ipl.ipynb

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  "metadata": {
    "colab": {
      "name": "ipl.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "k9COdWOZOXGJ"
      },
      "source": [
        "# Prabor Mukherjee"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "OWZ7foyAOnmE"
      },
      "source": [
        "### EDA on IPL DATASET"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bZw3VetwOTVq",
        "outputId": "8520c7dd-2fb8-4e35-f226-18efaaaa5926",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 70
        }
      },
      "source": [
        "# import libs\n",
        "\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "\n",
        "import matplotlib.pyplot as plt\n",
        "%matplotlib inline\n",
        "\n",
        "from sklearn.preprocessing import LabelEncoder, OneHotEncoder\n",
        "from sklearn.feature_selection import SelectKBest, chi2\n",
        "from sklearn.model_selection import StratifiedKFold\n",
        "from sklearn.linear_model import LogisticRegression\n",
        "\n",
        "import seaborn as sns\n",
        "import yellowbrick as yb\n",
        "import plotly.offline as py\n",
        "import plotly.graph_objs as go\n",
        "\n",
        "from yellowbrick.contrib.scatter import ScatterVisualizer\n",
        "from yellowbrick.features.radviz import RadViz\n",
        "from yellowbrick.features.pcoords import ParallelCoordinates\n",
        "from yellowbrick.model_selection import CVScores\n",
        "from yellowbrick.features.rankd import Rank2D\n",
        "from yellowbrick.features.manifold import Manifold\n",
        "\n",
        "\n",
        "py.init_notebook_mode(connected=True)\n",
        "\n",
        "import warnings\n",
        "warnings.simplefilter('ignore')"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/sklearn/utils/deprecation.py:144: FutureWarning: The sklearn.metrics.classification module is  deprecated in version 0.22 and will be removed in version 0.24. The corresponding classes / functions should instead be imported from sklearn.metrics. Anything that cannot be imported from sklearn.metrics is now part of the private API.\n",
            "  warnings.warn(message, FutureWarning)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "        <script type=\"text/javascript\">\n",
              "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
              "        if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
              "        if (typeof require !== 'undefined') {\n",
              "        require.undef(\"plotly\");\n",
              "        requirejs.config({\n",
              "            paths: {\n",
              "                'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n",
              "            }\n",
              "        });\n",
              "        require(['plotly'], function(Plotly) {\n",
              "            window._Plotly = Plotly;\n",
              "        });\n",
              "        }\n",
              "        </script>\n",
              "        "
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dazJQRHdOfyd"
      },
      "source": [
        "# load datasets\n",
        "data1 = pd.read_csv('matches.csv')\n",
        "data2 = pd.read_csv('deliveries.csv')"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wLoTFBLiCtAt"
      },
      "source": [
        "#### DATA1"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_vzQKTHzQPZ4",
        "outputId": "d8509cff-3dd6-4c96-d787-d9eab125ba15",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 434
        }
      },
      "source": [
        "# checking 1st 5 values\n",
        "data1.head()"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "execute_result",
          "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",
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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>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  ...         umpire1        umpire2 umpire3\n",
              "0   1    2017  Hyderabad  ...     AY Dandekar       NJ Llong     NaN\n",
              "1   2    2017       Pune  ...  A Nand Kishore         S Ravi     NaN\n",
              "2   3    2017     Rajkot  ...     Nitin Menon      CK Nandan     NaN\n",
              "3   4    2017     Indore  ...    AK Chaudhary  C Shamshuddin     NaN\n",
              "4   5    2017  Bangalore  ...             NaN            NaN     NaN\n",
              "\n",
              "[5 rows x 18 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4Aiw_RdrQ4di",
        "outputId": "e91ee58c-3209-4ae9-bfde-f5172e836e39",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 284
        }
      },
      "source": [
        "# summery\n",
        "data1.describe()"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>dl_applied</th>\n",
              "      <th>win_by_runs</th>\n",
              "      <th>win_by_wickets</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>756.000000</td>\n",
              "      <td>756.000000</td>\n",
              "      <td>756.000000</td>\n",
              "      <td>756.000000</td>\n",
              "      <td>756.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>1792.178571</td>\n",
              "      <td>2013.444444</td>\n",
              "      <td>0.025132</td>\n",
              "      <td>13.283069</td>\n",
              "      <td>3.350529</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>3464.478148</td>\n",
              "      <td>3.366895</td>\n",
              "      <td>0.156630</td>\n",
              "      <td>23.471144</td>\n",
              "      <td>3.387963</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>1.000000</td>\n",
              "      <td>2008.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>189.750000</td>\n",
              "      <td>2011.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>378.500000</td>\n",
              "      <td>2013.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>4.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>567.250000</td>\n",
              "      <td>2016.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>19.000000</td>\n",
              "      <td>6.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>11415.000000</td>\n",
              "      <td>2019.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>146.000000</td>\n",
              "      <td>10.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                 id       season  dl_applied  win_by_runs  win_by_wickets\n",
              "count    756.000000   756.000000  756.000000   756.000000      756.000000\n",
              "mean    1792.178571  2013.444444    0.025132    13.283069        3.350529\n",
              "std     3464.478148     3.366895    0.156630    23.471144        3.387963\n",
              "min        1.000000  2008.000000    0.000000     0.000000        0.000000\n",
              "25%      189.750000  2011.000000    0.000000     0.000000        0.000000\n",
              "50%      378.500000  2013.000000    0.000000     0.000000        4.000000\n",
              "75%      567.250000  2016.000000    0.000000    19.000000        6.000000\n",
              "max    11415.000000  2019.000000    1.000000   146.000000       10.000000"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IPITZvpjXWxy",
        "outputId": "1a41d552-32c8-4cc2-cc37-e7da2c536412",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "# get info\n",
        "data1.info()"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 756 entries, 0 to 755\n",
            "Data columns (total 18 columns):\n",
            " #   Column           Non-Null Count  Dtype \n",
            "---  ------           --------------  ----- \n",
            " 0   id               756 non-null    int64 \n",
            " 1   season           756 non-null    int64 \n",
            " 2   city             749 non-null    object\n",
            " 3   date             756 non-null    object\n",
            " 4   team1            756 non-null    object\n",
            " 5   team2            756 non-null    object\n",
            " 6   toss_winner      756 non-null    object\n",
            " 7   toss_decision    756 non-null    object\n",
            " 8   result           756 non-null    object\n",
            " 9   dl_applied       756 non-null    int64 \n",
            " 10  winner           752 non-null    object\n",
            " 11  win_by_runs      756 non-null    int64 \n",
            " 12  win_by_wickets   756 non-null    int64 \n",
            " 13  player_of_match  752 non-null    object\n",
            " 14  venue            756 non-null    object\n",
            " 15  umpire1          754 non-null    object\n",
            " 16  umpire2          754 non-null    object\n",
            " 17  umpire3          119 non-null    object\n",
            "dtypes: int64(5), object(13)\n",
            "memory usage: 106.4+ KB\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HLF4vF8HXemh",
        "outputId": "9f5afd7e-d02f-46bc-bccf-4e09e3281916",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "# checking null values\n",
        "data1.isnull().sum()"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "id                   0\n",
              "season               0\n",
              "city                 7\n",
              "date                 0\n",
              "team1                0\n",
              "team2                0\n",
              "toss_winner          0\n",
              "toss_decision        0\n",
              "result               0\n",
              "dl_applied           0\n",
              "winner               4\n",
              "win_by_runs          0\n",
              "win_by_wickets       0\n",
              "player_of_match      4\n",
              "venue                0\n",
              "umpire1              2\n",
              "umpire2              2\n",
              "umpire3            637\n",
              "dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xdiXX4HVl6uf",
        "outputId": "187753fb-e050-4983-c609-fac496d64331",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "# who became MOTM most\n",
        "data1.player_of_match.value_counts()"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "CH Gayle           21\n",
              "AB de Villiers     20\n",
              "MS Dhoni           17\n",
              "DA Warner          17\n",
              "RG Sharma          17\n",
              "                   ..\n",
              "SB Jakati           1\n",
              "K Paul              1\n",
              "AA Jhunjhunwala     1\n",
              "MN Samuels          1\n",
              "JEC Franklin        1\n",
              "Name: player_of_match, Length: 226, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ihbDc2d_mdXE",
        "outputId": "f3311fd1-2132-4800-e348-aef97f0228ee",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "# who became winner most\n",
        "data1.winner.value_counts()"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Mumbai Indians                 109\n",
              "Chennai Super Kings            100\n",
              "Kolkata Knight Riders           92\n",
              "Royal Challengers Bangalore     84\n",
              "Kings XI Punjab                 82\n",
              "Rajasthan Royals                75\n",
              "Delhi Daredevils                67\n",
              "Sunrisers Hyderabad             58\n",
              "Deccan Chargers                 29\n",
              "Gujarat Lions                   13\n",
              "Pune Warriors                   12\n",
              "Delhi Capitals                  10\n",
              "Rising Pune Supergiant          10\n",
              "Kochi Tuskers Kerala             6\n",
              "Rising Pune Supergiants          5\n",
              "Name: winner, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0avkK1AkmEav",
        "outputId": "9165ae06-8f81-41cd-a3e5-a7312d08851e",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "# where most of the matches are played\n",
        "data1.venue.value_counts()"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Eden Gardens                                            77\n",
              "M Chinnaswamy Stadium                                   73\n",
              "Wankhede Stadium                                        73\n",
              "Feroz Shah Kotla                                        67\n",
              "Rajiv Gandhi International Stadium, Uppal               56\n",
              "MA Chidambaram Stadium, Chepauk                         49\n",
              "Sawai Mansingh Stadium                                  47\n",
              "Punjab Cricket Association Stadium, Mohali              35\n",
              "Maharashtra Cricket Association Stadium                 21\n",
              "Dr DY Patil Sports Academy                              17\n",
              "Subrata Roy Sahara Stadium                              17\n",
              "Kingsmead                                               15\n",
              "Punjab Cricket Association IS Bindra Stadium, Mohali    14\n",
              "SuperSport Park                                         12\n",
              "Sardar Patel Stadium, Motera                            12\n",
              "Brabourne Stadium                                       11\n",
              "Dr. Y.S. Rajasekhara Reddy ACA-VDCA Cricket Stadium     11\n",
              "Saurashtra Cricket Association Stadium                  10\n",
              "Holkar Cricket Stadium                                   9\n",
              "Himachal Pradesh Cricket Association Stadium             9\n",
              "M. A. Chidambaram Stadium                                8\n",
              "Rajiv Gandhi Intl. Cricket Stadium                       8\n",
              "New Wanderers Stadium                                    8\n",
              "St George's Park                                         7\n",
              "Newlands                                                 7\n",
              "Dubai International Cricket Stadium                      7\n",
              "IS Bindra Stadium                                        7\n",
              "M. Chinnaswamy Stadium                                   7\n",
              "Barabati Stadium                                         7\n",
              "Sheikh Zayed Stadium                                     7\n",
              "Feroz Shah Kotla Ground                                  7\n",
              "JSCA International Stadium Complex                       7\n",
              "Shaheed Veer Narayan Singh International Stadium         6\n",
              "Sharjah Cricket Stadium                                  6\n",
              "Nehru Stadium                                            5\n",
              "Green Park                                               4\n",
              "Vidarbha Cricket Association Stadium, Jamtha             3\n",
              "De Beers Diamond Oval                                    3\n",
              "Buffalo Park                                             3\n",
              "OUTsurance Oval                                          2\n",
              "ACA-VDCA Stadium                                         2\n",
              "Name: venue, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LTuXXf4HmtL8",
        "outputId": "872a9cab-a366-46c5-f5ba-60f75dc01c11",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "# who was the umpire1 most of the time\n",
        "data1.umpire1.value_counts()"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "HDPK Dharmasena    73\n",
              "Asad Rauf          51\n",
              "S Ravi             49\n",
              "AK Chaudhary       43\n",
              "Aleem Dar          38\n",
              "                   ..\n",
              "A Nanda Kishore     1\n",
              "SJA Taufel          1\n",
              "Sundaram Ravi       1\n",
              "SL Shastri          1\n",
              "Nanda Kishore       1\n",
              "Name: umpire1, Length: 61, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bGy8kDkWm8i1",
        "outputId": "17e89472-4bf0-483e-fe4c-b733460e4a76",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "# who was the umpire2 most of the time\n",
        "data1.umpire2.value_counts()"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "S Ravi                   57\n",
              "C Shamshuddin            57\n",
              "SJA Taufel               54\n",
              "RJ Tucker                38\n",
              "CK Nandan                36\n",
              "                         ..\n",
              "Nand Kishore              1\n",
              "SD Fry                    1\n",
              "KN Ananthapadmanabhan     1\n",
              "Subroto Das               1\n",
              "JD Cloete                 1\n",
              "Name: umpire2, Length: 65, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dWLlrmZDm8XM",
        "outputId": "0d519c3c-4b28-4f32-d906-2667e38c6b1b",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "# who was the umpire3 most of the time\n",
        "data1.umpire3.value_counts()"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "C Shamshuddin              10\n",
              "O Nandan                   10\n",
              "Nitin Menon                10\n",
              "Anil Chaudhary              9\n",
              "S Ravi                      8\n",
              "Vineet Kulkarni             8\n",
              "Yeshwant Barde              7\n",
              "Anil Dandekar               7\n",
              "Bruce Oxenford              7\n",
              "Chris Gaffaney              6\n",
              "Rod Tucker                  5\n",
              "Marais Erasmus              5\n",
              "Nigel Llong                 4\n",
              "Nanda Kishore               3\n",
              "A Nanda Kishore             3\n",
              "Ian Gould                   3\n",
              "K Ananthapadmanabhan        2\n",
              "Virender Kumar Sharma       2\n",
              "A.D Deshmukh                2\n",
              "Ulhas Gandhe                2\n",
              "Kumar Dharmasena            2\n",
              "Sundaram Ravi               1\n",
              "Chettithody Shamshuddin     1\n",
              "KN Anantapadmanabhan        1\n",
              "KN Ananthapadmanabhan       1\n",
              "Name: umpire3, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MI1azpWtS8mG",
        "outputId": "fd79107f-d38d-4630-ed3b-85e220a6c699",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "# unique season with no. of records\n",
        "data1.season.value_counts()"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "2013    76\n",
              "2012    74\n",
              "2011    73\n",
              "2019    60\n",
              "2018    60\n",
              "2016    60\n",
              "2014    60\n",
              "2010    60\n",
              "2017    59\n",
              "2015    59\n",
              "2008    58\n",
              "2009    57\n",
              "Name: season, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0HBJdQ2EnzS4",
        "outputId": "f5e7a316-a131-47cd-dbb8-64dcf40d7a9d",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "# unique toss_decision with no. of records\n",
        "data1.toss_decision.value_counts()"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "field    463\n",
              "bat      293\n",
              "Name: toss_decision, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gxw-jmdPnzhA",
        "outputId": "0537f856-5f3c-481f-f081-6600889c3578",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "# unique result with no. of records\n",
        "data1.result.value_counts()"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "normal       743\n",
              "tie            9\n",
              "no result      4\n",
              "Name: result, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IIfhZhDgnzVY",
        "outputId": "a39bd8a5-c287-4e66-cfe2-bec25708c0c8",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "# unique dl_applied with no. of records\n",
        "data1.dl_applied.value_counts()"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0    737\n",
              "1     19\n",
              "Name: dl_applied, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AVvP9bGYqObA",
        "outputId": "3dbe20d1-da73-45a0-a301-ad130d1b18bc",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "# unique team1 with no. of records\n",
        "data1.team1.value_counts()"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Mumbai Indians                 101\n",
              "Kings XI Punjab                 91\n",
              "Chennai Super Kings             89\n",
              "Royal Challengers Bangalore     85\n",
              "Kolkata Knight Riders           83\n",
              "Delhi Daredevils                72\n",
              "Rajasthan Royals                67\n",
              "Sunrisers Hyderabad             63\n",
              "Deccan Chargers                 43\n",
              "Pune Warriors                   20\n",
              "Gujarat Lions                   14\n",
              "Rising Pune Supergiant           8\n",
              "Kochi Tuskers Kerala             7\n",
              "Rising Pune Supergiants          7\n",
              "Delhi Capitals                   6\n",
              "Name: team1, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SodkbQ6aUgmz",
        "outputId": "a5f4b4d0-e629-4053-a852-d1c181fc18df",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "# total winner count\n",
        "len(list(data1.winner.value_counts()))"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "15"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KUboswT4Uvtr",
        "outputId": "e4bbb782-2c26-44ec-deac-e15231fd0017",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "# unique winner with no. of records\n",
        "data1.winner.value_counts()"
      ],
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Mumbai Indians                 109\n",
              "Chennai Super Kings            100\n",
              "Kolkata Knight Riders           92\n",
              "Royal Challengers Bangalore     84\n",
              "Kings XI Punjab                 82\n",
              "Rajasthan Royals                75\n",
              "Delhi Daredevils                67\n",
              "Sunrisers Hyderabad             58\n",
              "Deccan Chargers                 29\n",
              "Gujarat Lions                   13\n",
              "Pune Warriors                   12\n",
              "Delhi Capitals                  10\n",
              "Rising Pune Supergiant          10\n",
              "Kochi Tuskers Kerala             6\n",
              "Rising Pune Supergiants          5\n",
              "Name: winner, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ccRBnv2bYkhP"
      },
      "source": [
        "# drop cols\n",
        "data1.drop('id', axis=1, inplace=True)\n",
        "data1.drop('city', axis=1, inplace=True)\n",
        "data1.drop('date', axis=1, inplace=True)\n",
        "data1.drop('venue', axis=1, inplace=True)\n",
        "data1.drop('umpire1', axis=1, inplace=True)\n",
        "data1.drop('umpire2', axis=1, inplace=True)\n",
        "data1.drop('umpire3', axis=1, inplace=True)"
      ],
      "execution_count": 20,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gVYysQh7itVK",
        "outputId": "71e5aecf-3116-4c71-d8dc-f5e8a9b0f390",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 229
        }
      },
      "source": [
        "# again checking\n",
        "data1.head()"
      ],
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>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",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2017</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2017</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2017</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2017</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2017</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",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   season                        team1  ... win_by_wickets player_of_match\n",
              "0    2017          Sunrisers Hyderabad  ...              0    Yuvraj Singh\n",
              "1    2017               Mumbai Indians  ...              7       SPD Smith\n",
              "2    2017                Gujarat Lions  ...             10         CA Lynn\n",
              "3    2017       Rising Pune Supergiant  ...              6      GJ Maxwell\n",
              "4    2017  Royal Challengers Bangalore  ...              0       KM Jadhav\n",
              "\n",
              "[5 rows x 11 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "EUCPp9leitig",
        "outputId": "59d7ef41-eef7-4298-da23-aee959e92387",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 410
        }
      },
      "source": [
        "# visualize the target variable\n",
        "g = sns.countplot(data1['winner'])\n",
        "plt.gcf().set_size_inches(30, 8)\n",
        "plt.show()"
      ],
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 2160x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mWPSNmW8nzPq"
      },
      "source": [
        "# getting all unique vals\n",
        "a_team = list(data1.team1.unique())\n",
        "a_season = list(data1.season.unique())\n",
        "a_toss_decision = list(data1.toss_decision.unique())\n",
        "a_result = list(data1.result.unique())"
      ],
      "execution_count": 23,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yY_FchzRwWNg"
      },
      "source": [
        "# label encoding for teams\n",
        "def idx(a, ter):\n",
        "  for i in range(0, len(a)):\n",
        "    if a[i] == ter:\n",
        "      return i+1"
      ],
      "execution_count": 24,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UNCIg0f3sY9N"
      },
      "source": [
        "# substitute values\n",
        "for i in range(0, len(data1.team1)):\n",
        "  data1.team1[i] = idx(a_team, data1.team1[i])\n",
        "\n",
        "for i in range(0, len(data1.team2)):\n",
        "  data1.team2[i] = idx(a_team, data1.team2[i])\n",
        "\n",
        "for i in range(0, len(data1.toss_winner)):\n",
        "  data1.toss_winner[i] = idx(a_team, data1.toss_winner[i])\n",
        "\n",
        "for i in range(0, len(data1.winner)):\n",
        "  data1.winner[i] = idx(a_team, data1.winner[i])\n",
        "\n",
        "for i in range(0, len(data1.season)):\n",
        "  data1.season[i] = idx(a_season, data1.season[i])\n",
        "\n",
        "for i in range(0, len(data1.toss_decision)):\n",
        "  data1.toss_decision[i] = idx(a_toss_decision, data1.toss_decision[i])\n",
        "\n",
        "for i in range(0, len(data1.result)):\n",
        "  data1.result[i] = idx(a_result, data1.result[i])"
      ],
      "execution_count": 25,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "l9e3hbqYMN23"
      },
      "source": [
        "# correct pred for draw match\n",
        "for i in range(0, len(data1.winner)):\n",
        "  if data1.winner[i] == None:\n",
        "    data1.winner[i] = 0"
      ],
      "execution_count": 26,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MiaLlb2g3943"
      },
      "source": [
        "# change the dtype from object to int\n",
        "data1['team1'] = data1['team1'].astype(str).astype(int)\n",
        "data1['team2'] = data1['team2'].astype(str).astype(int)\n",
        "data1['toss_winner'] = data1['toss_winner'].astype(str).astype(int)\n",
        "data1['season'] = data1['season'].astype(str).astype(int)\n",
        "data1['toss_decision'] = data1['toss_decision'].astype(str).astype(int)\n",
        "data1['result'] = data1['result'].astype(str).astype(int)\n",
        "data1['winner'] = data1['winner'].astype(str).astype(int)"
      ],
      "execution_count": 27,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "U_a1rHwNu5MS",
        "outputId": "34dba229-0924-4f40-eefa-6953544575a0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 195
        }
      },
      "source": [
        "data1.head()"
      ],
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>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",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>35</td>\n",
              "      <td>0</td>\n",
              "      <td>Yuvraj Singh</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>7</td>\n",
              "      <td>SPD Smith</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>10</td>\n",
              "      <td>CA Lynn</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>8</td>\n",
              "      <td>8</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>8</td>\n",
              "      <td>0</td>\n",
              "      <td>6</td>\n",
              "      <td>GJ Maxwell</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>7</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>15</td>\n",
              "      <td>0</td>\n",
              "      <td>KM Jadhav</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   season  team1  team2  ...  win_by_runs  win_by_wickets  player_of_match\n",
              "0       1      1      5  ...           35               0     Yuvraj Singh\n",
              "1       1      2      4  ...            0               7        SPD Smith\n",
              "2       1      3      6  ...            0              10          CA Lynn\n",
              "3       1      4      8  ...            0               6       GJ Maxwell\n",
              "4       1      5      7  ...           15               0        KM Jadhav\n",
              "\n",
              "[5 rows x 11 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 28
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cHiGuXs3itto"
      },
      "source": [
        "# splitting data\n",
        "X = data1.iloc[:, :-4]\n",
        "y = data1.iloc[:, 7]"
      ],
      "execution_count": 29,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UGvIqNPJitzZ",
        "outputId": "7b16be36-f9d2-4028-9125-8cd021404f16",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 613
        }
      },
      "source": [
        "# plotting in a heatmap\n",
        "corr = X.corr()\n",
        "plt.figure(figsize=(10,10))\n",
        "sns.heatmap(corr, annot=True, linewidths=0.05)"
      ],
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7eff38f2abe0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 30
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x720 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0yJ8Tschitwr",
        "outputId": "3ff3d66b-e925-45a7-9e8f-0a24d64a5ccd",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "# checking individual relations with pairplot\n",
        "sns.pairplot(X)"
      ],
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.PairGrid at 0x7eff38a35cf8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 31
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1260x1260 with 56 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DaW6RNaNitlw",
        "outputId": "455c42c4-7a3f-4734-8d4a-d52fbaf07d29",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "# checking individual distribution with histplot\n",
        "\n",
        "for id, column in enumerate(X.columns): \n",
        "    plt.figure(id)\n",
        "    X.hist(column=column, grid=False)"
      ],
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 0 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-o4-pLzgitZv",
        "outputId": "d6db08a2-f220-48bc-9273-7aba991ac791",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 254
        }
      },
      "source": [
        "# finding important feature\n",
        "\n",
        "li =[]\n",
        "rank = SelectKBest(chi2, k=5)\n",
        "fit = rank.fit(X, y)\n",
        "\n",
        "for i, (score, feature) in enumerate(zip(rank.scores_, X.columns)):\n",
        "    li.append((score, feature))\n",
        "    \n",
        "df1 = pd.DataFrame(li) \n",
        "df1.sort_values(by=[0], ascending = False)"
      ],
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>0</th>\n",
              "      <th>1</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>334.227411</td>\n",
              "      <td>team2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>333.083925</td>\n",
              "      <td>toss_winner</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>331.993685</td>\n",
              "      <td>team1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>179.505952</td>\n",
              "      <td>season</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>39.828872</td>\n",
              "      <td>dl_applied</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>15.536320</td>\n",
              "      <td>result</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>6.945487</td>\n",
              "      <td>toss_decision</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "            0              1\n",
              "2  334.227411          team2\n",
              "3  333.083925    toss_winner\n",
              "1  331.993685          team1\n",
              "0  179.505952         season\n",
              "6   39.828872     dl_applied\n",
              "5   15.536320         result\n",
              "4    6.945487  toss_decision"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 33
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MJElsjomDpiz",
        "outputId": "4f55bebc-449d-48fa-a88b-a8b0a28108e7",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 499
        }
      },
      "source": [
        "classes = ['0', '1', '2', '3', '4', '5', '6', '7', '8', '9', '10', '11', '12', '13', '14', '15']\n",
        "features = ['season', 'team1', 'team2', 'toss_winner', 'toss_decision', 'result', 'dl_applied']\n",
        "\n",
        "# Instantiate the visualizer\n",
        "visualizer = RadViz(classes=classes, features=features, size=(800, 600))\n",
        "\n",
        "# Fit the data to the visualizer\n",
        "visualizer.fit(X, y)\n",
        "\n",
        "# Transform the data\n",
        "visualizer.transform(X)\n",
        "\n",
        "# Draw/show/poof the data\n",
        "visualizer.poof()"
      ],
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 800x600 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FdRvkB_MNAns",
        "outputId": "26a80c82-0a62-429c-e05f-f321d40bf75b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 516
        }
      },
      "source": [
        "# Instantiate the visualizer\n",
        "visualizer = ParallelCoordinates(\n",
        "    classes=classes, \n",
        "    features=features, \n",
        "    normalize='standard', \n",
        "    sample = 0.1,\n",
        "    size=(800, 600)\n",
        ")\n",
        "\n",
        "# Fit the data to the visualizer\n",
        "visualizer.fit(X, y)\n",
        "\n",
        "# Transform the data\n",
        "visualizer.transform(X)\n",
        "\n",
        "# Draw/show/poof the data\n",
        "visualizer.poof()"
      ],
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 800x600 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UrLNwlgtNjJ2",
        "outputId": "70d360df-0620-4823-85ef-1558e8b1a0dd",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 331
        }
      },
      "source": [
        "visualizer = Rank2D(features=features, algorithm='covariance')\n",
        "\n",
        "visualizer.fit(X, y)                # Fit the data to the visualizer\n",
        "visualizer.transform(X.values)             # Transform the data\n",
        "visualizer.poof()                   # Draw/show/poof the data"
      ],
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VGAuYeAnNA_q",
        "outputId": "2b917e14-0051-4d4e-a94d-ce1916df7c79",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 331
        }
      },
      "source": [
        "visualizer = Rank2D(features=features, algorithm='pearson')\n",
        "\n",
        "visualizer.fit(X, y)                # Fit the data to the visualizer\n",
        "visualizer.transform(X.values)             # Transform the data\n",
        "visualizer.poof()                   # Draw/show/poof the data"
      ],
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_cCmKsFkNBEu",
        "outputId": "e28a80c8-7b6d-4880-97b9-6bb6e623f12c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 499
        }
      },
      "source": [
        "visualizer = Manifold(manifold='tsne', target='discrete', classes=classes, size=(800, 600))\n",
        "visualizer.fit_transform(X,y)\n",
        "visualizer.poof()"
      ],
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 800x600 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Xt-rVxpNNAld",
        "outputId": "8cad1f6c-47c0-4549-91e2-4110c0fb84da",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 530
        }
      },
      "source": [
        "# Create a new figure and axes\n",
        "_, ax = plt.subplots()\n",
        "\n",
        "# Create a cross-validation strategy\n",
        "cv = StratifiedKFold(12)\n",
        "\n",
        "# Create the CV score visualizer\n",
        "oz = CVScores(\n",
        "    LogisticRegression(), ax=ax, cv=cv, \n",
        "    scoring='f1_weighted', size=(800,600)\n",
        ")\n",
        "\n",
        "oz.fit(X, y)\n",
        "oz.poof()"
      ],
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 800x600 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "BcC5CVUUc5p0"
      },
      "source": [
        "#### DATA2"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "EZBGT1V1c1Bh",
        "outputId": "f877359b-f764-413c-9ac0-5aac61df0bc6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 383
        }
      },
      "source": [
        "# checking 1st 5 values\n",
        "data2.head()"
      ],
      "execution_count": 40,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>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",
              "  </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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>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>0</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>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>2</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",
              "</div>"
            ],
            "text/plain": [
              "   match_id  inning  ... dismissal_kind fielder\n",
              "0         1       1  ...            NaN     NaN\n",
              "1         1       1  ...            NaN     NaN\n",
              "2         1       1  ...            NaN     NaN\n",
              "3         1       1  ...            NaN     NaN\n",
              "4         1       1  ...            NaN     NaN\n",
              "\n",
              "[5 rows x 21 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 40
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dHiuXgrTiIe5",
        "outputId": "c2b77641-5b32-4583-bd94-ce304b72832c",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "data2.shape"
      ],
      "execution_count": 41,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(179078, 21)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 41
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "A6vExPLzc3TC",
        "outputId": "de67c378-e165-40a4-b3d4-dd2021336aec",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 304
        }
      },
      "source": [
        "# summery\n",
        "data2.describe()"
      ],
      "execution_count": 42,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>over</th>\n",
              "      <th>ball</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",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>179078.000000</td>\n",
              "      <td>179078.000000</td>\n",
              "      <td>179078.000000</td>\n",
              "      <td>179078.000000</td>\n",
              "      <td>179078.000000</td>\n",
              "      <td>179078.000000</td>\n",
              "      <td>179078.000000</td>\n",
              "      <td>179078.000000</td>\n",
              "      <td>179078.000000</td>\n",
              "      <td>179078.000000</td>\n",
              "      <td>179078.000000</td>\n",
              "      <td>179078.000000</td>\n",
              "      <td>179078.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>1802.252957</td>\n",
              "      <td>1.482952</td>\n",
              "      <td>10.162488</td>\n",
              "      <td>3.615587</td>\n",
              "      <td>0.000452</td>\n",
              "      <td>0.036721</td>\n",
              "      <td>0.004936</td>\n",
              "      <td>0.021136</td>\n",
              "      <td>0.004183</td>\n",
              "      <td>0.000056</td>\n",
              "      <td>1.246864</td>\n",
              "      <td>0.067032</td>\n",
              "      <td>1.313897</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>3472.322805</td>\n",
              "      <td>0.502074</td>\n",
              "      <td>5.677684</td>\n",
              "      <td>1.806966</td>\n",
              "      <td>0.021263</td>\n",
              "      <td>0.251161</td>\n",
              "      <td>0.116480</td>\n",
              "      <td>0.194908</td>\n",
              "      <td>0.070492</td>\n",
              "      <td>0.016709</td>\n",
              "      <td>1.608270</td>\n",
              "      <td>0.342553</td>\n",
              "      <td>1.605422</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>190.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>379.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>4.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>567.000000</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>15.000000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>11415.000000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>20.000000</td>\n",
              "      <td>9.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>4.000000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>7.000000</td>\n",
              "      <td>7.000000</td>\n",
              "      <td>10.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "            match_id         inning  ...     extra_runs     total_runs\n",
              "count  179078.000000  179078.000000  ...  179078.000000  179078.000000\n",
              "mean     1802.252957       1.482952  ...       0.067032       1.313897\n",
              "std      3472.322805       0.502074  ...       0.342553       1.605422\n",
              "min         1.000000       1.000000  ...       0.000000       0.000000\n",
              "25%       190.000000       1.000000  ...       0.000000       0.000000\n",
              "50%       379.000000       1.000000  ...       0.000000       1.000000\n",
              "75%       567.000000       2.000000  ...       0.000000       1.000000\n",
              "max     11415.000000       5.000000  ...       7.000000      10.000000\n",
              "\n",
              "[8 rows x 13 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 42
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1njBAcQFdqt-",
        "outputId": "448f8f63-c40f-403a-8952-7984b9d9b9fe",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "# get info\n",
        "data2.info()"
      ],
      "execution_count": 43,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 179078 entries, 0 to 179077\n",
            "Data columns (total 21 columns):\n",
            " #   Column            Non-Null Count   Dtype \n",
            "---  ------            --------------   ----- \n",
            " 0   match_id          179078 non-null  int64 \n",
            " 1   inning            179078 non-null  int64 \n",
            " 2   batting_team      179078 non-null  object\n",
            " 3   bowling_team      179078 non-null  object\n",
            " 4   over              179078 non-null  int64 \n",
            " 5   ball              179078 non-null  int64 \n",
            " 6   batsman           179078 non-null  object\n",
            " 7   non_striker       179078 non-null  object\n",
            " 8   bowler            179078 non-null  object\n",
            " 9   is_super_over     179078 non-null  int64 \n",
            " 10  wide_runs         179078 non-null  int64 \n",
            " 11  bye_runs          179078 non-null  int64 \n",
            " 12  legbye_runs       179078 non-null  int64 \n",
            " 13  noball_runs       179078 non-null  int64 \n",
            " 14  penalty_runs      179078 non-null  int64 \n",
            " 15  batsman_runs      179078 non-null  int64 \n",
            " 16  extra_runs        179078 non-null  int64 \n",
            " 17  total_runs        179078 non-null  int64 \n",
            " 18  player_dismissed  8834 non-null    object\n",
            " 19  dismissal_kind    8834 non-null    object\n",
            " 20  fielder           6448 non-null    object\n",
            "dtypes: int64(13), object(8)\n",
            "memory usage: 28.7+ MB\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "m6tN7FupdrOi",
        "outputId": "eed90bc7-8d46-48d2-92d5-5169e3a121d9",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "# checking null values\n",
        "data2.isnull().sum()"
      ],
      "execution_count": 44,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "match_id                 0\n",
              "inning                   0\n",
              "batting_team             0\n",
              "bowling_team             0\n",
              "over                     0\n",
              "ball                     0\n",
              "batsman                  0\n",
              "non_striker              0\n",
              "bowler                   0\n",
              "is_super_over            0\n",
              "wide_runs                0\n",
              "bye_runs                 0\n",
              "legbye_runs              0\n",
              "noball_runs              0\n",
              "penalty_runs             0\n",
              "batsman_runs             0\n",
              "extra_runs               0\n",
              "total_runs               0\n",
              "player_dismissed    170244\n",
              "dismissal_kind      170244\n",
              "fielder             172630\n",
              "dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 44
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "m5XVHKRWdqkH",
        "outputId": "39646a9a-179a-4f5a-ac94-96963c691b64",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "# get dismissed values\n",
        "data2.player_dismissed.value_counts()"
      ],
      "execution_count": 45,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "SK Raina         162\n",
              "RG Sharma        155\n",
              "RV Uthappa       153\n",
              "V Kohli          143\n",
              "S Dhawan         137\n",
              "                ... \n",
              "S Kaushik          1\n",
              "SJ Srivastava      1\n",
              "BA Bhatt           1\n",
              "BE Hendricks       1\n",
              "UA Birla           1\n",
              "Name: player_dismissed, Length: 487, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 45
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "34elqEChkDZk",
        "outputId": "5efeceba-347d-45ca-9407-4090421e89f9",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "# get dismissed types\n",
        "data2.dismissal_kind.value_counts()"
      ],
      "execution_count": 46,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "caught                   5348\n",
              "bowled                   1581\n",
              "run out                   852\n",
              "lbw                       540\n",
              "stumped                   278\n",
              "caught and bowled         211\n",
              "retired hurt               12\n",
              "hit wicket                 10\n",
              "obstructing the field       2\n",
              "Name: dismissal_kind, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 46
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0SyOHs_WlDo0",
        "outputId": "27db243a-1e88-4761-9d4d-8aa1e92ea7ac",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "# get filder names\n",
        "data2.fielder.value_counts()"
      ],
      "execution_count": 47,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "MS Dhoni           159\n",
              "KD Karthik         152\n",
              "RV Uthappa         125\n",
              "SK Raina           115\n",
              "AB de Villiers     114\n",
              "                  ... \n",
              "M Kaif (sub)         1\n",
              "AN Ghosh             1\n",
              "S Warrier            1\n",
              "J Syed Mohammad      1\n",
              "R Ninan              1\n",
              "Name: fielder, Length: 499, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 47
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ODsK9lISlEFk",
        "outputId": "80f8f38d-db1d-4ed1-e65b-bd5acff72cef",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "# get batsman name who stays for long time\n",
        "data2.batsman.value_counts()"
      ],
      "execution_count": 48,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "V Kohli          4211\n",
              "SK Raina         4044\n",
              "RG Sharma        3816\n",
              "S Dhawan         3776\n",
              "G Gambhir        3524\n",
              "                 ... \n",
              "DP Vijaykumar       1\n",
              "NJ Rimmington       1\n",
              "S Lamichhane        1\n",
              "C Nanda             1\n",
              "U Kaul              1\n",
              "Name: batsman, Length: 516, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 48
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YUccxEa6lEjE",
        "outputId": "0416494a-124b-4a10-9c02-6b432fa8e296",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "# get bowler name who stays for long time\n",
        "data2.bowler.value_counts()"
      ],
      "execution_count": 49,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Harbhajan Singh    3451\n",
              "A Mishra           3172\n",
              "PP Chawla          3157\n",
              "R Ashwin           3016\n",
              "SL Malinga         2974\n",
              "                   ... \n",
              "P Prasanth            6\n",
              "RS Gavaskar           6\n",
              "SPD Smith             2\n",
              "SN Khan               2\n",
              "AC Gilchrist          1\n",
              "Name: bowler, Length: 405, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 49
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RDMDNrCWlEx-",
        "outputId": "43063d03-65b3-4756-e538-8d6005503d06",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "# get total wide run\n",
        "data2.wide_runs.value_counts()"
      ],
      "execution_count": 50,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0    173673\n",
              "1      4915\n",
              "2       230\n",
              "5       208\n",
              "3        47\n",
              "4         5\n",
              "Name: wide_runs, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 50
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vl1QQNlqlEWu",
        "outputId": "a833006c-fabd-4605-8544-1a9feed9b689",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "# get total bye_runs run\n",
        "data2.bye_runs.value_counts()"
      ],
      "execution_count": 51,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0    178598\n",
              "1       324\n",
              "4       123\n",
              "2        31\n",
              "3         2\n",
              "Name: bye_runs, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 51
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yzGO-HBFlD5j",
        "outputId": "32502862-4bc9-41f4-b29a-04b37b9cbe3f",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "# get total legbye_runs run\n",
        "data2.legbye_runs.value_counts()"
      ],
      "execution_count": 52,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0    176141\n",
              "1      2558\n",
              "4       220\n",
              "2       138\n",
              "3        17\n",
              "5         4\n",
              "Name: legbye_runs, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 52
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wPvKcQtVlDbF",
        "outputId": "728aecbc-ff84-41ca-acaa-2bea8402115d",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "# total no balls\n",
        "data2.noball_runs.value_counts()"
      ],
      "execution_count": 53,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0    178364\n",
              "1       698\n",
              "2         9\n",
              "5         6\n",
              "3         1\n",
              "Name: noball_runs, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 53
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "W-zPcKrIdmz3"
      },
      "source": [
        "# drop cols\n",
        "data2.drop('match_id', axis=1, inplace=True)\n",
        "data2.drop('player_dismissed', axis=1, inplace=True)\n",
        "data2.drop('dismissal_kind', axis=1, inplace=True)\n",
        "data2.drop('fielder', axis=1, inplace=True)"
      ],
      "execution_count": 54,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AomROPO8dpZX",
        "outputId": "a348abd7-25f7-457f-9fa9-5224bc993a58",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 666
        }
      },
      "source": [
        "# plotting in a heatmap\n",
        "corr = data2.corr()\n",
        "plt.figure(figsize=(10,10))\n",
        "sns.heatmap(corr, annot=True, linewidths=0.05)"
      ],
      "execution_count": 55,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7eff38f2a4e0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 55
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x720 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}