forest_cover.ipynb

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    "colab": {
      "name": "forest_cover.ipynb",
      "provenance": [],
      "authorship_tag": "ABX9TyMz3736v9UpHyMVhteTi3SX"
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
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      "name": "python"
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  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "OWorwCqBGc-H"
      },
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns"
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 217
        },
        "id": "Idr6HEF7Ggeb",
        "outputId": "6b4dd1ae-f291-46a0-c63f-ef2273c6ff9c"
      },
      "source": [
        "train_data = pd.read_csv('/content/Train_data.csv')\n",
        "train_data.head()"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "execute_result",
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Elevation</th>\n",
              "      <th>Aspect</th>\n",
              "      <th>Slope</th>\n",
              "      <th>Horizontal_Distance_To_Hydrology</th>\n",
              "      <th>Vertical_Distance_To_Hydrology</th>\n",
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              "      <th>Soil_Type_21</th>\n",
              "      <th>Soil_Type_22</th>\n",
              "      <th>Soil_Type_23</th>\n",
              "      <th>Soil_Type_24</th>\n",
              "      <th>Soil_Type_25</th>\n",
              "      <th>Soil_Type_26</th>\n",
              "      <th>Soil_Type_27</th>\n",
              "      <th>Soil_Type_28</th>\n",
              "      <th>Soil_Type_29</th>\n",
              "      <th>Soil_Type_30</th>\n",
              "      <th>Soil_Type_31</th>\n",
              "      <th>Soil_Type_32</th>\n",
              "      <th>Soil_Type_33</th>\n",
              "      <th>Soil_Type_34</th>\n",
              "      <th>Soil_Type_35</th>\n",
              "      <th>Soil_Type_36</th>\n",
              "      <th>Soil_Type_37</th>\n",
              "      <th>Soil_Type_38</th>\n",
              "      <th>Soil_Type_39</th>\n",
              "      <th>Soil_Type_40</th>\n",
              "      <th>Cover_Type</th>\n",
              "    </tr>\n",
              "  </thead>\n",
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              "      <td>270</td>\n",
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              "      <td>1320</td>\n",
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              "      <td>29</td>\n",
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              "  </tbody>\n",
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              "</div>"
            ],
            "text/plain": [
              "   Elevation  Aspect  Slope  ...  Soil_Type_39  Soil_Type_40  Cover_Type\n",
              "0       2696     123     10  ...           0.0           0.0         6.0\n",
              "1       3269     110     19  ...           0.0           0.0         1.0\n",
              "2       3283     322     18  ...           0.0           0.0         7.0\n",
              "3       2847      89     31  ...           0.0           0.0         5.0\n",
              "4       3248      93     12  ...           0.0           0.0         7.0\n",
              "\n",
              "[5 rows x 55 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 2
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 217
        },
        "id": "kNLXVWiNGgiz",
        "outputId": "c4d60c92-edde-4be1-d67a-4f177c9edbdb"
      },
      "source": [
        "test_data = pd.read_csv('/content/Test_data.csv')\n",
        "test_data.head()"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "execute_result",
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              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2740</td>\n",
              "      <td>40</td>\n",
              "      <td>23</td>\n",
              "      <td>94</td>\n",
              "      <td>-13</td>\n",
              "      <td>150</td>\n",
              "      <td>214</td>\n",
              "      <td>179</td>\n",
              "      <td>88</td>\n",
              "      <td>1307</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2404</td>\n",
              "      <td>46</td>\n",
              "      <td>11</td>\n",
              "      <td>558</td>\n",
              "      <td>110</td>\n",
              "      <td>625</td>\n",
              "      <td>223</td>\n",
              "      <td>215</td>\n",
              "      <td>124</td>\n",
              "      <td>1051</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>3002</td>\n",
              "      <td>201</td>\n",
              "      <td>23</td>\n",
              "      <td>256</td>\n",
              "      <td>35</td>\n",
              "      <td>4582</td>\n",
              "      <td>204</td>\n",
              "      <td>253</td>\n",
              "      <td>173</td>\n",
              "      <td>1708</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2360</td>\n",
              "      <td>306</td>\n",
              "      <td>6</td>\n",
              "      <td>136</td>\n",
              "      <td>57</td>\n",
              "      <td>1054</td>\n",
              "      <td>202</td>\n",
              "      <td>236</td>\n",
              "      <td>173</td>\n",
              "      <td>862</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   Elevation  Aspect  Slope  ...  Soil_Type_38  Soil_Type_39  Soil_Type_40\n",
              "0       2157     345     11  ...             0             0             0\n",
              "1       2740      40     23  ...             0             0             0\n",
              "2       2404      46     11  ...             0             0             0\n",
              "3       3002     201     23  ...             0             0             0\n",
              "4       2360     306      6  ...             0             0             0\n",
              "\n",
              "[5 rows x 54 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "GbEIIUc_USeC",
        "outputId": "92b6e322-f0ca-4435-944e-0a5e65204928"
      },
      "source": [
        "print(train_data.shape)\n",
        "print('..................')\n",
        "print(test_data.shape)"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(64559, 55)\n",
            "..................\n",
            "(50000, 54)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XJUDk6FAGgmr",
        "outputId": "cc82659b-9940-4d8a-dd68-740d7fee76c2"
      },
      "source": [
        "print(train_data.isnull().sum().sum())\n",
        "print('...................')\n",
        "print(test_data.isnull().sum().sum())"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "16\n",
            "...................\n",
            "0\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LFwXnRy1Ggqn",
        "outputId": "64d095eb-1f53-4d3f-89ba-565b6a267e04"
      },
      "source": [
        "print(train_data.isnull().value_counts())\n",
        "print('...................')\n",
        "print(test_data.isnull().value_counts())"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Elevation  Aspect  Slope  Horizontal_Distance_To_Hydrology  Vertical_Distance_To_Hydrology  Horizontal_Distance_To_Roadways  Hillshade_9am  Hillshade_Noon  Hillshade_3pm  Horizontal_Distance_To_Fire_Points  Wilderness_Area_1  Wilderness_Area_2  Wilderness_Area_3  Wilderness_Area_4  Soil_Type_1  Soil_Type_2  Soil_Type_3  Soil_Type_4  Soil_Type_5  Soil_Type_6  Soil_Type_7  Soil_Type_8  Soil_Type_9  Soil_Type_10  Soil_Type_11  Soil_Type_12  Soil_Type_13  Soil_Type_14  Soil_Type_15  Soil_Type_16  Soil_Type_17  Soil_Type_18  Soil_Type_19  Soil_Type_20  Soil_Type_21  Soil_Type_22  Soil_Type_23  Soil_Type_24  Soil_Type_25  Soil_Type_26  Soil_Type_27  Soil_Type_28  Soil_Type_29  Soil_Type_30  Soil_Type_31  Soil_Type_32  Soil_Type_33  Soil_Type_34  Soil_Type_35  Soil_Type_36  Soil_Type_37  Soil_Type_38  Soil_Type_39  Soil_Type_40  Cover_Type\n",
            "False      False   False  False                             False                           False                            False          False           False          False                               False              False              False              False              False        False        False        False        False        False        False        False        False        False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         64558\n",
            "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                True          True          True          True          True          True          True          True          True          True          True          True          True          True          True          True              1\n",
            "dtype: int64\n",
            "...................\n",
            "Elevation  Aspect  Slope  Horizontal_Distance_To_Hydrology  Vertical_Distance_To_Hydrology  Horizontal_Distance_To_Roadways  Hillshade_9am  Hillshade_Noon  Hillshade_3pm  Horizontal_Distance_To_Fire_Points  Wilderness_Area_1  Wilderness_Area_2  Wilderness_Area_3  Wilderness_Area_4  Soil_Type_1  Soil_Type_2  Soil_Type_3  Soil_Type_4  Soil_Type_5  Soil_Type_6  Soil_Type_7  Soil_Type_8  Soil_Type_9  Soil_Type_10  Soil_Type_11  Soil_Type_12  Soil_Type_13  Soil_Type_14  Soil_Type_15  Soil_Type_16  Soil_Type_17  Soil_Type_18  Soil_Type_19  Soil_Type_20  Soil_Type_21  Soil_Type_22  Soil_Type_23  Soil_Type_24  Soil_Type_25  Soil_Type_26  Soil_Type_27  Soil_Type_28  Soil_Type_29  Soil_Type_30  Soil_Type_31  Soil_Type_32  Soil_Type_33  Soil_Type_34  Soil_Type_35  Soil_Type_36  Soil_Type_37  Soil_Type_38  Soil_Type_39  Soil_Type_40\n",
            "False      False   False  False                             False                           False                            False          False           False          False                               False              False              False              False              False        False        False        False        False        False        False        False        False        False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False           50000\n",
            "dtype: int64\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "VEWu8CX6Gguo",
        "outputId": "23a85f0e-a516-41a1-d7fd-42674013c046"
      },
      "source": [
        "x = train_data['Soil_Type_18'].isnull().value_counts()\n",
        "len(x)"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "1"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YAmJ8UgsGgzY"
      },
      "source": [
        "for i in train_data:\n",
        "  x = train_data[i].isnull().value_counts()\n",
        "  if len(x) > 1:\n",
        "    train_data[i].fillna(train_data[i].mode()[0], inplace=True)\n"
      ],
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qU29hGHdGg3L",
        "outputId": "4ad5fd28-7732-4dc7-81ac-fd68d14677ae"
      },
      "source": [
        "print(train_data.isnull().value_counts())"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Elevation  Aspect  Slope  Horizontal_Distance_To_Hydrology  Vertical_Distance_To_Hydrology  Horizontal_Distance_To_Roadways  Hillshade_9am  Hillshade_Noon  Hillshade_3pm  Horizontal_Distance_To_Fire_Points  Wilderness_Area_1  Wilderness_Area_2  Wilderness_Area_3  Wilderness_Area_4  Soil_Type_1  Soil_Type_2  Soil_Type_3  Soil_Type_4  Soil_Type_5  Soil_Type_6  Soil_Type_7  Soil_Type_8  Soil_Type_9  Soil_Type_10  Soil_Type_11  Soil_Type_12  Soil_Type_13  Soil_Type_14  Soil_Type_15  Soil_Type_16  Soil_Type_17  Soil_Type_18  Soil_Type_19  Soil_Type_20  Soil_Type_21  Soil_Type_22  Soil_Type_23  Soil_Type_24  Soil_Type_25  Soil_Type_26  Soil_Type_27  Soil_Type_28  Soil_Type_29  Soil_Type_30  Soil_Type_31  Soil_Type_32  Soil_Type_33  Soil_Type_34  Soil_Type_35  Soil_Type_36  Soil_Type_37  Soil_Type_38  Soil_Type_39  Soil_Type_40  Cover_Type\n",
            "False      False   False  False                             False                           False                            False          False           False          False                               False              False              False              False              False        False        False        False        False        False        False        False        False        False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         64559\n",
            "dtype: int64\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IkFHAqXKGg-s"
      },
      "source": [
        "for i in test_data:\n",
        "  x = test_data[i].isnull().value_counts()\n",
        "  if len(x) > 1:\n",
        "    test_data[i].fillna(test_data[i].mode()[0], inplace=True)"
      ],
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5rclnB0KGhFD",
        "outputId": "0116dd61-c451-47cd-8162-a9510162b68e"
      },
      "source": [
        "print(test_data.isnull().value_counts())"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Elevation  Aspect  Slope  Horizontal_Distance_To_Hydrology  Vertical_Distance_To_Hydrology  Horizontal_Distance_To_Roadways  Hillshade_9am  Hillshade_Noon  Hillshade_3pm  Horizontal_Distance_To_Fire_Points  Wilderness_Area_1  Wilderness_Area_2  Wilderness_Area_3  Wilderness_Area_4  Soil_Type_1  Soil_Type_2  Soil_Type_3  Soil_Type_4  Soil_Type_5  Soil_Type_6  Soil_Type_7  Soil_Type_8  Soil_Type_9  Soil_Type_10  Soil_Type_11  Soil_Type_12  Soil_Type_13  Soil_Type_14  Soil_Type_15  Soil_Type_16  Soil_Type_17  Soil_Type_18  Soil_Type_19  Soil_Type_20  Soil_Type_21  Soil_Type_22  Soil_Type_23  Soil_Type_24  Soil_Type_25  Soil_Type_26  Soil_Type_27  Soil_Type_28  Soil_Type_29  Soil_Type_30  Soil_Type_31  Soil_Type_32  Soil_Type_33  Soil_Type_34  Soil_Type_35  Soil_Type_36  Soil_Type_37  Soil_Type_38  Soil_Type_39  Soil_Type_40\n",
            "False      False   False  False                             False                           False                            False          False           False          False                               False              False              False              False              False        False        False        False        False        False        False        False        False        False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False         False           50000\n",
            "dtype: int64\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 307
        },
        "id": "AOCGCQzUGhIv",
        "outputId": "a9438f7d-cf7e-4666-8aea-f9c9fbaddd32"
      },
      "source": [
        "train_data.describe()"
      ],
      "execution_count": 14,
      "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>Elevation</th>\n",
              "      <th>Aspect</th>\n",
              "      <th>Slope</th>\n",
              "      <th>Horizontal_Distance_To_Hydrology</th>\n",
              "      <th>Vertical_Distance_To_Hydrology</th>\n",
              "      <th>Horizontal_Distance_To_Roadways</th>\n",
              "      <th>Hillshade_9am</th>\n",
              "      <th>Hillshade_Noon</th>\n",
              "      <th>Hillshade_3pm</th>\n",
              "      <th>Horizontal_Distance_To_Fire_Points</th>\n",
              "      <th>Wilderness_Area_1</th>\n",
              "      <th>Wilderness_Area_2</th>\n",
              "      <th>Wilderness_Area_3</th>\n",
              "      <th>Wilderness_Area_4</th>\n",
              "      <th>Soil_Type_1</th>\n",
              "      <th>Soil_Type_2</th>\n",
              "      <th>Soil_Type_3</th>\n",
              "      <th>Soil_Type_4</th>\n",
              "      <th>Soil_Type_5</th>\n",
              "      <th>Soil_Type_6</th>\n",
              "      <th>Soil_Type_7</th>\n",
              "      <th>Soil_Type_8</th>\n",
              "      <th>Soil_Type_9</th>\n",
              "      <th>Soil_Type_10</th>\n",
              "      <th>Soil_Type_11</th>\n",
              "      <th>Soil_Type_12</th>\n",
              "      <th>Soil_Type_13</th>\n",
              "      <th>Soil_Type_14</th>\n",
              "      <th>Soil_Type_15</th>\n",
              "      <th>Soil_Type_16</th>\n",
              "      <th>Soil_Type_17</th>\n",
              "      <th>Soil_Type_18</th>\n",
              "      <th>Soil_Type_19</th>\n",
              "      <th>Soil_Type_20</th>\n",
              "      <th>Soil_Type_21</th>\n",
              "      <th>Soil_Type_22</th>\n",
              "      <th>Soil_Type_23</th>\n",
              "      <th>Soil_Type_24</th>\n",
              "      <th>Soil_Type_25</th>\n",
              "      <th>Soil_Type_26</th>\n",
              "      <th>Soil_Type_27</th>\n",
              "      <th>Soil_Type_28</th>\n",
              "      <th>Soil_Type_29</th>\n",
              "      <th>Soil_Type_30</th>\n",
              "      <th>Soil_Type_31</th>\n",
              "      <th>Soil_Type_32</th>\n",
              "      <th>Soil_Type_33</th>\n",
              "      <th>Soil_Type_34</th>\n",
              "      <th>Soil_Type_35</th>\n",
              "      <th>Soil_Type_36</th>\n",
              "      <th>Soil_Type_37</th>\n",
              "      <th>Soil_Type_38</th>\n",
              "      <th>Soil_Type_39</th>\n",
              "      <th>Soil_Type_40</th>\n",
              "      <th>Cover_Type</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.0</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "      <td>64559.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>2749.512198</td>\n",
              "      <td>156.419941</td>\n",
              "      <td>16.321179</td>\n",
              "      <td>227.162100</td>\n",
              "      <td>50.731734</td>\n",
              "      <td>1725.553974</td>\n",
              "      <td>212.416565</td>\n",
              "      <td>218.572019</td>\n",
              "      <td>134.517124</td>\n",
              "      <td>1523.609396</td>\n",
              "      <td>0.238263</td>\n",
              "      <td>0.034031</td>\n",
              "      <td>0.418284</td>\n",
              "      <td>0.307548</td>\n",
              "      <td>0.018510</td>\n",
              "      <td>0.035998</td>\n",
              "      <td>0.057901</td>\n",
              "      <td>0.046159</td>\n",
              "      <td>0.008984</td>\n",
              "      <td>0.037036</td>\n",
              "      <td>0.000062</td>\n",
              "      <td>0.000108</td>\n",
              "      <td>0.000651</td>\n",
              "      <td>0.126551</td>\n",
              "      <td>0.023606</td>\n",
              "      <td>0.015180</td>\n",
              "      <td>0.032281</td>\n",
              "      <td>0.006103</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.004616</td>\n",
              "      <td>0.030530</td>\n",
              "      <td>0.003361</td>\n",
              "      <td>0.002788</td>\n",
              "      <td>0.007853</td>\n",
              "      <td>0.000744</td>\n",
              "      <td>0.021933</td>\n",
              "      <td>0.048173</td>\n",
              "      <td>0.015521</td>\n",
              "      <td>0.000263</td>\n",
              "      <td>0.003795</td>\n",
              "      <td>0.000821</td>\n",
              "      <td>0.000697</td>\n",
              "      <td>0.085162</td>\n",
              "      <td>0.047120</td>\n",
              "      <td>0.019703</td>\n",
              "      <td>0.042086</td>\n",
              "      <td>0.039034</td>\n",
              "      <td>0.001456</td>\n",
              "      <td>0.006134</td>\n",
              "      <td>0.000232</td>\n",
              "      <td>0.001828</td>\n",
              "      <td>0.047244</td>\n",
              "      <td>0.040475</td>\n",
              "      <td>0.026797</td>\n",
              "      <td>4.001874</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>417.974551</td>\n",
              "      <td>109.592626</td>\n",
              "      <td>8.323940</td>\n",
              "      <td>208.560741</td>\n",
              "      <td>60.669885</td>\n",
              "      <td>1338.211719</td>\n",
              "      <td>30.705067</td>\n",
              "      <td>22.671396</td>\n",
              "      <td>46.028862</td>\n",
              "      <td>1107.136764</td>\n",
              "      <td>0.426024</td>\n",
              "      <td>0.181310</td>\n",
              "      <td>0.493281</td>\n",
              "      <td>0.461482</td>\n",
              "      <td>0.134788</td>\n",
              "      <td>0.186287</td>\n",
              "      <td>0.233557</td>\n",
              "      <td>0.209832</td>\n",
              "      <td>0.094358</td>\n",
              "      <td>0.188851</td>\n",
              "      <td>0.007871</td>\n",
              "      <td>0.010412</td>\n",
              "      <td>0.025498</td>\n",
              "      <td>0.332472</td>\n",
              "      <td>0.151820</td>\n",
              "      <td>0.122269</td>\n",
              "      <td>0.176746</td>\n",
              "      <td>0.077883</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.067784</td>\n",
              "      <td>0.172042</td>\n",
              "      <td>0.057879</td>\n",
              "      <td>0.052730</td>\n",
              "      <td>0.088271</td>\n",
              "      <td>0.027257</td>\n",
              "      <td>0.146467</td>\n",
              "      <td>0.214133</td>\n",
              "      <td>0.123612</td>\n",
              "      <td>0.016225</td>\n",
              "      <td>0.061487</td>\n",
              "      <td>0.028641</td>\n",
              "      <td>0.026392</td>\n",
              "      <td>0.279125</td>\n",
              "      <td>0.211896</td>\n",
              "      <td>0.138978</td>\n",
              "      <td>0.200786</td>\n",
              "      <td>0.193678</td>\n",
              "      <td>0.038130</td>\n",
              "      <td>0.078079</td>\n",
              "      <td>0.015241</td>\n",
              "      <td>0.042714</td>\n",
              "      <td>0.212161</td>\n",
              "      <td>0.197071</td>\n",
              "      <td>0.161492</td>\n",
              "      <td>1.999399</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>1859.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-159.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>30.000000</td>\n",
              "      <td>74.000000</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",
              "      <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>0.0</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",
              "      <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",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>2375.000000</td>\n",
              "      <td>66.000000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>67.000000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>757.000000</td>\n",
              "      <td>195.000000</td>\n",
              "      <td>207.000000</td>\n",
              "      <td>106.000000</td>\n",
              "      <td>735.000000</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",
              "      <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>0.0</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",
              "      <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",
              "      <td>0.000000</td>\n",
              "      <td>2.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>2756.000000</td>\n",
              "      <td>125.000000</td>\n",
              "      <td>15.000000</td>\n",
              "      <td>180.000000</td>\n",
              "      <td>32.000000</td>\n",
              "      <td>1318.000000</td>\n",
              "      <td>220.000000</td>\n",
              "      <td>222.000000</td>\n",
              "      <td>137.000000</td>\n",
              "      <td>1275.000000</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",
              "      <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>0.0</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",
              "      <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",
              "      <td>0.000000</td>\n",
              "      <td>4.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>3106.000000</td>\n",
              "      <td>260.000000</td>\n",
              "      <td>22.000000</td>\n",
              "      <td>328.000000</td>\n",
              "      <td>79.000000</td>\n",
              "      <td>2308.000000</td>\n",
              "      <td>235.000000</td>\n",
              "      <td>235.000000</td>\n",
              "      <td>167.000000</td>\n",
              "      <td>2006.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <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>0.0</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",
              "      <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",
              "      <td>0.000000</td>\n",
              "      <td>6.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>3854.000000</td>\n",
              "      <td>360.000000</td>\n",
              "      <td>56.000000</td>\n",
              "      <td>1347.000000</td>\n",
              "      <td>565.000000</td>\n",
              "      <td>7033.000000</td>\n",
              "      <td>254.000000</td>\n",
              "      <td>254.000000</td>\n",
              "      <td>248.000000</td>\n",
              "      <td>7141.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>7.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "          Elevation        Aspect  ...  Soil_Type_40    Cover_Type\n",
              "count  64559.000000  64559.000000  ...  64559.000000  64559.000000\n",
              "mean    2749.512198    156.419941  ...      0.026797      4.001874\n",
              "std      417.974551    109.592626  ...      0.161492      1.999399\n",
              "min     1859.000000      0.000000  ...      0.000000      1.000000\n",
              "25%     2375.000000     66.000000  ...      0.000000      2.000000\n",
              "50%     2756.000000    125.000000  ...      0.000000      4.000000\n",
              "75%     3106.000000    260.000000  ...      0.000000      6.000000\n",
              "max     3854.000000    360.000000  ...      1.000000      7.000000\n",
              "\n",
              "[8 rows x 55 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 307
        },
        "id": "EQvPYpeuGhMi",
        "outputId": "cf0e559a-b9f1-4075-adc3-277154b50146"
      },
      "source": [
        "test_data.describe()"
      ],
      "execution_count": 15,
      "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>Elevation</th>\n",
              "      <th>Aspect</th>\n",
              "      <th>Slope</th>\n",
              "      <th>Horizontal_Distance_To_Hydrology</th>\n",
              "      <th>Vertical_Distance_To_Hydrology</th>\n",
              "      <th>Horizontal_Distance_To_Roadways</th>\n",
              "      <th>Hillshade_9am</th>\n",
              "      <th>Hillshade_Noon</th>\n",
              "      <th>Hillshade_3pm</th>\n",
              "      <th>Horizontal_Distance_To_Fire_Points</th>\n",
              "      <th>Wilderness_Area_1</th>\n",
              "      <th>Wilderness_Area_2</th>\n",
              "      <th>Wilderness_Area_3</th>\n",
              "      <th>Wilderness_Area_4</th>\n",
              "      <th>Soil_Type_1</th>\n",
              "      <th>Soil_Type_2</th>\n",
              "      <th>Soil_Type_3</th>\n",
              "      <th>Soil_Type_4</th>\n",
              "      <th>Soil_Type_5</th>\n",
              "      <th>Soil_Type_6</th>\n",
              "      <th>Soil_Type_7</th>\n",
              "      <th>Soil_Type_8</th>\n",
              "      <th>Soil_Type_9</th>\n",
              "      <th>Soil_Type_10</th>\n",
              "      <th>Soil_Type_11</th>\n",
              "      <th>Soil_Type_12</th>\n",
              "      <th>Soil_Type_13</th>\n",
              "      <th>Soil_Type_14</th>\n",
              "      <th>Soil_Type_15</th>\n",
              "      <th>Soil_Type_16</th>\n",
              "      <th>Soil_Type_17</th>\n",
              "      <th>Soil_Type_18</th>\n",
              "      <th>Soil_Type_19</th>\n",
              "      <th>Soil_Type_20</th>\n",
              "      <th>Soil_Type_21</th>\n",
              "      <th>Soil_Type_22</th>\n",
              "      <th>Soil_Type_23</th>\n",
              "      <th>Soil_Type_24</th>\n",
              "      <th>Soil_Type_25</th>\n",
              "      <th>Soil_Type_26</th>\n",
              "      <th>Soil_Type_27</th>\n",
              "      <th>Soil_Type_28</th>\n",
              "      <th>Soil_Type_29</th>\n",
              "      <th>Soil_Type_30</th>\n",
              "      <th>Soil_Type_31</th>\n",
              "      <th>Soil_Type_32</th>\n",
              "      <th>Soil_Type_33</th>\n",
              "      <th>Soil_Type_34</th>\n",
              "      <th>Soil_Type_35</th>\n",
              "      <th>Soil_Type_36</th>\n",
              "      <th>Soil_Type_37</th>\n",
              "      <th>Soil_Type_38</th>\n",
              "      <th>Soil_Type_39</th>\n",
              "      <th>Soil_Type_40</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.00000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.00000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.0000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.00000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.00000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.000000</td>\n",
              "      <td>50000.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>2748.642400</td>\n",
              "      <td>156.51626</td>\n",
              "      <td>16.342240</td>\n",
              "      <td>228.113680</td>\n",
              "      <td>50.736380</td>\n",
              "      <td>1720.952420</td>\n",
              "      <td>212.409760</td>\n",
              "      <td>218.481040</td>\n",
              "      <td>134.386820</td>\n",
              "      <td>1525.668920</td>\n",
              "      <td>0.237120</td>\n",
              "      <td>0.034340</td>\n",
              "      <td>0.419040</td>\n",
              "      <td>0.307720</td>\n",
              "      <td>0.01764</td>\n",
              "      <td>0.036040</td>\n",
              "      <td>0.060320</td>\n",
              "      <td>0.047480</td>\n",
              "      <td>0.008860</td>\n",
              "      <td>0.035420</td>\n",
              "      <td>0.000040</td>\n",
              "      <td>0.000060</td>\n",
              "      <td>0.000620</td>\n",
              "      <td>0.125520</td>\n",
              "      <td>0.024840</td>\n",
              "      <td>0.015120</td>\n",
              "      <td>0.032480</td>\n",
              "      <td>0.006020</td>\n",
              "      <td>0.000020</td>\n",
              "      <td>0.0041</td>\n",
              "      <td>0.030280</td>\n",
              "      <td>0.003420</td>\n",
              "      <td>0.00312</td>\n",
              "      <td>0.007640</td>\n",
              "      <td>0.000720</td>\n",
              "      <td>0.021900</td>\n",
              "      <td>0.046240</td>\n",
              "      <td>0.015420</td>\n",
              "      <td>0.000300</td>\n",
              "      <td>0.002940</td>\n",
              "      <td>0.001020</td>\n",
              "      <td>0.000520</td>\n",
              "      <td>0.084020</td>\n",
              "      <td>0.047320</td>\n",
              "      <td>0.019520</td>\n",
              "      <td>0.042280</td>\n",
              "      <td>0.040020</td>\n",
              "      <td>0.00144</td>\n",
              "      <td>0.006520</td>\n",
              "      <td>0.000540</td>\n",
              "      <td>0.001600</td>\n",
              "      <td>0.046660</td>\n",
              "      <td>0.041460</td>\n",
              "      <td>0.027620</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>418.376827</td>\n",
              "      <td>109.42698</td>\n",
              "      <td>8.326035</td>\n",
              "      <td>210.406745</td>\n",
              "      <td>60.847498</td>\n",
              "      <td>1332.701917</td>\n",
              "      <td>30.731084</td>\n",
              "      <td>22.679465</td>\n",
              "      <td>46.106332</td>\n",
              "      <td>1107.122192</td>\n",
              "      <td>0.425321</td>\n",
              "      <td>0.182103</td>\n",
              "      <td>0.493407</td>\n",
              "      <td>0.461555</td>\n",
              "      <td>0.13164</td>\n",
              "      <td>0.186392</td>\n",
              "      <td>0.238081</td>\n",
              "      <td>0.212665</td>\n",
              "      <td>0.093711</td>\n",
              "      <td>0.184841</td>\n",
              "      <td>0.006324</td>\n",
              "      <td>0.007746</td>\n",
              "      <td>0.024892</td>\n",
              "      <td>0.331311</td>\n",
              "      <td>0.155639</td>\n",
              "      <td>0.122031</td>\n",
              "      <td>0.177273</td>\n",
              "      <td>0.077356</td>\n",
              "      <td>0.004472</td>\n",
              "      <td>0.0639</td>\n",
              "      <td>0.171358</td>\n",
              "      <td>0.058381</td>\n",
              "      <td>0.05577</td>\n",
              "      <td>0.087073</td>\n",
              "      <td>0.026823</td>\n",
              "      <td>0.146359</td>\n",
              "      <td>0.210007</td>\n",
              "      <td>0.123217</td>\n",
              "      <td>0.017318</td>\n",
              "      <td>0.054143</td>\n",
              "      <td>0.031921</td>\n",
              "      <td>0.022798</td>\n",
              "      <td>0.277421</td>\n",
              "      <td>0.212325</td>\n",
              "      <td>0.138345</td>\n",
              "      <td>0.201229</td>\n",
              "      <td>0.196008</td>\n",
              "      <td>0.03792</td>\n",
              "      <td>0.080484</td>\n",
              "      <td>0.023232</td>\n",
              "      <td>0.039968</td>\n",
              "      <td>0.210912</td>\n",
              "      <td>0.199354</td>\n",
              "      <td>0.163883</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>1877.000000</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-173.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>90.000000</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>0.00000</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",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00000</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",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00000</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>2373.000000</td>\n",
              "      <td>66.00000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>67.000000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>759.000000</td>\n",
              "      <td>195.000000</td>\n",
              "      <td>206.000000</td>\n",
              "      <td>106.000000</td>\n",
              "      <td>741.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00000</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",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00000</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",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>2753.000000</td>\n",
              "      <td>125.00000</td>\n",
              "      <td>15.000000</td>\n",
              "      <td>178.000000</td>\n",
              "      <td>32.000000</td>\n",
              "      <td>1318.000000</td>\n",
              "      <td>220.000000</td>\n",
              "      <td>222.000000</td>\n",
              "      <td>137.000000</td>\n",
              "      <td>1276.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00000</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",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00000</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",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00000</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>75%</th>\n",
              "      <td>3106.000000</td>\n",
              "      <td>260.00000</td>\n",
              "      <td>22.000000</td>\n",
              "      <td>330.000000</td>\n",
              "      <td>79.000000</td>\n",
              "      <td>2290.000000</td>\n",
              "      <td>235.000000</td>\n",
              "      <td>235.000000</td>\n",
              "      <td>167.000000</td>\n",
              "      <td>2001.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.00000</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",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00000</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",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00000</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>max</th>\n",
              "      <td>3858.000000</td>\n",
              "      <td>360.00000</td>\n",
              "      <td>57.000000</td>\n",
              "      <td>1339.000000</td>\n",
              "      <td>554.000000</td>\n",
              "      <td>6984.000000</td>\n",
              "      <td>254.000000</td>\n",
              "      <td>254.000000</td>\n",
              "      <td>252.000000</td>\n",
              "      <td>7081.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.00000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.0000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.00000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.00000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "          Elevation       Aspect  ...  Soil_Type_39  Soil_Type_40\n",
              "count  50000.000000  50000.00000  ...  50000.000000  50000.000000\n",
              "mean    2748.642400    156.51626  ...      0.041460      0.027620\n",
              "std      418.376827    109.42698  ...      0.199354      0.163883\n",
              "min     1877.000000      0.00000  ...      0.000000      0.000000\n",
              "25%     2373.000000     66.00000  ...      0.000000      0.000000\n",
              "50%     2753.000000    125.00000  ...      0.000000      0.000000\n",
              "75%     3106.000000    260.00000  ...      0.000000      0.000000\n",
              "max     3858.000000    360.00000  ...      1.000000      1.000000\n",
              "\n",
              "[8 rows x 54 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PilvC_VzGhQh"
      },
      "source": [
        "X = train_data.drop('Cover_Type', axis = 1)\n",
        "y = train_data['Cover_Type']"
      ],
      "execution_count": 16,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 426
        },
        "id": "HWBiiJIHGhUK",
        "outputId": "4191643b-aa14-4cd7-bc22-f79762f83752"
      },
      "source": [
        "X"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Elevation</th>\n",
              "      <th>Aspect</th>\n",
              "      <th>Slope</th>\n",
              "      <th>Horizontal_Distance_To_Hydrology</th>\n",
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              "      <th>Soil_Type_26</th>\n",
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              "      <th>Soil_Type_28</th>\n",
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              "      <th>Soil_Type_30</th>\n",
              "      <th>Soil_Type_31</th>\n",
              "      <th>Soil_Type_32</th>\n",
              "      <th>Soil_Type_33</th>\n",
              "      <th>Soil_Type_34</th>\n",
              "      <th>Soil_Type_35</th>\n",
              "      <th>Soil_Type_36</th>\n",
              "      <th>Soil_Type_37</th>\n",
              "      <th>Soil_Type_38</th>\n",
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              "      <th>Soil_Type_40</th>\n",
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              "      <td>19</td>\n",
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              "      <td>40</td>\n",
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              "      <td>18</td>\n",
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              "      <td>217</td>\n",
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              "      <td>173</td>\n",
              "      <td>29</td>\n",
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              "      <td>93</td>\n",
              "      <td>12</td>\n",
              "      <td>507</td>\n",
              "      <td>118</td>\n",
              "      <td>570</td>\n",
              "      <td>239</td>\n",
              "      <td>221</td>\n",
              "      <td>110</td>\n",
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              "      <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>64554</th>\n",
              "      <td>3259</td>\n",
              "      <td>309</td>\n",
              "      <td>3</td>\n",
              "      <td>838</td>\n",
              "      <td>128</td>\n",
              "      <td>2048</td>\n",
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              "    <tr>\n",
              "      <th>64555</th>\n",
              "      <td>2309</td>\n",
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              "      <td>28</td>\n",
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              "    <tr>\n",
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              "    </tr>\n",
              "    <tr>\n",
              "      <th>64557</th>\n",
              "      <td>3183</td>\n",
              "      <td>239</td>\n",
              "      <td>12</td>\n",
              "      <td>395</td>\n",
              "      <td>48</td>\n",
              "      <td>408</td>\n",
              "      <td>197</td>\n",
              "      <td>250</td>\n",
              "      <td>190</td>\n",
              "      <td>2781</td>\n",
              "      <td>0</td>\n",
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              "    </tr>\n",
              "    <tr>\n",
              "      <th>64558</th>\n",
              "      <td>3069</td>\n",
              "      <td>45</td>\n",
              "      <td>11</td>\n",
              "      <td>30</td>\n",
              "      <td>4</td>\n",
              "      <td>5336</td>\n",
              "      <td>223</td>\n",
              "      <td>217</td>\n",
              "      <td>127</td>\n",
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              "      <td>1</td>\n",
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              "      <td>0.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>64559 rows × 54 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "       Elevation  Aspect  Slope  ...  Soil_Type_38  Soil_Type_39  Soil_Type_40\n",
              "0           2696     123     10  ...           0.0           0.0           0.0\n",
              "1           3269     110     19  ...           1.0           0.0           0.0\n",
              "2           3283     322     18  ...           1.0           0.0           0.0\n",
              "3           2847      89     31  ...           0.0           0.0           0.0\n",
              "4           3248      93     12  ...           0.0           0.0           0.0\n",
              "...          ...     ...    ...  ...           ...           ...           ...\n",
              "64554       3259     309      3  ...           0.0           0.0           0.0\n",
              "64555       2309     268     28  ...           0.0           0.0           0.0\n",
              "64556       2247      11      2  ...           0.0           0.0           0.0\n",
              "64557       3183     239     12  ...           0.0           0.0           0.0\n",
              "64558       3069      45     11  ...           0.0           0.0           0.0\n",
              "\n",
              "[64559 rows x 54 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "n94rq4nUGhXy"
      },
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "X_train, X_validate, y_train, y_validate = train_test_split(X,y,test_size = 0.25, random_state=42)"
      ],
      "execution_count": 18,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wKdyCnfjGh_F"
      },
      "source": [
        "X_test = test_data"
      ],
      "execution_count": 19,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "F_2WToLxU8Nd",
        "outputId": "f4bc4211-4e9d-42c5-db81-f22bffac659d"
      },
      "source": [
        "X_test.shape"
      ],
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(50000, 54)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Wk_hcPdcGhcC",
        "outputId": "12624e8a-61d9-4c6c-ad2c-92507036bd41"
      },
      "source": [
        "from sklearn.linear_model import LogisticRegression\n",
        "lr = LogisticRegression(max_iter=1000)\n",
        "lr.fit(X_train, y_train)"
      ],
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/sklearn/linear_model/_logistic.py:940: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
            "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
            "\n",
            "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
            "    https://scikit-learn.org/stable/modules/preprocessing.html\n",
            "Please also refer to the documentation for alternative solver options:\n",
            "    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
            "  extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n",
              "                   intercept_scaling=1, l1_ratio=None, max_iter=1000,\n",
              "                   multi_class='auto', n_jobs=None, penalty='l2',\n",
              "                   random_state=None, solver='lbfgs', tol=0.0001, verbose=0,\n",
              "                   warm_start=False)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8xoD2pCeGhgi"
      },
      "source": [
        "pred = lr.predict(X_validate)"
      ],
      "execution_count": 22,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "VU5ro69sGhk7",
        "outputId": "b495d494-241f-4aa6-c5db-dbdf8fc20cf7"
      },
      "source": [
        "from sklearn.metrics import accuracy_score\n",
        "accuracy_score(y_validate,pred )"
      ],
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.6116480793060719"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ldqA8HbVOG5-",
        "outputId": "ebb7119a-a891-4c30-cd3e-13dd0f3f26e8"
      },
      "source": [
        "from sklearn.ensemble import RandomForestClassifier\n",
        "random_forest = RandomForestClassifier(n_estimators = 100)\n",
        "random_forest.fit(X_train, y_train)"
      ],
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None,\n",
              "                       criterion='gini', max_depth=None, max_features='auto',\n",
              "                       max_leaf_nodes=None, max_samples=None,\n",
              "                       min_impurity_decrease=0.0, min_impurity_split=None,\n",
              "                       min_samples_leaf=1, min_samples_split=2,\n",
              "                       min_weight_fraction_leaf=0.0, n_estimators=100,\n",
              "                       n_jobs=None, oob_score=False, random_state=None,\n",
              "                       verbose=0, warm_start=False)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "i5Tih-zyGhpT"
      },
      "source": [
        "random_pred = random_forest.predict(X_validate)"
      ],
      "execution_count": 25,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YSP4wC69GhtK",
        "outputId": "752d0492-a93d-42fe-836c-1a670d0ddb90"
      },
      "source": [
        "accuracy_score(y_validate,random_pred )"
      ],
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.9232961586121438"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "KnBb4Bn5GhxQ",
        "outputId": "9192b5b6-8e69-49db-e14e-18fba78f3329"
      },
      "source": [
        "from sklearn.naive_bayes import GaussianNB\n",
        "naive_model = GaussianNB()\n",
        "naive_model.fit(X_train, y_train)"
      ],
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "GaussianNB(priors=None, var_smoothing=1e-09)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "g3a9zR-5Gh3S"
      },
      "source": [
        "naive_pred = naive_model.predict(X_validate)"
      ],
      "execution_count": 28,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qLdAEOFKGh72",
        "outputId": "d774a041-935d-43c7-bdca-38a9a2d257f6"
      },
      "source": [
        "accuracy_score(y_validate,naive_pred )\n"
      ],
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.5848822800495663"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 29
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rmKWRAoHGiCV"
      },
      "source": [
        "y_pred = random_forest.predict(X_test)"
      ],
      "execution_count": 30,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "SUO4n-sKVavH",
        "outputId": "8f584d62-e79a-4865-9999-729c2632b4fa"
      },
      "source": [
        "y_pred.shape"
      ],
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(50000,)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 31
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "F04_yNgnGiF3"
      },
      "source": [
        "res = pd.DataFrame(y_pred, columns=['prediction'])"
      ],
      "execution_count": 32,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 197
        },
        "id": "tf3zVbPQGiJt",
        "outputId": "bfbf48bb-881e-4a9e-8211-3b96d1b4c8c4"
      },
      "source": [
        "res.head()"
      ],
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "      <th></th>\n",
              "      <th>prediction</th>\n",
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