IPL Data Visualization.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv(\"./IPL Matches 2008-2020.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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>city</th>\n",
       "      <th>date</th>\n",
       "      <th>player_of_match</th>\n",
       "      <th>venue</th>\n",
       "      <th>neutral_venue</th>\n",
       "      <th>team1</th>\n",
       "      <th>team2</th>\n",
       "      <th>toss_winner</th>\n",
       "      <th>toss_decision</th>\n",
       "      <th>winner</th>\n",
       "      <th>result</th>\n",
       "      <th>result_margin</th>\n",
       "      <th>eliminator</th>\n",
       "      <th>method</th>\n",
       "      <th>umpire1</th>\n",
       "      <th>umpire2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>335982</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>2008-04-18</td>\n",
       "      <td>BB McCullum</td>\n",
       "      <td>M Chinnaswamy Stadium</td>\n",
       "      <td>0</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>Kolkata Knight Riders</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>field</td>\n",
       "      <td>Kolkata Knight Riders</td>\n",
       "      <td>runs</td>\n",
       "      <td>140.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Asad Rauf</td>\n",
       "      <td>RE Koertzen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>335983</td>\n",
       "      <td>Chandigarh</td>\n",
       "      <td>2008-04-19</td>\n",
       "      <td>MEK Hussey</td>\n",
       "      <td>Punjab Cricket Association Stadium, Mohali</td>\n",
       "      <td>0</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Chennai Super Kings</td>\n",
       "      <td>Chennai Super Kings</td>\n",
       "      <td>bat</td>\n",
       "      <td>Chennai Super Kings</td>\n",
       "      <td>runs</td>\n",
       "      <td>33.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MR Benson</td>\n",
       "      <td>SL Shastri</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>335984</td>\n",
       "      <td>Delhi</td>\n",
       "      <td>2008-04-19</td>\n",
       "      <td>MF Maharoof</td>\n",
       "      <td>Feroz Shah Kotla</td>\n",
       "      <td>0</td>\n",
       "      <td>Delhi Daredevils</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>bat</td>\n",
       "      <td>Delhi Daredevils</td>\n",
       "      <td>wickets</td>\n",
       "      <td>9.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Aleem Dar</td>\n",
       "      <td>GA Pratapkumar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>335985</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>2008-04-20</td>\n",
       "      <td>MV Boucher</td>\n",
       "      <td>Wankhede Stadium</td>\n",
       "      <td>0</td>\n",
       "      <td>Mumbai Indians</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>Mumbai Indians</td>\n",
       "      <td>bat</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>wickets</td>\n",
       "      <td>5.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SJ Davis</td>\n",
       "      <td>DJ Harper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>335986</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>2008-04-20</td>\n",
       "      <td>DJ Hussey</td>\n",
       "      <td>Eden Gardens</td>\n",
       "      <td>0</td>\n",
       "      <td>Kolkata Knight Riders</td>\n",
       "      <td>Deccan Chargers</td>\n",
       "      <td>Deccan Chargers</td>\n",
       "      <td>bat</td>\n",
       "      <td>Kolkata Knight Riders</td>\n",
       "      <td>wickets</td>\n",
       "      <td>5.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BF Bowden</td>\n",
       "      <td>K Hariharan</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       id        city        date player_of_match  \\\n",
       "0  335982   Bangalore  2008-04-18     BB McCullum   \n",
       "1  335983  Chandigarh  2008-04-19      MEK Hussey   \n",
       "2  335984       Delhi  2008-04-19     MF Maharoof   \n",
       "3  335985      Mumbai  2008-04-20      MV Boucher   \n",
       "4  335986     Kolkata  2008-04-20       DJ Hussey   \n",
       "\n",
       "                                        venue  neutral_venue  \\\n",
       "0                       M Chinnaswamy Stadium              0   \n",
       "1  Punjab Cricket Association Stadium, Mohali              0   \n",
       "2                            Feroz Shah Kotla              0   \n",
       "3                            Wankhede Stadium              0   \n",
       "4                                Eden Gardens              0   \n",
       "\n",
       "                         team1                        team2  \\\n",
       "0  Royal Challengers Bangalore        Kolkata Knight Riders   \n",
       "1              Kings XI Punjab          Chennai Super Kings   \n",
       "2             Delhi Daredevils             Rajasthan Royals   \n",
       "3               Mumbai Indians  Royal Challengers Bangalore   \n",
       "4        Kolkata Knight Riders              Deccan Chargers   \n",
       "\n",
       "                   toss_winner toss_decision                       winner  \\\n",
       "0  Royal Challengers Bangalore         field        Kolkata Knight Riders   \n",
       "1          Chennai Super Kings           bat          Chennai Super Kings   \n",
       "2             Rajasthan Royals           bat             Delhi Daredevils   \n",
       "3               Mumbai Indians           bat  Royal Challengers Bangalore   \n",
       "4              Deccan Chargers           bat        Kolkata Knight Riders   \n",
       "\n",
       "    result  result_margin eliminator method    umpire1         umpire2  \n",
       "0     runs          140.0          N    NaN  Asad Rauf     RE Koertzen  \n",
       "1     runs           33.0          N    NaN  MR Benson      SL Shastri  \n",
       "2  wickets            9.0          N    NaN  Aleem Dar  GA Pratapkumar  \n",
       "3  wickets            5.0          N    NaN   SJ Davis       DJ Harper  \n",
       "4  wickets            5.0          N    NaN  BF Bowden     K Hariharan  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Drop the \"method\" feature\n",
    "data.drop(['method'], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 816 entries, 0 to 815\n",
      "Data columns (total 16 columns):\n",
      " #   Column           Non-Null Count  Dtype  \n",
      "---  ------           --------------  -----  \n",
      " 0   id               816 non-null    int64  \n",
      " 1   city             803 non-null    object \n",
      " 2   date             816 non-null    object \n",
      " 3   player_of_match  812 non-null    object \n",
      " 4   venue            816 non-null    object \n",
      " 5   neutral_venue    816 non-null    int64  \n",
      " 6   team1            816 non-null    object \n",
      " 7   team2            816 non-null    object \n",
      " 8   toss_winner      816 non-null    object \n",
      " 9   toss_decision    816 non-null    object \n",
      " 10  winner           812 non-null    object \n",
      " 11  result           812 non-null    object \n",
      " 12  result_margin    799 non-null    float64\n",
      " 13  eliminator       812 non-null    object \n",
      " 14  umpire1          816 non-null    object \n",
      " 15  umpire2          816 non-null    object \n",
      "dtypes: float64(1), int64(2), object(13)\n",
      "memory usage: 102.1+ KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Most Wins in IPL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Mumbai Indians',\n",
       " 'Chennai Super Kings',\n",
       " 'Kolkata Knight Riders',\n",
       " 'Royal Challengers Bangalore',\n",
       " 'Kings XI Punjab',\n",
       " 'Rajasthan Royals',\n",
       " 'Delhi Daredevils',\n",
       " 'Sunrisers Hyderabad',\n",
       " 'Deccan Chargers',\n",
       " 'Delhi Capitals',\n",
       " 'Gujarat Lions',\n",
       " 'Pune Warriors',\n",
       " 'Rising Pune Supergiant',\n",
       " 'Kochi Tuskers Kerala',\n",
       " 'Rising Pune Supergiants']"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp = pd.DataFrame({\"Winner\": data['winner']})\n",
    "count_wins = temp.value_counts()\n",
    "labels = [X[0] for X in count_wins.keys()]\n",
    "labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bar, ax = plt.subplots(figsize=(18,12))\n",
    "ax = plt.pie(x = count_wins, autopct=\"%.1f%%\", labels=labels)\n",
    "plt.title(\"Most Wins in IPL\", fontsize=20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Most Wins in Eliminator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\deban\\anaconda3\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "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": [
    "sns.countplot(data['winner'][data['eliminator']=='Y'], data=data)\n",
    "plt.title(\"Most Wins in Eliminators\", fontsize=17)\n",
    "plt.xticks(rotation = 90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Toss Decision"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "teams = data['toss_winner'].unique()\n",
    "decision_making = pd.DataFrame([], columns=['Toss Winner', 'Decision', 'Times'])\n",
    "for id, element in enumerate(teams):\n",
    "    temp_bat = data[(data['toss_winner']==element) & (data['toss_decision']=='bat')]\n",
    "    temp_field = data[(data['toss_winner']==element) & (data['toss_decision']=='field')]\n",
    "    \n",
    "    #append to decision making\n",
    "    decision_making = decision_making.append({'Toss Winner': element, \n",
    "                                              'Decision' : 'bat', 'Times': temp_bat['toss_winner'].count()}, ignore_index=True)\n",
    "    decision_making = decision_making.append({'Toss Winner': element, \n",
    "                                              'Decision' : 'field', 'Times': temp_field['toss_winner'].count()}, ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "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>Toss Winner</th>\n",
       "      <th>Decision</th>\n",
       "      <th>Times</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>bat</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>field</td>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Chennai Super Kings</td>\n",
       "      <td>bat</td>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Chennai Super Kings</td>\n",
       "      <td>field</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>bat</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Mumbai Indians</td>\n",
       "      <td>bat</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Mumbai Indians</td>\n",
       "      <td>field</td>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Deccan Chargers</td>\n",
       "      <td>bat</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Deccan Chargers</td>\n",
       "      <td>field</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>bat</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>field</td>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Kolkata Knight Riders</td>\n",
       "      <td>bat</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Kolkata Knight Riders</td>\n",
       "      <td>field</td>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Delhi Daredevils</td>\n",
       "      <td>bat</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Delhi Daredevils</td>\n",
       "      <td>field</td>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Kochi Tuskers Kerala</td>\n",
       "      <td>bat</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Kochi Tuskers Kerala</td>\n",
       "      <td>field</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Pune Warriors</td>\n",
       "      <td>bat</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Pune Warriors</td>\n",
       "      <td>field</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Sunrisers Hyderabad</td>\n",
       "      <td>bat</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Sunrisers Hyderabad</td>\n",
       "      <td>field</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Gujarat Lions</td>\n",
       "      <td>bat</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Gujarat Lions</td>\n",
       "      <td>field</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Rising Pune Supergiants</td>\n",
       "      <td>bat</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Rising Pune Supergiants</td>\n",
       "      <td>field</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Rising Pune Supergiant</td>\n",
       "      <td>bat</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Rising Pune Supergiant</td>\n",
       "      <td>field</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>bat</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Delhi Capitals</td>\n",
       "      <td>field</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Toss Winner Decision Times\n",
       "0   Royal Challengers Bangalore      bat    24\n",
       "1   Royal Challengers Bangalore    field    63\n",
       "2           Chennai Super Kings      bat    51\n",
       "3           Chennai Super Kings    field    46\n",
       "4              Rajasthan Royals      bat    34\n",
       "5              Rajasthan Royals    field    53\n",
       "6                Mumbai Indians      bat    48\n",
       "7                Mumbai Indians    field    58\n",
       "8               Deccan Chargers      bat    24\n",
       "9               Deccan Chargers    field    19\n",
       "10              Kings XI Punjab      bat    27\n",
       "11              Kings XI Punjab    field    58\n",
       "12        Kolkata Knight Riders      bat    34\n",
       "13        Kolkata Knight Riders    field    64\n",
       "14             Delhi Daredevils      bat    29\n",
       "15             Delhi Daredevils    field    51\n",
       "16         Kochi Tuskers Kerala      bat     3\n",
       "17         Kochi Tuskers Kerala    field     5\n",
       "18                Pune Warriors      bat    11\n",
       "19                Pune Warriors    field     9\n",
       "20          Sunrisers Hyderabad      bat    24\n",
       "21          Sunrisers Hyderabad    field    33\n",
       "22                Gujarat Lions      bat     1\n",
       "23                Gujarat Lions    field    14\n",
       "24      Rising Pune Supergiants      bat     3\n",
       "25      Rising Pune Supergiants    field     4\n",
       "26       Rising Pune Supergiant      bat     0\n",
       "27       Rising Pune Supergiant    field     6\n",
       "28               Delhi Capitals      bat     7\n",
       "29               Delhi Capitals    field    13"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "decision_making"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 777.875x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"Toss Winner\", y=\"Times\", hue=\"Decision\",data= decision_making, kind=\"bar\", height=5, aspect=2)\n",
    "plt.xticks(rotation = 90)\n",
    "plt.title(\"Toss Decision of Teams\", fontsize=17)\n",
    "plt.xlabel(\"IPL Teams\")\n",
    "plt.ylabel(\"Toss Decision\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Famous Venue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "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": [
    "sns.barplot(x = data['venue'].value_counts().head(8).values, \n",
    "            y = data['venue'].value_counts().head(8).index,\n",
    "           data=data)\n",
    "plt.title(\"Famous Venue\")\n",
    "plt.xlabel(\"Venue Count\")\n",
    "plt.ylabel(\"Venue\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Top 5 Umpires"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "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": [
    "sns.barplot(x=data['umpire1'].value_counts().head().index, \n",
    "           y=data['umpire1'].value_counts().head().values,\n",
    "            data=data\n",
    "           )\n",
    "plt.xticks(rotation=90)\n",
    "plt.xlabel(\"Umpire 1\")\n",
    "plt.ylabel(\"Match Count\")\n",
    "plt.title(\"Top 5 Umpire_1\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "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": [
    "sns.barplot(x=data['umpire2'].value_counts().head().values, \n",
    "           y=data['umpire2'].value_counts().head().index,\n",
    "            data=data\n",
    "           )\n",
    "plt.xlabel(\"Match Count\")\n",
    "plt.ylabel(\"Umpire 2\")\n",
    "plt.title(\"Top 5 Umpire_2\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}