Random_Forest_model_on_NFL_team_stats.ipynb

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  "metadata": {
    "colab": {
      "name": "Random Forest model on NFL team stats.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
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    "language_info": {
      "name": "python"
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  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "# **Importing libararies**"
      ],
      "metadata": {
        "id": "vMEae6YpNJ0Q"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import seaborn as sns \n",
        "import matplotlib.pyplot as plt\n",
        "from sklearn.preprocessing import LabelEncoder\n",
        "import warnings\n",
        "warnings.filterwarnings('ignore')"
      ],
      "metadata": {
        "id": "mls9tNnlNRfw"
      },
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Import dataset**"
      ],
      "metadata": {
        "id": "lU-GvWbfNnWo"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df=pd.read_csv('nfl_team_stats.csv')\n",
        "df.head()"
      ],
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          "height": 357
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      "execution_count": 2,
      "outputs": [
        {
          "output_type": "execute_result",
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            "text/plain": [
              "         date      away     home  ...  score_away  score_home home_team_won\n",
              "0  2002-09-05     49ers   Giants  ...          16          13            no\n",
              "1  2002-09-08      Jets    Bills  ...          37          31            no\n",
              "2  2002-09-08   Vikings    Bears  ...          23          27           yes\n",
              "3  2002-09-08  Chargers  Bengals  ...          34           6            no\n",
              "4  2002-09-08    Chiefs   Browns  ...          40          39            no\n",
              "\n",
              "[5 rows x 40 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 2
        }
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    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Data preprocessing**"
      ],
      "metadata": {
        "id": "VbkoEUFoOq4X"
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      "cell_type": "code",
      "source": [
        "df.info()"
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        "id": "LrBUVRSkO083",
        "outputId": "31e9bb2d-9e6f-448c-9c10-f3a5362d2001"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 5072 entries, 0 to 5071\n",
            "Data columns (total 40 columns):\n",
            " #   Column                 Non-Null Count  Dtype \n",
            "---  ------                 --------------  ----- \n",
            " 0   date                   5072 non-null   object\n",
            " 1   away                   5072 non-null   object\n",
            " 2   home                   5072 non-null   object\n",
            " 3   first_downs_away       5072 non-null   int64 \n",
            " 4   first_downs_home       5072 non-null   int64 \n",
            " 5   third_downs_away       5072 non-null   object\n",
            " 6   third_downs_home       5072 non-null   object\n",
            " 7   fourth_downs_away      5072 non-null   object\n",
            " 8   fourth_downs_home      5072 non-null   object\n",
            " 9   passing_yards_away     5072 non-null   int64 \n",
            " 10  passing_yards_home     5072 non-null   int64 \n",
            " 11  rushing_yards_away     5072 non-null   int64 \n",
            " 12  rushing_yards_home     5072 non-null   int64 \n",
            " 13  total_yards_away       5072 non-null   int64 \n",
            " 14  total_yards_home       5072 non-null   int64 \n",
            " 15  comp_att_away          5072 non-null   object\n",
            " 16  comp_att_home          5072 non-null   object\n",
            " 17  sacks_away             5072 non-null   object\n",
            " 18  sacks_home             5072 non-null   object\n",
            " 19  rushing_attempts_away  5072 non-null   int64 \n",
            " 20  rushing_attempts_home  5072 non-null   int64 \n",
            " 21  fumbles_away           5072 non-null   int64 \n",
            " 22  fumbles_home           5072 non-null   int64 \n",
            " 23  int_away               5072 non-null   int64 \n",
            " 24  int_home               5072 non-null   int64 \n",
            " 25  turnovers_away         5072 non-null   int64 \n",
            " 26  turnovers_home         5072 non-null   int64 \n",
            " 27  penalties_away         5072 non-null   object\n",
            " 28  penalties_home         5072 non-null   object\n",
            " 29  redzone_away           5072 non-null   object\n",
            " 30  redzone_home           5072 non-null   object\n",
            " 31  drives_away            5072 non-null   int64 \n",
            " 32  drives_home            5072 non-null   int64 \n",
            " 33  def_st_td_away         5072 non-null   int64 \n",
            " 34  def_st_td_home         5072 non-null   int64 \n",
            " 35  possession_away        5072 non-null   object\n",
            " 36  possession_home        5072 non-null   object\n",
            " 37  score_away             5072 non-null   int64 \n",
            " 38  score_home             5072 non-null   int64 \n",
            " 39  home_team_won          5072 non-null   object\n",
            "dtypes: int64(22), object(18)\n",
            "memory usage: 1.5+ MB\n"
          ]
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      "source": [
        "df.describe()"
      ],
      "metadata": {
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        "id": "4Qp8HnQyO29v",
        "outputId": "00f8bc68-07e7-454e-8d74-fe71326a51e3"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
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              "        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>first_downs_away</th>\n",
              "      <th>first_downs_home</th>\n",
              "      <th>passing_yards_away</th>\n",
              "      <th>passing_yards_home</th>\n",
              "      <th>rushing_yards_away</th>\n",
              "      <th>rushing_yards_home</th>\n",
              "      <th>total_yards_away</th>\n",
              "      <th>total_yards_home</th>\n",
              "      <th>rushing_attempts_away</th>\n",
              "      <th>rushing_attempts_home</th>\n",
              "      <th>fumbles_away</th>\n",
              "      <th>fumbles_home</th>\n",
              "      <th>int_away</th>\n",
              "      <th>int_home</th>\n",
              "      <th>turnovers_away</th>\n",
              "      <th>turnovers_home</th>\n",
              "      <th>drives_away</th>\n",
              "      <th>drives_home</th>\n",
              "      <th>def_st_td_away</th>\n",
              "      <th>def_st_td_home</th>\n",
              "      <th>score_away</th>\n",
              "      <th>score_home</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>5072.000000</td>\n",
              "      <td>5072.000000</td>\n",
              "      <td>5072.000000</td>\n",
              "      <td>5072.000000</td>\n",
              "      <td>5072.000000</td>\n",
              "      <td>5072.000000</td>\n",
              "      <td>5072.000000</td>\n",
              "      <td>5072.000000</td>\n",
              "      <td>5072.000000</td>\n",
              "      <td>5072.000000</td>\n",
              "      <td>5072.000000</td>\n",
              "      <td>5072.000000</td>\n",
              "      <td>5072.000000</td>\n",
              "      <td>5072.000000</td>\n",
              "      <td>5072.000000</td>\n",
              "      <td>5072.000000</td>\n",
              "      <td>5072.000000</td>\n",
              "      <td>5072.000000</td>\n",
              "      <td>5072.000000</td>\n",
              "      <td>5072.000000</td>\n",
              "      <td>5072.000000</td>\n",
              "      <td>5072.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>18.988170</td>\n",
              "      <td>19.894125</td>\n",
              "      <td>221.475355</td>\n",
              "      <td>227.372437</td>\n",
              "      <td>110.376972</td>\n",
              "      <td>117.759464</td>\n",
              "      <td>331.852326</td>\n",
              "      <td>345.131901</td>\n",
              "      <td>26.636632</td>\n",
              "      <td>27.705244</td>\n",
              "      <td>0.646096</td>\n",
              "      <td>0.643927</td>\n",
              "      <td>0.960174</td>\n",
              "      <td>0.908320</td>\n",
              "      <td>1.606270</td>\n",
              "      <td>1.552248</td>\n",
              "      <td>12.353115</td>\n",
              "      <td>12.287066</td>\n",
              "      <td>0.339117</td>\n",
              "      <td>0.356270</td>\n",
              "      <td>21.096609</td>\n",
              "      <td>23.383675</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>5.084482</td>\n",
              "      <td>4.986397</td>\n",
              "      <td>79.055399</td>\n",
              "      <td>78.142467</td>\n",
              "      <td>50.869783</td>\n",
              "      <td>52.190436</td>\n",
              "      <td>86.520083</td>\n",
              "      <td>83.982084</td>\n",
              "      <td>7.876403</td>\n",
              "      <td>7.844002</td>\n",
              "      <td>0.815660</td>\n",
              "      <td>0.803627</td>\n",
              "      <td>1.026176</td>\n",
              "      <td>1.002892</td>\n",
              "      <td>1.341414</td>\n",
              "      <td>1.327482</td>\n",
              "      <td>2.632135</td>\n",
              "      <td>2.532612</td>\n",
              "      <td>0.802373</td>\n",
              "      <td>0.824734</td>\n",
              "      <td>10.118024</td>\n",
              "      <td>10.306479</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>3.000000</td>\n",
              "      <td>3.000000</td>\n",
              "      <td>-7.000000</td>\n",
              "      <td>6.000000</td>\n",
              "      <td>-18.000000</td>\n",
              "      <td>-3.000000</td>\n",
              "      <td>26.000000</td>\n",
              "      <td>77.000000</td>\n",
              "      <td>6.000000</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>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>15.000000</td>\n",
              "      <td>16.750000</td>\n",
              "      <td>165.000000</td>\n",
              "      <td>173.000000</td>\n",
              "      <td>74.000000</td>\n",
              "      <td>81.000000</td>\n",
              "      <td>272.000000</td>\n",
              "      <td>287.000000</td>\n",
              "      <td>21.000000</td>\n",
              "      <td>22.000000</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>1.000000</td>\n",
              "      <td>11.000000</td>\n",
              "      <td>11.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>14.000000</td>\n",
              "      <td>16.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>19.000000</td>\n",
              "      <td>20.000000</td>\n",
              "      <td>218.000000</td>\n",
              "      <td>222.000000</td>\n",
              "      <td>103.000000</td>\n",
              "      <td>111.000000</td>\n",
              "      <td>331.000000</td>\n",
              "      <td>344.000000</td>\n",
              "      <td>26.000000</td>\n",
              "      <td>27.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>12.000000</td>\n",
              "      <td>12.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>20.000000</td>\n",
              "      <td>23.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>22.000000</td>\n",
              "      <td>23.000000</td>\n",
              "      <td>275.000000</td>\n",
              "      <td>277.000000</td>\n",
              "      <td>139.000000</td>\n",
              "      <td>148.000000</td>\n",
              "      <td>390.000000</td>\n",
              "      <td>402.000000</td>\n",
              "      <td>32.000000</td>\n",
              "      <td>33.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>14.000000</td>\n",
              "      <td>14.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>27.000000</td>\n",
              "      <td>30.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>37.000000</td>\n",
              "      <td>40.000000</td>\n",
              "      <td>516.000000</td>\n",
              "      <td>522.000000</td>\n",
              "      <td>404.000000</td>\n",
              "      <td>378.000000</td>\n",
              "      <td>643.000000</td>\n",
              "      <td>653.000000</td>\n",
              "      <td>57.000000</td>\n",
              "      <td>60.000000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>4.000000</td>\n",
              "      <td>6.000000</td>\n",
              "      <td>6.000000</td>\n",
              "      <td>8.000000</td>\n",
              "      <td>7.000000</td>\n",
              "      <td>26.000000</td>\n",
              "      <td>25.000000</td>\n",
              "      <td>6.000000</td>\n",
              "      <td>6.000000</td>\n",
              "      <td>59.000000</td>\n",
              "      <td>62.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-e317a2a8-c16c-44b6-8135-9594c42f71b9')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-e317a2a8-c16c-44b6-8135-9594c42f71b9 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-e317a2a8-c16c-44b6-8135-9594c42f71b9');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
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              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "       first_downs_away  first_downs_home  ...   score_away   score_home\n",
              "count       5072.000000       5072.000000  ...  5072.000000  5072.000000\n",
              "mean          18.988170         19.894125  ...    21.096609    23.383675\n",
              "std            5.084482          4.986397  ...    10.118024    10.306479\n",
              "min            3.000000          3.000000  ...     0.000000     0.000000\n",
              "25%           15.000000         16.750000  ...    14.000000    16.000000\n",
              "50%           19.000000         20.000000  ...    20.000000    23.000000\n",
              "75%           22.000000         23.000000  ...    27.000000    30.000000\n",
              "max           37.000000         40.000000  ...    59.000000    62.000000\n",
              "\n",
              "[8 rows x 22 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Y4SARQBXO9Co",
        "outputId": "e37e6391-cf30-4226-ecd0-897ae0f451f2"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(5072, 40)"
            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.columns"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "HaiKLNonPDGa",
        "outputId": "20aa611d-0b1d-47b0-e120-09985ddfad35"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['date', 'away', 'home', 'first_downs_away', 'first_downs_home',\n",
              "       'third_downs_away', 'third_downs_home', 'fourth_downs_away',\n",
              "       'fourth_downs_home', 'passing_yards_away', 'passing_yards_home',\n",
              "       'rushing_yards_away', 'rushing_yards_home', 'total_yards_away',\n",
              "       'total_yards_home', 'comp_att_away', 'comp_att_home', 'sacks_away',\n",
              "       'sacks_home', 'rushing_attempts_away', 'rushing_attempts_home',\n",
              "       'fumbles_away', 'fumbles_home', 'int_away', 'int_home',\n",
              "       'turnovers_away', 'turnovers_home', 'penalties_away', 'penalties_home',\n",
              "       'redzone_away', 'redzone_home', 'drives_away', 'drives_home',\n",
              "       'def_st_td_away', 'def_st_td_home', 'possession_away',\n",
              "       'possession_home', 'score_away', 'score_home', 'home_team_won'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {},
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.corr()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 803
        },
        "id": "RaRiSHrOPHBs",
        "outputId": "9b210a67-408b-479f-b38c-bd7d0f579eb4"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"df-c3c1abcc-f356-4bde-b4b0-0a4a280bc3c7\">\n",
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              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>first_downs_away</th>\n",
              "      <th>first_downs_home</th>\n",
              "      <th>passing_yards_away</th>\n",
              "      <th>passing_yards_home</th>\n",
              "      <th>rushing_yards_away</th>\n",
              "      <th>rushing_yards_home</th>\n",
              "      <th>total_yards_away</th>\n",
              "      <th>total_yards_home</th>\n",
              "      <th>rushing_attempts_away</th>\n",
              "      <th>rushing_attempts_home</th>\n",
              "      <th>fumbles_away</th>\n",
              "      <th>fumbles_home</th>\n",
              "      <th>int_away</th>\n",
              "      <th>int_home</th>\n",
              "      <th>turnovers_away</th>\n",
              "      <th>turnovers_home</th>\n",
              "      <th>drives_away</th>\n",
              "      <th>drives_home</th>\n",
              "      <th>def_st_td_away</th>\n",
              "      <th>def_st_td_home</th>\n",
              "      <th>score_away</th>\n",
              "      <th>score_home</th>\n",
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              "  <tbody>\n",
              "    <tr>\n",
              "      <th>first_downs_away</th>\n",
              "      <td>1.000000</td>\n",
              "      <td>-0.085056</td>\n",
              "      <td>0.651912</td>\n",
              "      <td>0.076060</td>\n",
              "      <td>0.383415</td>\n",
              "      <td>-0.205749</td>\n",
              "      <td>0.821097</td>\n",
              "      <td>-0.057091</td>\n",
              "      <td>0.360843</td>\n",
              "      <td>-0.428681</td>\n",
              "      <td>-0.041380</td>\n",
              "      <td>-0.071252</td>\n",
              "      <td>-0.079687</td>\n",
              "      <td>-0.029101</td>\n",
              "      <td>-0.086122</td>\n",
              "      <td>-0.065120</td>\n",
              "      <td>-0.131935</td>\n",
              "      <td>-0.131835</td>\n",
              "      <td>-0.077806</td>\n",
              "      <td>0.003027</td>\n",
              "      <td>0.583707</td>\n",
              "      <td>0.045703</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>first_downs_home</th>\n",
              "      <td>-0.085056</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.080634</td>\n",
              "      <td>0.633143</td>\n",
              "      <td>-0.192940</td>\n",
              "      <td>0.335298</td>\n",
              "      <td>-0.039763</td>\n",
              "      <td>0.797488</td>\n",
              "      <td>-0.383395</td>\n",
              "      <td>0.325711</td>\n",
              "      <td>-0.040391</td>\n",
              "      <td>-0.020728</td>\n",
              "      <td>-0.031694</td>\n",
              "      <td>-0.070753</td>\n",
              "      <td>-0.048805</td>\n",
              "      <td>-0.066001</td>\n",
              "      <td>-0.102250</td>\n",
              "      <td>-0.108430</td>\n",
              "      <td>0.023713</td>\n",
              "      <td>-0.092196</td>\n",
              "      <td>0.064441</td>\n",
              "      <td>0.545171</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>passing_yards_away</th>\n",
              "      <td>0.651912</td>\n",
              "      <td>0.080634</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.179375</td>\n",
              "      <td>-0.168066</td>\n",
              "      <td>-0.070125</td>\n",
              "      <td>0.814908</td>\n",
              "      <td>0.123324</td>\n",
              "      <td>-0.137427</td>\n",
              "      <td>-0.197388</td>\n",
              "      <td>0.006441</td>\n",
              "      <td>-0.090033</td>\n",
              "      <td>-0.007091</td>\n",
              "      <td>-0.071175</td>\n",
              "      <td>-0.001508</td>\n",
              "      <td>-0.108276</td>\n",
              "      <td>-0.044294</td>\n",
              "      <td>-0.047999</td>\n",
              "      <td>-0.086428</td>\n",
              "      <td>0.030636</td>\n",
              "      <td>0.451449</td>\n",
              "      <td>0.182665</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>passing_yards_home</th>\n",
              "      <td>0.076060</td>\n",
              "      <td>0.633143</td>\n",
              "      <td>0.179375</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>-0.046720</td>\n",
              "      <td>-0.217873</td>\n",
              "      <td>0.136430</td>\n",
              "      <td>0.795069</td>\n",
              "      <td>-0.157760</td>\n",
              "      <td>-0.167706</td>\n",
              "      <td>-0.072396</td>\n",
              "      <td>0.032277</td>\n",
              "      <td>-0.089709</td>\n",
              "      <td>0.004170</td>\n",
              "      <td>-0.112648</td>\n",
              "      <td>0.022690</td>\n",
              "      <td>-0.034546</td>\n",
              "      <td>-0.026583</td>\n",
              "      <td>0.054906</td>\n",
              "      <td>-0.090169</td>\n",
              "      <td>0.218144</td>\n",
              "      <td>0.412135</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>rushing_yards_away</th>\n",
              "      <td>0.383415</td>\n",
              "      <td>-0.192940</td>\n",
              "      <td>-0.168066</td>\n",
              "      <td>-0.046720</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>-0.241441</td>\n",
              "      <td>0.434388</td>\n",
              "      <td>-0.193514</td>\n",
              "      <td>0.763599</td>\n",
              "      <td>-0.399096</td>\n",
              "      <td>-0.083444</td>\n",
              "      <td>0.054224</td>\n",
              "      <td>-0.159723</td>\n",
              "      <td>0.147663</td>\n",
              "      <td>-0.172927</td>\n",
              "      <td>0.144383</td>\n",
              "      <td>-0.022241</td>\n",
              "      <td>0.008154</td>\n",
              "      <td>0.044466</td>\n",
              "      <td>-0.060330</td>\n",
              "      <td>0.389376</td>\n",
              "      <td>-0.228873</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>rushing_yards_home</th>\n",
              "      <td>-0.205749</td>\n",
              "      <td>0.335298</td>\n",
              "      <td>-0.070125</td>\n",
              "      <td>-0.217873</td>\n",
              "      <td>-0.241441</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>-0.206030</td>\n",
              "      <td>0.418724</td>\n",
              "      <td>-0.371316</td>\n",
              "      <td>0.740475</td>\n",
              "      <td>0.059676</td>\n",
              "      <td>-0.072160</td>\n",
              "      <td>0.126533</td>\n",
              "      <td>-0.171514</td>\n",
              "      <td>0.133083</td>\n",
              "      <td>-0.173260</td>\n",
              "      <td>0.020507</td>\n",
              "      <td>-0.010859</td>\n",
              "      <td>-0.078794</td>\n",
              "      <td>0.018159</td>\n",
              "      <td>-0.248085</td>\n",
              "      <td>0.367992</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>total_yards_away</th>\n",
              "      <td>0.821097</td>\n",
              "      <td>-0.039763</td>\n",
              "      <td>0.814908</td>\n",
              "      <td>0.136430</td>\n",
              "      <td>0.434388</td>\n",
              "      <td>-0.206030</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>-0.001093</td>\n",
              "      <td>0.323390</td>\n",
              "      <td>-0.415007</td>\n",
              "      <td>-0.043176</td>\n",
              "      <td>-0.050384</td>\n",
              "      <td>-0.100389</td>\n",
              "      <td>0.021784</td>\n",
              "      <td>-0.103050</td>\n",
              "      <td>-0.014044</td>\n",
              "      <td>-0.053549</td>\n",
              "      <td>-0.039063</td>\n",
              "      <td>-0.052827</td>\n",
              "      <td>-0.007479</td>\n",
              "      <td>0.641434</td>\n",
              "      <td>0.032339</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>total_yards_home</th>\n",
              "      <td>-0.057091</td>\n",
              "      <td>0.797488</td>\n",
              "      <td>0.123324</td>\n",
              "      <td>0.795069</td>\n",
              "      <td>-0.193514</td>\n",
              "      <td>0.418724</td>\n",
              "      <td>-0.001093</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>-0.377543</td>\n",
              "      <td>0.304122</td>\n",
              "      <td>-0.030277</td>\n",
              "      <td>-0.014810</td>\n",
              "      <td>-0.004838</td>\n",
              "      <td>-0.102707</td>\n",
              "      <td>-0.022111</td>\n",
              "      <td>-0.086560</td>\n",
              "      <td>-0.019400</td>\n",
              "      <td>-0.031483</td>\n",
              "      <td>0.002122</td>\n",
              "      <td>-0.072614</td>\n",
              "      <td>0.048804</td>\n",
              "      <td>0.612165</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>rushing_attempts_away</th>\n",
              "      <td>0.360843</td>\n",
              "      <td>-0.383395</td>\n",
              "      <td>-0.137427</td>\n",
              "      <td>-0.157760</td>\n",
              "      <td>0.763599</td>\n",
              "      <td>-0.371316</td>\n",
              "      <td>0.323390</td>\n",
              "      <td>-0.377543</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>-0.575416</td>\n",
              "      <td>-0.115206</td>\n",
              "      <td>0.164489</td>\n",
              "      <td>-0.241478</td>\n",
              "      <td>0.261355</td>\n",
              "      <td>-0.254782</td>\n",
              "      <td>0.297028</td>\n",
              "      <td>0.027412</td>\n",
              "      <td>0.061223</td>\n",
              "      <td>0.095763</td>\n",
              "      <td>-0.071595</td>\n",
              "      <td>0.409637</td>\n",
              "      <td>-0.416602</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>rushing_attempts_home</th>\n",
              "      <td>-0.428681</td>\n",
              "      <td>0.325711</td>\n",
              "      <td>-0.197388</td>\n",
              "      <td>-0.167706</td>\n",
              "      <td>-0.399096</td>\n",
              "      <td>0.740475</td>\n",
              "      <td>-0.415007</td>\n",
              "      <td>0.304122</td>\n",
              "      <td>-0.575416</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.145785</td>\n",
              "      <td>-0.099804</td>\n",
              "      <td>0.259798</td>\n",
              "      <td>-0.236490</td>\n",
              "      <td>0.287390</td>\n",
              "      <td>-0.239084</td>\n",
              "      <td>0.072751</td>\n",
              "      <td>0.047282</td>\n",
              "      <td>-0.090144</td>\n",
              "      <td>0.059674</td>\n",
              "      <td>-0.455053</td>\n",
              "      <td>0.371323</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>fumbles_away</th>\n",
              "      <td>-0.041380</td>\n",
              "      <td>-0.040391</td>\n",
              "      <td>0.006441</td>\n",
              "      <td>-0.072396</td>\n",
              "      <td>-0.083444</td>\n",
              "      <td>0.059676</td>\n",
              "      <td>-0.043176</td>\n",
              "      <td>-0.030277</td>\n",
              "      <td>-0.115206</td>\n",
              "      <td>0.145785</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>-0.013282</td>\n",
              "      <td>0.048418</td>\n",
              "      <td>-0.043047</td>\n",
              "      <td>0.645100</td>\n",
              "      <td>-0.040562</td>\n",
              "      <td>0.172851</td>\n",
              "      <td>0.152384</td>\n",
              "      <td>-0.030820</td>\n",
              "      <td>0.178674</td>\n",
              "      <td>-0.158938</td>\n",
              "      <td>0.207735</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>fumbles_home</th>\n",
              "      <td>-0.071252</td>\n",
              "      <td>-0.020728</td>\n",
              "      <td>-0.090033</td>\n",
              "      <td>0.032277</td>\n",
              "      <td>0.054224</td>\n",
              "      <td>-0.072160</td>\n",
              "      <td>-0.050384</td>\n",
              "      <td>-0.014810</td>\n",
              "      <td>0.164489</td>\n",
              "      <td>-0.099804</td>\n",
              "      <td>-0.013282</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>-0.050438</td>\n",
              "      <td>0.068615</td>\n",
              "      <td>-0.046662</td>\n",
              "      <td>0.657214</td>\n",
              "      <td>0.170208</td>\n",
              "      <td>0.196053</td>\n",
              "      <td>0.203817</td>\n",
              "      <td>-0.025165</td>\n",
              "      <td>0.168882</td>\n",
              "      <td>-0.156118</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>int_away</th>\n",
              "      <td>-0.079687</td>\n",
              "      <td>-0.031694</td>\n",
              "      <td>-0.007091</td>\n",
              "      <td>-0.089709</td>\n",
              "      <td>-0.159723</td>\n",
              "      <td>0.126533</td>\n",
              "      <td>-0.100389</td>\n",
              "      <td>-0.004838</td>\n",
              "      <td>-0.241478</td>\n",
              "      <td>0.259798</td>\n",
              "      <td>0.048418</td>\n",
              "      <td>-0.050438</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>-0.121967</td>\n",
              "      <td>0.794437</td>\n",
              "      <td>-0.122678</td>\n",
              "      <td>0.215327</td>\n",
              "      <td>0.148720</td>\n",
              "      <td>-0.063587</td>\n",
              "      <td>0.295912</td>\n",
              "      <td>-0.286686</td>\n",
              "      <td>0.289220</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>int_home</th>\n",
              "      <td>-0.029101</td>\n",
              "      <td>-0.070753</td>\n",
              "      <td>-0.071175</td>\n",
              "      <td>0.004170</td>\n",
              "      <td>0.147663</td>\n",
              "      <td>-0.171514</td>\n",
              "      <td>0.021784</td>\n",
              "      <td>-0.102707</td>\n",
              "      <td>0.261355</td>\n",
              "      <td>-0.236490</td>\n",
              "      <td>-0.043047</td>\n",
              "      <td>0.068615</td>\n",
              "      <td>-0.121967</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>-0.119479</td>\n",
              "      <td>0.797022</td>\n",
              "      <td>0.122530</td>\n",
              "      <td>0.197786</td>\n",
              "      <td>0.308947</td>\n",
              "      <td>-0.059684</td>\n",
              "      <td>0.292438</td>\n",
              "      <td>-0.299256</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>turnovers_away</th>\n",
              "      <td>-0.086122</td>\n",
              "      <td>-0.048805</td>\n",
              "      <td>-0.001508</td>\n",
              "      <td>-0.112648</td>\n",
              "      <td>-0.172927</td>\n",
              "      <td>0.133083</td>\n",
              "      <td>-0.103050</td>\n",
              "      <td>-0.022111</td>\n",
              "      <td>-0.254782</td>\n",
              "      <td>0.287390</td>\n",
              "      <td>0.645100</td>\n",
              "      <td>-0.046662</td>\n",
              "      <td>0.794437</td>\n",
              "      <td>-0.119479</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>-0.118513</td>\n",
              "      <td>0.269828</td>\n",
              "      <td>0.206428</td>\n",
              "      <td>-0.067385</td>\n",
              "      <td>0.335016</td>\n",
              "      <td>-0.315957</td>\n",
              "      <td>0.347567</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>turnovers_home</th>\n",
              "      <td>-0.065120</td>\n",
              "      <td>-0.066001</td>\n",
              "      <td>-0.108276</td>\n",
              "      <td>0.022690</td>\n",
              "      <td>0.144383</td>\n",
              "      <td>-0.173260</td>\n",
              "      <td>-0.014044</td>\n",
              "      <td>-0.086560</td>\n",
              "      <td>0.297028</td>\n",
              "      <td>-0.239084</td>\n",
              "      <td>-0.040562</td>\n",
              "      <td>0.657214</td>\n",
              "      <td>-0.122678</td>\n",
              "      <td>0.797022</td>\n",
              "      <td>-0.118513</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.195609</td>\n",
              "      <td>0.268110</td>\n",
              "      <td>0.356791</td>\n",
              "      <td>-0.060325</td>\n",
              "      <td>0.323169</td>\n",
              "      <td>-0.320593</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>drives_away</th>\n",
              "      <td>-0.131935</td>\n",
              "      <td>-0.102250</td>\n",
              "      <td>-0.044294</td>\n",
              "      <td>-0.034546</td>\n",
              "      <td>-0.022241</td>\n",
              "      <td>0.020507</td>\n",
              "      <td>-0.053549</td>\n",
              "      <td>-0.019400</td>\n",
              "      <td>0.027412</td>\n",
              "      <td>0.072751</td>\n",
              "      <td>0.172851</td>\n",
              "      <td>0.170208</td>\n",
              "      <td>0.215327</td>\n",
              "      <td>0.122530</td>\n",
              "      <td>0.269828</td>\n",
              "      <td>0.195609</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.821166</td>\n",
              "      <td>0.052256</td>\n",
              "      <td>0.160964</td>\n",
              "      <td>0.028545</td>\n",
              "      <td>0.136944</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>drives_home</th>\n",
              "      <td>-0.131835</td>\n",
              "      <td>-0.108430</td>\n",
              "      <td>-0.047999</td>\n",
              "      <td>-0.026583</td>\n",
              "      <td>0.008154</td>\n",
              "      <td>-0.010859</td>\n",
              "      <td>-0.039063</td>\n",
              "      <td>-0.031483</td>\n",
              "      <td>0.061223</td>\n",
              "      <td>0.047282</td>\n",
              "      <td>0.152384</td>\n",
              "      <td>0.196053</td>\n",
              "      <td>0.148720</td>\n",
              "      <td>0.197786</td>\n",
              "      <td>0.206428</td>\n",
              "      <td>0.268110</td>\n",
              "      <td>0.821166</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.165578</td>\n",
              "      <td>0.049119</td>\n",
              "      <td>0.115583</td>\n",
              "      <td>0.042091</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>def_st_td_away</th>\n",
              "      <td>-0.077806</td>\n",
              "      <td>0.023713</td>\n",
              "      <td>-0.086428</td>\n",
              "      <td>0.054906</td>\n",
              "      <td>0.044466</td>\n",
              "      <td>-0.078794</td>\n",
              "      <td>-0.052827</td>\n",
              "      <td>0.002122</td>\n",
              "      <td>0.095763</td>\n",
              "      <td>-0.090144</td>\n",
              "      <td>-0.030820</td>\n",
              "      <td>0.203817</td>\n",
              "      <td>-0.063587</td>\n",
              "      <td>0.308947</td>\n",
              "      <td>-0.067385</td>\n",
              "      <td>0.356791</td>\n",
              "      <td>0.052256</td>\n",
              "      <td>0.165578</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>-0.002022</td>\n",
              "      <td>0.318613</td>\n",
              "      <td>-0.084247</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>def_st_td_home</th>\n",
              "      <td>0.003027</td>\n",
              "      <td>-0.092196</td>\n",
              "      <td>0.030636</td>\n",
              "      <td>-0.090169</td>\n",
              "      <td>-0.060330</td>\n",
              "      <td>0.018159</td>\n",
              "      <td>-0.007479</td>\n",
              "      <td>-0.072614</td>\n",
              "      <td>-0.071595</td>\n",
              "      <td>0.059674</td>\n",
              "      <td>0.178674</td>\n",
              "      <td>-0.025165</td>\n",
              "      <td>0.295912</td>\n",
              "      <td>-0.059684</td>\n",
              "      <td>0.335016</td>\n",
              "      <td>-0.060325</td>\n",
              "      <td>0.160964</td>\n",
              "      <td>0.049119</td>\n",
              "      <td>-0.002022</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>-0.074265</td>\n",
              "      <td>0.316507</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>score_away</th>\n",
              "      <td>0.583707</td>\n",
              "      <td>0.064441</td>\n",
              "      <td>0.451449</td>\n",
              "      <td>0.218144</td>\n",
              "      <td>0.389376</td>\n",
              "      <td>-0.248085</td>\n",
              "      <td>0.641434</td>\n",
              "      <td>0.048804</td>\n",
              "      <td>0.409637</td>\n",
              "      <td>-0.455053</td>\n",
              "      <td>-0.158938</td>\n",
              "      <td>0.168882</td>\n",
              "      <td>-0.286686</td>\n",
              "      <td>0.292438</td>\n",
              "      <td>-0.315957</td>\n",
              "      <td>0.323169</td>\n",
              "      <td>0.028545</td>\n",
              "      <td>0.115583</td>\n",
              "      <td>0.318613</td>\n",
              "      <td>-0.074265</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>-0.038577</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>score_home</th>\n",
              "      <td>0.045703</td>\n",
              "      <td>0.545171</td>\n",
              "      <td>0.182665</td>\n",
              "      <td>0.412135</td>\n",
              "      <td>-0.228873</td>\n",
              "      <td>0.367992</td>\n",
              "      <td>0.032339</td>\n",
              "      <td>0.612165</td>\n",
              "      <td>-0.416602</td>\n",
              "      <td>0.371323</td>\n",
              "      <td>0.207735</td>\n",
              "      <td>-0.156118</td>\n",
              "      <td>0.289220</td>\n",
              "      <td>-0.299256</td>\n",
              "      <td>0.347567</td>\n",
              "      <td>-0.320593</td>\n",
              "      <td>0.136944</td>\n",
              "      <td>0.042091</td>\n",
              "      <td>-0.084247</td>\n",
              "      <td>0.316507</td>\n",
              "      <td>-0.038577</td>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-c3c1abcc-f356-4bde-b4b0-0a4a280bc3c7')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-c3c1abcc-f356-4bde-b4b0-0a4a280bc3c7 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-c3c1abcc-f356-4bde-b4b0-0a4a280bc3c7');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "                       first_downs_away  ...  score_home\n",
              "first_downs_away               1.000000  ...    0.045703\n",
              "first_downs_home              -0.085056  ...    0.545171\n",
              "passing_yards_away             0.651912  ...    0.182665\n",
              "passing_yards_home             0.076060  ...    0.412135\n",
              "rushing_yards_away             0.383415  ...   -0.228873\n",
              "rushing_yards_home            -0.205749  ...    0.367992\n",
              "total_yards_away               0.821097  ...    0.032339\n",
              "total_yards_home              -0.057091  ...    0.612165\n",
              "rushing_attempts_away          0.360843  ...   -0.416602\n",
              "rushing_attempts_home         -0.428681  ...    0.371323\n",
              "fumbles_away                  -0.041380  ...    0.207735\n",
              "fumbles_home                  -0.071252  ...   -0.156118\n",
              "int_away                      -0.079687  ...    0.289220\n",
              "int_home                      -0.029101  ...   -0.299256\n",
              "turnovers_away                -0.086122  ...    0.347567\n",
              "turnovers_home                -0.065120  ...   -0.320593\n",
              "drives_away                   -0.131935  ...    0.136944\n",
              "drives_home                   -0.131835  ...    0.042091\n",
              "def_st_td_away                -0.077806  ...   -0.084247\n",
              "def_st_td_home                 0.003027  ...    0.316507\n",
              "score_away                     0.583707  ...   -0.038577\n",
              "score_home                     0.045703  ...    1.000000\n",
              "\n",
              "[22 rows x 22 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Determine number of home team won ,loss and tie matches\n",
        "\n",
        "Won = df[df['home_team_won'] == 'yes']\n",
        "loss = df[df['home_team_won'] == 'no']\n",
        "tie  = df[df['home_team_won']=='tie']\n",
        "print('home team won: {}'.format(len(df[df['home_team_won'] == 'yes'])))\n",
        "print('home team loss: {}'.format(len(df[df['home_team_won'] == 'no'])))\n",
        "print('tie matches: {}'.format(len(df[df['home_team_won']=='tie'])))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qdkJM2ECRRLn",
        "outputId": "d14074a7-0d07-422a-bb13-fc8fd3e6aeb9"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "home team won: 2873\n",
            "home team loss: 2188\n",
            "tie matches: 11\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **EDA (Exploratory data analysis)**"
      ],
      "metadata": {
        "id": "JtJQ9sLqPS2G"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "fig,ax=plt.subplots()\n",
        "fig.set_size_inches(20,9)\n",
        "sns.heatmap(df.corr(),cmap='coolwarm',ax=ax,annot=True,linewidths=2)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 572
        },
        "id": "odZKOcu0PkKQ",
        "outputId": "e4341aef-39e0-4401-e7cd-cc87d140f911"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f594d1a86d0>"
            ]
          },
          "metadata": {},
          "execution_count": 9
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x648 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "corr = df.corr()\n",
        "fig, ax = plt.subplots(figsize=(20, 10))\n",
        "colormap = sns.diverging_palette(220, 10, as_cmap=True)\n",
        "dropSelf = np.zeros_like(corr)\n",
        "dropSelf[np.triu_indices_from(dropSelf)] = True\n",
        "colormap = sns.diverging_palette(220, 10, as_cmap=True)\n",
        "sns.heatmap(corr, cmap=colormap, linewidths=.5, annot=True, fmt=\".2f\", mask=dropSelf)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 596
        },
        "id": "GUESEmkuQwpz",
        "outputId": "b755f766-110b-4a0c-b3e3-63bb8ded8438"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x720 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "### checking the home team won ,loss, tie frequency\n",
        "sns.displot(df['home_team_won'])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 386
        },
        "id": "QiBUbsZvQ8-w",
        "outputId": "57e0eccd-792f-48e0-c65a-68efa442e736"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.FacetGrid at 0x7f594d124550>"
            ]
          },
          "metadata": {},
          "execution_count": 11
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 360x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "### scores compare of both teams \n",
        "fig,ax=plt.subplots()\n",
        "fig.set_size_inches(16,8)\n",
        "sns.scatterplot(df['score_away'], df['score_home'])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 514
        },
        "id": "_EGzfqgsUxr8",
        "outputId": "e5fa0191-2847-4744-cb4a-01a2d108ab52"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f5942b38b50>"
            ]
          },
          "metadata": {},
          "execution_count": 12
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1152x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Plot histograms of each parameter \n",
        "df.hist(figsize = (20, 20))\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 965
        },
        "id": "BAwWqxB7Vkm2",
        "outputId": "70af8e54-bc27-4a7e-fc81-e4219a96c0cc"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x1440 with 25 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Checking missing values**"
      ],
      "metadata": {
        "id": "a7VbzTlBWxSl"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "miss_per=df.isnull().sum()/df.shape[0]*100\n",
        "miss_per"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7waBdSZFW0cF",
        "outputId": "b167687e-2da1-43ba-963f-0c3e35cca716"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "date                     0.0\n",
              "away                     0.0\n",
              "home                     0.0\n",
              "first_downs_away         0.0\n",
              "first_downs_home         0.0\n",
              "third_downs_away         0.0\n",
              "third_downs_home         0.0\n",
              "fourth_downs_away        0.0\n",
              "fourth_downs_home        0.0\n",
              "passing_yards_away       0.0\n",
              "passing_yards_home       0.0\n",
              "rushing_yards_away       0.0\n",
              "rushing_yards_home       0.0\n",
              "total_yards_away         0.0\n",
              "total_yards_home         0.0\n",
              "comp_att_away            0.0\n",
              "comp_att_home            0.0\n",
              "sacks_away               0.0\n",
              "sacks_home               0.0\n",
              "rushing_attempts_away    0.0\n",
              "rushing_attempts_home    0.0\n",
              "fumbles_away             0.0\n",
              "fumbles_home             0.0\n",
              "int_away                 0.0\n",
              "int_home                 0.0\n",
              "turnovers_away           0.0\n",
              "turnovers_home           0.0\n",
              "penalties_away           0.0\n",
              "penalties_home           0.0\n",
              "redzone_away             0.0\n",
              "redzone_home             0.0\n",
              "drives_away              0.0\n",
              "drives_home              0.0\n",
              "def_st_td_away           0.0\n",
              "def_st_td_home           0.0\n",
              "possession_away          0.0\n",
              "possession_home          0.0\n",
              "score_away               0.0\n",
              "score_home               0.0\n",
              "home_team_won            0.0\n",
              "dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "We can see that there is no missing value in our dataset "
      ],
      "metadata": {
        "id": "Xr_ZMBE7XBCO"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Label Encoding**"
      ],
      "metadata": {
        "id": "b4vVEqWvXNFW"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "We do label encoding for changing the categorical value into the numeric form.Our machine understand the things when it is in the binary form 0,1. so first we change our categorical value in numeric form then we will gave this to the machine for taking work.  "
      ],
      "metadata": {
        "id": "cNjjzY0AXT8r"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#### exrract the columns that are categorical in our dataset\n",
        "cat_val=df.select_dtypes(include=['bool','category','object'])"
      ],
      "metadata": {
        "id": "PL8vJR_iX0Z1"
      },
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#### Transform these categorical columns into numeric\n",
        "for var in cat_val:\n",
        "  le=LabelEncoder()\n",
        "  df[var]=le.fit_transform(df[var])"
      ],
      "metadata": {
        "id": "7PL27H9GYbEg"
      },
      "execution_count": 16,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 270
        },
        "id": "3R8pNMqkZkGw",
        "outputId": "ceda6119-c442-47f2-a37e-5c7ce9902c75"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "\n",
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              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "    .dataframe tbody tr th {\n",
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              "\n",
              "    .dataframe thead th {\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
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              "      <th></th>\n",
              "      <th>date</th>\n",
              "      <th>away</th>\n",
              "      <th>home</th>\n",
              "      <th>first_downs_away</th>\n",
              "      <th>first_downs_home</th>\n",
              "      <th>third_downs_away</th>\n",
              "      <th>third_downs_home</th>\n",
              "      <th>fourth_downs_away</th>\n",
              "      <th>fourth_downs_home</th>\n",
              "      <th>passing_yards_away</th>\n",
              "      <th>passing_yards_home</th>\n",
              "      <th>rushing_yards_away</th>\n",
              "      <th>rushing_yards_home</th>\n",
              "      <th>total_yards_away</th>\n",
              "      <th>total_yards_home</th>\n",
              "      <th>comp_att_away</th>\n",
              "      <th>comp_att_home</th>\n",
              "      <th>sacks_away</th>\n",
              "      <th>sacks_home</th>\n",
              "      <th>rushing_attempts_away</th>\n",
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              "      <th>fumbles_away</th>\n",
              "      <th>fumbles_home</th>\n",
              "      <th>int_away</th>\n",
              "      <th>int_home</th>\n",
              "      <th>turnovers_away</th>\n",
              "      <th>turnovers_home</th>\n",
              "      <th>penalties_away</th>\n",
              "      <th>penalties_home</th>\n",
              "      <th>redzone_away</th>\n",
              "      <th>redzone_home</th>\n",
              "      <th>drives_away</th>\n",
              "      <th>drives_home</th>\n",
              "      <th>def_st_td_away</th>\n",
              "      <th>def_st_td_home</th>\n",
              "      <th>possession_away</th>\n",
              "      <th>possession_home</th>\n",
              "      <th>score_away</th>\n",
              "      <th>score_home</th>\n",
              "      <th>home_team_won</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
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              "      <td>67</td>\n",
              "      <td>13</td>\n",
              "      <td>11</td>\n",
              "      <td>13</td>\n",
              "      <td>15</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>448</td>\n",
              "      <td>722</td>\n",
              "      <td>16</td>\n",
              "      <td>13</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>17</td>\n",
              "      <td>3</td>\n",
              "      <td>18</td>\n",
              "      <td>26</td>\n",
              "      <td>67</td>\n",
              "      <td>130</td>\n",
              "      <td>0</td>\n",
              "      <td>10</td>\n",
              "      <td>193</td>\n",
              "      <td>242</td>\n",
              "      <td>73</td>\n",
              "      <td>142</td>\n",
              "      <td>266</td>\n",
              "      <td>384</td>\n",
              "      <td>321</td>\n",
              "      <td>369</td>\n",
              "      <td>69</td>\n",
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              "      <td>14</td>\n",
              "      <td>32</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
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              "      <td>84</td>\n",
              "      <td>69</td>\n",
              "      <td>14</td>\n",
              "      <td>13</td>\n",
              "      <td>17</td>\n",
              "      <td>18</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>85</td>\n",
              "      <td>1099</td>\n",
              "      <td>37</td>\n",
              "      <td>31</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1</td>\n",
              "      <td>30</td>\n",
              "      <td>1</td>\n",
              "      <td>19</td>\n",
              "      <td>20</td>\n",
              "      <td>98</td>\n",
              "      <td>126</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>288</td>\n",
              "      <td>140</td>\n",
              "      <td>80</td>\n",
              "      <td>368</td>\n",
              "      <td>368</td>\n",
              "      <td>131</td>\n",
              "      <td>227</td>\n",
              "      <td>20</td>\n",
              "      <td>20</td>\n",
              "      <td>33</td>\n",
              "      <td>26</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>689</td>\n",
              "      <td>355</td>\n",
              "      <td>12</td>\n",
              "      <td>11</td>\n",
              "      <td>17</td>\n",
              "      <td>17</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>23</td>\n",
              "      <td>27</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1</td>\n",
              "      <td>8</td>\n",
              "      <td>2</td>\n",
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              "      <td>13</td>\n",
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              "      <td>203</td>\n",
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              "      <td>178</td>\n",
              "      <td>1</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>414</td>\n",
              "      <td>695</td>\n",
              "      <td>12</td>\n",
              "      <td>10</td>\n",
              "      <td>11</td>\n",
              "      <td>15</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1050</td>\n",
              "      <td>122</td>\n",
              "      <td>34</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1</td>\n",
              "      <td>9</td>\n",
              "      <td>5</td>\n",
              "      <td>24</td>\n",
              "      <td>24</td>\n",
              "      <td>96</td>\n",
              "      <td>81</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>276</td>\n",
              "      <td>352</td>\n",
              "      <td>194</td>\n",
              "      <td>59</td>\n",
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              "      <td>411</td>\n",
              "      <td>226</td>\n",
              "      <td>413</td>\n",
              "      <td>0</td>\n",
              "      <td>18</td>\n",
              "      <td>30</td>\n",
              "      <td>20</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>797</td>\n",
              "      <td>360</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>20</td>\n",
              "      <td>17</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>612</td>\n",
              "      <td>558</td>\n",
              "      <td>40</td>\n",
              "      <td>39</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-9738ea8e-5a25-4514-bb9d-b56a6ad12673')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
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              "      fill: #1967D2;\n",
              "      height: 32px;\n",
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              "\n",
              "    .colab-df-convert:hover {\n",
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              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
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              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
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              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-9738ea8e-5a25-4514-bb9d-b56a6ad12673 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-9738ea8e-5a25-4514-bb9d-b56a6ad12673');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
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              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "   date  away  home  ...  score_away  score_home  home_team_won\n",
              "0     0     0    15  ...          16          13              0\n",
              "1     1    17     3  ...          37          31              0\n",
              "2     1    30     1  ...          23          27              2\n",
              "3     1     8     2  ...          34           6              0\n",
              "4     1     9     5  ...          40          39              0\n",
              "\n",
              "[5 rows x 40 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Now we can see that  all columns of our dataset has been completely transformed into the numeric columns."
      ],
      "metadata": {
        "id": "AyF3fVN1ZniL"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Creating the independent and target variable**"
      ],
      "metadata": {
        "id": "BLTD8C-HaKRM"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "### x is the columns except our target variable \n",
        "## y is the target variable\n",
        "x=df.drop(columns='home_team_won')\n",
        "y=df['home_team_won']"
      ],
      "metadata": {
        "id": "TQ0lWH_7aOOe"
      },
      "execution_count": 18,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Spliting the dataset into training and testing**"
      ],
      "metadata": {
        "id": "HDmtglmscVuk"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "### import command of for spliiting the dataset\n",
        "from sklearn.model_selection import train_test_split\n",
        "\n",
        "### split data 70% for the training our model and 30%  for testing our model\n",
        "x_train,x_test,y_train,y_test=train_test_split(x,y,test_size=0.3,random_state=0)"
      ],
      "metadata": {
        "id": "DD795x22cb5z"
      },
      "execution_count": 19,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Fitting Random forest model **"
      ],
      "metadata": {
        "id": "0XiumgT4do_b"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.ensemble import RandomForestClassifier\n",
        "classifier = RandomForestClassifier(n_estimators=10,criterion='entropy', random_state=0,max_depth=10)\n",
        "RF_model=classifier.fit(x_train,y_train)\n",
        "RF_model"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "lTukcQssdrvV",
        "outputId": "e6dc4591-f947-40fb-9447-0ffb5846c818"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "RandomForestClassifier(criterion='entropy', max_depth=10, n_estimators=10,\n",
              "                       random_state=0)"
            ]
          },
          "metadata": {},
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# prediction by giving test samples\n",
        "y_pred = classifier.predict(x_test)"
      ],
      "metadata": {
        "id": "yZmljRTWggZP"
      },
      "execution_count": 21,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "### getting confusion matrix and classification report\n",
        "from sklearn.metrics import  classification_report, confusion_matrix\n",
        "print('Classifcation report:\\n', classification_report(y_test, y_pred))\n",
        "conf_mat = confusion_matrix(y_true=y_test, y_pred=y_pred)\n",
        "print('Confusion matrix:\\n', conf_mat)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8Hlh8A5Dgkq6",
        "outputId": "210055b7-dd2c-4482-be9e-e2af881380ca"
      },
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Classifcation report:\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.92      0.90      0.91       636\n",
            "           1       0.00      0.00      0.00         4\n",
            "           2       0.92      0.94      0.93       882\n",
            "\n",
            "    accuracy                           0.92      1522\n",
            "   macro avg       0.62      0.61      0.61      1522\n",
            "weighted avg       0.92      0.92      0.92      1522\n",
            "\n",
            "Confusion matrix:\n",
            " [[572   0  64]\n",
            " [  0   0   4]\n",
            " [ 49   0 833]]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "RF_model.score(x_test,y_test)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "tRn_KDq2gpFk",
        "outputId": "a096a0cc-1c5b-437b-851f-099051fe494e"
      },
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.9231274638633377"
            ]
          },
          "metadata": {},
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Our Random Forest model accuracy is 92.31% ."
      ],
      "metadata": {
        "id": "fTa7SYrShey3"
      }
    }
  ]
}