IPLdataAnalysis.ipynb

{
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  "metadata": {
    "colab": {
      "name": "IPLdataAnalysis.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "toc_visible": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "s7VHpgWJ2hLv"
      },
      "source": [
        "import numpy as np \n",
        "import pandas as pd \n",
        "import matplotlib.pyplot as plt \n",
        "import seaborn as sns \n",
        "%matplotlib inline\n",
        "sns.set_style(\"darkgrid\")\n",
        "plt.rcParams['figure.figsize'] = (14, 8)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KRMgcKgJ62dQ",
        "outputId": "362efbec-9995-4071-9e4d-f6dc21a253dd",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        }
      },
      "source": [
        "%cd sample_data"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[Errno 2] No such file or directory: 'sample_data'\n",
            "/content/sample_data\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GVE7wz4p5jTg"
      },
      "source": [
        "del_df = pd.read_csv(\"deliveries.csv\")\n",
        "match_df = pd.read_csv(\"matches.csv\")"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "p98l_3MZN23y",
        "outputId": "6eb64e4c-cd14-47cf-95dc-b31c1b656007",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 445
        }
      },
      "source": [
        "match_df.head()"
      ],
      "execution_count": null,
      "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>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": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1QO6vxkaOCLx",
        "outputId": "fd70e261-378c-4265-9706-da92192c8bf2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 350
        }
      },
      "source": [
        "import sweetviz as sv\n",
        "\n",
        "my_report = sv.analyze(match_df)\n",
        "my_report.show_html()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "error",
          "ename": "ModuleNotFoundError",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-23-936e76bf673d>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mimport\u001b[0m \u001b[0msweetviz\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0msv\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0mmy_report\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msv\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0manalyze\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmatch_df\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mmy_report\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshow_html\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'sweetviz'",
            "",
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0;32m\nNOTE: If your import is failing due to a missing package, you can\nmanually install dependencies using either !pip or !apt.\n\nTo view examples of installing some common dependencies, click the\n\"Open Examples\" button below.\n\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Ns62vvI3Wj7R",
        "outputId": "e170483a-a193-4c84-df44-f1a55d4ce94f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 180
        }
      },
      "source": [
        "my_report_2 = sv.analyze(del_df)\n",
        "my_report_2.show_html()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "error",
          "ename": "NameError",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-22-34c9b30b078f>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mmy_report_2\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msv\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0manalyze\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdel_df\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mmy_report_2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshow_html\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mNameError\u001b[0m: name 'sv' is not defined"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2Iv_3BpIqLNz",
        "outputId": "3e7d3d69-582b-4bb7-9517-8e3e174c2d21",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "match_df.shape"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(756, 18)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 29
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tLDHbl6nqTMx",
        "outputId": "f56cb968-0073-4e63-dc4d-2e0ad1a39d36",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 445
        }
      },
      "source": [
        "match_df.head()"
      ],
      "execution_count": null,
      "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>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": 94
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jWRJIOH-H0Wk",
        "outputId": "1d1ec756-7dc1-49d9-aca8-52dd46adf5f3",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "import warnings\n",
        "warnings.simplefilter(action='ignore', category=FutureWarning)\n",
        "sns.set_style(\"darkgrid\")\n",
        "ls=match_df['venue'].value_counts().sort_values(ascending=False)\n",
        "plt.figure(figsize=(15,8))\n",
        "temp =sns.barplot(ls.index, ls.values, alpha=0.8)\n",
        "plt.title('MOST PLAYED VENUE')\n",
        "plt.ylabel('COUNT', fontsize=14)\n",
        "plt.xlabel('NAME OF THE STADIUMS', fontsize=15)\n",
        "temp.set_xticklabels(rotation=90,labels=ls.index,fontsize=10)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1500x800 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oNv9NdDVJjjN",
        "outputId": "65f9f201-aa0c-40e7-cf7d-3eaf8062181f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 575
        }
      },
      "source": [
        "temp=pd.concat([match_df['umpire1'],match_df['umpire2']]).value_counts().sort_values(ascending=False)\n",
        "plt.figure(figsize=(20,5))\n",
        "Most_umpired =sns.barplot(x=temp.index, y=temp.values, alpha=0.9)\n",
        "\n",
        "plt.title('Favorite umpire')\n",
        "plt.ylabel('Count', fontsize=12)\n",
        "plt.xlabel('Name of the Umpire', fontsize=15)\n",
        "Most_umpired.set_xticklabels(rotation=90,labels=temp.index,fontsize=15)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 2000x500 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wIZPQVkBKVqT",
        "outputId": "12ff7ecd-7c49-44ce-e9c8-604acec1692f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 484
        }
      },
      "source": [
        "Delhi_stadium=match_df.loc[(match_df['venue']=='Feroz Shah Kotla') ]\n",
        "Delhi_stadium_win_by_runs=Delhi_stadium[Delhi_stadium['win_by_runs']>0]\n",
        "slices=[len(Delhi_stadium_win_by_runs),len(Delhi_stadium)-len(Delhi_stadium_win_by_runs)]\n",
        "labels=['Batting first','Batting Second']\n",
        "plt.pie(slices,labels=labels,startangle=20,shadow=1,explode=(0,0.2),autopct='%2.3f%%',colors=['#1519ef','#fc4811'])\n",
        "plt.title('Feroz Shah Kotla')\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1008x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Py5FULbrMExL",
        "outputId": "c325ce73-efc2-4979-bca7-8730bfca2dfb",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 361
        }
      },
      "source": [
        "Chennai_stadium=match_df.loc[(match_df['venue']=='MA Chidambaram Stadium, Chepauk') ]\n",
        "Chennai_stadium_win_by_runs=Chennai_stadium[Chennai_stadium['win_by_runs']>0]\n",
        "slices=[len(Chennai_stadium_win_by_runs),len(Chennai_stadium)-len(Chennai_stadium_win_by_runs)]\n",
        "labels=['Batting first','Batting Second']\n",
        "plt.pie(slices,labels=labels,startangle=90,shadow=1,explode=(0,0.2),autopct='%4.2f%%',colors=['#11fcf4','#ef09aa'])\n",
        "plt.title('MA Chidambaram Stadium, Chepauk')\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 600x400 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_LUFA4qZOOnI"
      },
      "source": [
        "batsman_grp = del_df.groupby([\"match_id\", \"inning\", \"batting_team\", \"batsman\"])\n",
        "#batsmen = batsman_grp[\"batsman_runs\"].sum().reset_index()\n",
        "batsmen = match_df[['id','season']].merge(batsmen, left_on = 'id', right_on = 'match_id', how = 'left').drop('id', axis = 1)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RWvbjCU_SIf1",
        "outputId": "791bb2f7-363d-423c-d82d-865b06de9488",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 419
        }
      },
      "source": [
        "batsmen"
      ],
      "execution_count": null,
      "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>match_id</th>\n",
              "      <th>inning</th>\n",
              "      <th>batting_team</th>\n",
              "      <th>batsman</th>\n",
              "      <th>batsman_runs</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2017</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Sunrisers Hyderabad</td>\n",
              "      <td>BCJ Cutting</td>\n",
              "      <td>16.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2017</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Sunrisers Hyderabad</td>\n",
              "      <td>DA Warner</td>\n",
              "      <td>14.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2017</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Sunrisers Hyderabad</td>\n",
              "      <td>DJ Hooda</td>\n",
              "      <td>16.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2017</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Sunrisers Hyderabad</td>\n",
              "      <td>MC Henriques</td>\n",
              "      <td>52.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2017</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Sunrisers Hyderabad</td>\n",
              "      <td>S Dhawan</td>\n",
              "      <td>40.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5681</th>\n",
              "      <td>2019</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5682</th>\n",
              "      <td>2019</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5683</th>\n",
              "      <td>2019</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5684</th>\n",
              "      <td>2019</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5685</th>\n",
              "      <td>2019</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5686 rows × 6 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "      season  match_id  inning         batting_team       batsman  batsman_runs\n",
              "0       2017       1.0     1.0  Sunrisers Hyderabad   BCJ Cutting          16.0\n",
              "1       2017       1.0     1.0  Sunrisers Hyderabad     DA Warner          14.0\n",
              "2       2017       1.0     1.0  Sunrisers Hyderabad      DJ Hooda          16.0\n",
              "3       2017       1.0     1.0  Sunrisers Hyderabad  MC Henriques          52.0\n",
              "4       2017       1.0     1.0  Sunrisers Hyderabad      S Dhawan          40.0\n",
              "...      ...       ...     ...                  ...           ...           ...\n",
              "5681    2019       NaN     NaN                  NaN           NaN           NaN\n",
              "5682    2019       NaN     NaN                  NaN           NaN           NaN\n",
              "5683    2019       NaN     NaN                  NaN           NaN           NaN\n",
              "5684    2019       NaN     NaN                  NaN           NaN           NaN\n",
              "5685    2019       NaN     NaN                  NaN           NaN           NaN\n",
              "\n",
              "[5686 rows x 6 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Y8AiL0tsOWDh",
        "outputId": "2810bbff-795d-4e81-8e44-86f3b6578013",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 278
        }
      },
      "source": [
        "batsman_runsperseason = batsmen.groupby(['season', 'batting_team', 'batsman'])['batsman_runs'].sum().reset_index()\n",
        "batsman_runsperseason = batsman_runsperseason.groupby(['season', 'batsman'])['batsman_runs'].sum().unstack().T\n",
        "batsman_runsperseason['Total'] = batsman_runsperseason.sum(axis=1)\n",
        "batsman_runsperseason = batsman_runsperseason.sort_values(by = 'Total', ascending = False).drop('Total', 1)\n",
        "ax = batsman_runsperseason[:7].T.plot()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "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": "wqlkfURaahSS",
        "outputId": "aa6654bb-da58-4edb-f3af-1612e3a40b65",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 420
        }
      },
      "source": [
        "batsman_runsperseason"
      ],
      "execution_count": null,
      "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>season</th>\n",
              "      <th>2008</th>\n",
              "      <th>2009</th>\n",
              "      <th>2010</th>\n",
              "      <th>2011</th>\n",
              "      <th>2012</th>\n",
              "      <th>2017</th>\n",
              "      <th>Total</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>batsman</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>A Ashish Reddy</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>10.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>10.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>A Chopra</th>\n",
              "      <td>42.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>53.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>A Choudhary</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>25.0</td>\n",
              "      <td>25.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>A Flintoff</th>\n",
              "      <td>NaN</td>\n",
              "      <td>62.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>62.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>A Kumble</th>\n",
              "      <td>13.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>35.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>YV Takawale</th>\n",
              "      <td>70.0</td>\n",
              "      <td>18.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>88.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Yashpal Singh</th>\n",
              "      <td>NaN</td>\n",
              "      <td>47.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>47.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Younis Khan</th>\n",
              "      <td>3.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>3.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Yuvraj Singh</th>\n",
              "      <td>299.0</td>\n",
              "      <td>340.0</td>\n",
              "      <td>259.0</td>\n",
              "      <td>343.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>252.0</td>\n",
              "      <td>1493.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Z Khan</th>\n",
              "      <td>34.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>24.0</td>\n",
              "      <td>21.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>102.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>402 rows × 7 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "season           2008   2009   2010   2011  2012   2017   Total\n",
              "batsman                                                        \n",
              "A Ashish Reddy    NaN    NaN    NaN    NaN  10.0    NaN    10.0\n",
              "A Chopra         42.0   11.0    NaN    NaN   NaN    NaN    53.0\n",
              "A Choudhary       NaN    NaN    NaN    NaN   NaN   25.0    25.0\n",
              "A Flintoff        NaN   62.0    NaN    NaN   NaN    NaN    62.0\n",
              "A Kumble         13.0   16.0    6.0    NaN   NaN    NaN    35.0\n",
              "...               ...    ...    ...    ...   ...    ...     ...\n",
              "YV Takawale      70.0   18.0    NaN    NaN   NaN    NaN    88.0\n",
              "Yashpal Singh     NaN   47.0    NaN    NaN   NaN    NaN    47.0\n",
              "Younis Khan       3.0    NaN    NaN    NaN   NaN    NaN     3.0\n",
              "Yuvraj Singh    299.0  340.0  259.0  343.0   NaN  252.0  1493.0\n",
              "Z Khan           34.0    8.0   24.0   21.0  11.0    4.0   102.0\n",
              "\n",
              "[402 rows x 7 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PB67HeLVn8ot",
        "outputId": "b05bcaac-35cf-4477-85e4-f3a71684effd",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "import numpy as np\n",
        "toss = match_df.groupby(['season', 'toss_winner']).winner.value_counts().reset_index(name = 'count')\n",
        "toss['result'] = np.where(toss.toss_winner == toss.winner, 'won', 'lost')\n",
        "toss_result = toss.groupby(['season', 'toss_winner','result'])['count'].sum().reset_index()\n",
        "\n",
        "for x in range(2008, 2017, 1):\n",
        "    toss_result_x = toss_result[toss_result['season'] == x]\n",
        "    plot = sns.barplot(x=\"toss_winner\", y=\"count\", hue=\"result\", data=toss_result_x)\n",
        "    plot.set_title('Matches won/lost by teams winning toss \\nSeason ' +str(x))\n",
        "    plot.set_xticklabels(toss_result_x['toss_winner'],rotation=30)\n",
        "    plt.show()\n",
        "    x+=1"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 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": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 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": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 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": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 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": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    }
  ]
}