SPORTS-IPL.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## AUTHOR:- Keval Shah"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# TASK 2:- Exploratory Data Analysis - Sports"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Perform ‘Exploratory Data Analysis’ on dataset ‘Indian Premier League’"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#importing the necessary libraries\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt \n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Importing the dataset "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data imported successful\n"
     ]
    }
   ],
   "source": [
    "data_m = pd.read_csv(r\"C:\\Users\\Admin\\Desktop\\matches.csv\", index_col=0)\n",
    "data_d = pd.read_csv(r\"C:\\Users\\Admin\\Desktop\\deliveries.csv\", index_col=0)\n",
    "print('data imported successful')"
   ]
  },
  {
   "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>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",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\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>2</th>\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",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    season       city        date                team1  \\\n",
       "id                                                       \n",
       "1     2017  Hyderabad  2017-04-05  Sunrisers Hyderabad   \n",
       "2     2017       Pune  2017-04-06       Mumbai Indians   \n",
       "\n",
       "                          team2                  toss_winner toss_decision  \\\n",
       "id                                                                           \n",
       "1   Royal Challengers Bangalore  Royal Challengers Bangalore         field   \n",
       "2        Rising Pune Supergiant       Rising Pune Supergiant         field   \n",
       "\n",
       "    result  dl_applied                  winner  win_by_runs  win_by_wickets  \\\n",
       "id                                                                            \n",
       "1   normal           0     Sunrisers Hyderabad           35               0   \n",
       "2   normal           0  Rising Pune Supergiant            0               7   \n",
       "\n",
       "   player_of_match                                      venue         umpire1  \\\n",
       "id                                                                              \n",
       "1     Yuvraj Singh  Rajiv Gandhi International Stadium, Uppal     AY Dandekar   \n",
       "2        SPD Smith    Maharashtra Cricket Association Stadium  A Nand Kishore   \n",
       "\n",
       "     umpire2 umpire3  \n",
       "id                    \n",
       "1   NJ Llong     NaN  \n",
       "2     S Ravi     NaN  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_m.head(2)"
   ]
  },
  {
   "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>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>wide_runs</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",
       "    <tr>\n",
       "      <th>match_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          inning         batting_team                 bowling_team  over  \\\n",
       "match_id                                                                   \n",
       "1              1  Sunrisers Hyderabad  Royal Challengers Bangalore     1   \n",
       "1              1  Sunrisers Hyderabad  Royal Challengers Bangalore     1   \n",
       "\n",
       "          ball    batsman non_striker    bowler  is_super_over  wide_runs  \\\n",
       "match_id                                                                    \n",
       "1            1  DA Warner    S Dhawan  TS Mills              0          0   \n",
       "1            2  DA Warner    S Dhawan  TS Mills              0          0   \n",
       "\n",
       "          bye_runs  legbye_runs  noball_runs  penalty_runs  batsman_runs  \\\n",
       "match_id                                                                   \n",
       "1                0            0            0             0             0   \n",
       "1                0            0            0             0             0   \n",
       "\n",
       "          extra_runs  total_runs player_dismissed dismissal_kind fielder  \n",
       "match_id                                                                  \n",
       "1                  0           0              NaN            NaN     NaN  \n",
       "1                  0           0              NaN            NaN     NaN  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_d.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of Seasons: 12\n",
      "Seasons: [2017 2008 2009 2010 2011 2012 2013 2014 2015 2016 2018 2019]\n",
      "Number of matches played: 756\n"
     ]
    }
   ],
   "source": [
    "print(\"Number of Seasons:\", data_m['season'].nunique())\n",
    "print(\"Seasons:\",data_m['season'].unique())\n",
    "print(\"Number of matches played:\", data_m.index.nunique())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Replacing the Names of teams with their short names "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of Teams: 14\n",
      "Teams featured in the Tournament:\n",
      " ['SRH' 'MI' 'GL' 'RPS' 'RCB' 'KKR' 'DD' 'KXIP' 'CSK' 'RR' 'DC' 'KTK' 'PW'\n",
      " 'DCa']\n"
     ]
    }
   ],
   "source": [
    "data_m.replace(['Rising Pune Supergiant'], ['Rising Pune Supergiants'],inplace=True)\n",
    "data_m.replace(['Sunrisers Hyderabad', 'Mumbai Indians' ,'Gujarat Lions'\n",
    " ,'Royal Challengers Bangalore',\n",
    " 'Kolkata Knight Riders', 'Delhi Daredevils', 'Kings XI Punjab',\n",
    " 'Chennai Super Kings' ,'Rajasthan Royals' ,'Deccan Chargers',\n",
    " 'Kochi Tuskers Kerala' ,'Pune Warriors', 'Rising Pune Supergiants',\n",
    " 'Delhi Capitals']\n",
    "                ,['SRH','MI','GL','RCB','KKR','DD','KXIP','CSK','RR','DC','KTK','PW','RPS', 'DCa'],inplace=True)\n",
    "\n",
    "data_d.replace(['Sunrisers Hyderabad', 'Mumbai Indians' ,'Gujarat Lions'\n",
    " ,'Royal Challengers Bangalore',\n",
    " 'Kolkata Knight Riders', 'Delhi Daredevils', 'Kings XI Punjab',\n",
    " 'Chennai Super Kings' ,'Rajasthan Royals' ,'Deccan Chargers',\n",
    " 'Kochi Tuskers Kerala' ,'Pune Warriors', 'Rising Pune Supergiants',\n",
    " 'Delhi Capitals']\n",
    "                ,['SRH','MI','GL','RCB','KKR','DD','KXIP','CSK','RR','DC','KTK','PW','RPS', 'DCa'],inplace=True)\n",
    "\n",
    "print('Number of Teams:', data_m['team1'].nunique())\n",
    "print('Teams featured in the Tournament:\\n',data_m['team1'].unique() )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Best Team "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style('darkgrid')\n",
    "plt.figure(figsize=(8,5))\n",
    "sns.countplot(y=data_m['winner'], palette='RdYlBu', edgecolor='black')\n",
    "plt.title('Best Team\\n', size=25)\n",
    "plt.suptitle('\\n(in terms of Wins)')\n",
    "plt.ylabel('Team', size=15)\n",
    "plt.xlabel('No. of Wins', size=15)\n",
    "plt.yticks(size=12)\n",
    "plt.xticks(size=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Top Match Winners"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "most_mom = data_m['player_of_match'].value_counts().head(10).reset_index()\n",
    "most_mom.columns = ['Player', 'No. of Awards']\n",
    "\n",
    "plt.figure(figsize=(8,5))\n",
    "sns.barplot(x=most_mom['Player'], y=most_mom['No. of Awards'], palette='Dark2', edgecolor='black')\n",
    "plt.xticks(rotation='vertical')\n",
    "plt.title('Top Match Winners\\n', size=25)\n",
    "plt.suptitle('\\n(in terms of MoM)')\n",
    "plt.ylabel('Number of Awards', size=15)\n",
    "plt.xlabel('Player', size=15)\n",
    "plt.yticks(size=12)\n",
    "plt.xticks(size=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Best Bowler in terms of wicket taking"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dismissal = ['caught','bowled','caught and bowled','hit wicket','lbw','stumped']\n",
    "best_bowler = data_d.loc[data_d['dismissal_kind'].isin(dismissal)]\n",
    "best_bowler = best_bowler['bowler'].value_counts().reset_index().head(10)\n",
    "best_bowler.columns = ['bowler', 'wickets']\n",
    "\n",
    "plt.figure(figsize=(8,5))\n",
    "sns.barplot(x=best_bowler['bowler'], y=best_bowler['wickets'],palette='Accent', edgecolor='black')\n",
    "plt.xticks(rotation='vertical')\n",
    "plt.title('Best Bowler\\n', size=25)\n",
    "plt.suptitle('\\n(in terms of Wickets)')\n",
    "plt.ylabel('Wickets', size=15)\n",
    "plt.xlabel('Player', size=15)\n",
    "plt.yticks(size=12)\n",
    "plt.xticks(size=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Best PowerPlay Bowler "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "powerplay = [1,2,3,4,5,6]\n",
    "best_bowler_pp = data_d.loc[data_d['dismissal_kind'].isin(dismissal) & data_d['over'].isin(powerplay)]\n",
    "best_bowler_pp = best_bowler_pp['bowler'].value_counts().reset_index().head(10)\n",
    "best_bowler_pp.columns = ['bowler', 'wickets']\n",
    "\n",
    "plt.figure(figsize=(8,5))\n",
    "sns.barplot(x=best_bowler_pp['bowler'], y=best_bowler_pp['wickets'],palette='Accent',edgecolor='black')\n",
    "plt.xticks(rotation='vertical')\n",
    "plt.title('Best PowerPlay Bowler\\n', size=25)\n",
    "plt.suptitle('\\n(in terms of PowerPlay Wickets)')\n",
    "plt.ylabel('Wickets', size=15)\n",
    "plt.xlabel('Player', size=15)\n",
    "plt.yticks(size=12)\n",
    "plt.xticks(size=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Best Bowler in Death Overs "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "death = [16,17,18,19,20]\n",
    "best_bowler_death = data_d.loc[data_d['dismissal_kind'].isin(dismissal) & data_d['over'].isin(death)]\n",
    "best_bowler_death = best_bowler_death['bowler'].value_counts().reset_index().head(10)\n",
    "best_bowler_death.columns = ['bowler', 'wickets']\n",
    "\n",
    "plt.figure(figsize=(8,5))\n",
    "sns.barplot(x=best_bowler_death['bowler'], y=best_bowler_death['wickets'],palette='Accent',edgecolor='black')\n",
    "plt.xticks(rotation='vertical')\n",
    "plt.title('Best Death Bowler\\n', size=25)\n",
    "plt.suptitle('\\n(in terms of Wickets in Death)')\n",
    "plt.ylabel('Wickets', size=15)\n",
    "plt.xlabel('Player', size=15)\n",
    "plt.yticks(size=12)\n",
    "plt.xticks(size=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "economy_rate=data_d.groupby(['bowler']).sum()\n",
    "economy_rate['over'] = data_d['bowler'].value_counts()/6\n",
    "economy_rate['runs'] = economy_rate['wide_runs'] + economy_rate['noball_runs'] + economy_rate['batsman_runs']\n",
    "economy_rate = economy_rate[economy_rate['over'] >= 200]\n",
    "economy_rate['rate'] = economy_rate['runs']/economy_rate['over']\n",
    "economy_rate = economy_rate.sort_values(by=['rate'], ascending=True).head(10)\n",
    "\n",
    "plt.figure(figsize=(8,5))\n",
    "sns.barplot(x=economy_rate['rate'], y=economy_rate.index, palette='Accent',edgecolor='black')\n",
    "plt.title('Toughest Bowler to Face\\n', size=25)\n",
    "plt.suptitle('\\n(min. 200 overs)')\n",
    "plt.ylabel('Player', size=15)\n",
    "plt.xlabel('Economy Rate', size=15)\n",
    "plt.yticks(size=12)\n",
    "plt.xticks(size=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Best Batsmen in terms of Runs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "best_batsman = data_d.groupby(['batsman']).batsman_runs.sum().reset_index()\n",
    "best_batsman = best_batsman.set_index('batsman').sort_values(by=['batsman_runs'], ascending=False).head(10)\n",
    "\n",
    "plt.figure(figsize=(8,5))\n",
    "sns.barplot(x=best_batsman.index, y=best_batsman['batsman_runs'], palette='Set3',edgecolor='black')\n",
    "plt.xticks(rotation='vertical')\n",
    "plt.title('Best Batsmen\\n', size=25)\n",
    "plt.suptitle('\\n(in terms of Runs)')\n",
    "plt.ylabel('Runs', size=15)\n",
    "plt.xlabel('Player', size=15)\n",
    "plt.yticks(size=12)\n",
    "plt.xticks(size=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Best PowerPlay Batsmen"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "best_batsman_pp = data_d.loc[data_d['over'].isin(powerplay)]\n",
    "best_batsman_pp = best_batsman_pp.groupby(['batsman']).batsman_runs.sum().reset_index()\n",
    "best_batsman_pp = best_batsman_pp.set_index('batsman').sort_values(by=['batsman_runs'], ascending=False).head(10)\n",
    "\n",
    "plt.figure(figsize=(8,5))\n",
    "sns.barplot(x=best_batsman_pp.index, y=best_batsman_pp['batsman_runs'], palette='Set3',edgecolor='black')\n",
    "plt.xticks(rotation='vertical')\n",
    "plt.title('Best PowerPlay Batsmen\\n', size=25)\n",
    "plt.suptitle('\\n(in terms of PowerPlay Runs)')\n",
    "plt.ylabel('Runs', size=15)\n",
    "plt.xlabel('Player', size=15)\n",
    "plt.yticks(size=12)\n",
    "plt.xticks(size=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "best_batsman_death = data_d.loc[data_d['over'].isin(death)]\n",
    "best_batsman_death = best_batsman_death.groupby(['batsman']).batsman_runs.sum().reset_index()\n",
    "best_batsman_death = best_batsman_death.set_index('batsman').sort_values(by=['batsman_runs'], ascending=False).head(10)\n",
    "\n",
    "plt.figure(figsize=(8,5))\n",
    "sns.barplot(x=best_batsman_death.index, y=best_batsman_death['batsman_runs'], palette='Set3', edgecolor='black')\n",
    "plt.xticks(rotation='vertical')\n",
    "plt.title('Best Batsmen in Death\\n', size=25)\n",
    "plt.suptitle('\\n(in terms of Runs Death)')\n",
    "plt.ylabel('Runs', size=15)\n",
    "plt.xlabel('Player', size=15)\n",
    "plt.yticks(size=12)\n",
    "plt.xticks(size=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Most Destructive Batsmen"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "strike_rate = data_d.groupby(['batsman']).batsman_runs.sum().reset_index()\n",
    "strike_rate['balls'] = data_d.groupby(['batsman']).ball.count().reset_index()['ball']\n",
    "strike_rate['rate'] = strike_rate['batsman_runs']/strike_rate['balls']*100\n",
    "strike_rate = strike_rate[strike_rate['batsman_runs'] >= 1200].sort_values(by=['rate'], ascending=False).head(10)\n",
    "\n",
    "plt.figure(figsize=(8,5))\n",
    "sns.barplot(x=strike_rate['rate'], y=strike_rate['batsman'], palette='Set3', edgecolor='black')\n",
    "plt.title('Most Destructive Batsmen\\n', size=25)\n",
    "plt.suptitle('\\n(min. 1200 runs)')\n",
    "plt.ylabel('Player', size=15)\n",
    "plt.xlabel('Strike Rate', size=15)\n",
    "plt.yticks(size=12)\n",
    "plt.xticks(size=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "toss = data_m.loc[data_m['toss_winner'] == data_m['winner']]\n",
    "data = [len(toss), len(data_m)-len(toss)]\n",
    "fig, ax = plt.subplots(figsize=(5, 5))\n",
    "wedges, texts, autotexts = ax.pie(data, labels=['Yes', 'No'], startangle=90,explode=(.01,.01) ,autopct='%1.2f%%')\n",
    "plt.title('Does Toss Affects \\nthe Result?',size=25)\n",
    "plt.setp(texts, size=18)\n",
    "plt.setp(autotexts, size=15, weight=\"bold\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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79+dbv3HjRsXGxkqSXR7IYoaPj49GjRol6VrNK1asyBcAY2Ji9Prrr0u6dku6gu5e8mdmP8fieP755yVJ8+fP16effprvDPmuXbus61u0aKEHHnig2OMWpHz58nrsscckXXti4x/7uHr1qqZOnaoDBw6ofPny1rt2jBo1Sj4+Ptq9e7defvllnT9/3rrPqVOnNGrUKP3+++/y9fUt8uJOACUDc6QBuJSJEycqJSVF3333nZ5++mn5+/urevXqOnXqlDWUdO7cWS+88IJ1n+HDh2vNmjX6/fffNWjQIOsT606ePKkLFy7Ix8dH99xzj/bu3VusM6q3YuzYsdq9e7cOHTqkvn37qmbNmqpUqZJSU1OVmpoqSRowYIDLBGlJGjlypBITE/XVV19p4sSJmjFjhoKCgpSSkmKtuWXLlpoyZUqxxzTzORZHWFiY4uPj9dFHH2nmzJmaN2+e6tatq/Pnz1v/MlGvXj3NnTv3psYtzDPPPKPjx49r3bp1evrppxUYGKjKlSsrPj5e6enpKlu2rN577z3rrRDr1Kmj2bNna+zYsVqzZo02bNigO++8U9nZ2dbpMz4+Ppo/f/51dyoBUPIQpAG4lDJlyuiTTz7RunXrtHLlSh04cEC//PKLypUrp/vvv1+9evWy3tc4T40aNRQdHa25c+fqxx9/VHJysjw8PBQYGKgePXpo2LBhOnXqlIYNG6bt27crIyOj2HdiuFnlypXT4sWLtWjRIm3atEnx8fFKSUlRpUqV1KFDB/Xr16/Ae1Y7k5ubm9566y117txZy5cv1759+/TLL7+oTJkyatGihbp166aIiAh5e3sXe0wzn2NxPfPMM3rooYe0ePFi7dq1S4cPH5aXl5eaNGmiTp06adiwYSpXrtxNj1sQT09Pvf/++woNDVVUVJQOHjyouLg4ValSRZ07d9aoUaOsfxHJ065dO61du1YLFy7UDz/8oOPHj8tisahmzZpq06aNhg8fbn1AEICSzc344808AQAAABQLc6QBAAAAEwjSAAAAgAkEaQAAAMAEgjQAAABgAkEaAAAAMKFE3v4uNzdXFgs3GwEAAIB9eXl5FLquRAZpi8VQWlqGs8sAAABAKVetmm+h65jaAQAAAJhAkAYAAABMIEgDAAAAJhCkAQAAABMI0gAAAIAJJfKuHcVx5Uq6Ll9Ok8WS4+xSSgUPD0+VL++nO+4o5+xSAAAAXEKpDNJXrqTr0qXf5edXTV5e3nJzc3N2SSWaYRjKzs5SWtoZSSJMAwAAqJRO7bh8OU1+ftXk7V2GEG0Dbm5u8vYuIz+/arp8Oc3Z5QAAALiEUhmkLZYceXl5O7uMUsfLy5upMgAAAP+nVAZpSZyJtgOOKQAAwP84dI70tGnTtH79elWsWFGSVK9ePc2aNUvTpk3TDz/8IIvFouHDh2vAgAGOLAsAAAC4aQ4N0nv37tV7772nli1bWpctXbpU8fHxWrNmjdLT0xUREaGmTZuqWbNmjiwNAAAAuCkOC9JZWVk6dOiQPvvsMyUmJqpu3bqaMGGCYmJi1K9fP3l6eqpixYoKCwtTdHS0XYJ0sxaNdTopyebj3khAjRrav+/wTe0zZswo7du3p8B1Y8e+rGXLlqhbt3A99tgTNxwrOTlJffv20Jw5n6l58xYFbhMR8ahCQx/RiBFP3lSdAAAAtyuHBemUlBQ98MADeuGFF9SwYUNFRkZq9OjRunLligIDA63bBQQEKC4ursixPDzc5OfnU8R7ucnD4/rp36eTkhS25CXzTZi0dvCsAuspipubm0JDH9Fzz429bl25cuXUqVMXlS1btljj5m3j4VHwccnj7l70+ry6ijr2AACgeOrUr6Pkk6dsPm5gUE2dOHbC5uPerNLen+TAIF2rVi19+umn1tcjRozQ3LlzlZmZme8iNsMw5O5edJizWAylpWUUut4wDFksubdetA3dbD2GYcjb21t+fpULXO/lVabY4+ZtY7EUfVxyc2983Ayj6GMPAACKJ/nkKbuc4Fs7eJZL/KwuLf1Vq+Zb6DqH3bXj8OHD+uabb/ItMwxD9913n1JTU63LUlNTFRAQ4KiySqw+fbpr4cLPrK+//36Lhg0boPbtH9TAgb31r38tVm5uwaE4MzNT7703XV27dtAjj7TXkiULHVQ1AABA6eGwIO3u7q6pU6cqMTFRkvSvf/1LjRo1UocOHbRixQrl5OTo4sWLWrt2rTp27OioskqFH3+M1T/+MUl9+/bX4sVfafTo5xQVtTxf0P6j996brtjY7/Xmm1P18cfztXfvHp06ddLBVQMAAJRsDpvaERwcrEmTJunpp5+WxWJRQECA3nvvPfn7+yshIUHh4eHKzs5WRESEQkJCHFWWS1u3bo02bdqYb1mHDqEaP/61fMu++OJz9ezZV926hUuSatYMUkZGhqZPn3LdxYjp6Ze1YcN/NH78a7rvvgckSZMn/0O9eoXZsRMAAIDSx6G3vwsPD1d4ePh1y1999VVHllFiPPzw3/Tkk8/kW+bjc/2Ffr/+GqfDhw/pm2+irMtyc3OVmZmp5OSkfHPOExJOKCcnR40a3WVdVrGin4KCatmhAwAAgNLLoUEaN6dcuXLFCrienl4aOHCoQkMfuW6dv391nT17xvo678JOwzCuGwMAULLY87auZm7dCtxuCNKlQL169XXyZGK+0L1163fatGmjJk16M9+2tWvXlbe3tw4c2K/69RtIkjIy0pWYmODQmgEAt86et3VdO3iWXcYFShOCdCkwbNgIvfLKC6pXr4H++tf2SkxM0IwZb6t16zby9vbOt62Pj4/Cw3vr008/UeXKVVSzZpAiI/+pzMyrTqoeAACgZLqtgnRAjRpO+Q07oEYNu47/wAMPatKkf2jp0oVasGCe/PwqqUuXMI0aNbrA7Z955nmVKVNG06a9paysLHXvHq4mTZratUYAAIDS5rYK0iVprtfHH88vcn1U1Op8r0NDuyg0tEuB2wYG1lBs7C7ra09PTz311Bg99dSYWy8UAADgNuWw+0gDAAAApQlBGgAAADDhtpraATgLt6gCgJvH/zvh6gjSgANwiyoAuHn8vxOujqkdAAAAgAkEaQAAAMAEgjQAAABgAkEaAAAAMIEgDQAAAJhwW921o1WLRkpMSnb4+9aqEajd++Juap8+fbrr9On/1ert7a2aNYMUETFI3bqFF2uMixcv6PvvtxR7ewAAABTfbRWkE5OSlTJ9lMPft/q4oh/3XZhBg4apX78BkqSrV69qx46fNGPG26pcuYoefPChG+7/yScfKTExgSANAABgB0ztcGF33HGHqlSpqipVqqpmzSD17NlHrVrdp/Xr1xZrf8Mw7FwhAADA7eu2OiNdGpQte4fc3K59/euvRzRv3sc6cGC/rl69qsDAGho6dLgeeaSbIiPnac2aVZKkhx66V19/Ha3AwBpOrBwAAKB04Yx0CWEYhnbu3K6dO39St27hunLlil58cYyqVq2m+fMXatGi5WrRoqXefXeqzp8/pwEDhqhTpy66++5mWrVqvfz9qzu7BQAAgFKFM9IubNGiSC1dukiSlJWVJYvFoocf/puaN2+p9PTLiogYqD59+qts2bKSpCFDHtfq1d8oMTFBzZvfozJlysjT01NVqlR1ZhsAAAClEkHahfXq1Vc9e/aVdC1IHz9+THPnfqCJE/+umTM/VM+efbR+/RodORKnkycT9euvRyRJFovFmWUDAADcFgjSLszXt4KCgmpZX9ev30AWS47+8Y/XtH//Pr355iRVq+avNm3a6sEH26pq1Wp64okhTqwYAADg9kGQLmHy7sRx+PAvysjI0Jw5n8rDw0OStH37j/m2dcu7KhEAAAA2R5B2YVeuXNG5c2clXQvQx48fU2TkPDVsGKwqVaooIyNdW7ZsVtOmd+vo0SOaPXumpGvTQCTJx8dHZ8+eUVLSKfn7V5enJx83AACArZCsXNjSpYusFxt6eHjIz6+S2rRpq8cfH6mqVavpl18OafbsGbpyJUM1a9bSY489oSVLFurw4UN64IEH1bVrD33//VYNHtxXc+Z8qrvuaurkjgAAAEqP2ypI16oRaPopg7f6vjcrKmr1DbcZM+YFjRnzQr5lf3yKYYMGd+rrr1fd9HsDcIxWLRopMSnZLmPXqhGo3fvi7DI2AOCa2ypI80MFgCtJTEpWyvRRdhnbGScNAOB2wwNZAAAAABMI0gAAAIAJBGkAAADABII0AAAAYEKpDdJ5Dy6B7XBMAQAA/qdUBmkPD09lZ2c5u4xSJzs7Sx4et9WNXgAAAApVKoN0+fJ+Sks7o6ysTM6i2oBhGMrKylRa2hmVL+/n7HIAAABcQqk8vXjHHeUkSRcunJXFkuPkakoHDw9P+fpWsh5bAACA212pDNLStTBN6AMAAIC9lMqpHQAAAIC9EaQBAAAAEwjSAAAAgAkEaQAAAMAEgjQAAABgAkEaAAAAMIEgDQAAAJhAkAYAAABMIEgDAAAAJhCkAQAAABMI0gAAAIAJBGkAAADABII0AAAAYAJBGgAAADDB09kFAACcq1mLxjqdlGTzcQNq1ND+fYdtPi4AuAqCNADc5k4nJSlsyUs2H3ft4Fk2HxMAXAlTOwAAAAATHB6kY2JidM8990iSLBaLpk6dqi5duqhTp05atmyZo8sBAAAATHHo1I74+HhNnz7d+nr58uWKj4/XmjVrlJ6eroiICDVt2lTNmjVzZFkAAADATXPYGekrV67o5Zdf1vjx463LYmJi1KtXL3l6eqpixYoKCwtTdHS0o0oCAAAATHPYGenJkycrIiJCjRo1si5LTk5WYGCg9XVAQIDi4uJuOJaHh5v8/HzsUidQEvHvAQVxhe8LV6gB5pX2z68091eae5Ncpz+HBOmlS5fK09NTffr00cmTJ63LDcOQm5tbvtfu7jc+SW6xGEpLy7BLrUBJxL8HFMQVvi9coQaYV9o/v9LcX2nuTXJsf9Wq+Ra6ziFB+t///reuXr2q8PBwZWdnW7+uXr26UlNTrdulpqYqICDAESUBAAAAt8QhQToqKsr69cmTJ9W9e3etWrVKixcv1ooVK/S3v/1NGRkZWrt2rd58801HlAQAAADcEqc+kGXAgAFKSEiwnqmOiIhQSEiIM0sCAAAAisXhQTooKEh79+699uaennr11VcdXQIAAABwy3iyIQAAAGCCU6d2AI7QqkUjJSYl23zcWjUCtXvfjW/XCAAASieCNEq9xKRkpUwfZfNxq4+bb/MxAQBAycHUDgAAAMAEgjQAAABgAkEaAAAAMIEgDQAAAJhAkAYAAABMIEgDAAAAJhCkAQAAABMI0gAAAIAJBGkAAADABII0AAAAYAKPCAdwy5q1aKzTSUl2GfsOby9dycq2+bi1agRq9744m48LALh9EKQB3LLTSUkKW/KSXcZeO3iWUqaPsvm41cfNt/mYAIDbC1M7AAAAABMI0gAAAIAJBGkAAADABII0AAAAYAJBGgAAADCBIA0AAACYQJAGAAAATCBIAwAAACYQpAEAAAATCNIAAACACTwiHGrVopESk5JtPm6tGoHavS/O5uMCAAC4AoI0lJiUrJTpo2w+bvVx820+JgAAgKtgagcAAABgAkEaAAAAMIEgDQAAAJhAkAYAAABMIEgDAAAAJnDXDgBAqdasRWOdTkqy+bgBNWpo/77DNh8XQMlBkAYAlGqnk5IUtuQlm4+7dvAsm48JoGRhagcAAABgAkEaAAAAMIEgDQAAAJhAkAYAAABMIEgDAAAAJhCkAQAAABMI0gAAAIAJBGkAAADABII0AAAAYAJBGgAAADChVD0ivFmLxjqdlGTzcQNq1ND+fYdtPi4AAABKrlIVpE8nJSlsyUs2H3ft4Fk2HxMAAAAlG1M7AAAAABMI0gAAAIAJBGkAAADABII0AAAAYEKputgQAOzBXncEAgCUbARpALgB7ggEACgIUzsAAAAAExx6RnrJkiVatmyZ3NzcVKtWLU2ZMkV+fn6aNm2afvjhB1ksFg0fPlwDBgxwZFkAAADATXNYkD5w4IAWLFigVatWydfXV9OnT9cHH3ygRo0aKT4+XmvWrFF6eroiIiLUtGlTNWvWzFGlAQAAADfNYVM77r77bm3YsEG+vr7KzMxUSkqK/Pz8FBMTo169esnT01MVK1ZUWFiYoqOjHVUWAAAAYIpDp3Z4eXkpJiZGr776qry9vfXcc89p48aNCgwMtG4TEBCguLi4Isfx8HCTn5+PvcvNx9HvV1qU9uPmKv25Sh0lTWk/bq7QnyvUYE/0V7KV5v5Kc2+S6/Tn8Lt2dOzYUR07dtRXX32lESNGyNPTU25ubtb1hmHI3b3oE+UWi6G0tAx7l5qPo9+vtCjtx81V+nOVOkqa0n7cXKE/V6jBnuivZCvN/ZXm3iTH9letmm+h6xw2tePEiRPatWuX9XXv3r2VlJQkf39/paamWpenpqYqICDAUWUBAAAApjgsSJ85c0Yvvviizp8/L0lavXq1GjZsqNDQUK1YsUI5OTm6ePGi1q5dq44dOzqqLAAAAMAUh03tuPfee/XUU09p6NCh8vDwkL+/v+bMmaPAwEAlJCQoPDxc2dnZioiIUEhIiKPKAgAAAExx6BzpgQMHauDAgdctf/XVVx1ZBgAAAHDLij21Y+jQobp48eJ1y8+fP69evXrZtCgAAADA1RV5RnrPnj1KSEiQJO3cuVPR0dEqX758vm2OHj2q+Ph4uxUIAAAAuKIig7S7u7smTZokwzAkSe+8806+9W5ubipXrpxGjx5tvwoBAAAAF1RkkG7RooUOHDggSWrfvr2ioqJUuXJlhxQGAAAAuLJiX2y4efNme9YBAAAAlCjFDtJnzpzRhx9+qH379ikrK+u69Rs2bLBpYQAAAIArK3aQnjx5svbs2aPw8HBVqFDBnjUBAAAALq/YQXr37t2aPXu2HnzwQXvWAwAAAJQIxb6PtLe3t6pXr27PWgAAAIASo9hBeuDAgfrwww915coVe9YDAAAAlAjFntqxZ88ebd++Xffdd5+qVasmb2/vfOu52BAAAAC3k2IH6RYtWqhFixZ2LAUAAAAoOYodpMeMGWPPOgAAAIASpdhB+p///GeR65966qlbLgYAAAAoKYodpL/66qt8ry0Wi86dOydPT0+1bNmSIA0AAIDbyi09Ivzy5cuaMGGCWrVqZdOiAAAAAFdX7NvfFaR8+fJ67rnntGDBAlvVAwAAAJQItxSkJSk9PV2XLl2yRS0AAABAiXFLFxtevnxZa9eu1f3332/TogAAAABXZ/piQ0ny8vLS/fffr7Fjx9q0KFdTxtND/v4V7DJ2rRqB2r0vzi5jAwAAwH5u6WLD20VmjkUp00fZZezq4+bbZVwAAADYV7GDtHRtKkd0dLR+/fVXeXp6qmHDhuratavKly9vr/oAAAAAl1TsIJ2YmKghQ4bowoULatCggXJzcxUVFaW5c+dq6dKlqlmzpj3rBAAAAFxKse/aMW3aNNWuXVubN29WVFSUVq5cqU2bNqlu3bp699137VkjAAAA4HKKHaR//PFHjR8/XpUqVbIuq1y5sl5++WX9+OOPdikOAAAAcFXFntpRtmxZubtfn7vd3d2Vk5Nj06IAFJ+97irDHWWAovFvD0Cxg/T999+vGTNmaPbs2fL19ZUkXbx4UTNnzuQ+0oAT2euuMtxRBiga//YAFDtIv/LKK+rfv7/atWunBg0aSJKOHj2qKlWq8IhwAAAA3HaKHaQDAwO1du1arVq1SkePHtXVq1fVv39/de/eXd7e3vasEQAAAHA5N7zYcMeOHerevbuOHDmi8uXLa9CgQXr99deVlpamTz/9VAcPHnREnQAAAIBLKTJIHzhwQCNHjlRgYKDKlSuXb93jjz+umjVr6vHHH1dcHBdFAAAA4PZSZJCeM2eOunbtqvnz51/3wJWQkBBFRkaqbdu2+vjjj+1aJAAAAOBqigzS+/fv17Bhw4ocYPjw4dq3b58tawIAAABcXpFBOiMj47opHX9WtWpVXb582aZFAQAAAK6uyCBdt25d7d+/v8gB9u/fr8DAQJsWBQAAALi6IoN0t27d9MEHH+js2bMFrj9z5oxmz56tzp0726U4AAAAwFUVeR/poUOHav369QoLC1OfPn3UvHlz+fr66sKFC/r555+1YsUKBQUFaeTIkY6qFwAAAHAJRQZpLy8vLV68WO+//76+/vprRUZGWtdVqVJF/fr10+jRo+Xj42P3QgEAAABXcsMnG5YtW1YTJkzQ3//+dyUmJurixYuqVKmSateuLTc3N0fUCAAAALicYj8i3MvLS/Xr17dnLQAAAECJccNHhAMAAAC4HkEaAAAAMIEgDQAAAJhAkAYAAABMKPbFhnC+Zi0a63RSkrPLAAAAgAjSJcrppCSFLXnJ5uOuHTzL5mMCAACUdkztAAAAAEwgSAMAAAAmEKQBAAAAEwjSAAAAgAlcbAiXwV1JAABASUKQhsvgriQAAKAkYWoHAAAAYIJDz0ivWrVKkZGRcnNz0x133KFXX31VTZo00bRp0/TDDz/IYrFo+PDhGjBggCPLAgAAAG6aw4L0sWPHNGPGDK1cuVL+/v7aunWrnn32WY0cOVLx8fFas2aN0tPTFRERoaZNm6pZs2aOKg0AAAC4aQ6b2uHt7a0pU6bI399fknT33Xfr7NmzWr9+vXr16iVPT09VrFhRYWFhio6OdlRZAAAAgCkOOyMdFBSkoKAgSZJhGHrnnXfUvn17HTlyRIGBgdbtAgICFBcX56iyAAAAAFMcfteOjIwMjR8/XqdPn9Znn32mvn37ys3NzbreMAy5uxd9otzDw01+fj72LtVhSlMvf1aae5Por6Sjv9ujhpLIVY6bq9RhL6W5v9Lcm+Q6/Tk0SCclJempp55SgwYN9MUXX6hs2bIKDAxUamqqdZvU1FQFBAQUOY7FYigtLcPe5TpMaerlz0pzbxL9lXT0d3vUUBK5ynFzlTrspTT3V5p7kxzbX7VqvoWuc9gc6cuXL2vIkCEKDQ3V+++/r7Jly0qSOnTooBUrVignJ0cXL17U2rVr1bFjR0eVBQAAAJjisDPSS5cuVVJSkr799lt9++231uWRkZFKSEhQeHi4srOzFRERoZCQEEeVBQAAAJjisCD95JNP6sknnyxw3auvvuqoMgAAAACb4MmGAAAAgAkOv2sHAOD2UMbTQ/7+FWw+bq0agdq9j9ukAnA+gjQAwC4ycyxKmT7K5uNWHzff5mMCgBlM7QAAAABMIEgDAAAAJhCkAQAAABMI0gAAAIAJBGkAAADABII0AAAAYAJBGgAAADCBIA0AAACYQJAGAAAATCBIAwAAACYQpAEAAAATCNIAAACACQRpAAAAwASCNAAAAGACQRoAAAAwgSANAAAAmECQBgAAAEwgSAMAAAAmEKQBAAAAEwjSAAAAgAkEaQAAAMAEgjQAAABgAkEaAAAAMIEgDQAAAJhAkAYAAABMIEgDAAAAJhCkAQAAABMI0gAAAIAJBGkAAADABII0AAAAYAJBGgAAADCBIA0AAACYQJAGAAAATCBIAwAAACYQpAEAAAATCNIAAACACQRpAAAAwASCNAAAAGACQRoAAAAwgSANAAAAmECQBgAAAEwgSAMAAAAmEKQBAAAAEwjSAAAAgAkEaQAAAMAEgjQAAABgAkEaAAAAMMHT2QUAAADXU8bTQ/7+FWw+bq0agdq9L87m496s0t4fHIMgDQAArpOZY1HK9FE2H7f6uPk2H9OM0t4fHIOpHQAAAIAJDg3ShmFo3LhxioyMlCRZLBZNnTpVXbp0UadOnbRs2TJHlgMAAACY5rAg/dtvv2nYsGHasGGDddny5csVHx+vNWvWKCoqSosWLdL+/fsdVRIAAABgmsOC9NKlS9W3b1916dLFuiwmJka9evWSp6enKlasqLCwMEVHRzuqJAAAAMA0h11sOHnyZEnStm3brMuSk5MVGBhofR0QEKC4OK50BQAAgOtz6l07DMOQm5tbvtfu7jc+Se7h4SY/Px97luZQpamXPyvNvUn0V9LRX8lVmnuT6K+kc3Z/9rq1nyTVrllDR48n2GXs4rJXf2Z6c2qQDgwMVGpqqvV1amqqAgICbrifxWIoLS3DnqU5VGnq5c9Kc28S/ZV09FdylebeJPor6Zzdn71u7Sddu71fae2vsN6qVfMtdB+n3v6uQ4cOWrFihXJycnTx4kWtXbtWHTt2dGZJAAAAQLE49Yz0gAEDlJCQoPDwcGVnZysiIkIhISHOLAkAAAAoFocH6WnTpv3vzT099eqrrzq6BAAAAOCW8WRDAAAAwASCNAAAAGACQRoAAAAwgSANAAAAmECQBgAAAEwgSAMAAAAmEKQBAAAAEwjSAAAAgAkEaQAAAMAEgjQAAABgAkEaAAAAMIEgDQAAAJhAkAYAAABMIEgDAAAAJhCkAQAAABMI0gAAAIAJBGkAAADABII0AAAAYAJBGgAAADCBIA0AAACYQJAGAAAATCBIAwAAACYQpAEAAAATCNIAAACACQRpAAAAwASCNAAAAGACQRoAAAAwgSANAAAAmECQBgAAAEwgSAMAAAAmEKQBAAAAEwjSAAAAgAkEaQAAAMAEgjQAAABgAkEaAAAAMIEgDQAAAJhAkAYAAABMIEgDAAAAJhCkAQAAABMI0gAAAIAJBGkAAADABII0AAAAYAJBGgAAADCBIA0AAACYQJAGAAAATCBIAwAAACYQpAEAAAATCNIAAACACQRpAAAAwASCNAAAAGACQRoAAAAwgSANAAAAmECQBgAAAExwiSC9ZcsWde/eXZ07d9Zzzz2ny5cvO7skAAAAoEhOD9Lnz5/XhAkT9NFHH2nDhg2qVauWZs6c6eyyAAAAgCI5PUjHxsbqL3/5i+rWrStJGjBggFavXi3DMJxbGAAAAFAEpwfp06dPKyAgwPo6ICBAly9fVnp6uhOrAgAAAIrmZjj51O8///lPJScn680335Qk5eTkqGnTptq7d698fHycWRoAAABQKKefkQ4MDFRqaqr1dUpKiipWrEiIBgAAgEtzepB+6KGH9PPPPys+Pl6StHz5cnXo0MG5RQEAAAA34PSpHZK0detWzZo1S9nZ2apdu7amT58uPz8/Z5cFAAAAFMolgjQAAABQ0jh9agcAAABQEhGkAQAAABNuyyC9atUq9ejRQ+Hh4erfv7/++9//ymKxaOrUqerSpYs6deqkZcuWWbePj4/XoEGD1LVrV/Xp00e//fabdd3y5csVFham7t276+mnn9b58+ed0VI+turPMAy9//77Cg0NVXh4uN544w1lZmY6qy2rm+0vT1RUlJ566qnrlnXt2lWhoaF6/fXXlZ2d7ag2CmXL/gzD0Lhx4xQZGemo8m/Ilv0tWLBAYWFh6tGjhx577DElJCQ4qo0C2ao3wzA0e/Zsde3aVV27dtW4ceN05coVR7ZSIFt+dnkWLlyobt262bv0YrFlf88++6w6deqk8PBwhYeH6+2333ZUG4WyZX87d+5Uv3791KNHDw0aNEiJiYmOaqNQtupv/vz51s8tPDxcbdu2VcuWLR3ZynVs+dmVhtySp6D/dzo8txi3md9++81o06aNkZKSYhiGYWzZssVo166dsWTJEuOJJ54wsrOzjbS0NKNz587Gzz//bBiGYfTu3duIjo62bh8WFmbk5uYaCQkJRkhIiHH+/HnDMAzjrbfeMt544w3nNPZ/bNlfVFSU0aNHD+PChQuGYRjGxx9/bEybNs05jf0fM/39/vvvxmuvvWa0aNHCGDVqlHWsuLg44+GHHzbOnTtnWCwWY+zYscb8+fOd0lceW/Z39OhRY8iQIUbz5s2Nzz77zCn9/Jkt+9u2bZvxyCOPGJcuXTIMwzCWLFliDBw40PFN/R9b9rZhwwajd+/eRmZmppGbm2s8++yzxj//+U+n9JXHlv3l2bVrl9GmTRsjLCzMob0UxNb9tWnTxjh9+rTD+yiMLftLTk42QkJCjAMHDhiGYRgLFy40hg8f7vim/sAe35+GYRgXLlwwQkNDjS1btjislz+zZW+lJbcU1p8zcsttd0ba29tbU6ZMkb+/vyTp7rvv1tmzZ7V+/Xr16tVLnp6eqlixosLCwhQdHa2UlBQdO3ZMYWFhkqR27dopIyNDhw4dUm5urnJycpSenq7c3FxdvXpVZcqUcWZ7Nu3v4MGD6tixoypUqCBJCg0N1YYNG5zWm3Tz/UnSunXr5O/vr3HjxuUba9OmTWrfvr0qV64sd3d3RUREWPdxFlv2t3TpUvXt21ddunRxeB+FsWV/VatW1RtvvKHy5ctLkv7yl78oKSnJsQ39gS17Cw0N1bJly+Tt7a309HSdP3/e6XcysmV/knT27Fm99dZbeuWVVxzaR2Fs2V9iYqLS09P12muvqXv37powYYLS0tIc3VI+tuxv/fr1atu2rZo2bSpJ6t+/vyZOnOjYhv7E1t+feaZPn662bduqXbt2DumjILbsrTTkFqnw/pyRWzztOroLCgoKUlBQkKRrfwJ455131L59ex05ckSBgYHW7QICAhQXF6fk5GT5+/vL3f1/v3NUr15dp0+fVocOHTRixAh16dJFFSpUkK+vr5YvX+7wnv7Ilv01a9ZMixYt0qBBg+Tn56dvvvkm38NznOFm+5OkAQMGSJJWrlyZb6zk5GTrWHn7pKSk2LuFItmyv8mTJ0uStm3b5ojSi8WW/QUHB1u/zsrK0syZM536S4Mte5MkLy8vLVmyRLNnz1b16tXVqVMnB3RROFv2Z7FY9NJLL+nll1+Wp6dr/BiyZX/nz5/Xgw8+qEmTJsnf319vv/22Jk6cqLlz5zqom+vZsr/4+Hj5+Pho7NixOn78uAIDA50epG3970+Sjh49qpiYGMXExNi5+qLZsrc6deqU+NwiFd6fM3LLbXdGOk9GRoaef/55JSQkaMqUKTIMQ25ubtb1hmHI3d1dubm5+ZbnrfPw8FBsbKw2btyorVu3KjY2Vu3bt9eECRMc3UqBbNHfo48+qi5dumjYsGEaMGCA6tevLy8vL0e3UqDi9lcU4093fizOPo5ii/5cmS37O3/+vIYPH279we5stuxt8ODB2rlzpzp27KjnnnvOXiXfFFv0N2vWLN13331q06aNvcu9abbor3nz5pozZ44CAwPl4eGhMWPGaOvWrcrKyrJ3+Tdki/5ycnK0adMmPf/88/rmm2/UunVrjRkzxt6lF4st//0tWrRIgwcPlq+vr73KvSm26K005JaiOCO3lNyfxLcgKSlJ/fv3l4eHh7744gtVqFDhukeVp6amKiAgQDVq1NCZM2fyha68dZs3b1b79u1VpUoVubu7a9CgQdq+fbszWsrHVv2lpaWpW7duWr16tb788kvVq1dPderUcUZL+dxMf0Uxs48j2Ko/V2XL/g4fPqw+ffqoSZMmmjNnjry9ve1Z+g3ZqrfDhw/r0KFDkiQ3Nzf17dtXBw8etGvtxWGr/qKjo7Vx40aFh4dr0qRJSkhIUHh4uL3LvyFb9bdr1y5t2rTJ+jovEHh4eNit9uKwVX/+/v5q2bKl6tatK0nq06ePDh8+rKtXr9qz/Buy5f9bLBaLNm7cqJ49e9qz5GKzVW+lIbcUxRm55bYL0pcvX9aQIUMUGhqq999/X2XLlpUkdejQQStWrFBOTo4uXryotWvXqmPHjgoICFDt2rX1n//8R5L0ww8/yN3dXcHBwWrSpIm2bNmi9PR0SdLGjRvVvHlzp/Um2ba/AwcOaMyYMcrOzlZOTo7mz5+v7t27O7O9m+6vKO3bt9fmzZt17tw5GYahL7/88ob72Jst+3NFtuzv9OnTGjZsmEaPHq2JEyc6PaTYsrfDhw9rwoQJ1jt1fPPNN3rggQfs3kNRbNlfbGysoqOjtWrVKk2ZMkW1a9fWqlWrHNFGoWzZX3p6uqZMmWKdFx0ZGanOnTs79XvUlv116tRJe/bssd6pY+PGjWrYsKF1TGew9f87jxw5ogoVKuSb/ucstuytNOSWojgjt7jG5DQHWrp0qZKSkvTtt9/q22+/tS6PjIy0nhXJzs5WRESEQkJCJEnvvfeeXnvtNX3yySfy9vbWBx98IHd3d/Xu3VunTp1Sr1695O3trZo1a2ratGnOak2Sbft76KGHtHPnTvXo0UO5ubnq2LGjHnvsMSd1do2Z/grTuHFjPfPMMxo2bJiys7PVvHlzjRw50t4tFMmW/bkiW/Y3d+5cXblyRYsXL9bixYslXbto5euvv7ZrD4WxZW+PPvqoEhIS1Lt3b3l4eKhhw4aaOnWqvVsoEt+bxe+vXbt2GjJkiAYMGKDc3Fw1atRIb731lr1bKJIt+7vrrrv0+uuva8yYMcrJyVGFChX0wQcf2LuFItn6+zM+Pl41a9a0Z8nFZsveSktuKYwzcguPCAcAAABMuO2mdgAAAAC2QJAGAAAATCBIAwAAACYQpAEAAAATCNIAAACACbfd7e8AwNV98803WrJkiY4ePSo3Nzc1atRIQ4cOVdeuXZ1dGgDgDwjSAOBCvvzyS02fPl2TJk1Sq1atlJ2drZiYGL344ovKzMx0mSetAQC4jzQAuJRevXopJCRE48ePz7d83LhxOnLkiP797387qTIAwJ9xRhoAXIi7u7v27NmjS5cuydfX17p83LhxysjIkCRduHBB06ZN0+bNm2UYhpo3b64JEyaofv36kqTMzEy999572rhxo86cOaPy5cvrb3/7myZPnqw77rhDGRkZeuutt7R161ZdunRJd911l8aOHavWrVtLkq5cuaI5c+boP//5j86cOaPGjRvrxRdftK4fP3683N3d5ePjo9WrV8vd3V1t2rTRG2+8ofLlyzv4iAGA83CxIQC4kBEjRmj//v1q27atnnrqKUVGRuqXX35R5cqVFRQUJMMwNGrUKKWmpuqzzz7Tv/71L9WoUUMDBw7U77//LkmaPn26vvvuO82YMUPr16/X5MmTtXbtWn355ZeSpA8//FBHjx5VZGSk/vOf/+iuu+7SM888Yw3qY8eO1bp16/Tmm2/qm2++UfPmzfXEE0/o559/ttYZHR0ti8WiZcuW6bXXXtOGDRv0xRdfOP6AAYATMbUDAFzMnj17tGjRIm3btk2XLl2SJDVp0kTvvvuuzpw5oyeeeEI7duzId/a3c+fO6tWrl5588kmtWrVKQUFBatWqlXX94MGDVbt2bb399tt6+umndeXKFX300Ufy9fVVRkaG9u3bp1atWikxMVFhYWGKjIzUQw89ZN2/X79+CggI0Icffqjx48crNjZWW7dulYeHhyRp9OjRysnJ0fz58x10lADA+ZjaAQAupmXLlmrZsqUsFosOHjyozZs3a8mSJRo5cqQGDhwoi8Witm3b5tsnMzNTv/32myQpPDxcsbGxevfddxUfH6+jR48qISFBQUFBkq6d9R49erRat26te+65R23btlV4eLjKlCmjI0eOWGv4o1atWmnLli3W17Vr17aGaEmqUKGCUlJS7HE4AMBlEaQBwEUkJydr3rx5euaZZ1StWjV5eHioWbNmatasme69916NGDFCWVlZ8vPz01dffXXd/j4+PpKkSZMmKSYmRj179lRoaKjGjh2rf/zjH9bt7r33Xm3dulWxsbGKjY3V0qVLtWDBAi1ZskRlypSRJP35j5W5ubny9Pzfjwxvb+/r3p8/cAK43RCkAcBFlClTRlFRUapTp44ef/zxfOsqVKggNzc3BQUFKS0tTZJUp04dSZLFYtHf//53derUSQ8//LBWrFihDz74QKGhoZKknJwcJSYmqkaNGpKkjz/+WPfcc486deqkTp06KTMzU23bttV3332nzp07S7o2veSPZ7337NmjO++8096HAABKFC42BAAXUblyZY0YMUKzZs3SRx99pLi4OJ04cULffvutJkyYoJ49eyo8PFwtWrTQCy+8oF27dun48eOaNGmSvvvuOwUHB6tMmTLy8fHRpk2blJCQoEOHDumll15ScnKysrKyJEmnTp3Sm2++qe3bt+vUqVOKjo7WpUuX1Lx5c9WuXVthYWF64403FBsbq99++03vvPOODh48qKFDhzr5CAGAa+FiQwBwMStXrtRXX32lX3/9VZmZmapdu7Z69uypxx57TF5eXjp79qymT5+urVu3KisrS3fddZdeeukl3XvvvZKkH374QdOnT1dCQoIqV66shx9+WOXKlVNMTIy+/fZbpaena/r06dq8ebPS0tJUp04djRw5Uo8++qgkKT09XTNmzNCGDRuUkZGhu+66S88//3y+29+dPn1aCxcutNZc0DIAKO0I0gAAAIAJTO0AAAAATCBIAwAAACYQpAEAAAATCNIAAACACQRpAAAAwASCNAAAAGACQRoAAAAwgSANAAAAmECQBgAAAEz4/7a4M6UmXKj/AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style('darkgrid')\n",
    "plt.figure(figsize=(12,6))\n",
    "sns.countplot(x=data_m['season'],hue=data_m['toss_decision'] \n",
    "              ,palette=dict(field='mediumseagreen',bat='coral'), edgecolor='black')\n",
    "plt.title('Teams Preference', size=25)\n",
    "plt.ylabel('Count', size=15)\n",
    "plt.xlabel('Season', size=15)\n",
    "plt.yticks(size=12)\n",
    "plt.xticks(size=12)\n",
    "plt.legend(('Field', 'Bat'), prop={\"size\" :15})\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "innings = data_m.loc[data_m['win_by_runs'] != 0]\n",
    "innings = innings['winner'].value_counts().reset_index().set_index('index')\n",
    "innings.columns = ['Defend Totals']\n",
    "innings2 = data_m.loc[data_m['win_by_wickets'] != 0]\n",
    "innings2 = innings2['winner'].value_counts().reset_index().set_index('index')\n",
    "innings2.columns = ['Bat2']\n",
    "innings['Chase Totals'] = innings2['Bat2']\n",
    "\n",
    "\n",
    "x = np.arange(14)\n",
    "fig,ax = plt.subplots(figsize=(12,6))\n",
    "c1 = plt.bar(x- 0.2, innings['Chase Totals'], width=0.4, color='crimson', edgecolor='black')\n",
    "c2 = plt.bar(x+0.2, innings['Defend Totals'], width=0.4, color='grey', edgecolor='black')\n",
    "plt.xticks(size=12)\n",
    "ax.set_xticks(x)\n",
    "ax.set_xticklabels(innings.index)\n",
    "plt.yticks(size=12)\n",
    "plt.title('Matches Won\\n(Innings)', size=25)\n",
    "plt.xlabel('Teams', size=15)\n",
    "plt.ylabel('No. of Matches', size=15)\n",
    "plt.legend((c1[0], c2[0]) ,('Chase Totals', 'Defend Totals'), prop={\"size\" :15}, loc=1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bat_first = data_m.loc[data_m['win_by_runs'] != 0]\n",
    "bat_second = data_m.loc[data_m['win_by_wickets'] != 0]\n",
    "\n",
    "data = [len(bat_first), len(bat_second)]\n",
    "ilabels=['NO', 'YES']\n",
    "fig, ax = plt.subplots(figsize=(5, 5))\n",
    "wedges, texts, autotexts = ax.pie(data, labels= ilabels, startangle=90,explode=(.01,.01) ,autopct='%1.2f%%',\n",
    "                                  colors=['g','c'])\n",
    "plt.title('Is Chasing better than\\nDefending?',size=25)\n",
    "plt.setp(texts, size=18)\n",
    "plt.setp(autotexts, size=15, weight=\"bold\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Although Teams for the Last 4-5 years prefer to Chase, but there is no clear advantage to the the chasing team in terms of winning the Match as the probablity of them winning is only slightly higher than the other team."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "venue = data_m['venue'].value_counts().reset_index().head(15)\n",
    "venue.columns = ['ground', 'Matches']\n",
    "\n",
    "plt.figure(figsize=(8,5))\n",
    "sns.barplot(x=venue['Matches'],y=venue['ground'],palette='Reds' ,edgecolor='black')\n",
    "plt.title('Most No. of Matches\\nHosted', size=25)\n",
    "plt.ylabel('Ground', size=15)\n",
    "plt.xlabel('Count', size=15)\n",
    "plt.yticks(size=12)\n",
    "plt.xticks(size=12)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### A Company looking for a Player to endorse its products should definitely try to Sign the likes of: "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### CH Gayle, V. Kohli, L. Malinga, D. Warner, AB de Villiers, MS Dhoni, DJ Bravo, B.Kumar and AD Russell These Players are match winners and have the most impact on the game according to the analysis, and the qualities they possess will be very much aligned with qualities of product and brand-value of the company."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Also the Company should try to Sign Players from MI, CSK or KKR. As these are the most successful Teams in the League and they will have the most fan-following among the other teams."
   ]
  }
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