       "      <td>Punjab Cricket Association Stadium, Mohali</td>\n",
       "      <td>RE Koertzen</td>\n",
       "      <td>I Shivram</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>100</td>\n",
       "      <td>2008</td>\n",
       "      <td>Delhi</td>\n",
       "      <td>2008-05-17</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Daredevils</td>\n",
       "      <td>bat</td>\n",
       "      <td>normal</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>DPMD Jayawardene</td>\n",
       "      <td>Feroz Shah Kotla</td>\n",
       "      <td>AV Jayaprakash</td>\n",
       "      <td>RE Koertzen</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>120</td>\n",
       "      <td>2009</td>\n",
       "      <td>Cape Town</td>\n",
       "      <td>2009-04-19</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Delhi Daredevils</td>\n",
       "      <td>field</td>\n",
       "      <td>normal</td>\n",
       "      <td>1</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>DL Vettori</td>\n",
       "      <td>Newlands</td>\n",
       "      <td>MR Benson</td>\n",
       "      <td>SD Ranade</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      id  season        city        date            team1            team2  \\\n",
       "14    15    2017       Delhi  2017-04-15   Delhi Capitals  Kings XI Punjab   \n",
       "34    35    2017  Chandigarh  2017-04-30   Delhi Capitals  Kings XI Punjab   \n",
       "72    73    2008  Chandigarh  2008-04-27   Delhi Capitals  Kings XI Punjab   \n",
       "99   100    2008       Delhi  2008-05-17   Delhi Capitals  Kings XI Punjab   \n",
       "119  120    2009   Cape Town  2009-04-19  Kings XI Punjab   Delhi Capitals   \n",
       "\n",
       "          toss_winner toss_decision  result  dl_applied           winner  \\\n",
       "14   Delhi Daredevils           bat  normal           0   Delhi Capitals   \n",
       "34    Kings XI Punjab         field  normal           0  Kings XI Punjab   \n",
       "72   Delhi Daredevils           bat  normal           0  Kings XI Punjab   \n",
       "99   Delhi Daredevils           bat  normal           1  Kings XI Punjab   \n",
       "119  Delhi Daredevils         field  normal           1   Delhi Capitals   \n",
       "\n",
       "     win_by_runs  win_by_wickets   player_of_match  \\\n",
       "14            51               0       CJ Anderson   \n",
       "34             0              10    Sandeep Sharma   \n",
       "72             0               4         SM Katich   \n",
       "99             6               0  DPMD Jayawardene   \n",
       "119            0              10        DL Vettori   \n",
       "\n",
       "                                                 venue         umpire1  \\\n",
       "14                                    Feroz Shah Kotla        YC Barde   \n",
       "34   Punjab Cricket Association IS Bindra Stadium, ...        YC Barde   \n",
       "72          Punjab Cricket Association Stadium, Mohali     RE Koertzen   \n",
       "99                                    Feroz Shah Kotla  AV Jayaprakash   \n",
       "119                                           Newlands       MR Benson   \n",
       "\n",
       "         umpire2 umpire3  \n",
       "14   Nitin Menon     NaN  \n",
       "34     CK Nandan     NaN  \n",
       "72     I Shivram     NaN  \n",
       "99   RE Koertzen     NaN  \n",
       "119    SD Ranade     NaN  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "main_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>167692</th>\n",
       "      <td>11149</td>\n",
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       "      <td>11149</td>\n",
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       "      <td>5</td>\n",
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       "      <td>11328</td>\n",
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       "      <td>Kings XI Punjab</td>\n",
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       "      <td>20</td>\n",
       "      <td>4</td>\n",
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       "      <th>173618</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>20</td>\n",
       "      <td>5</td>\n",
       "      <td>H Viljoen</td>\n",
       "      <td>H Brar</td>\n",
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       "      <td>1</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>173619</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
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       "      <td>20</td>\n",
       "      <td>6</td>\n",
       "      <td>H Brar</td>\n",
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       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>246 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        match_id  inning     batting_team    bowling_team  over  ball  \\\n",
       "167689     11149       1  Kings XI Punjab  Delhi Capitals     1     1   \n",
       "167690     11149       1  Kings XI Punjab  Delhi Capitals     1     2   \n",
       "167691     11149       1  Kings XI Punjab  Delhi Capitals     1     3   \n",
       "167692     11149       1  Kings XI Punjab  Delhi Capitals     1     4   \n",
       "167693     11149       1  Kings XI Punjab  Delhi Capitals     1     5   \n",
       "...          ...     ...              ...             ...   ...   ...   \n",
       "173615     11328       1  Kings XI Punjab  Delhi Capitals    20     2   \n",
       "173616     11328       1  Kings XI Punjab  Delhi Capitals    20     3   \n",
       "173617     11328       1  Kings XI Punjab  Delhi Capitals    20     4   \n",
       "173618     11328       1  Kings XI Punjab  Delhi Capitals    20     5   \n",
       "173619     11328       1  Kings XI Punjab  Delhi Capitals    20     6   \n",
       "\n",
       "          batsman non_striker    bowler  is_super_over  ...  bye_runs  \\\n",
       "167689   KL Rahul    S Curran  K Rabada              0  ...         0   \n",
       "167690   KL Rahul    S Curran  K Rabada              0  ...         0   \n",
       "167691   KL Rahul    S Curran  K Rabada              0  ...         0   \n",
       "167692   KL Rahul    S Curran  K Rabada              0  ...         0   \n",
       "167693   KL Rahul    S Curran  K Rabada              0  ...         0   \n",
       "...           ...         ...       ...            ...  ...       ...   \n",
       "173615     H Brar   H Viljoen  K Rabada              0  ...         0   \n",
       "173616  H Viljoen      H Brar  K Rabada              0  ...         2   \n",
       "173617  H Viljoen      H Brar  K Rabada              0  ...         0   \n",
       "173618  H Viljoen      H Brar  K Rabada              0  ...         1   \n",
       "173619     H Brar   H Viljoen  K Rabada              0  ...         0   \n",
       "\n",
       "        legbye_runs  noball_runs  penalty_runs  batsman_runs  extra_runs  \\\n",
       "167689            0            0             0             0           0   \n",
       "167690            0            0             0             0           0   \n",
       "167691            0            0             0             4           0   \n",
       "167692            0            0             0             0           0   \n",
       "167693            0            0             0             0           0   \n",
       "...             ...          ...           ...           ...         ...   \n",
       "173615            0            0             0             1           0   \n",
       "173616            0            0             0             2           2   \n",
       "173617            0            0             0             2           0   \n",
       "173618            0            0             0             1           1   \n",
       "173619            0            0             0             6           0   \n",
       "\n",
       "        total_runs  player_dismissed dismissal_kind fielder  \n",
       "167689           0               NaN            NaN     NaN  \n",
       "167690           0               NaN            NaN     NaN  \n",
       "167691           4               NaN            NaN     NaN  \n",
       "167692           0               NaN            NaN     NaN  \n",
       "167693           0               NaN            NaN     NaN  \n",
       "...            ...               ...            ...     ...  \n",
       "173615           1               NaN            NaN     NaN  \n",
       "173616           4               NaN            NaN     NaN  \n",
       "173617           2               NaN            NaN     NaN  \n",
       "173618           2               NaN            NaN     NaN  \n",
       "173619           6               NaN            NaN     NaN  \n",
       "\n",
       "[246 rows x 21 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "main_df_team = df[(((df['batting_team'] == 'Kings XI Punjab')  & ((df['bowling_team'] == 'Delhi Capitals'))))]\n",
    "main_df_team"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Lets first take th starting 6 over\n",
    "powerplay = main_df_team[main_df_team['over'] <=6]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
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      "text/plain": [
       "        match_id  inning     batting_team    bowling_team  over  ball  \\\n",
       "167689     11149       1  Kings XI Punjab  Delhi Capitals     1     1   \n",
       "167690     11149       1  Kings XI Punjab  Delhi Capitals     1     2   \n",
       "167691     11149       1  Kings XI Punjab  Delhi Capitals     1     3   \n",
       "167692     11149       1  Kings XI Punjab  Delhi Capitals     1     4   \n",
       "167693     11149       1  Kings XI Punjab  Delhi Capitals     1     5   \n",
       "\n",
       "         batsman non_striker    bowler  is_super_over  ...  bye_runs  \\\n",
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       "167690  KL Rahul    S Curran  K Rabada              0  ...         0   \n",
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       "167692  KL Rahul    S Curran  K Rabada              0  ...         0   \n",
       "167693  KL Rahul    S Curran  K Rabada              0  ...         0   \n",
       "\n",
       "        legbye_runs  noball_runs  penalty_runs  batsman_runs  extra_runs  \\\n",
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       "167692            0            0             0             0           0   \n",
       "167693            0            0             0             0           0   \n",
       "\n",
       "        total_runs  player_dismissed dismissal_kind fielder  \n",
       "167689           0               NaN            NaN     NaN  \n",
       "167690           0               NaN            NaN     NaN  \n",
       "167691           4               NaN            NaN     NaN  \n",
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       "167693           0               NaN            NaN     NaN  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
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     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "powerplay.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
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       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167698</th>\n",
       "      <td>11149</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>S Curran</td>\n",
       "      <td>CH Morris</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>6</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167699</th>\n",
       "      <td>11149</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>S Curran</td>\n",
       "      <td>CH Morris</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>KL Rahul</td>\n",
       "      <td>lbw</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173498</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>I Sharma</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173500</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>I Sharma</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173501</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>I Sharma</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173502</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>I Sharma</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173503</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>I Sharma</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173504</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>S Lamichhane</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>6</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173505</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>S Lamichhane</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173506</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>S Lamichhane</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>4</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173507</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>S Lamichhane</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>KL Rahul</td>\n",
       "      <td>stumped</td>\n",
       "      <td>RR Pant</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>20 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        match_id  inning     batting_team    bowling_team  over  ball  \\\n",
       "167689     11149       1  Kings XI Punjab  Delhi Capitals     1     1   \n",
       "167690     11149       1  Kings XI Punjab  Delhi Capitals     1     2   \n",
       "167691     11149       1  Kings XI Punjab  Delhi Capitals     1     3   \n",
       "167692     11149       1  Kings XI Punjab  Delhi Capitals     1     4   \n",
       "167693     11149       1  Kings XI Punjab  Delhi Capitals     1     5   \n",
       "167694     11149       1  Kings XI Punjab  Delhi Capitals     1     6   \n",
       "167695     11149       1  Kings XI Punjab  Delhi Capitals     2     1   \n",
       "167696     11149       1  Kings XI Punjab  Delhi Capitals     2     2   \n",
       "167697     11149       1  Kings XI Punjab  Delhi Capitals     2     3   \n",
       "167698     11149       1  Kings XI Punjab  Delhi Capitals     2     4   \n",
       "167699     11149       1  Kings XI Punjab  Delhi Capitals     2     5   \n",
       "173498     11328       1  Kings XI Punjab  Delhi Capitals     1     1   \n",
       "173500     11328       1  Kings XI Punjab  Delhi Capitals     1     3   \n",
       "173501     11328       1  Kings XI Punjab  Delhi Capitals     1     4   \n",
       "173502     11328       1  Kings XI Punjab  Delhi Capitals     1     5   \n",
       "173503     11328       1  Kings XI Punjab  Delhi Capitals     1     6   \n",
       "173504     11328       1  Kings XI Punjab  Delhi Capitals     2     1   \n",
       "173505     11328       1  Kings XI Punjab  Delhi Capitals     2     2   \n",
       "173506     11328       1  Kings XI Punjab  Delhi Capitals     2     3   \n",
       "173507     11328       1  Kings XI Punjab  Delhi Capitals     2     4   \n",
       "\n",
       "         batsman non_striker        bowler  is_super_over  ...  bye_runs  \\\n",
       "167689  KL Rahul    S Curran      K Rabada              0  ...         0   \n",
       "167690  KL Rahul    S Curran      K Rabada              0  ...         0   \n",
       "167691  KL Rahul    S Curran      K Rabada              0  ...         0   \n",
       "167692  KL Rahul    S Curran      K Rabada              0  ...         0   \n",
       "167693  KL Rahul    S Curran      K Rabada              0  ...         0   \n",
       "167694  KL Rahul    S Curran      K Rabada              0  ...         0   \n",
       "167695  KL Rahul    S Curran     CH Morris              0  ...         0   \n",
       "167696  KL Rahul    S Curran     CH Morris              0  ...         0   \n",
       "167697  KL Rahul    S Curran     CH Morris              0  ...         0   \n",
       "167698  KL Rahul    S Curran     CH Morris              0  ...         0   \n",
       "167699  KL Rahul    S Curran     CH Morris              0  ...         0   \n",
       "173498  KL Rahul    CH Gayle      I Sharma              0  ...         0   \n",
       "173500  KL Rahul    CH Gayle      I Sharma              0  ...         0   \n",
       "173501  KL Rahul    CH Gayle      I Sharma              0  ...         0   \n",
       "173502  KL Rahul    CH Gayle      I Sharma              0  ...         0   \n",
       "173503  KL Rahul    CH Gayle      I Sharma              0  ...         0   \n",
       "173504  KL Rahul    CH Gayle  S Lamichhane              0  ...         0   \n",
       "173505  KL Rahul    CH Gayle  S Lamichhane              0  ...         0   \n",
       "173506  KL Rahul    CH Gayle  S Lamichhane              0  ...         0   \n",
       "173507  KL Rahul    CH Gayle  S Lamichhane              0  ...         0   \n",
       "\n",
       "        legbye_runs  noball_runs  penalty_runs  batsman_runs  extra_runs  \\\n",
       "167689            0            0             0             0           0   \n",
       "167690            0            0             0             0           0   \n",
       "167691            0            0             0             4           0   \n",
       "167692            0            0             0             0           0   \n",
       "167693            0            0             0             0           0   \n",
       "167694            0            0             0             1           0   \n",
       "167695            0            0             0             0           0   \n",
       "167696            0            0             0             4           0   \n",
       "167697            0            0             0             0           0   \n",
       "167698            0            0             0             6           0   \n",
       "167699            0            0             0             0           0   \n",
       "173498            0            0             0             1           0   \n",
       "173500            0            0             0             0           0   \n",
       "173501            0            0             0             0           0   \n",
       "173502            0            0             0             0           0   \n",
       "173503            0            0             0             1           0   \n",
       "173504            0            0             0             6           0   \n",
       "173505            0            0             0             0           0   \n",
       "173506            0            0             0             4           0   \n",
       "173507            0            0             0             0           0   \n",
       "\n",
       "        total_runs  player_dismissed dismissal_kind  fielder  \n",
       "167689           0               NaN            NaN      NaN  \n",
       "167690           0               NaN            NaN      NaN  \n",
       "167691           4               NaN            NaN      NaN  \n",
       "167692           0               NaN            NaN      NaN  \n",
       "167693           0               NaN            NaN      NaN  \n",
       "167694           1               NaN            NaN      NaN  \n",
       "167695           0               NaN            NaN      NaN  \n",
       "167696           4               NaN            NaN      NaN  \n",
       "167697           0               NaN            NaN      NaN  \n",
       "167698           6               NaN            NaN      NaN  \n",
       "167699           0          KL Rahul            lbw      NaN  \n",
       "173498           1               NaN            NaN      NaN  \n",
       "173500           0               NaN            NaN      NaN  \n",
       "173501           0               NaN            NaN      NaN  \n",
       "173502           0               NaN            NaN      NaN  \n",
       "173503           1               NaN            NaN      NaN  \n",
       "173504           6               NaN            NaN      NaN  \n",
       "173505           0               NaN            NaN      NaN  \n",
       "173506           4               NaN            NaN      NaN  \n",
       "173507           0          KL Rahul        stumped  RR Pant  \n",
       "\n",
       "[20 rows x 21 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# and now lets consider batsman = rahul\n",
    "rahul = powerplay[powerplay['batsman'] == 'KL Rahul']\n",
    "rahul"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# To calculate strike rate\n",
    "# Sr = (runs / total balls)*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# lets find the avg sr \n",
    "match_1 = rahul[rahul['match_id'] == 11149]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "runs = match_1['batsman_runs'].sum()\n",
    "balls = len(match_1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "136.36363636363635"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sr1 = (runs / balls)*100\n",
    "sr1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "133.33333333333331"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "match_2 = rahul[rahul['match_id'] == 11328]\n",
    "runs = match_2['batsman_runs'].sum()\n",
    "balls = len(match_2)\n",
    "sr2 = (runs / balls)*100\n",
    "sr2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "134.84500000000003"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# avg sr\n",
    "(136.36+133.33)/2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Therefore avg sr of kl rahul against Dc is 134.84"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "## lets check wrt all team now."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<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>over</th>\n",
       "      <th>ball</th>\n",
       "      <th>batsman</th>\n",
       "      <th>non_striker</th>\n",
       "      <th>bowler</th>\n",
       "      <th>is_super_over</th>\n",
       "      <th>...</th>\n",
       "      <th>bye_runs</th>\n",
       "      <th>legbye_runs</th>\n",
       "      <th>noball_runs</th>\n",
       "      <th>penalty_runs</th>\n",
       "      <th>batsman_runs</th>\n",
       "      <th>extra_runs</th>\n",
       "      <th>total_runs</th>\n",
       "      <th>player_dismissed</th>\n",
       "      <th>dismissal_kind</th>\n",
       "      <th>fielder</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>150830</th>\n",
       "      <td>7895</td>\n",
       "      <td>2</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Daredevils</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>TA Boult</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150831</th>\n",
       "      <td>7895</td>\n",
       "      <td>2</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Daredevils</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>TA Boult</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>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150832</th>\n",
       "      <td>7895</td>\n",
       "      <td>2</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Daredevils</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>TA Boult</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150833</th>\n",
       "      <td>7895</td>\n",
       "      <td>2</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Daredevils</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>TA Boult</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>6</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150834</th>\n",
       "      <td>7895</td>\n",
       "      <td>2</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Daredevils</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>TA Boult</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>4</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</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>177783</th>\n",
       "      <td>11346</td>\n",
       "      <td>2</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Chennai Super Kings</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>Harbhajan Singh</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>6</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177788</th>\n",
       "      <td>11346</td>\n",
       "      <td>2</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Chennai Super Kings</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>DL Chahar</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>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177789</th>\n",
       "      <td>11346</td>\n",
       "      <td>2</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Chennai Super Kings</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>DL Chahar</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177793</th>\n",
       "      <td>11346</td>\n",
       "      <td>2</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Chennai Super Kings</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>DJ Bravo</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177794</th>\n",
       "      <td>11346</td>\n",
       "      <td>2</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Chennai Super Kings</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>DJ Bravo</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>433 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        match_id  inning     batting_team         bowling_team  over  ball  \\\n",
       "150830      7895       2  Kings XI Punjab     Delhi Daredevils     1     1   \n",
       "150831      7895       2  Kings XI Punjab     Delhi Daredevils     1     2   \n",
       "150832      7895       2  Kings XI Punjab     Delhi Daredevils     1     3   \n",
       "150833      7895       2  Kings XI Punjab     Delhi Daredevils     1     4   \n",
       "150834      7895       2  Kings XI Punjab     Delhi Daredevils     1     5   \n",
       "...          ...     ...              ...                  ...   ...   ...   \n",
       "177783     11346       2  Kings XI Punjab  Chennai Super Kings     4     6   \n",
       "177788     11346       2  Kings XI Punjab  Chennai Super Kings     5     5   \n",
       "177789     11346       2  Kings XI Punjab  Chennai Super Kings     5     6   \n",
       "177793     11346       2  Kings XI Punjab  Chennai Super Kings     6     4   \n",
       "177794     11346       2  Kings XI Punjab  Chennai Super Kings     6     5   \n",
       "\n",
       "         batsman non_striker           bowler  is_super_over  ...  bye_runs  \\\n",
       "150830  KL Rahul  MA Agarwal         TA Boult              0  ...         0   \n",
       "150831  KL Rahul  MA Agarwal         TA Boult              0  ...         0   \n",
       "150832  KL Rahul  MA Agarwal         TA Boult              0  ...         0   \n",
       "150833  KL Rahul  MA Agarwal         TA Boult              0  ...         0   \n",
       "150834  KL Rahul  MA Agarwal         TA Boult              0  ...         0   \n",
       "...          ...         ...              ...            ...  ...       ...   \n",
       "177783  KL Rahul    CH Gayle  Harbhajan Singh              0  ...         0   \n",
       "177788  KL Rahul    CH Gayle        DL Chahar              0  ...         0   \n",
       "177789  KL Rahul    CH Gayle        DL Chahar              0  ...         0   \n",
       "177793  KL Rahul    CH Gayle         DJ Bravo              0  ...         0   \n",
       "177794  KL Rahul    CH Gayle         DJ Bravo              0  ...         0   \n",
       "\n",
       "        legbye_runs  noball_runs  penalty_runs  batsman_runs  extra_runs  \\\n",
       "150830            0            0             0             0           0   \n",
       "150831            0            0             0             2           0   \n",
       "150832            0            0             0             0           0   \n",
       "150833            0            0             0             6           0   \n",
       "150834            0            0             0             4           0   \n",
       "...             ...          ...           ...           ...         ...   \n",
       "177783            0            0             0             6           0   \n",
       "177788            0            0             0             2           0   \n",
       "177789            0            0             0             0           0   \n",
       "177793            4            0             0             4           4   \n",
       "177794            0            0             0             1           0   \n",
       "\n",
       "        total_runs  player_dismissed dismissal_kind fielder  \n",
       "150830           0               NaN            NaN     NaN  \n",
       "150831           2               NaN            NaN     NaN  \n",
       "150832           0               NaN            NaN     NaN  \n",
       "150833           6               NaN            NaN     NaN  \n",
       "150834           4               NaN            NaN     NaN  \n",
       "...            ...               ...            ...     ...  \n",
       "177783           6               NaN            NaN     NaN  \n",
       "177788           2               NaN            NaN     NaN  \n",
       "177789           0               NaN            NaN     NaN  \n",
       "177793           8               NaN            NaN     NaN  \n",
       "177794           1               NaN            NaN     NaN  \n",
       "\n",
       "[433 rows x 21 columns]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "main_df_team_all = df[(((df['batting_team'] == 'Kings XI Punjab')))]\n",
    "powerplay = main_df_team_all[main_df_team_all['over'] <=6]\n",
    "rahul = powerplay[powerplay['batsman'] == 'KL Rahul']\n",
    "rahul"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 7895,  7901,  7905,  7909,  7911,  7915,  7918,  7927,  7931,\n",
       "        7933,  7937,  7941,  7943,  7949, 11140, 11142, 11145, 11149,\n",
       "       11309, 11313, 11315, 11319, 11323, 11328, 11333, 11339, 11343,\n",
       "       11346], dtype=int64)"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rahul['match_id'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "sr = []\n",
    "matches = [ 7895,  7901,  7905,  7909,  7911,  7915,  7918,  7927,  7931,\n",
    "        7933,  7937,  7941,  7943,  7949, 11140, 11142, 11145, 11149,\n",
    "       11309, 11313, 11315, 11319, 11323, 11328, 11333, 11339, 11343,\n",
    "       11346]\n",
    "for i in matches:\n",
    "    match = rahul[rahul['match_id'] == i]\n",
    "    runs = match['batsman_runs'].sum()\n",
    "    balls = len(match)\n",
    "    sr.append((runs / balls)*100)\n",
    "   \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[318.75,\n",
       " 178.57142857142858,\n",
       " 186.66666666666666,\n",
       " 94.11764705882352,\n",
       " 253.33333333333331,\n",
       " 153.33333333333334,\n",
       " 138.0952380952381,\n",
       " 117.64705882352942,\n",
       " 117.64705882352942,\n",
       " 108.0,\n",
       " 194.73684210526315,\n",
       " 146.66666666666666,\n",
       " 150.0,\n",
       " 66.66666666666666,\n",
       " 100.0,\n",
       " 20.0,\n",
       " 62.5,\n",
       " 136.36363636363635,\n",
       " 162.5,\n",
       " 75.0,\n",
       " 114.28571428571428,\n",
       " 92.3076923076923,\n",
       " 30.76923076923077,\n",
       " 133.33333333333331,\n",
       " 170.0,\n",
       " 107.40740740740742,\n",
       " 28.57142857142857,\n",
       " 256.52173913043475]"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "sr_all = np.array(sr).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "132.63543293976272"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sr_all"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "## KL has an avg sr of 132.63 against all team"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Hence , the ans is 122-137 "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Ques 2 ans  - 122-137"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "#########################################################################################################################"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Ques 3 - Shreyas Iyer contribution for DC total score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "# formula =  ((shreyas score) / (total score)*)100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['bowling_team'] = df['bowling_team'].replace('Delhi Daredevils' , 'Delhi Capitals')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<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>over</th>\n",
       "      <th>ball</th>\n",
       "      <th>batsman</th>\n",
       "      <th>non_striker</th>\n",
       "      <th>bowler</th>\n",
       "      <th>is_super_over</th>\n",
       "      <th>...</th>\n",
       "      <th>bye_runs</th>\n",
       "      <th>legbye_runs</th>\n",
       "      <th>noball_runs</th>\n",
       "      <th>penalty_runs</th>\n",
       "      <th>batsman_runs</th>\n",
       "      <th>extra_runs</th>\n",
       "      <th>total_runs</th>\n",
       "      <th>player_dismissed</th>\n",
       "      <th>dismissal_kind</th>\n",
       "      <th>fielder</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>167813</th>\n",
       "      <td>11149</td>\n",
       "      <td>2</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>P Shaw</td>\n",
       "      <td>S Dhawan</td>\n",
       "      <td>R Ashwin</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>P Shaw</td>\n",
       "      <td>caught</td>\n",
       "      <td>KL Rahul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167814</th>\n",
       "      <td>11149</td>\n",
       "      <td>2</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>SS Iyer</td>\n",
       "      <td>S Dhawan</td>\n",
       "      <td>R Ashwin</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167815</th>\n",
       "      <td>11149</td>\n",
       "      <td>2</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>S Dhawan</td>\n",
       "      <td>SS Iyer</td>\n",
       "      <td>R Ashwin</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167816</th>\n",
       "      <td>11149</td>\n",
       "      <td>2</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>S Dhawan</td>\n",
       "      <td>SS Iyer</td>\n",
       "      <td>R Ashwin</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>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167817</th>\n",
       "      <td>11149</td>\n",
       "      <td>2</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>S Dhawan</td>\n",
       "      <td>SS Iyer</td>\n",
       "      <td>R Ashwin</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>4</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</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>173741</th>\n",
       "      <td>11328</td>\n",
       "      <td>2</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>19</td>\n",
       "      <td>6</td>\n",
       "      <td>SS Iyer</td>\n",
       "      <td>S Rutherford</td>\n",
       "      <td>Mohammed Shami</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173742</th>\n",
       "      <td>11328</td>\n",
       "      <td>2</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>SS Iyer</td>\n",
       "      <td>S Rutherford</td>\n",
       "      <td>S Curran</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173743</th>\n",
       "      <td>11328</td>\n",
       "      <td>2</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>S Rutherford</td>\n",
       "      <td>SS Iyer</td>\n",
       "      <td>S Curran</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173744</th>\n",
       "      <td>11328</td>\n",
       "      <td>2</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>SS Iyer</td>\n",
       "      <td>S Rutherford</td>\n",
       "      <td>S Curran</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>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173745</th>\n",
       "      <td>11328</td>\n",
       "      <td>2</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>SS Iyer</td>\n",
       "      <td>S Rutherford</td>\n",
       "      <td>S Curran</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>4</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>247 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        match_id  inning    batting_team     bowling_team  over  ball  \\\n",
       "167813     11149       2  Delhi Capitals  Kings XI Punjab     1     1   \n",
       "167814     11149       2  Delhi Capitals  Kings XI Punjab     1     2   \n",
       "167815     11149       2  Delhi Capitals  Kings XI Punjab     1     3   \n",
       "167816     11149       2  Delhi Capitals  Kings XI Punjab     1     4   \n",
       "167817     11149       2  Delhi Capitals  Kings XI Punjab     1     5   \n",
       "...          ...     ...             ...              ...   ...   ...   \n",
       "173741     11328       2  Delhi Capitals  Kings XI Punjab    19     6   \n",
       "173742     11328       2  Delhi Capitals  Kings XI Punjab    20     1   \n",
       "173743     11328       2  Delhi Capitals  Kings XI Punjab    20     2   \n",
       "173744     11328       2  Delhi Capitals  Kings XI Punjab    20     3   \n",
       "173745     11328       2  Delhi Capitals  Kings XI Punjab    20     4   \n",
       "\n",
       "             batsman   non_striker          bowler  is_super_over  ...  \\\n",
       "167813        P Shaw      S Dhawan        R Ashwin              0  ...   \n",
       "167814       SS Iyer      S Dhawan        R Ashwin              0  ...   \n",
       "167815      S Dhawan       SS Iyer        R Ashwin              0  ...   \n",
       "167816      S Dhawan       SS Iyer        R Ashwin              0  ...   \n",
       "167817      S Dhawan       SS Iyer        R Ashwin              0  ...   \n",
       "...              ...           ...             ...            ...  ...   \n",
       "173741       SS Iyer  S Rutherford  Mohammed Shami              0  ...   \n",
       "173742       SS Iyer  S Rutherford        S Curran              0  ...   \n",
       "173743  S Rutherford       SS Iyer        S Curran              0  ...   \n",
       "173744       SS Iyer  S Rutherford        S Curran              0  ...   \n",
       "173745       SS Iyer  S Rutherford        S Curran              0  ...   \n",
       "\n",
       "        bye_runs  legbye_runs  noball_runs  penalty_runs  batsman_runs  \\\n",
       "167813         0            0            0             0             0   \n",
       "167814         0            0            0             0             1   \n",
       "167815         0            0            0             0             0   \n",
       "167816         0            0            0             0             1   \n",
       "167817         0            0            0             0             4   \n",
       "...          ...          ...          ...           ...           ...   \n",
       "173741         0            0            0             0             1   \n",
       "173742         0            0            0             0             1   \n",
       "173743         0            0            0             0             1   \n",
       "173744         0            0            0             0             2   \n",
       "173745         0            0            0             0             4   \n",
       "\n",
       "        extra_runs  total_runs  player_dismissed dismissal_kind   fielder  \n",
       "167813           0           0            P Shaw         caught  KL Rahul  \n",
       "167814           0           1               NaN            NaN       NaN  \n",
       "167815           0           0               NaN            NaN       NaN  \n",
       "167816           1           2               NaN            NaN       NaN  \n",
       "167817           0           4               NaN            NaN       NaN  \n",
       "...            ...         ...               ...            ...       ...  \n",
       "173741           0           1               NaN            NaN       NaN  \n",
       "173742           0           1               NaN            NaN       NaN  \n",
       "173743           0           1               NaN            NaN       NaN  \n",
       "173744           0           2               NaN            NaN       NaN  \n",
       "173745           0           4               NaN            NaN       NaN  \n",
       "\n",
       "[247 rows x 21 columns]"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "main_df_team_1 = df[(((df['batting_team'] == 'Delhi Capitals')  & ((df['bowling_team'] == 'Kings XI Punjab'))))]\n",
    "main_df_team_1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "total_score = main_df_team_1['total_runs'].sum()\n",
    "match = main_df_team_1['match_id'].nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "170.0"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total_score / match "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "# avg os 170 runs per match"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['P Shaw', 'SS Iyer', 'S Dhawan', 'RR Pant', 'C Ingram',\n",
       "       'CH Morris', 'H Vihari', 'HV Patel', 'Avesh Khan', 'K Rabada',\n",
       "       'S Lamichhane', 'AR Patel', 'S Rutherford'], dtype=object)"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "main_df_team_1['batsman'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "shreyas = main_df_team_1[main_df_team_1['batsman'] == 'SS Iyer']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "shreyas_score = shreyas['total_runs'].sum()\n",
    "match = shreyas['match_id'].nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "48.0"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "shreyas_score / match"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "# avg of 48 runs per match"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "28.235294117647058"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# contribution\n",
    "(48 /170)*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Avg contribution of shreyas is 28.23 in the total runs for DC wrt KXIP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "# now lets check for entire teams"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "19.04942965779468\n"
     ]
    }
   ],
   "source": [
    "main_df_team_2 = df[(((df['batting_team'] == 'Delhi Capitals')))]\n",
    "total_score = main_df_team_2['total_runs'].sum()\n",
    "match = main_df_team_2['match_id'].nunique()\n",
    "\n",
    "total = total_score / match \n",
    "shreyas = main_df_team_2[main_df_team_2['batsman'] == 'SS Iyer']\n",
    "shreyas_score = shreyas['total_runs'].sum()\n",
    "match = shreyas['match_id'].nunique()\n",
    "s_total = shreyas_score / match\n",
    "\n",
    "print((s_total / total)*100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "# avg contribution is 19.04 in total runs of DC wrt to all team"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Hence ,ans is more than 18.1 %"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Ques 3 ans  - 18.1 %"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "###########################################################################################################################"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Ques 4 - Wickets taken by KXIP excluding shami from 31-120"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<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>over</th>\n",
       "      <th>ball</th>\n",
       "      <th>batsman</th>\n",
       "      <th>non_striker</th>\n",
       "      <th>bowler</th>\n",
       "      <th>is_super_over</th>\n",
       "      <th>...</th>\n",
       "      <th>bye_runs</th>\n",
       "      <th>legbye_runs</th>\n",
       "      <th>noball_runs</th>\n",
       "      <th>penalty_runs</th>\n",
       "      <th>batsman_runs</th>\n",
       "      <th>extra_runs</th>\n",
       "      <th>total_runs</th>\n",
       "      <th>player_dismissed</th>\n",
       "      <th>dismissal_kind</th>\n",
       "      <th>fielder</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>167813</th>\n",
       "      <td>11149</td>\n",
       "      <td>2</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>P Shaw</td>\n",
       "      <td>S Dhawan</td>\n",
       "      <td>R Ashwin</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>P Shaw</td>\n",
       "      <td>caught</td>\n",
       "      <td>KL Rahul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167814</th>\n",
       "      <td>11149</td>\n",
       "      <td>2</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>SS Iyer</td>\n",
       "      <td>S Dhawan</td>\n",
       "      <td>R Ashwin</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167815</th>\n",
       "      <td>11149</td>\n",
       "      <td>2</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>S Dhawan</td>\n",
       "      <td>SS Iyer</td>\n",
       "      <td>R Ashwin</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167816</th>\n",
       "      <td>11149</td>\n",
       "      <td>2</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>S Dhawan</td>\n",
       "      <td>SS Iyer</td>\n",
       "      <td>R Ashwin</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>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167817</th>\n",
       "      <td>11149</td>\n",
       "      <td>2</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>S Dhawan</td>\n",
       "      <td>SS Iyer</td>\n",
       "      <td>R Ashwin</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>4</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</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>173741</th>\n",
       "      <td>11328</td>\n",
       "      <td>2</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>19</td>\n",
       "      <td>6</td>\n",
       "      <td>SS Iyer</td>\n",
       "      <td>S Rutherford</td>\n",
       "      <td>Mohammed Shami</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173742</th>\n",
       "      <td>11328</td>\n",
       "      <td>2</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>SS Iyer</td>\n",
       "      <td>S Rutherford</td>\n",
       "      <td>S Curran</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173743</th>\n",
       "      <td>11328</td>\n",
       "      <td>2</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>S Rutherford</td>\n",
       "      <td>SS Iyer</td>\n",
       "      <td>S Curran</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173744</th>\n",
       "      <td>11328</td>\n",
       "      <td>2</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>SS Iyer</td>\n",
       "      <td>S Rutherford</td>\n",
       "      <td>S Curran</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>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173745</th>\n",
       "      <td>11328</td>\n",
       "      <td>2</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>SS Iyer</td>\n",
       "      <td>S Rutherford</td>\n",
       "      <td>S Curran</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>4</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>247 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        match_id  inning    batting_team     bowling_team  over  ball  \\\n",
       "167813     11149       2  Delhi Capitals  Kings XI Punjab     1     1   \n",
       "167814     11149       2  Delhi Capitals  Kings XI Punjab     1     2   \n",
       "167815     11149       2  Delhi Capitals  Kings XI Punjab     1     3   \n",
       "167816     11149       2  Delhi Capitals  Kings XI Punjab     1     4   \n",
       "167817     11149       2  Delhi Capitals  Kings XI Punjab     1     5   \n",
       "...          ...     ...             ...              ...   ...   ...   \n",
       "173741     11328       2  Delhi Capitals  Kings XI Punjab    19     6   \n",
       "173742     11328       2  Delhi Capitals  Kings XI Punjab    20     1   \n",
       "173743     11328       2  Delhi Capitals  Kings XI Punjab    20     2   \n",
       "173744     11328       2  Delhi Capitals  Kings XI Punjab    20     3   \n",
       "173745     11328       2  Delhi Capitals  Kings XI Punjab    20     4   \n",
       "\n",
       "             batsman   non_striker          bowler  is_super_over  ...  \\\n",
       "167813        P Shaw      S Dhawan        R Ashwin              0  ...   \n",
       "167814       SS Iyer      S Dhawan        R Ashwin              0  ...   \n",
       "167815      S Dhawan       SS Iyer        R Ashwin              0  ...   \n",
       "167816      S Dhawan       SS Iyer        R Ashwin              0  ...   \n",
       "167817      S Dhawan       SS Iyer        R Ashwin              0  ...   \n",
       "...              ...           ...             ...            ...  ...   \n",
       "173741       SS Iyer  S Rutherford  Mohammed Shami              0  ...   \n",
       "173742       SS Iyer  S Rutherford        S Curran              0  ...   \n",
       "173743  S Rutherford       SS Iyer        S Curran              0  ...   \n",
       "173744       SS Iyer  S Rutherford        S Curran              0  ...   \n",
       "173745       SS Iyer  S Rutherford        S Curran              0  ...   \n",
       "\n",
       "        bye_runs  legbye_runs  noball_runs  penalty_runs  batsman_runs  \\\n",
       "167813         0            0            0             0             0   \n",
       "167814         0            0            0             0             1   \n",
       "167815         0            0            0             0             0   \n",
       "167816         0            0            0             0             1   \n",
       "167817         0            0            0             0             4   \n",
       "...          ...          ...          ...           ...           ...   \n",
       "173741         0            0            0             0             1   \n",
       "173742         0            0            0             0             1   \n",
       "173743         0            0            0             0             1   \n",
       "173744         0            0            0             0             2   \n",
       "173745         0            0            0             0             4   \n",
       "\n",
       "        extra_runs  total_runs  player_dismissed dismissal_kind   fielder  \n",
       "167813           0           0            P Shaw         caught  KL Rahul  \n",
       "167814           0           1               NaN            NaN       NaN  \n",
       "167815           0           0               NaN            NaN       NaN  \n",
       "167816           1           2               NaN            NaN       NaN  \n",
       "167817           0           4               NaN            NaN       NaN  \n",
       "...            ...         ...               ...            ...       ...  \n",
       "173741           0           1               NaN            NaN       NaN  \n",
       "173742           0           1               NaN            NaN       NaN  \n",
       "173743           0           1               NaN            NaN       NaN  \n",
       "173744           0           2               NaN            NaN       NaN  \n",
       "173745           0           4               NaN            NaN       NaN  \n",
       "\n",
       "[247 rows x 21 columns]"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "main_df_team_1= df[(((df['batting_team'] == 'Delhi Capitals')  & ((df['bowling_team'] == 'Kings XI Punjab'))))]\n",
    "\n",
    "main_df_team_1\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>match_id</th>\n",
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       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>196 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        match_id  inning    batting_team     bowling_team  over  ball  \\\n",
       "167840     11149       2  Delhi Capitals  Kings XI Punjab     5     1   \n",
       "167841     11149       2  Delhi Capitals  Kings XI Punjab     5     2   \n",
       "167842     11149       2  Delhi Capitals  Kings XI Punjab     5     3   \n",
       "167843     11149       2  Delhi Capitals  Kings XI Punjab     5     4   \n",
       "167844     11149       2  Delhi Capitals  Kings XI Punjab     5     5   \n",
       "...          ...     ...             ...              ...   ...   ...   \n",
       "173741     11328       2  Delhi Capitals  Kings XI Punjab    19     6   \n",
       "173742     11328       2  Delhi Capitals  Kings XI Punjab    20     1   \n",
       "173743     11328       2  Delhi Capitals  Kings XI Punjab    20     2   \n",
       "173744     11328       2  Delhi Capitals  Kings XI Punjab    20     3   \n",
       "173745     11328       2  Delhi Capitals  Kings XI Punjab    20     4   \n",
       "\n",
       "             batsman   non_striker          bowler  is_super_over  ...  \\\n",
       "167840       SS Iyer      S Dhawan       H Viljoen              0  ...   \n",
       "167841       SS Iyer      S Dhawan       H Viljoen              0  ...   \n",
       "167842       SS Iyer      S Dhawan       H Viljoen              0  ...   \n",
       "167843       SS Iyer      S Dhawan       H Viljoen              0  ...   \n",
       "167844       SS Iyer      S Dhawan       H Viljoen              0  ...   \n",
       "...              ...           ...             ...            ...  ...   \n",
       "173741       SS Iyer  S Rutherford  Mohammed Shami              0  ...   \n",
       "173742       SS Iyer  S Rutherford        S Curran              0  ...   \n",
       "173743  S Rutherford       SS Iyer        S Curran              0  ...   \n",
       "173744       SS Iyer  S Rutherford        S Curran              0  ...   \n",
       "173745       SS Iyer  S Rutherford        S Curran              0  ...   \n",
       "\n",
       "        bye_runs  legbye_runs  noball_runs  penalty_runs  batsman_runs  \\\n",
       "167840         0            0            0             0             4   \n",
       "167841         0            0            0             0             4   \n",
       "167842         0            0            0             0             0   \n",
       "167843         0            0            0             0             0   \n",
       "167844         0            0            0             0             0   \n",
       "...          ...          ...          ...           ...           ...   \n",
       "173741         0            0            0             0             1   \n",
       "173742         0            0            0             0             1   \n",
       "173743         0            0            0             0             1   \n",
       "173744         0            0            0             0             2   \n",
       "173745         0            0            0             0             4   \n",
       "\n",
       "        extra_runs  total_runs  player_dismissed dismissal_kind fielder  \n",
       "167840           0           4               NaN            NaN     NaN  \n",
       "167841           0           4               NaN            NaN     NaN  \n",
       "167842           0           0               NaN            NaN     NaN  \n",
       "167843           0           0               NaN            NaN     NaN  \n",
       "167844           0           0               NaN            NaN     NaN  \n",
       "...            ...         ...               ...            ...     ...  \n",
       "173741           0           1               NaN            NaN     NaN  \n",
       "173742           0           1               NaN            NaN     NaN  \n",
       "173743           0           1               NaN            NaN     NaN  \n",
       "173744           0           2               NaN            NaN     NaN  \n",
       "173745           0           4               NaN            NaN     NaN  \n",
       "\n",
       "[196 rows x 21 columns]"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "over = main_df_team_1[main_df_team_1['over']>=5]\n",
    "over"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['H Viljoen', 'Mohammed Shami', 'M Ur Rahman', 'R Ashwin',\n",
       "       'M Ashwin', 'S Curran', 'H Brar'], dtype=object)"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "over['bowler'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<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>over</th>\n",
       "      <th>ball</th>\n",
       "      <th>batsman</th>\n",
       "      <th>non_striker</th>\n",
       "      <th>bowler</th>\n",
       "      <th>is_super_over</th>\n",
       "      <th>...</th>\n",
       "      <th>bye_runs</th>\n",
       "      <th>legbye_runs</th>\n",
       "      <th>noball_runs</th>\n",
       "      <th>penalty_runs</th>\n",
       "      <th>batsman_runs</th>\n",
       "      <th>extra_runs</th>\n",
       "      <th>total_runs</th>\n",
       "      <th>player_dismissed</th>\n",
       "      <th>dismissal_kind</th>\n",
       "      <th>fielder</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>167840</th>\n",
       "      <td>11149</td>\n",
       "      <td>2</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>SS Iyer</td>\n",
       "      <td>S Dhawan</td>\n",
       "      <td>H Viljoen</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",
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       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167841</th>\n",
       "      <td>11149</td>\n",
       "      <td>2</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>SS Iyer</td>\n",
       "      <td>S Dhawan</td>\n",
       "      <td>H Viljoen</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>4</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167842</th>\n",
       "      <td>11149</td>\n",
       "      <td>2</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>SS Iyer</td>\n",
       "      <td>S Dhawan</td>\n",
       "      <td>H Viljoen</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167843</th>\n",
       "      <td>11149</td>\n",
       "      <td>2</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>SS Iyer</td>\n",
       "      <td>S Dhawan</td>\n",
       "      <td>H Viljoen</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",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167844</th>\n",
       "      <td>11149</td>\n",
       "      <td>2</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>SS Iyer</td>\n",
       "      <td>S Dhawan</td>\n",
       "      <td>H Viljoen</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</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>173735</th>\n",
       "      <td>11328</td>\n",
       "      <td>2</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>18</td>\n",
       "      <td>6</td>\n",
       "      <td>C Ingram</td>\n",
       "      <td>SS Iyer</td>\n",
       "      <td>H Viljoen</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>4</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173742</th>\n",
       "      <td>11328</td>\n",
       "      <td>2</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>SS Iyer</td>\n",
       "      <td>S Rutherford</td>\n",
       "      <td>S Curran</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173743</th>\n",
       "      <td>11328</td>\n",
       "      <td>2</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>S Rutherford</td>\n",
       "      <td>SS Iyer</td>\n",
       "      <td>S Curran</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173744</th>\n",
       "      <td>11328</td>\n",
       "      <td>2</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>SS Iyer</td>\n",
       "      <td>S Rutherford</td>\n",
       "      <td>S Curran</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>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173745</th>\n",
       "      <td>11328</td>\n",
       "      <td>2</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>SS Iyer</td>\n",
       "      <td>S Rutherford</td>\n",
       "      <td>S Curran</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>4</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>166 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        match_id  inning    batting_team     bowling_team  over  ball  \\\n",
       "167840     11149       2  Delhi Capitals  Kings XI Punjab     5     1   \n",
       "167841     11149       2  Delhi Capitals  Kings XI Punjab     5     2   \n",
       "167842     11149       2  Delhi Capitals  Kings XI Punjab     5     3   \n",
       "167843     11149       2  Delhi Capitals  Kings XI Punjab     5     4   \n",
       "167844     11149       2  Delhi Capitals  Kings XI Punjab     5     5   \n",
       "...          ...     ...             ...              ...   ...   ...   \n",
       "173735     11328       2  Delhi Capitals  Kings XI Punjab    18     6   \n",
       "173742     11328       2  Delhi Capitals  Kings XI Punjab    20     1   \n",
       "173743     11328       2  Delhi Capitals  Kings XI Punjab    20     2   \n",
       "173744     11328       2  Delhi Capitals  Kings XI Punjab    20     3   \n",
       "173745     11328       2  Delhi Capitals  Kings XI Punjab    20     4   \n",
       "\n",
       "             batsman   non_striker     bowler  is_super_over  ...  bye_runs  \\\n",
       "167840       SS Iyer      S Dhawan  H Viljoen              0  ...         0   \n",
       "167841       SS Iyer      S Dhawan  H Viljoen              0  ...         0   \n",
       "167842       SS Iyer      S Dhawan  H Viljoen              0  ...         0   \n",
       "167843       SS Iyer      S Dhawan  H Viljoen              0  ...         0   \n",
       "167844       SS Iyer      S Dhawan  H Viljoen              0  ...         0   \n",
       "...              ...           ...        ...            ...  ...       ...   \n",
       "173735      C Ingram       SS Iyer  H Viljoen              0  ...         0   \n",
       "173742       SS Iyer  S Rutherford   S Curran              0  ...         0   \n",
       "173743  S Rutherford       SS Iyer   S Curran              0  ...         0   \n",
       "173744       SS Iyer  S Rutherford   S Curran              0  ...         0   \n",
       "173745       SS Iyer  S Rutherford   S Curran              0  ...         0   \n",
       "\n",
       "        legbye_runs  noball_runs  penalty_runs  batsman_runs  extra_runs  \\\n",
       "167840            0            0             0             4           0   \n",
       "167841            0            0             0             4           0   \n",
       "167842            0            0             0             0           0   \n",
       "167843            0            0             0             0           0   \n",
       "167844            0            0             0             0           0   \n",
       "...             ...          ...           ...           ...         ...   \n",
       "173735            0            0             0             4           0   \n",
       "173742            0            0             0             1           0   \n",
       "173743            0            0             0             1           0   \n",
       "173744            0            0             0             2           0   \n",
       "173745            0            0             0             4           0   \n",
       "\n",
       "        total_runs  player_dismissed dismissal_kind fielder  \n",
       "167840           4               NaN            NaN     NaN  \n",
       "167841           4               NaN            NaN     NaN  \n",
       "167842           0               NaN            NaN     NaN  \n",
       "167843           0               NaN            NaN     NaN  \n",
       "167844           0               NaN            NaN     NaN  \n",
       "...            ...               ...            ...     ...  \n",
       "173735           4               NaN            NaN     NaN  \n",
       "173742           1               NaN            NaN     NaN  \n",
       "173743           1               NaN            NaN     NaN  \n",
       "173744           2               NaN            NaN     NaN  \n",
       "173745           4               NaN            NaN     NaN  \n",
       "\n",
       "[166 rows x 21 columns]"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bowler = over[over['bowler'] != 'Mohammed Shami']\n",
    "bowler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [],
   "source": [
    "wik = bowler['player_dismissed'].notna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wik"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "match = bowler['match_id'].nunique()\n",
    "match"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4.0"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "8 / 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "## There are 4 wickets taken by KXP bowler excluding shami from 5th over till 20th wrt DC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Lets , check wrt all team"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>legbye_runs</th>\n",
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       "    <tr>\n",
       "      <th>177755</th>\n",
       "      <td>11346</td>\n",
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       "      <td>20</td>\n",
       "      <td>2</td>\n",
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       "      <td>11346</td>\n",
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       "      <th>177757</th>\n",
       "      <td>11346</td>\n",
       "      <td>1</td>\n",
       "      <td>Chennai Super Kings</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>KM Jadhav</td>\n",
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       "    <tr>\n",
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       "      <td>11346</td>\n",
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       "      <td>5</td>\n",
       "      <td>DJ Bravo</td>\n",
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       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>177759</th>\n",
       "      <td>11346</td>\n",
       "      <td>1</td>\n",
       "      <td>Chennai Super Kings</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>20</td>\n",
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       "      <td>MS Dhoni</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>20782 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        match_id  inning            batting_team     bowling_team  over  ball  \\\n",
       "713            4       1  Rising Pune Supergiant  Kings XI Punjab     1     1   \n",
       "714            4       1  Rising Pune Supergiant  Kings XI Punjab     1     2   \n",
       "715            4       1  Rising Pune Supergiant  Kings XI Punjab     1     3   \n",
       "716            4       1  Rising Pune Supergiant  Kings XI Punjab     1     4   \n",
       "717            4       1  Rising Pune Supergiant  Kings XI Punjab     1     5   \n",
       "...          ...     ...                     ...              ...   ...   ...   \n",
       "177755     11346       1     Chennai Super Kings  Kings XI Punjab    20     2   \n",
       "177756     11346       1     Chennai Super Kings  Kings XI Punjab    20     3   \n",
       "177757     11346       1     Chennai Super Kings  Kings XI Punjab    20     4   \n",
       "177758     11346       1     Chennai Super Kings  Kings XI Punjab    20     5   \n",
       "177759     11346       1     Chennai Super Kings  Kings XI Punjab    20     6   \n",
       "\n",
       "           batsman non_striker          bowler  is_super_over  ...  bye_runs  \\\n",
       "713      AM Rahane  MA Agarwal  Sandeep Sharma              0  ...         0   \n",
       "714     MA Agarwal   AM Rahane  Sandeep Sharma              0  ...         0   \n",
       "715     MA Agarwal   AM Rahane  Sandeep Sharma              0  ...         0   \n",
       "716     MA Agarwal   AM Rahane  Sandeep Sharma              0  ...         0   \n",
       "717     MA Agarwal   AM Rahane  Sandeep Sharma              0  ...         0   \n",
       "...            ...         ...             ...            ...  ...       ...   \n",
       "177755   AT Rayudu    MS Dhoni  Mohammed Shami              0  ...         0   \n",
       "177756    MS Dhoni   KM Jadhav  Mohammed Shami              0  ...         0   \n",
       "177757   KM Jadhav    MS Dhoni  Mohammed Shami              0  ...         0   \n",
       "177758    DJ Bravo    MS Dhoni  Mohammed Shami              0  ...         0   \n",
       "177759    MS Dhoni    DJ Bravo  Mohammed Shami              0  ...         0   \n",
       "\n",
       "        legbye_runs  noball_runs  penalty_runs  batsman_runs  extra_runs  \\\n",
       "713               0            0             0             1           0   \n",
       "714               0            0             0             0           0   \n",
       "715               0            0             0             0           0   \n",
       "716               0            0             0             0           0   \n",
       "717               0            0             0             0           0   \n",
       "...             ...          ...           ...           ...         ...   \n",
       "177755            0            0             0             0           0   \n",
       "177756            0            0             0             1           0   \n",
       "177757            0            0             0             0           0   \n",
       "177758            0            0             0             1           0   \n",
       "177759            0            0             0             2           0   \n",
       "\n",
       "        total_runs  player_dismissed dismissal_kind        fielder  \n",
       "713              1               NaN            NaN            NaN  \n",
       "714              0               NaN            NaN            NaN  \n",
       "715              0               NaN            NaN            NaN  \n",
       "716              0               NaN            NaN            NaN  \n",
       "717              0        MA Agarwal         bowled            NaN  \n",
       "...            ...               ...            ...            ...  \n",
       "177755           0         AT Rayudu         caught  Mandeep Singh  \n",
       "177756           1               NaN            NaN            NaN  \n",
       "177757           0         KM Jadhav         bowled            NaN  \n",
       "177758           1               NaN            NaN            NaN  \n",
       "177759           2               NaN            NaN            NaN  \n",
       "\n",
       "[20782 rows x 21 columns]"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "main_df_team_2= df[(( ((df['bowling_team'] == 'Kings XI Punjab'))))]\n",
    "main_df_team_2\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
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       "      <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>177755</th>\n",
       "      <td>11346</td>\n",
       "      <td>1</td>\n",
       "      <td>Chennai Super Kings</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>AT Rayudu</td>\n",
       "      <td>MS Dhoni</td>\n",
       "      <td>Mohammed Shami</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>AT Rayudu</td>\n",
       "      <td>caught</td>\n",
       "      <td>Mandeep Singh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177756</th>\n",
       "      <td>11346</td>\n",
       "      <td>1</td>\n",
       "      <td>Chennai Super Kings</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>MS Dhoni</td>\n",
       "      <td>KM Jadhav</td>\n",
       "      <td>Mohammed Shami</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177757</th>\n",
       "      <td>11346</td>\n",
       "      <td>1</td>\n",
       "      <td>Chennai Super Kings</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>KM Jadhav</td>\n",
       "      <td>MS Dhoni</td>\n",
       "      <td>Mohammed Shami</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>KM Jadhav</td>\n",
       "      <td>bowled</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177758</th>\n",
       "      <td>11346</td>\n",
       "      <td>1</td>\n",
       "      <td>Chennai Super Kings</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>20</td>\n",
       "      <td>5</td>\n",
       "      <td>DJ Bravo</td>\n",
       "      <td>MS Dhoni</td>\n",
       "      <td>Mohammed Shami</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177759</th>\n",
       "      <td>11346</td>\n",
       "      <td>1</td>\n",
       "      <td>Chennai Super Kings</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>20</td>\n",
       "      <td>6</td>\n",
       "      <td>MS Dhoni</td>\n",
       "      <td>DJ Bravo</td>\n",
       "      <td>Mohammed Shami</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>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>16360 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        match_id  inning            batting_team     bowling_team  over  ball  \\\n",
       "737            4       1  Rising Pune Supergiant  Kings XI Punjab     5     1   \n",
       "738            4       1  Rising Pune Supergiant  Kings XI Punjab     5     2   \n",
       "739            4       1  Rising Pune Supergiant  Kings XI Punjab     5     3   \n",
       "740            4       1  Rising Pune Supergiant  Kings XI Punjab     5     4   \n",
       "741            4       1  Rising Pune Supergiant  Kings XI Punjab     5     5   \n",
       "...          ...     ...                     ...              ...   ...   ...   \n",
       "177755     11346       1     Chennai Super Kings  Kings XI Punjab    20     2   \n",
       "177756     11346       1     Chennai Super Kings  Kings XI Punjab    20     3   \n",
       "177757     11346       1     Chennai Super Kings  Kings XI Punjab    20     4   \n",
       "177758     11346       1     Chennai Super Kings  Kings XI Punjab    20     5   \n",
       "177759     11346       1     Chennai Super Kings  Kings XI Punjab    20     6   \n",
       "\n",
       "          batsman non_striker          bowler  is_super_over  ...  bye_runs  \\\n",
       "737     AM Rahane   SPD Smith  Sandeep Sharma              0  ...         0   \n",
       "738     SPD Smith   AM Rahane  Sandeep Sharma              0  ...         0   \n",
       "739     AM Rahane   SPD Smith  Sandeep Sharma              0  ...         0   \n",
       "740     SPD Smith   AM Rahane  Sandeep Sharma              0  ...         0   \n",
       "741     SPD Smith   AM Rahane  Sandeep Sharma              0  ...         0   \n",
       "...           ...         ...             ...            ...  ...       ...   \n",
       "177755  AT Rayudu    MS Dhoni  Mohammed Shami              0  ...         0   \n",
       "177756   MS Dhoni   KM Jadhav  Mohammed Shami              0  ...         0   \n",
       "177757  KM Jadhav    MS Dhoni  Mohammed Shami              0  ...         0   \n",
       "177758   DJ Bravo    MS Dhoni  Mohammed Shami              0  ...         0   \n",
       "177759   MS Dhoni    DJ Bravo  Mohammed Shami              0  ...         0   \n",
       "\n",
       "        legbye_runs  noball_runs  penalty_runs  batsman_runs  extra_runs  \\\n",
       "737               0            0             0             1           0   \n",
       "738               0            0             0             1           0   \n",
       "739               0            0             0             1           0   \n",
       "740               0            0             0             4           0   \n",
       "741               0            0             0             4           0   \n",
       "...             ...          ...           ...           ...         ...   \n",
       "177755            0            0             0             0           0   \n",
       "177756            0            0             0             1           0   \n",
       "177757            0            0             0             0           0   \n",
       "177758            0            0             0             1           0   \n",
       "177759            0            0             0             2           0   \n",
       "\n",
       "        total_runs  player_dismissed dismissal_kind        fielder  \n",
       "737              1               NaN            NaN            NaN  \n",
       "738              1               NaN            NaN            NaN  \n",
       "739              1               NaN            NaN            NaN  \n",
       "740              4               NaN            NaN            NaN  \n",
       "741              4               NaN            NaN            NaN  \n",
       "...            ...               ...            ...            ...  \n",
       "177755           0         AT Rayudu         caught  Mandeep Singh  \n",
       "177756           1               NaN            NaN            NaN  \n",
       "177757           0         KM Jadhav         bowled            NaN  \n",
       "177758           1               NaN            NaN            NaN  \n",
       "177759           2               NaN            NaN            NaN  \n",
       "\n",
       "[16360 rows x 21 columns]"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "over = main_df_team_2[main_df_team_2['over']>=5]\n",
    "over"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "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",
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       "      <td>4</td>\n",
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       "      <td>Sandeep Sharma</td>\n",
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       "      <td>Rising Pune Supergiant</td>\n",
       "      <td>Kings XI Punjab</td>\n",
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       "      <td>0</td>\n",
       "      <td>...</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>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>740</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>Rising Pune Supergiant</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>SPD Smith</td>\n",
       "      <td>AM Rahane</td>\n",
       "      <td>Sandeep Sharma</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
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       "      <td>0</td>\n",
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       "      <th>741</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>Rising Pune Supergiant</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>SPD Smith</td>\n",
       "      <td>AM Rahane</td>\n",
       "      <td>Sandeep Sharma</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
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       "    <tr>\n",
       "      <th>177749</th>\n",
       "      <td>11346</td>\n",
       "      <td>1</td>\n",
       "      <td>Chennai Super Kings</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>19</td>\n",
       "      <td>2</td>\n",
       "      <td>MS Dhoni</td>\n",
       "      <td>F du Plessis</td>\n",
       "      <td>S Curran</td>\n",
       "      <td>0</td>\n",
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       "      <td>11346</td>\n",
       "      <td>1</td>\n",
       "      <td>Chennai Super Kings</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>19</td>\n",
       "      <td>3</td>\n",
       "      <td>F du Plessis</td>\n",
       "      <td>MS Dhoni</td>\n",
       "      <td>S Curran</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>6</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177751</th>\n",
       "      <td>11346</td>\n",
       "      <td>1</td>\n",
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       "      <td>Kings XI Punjab</td>\n",
       "      <td>19</td>\n",
       "      <td>4</td>\n",
       "      <td>F du Plessis</td>\n",
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       "      <td>S Curran</td>\n",
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       "    <tr>\n",
       "      <th>177752</th>\n",
       "      <td>11346</td>\n",
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       "      <td>Kings XI Punjab</td>\n",
       "      <td>19</td>\n",
       "      <td>5</td>\n",
       "      <td>AT Rayudu</td>\n",
       "      <td>MS Dhoni</td>\n",
       "      <td>S Curran</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
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       "      <td>0</td>\n",
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       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>177753</th>\n",
       "      <td>11346</td>\n",
       "      <td>1</td>\n",
       "      <td>Chennai Super Kings</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>19</td>\n",
       "      <td>6</td>\n",
       "      <td>MS Dhoni</td>\n",
       "      <td>AT Rayudu</td>\n",
       "      <td>S Curran</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>16145 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        match_id  inning            batting_team     bowling_team  over  ball  \\\n",
       "737            4       1  Rising Pune Supergiant  Kings XI Punjab     5     1   \n",
       "738            4       1  Rising Pune Supergiant  Kings XI Punjab     5     2   \n",
       "739            4       1  Rising Pune Supergiant  Kings XI Punjab     5     3   \n",
       "740            4       1  Rising Pune Supergiant  Kings XI Punjab     5     4   \n",
       "741            4       1  Rising Pune Supergiant  Kings XI Punjab     5     5   \n",
       "...          ...     ...                     ...              ...   ...   ...   \n",
       "177749     11346       1     Chennai Super Kings  Kings XI Punjab    19     2   \n",
       "177750     11346       1     Chennai Super Kings  Kings XI Punjab    19     3   \n",
       "177751     11346       1     Chennai Super Kings  Kings XI Punjab    19     4   \n",
       "177752     11346       1     Chennai Super Kings  Kings XI Punjab    19     5   \n",
       "177753     11346       1     Chennai Super Kings  Kings XI Punjab    19     6   \n",
       "\n",
       "             batsman   non_striker          bowler  is_super_over  ...  \\\n",
       "737        AM Rahane     SPD Smith  Sandeep Sharma              0  ...   \n",
       "738        SPD Smith     AM Rahane  Sandeep Sharma              0  ...   \n",
       "739        AM Rahane     SPD Smith  Sandeep Sharma              0  ...   \n",
       "740        SPD Smith     AM Rahane  Sandeep Sharma              0  ...   \n",
       "741        SPD Smith     AM Rahane  Sandeep Sharma              0  ...   \n",
       "...              ...           ...             ...            ...  ...   \n",
       "177749      MS Dhoni  F du Plessis        S Curran              0  ...   \n",
       "177750  F du Plessis      MS Dhoni        S Curran              0  ...   \n",
       "177751  F du Plessis      MS Dhoni        S Curran              0  ...   \n",
       "177752     AT Rayudu      MS Dhoni        S Curran              0  ...   \n",
       "177753      MS Dhoni     AT Rayudu        S Curran              0  ...   \n",
       "\n",
       "        bye_runs  legbye_runs  noball_runs  penalty_runs  batsman_runs  \\\n",
       "737            0            0            0             0             1   \n",
       "738            0            0            0             0             1   \n",
       "739            0            0            0             0             1   \n",
       "740            0            0            0             0             4   \n",
       "741            0            0            0             0             4   \n",
       "...          ...          ...          ...           ...           ...   \n",
       "177749         0            0            0             0             1   \n",
       "177750         0            0            0             0             6   \n",
       "177751         0            0            0             0             0   \n",
       "177752         0            0            0             0             1   \n",
       "177753         0            0            0             0             1   \n",
       "\n",
       "        extra_runs  total_runs  player_dismissed dismissal_kind fielder  \n",
       "737              0           1               NaN            NaN     NaN  \n",
       "738              0           1               NaN            NaN     NaN  \n",
       "739              0           1               NaN            NaN     NaN  \n",
       "740              0           4               NaN            NaN     NaN  \n",
       "741              0           4               NaN            NaN     NaN  \n",
       "...            ...         ...               ...            ...     ...  \n",
       "177749           0           1               NaN            NaN     NaN  \n",
       "177750           0           6               NaN            NaN     NaN  \n",
       "177751           0           0      F du Plessis         bowled     NaN  \n",
       "177752           0           1               NaN            NaN     NaN  \n",
       "177753           0           1               NaN            NaN     NaN  \n",
       "\n",
       "[16145 rows x 21 columns]"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bowler = over[over['bowler'] != 'Mohammed Shami']\n",
    "bowler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [],
   "source": [
    "wik = bowler['player_dismissed'].notna().sum()\n",
    "match = bowler['match_id'].nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4.670454545454546"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wik/match"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "# avg of 4.6 wickets taken by kxp bowler excluding shami from 5th over till 20th wrt all team"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Hence , ans is opt3 (4 wickets)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Ques 4 ans - opt3 (4 wickets)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "#########################################################################################################################"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Ques 5 - Status of Gayle (batting + sr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>3</td>\n",
       "      <td>H Viljoen</td>\n",
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       "      <td>Kings XI Punjab</td>\n",
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       "      <td>4</td>\n",
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       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>2</td>\n",
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       "      <td>NaN</td>\n",
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       "      <th>173619</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>20</td>\n",
       "      <td>6</td>\n",
       "      <td>H Brar</td>\n",
       "      <td>H Viljoen</td>\n",
       "      <td>K Rabada</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
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       "      <td>0</td>\n",
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       "      <td>6</td>\n",
       "      <td>0</td>\n",
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       "<p>246 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        match_id  inning     batting_team    bowling_team  over  ball  \\\n",
       "167689     11149       1  Kings XI Punjab  Delhi Capitals     1     1   \n",
       "167690     11149       1  Kings XI Punjab  Delhi Capitals     1     2   \n",
       "167691     11149       1  Kings XI Punjab  Delhi Capitals     1     3   \n",
       "167692     11149       1  Kings XI Punjab  Delhi Capitals     1     4   \n",
       "167693     11149       1  Kings XI Punjab  Delhi Capitals     1     5   \n",
       "...          ...     ...              ...             ...   ...   ...   \n",
       "173615     11328       1  Kings XI Punjab  Delhi Capitals    20     2   \n",
       "173616     11328       1  Kings XI Punjab  Delhi Capitals    20     3   \n",
       "173617     11328       1  Kings XI Punjab  Delhi Capitals    20     4   \n",
       "173618     11328       1  Kings XI Punjab  Delhi Capitals    20     5   \n",
       "173619     11328       1  Kings XI Punjab  Delhi Capitals    20     6   \n",
       "\n",
       "          batsman non_striker    bowler  is_super_over  ...  bye_runs  \\\n",
       "167689   KL Rahul    S Curran  K Rabada              0  ...         0   \n",
       "167690   KL Rahul    S Curran  K Rabada              0  ...         0   \n",
       "167691   KL Rahul    S Curran  K Rabada              0  ...         0   \n",
       "167692   KL Rahul    S Curran  K Rabada              0  ...         0   \n",
       "167693   KL Rahul    S Curran  K Rabada              0  ...         0   \n",
       "...           ...         ...       ...            ...  ...       ...   \n",
       "173615     H Brar   H Viljoen  K Rabada              0  ...         0   \n",
       "173616  H Viljoen      H Brar  K Rabada              0  ...         2   \n",
       "173617  H Viljoen      H Brar  K Rabada              0  ...         0   \n",
       "173618  H Viljoen      H Brar  K Rabada              0  ...         1   \n",
       "173619     H Brar   H Viljoen  K Rabada              0  ...         0   \n",
       "\n",
       "        legbye_runs  noball_runs  penalty_runs  batsman_runs  extra_runs  \\\n",
       "167689            0            0             0             0           0   \n",
       "167690            0            0             0             0           0   \n",
       "167691            0            0             0             4           0   \n",
       "167692            0            0             0             0           0   \n",
       "167693            0            0             0             0           0   \n",
       "...             ...          ...           ...           ...         ...   \n",
       "173615            0            0             0             1           0   \n",
       "173616            0            0             0             2           2   \n",
       "173617            0            0             0             2           0   \n",
       "173618            0            0             0             1           1   \n",
       "173619            0            0             0             6           0   \n",
       "\n",
       "        total_runs  player_dismissed dismissal_kind fielder  \n",
       "167689           0               NaN            NaN     NaN  \n",
       "167690           0               NaN            NaN     NaN  \n",
       "167691           4               NaN            NaN     NaN  \n",
       "167692           0               NaN            NaN     NaN  \n",
       "167693           0               NaN            NaN     NaN  \n",
       "...            ...               ...            ...     ...  \n",
       "173615           1               NaN            NaN     NaN  \n",
       "173616           4               NaN            NaN     NaN  \n",
       "173617           2               NaN            NaN     NaN  \n",
       "173618           2               NaN            NaN     NaN  \n",
       "173619           6               NaN            NaN     NaN  \n",
       "\n",
       "[246 rows x 21 columns]"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "main_df_team"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['KL Rahul', 'MA Agarwal', 'S Curran', 'SN Khan', 'DA Miller',\n",
       "       'Mandeep Singh', 'H Viljoen', 'R Ashwin', 'M Ashwin',\n",
       "       'Mohammed Shami', 'CH Gayle', 'H Brar'], dtype=object)"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "main_df_team['batsman'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
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       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>I Sharma</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173512</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>I Sharma</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173513</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>I Sharma</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>4</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173514</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>I Sharma</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>6</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173515</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>I Sharma</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173516</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>S Lamichhane</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>4</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173517</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>S Lamichhane</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173518</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>S Lamichhane</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>4</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173519</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>S Lamichhane</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173520</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>S Lamichhane</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>4</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173521</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>S Lamichhane</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>4</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173528</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>DA Miller</td>\n",
       "      <td>I Sharma</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173529</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>DA Miller</td>\n",
       "      <td>I Sharma</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173530</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>DA Miller</td>\n",
       "      <td>I Sharma</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173531</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>DA Miller</td>\n",
       "      <td>I Sharma</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>4</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173532</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>DA Miller</td>\n",
       "      <td>I Sharma</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173533</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>DA Miller</td>\n",
       "      <td>I Sharma</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173535</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>DA Miller</td>\n",
       "      <td>A Mishra</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173537</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>DA Miller</td>\n",
       "      <td>A Mishra</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173539</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>DA Miller</td>\n",
       "      <td>A Mishra</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>6</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173541</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>Mandeep Singh</td>\n",
       "      <td>AR Patel</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173543</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>Mandeep Singh</td>\n",
       "      <td>AR Patel</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173545</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>Mandeep Singh</td>\n",
       "      <td>AR Patel</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173546</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>Mandeep Singh</td>\n",
       "      <td>A Mishra</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>6</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173547</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>Mandeep Singh</td>\n",
       "      <td>A Mishra</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173549</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>Mandeep Singh</td>\n",
       "      <td>A Mishra</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>6</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173550</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>Mandeep Singh</td>\n",
       "      <td>A Mishra</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173557</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>Mandeep Singh</td>\n",
       "      <td>AR Patel</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173558</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>Mandeep Singh</td>\n",
       "      <td>S Rutherford</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173559</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>Mandeep Singh</td>\n",
       "      <td>S Rutherford</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173561</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>Mandeep Singh</td>\n",
       "      <td>S Rutherford</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173563</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>Mandeep Singh</td>\n",
       "      <td>S Rutherford</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173564</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>Mandeep Singh</td>\n",
       "      <td>K Rabada</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173565</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>Mandeep Singh</td>\n",
       "      <td>K Rabada</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173568</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>12</td>\n",
       "      <td>5</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>Mandeep Singh</td>\n",
       "      <td>K Rabada</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173570</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>Mandeep Singh</td>\n",
       "      <td>S Lamichhane</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>6</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173571</th>\n",
       "      <td>11328</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>Mandeep Singh</td>\n",
       "      <td>S Lamichhane</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>CH Gayle</td>\n",
       "      <td>caught</td>\n",
       "      <td>AR Patel</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>37 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        match_id  inning     batting_team    bowling_team  over  ball  \\\n",
       "173499     11328       1  Kings XI Punjab  Delhi Capitals     1     2   \n",
       "173512     11328       1  Kings XI Punjab  Delhi Capitals     3     3   \n",
       "173513     11328       1  Kings XI Punjab  Delhi Capitals     3     4   \n",
       "173514     11328       1  Kings XI Punjab  Delhi Capitals     3     5   \n",
       "173515     11328       1  Kings XI Punjab  Delhi Capitals     3     6   \n",
       "173516     11328       1  Kings XI Punjab  Delhi Capitals     4     1   \n",
       "173517     11328       1  Kings XI Punjab  Delhi Capitals     4     2   \n",
       "173518     11328       1  Kings XI Punjab  Delhi Capitals     4     3   \n",
       "173519     11328       1  Kings XI Punjab  Delhi Capitals     4     4   \n",
       "173520     11328       1  Kings XI Punjab  Delhi Capitals     4     5   \n",
       "173521     11328       1  Kings XI Punjab  Delhi Capitals     4     6   \n",
       "173528     11328       1  Kings XI Punjab  Delhi Capitals     6     1   \n",
       "173529     11328       1  Kings XI Punjab  Delhi Capitals     6     2   \n",
       "173530     11328       1  Kings XI Punjab  Delhi Capitals     6     3   \n",
       "173531     11328       1  Kings XI Punjab  Delhi Capitals     6     4   \n",
       "173532     11328       1  Kings XI Punjab  Delhi Capitals     6     5   \n",
       "173533     11328       1  Kings XI Punjab  Delhi Capitals     6     6   \n",
       "173535     11328       1  Kings XI Punjab  Delhi Capitals     7     2   \n",
       "173537     11328       1  Kings XI Punjab  Delhi Capitals     7     4   \n",
       "173539     11328       1  Kings XI Punjab  Delhi Capitals     7     6   \n",
       "173541     11328       1  Kings XI Punjab  Delhi Capitals     8     2   \n",
       "173543     11328       1  Kings XI Punjab  Delhi Capitals     8     4   \n",
       "173545     11328       1  Kings XI Punjab  Delhi Capitals     8     6   \n",
       "173546     11328       1  Kings XI Punjab  Delhi Capitals     9     1   \n",
       "173547     11328       1  Kings XI Punjab  Delhi Capitals     9     2   \n",
       "173549     11328       1  Kings XI Punjab  Delhi Capitals     9     4   \n",
       "173550     11328       1  Kings XI Punjab  Delhi Capitals     9     5   \n",
       "173557     11328       1  Kings XI Punjab  Delhi Capitals    10     6   \n",
       "173558     11328       1  Kings XI Punjab  Delhi Capitals    11     1   \n",
       "173559     11328       1  Kings XI Punjab  Delhi Capitals    11     2   \n",
       "173561     11328       1  Kings XI Punjab  Delhi Capitals    11     4   \n",
       "173563     11328       1  Kings XI Punjab  Delhi Capitals    11     6   \n",
       "173564     11328       1  Kings XI Punjab  Delhi Capitals    12     1   \n",
       "173565     11328       1  Kings XI Punjab  Delhi Capitals    12     2   \n",
       "173568     11328       1  Kings XI Punjab  Delhi Capitals    12     5   \n",
       "173570     11328       1  Kings XI Punjab  Delhi Capitals    13     1   \n",
       "173571     11328       1  Kings XI Punjab  Delhi Capitals    13     2   \n",
       "\n",
       "         batsman    non_striker        bowler  is_super_over  ...  bye_runs  \\\n",
       "173499  CH Gayle       KL Rahul      I Sharma              0  ...         0   \n",
       "173512  CH Gayle     MA Agarwal      I Sharma              0  ...         0   \n",
       "173513  CH Gayle     MA Agarwal      I Sharma              0  ...         0   \n",
       "173514  CH Gayle     MA Agarwal      I Sharma              0  ...         0   \n",
       "173515  CH Gayle     MA Agarwal      I Sharma              0  ...         0   \n",
       "173516  CH Gayle     MA Agarwal  S Lamichhane              0  ...         0   \n",
       "173517  CH Gayle     MA Agarwal  S Lamichhane              0  ...         0   \n",
       "173518  CH Gayle     MA Agarwal  S Lamichhane              0  ...         0   \n",
       "173519  CH Gayle     MA Agarwal  S Lamichhane              0  ...         0   \n",
       "173520  CH Gayle     MA Agarwal  S Lamichhane              0  ...         0   \n",
       "173521  CH Gayle     MA Agarwal  S Lamichhane              0  ...         0   \n",
       "173528  CH Gayle      DA Miller      I Sharma              0  ...         0   \n",
       "173529  CH Gayle      DA Miller      I Sharma              0  ...         0   \n",
       "173530  CH Gayle      DA Miller      I Sharma              0  ...         0   \n",
       "173531  CH Gayle      DA Miller      I Sharma              0  ...         0   \n",
       "173532  CH Gayle      DA Miller      I Sharma              0  ...         0   \n",
       "173533  CH Gayle      DA Miller      I Sharma              0  ...         0   \n",
       "173535  CH Gayle      DA Miller      A Mishra              0  ...         0   \n",
       "173537  CH Gayle      DA Miller      A Mishra              0  ...         0   \n",
       "173539  CH Gayle      DA Miller      A Mishra              0  ...         0   \n",
       "173541  CH Gayle  Mandeep Singh      AR Patel              0  ...         0   \n",
       "173543  CH Gayle  Mandeep Singh      AR Patel              0  ...         0   \n",
       "173545  CH Gayle  Mandeep Singh      AR Patel              0  ...         0   \n",
       "173546  CH Gayle  Mandeep Singh      A Mishra              0  ...         0   \n",
       "173547  CH Gayle  Mandeep Singh      A Mishra              0  ...         0   \n",
       "173549  CH Gayle  Mandeep Singh      A Mishra              0  ...         0   \n",
       "173550  CH Gayle  Mandeep Singh      A Mishra              0  ...         0   \n",
       "173557  CH Gayle  Mandeep Singh      AR Patel              0  ...         0   \n",
       "173558  CH Gayle  Mandeep Singh  S Rutherford              0  ...         0   \n",
       "173559  CH Gayle  Mandeep Singh  S Rutherford              0  ...         0   \n",
       "173561  CH Gayle  Mandeep Singh  S Rutherford              0  ...         0   \n",
       "173563  CH Gayle  Mandeep Singh  S Rutherford              0  ...         0   \n",
       "173564  CH Gayle  Mandeep Singh      K Rabada              0  ...         0   \n",
       "173565  CH Gayle  Mandeep Singh      K Rabada              0  ...         0   \n",
       "173568  CH Gayle  Mandeep Singh      K Rabada              0  ...         0   \n",
       "173570  CH Gayle  Mandeep Singh  S Lamichhane              0  ...         0   \n",
       "173571  CH Gayle  Mandeep Singh  S Lamichhane              0  ...         0   \n",
       "\n",
       "        legbye_runs  noball_runs  penalty_runs  batsman_runs  extra_runs  \\\n",
       "173499            0            0             0             1           0   \n",
       "173512            0            0             0             0           0   \n",
       "173513            0            0             0             4           0   \n",
       "173514            0            0             0             6           0   \n",
       "173515            0            0             0             1           0   \n",
       "173516            0            0             0             4           0   \n",
       "173517            0            0             0             0           0   \n",
       "173518            0            0             0             4           0   \n",
       "173519            0            0             0             0           0   \n",
       "173520            0            0             0             4           0   \n",
       "173521            0            0             0             4           0   \n",
       "173528            0            0             0             0           0   \n",
       "173529            0            0             0             0           0   \n",
       "173530            0            0             0             0           0   \n",
       "173531            0            0             0             4           0   \n",
       "173532            0            0             0             0           0   \n",
       "173533            0            0             0             0           0   \n",
       "173535            0            0             0             1           0   \n",
       "173537            0            0             0             1           0   \n",
       "173539            0            0             0             6           0   \n",
       "173541            0            0             0             1           0   \n",
       "173543            0            0             0             1           0   \n",
       "173545            0            0             0             1           0   \n",
       "173546            0            0             0             6           0   \n",
       "173547            0            0             0             1           0   \n",
       "173549            0            0             0             6           0   \n",
       "173550            0            0             0             1           0   \n",
       "173557            0            0             0             1           0   \n",
       "173558            0            0             0             0           0   \n",
       "173559            0            0             0             1           0   \n",
       "173561            0            0             0             1           0   \n",
       "173563            0            0             0             1           0   \n",
       "173564            0            0             0             0           0   \n",
       "173565            0            0             0             1           0   \n",
       "173568            0            0             0             1           0   \n",
       "173570            0            0             0             6           0   \n",
       "173571            0            0             0             0           0   \n",
       "\n",
       "        total_runs  player_dismissed dismissal_kind   fielder  \n",
       "173499           1               NaN            NaN       NaN  \n",
       "173512           0               NaN            NaN       NaN  \n",
       "173513           4               NaN            NaN       NaN  \n",
       "173514           6               NaN            NaN       NaN  \n",
       "173515           1               NaN            NaN       NaN  \n",
       "173516           4               NaN            NaN       NaN  \n",
       "173517           0               NaN            NaN       NaN  \n",
       "173518           4               NaN            NaN       NaN  \n",
       "173519           0               NaN            NaN       NaN  \n",
       "173520           4               NaN            NaN       NaN  \n",
       "173521           4               NaN            NaN       NaN  \n",
       "173528           0               NaN            NaN       NaN  \n",
       "173529           0               NaN            NaN       NaN  \n",
       "173530           0               NaN            NaN       NaN  \n",
       "173531           4               NaN            NaN       NaN  \n",
       "173532           0               NaN            NaN       NaN  \n",
       "173533           0               NaN            NaN       NaN  \n",
       "173535           1               NaN            NaN       NaN  \n",
       "173537           1               NaN            NaN       NaN  \n",
       "173539           6               NaN            NaN       NaN  \n",
       "173541           1               NaN            NaN       NaN  \n",
       "173543           1               NaN            NaN       NaN  \n",
       "173545           1               NaN            NaN       NaN  \n",
       "173546           6               NaN            NaN       NaN  \n",
       "173547           1               NaN            NaN       NaN  \n",
       "173549           6               NaN            NaN       NaN  \n",
       "173550           1               NaN            NaN       NaN  \n",
       "173557           1               NaN            NaN       NaN  \n",
       "173558           0               NaN            NaN       NaN  \n",
       "173559           1               NaN            NaN       NaN  \n",
       "173561           1               NaN            NaN       NaN  \n",
       "173563           1               NaN            NaN       NaN  \n",
       "173564           0               NaN            NaN       NaN  \n",
       "173565           1               NaN            NaN       NaN  \n",
       "173568           1               NaN            NaN       NaN  \n",
       "173570           6               NaN            NaN       NaN  \n",
       "173571           0          CH Gayle         caught  AR Patel  \n",
       "\n",
       "[37 rows x 21 columns]"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gayle = main_df_team[main_df_team['batsman'] == 'CH Gayle']\n",
    "gayle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "69"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gayle['batsman_runs'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "186.48648648648648"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(69 / len(gayle))*100              # Only for 1 match"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      ],
      "text/plain": [
       "        match_id  inning     batting_team            bowling_team  over  ball  \\\n",
       "838            4       2  Kings XI Punjab  Rising Pune Supergiant     1     1   \n",
       "839            4       2  Kings XI Punjab  Rising Pune Supergiant     1     2   \n",
       "840            4       2  Kings XI Punjab  Rising Pune Supergiant     1     3   \n",
       "841            4       2  Kings XI Punjab  Rising Pune Supergiant     1     4   \n",
       "842            4       2  Kings XI Punjab  Rising Pune Supergiant     1     5   \n",
       "...          ...     ...              ...                     ...   ...   ...   \n",
       "177869     11346       2  Kings XI Punjab     Chennai Super Kings    18     3   \n",
       "177870     11346       2  Kings XI Punjab     Chennai Super Kings    18     4   \n",
       "177871     11346       2  Kings XI Punjab     Chennai Super Kings    18     5   \n",
       "177872     11346       2  Kings XI Punjab     Chennai Super Kings    17     6   \n",
       "177873     11346       2  Kings XI Punjab     Chennai Super Kings    18     6   \n",
       "\n",
       "              batsman    non_striker       bowler  is_super_over  ...  \\\n",
       "838           HM Amla        M Vohra     AB Dinda              0  ...   \n",
       "839           HM Amla        M Vohra     AB Dinda              0  ...   \n",
       "840           HM Amla        M Vohra     AB Dinda              0  ...   \n",
       "841           HM Amla        M Vohra     AB Dinda              0  ...   \n",
       "842           M Vohra        HM Amla     AB Dinda              0  ...   \n",
       "...               ...            ...          ...            ...  ...   \n",
       "177869       S Curran  Mandeep Singh  Imran Tahir              0  ...   \n",
       "177870       S Curran  Mandeep Singh  Imran Tahir              0  ...   \n",
       "177871  Mandeep Singh       S Curran  Imran Tahir              0  ...   \n",
       "177872  Mandeep Singh       S Curran    RA Jadeja              0  ...   \n",
       "177873       S Curran  Mandeep Singh  Imran Tahir              0  ...   \n",
       "\n",
       "        bye_runs  legbye_runs  noball_runs  penalty_runs  batsman_runs  \\\n",
       "838            0            0            0             0             0   \n",
       "839            0            0            0             0             0   \n",
       "840            0            0            0             0             4   \n",
       "841            0            0            0             0             1   \n",
       "842            0            0            0             0             1   \n",
       "...          ...          ...          ...           ...           ...   \n",
       "177869         0            0            0             0             0   \n",
       "177870         0            0            0             0             1   \n",
       "177871         0            0            0             0             1   \n",
       "177872         0            0            0             0             1   \n",
       "177873         0            0            0             0             4   \n",
       "\n",
       "        extra_runs  total_runs  player_dismissed dismissal_kind fielder  \n",
       "838              0           0               NaN            NaN     NaN  \n",
       "839              0           0               NaN            NaN     NaN  \n",
       "840              0           4               NaN            NaN     NaN  \n",
       "841              0           1               NaN            NaN     NaN  \n",
       "842              0           1               NaN            NaN     NaN  \n",
       "...            ...         ...               ...            ...     ...  \n",
       "177869           0           0               NaN            NaN     NaN  \n",
       "177870           0           1               NaN            NaN     NaN  \n",
       "177871           0           1               NaN            NaN     NaN  \n",
       "177872           0           1               NaN            NaN     NaN  \n",
       "177873           0           4               NaN            NaN     NaN  \n",
       "\n",
       "[20931 rows x 21 columns]"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "main_df_team = df[(((df['batting_team'] == 'Kings XI Punjab')))]\n",
    "main_df_team"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153035</th>\n",
       "      <td>7905</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Chennai Super Kings</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>Harbhajan Singh</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153036</th>\n",
       "      <td>7905</td>\n",
       "      <td>1</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Chennai Super Kings</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>Harbhajan Singh</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</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>177820</th>\n",
       "      <td>11346</td>\n",
       "      <td>2</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Chennai Super Kings</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>DJ Bravo</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>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177821</th>\n",
       "      <td>11346</td>\n",
       "      <td>2</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Chennai Super Kings</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>DJ Bravo</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177822</th>\n",
       "      <td>11346</td>\n",
       "      <td>2</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Chennai Super Kings</td>\n",
       "      <td>10</td>\n",
       "      <td>7</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>DJ Bravo</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177825</th>\n",
       "      <td>11346</td>\n",
       "      <td>2</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Chennai Super Kings</td>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>Harbhajan Singh</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177827</th>\n",
       "      <td>11346</td>\n",
       "      <td>2</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Chennai Super Kings</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>N Pooran</td>\n",
       "      <td>Harbhajan Singh</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>CH Gayle</td>\n",
       "      <td>caught</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>599 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        match_id  inning     batting_team         bowling_team  over  ball  \\\n",
       "153032      7905       1  Kings XI Punjab  Chennai Super Kings     2     1   \n",
       "153033      7905       1  Kings XI Punjab  Chennai Super Kings     2     2   \n",
       "153034      7905       1  Kings XI Punjab  Chennai Super Kings     2     3   \n",
       "153035      7905       1  Kings XI Punjab  Chennai Super Kings     2     4   \n",
       "153036      7905       1  Kings XI Punjab  Chennai Super Kings     2     5   \n",
       "...          ...     ...              ...                  ...   ...   ...   \n",
       "177820     11346       2  Kings XI Punjab  Chennai Super Kings    10     5   \n",
       "177821     11346       2  Kings XI Punjab  Chennai Super Kings    10     6   \n",
       "177822     11346       2  Kings XI Punjab  Chennai Super Kings    10     7   \n",
       "177825     11346       2  Kings XI Punjab  Chennai Super Kings    11     2   \n",
       "177827     11346       2  Kings XI Punjab  Chennai Super Kings    11     4   \n",
       "\n",
       "         batsman non_striker           bowler  is_super_over  ...  bye_runs  \\\n",
       "153032  CH Gayle    KL Rahul  Harbhajan Singh              0  ...         0   \n",
       "153033  CH Gayle    KL Rahul  Harbhajan Singh              0  ...         0   \n",
       "153034  CH Gayle    KL Rahul  Harbhajan Singh              0  ...         0   \n",
       "153035  CH Gayle    KL Rahul  Harbhajan Singh              0  ...         0   \n",
       "153036  CH Gayle    KL Rahul  Harbhajan Singh              0  ...         0   \n",
       "...          ...         ...              ...            ...  ...       ...   \n",
       "177820  CH Gayle    KL Rahul         DJ Bravo              0  ...         0   \n",
       "177821  CH Gayle    KL Rahul         DJ Bravo              0  ...         0   \n",
       "177822  CH Gayle    KL Rahul         DJ Bravo              0  ...         0   \n",
       "177825  CH Gayle    KL Rahul  Harbhajan Singh              0  ...         0   \n",
       "177827  CH Gayle    N Pooran  Harbhajan Singh              0  ...         0   \n",
       "\n",
       "        legbye_runs  noball_runs  penalty_runs  batsman_runs  extra_runs  \\\n",
       "153032            0            0             0             4           0   \n",
       "153033            0            0             0             0           0   \n",
       "153034            0            0             0             0           0   \n",
       "153035            0            0             0             0           0   \n",
       "153036            0            0             0             1           0   \n",
       "...             ...          ...           ...           ...         ...   \n",
       "177820            0            0             0             1           1   \n",
       "177821            0            0             0             0           0   \n",
       "177822            0            0             0             1           0   \n",
       "177825            0            0             0             1           0   \n",
       "177827            0            0             0             0           0   \n",
       "\n",
       "        total_runs  player_dismissed dismissal_kind fielder  \n",
       "153032           4               NaN            NaN     NaN  \n",
       "153033           0               NaN            NaN     NaN  \n",
       "153034           0               NaN            NaN     NaN  \n",
       "153035           0               NaN            NaN     NaN  \n",
       "153036           1               NaN            NaN     NaN  \n",
       "...            ...               ...            ...     ...  \n",
       "177820           2               NaN            NaN     NaN  \n",
       "177821           0               NaN            NaN     NaN  \n",
       "177822           1               NaN            NaN     NaN  \n",
       "177825           1               NaN            NaN     NaN  \n",
       "177827           0          CH Gayle         caught     NaN  \n",
       "\n",
       "[599 rows x 21 columns]"
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gayle = main_df_team[main_df_team['batsman'] == 'CH Gayle']\n",
    "gayle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "909"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gayle['batsman_runs'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [],
   "source": [
    "match = gayle['match_id'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 7905,  7909,  7911,  7918,  7927,  7931,  7933,  7937,  7941,\n",
       "        7943,  7949, 11140, 11142, 11145, 11309, 11313, 11315, 11319,\n",
       "       11323, 11328, 11333, 11339, 11343, 11346], dtype=int64)"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "match"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[188.23529411764704, 170.76923076923077, 161.53846153846155, 104.54545454545455, 131.8181818181818, 72.72727272727273, 100.0, 123.52941176470588, 128.57142857142858, 163.63636363636365, 0.0, 175.0, 150.0, 164.0, 75.0, 114.28571428571428, 171.05263157894737, 154.41176470588235, 154.54545454545453, 186.48648648648648, 218.18181818181816, 133.33333333333331, 100.0, 103.125]\n"
     ]
    }
   ],
   "source": [
    "sr = []\n",
    "matches = [ 7905,  7909,  7911,  7918,  7927,  7931,  7933,  7937,  7941,\n",
    "        7943,  7949, 11140, 11142, 11145, 11309, 11313, 11315, 11319,\n",
    "       11323, 11328, 11333, 11339, 11343, 11346]\n",
    "for i in matches:\n",
    "    match = gayle[gayle['match_id'] == i]\n",
    "    runs = match['batsman_runs'].sum()\n",
    "    balls = len(match)\n",
    "    sr.append((runs / balls)*100)\n",
    "print(sr)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "135.1997209419326"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.array(sr).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Avg sr of 135.2 for gayle wrt entire team"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Since , Gayle comes at one down position , he will get out acc to the stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [],
   "source": [
    "# hence ans is Opt 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Ques 5 ans - OUT and SR > 130"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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