Restraunt Revenue Prediction.ipynb

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    "colab": {
      "name": "Restraunt Revenue Prediction.ipynb",
      "provenance": [],
      "toc_visible": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cw-BIxMAboVg",
        "colab_type": "text"
      },
      "source": [
        "# **Unzipping the Dataset**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AnAknShRA7J9",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "\n",
        "import zipfile as z\n",
        "zip_ref = z.ZipFile(\"/content/train.csv.zip\", \"r\") #the source path is given\n",
        "zip_ref.extractall(\"/content/\") #the destination part is given\n",
        "\n",
        "zip_ref.close()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "c7CHA4vYbuPU",
        "colab_type": "text"
      },
      "source": [
        "# **Importing important libraries**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JC3D9RggDmmi",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 70
        },
        "outputId": "8c303c77-62c8-485e-a1ee-4d8182f94df0"
      },
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "%matplotlib inline\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/statsmodels/tools/_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n",
            "  import pandas.util.testing as tm\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "M0CD5pwjEIL1",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 522
        },
        "outputId": "3c0769b0-2473-4b90-9d40-249ab5b15242"
      },
      "source": [
        "df=pd.read_csv(\"/content/train.csv\")\n",
        "df"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
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              "      <td>02/14/2008</td>\n",
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              "      <td>Big Cities</td>\n",
              "      <td>FC</td>\n",
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              "      <td>...</td>\n",
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              "      <td>132</td>\n",
              "      <td>06/25/2008</td>\n",
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              "      <td>2</td>\n",
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              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
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              "      <td>3.0</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>5787594.0</td>\n",
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              "    <tr>\n",
              "      <th>133</th>\n",
              "      <td>133</td>\n",
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              "      <td>Big Cities</td>\n",
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              "      <td>4</td>\n",
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              "      <td>0</td>\n",
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              "      <td>0</td>\n",
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              "      <td>1</td>\n",
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              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</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>9262754.0</td>\n",
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              "    <tr>\n",
              "      <th>134</th>\n",
              "      <td>134</td>\n",
              "      <td>07/08/2006</td>\n",
              "      <td>Kayseri</td>\n",
              "      <td>Other</td>\n",
              "      <td>FC</td>\n",
              "      <td>3</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</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>2544857.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>135</th>\n",
              "      <td>135</td>\n",
              "      <td>10/29/2010</td>\n",
              "      <td>İstanbul</td>\n",
              "      <td>Big Cities</td>\n",
              "      <td>FC</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>5.0</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>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</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>7217634.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>136</th>\n",
              "      <td>136</td>\n",
              "      <td>09/01/2009</td>\n",
              "      <td>İstanbul</td>\n",
              "      <td>Big Cities</td>\n",
              "      <td>FC</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</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>6363241.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>137 rows × 43 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "      Id   Open Date        City  City Group  ... P35  P36  P37    revenue\n",
              "0      0  07/17/1999    İstanbul  Big Cities  ...   4    3    4  5653753.0\n",
              "1      1  02/14/2008      Ankara  Big Cities  ...   0    0    0  6923131.0\n",
              "2      2  03/09/2013  Diyarbakır       Other  ...   0    0    0  2055379.0\n",
              "3      3  02/02/2012       Tokat       Other  ...  12   12    6  2675511.0\n",
              "4      4  05/09/2009   Gaziantep       Other  ...   4    3    3  4316715.0\n",
              "..   ...         ...         ...         ...  ...  ..  ...  ...        ...\n",
              "132  132  06/25/2008     Trabzon       Other  ...   0    0    0  5787594.0\n",
              "133  133  10/12/2006       İzmir  Big Cities  ...   0    0    0  9262754.0\n",
              "134  134  07/08/2006     Kayseri       Other  ...   0    0    0  2544857.0\n",
              "135  135  10/29/2010    İstanbul  Big Cities  ...   0    0    0  7217634.0\n",
              "136  136  09/01/2009    İstanbul  Big Cities  ...   0    0    0  6363241.0\n",
              "\n",
              "[137 rows x 43 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "3ZIkeAQ3m0NC",
        "colab_type": "text"
      },
      "source": [
        "# **Data Analysis & Data Visualization**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ILH3I-fGETXo",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "cf1b413c-567c-4951-cbf8-ae1f85b49af8"
      },
      "source": [
        "df.shape"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(137, 43)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "clvAAqogcAwo",
        "colab_type": "text"
      },
      "source": [
        "This says that the dataset has 137 rows and 43 columns. Sumply meaning, there are 137 data points in the datatset and there are 43 features, one of them is target feature.\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gTWlQ4fLExop",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 118
        },
        "outputId": "14c6cef5-0890-4c46-b645-1d88153a6c29"
      },
      "source": [
        "df.columns"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['Id', 'Open Date', 'City', 'City Group', 'Type', 'P1', 'P2', 'P3', 'P4',\n",
              "       'P5', 'P6', 'P7', 'P8', 'P9', 'P10', 'P11', 'P12', 'P13', 'P14', 'P15',\n",
              "       'P16', 'P17', 'P18', 'P19', 'P20', 'P21', 'P22', 'P23', 'P24', 'P25',\n",
              "       'P26', 'P27', 'P28', 'P29', 'P30', 'P31', 'P32', 'P33', 'P34', 'P35',\n",
              "       'P36', 'P37', 'revenue'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Jk2lcu8cEhld",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 756
        },
        "outputId": "bae66f5c-ca8a-4e0f-9695-9ab8605bc25a"
      },
      "source": [
        "\n",
        "df.isna().sum()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Id            0\n",
              "Open Date     0\n",
              "City          0\n",
              "City Group    0\n",
              "Type          0\n",
              "P1            0\n",
              "P2            0\n",
              "P3            0\n",
              "P4            0\n",
              "P5            0\n",
              "P6            0\n",
              "P7            0\n",
              "P8            0\n",
              "P9            0\n",
              "P10           0\n",
              "P11           0\n",
              "P12           0\n",
              "P13           0\n",
              "P14           0\n",
              "P15           0\n",
              "P16           0\n",
              "P17           0\n",
              "P18           0\n",
              "P19           0\n",
              "P20           0\n",
              "P21           0\n",
              "P22           0\n",
              "P23           0\n",
              "P24           0\n",
              "P25           0\n",
              "P26           0\n",
              "P27           0\n",
              "P28           0\n",
              "P29           0\n",
              "P30           0\n",
              "P31           0\n",
              "P32           0\n",
              "P33           0\n",
              "P34           0\n",
              "P35           0\n",
              "P36           0\n",
              "P37           0\n",
              "revenue       0\n",
              "dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "yMYoT2s1cYbe",
        "colab_type": "text"
      },
      "source": [
        "This says there are no Missing Values. Good for us."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "x5_JPlFsFR8X",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 857
        },
        "outputId": "1c9db25b-7925-48c1-e63a-a8b5186c5a39"
      },
      "source": [
        "df.info()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 137 entries, 0 to 136\n",
            "Data columns (total 43 columns):\n",
            " #   Column      Non-Null Count  Dtype  \n",
            "---  ------      --------------  -----  \n",
            " 0   Id          137 non-null    int64  \n",
            " 1   Open Date   137 non-null    object \n",
            " 2   City        137 non-null    object \n",
            " 3   City Group  137 non-null    object \n",
            " 4   Type        137 non-null    object \n",
            " 5   P1          137 non-null    int64  \n",
            " 6   P2          137 non-null    float64\n",
            " 7   P3          137 non-null    float64\n",
            " 8   P4          137 non-null    float64\n",
            " 9   P5          137 non-null    int64  \n",
            " 10  P6          137 non-null    int64  \n",
            " 11  P7          137 non-null    int64  \n",
            " 12  P8          137 non-null    int64  \n",
            " 13  P9          137 non-null    int64  \n",
            " 14  P10         137 non-null    int64  \n",
            " 15  P11         137 non-null    int64  \n",
            " 16  P12         137 non-null    int64  \n",
            " 17  P13         137 non-null    float64\n",
            " 18  P14         137 non-null    int64  \n",
            " 19  P15         137 non-null    int64  \n",
            " 20  P16         137 non-null    int64  \n",
            " 21  P17         137 non-null    int64  \n",
            " 22  P18         137 non-null    int64  \n",
            " 23  P19         137 non-null    int64  \n",
            " 24  P20         137 non-null    int64  \n",
            " 25  P21         137 non-null    int64  \n",
            " 26  P22         137 non-null    int64  \n",
            " 27  P23         137 non-null    int64  \n",
            " 28  P24         137 non-null    int64  \n",
            " 29  P25         137 non-null    int64  \n",
            " 30  P26         137 non-null    float64\n",
            " 31  P27         137 non-null    float64\n",
            " 32  P28         137 non-null    float64\n",
            " 33  P29         137 non-null    float64\n",
            " 34  P30         137 non-null    int64  \n",
            " 35  P31         137 non-null    int64  \n",
            " 36  P32         137 non-null    int64  \n",
            " 37  P33         137 non-null    int64  \n",
            " 38  P34         137 non-null    int64  \n",
            " 39  P35         137 non-null    int64  \n",
            " 40  P36         137 non-null    int64  \n",
            " 41  P37         137 non-null    int64  \n",
            " 42  revenue     137 non-null    float64\n",
            "dtypes: float64(9), int64(30), object(4)\n",
            "memory usage: 46.1+ KB\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jYWWFLO4cfq6",
        "colab_type": "text"
      },
      "source": [
        "From here we see that **4 of the features are object type** which the model can not understand. So they need to be **encoded**. \n",
        "\n",
        "Apart from that, Another observation is that we don't need to use the feature 'ID' as it's anyway **not going to give me any insight of the revenue**. So we will simply drop it."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HUUJ-1T-ErHE",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 522
        },
        "outputId": "5c4af36b-2b00-437f-f2b8-cf5db59233be"
      },
      "source": [
        "#The ID column is irrelevant so we will drop them.\n",
        "df=df.drop('Id',axis=1)\n",
        "df"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Open Date</th>\n",
              "      <th>City</th>\n",
              "      <th>City Group</th>\n",
              "      <th>Type</th>\n",
              "      <th>P1</th>\n",
              "      <th>P2</th>\n",
              "      <th>P3</th>\n",
              "      <th>P4</th>\n",
              "      <th>P5</th>\n",
              "      <th>P6</th>\n",
              "      <th>P7</th>\n",
              "      <th>P8</th>\n",
              "      <th>P9</th>\n",
              "      <th>P10</th>\n",
              "      <th>P11</th>\n",
              "      <th>P12</th>\n",
              "      <th>P13</th>\n",
              "      <th>P14</th>\n",
              "      <th>P15</th>\n",
              "      <th>P16</th>\n",
              "      <th>P17</th>\n",
              "      <th>P18</th>\n",
              "      <th>P19</th>\n",
              "      <th>P20</th>\n",
              "      <th>P21</th>\n",
              "      <th>P22</th>\n",
              "      <th>P23</th>\n",
              "      <th>P24</th>\n",
              "      <th>P25</th>\n",
              "      <th>P26</th>\n",
              "      <th>P27</th>\n",
              "      <th>P28</th>\n",
              "      <th>P29</th>\n",
              "      <th>P30</th>\n",
              "      <th>P31</th>\n",
              "      <th>P32</th>\n",
              "      <th>P33</th>\n",
              "      <th>P34</th>\n",
              "      <th>P35</th>\n",
              "      <th>P36</th>\n",
              "      <th>P37</th>\n",
              "      <th>revenue</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>07/17/1999</td>\n",
              "      <td>İstanbul</td>\n",
              "      <td>Big Cities</td>\n",
              "      <td>IL</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>5.0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>5653753.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>02/14/2008</td>\n",
              "      <td>Ankara</td>\n",
              "      <td>Big Cities</td>\n",
              "      <td>FC</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</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>6923131.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>03/09/2013</td>\n",
              "      <td>Diyarbakır</td>\n",
              "      <td>Other</td>\n",
              "      <td>IL</td>\n",
              "      <td>2</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>5.0</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>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</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>2055379.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>02/02/2012</td>\n",
              "      <td>Tokat</td>\n",
              "      <td>Other</td>\n",
              "      <td>IL</td>\n",
              "      <td>6</td>\n",
              "      <td>4.5</td>\n",
              "      <td>6.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>10</td>\n",
              "      <td>8</td>\n",
              "      <td>10</td>\n",
              "      <td>10</td>\n",
              "      <td>8</td>\n",
              "      <td>10</td>\n",
              "      <td>7.5</td>\n",
              "      <td>6</td>\n",
              "      <td>4</td>\n",
              "      <td>9</td>\n",
              "      <td>3</td>\n",
              "      <td>12</td>\n",
              "      <td>20</td>\n",
              "      <td>12</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>10</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2.5</td>\n",
              "      <td>2.5</td>\n",
              "      <td>2.5</td>\n",
              "      <td>7.5</td>\n",
              "      <td>25</td>\n",
              "      <td>12</td>\n",
              "      <td>10</td>\n",
              "      <td>6</td>\n",
              "      <td>18</td>\n",
              "      <td>12</td>\n",
              "      <td>12</td>\n",
              "      <td>6</td>\n",
              "      <td>2675511.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>05/09/2009</td>\n",
              "      <td>Gaziantep</td>\n",
              "      <td>Other</td>\n",
              "      <td>IL</td>\n",
              "      <td>3</td>\n",
              "      <td>4.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>4316715.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>132</th>\n",
              "      <td>06/25/2008</td>\n",
              "      <td>Trabzon</td>\n",
              "      <td>Other</td>\n",
              "      <td>FC</td>\n",
              "      <td>2</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</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>5787594.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>133</th>\n",
              "      <td>10/12/2006</td>\n",
              "      <td>İzmir</td>\n",
              "      <td>Big Cities</td>\n",
              "      <td>FC</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</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>9262754.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>134</th>\n",
              "      <td>07/08/2006</td>\n",
              "      <td>Kayseri</td>\n",
              "      <td>Other</td>\n",
              "      <td>FC</td>\n",
              "      <td>3</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</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>2544857.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>135</th>\n",
              "      <td>10/29/2010</td>\n",
              "      <td>İstanbul</td>\n",
              "      <td>Big Cities</td>\n",
              "      <td>FC</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>5.0</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>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</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>7217634.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>136</th>\n",
              "      <td>09/01/2009</td>\n",
              "      <td>İstanbul</td>\n",
              "      <td>Big Cities</td>\n",
              "      <td>FC</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</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>6363241.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>137 rows × 42 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "      Open Date        City  City Group Type  P1  ...  P34  P35  P36  P37    revenue\n",
              "0    07/17/1999    İstanbul  Big Cities   IL   4  ...    5    4    3    4  5653753.0\n",
              "1    02/14/2008      Ankara  Big Cities   FC   4  ...    0    0    0    0  6923131.0\n",
              "2    03/09/2013  Diyarbakır       Other   IL   2  ...    0    0    0    0  2055379.0\n",
              "3    02/02/2012       Tokat       Other   IL   6  ...   18   12   12    6  2675511.0\n",
              "4    05/09/2009   Gaziantep       Other   IL   3  ...    3    4    3    3  4316715.0\n",
              "..          ...         ...         ...  ...  ..  ...  ...  ...  ...  ...        ...\n",
              "132  06/25/2008     Trabzon       Other   FC   2  ...    0    0    0    0  5787594.0\n",
              "133  10/12/2006       İzmir  Big Cities   FC   4  ...    0    0    0    0  9262754.0\n",
              "134  07/08/2006     Kayseri       Other   FC   3  ...    0    0    0    0  2544857.0\n",
              "135  10/29/2010    İstanbul  Big Cities   FC   4  ...    0    0    0    0  7217634.0\n",
              "136  09/01/2009    İstanbul  Big Cities   FC   4  ...    0    0    0    0  6363241.0\n",
              "\n",
              "[137 rows x 42 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "aeo4eoTfglLd",
        "colab_type": "text"
      },
      "source": [
        "Now I am going to convert the 'Open Date' feature in **datetime format** so that I can extract the month and year from it. I want to do this because the date doesn't give me any insight of the revenue. But the **month and year surely does.**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eG9WRuxcFDE_",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 606
        },
        "outputId": "9128a23d-acb3-45d9-940c-423891410e47"
      },
      "source": [
        "df['Open Date'] = pd.to_datetime(df['Open Date'])\n",
        "df"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Open Date</th>\n",
              "      <th>City</th>\n",
              "      <th>City Group</th>\n",
              "      <th>Type</th>\n",
              "      <th>P1</th>\n",
              "      <th>P2</th>\n",
              "      <th>P3</th>\n",
              "      <th>P4</th>\n",
              "      <th>P5</th>\n",
              "      <th>P6</th>\n",
              "      <th>P7</th>\n",
              "      <th>P8</th>\n",
              "      <th>P9</th>\n",
              "      <th>P10</th>\n",
              "      <th>P11</th>\n",
              "      <th>P12</th>\n",
              "      <th>P13</th>\n",
              "      <th>P14</th>\n",
              "      <th>P15</th>\n",
              "      <th>P16</th>\n",
              "      <th>P17</th>\n",
              "      <th>P18</th>\n",
              "      <th>P19</th>\n",
              "      <th>P20</th>\n",
              "      <th>P21</th>\n",
              "      <th>P22</th>\n",
              "      <th>P23</th>\n",
              "      <th>P24</th>\n",
              "      <th>P25</th>\n",
              "      <th>P26</th>\n",
              "      <th>P27</th>\n",
              "      <th>P28</th>\n",
              "      <th>P29</th>\n",
              "      <th>P30</th>\n",
              "      <th>P31</th>\n",
              "      <th>P32</th>\n",
              "      <th>P33</th>\n",
              "      <th>P34</th>\n",
              "      <th>P35</th>\n",
              "      <th>P36</th>\n",
              "      <th>P37</th>\n",
              "      <th>revenue</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1999-07-17</td>\n",
              "      <td>İstanbul</td>\n",
              "      <td>Big Cities</td>\n",
              "      <td>IL</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>5.0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>5653753.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2008-02-14</td>\n",
              "      <td>Ankara</td>\n",
              "      <td>Big Cities</td>\n",
              "      <td>FC</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</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>6923131.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2013-03-09</td>\n",
              "      <td>Diyarbakır</td>\n",
              "      <td>Other</td>\n",
              "      <td>IL</td>\n",
              "      <td>2</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>5.0</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>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</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>2055379.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2012-02-02</td>\n",
              "      <td>Tokat</td>\n",
              "      <td>Other</td>\n",
              "      <td>IL</td>\n",
              "      <td>6</td>\n",
              "      <td>4.5</td>\n",
              "      <td>6.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>10</td>\n",
              "      <td>8</td>\n",
              "      <td>10</td>\n",
              "      <td>10</td>\n",
              "      <td>8</td>\n",
              "      <td>10</td>\n",
              "      <td>7.5</td>\n",
              "      <td>6</td>\n",
              "      <td>4</td>\n",
              "      <td>9</td>\n",
              "      <td>3</td>\n",
              "      <td>12</td>\n",
              "      <td>20</td>\n",
              "      <td>12</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>10</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2.5</td>\n",
              "      <td>2.5</td>\n",
              "      <td>2.5</td>\n",
              "      <td>7.5</td>\n",
              "      <td>25</td>\n",
              "      <td>12</td>\n",
              "      <td>10</td>\n",
              "      <td>6</td>\n",
              "      <td>18</td>\n",
              "      <td>12</td>\n",
              "      <td>12</td>\n",
              "      <td>6</td>\n",
              "      <td>2675511.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2009-05-09</td>\n",
              "      <td>Gaziantep</td>\n",
              "      <td>Other</td>\n",
              "      <td>IL</td>\n",
              "      <td>3</td>\n",
              "      <td>4.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>4316715.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>132</th>\n",
              "      <td>2008-06-25</td>\n",
              "      <td>Trabzon</td>\n",
              "      <td>Other</td>\n",
              "      <td>FC</td>\n",
              "      <td>2</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</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>5787594.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>133</th>\n",
              "      <td>2006-10-12</td>\n",
              "      <td>İzmir</td>\n",
              "      <td>Big Cities</td>\n",
              "      <td>FC</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</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>9262754.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>134</th>\n",
              "      <td>2006-07-08</td>\n",
              "      <td>Kayseri</td>\n",
              "      <td>Other</td>\n",
              "      <td>FC</td>\n",
              "      <td>3</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</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>2544857.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>135</th>\n",
              "      <td>2010-10-29</td>\n",
              "      <td>İstanbul</td>\n",
              "      <td>Big Cities</td>\n",
              "      <td>FC</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>5.0</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>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</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>7217634.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>136</th>\n",
              "      <td>2009-09-01</td>\n",
              "      <td>İstanbul</td>\n",
              "      <td>Big Cities</td>\n",
              "      <td>FC</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</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>6363241.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>137 rows × 42 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "     Open Date        City  City Group Type  P1  ...  P34  P35  P36  P37    revenue\n",
              "0   1999-07-17    İstanbul  Big Cities   IL   4  ...    5    4    3    4  5653753.0\n",
              "1   2008-02-14      Ankara  Big Cities   FC   4  ...    0    0    0    0  6923131.0\n",
              "2   2013-03-09  Diyarbakır       Other   IL   2  ...    0    0    0    0  2055379.0\n",
              "3   2012-02-02       Tokat       Other   IL   6  ...   18   12   12    6  2675511.0\n",
              "4   2009-05-09   Gaziantep       Other   IL   3  ...    3    4    3    3  4316715.0\n",
              "..         ...         ...         ...  ...  ..  ...  ...  ...  ...  ...        ...\n",
              "132 2008-06-25     Trabzon       Other   FC   2  ...    0    0    0    0  5787594.0\n",
              "133 2006-10-12       İzmir  Big Cities   FC   4  ...    0    0    0    0  9262754.0\n",
              "134 2006-07-08     Kayseri       Other   FC   3  ...    0    0    0    0  2544857.0\n",
              "135 2010-10-29    İstanbul  Big Cities   FC   4  ...    0    0    0    0  7217634.0\n",
              "136 2009-09-01    İstanbul  Big Cities   FC   4  ...    0    0    0    0  6363241.0\n",
              "\n",
              "[137 rows x 42 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "aViODuORh7dn",
        "colab_type": "text"
      },
      "source": [
        "Here I am extracting the **month** from the feature **'Open Date'**."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nSo_oj_aF3mj",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "df['month']=[x.month for x in df['Open Date']]"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xwLSlQsoiU3o",
        "colab_type": "text"
      },
      "source": [
        "Here I am extracting the **year** from the feature **'Open Date'**."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "EleiuLuyGJfo",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "df['year']=[x.year for x in df['Open Date']]"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2Wzl8W15iW_c",
        "colab_type": "text"
      },
      "source": [
        "Now we will **drop 'Open Date'** as well as we have extracted all the information from it and now its of no use to me."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RZu5c9baGJ_J",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 522
        },
        "outputId": "c1bdbf0f-2ffc-4a98-b35c-88247b8b882e"
      },
      "source": [
        "df=df.drop(['Open Date'],axis=1)\n",
        "df"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>City</th>\n",
              "      <th>City Group</th>\n",
              "      <th>Type</th>\n",
              "      <th>P1</th>\n",
              "      <th>P2</th>\n",
              "      <th>P3</th>\n",
              "      <th>P4</th>\n",
              "      <th>P5</th>\n",
              "      <th>P6</th>\n",
              "      <th>P7</th>\n",
              "      <th>P8</th>\n",
              "      <th>P9</th>\n",
              "      <th>P10</th>\n",
              "      <th>P11</th>\n",
              "      <th>P12</th>\n",
              "      <th>P13</th>\n",
              "      <th>P14</th>\n",
              "      <th>P15</th>\n",
              "      <th>P16</th>\n",
              "      <th>P17</th>\n",
              "      <th>P18</th>\n",
              "      <th>P19</th>\n",
              "      <th>P20</th>\n",
              "      <th>P21</th>\n",
              "      <th>P22</th>\n",
              "      <th>P23</th>\n",
              "      <th>P24</th>\n",
              "      <th>P25</th>\n",
              "      <th>P26</th>\n",
              "      <th>P27</th>\n",
              "      <th>P28</th>\n",
              "      <th>P29</th>\n",
              "      <th>P30</th>\n",
              "      <th>P31</th>\n",
              "      <th>P32</th>\n",
              "      <th>P33</th>\n",
              "      <th>P34</th>\n",
              "      <th>P35</th>\n",
              "      <th>P36</th>\n",
              "      <th>P37</th>\n",
              "      <th>revenue</th>\n",
              "      <th>month</th>\n",
              "      <th>year</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>İstanbul</td>\n",
              "      <td>Big Cities</td>\n",
              "      <td>IL</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>5.0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>5653753.0</td>\n",
              "      <td>7</td>\n",
              "      <td>1999</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Ankara</td>\n",
              "      <td>Big Cities</td>\n",
              "      <td>FC</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</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>6923131.0</td>\n",
              "      <td>2</td>\n",
              "      <td>2008</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Diyarbakır</td>\n",
              "      <td>Other</td>\n",
              "      <td>IL</td>\n",
              "      <td>2</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>5.0</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>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</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>2055379.0</td>\n",
              "      <td>3</td>\n",
              "      <td>2013</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Tokat</td>\n",
              "      <td>Other</td>\n",
              "      <td>IL</td>\n",
              "      <td>6</td>\n",
              "      <td>4.5</td>\n",
              "      <td>6.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>10</td>\n",
              "      <td>8</td>\n",
              "      <td>10</td>\n",
              "      <td>10</td>\n",
              "      <td>8</td>\n",
              "      <td>10</td>\n",
              "      <td>7.5</td>\n",
              "      <td>6</td>\n",
              "      <td>4</td>\n",
              "      <td>9</td>\n",
              "      <td>3</td>\n",
              "      <td>12</td>\n",
              "      <td>20</td>\n",
              "      <td>12</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>10</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2.5</td>\n",
              "      <td>2.5</td>\n",
              "      <td>2.5</td>\n",
              "      <td>7.5</td>\n",
              "      <td>25</td>\n",
              "      <td>12</td>\n",
              "      <td>10</td>\n",
              "      <td>6</td>\n",
              "      <td>18</td>\n",
              "      <td>12</td>\n",
              "      <td>12</td>\n",
              "      <td>6</td>\n",
              "      <td>2675511.0</td>\n",
              "      <td>2</td>\n",
              "      <td>2012</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Gaziantep</td>\n",
              "      <td>Other</td>\n",
              "      <td>IL</td>\n",
              "      <td>3</td>\n",
              "      <td>4.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>4316715.0</td>\n",
              "      <td>5</td>\n",
              "      <td>2009</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>132</th>\n",
              "      <td>Trabzon</td>\n",
              "      <td>Other</td>\n",
              "      <td>FC</td>\n",
              "      <td>2</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</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>5787594.0</td>\n",
              "      <td>6</td>\n",
              "      <td>2008</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>133</th>\n",
              "      <td>İzmir</td>\n",
              "      <td>Big Cities</td>\n",
              "      <td>FC</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</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>9262754.0</td>\n",
              "      <td>10</td>\n",
              "      <td>2006</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>134</th>\n",
              "      <td>Kayseri</td>\n",
              "      <td>Other</td>\n",
              "      <td>FC</td>\n",
              "      <td>3</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</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>2544857.0</td>\n",
              "      <td>7</td>\n",
              "      <td>2006</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>135</th>\n",
              "      <td>İstanbul</td>\n",
              "      <td>Big Cities</td>\n",
              "      <td>FC</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>5.0</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>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</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>7217634.0</td>\n",
              "      <td>10</td>\n",
              "      <td>2010</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>136</th>\n",
              "      <td>İstanbul</td>\n",
              "      <td>Big Cities</td>\n",
              "      <td>FC</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</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>6363241.0</td>\n",
              "      <td>9</td>\n",
              "      <td>2009</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>137 rows × 43 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "           City  City Group Type  P1   P2  ...  P36  P37    revenue  month  year\n",
              "0      İstanbul  Big Cities   IL   4  5.0  ...    3    4  5653753.0      7  1999\n",
              "1        Ankara  Big Cities   FC   4  5.0  ...    0    0  6923131.0      2  2008\n",
              "2    Diyarbakır       Other   IL   2  4.0  ...    0    0  2055379.0      3  2013\n",
              "3         Tokat       Other   IL   6  4.5  ...   12    6  2675511.0      2  2012\n",
              "4     Gaziantep       Other   IL   3  4.0  ...    3    3  4316715.0      5  2009\n",
              "..          ...         ...  ...  ..  ...  ...  ...  ...        ...    ...   ...\n",
              "132     Trabzon       Other   FC   2  3.0  ...    0    0  5787594.0      6  2008\n",
              "133       İzmir  Big Cities   FC   4  5.0  ...    0    0  9262754.0     10  2006\n",
              "134     Kayseri       Other   FC   3  4.0  ...    0    0  2544857.0      7  2006\n",
              "135    İstanbul  Big Cities   FC   4  5.0  ...    0    0  7217634.0     10  2010\n",
              "136    İstanbul  Big Cities   FC   4  5.0  ...    0    0  6363241.0      9  2009\n",
              "\n",
              "[137 rows x 43 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xOXHVBSrishU",
        "colab_type": "text"
      },
      "source": [
        "Now let's try to **visualize the trends** in month and year to understand how they affect the revenue."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "K0aOPDApGW9g",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 296
        },
        "outputId": "8403056f-05fa-4012-e3ec-9c15538dbc99"
      },
      "source": [
        "sns.countplot(df['month'])"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7ff9a25980b8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 14
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vKf13mRAi_GC",
        "colab_type": "text"
      },
      "source": [
        "From the above plot we can look at the occurence of various months in the dataset. We have the most data for the last 5 months. The highest of them is from **August** and **December**. Now let's see in which month did we have the most revenue. For this I will try to find the **mean of the revenue** for each month."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "njQ5znG_XYSk",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 252
        },
        "outputId": "84106c91-d903-4e3b-d894-daaec7a87a8e"
      },
      "source": [
        "df.groupby('month')['revenue'].mean()\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "month\n",
              "1     5.900851e+06\n",
              "2     4.189109e+06\n",
              "3     3.969557e+06\n",
              "4     4.726097e+06\n",
              "5     3.657800e+06\n",
              "6     3.776214e+06\n",
              "7     3.458596e+06\n",
              "8     3.883020e+06\n",
              "9     5.390856e+06\n",
              "10    5.236838e+06\n",
              "11    4.721400e+06\n",
              "12    4.299763e+06\n",
              "Name: revenue, dtype: float64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "b7StNl_DklCS",
        "colab_type": "text"
      },
      "source": [
        "From here we can see that the month **January gave the most revenue** to the restraunts. **September** and **October** followed January. Let's try to plot a bargraph with the same and visualize the same trends."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DZKng8EsW2hU",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 307
        },
        "outputId": "57c23a4e-7ea6-4202-b8ac-39aa781f54ea"
      },
      "source": [
        "sns.barplot('month','revenue',data=df)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7ff9a1fd9eb8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "XjU39D7hnNH_",
        "colab_type": "text"
      },
      "source": [
        "So these bargraphs are giving out the same information. Now lets try to do same kind of stuffs for the newly generated feature **'year'**."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UXanR5irG5Gc",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 296
        },
        "outputId": "d976b24c-8617-4e8a-df70-4a6fc95250cf"
      },
      "source": [
        "sns.countplot(df['year'])"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7ff9a1f95668>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 17
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8EnUFT9Ynu7d",
        "colab_type": "text"
      },
      "source": [
        "Here we are having a bit of trouble in visualization because the labels in the x-axis are not clear. Let's try to zoom in a bit!!"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1HtNF37uHAGz",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 405
        },
        "outputId": "54fd1f71-3d89-4e31-a0e7-eac0a0cd1f37"
      },
      "source": [
        "plt.figure(figsize=(15,6))\n",
        "sns.countplot(df['year'])"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7ff9a2466080>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 18
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1080x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fLCMxc1KoRk2",
        "colab_type": "text"
      },
      "source": [
        "From here we can see that the most of the data is from the years **2008-2013**. Out of them the most of the data is from the year 2011. The other years are contruibuting really less on the basis of number of data. This is also going to affect the results as well.\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_FLYvpodYWVE",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 336
        },
        "outputId": "e14fcaec-2c6a-4e05-f85a-38395624f911"
      },
      "source": [
        "df.groupby('year')['revenue'].mean()\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "year\n",
              "1996    3.903884e+06\n",
              "1997    4.286645e+06\n",
              "1998    4.251905e+06\n",
              "1999    7.329030e+06\n",
              "2000    1.359602e+07\n",
              "2002    4.991022e+06\n",
              "2004    3.482435e+06\n",
              "2005    6.611118e+06\n",
              "2006    4.203972e+06\n",
              "2007    5.079333e+06\n",
              "2008    4.876962e+06\n",
              "2009    4.652457e+06\n",
              "2010    4.383878e+06\n",
              "2011    4.147879e+06\n",
              "2012    3.837859e+06\n",
              "2013    2.532287e+06\n",
              "2014    2.464944e+06\n",
              "Name: revenue, dtype: float64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2Wo0BWkRYgIt",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 416
        },
        "outputId": "314857b4-16cc-4999-e1cd-32b89a074250"
      },
      "source": [
        "plt.figure(figsize=(15,6))\n",
        "sns.barplot('year','revenue',data=df)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7ff9a1f6e240>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 20
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1080x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "RjzQbhB9pGgP",
        "colab_type": "text"
      },
      "source": [
        "Out of all the years, the highest revenue was generated in the year **2000** and after that **1999** and **2005**."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Ibl5ULCEpbhZ",
        "colab_type": "text"
      },
      "source": [
        "# **Data Preprocessing.**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "29pLv_qyHL5G",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 84
        },
        "outputId": "4ea8975d-e410-42c0-d2b2-ce6d2818c056"
      },
      "source": [
        "df['Type'].value_counts()\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "FC    76\n",
              "IL    60\n",
              "DT     1\n",
              "Name: Type, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "y5KiyJs_pn1N",
        "colab_type": "text"
      },
      "source": [
        "There are 3 distinct values in the feature **'Type'**. We can encode the values as this:\n",
        "\n",
        "**FC as 0;**\n",
        "\n",
        "\n",
        "**IL as 1;**\n",
        "\n",
        "**DT as 2;**\n",
        "\n",
        "The order or the numbers can be anything."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "axx56ry9HfVZ",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "ty={'FC':0,'IL':1,'DT':2}\n",
        "df['Type'] = df['Type'].map(ty)\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GIl5nRSFH8vR",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 522
        },
        "outputId": "d1aaf698-a40c-49ac-ffe3-6df35c9d21ff"
      },
      "source": [
        "df"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>City</th>\n",
              "      <th>City Group</th>\n",
              "      <th>Type</th>\n",
              "      <th>P1</th>\n",
              "      <th>P2</th>\n",
              "      <th>P3</th>\n",
              "      <th>P4</th>\n",
              "      <th>P5</th>\n",
              "      <th>P6</th>\n",
              "      <th>P7</th>\n",
              "      <th>P8</th>\n",
              "      <th>P9</th>\n",
              "      <th>P10</th>\n",
              "      <th>P11</th>\n",
              "      <th>P12</th>\n",
              "      <th>P13</th>\n",
              "      <th>P14</th>\n",
              "      <th>P15</th>\n",
              "      <th>P16</th>\n",
              "      <th>P17</th>\n",
              "      <th>P18</th>\n",
              "      <th>P19</th>\n",
              "      <th>P20</th>\n",
              "      <th>P21</th>\n",
              "      <th>P22</th>\n",
              "      <th>P23</th>\n",
              "      <th>P24</th>\n",
              "      <th>P25</th>\n",
              "      <th>P26</th>\n",
              "      <th>P27</th>\n",
              "      <th>P28</th>\n",
              "      <th>P29</th>\n",
              "      <th>P30</th>\n",
              "      <th>P31</th>\n",
              "      <th>P32</th>\n",
              "      <th>P33</th>\n",
              "      <th>P34</th>\n",
              "      <th>P35</th>\n",
              "      <th>P36</th>\n",
              "      <th>P37</th>\n",
              "      <th>revenue</th>\n",
              "      <th>month</th>\n",
              "      <th>year</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>İstanbul</td>\n",
              "      <td>Big Cities</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>5.0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>5653753.0</td>\n",
              "      <td>7</td>\n",
              "      <td>1999</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Ankara</td>\n",
              "      <td>Big Cities</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</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>6923131.0</td>\n",
              "      <td>2</td>\n",
              "      <td>2008</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Diyarbakır</td>\n",
              "      <td>Other</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>5.0</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>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</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>2055379.0</td>\n",
              "      <td>3</td>\n",
              "      <td>2013</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Tokat</td>\n",
              "      <td>Other</td>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>4.5</td>\n",
              "      <td>6.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>10</td>\n",
              "      <td>8</td>\n",
              "      <td>10</td>\n",
              "      <td>10</td>\n",
              "      <td>8</td>\n",
              "      <td>10</td>\n",
              "      <td>7.5</td>\n",
              "      <td>6</td>\n",
              "      <td>4</td>\n",
              "      <td>9</td>\n",
              "      <td>3</td>\n",
              "      <td>12</td>\n",
              "      <td>20</td>\n",
              "      <td>12</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>10</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2.5</td>\n",
              "      <td>2.5</td>\n",
              "      <td>2.5</td>\n",
              "      <td>7.5</td>\n",
              "      <td>25</td>\n",
              "      <td>12</td>\n",
              "      <td>10</td>\n",
              "      <td>6</td>\n",
              "      <td>18</td>\n",
              "      <td>12</td>\n",
              "      <td>12</td>\n",
              "      <td>6</td>\n",
              "      <td>2675511.0</td>\n",
              "      <td>2</td>\n",
              "      <td>2012</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Gaziantep</td>\n",
              "      <td>Other</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>4.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>4316715.0</td>\n",
              "      <td>5</td>\n",
              "      <td>2009</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>132</th>\n",
              "      <td>Trabzon</td>\n",
              "      <td>Other</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</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>5787594.0</td>\n",
              "      <td>6</td>\n",
              "      <td>2008</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>133</th>\n",
              "      <td>İzmir</td>\n",
              "      <td>Big Cities</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</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>9262754.0</td>\n",
              "      <td>10</td>\n",
              "      <td>2006</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>134</th>\n",
              "      <td>Kayseri</td>\n",
              "      <td>Other</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</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>2544857.0</td>\n",
              "      <td>7</td>\n",
              "      <td>2006</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>135</th>\n",
              "      <td>İstanbul</td>\n",
              "      <td>Big Cities</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>5.0</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>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</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>7217634.0</td>\n",
              "      <td>10</td>\n",
              "      <td>2010</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>136</th>\n",
              "      <td>İstanbul</td>\n",
              "      <td>Big Cities</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</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>6363241.0</td>\n",
              "      <td>9</td>\n",
              "      <td>2009</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>137 rows × 43 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "           City  City Group  Type  P1   P2  ...  P36  P37    revenue  month  year\n",
              "0      İstanbul  Big Cities     1   4  5.0  ...    3    4  5653753.0      7  1999\n",
              "1        Ankara  Big Cities     0   4  5.0  ...    0    0  6923131.0      2  2008\n",
              "2    Diyarbakır       Other     1   2  4.0  ...    0    0  2055379.0      3  2013\n",
              "3         Tokat       Other     1   6  4.5  ...   12    6  2675511.0      2  2012\n",
              "4     Gaziantep       Other     1   3  4.0  ...    3    3  4316715.0      5  2009\n",
              "..          ...         ...   ...  ..  ...  ...  ...  ...        ...    ...   ...\n",
              "132     Trabzon       Other     0   2  3.0  ...    0    0  5787594.0      6  2008\n",
              "133       İzmir  Big Cities     0   4  5.0  ...    0    0  9262754.0     10  2006\n",
              "134     Kayseri       Other     0   3  4.0  ...    0    0  2544857.0      7  2006\n",
              "135    İstanbul  Big Cities     0   4  5.0  ...    0    0  7217634.0     10  2010\n",
              "136    İstanbul  Big Cities     0   4  5.0  ...    0    0  6363241.0      9  2009\n",
              "\n",
              "[137 rows x 43 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jleKY28_H_Ic",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 67
        },
        "outputId": "e55621c9-a10b-4684-87ad-ab31093b5d39"
      },
      "source": [
        "df['City Group'].value_counts()\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Big Cities    78\n",
              "Other         59\n",
              "Name: City Group, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3OARNT6aIO1W",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "cg={'Big Cities':0,'Other':1}\n",
        "df['City Group'] = df['City Group'].map(cg)\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OsRy3EtRIjpP",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 438
        },
        "outputId": "d91a6d3a-407c-4361-b2a2-e75d66d91612"
      },
      "source": [
        "df"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>City</th>\n",
              "      <th>City Group</th>\n",
              "      <th>Type</th>\n",
              "      <th>P1</th>\n",
              "      <th>P2</th>\n",
              "      <th>P3</th>\n",
              "      <th>P4</th>\n",
              "      <th>P5</th>\n",
              "      <th>P6</th>\n",
              "      <th>P7</th>\n",
              "      <th>P8</th>\n",
              "      <th>P9</th>\n",
              "      <th>P10</th>\n",
              "      <th>P11</th>\n",
              "      <th>P12</th>\n",
              "      <th>P13</th>\n",
              "      <th>P14</th>\n",
              "      <th>P15</th>\n",
              "      <th>P16</th>\n",
              "      <th>P17</th>\n",
              "      <th>P18</th>\n",
              "      <th>P19</th>\n",
              "      <th>P20</th>\n",
              "      <th>P21</th>\n",
              "      <th>P22</th>\n",
              "      <th>P23</th>\n",
              "      <th>P24</th>\n",
              "      <th>P25</th>\n",
              "      <th>P26</th>\n",
              "      <th>P27</th>\n",
              "      <th>P28</th>\n",
              "      <th>P29</th>\n",
              "      <th>P30</th>\n",
              "      <th>P31</th>\n",
              "      <th>P32</th>\n",
              "      <th>P33</th>\n",
              "      <th>P34</th>\n",
              "      <th>P35</th>\n",
              "      <th>P36</th>\n",
              "      <th>P37</th>\n",
              "      <th>revenue</th>\n",
              "      <th>month</th>\n",
              "      <th>year</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>İstanbul</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>5.0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>5653753.0</td>\n",
              "      <td>7</td>\n",
              "      <td>1999</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Ankara</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</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>6923131.0</td>\n",
              "      <td>2</td>\n",
              "      <td>2008</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Diyarbakır</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>5.0</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>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</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>2055379.0</td>\n",
              "      <td>3</td>\n",
              "      <td>2013</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Tokat</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>4.5</td>\n",
              "      <td>6.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>10</td>\n",
              "      <td>8</td>\n",
              "      <td>10</td>\n",
              "      <td>10</td>\n",
              "      <td>8</td>\n",
              "      <td>10</td>\n",
              "      <td>7.5</td>\n",
              "      <td>6</td>\n",
              "      <td>4</td>\n",
              "      <td>9</td>\n",
              "      <td>3</td>\n",
              "      <td>12</td>\n",
              "      <td>20</td>\n",
              "      <td>12</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>10</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2.5</td>\n",
              "      <td>2.5</td>\n",
              "      <td>2.5</td>\n",
              "      <td>7.5</td>\n",
              "      <td>25</td>\n",
              "      <td>12</td>\n",
              "      <td>10</td>\n",
              "      <td>6</td>\n",
              "      <td>18</td>\n",
              "      <td>12</td>\n",
              "      <td>12</td>\n",
              "      <td>6</td>\n",
              "      <td>2675511.0</td>\n",
              "      <td>2</td>\n",
              "      <td>2012</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Gaziantep</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>4.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>4316715.0</td>\n",
              "      <td>5</td>\n",
              "      <td>2009</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>132</th>\n",
              "      <td>Trabzon</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</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>5787594.0</td>\n",
              "      <td>6</td>\n",
              "      <td>2008</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>133</th>\n",
              "      <td>İzmir</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</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>9262754.0</td>\n",
              "      <td>10</td>\n",
              "      <td>2006</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>134</th>\n",
              "      <td>Kayseri</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</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>2544857.0</td>\n",
              "      <td>7</td>\n",
              "      <td>2006</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>135</th>\n",
              "      <td>İstanbul</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>5.0</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>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</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>7217634.0</td>\n",
              "      <td>10</td>\n",
              "      <td>2010</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>136</th>\n",
              "      <td>İstanbul</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</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>6363241.0</td>\n",
              "      <td>9</td>\n",
              "      <td>2009</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>137 rows × 43 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "           City  City Group  Type  P1   P2  ...  P36  P37    revenue  month  year\n",
              "0      İstanbul           0     1   4  5.0  ...    3    4  5653753.0      7  1999\n",
              "1        Ankara           0     0   4  5.0  ...    0    0  6923131.0      2  2008\n",
              "2    Diyarbakır           1     1   2  4.0  ...    0    0  2055379.0      3  2013\n",
              "3         Tokat           1     1   6  4.5  ...   12    6  2675511.0      2  2012\n",
              "4     Gaziantep           1     1   3  4.0  ...    3    3  4316715.0      5  2009\n",
              "..          ...         ...   ...  ..  ...  ...  ...  ...        ...    ...   ...\n",
              "132     Trabzon           1     0   2  3.0  ...    0    0  5787594.0      6  2008\n",
              "133       İzmir           0     0   4  5.0  ...    0    0  9262754.0     10  2006\n",
              "134     Kayseri           1     0   3  4.0  ...    0    0  2544857.0      7  2006\n",
              "135    İstanbul           0     0   4  5.0  ...    0    0  7217634.0     10  2010\n",
              "136    İstanbul           0     0   4  5.0  ...    0    0  6363241.0      9  2009\n",
              "\n",
              "[137 rows x 43 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Rehbcrl6IlLf",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "a=df['City'].value_counts()\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "UdjGwMqEqXYX",
        "colab_type": "text"
      },
      "source": [
        "Here manually creating the dictionary is inefficient. So we will store the city names in a list and then use the element as the **key** of the dictionary and the index of each element as its **key values**. "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GhnWUJ1rIsEb",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "b=a.index"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZAs53-oVI8iE",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 608
        },
        "outputId": "bb6f011e-7823-44a9-b81c-189fc5782e43"
      },
      "source": [
        "c={}\n",
        "for i,j in enumerate(b):\n",
        "  c.update({j:i})\n",
        "  print(c)\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "{'İstanbul': 0}\n",
            "{'İstanbul': 0, 'Ankara': 1}\n",
            "{'İstanbul': 0, 'Ankara': 1, 'İzmir': 2}\n",
            "{'İstanbul': 0, 'Ankara': 1, 'İzmir': 2, 'Samsun': 3}\n",
            "{'İstanbul': 0, 'Ankara': 1, 'İzmir': 2, 'Samsun': 3, 'Bursa': 4}\n",
            "{'İstanbul': 0, 'Ankara': 1, 'İzmir': 2, 'Samsun': 3, 'Bursa': 4, 'Antalya': 5}\n",
            "{'İstanbul': 0, 'Ankara': 1, 'İzmir': 2, 'Samsun': 3, 'Bursa': 4, 'Antalya': 5, 'Sakarya': 6}\n",
            "{'İstanbul': 0, 'Ankara': 1, 'İzmir': 2, 'Samsun': 3, 'Bursa': 4, 'Antalya': 5, 'Sakarya': 6, 'Tekirdağ': 7}\n",
            "{'İstanbul': 0, 'Ankara': 1, 'İzmir': 2, 'Samsun': 3, 'Bursa': 4, 'Antalya': 5, 'Sakarya': 6, 'Tekirdağ': 7, 'Diyarbakır': 8}\n",
            "{'İstanbul': 0, 'Ankara': 1, 'İzmir': 2, 'Samsun': 3, 'Bursa': 4, 'Antalya': 5, 'Sakarya': 6, 'Tekirdağ': 7, 'Diyarbakır': 8, 'Adana': 9}\n",
            "{'İstanbul': 0, 'Ankara': 1, 'İzmir': 2, 'Samsun': 3, 'Bursa': 4, 'Antalya': 5, 'Sakarya': 6, 'Tekirdağ': 7, 'Diyarbakır': 8, 'Adana': 9, 'Kayseri': 10}\n",
            "{'İstanbul': 0, 'Ankara': 1, 'İzmir': 2, 'Samsun': 3, 'Bursa': 4, 'Antalya': 5, 'Sakarya': 6, 'Tekirdağ': 7, 'Diyarbakır': 8, 'Adana': 9, 'Kayseri': 10, 'Eskişehir': 11}\n",
            "{'İstanbul': 0, 'Ankara': 1, 'İzmir': 2, 'Samsun': 3, 'Bursa': 4, 'Antalya': 5, 'Sakarya': 6, 'Tekirdağ': 7, 'Diyarbakır': 8, 'Adana': 9, 'Kayseri': 10, 'Eskişehir': 11, 'Muğla': 12}\n",
            "{'İstanbul': 0, 'Ankara': 1, 'İzmir': 2, 'Samsun': 3, 'Bursa': 4, 'Antalya': 5, 'Sakarya': 6, 'Tekirdağ': 7, 'Diyarbakır': 8, 'Adana': 9, 'Kayseri': 10, 'Eskişehir': 11, 'Muğla': 12, 'Konya': 13}\n",
            "{'İstanbul': 0, 'Ankara': 1, 'İzmir': 2, 'Samsun': 3, 'Bursa': 4, 'Antalya': 5, 'Sakarya': 6, 'Tekirdağ': 7, 'Diyarbakır': 8, 'Adana': 9, 'Kayseri': 10, 'Eskişehir': 11, 'Muğla': 12, 'Konya': 13, 'Aydın': 14}\n",
            "{'İstanbul': 0, 'Ankara': 1, 'İzmir': 2, 'Samsun': 3, 'Bursa': 4, 'Antalya': 5, 'Sakarya': 6, 'Tekirdağ': 7, 'Diyarbakır': 8, 'Adana': 9, 'Kayseri': 10, 'Eskişehir': 11, 'Muğla': 12, 'Konya': 13, 'Aydın': 14, 'Trabzon': 15}\n",
            "{'İstanbul': 0, 'Ankara': 1, 'İzmir': 2, 'Samsun': 3, 'Bursa': 4, 'Antalya': 5, 'Sakarya': 6, 'Tekirdağ': 7, 'Diyarbakır': 8, 'Adana': 9, 'Kayseri': 10, 'Eskişehir': 11, 'Muğla': 12, 'Konya': 13, 'Aydın': 14, 'Trabzon': 15, 'Amasya': 16}\n",
            "{'İstanbul': 0, 'Ankara': 1, 'İzmir': 2, 'Samsun': 3, 'Bursa': 4, 'Antalya': 5, 'Sakarya': 6, 'Tekirdağ': 7, 'Diyarbakır': 8, 'Adana': 9, 'Kayseri': 10, 'Eskişehir': 11, 'Muğla': 12, 'Konya': 13, 'Aydın': 14, 'Trabzon': 15, 'Amasya': 16, 'Osmaniye': 17}\n",
            "{'İstanbul': 0, 'Ankara': 1, 'İzmir': 2, 'Samsun': 3, 'Bursa': 4, 'Antalya': 5, 'Sakarya': 6, 'Tekirdağ': 7, 'Diyarbakır': 8, 'Adana': 9, 'Kayseri': 10, 'Eskişehir': 11, 'Muğla': 12, 'Konya': 13, 'Aydın': 14, 'Trabzon': 15, 'Amasya': 16, 'Osmaniye': 17, 'Bolu': 18}\n",
            "{'İstanbul': 0, 'Ankara': 1, 'İzmir': 2, 'Samsun': 3, 'Bursa': 4, 'Antalya': 5, 'Sakarya': 6, 'Tekirdağ': 7, 'Diyarbakır': 8, 'Adana': 9, 'Kayseri': 10, 'Eskişehir': 11, 'Muğla': 12, 'Konya': 13, 'Aydın': 14, 'Trabzon': 15, 'Amasya': 16, 'Osmaniye': 17, 'Bolu': 18, 'Kırklareli': 19}\n",
            "{'İstanbul': 0, 'Ankara': 1, 'İzmir': 2, 'Samsun': 3, 'Bursa': 4, 'Antalya': 5, 'Sakarya': 6, 'Tekirdağ': 7, 'Diyarbakır': 8, 'Adana': 9, 'Kayseri': 10, 'Eskişehir': 11, 'Muğla': 12, 'Konya': 13, 'Aydın': 14, 'Trabzon': 15, 'Amasya': 16, 'Osmaniye': 17, 'Bolu': 18, 'Kırklareli': 19, 'Isparta': 20}\n",
            "{'İstanbul': 0, 'Ankara': 1, 'İzmir': 2, 'Samsun': 3, 'Bursa': 4, 'Antalya': 5, 'Sakarya': 6, 'Tekirdağ': 7, 'Diyarbakır': 8, 'Adana': 9, 'Kayseri': 10, 'Eskişehir': 11, 'Muğla': 12, 'Konya': 13, 'Aydın': 14, 'Trabzon': 15, 'Amasya': 16, 'Osmaniye': 17, 'Bolu': 18, 'Kırklareli': 19, 'Isparta': 20, 'Kocaeli': 21}\n",
            "{'İstanbul': 0, 'Ankara': 1, 'İzmir': 2, 'Samsun': 3, 'Bursa': 4, 'Antalya': 5, 'Sakarya': 6, 'Tekirdağ': 7, 'Diyarbakır': 8, 'Adana': 9, 'Kayseri': 10, 'Eskişehir': 11, 'Muğla': 12, 'Konya': 13, 'Aydın': 14, 'Trabzon': 15, 'Amasya': 16, 'Osmaniye': 17, 'Bolu': 18, 'Kırklareli': 19, 'Isparta': 20, 'Kocaeli': 21, 'Kastamonu': 22}\n",
            "{'İstanbul': 0, 'Ankara': 1, 'İzmir': 2, 'Samsun': 3, 'Bursa': 4, 'Antalya': 5, 'Sakarya': 6, 'Tekirdağ': 7, 'Diyarbakır': 8, 'Adana': 9, 'Kayseri': 10, 'Eskişehir': 11, 'Muğla': 12, 'Konya': 13, 'Aydın': 14, 'Trabzon': 15, 'Amasya': 16, 'Osmaniye': 17, 'Bolu': 18, 'Kırklareli': 19, 'Isparta': 20, 'Kocaeli': 21, 'Kastamonu': 22, 'Uşak': 23}\n",
            "{'İstanbul': 0, 'Ankara': 1, 'İzmir': 2, 'Samsun': 3, 'Bursa': 4, 'Antalya': 5, 'Sakarya': 6, 'Tekirdağ': 7, 'Diyarbakır': 8, 'Adana': 9, 'Kayseri': 10, 'Eskişehir': 11, 'Muğla': 12, 'Konya': 13, 'Aydın': 14, 'Trabzon': 15, 'Amasya': 16, 'Osmaniye': 17, 'Bolu': 18, 'Kırklareli': 19, 'Isparta': 20, 'Kocaeli': 21, 'Kastamonu': 22, 'Uşak': 23, 'Şanlıurfa': 24}\n",
            "{'İstanbul': 0, 'Ankara': 1, 'İzmir': 2, 'Samsun': 3, 'Bursa': 4, 'Antalya': 5, 'Sakarya': 6, 'Tekirdağ': 7, 'Diyarbakır': 8, 'Adana': 9, 'Kayseri': 10, 'Eskişehir': 11, 'Muğla': 12, 'Konya': 13, 'Aydın': 14, 'Trabzon': 15, 'Amasya': 16, 'Osmaniye': 17, 'Bolu': 18, 'Kırklareli': 19, 'Isparta': 20, 'Kocaeli': 21, 'Kastamonu': 22, 'Uşak': 23, 'Şanlıurfa': 24, 'Kütahya': 25}\n",
            "{'İstanbul': 0, 'Ankara': 1, 'İzmir': 2, 'Samsun': 3, 'Bursa': 4, 'Antalya': 5, 'Sakarya': 6, 'Tekirdağ': 7, 'Diyarbakır': 8, 'Adana': 9, 'Kayseri': 10, 'Eskişehir': 11, 'Muğla': 12, 'Konya': 13, 'Aydın': 14, 'Trabzon': 15, 'Amasya': 16, 'Osmaniye': 17, 'Bolu': 18, 'Kırklareli': 19, 'Isparta': 20, 'Kocaeli': 21, 'Kastamonu': 22, 'Uşak': 23, 'Şanlıurfa': 24, 'Kütahya': 25, 'Elazığ': 26}\n",
            "{'İstanbul': 0, 'Ankara': 1, 'İzmir': 2, 'Samsun': 3, 'Bursa': 4, 'Antalya': 5, 'Sakarya': 6, 'Tekirdağ': 7, 'Diyarbakır': 8, 'Adana': 9, 'Kayseri': 10, 'Eskişehir': 11, 'Muğla': 12, 'Konya': 13, 'Aydın': 14, 'Trabzon': 15, 'Amasya': 16, 'Osmaniye': 17, 'Bolu': 18, 'Kırklareli': 19, 'Isparta': 20, 'Kocaeli': 21, 'Kastamonu': 22, 'Uşak': 23, 'Şanlıurfa': 24, 'Kütahya': 25, 'Elazığ': 26, 'Karabük': 27}\n",
            "{'İstanbul': 0, 'Ankara': 1, 'İzmir': 2, 'Samsun': 3, 'Bursa': 4, 'Antalya': 5, 'Sakarya': 6, 'Tekirdağ': 7, 'Diyarbakır': 8, 'Adana': 9, 'Kayseri': 10, 'Eskişehir': 11, 'Muğla': 12, 'Konya': 13, 'Aydın': 14, 'Trabzon': 15, 'Amasya': 16, 'Osmaniye': 17, 'Bolu': 18, 'Kırklareli': 19, 'Isparta': 20, 'Kocaeli': 21, 'Kastamonu': 22, 'Uşak': 23, 'Şanlıurfa': 24, 'Kütahya': 25, 'Elazığ': 26, 'Karabük': 27, 'Tokat': 28}\n",
            "{'İstanbul': 0, 'Ankara': 1, 'İzmir': 2, 'Samsun': 3, 'Bursa': 4, 'Antalya': 5, 'Sakarya': 6, 'Tekirdağ': 7, 'Diyarbakır': 8, 'Adana': 9, 'Kayseri': 10, 'Eskişehir': 11, 'Muğla': 12, 'Konya': 13, 'Aydın': 14, 'Trabzon': 15, 'Amasya': 16, 'Osmaniye': 17, 'Bolu': 18, 'Kırklareli': 19, 'Isparta': 20, 'Kocaeli': 21, 'Kastamonu': 22, 'Uşak': 23, 'Şanlıurfa': 24, 'Kütahya': 25, 'Elazığ': 26, 'Karabük': 27, 'Tokat': 28, 'Edirne': 29}\n",
            "{'İstanbul': 0, 'Ankara': 1, 'İzmir': 2, 'Samsun': 3, 'Bursa': 4, 'Antalya': 5, 'Sakarya': 6, 'Tekirdağ': 7, 'Diyarbakır': 8, 'Adana': 9, 'Kayseri': 10, 'Eskişehir': 11, 'Muğla': 12, 'Konya': 13, 'Aydın': 14, 'Trabzon': 15, 'Amasya': 16, 'Osmaniye': 17, 'Bolu': 18, 'Kırklareli': 19, 'Isparta': 20, 'Kocaeli': 21, 'Kastamonu': 22, 'Uşak': 23, 'Şanlıurfa': 24, 'Kütahya': 25, 'Elazığ': 26, 'Karabük': 27, 'Tokat': 28, 'Edirne': 29, 'Denizli': 30}\n",
            "{'İstanbul': 0, 'Ankara': 1, 'İzmir': 2, 'Samsun': 3, 'Bursa': 4, 'Antalya': 5, 'Sakarya': 6, 'Tekirdağ': 7, 'Diyarbakır': 8, 'Adana': 9, 'Kayseri': 10, 'Eskişehir': 11, 'Muğla': 12, 'Konya': 13, 'Aydın': 14, 'Trabzon': 15, 'Amasya': 16, 'Osmaniye': 17, 'Bolu': 18, 'Kırklareli': 19, 'Isparta': 20, 'Kocaeli': 21, 'Kastamonu': 22, 'Uşak': 23, 'Şanlıurfa': 24, 'Kütahya': 25, 'Elazığ': 26, 'Karabük': 27, 'Tokat': 28, 'Edirne': 29, 'Denizli': 30, 'Balıkesir': 31}\n",
            "{'İstanbul': 0, 'Ankara': 1, 'İzmir': 2, 'Samsun': 3, 'Bursa': 4, 'Antalya': 5, 'Sakarya': 6, 'Tekirdağ': 7, 'Diyarbakır': 8, 'Adana': 9, 'Kayseri': 10, 'Eskişehir': 11, 'Muğla': 12, 'Konya': 13, 'Aydın': 14, 'Trabzon': 15, 'Amasya': 16, 'Osmaniye': 17, 'Bolu': 18, 'Kırklareli': 19, 'Isparta': 20, 'Kocaeli': 21, 'Kastamonu': 22, 'Uşak': 23, 'Şanlıurfa': 24, 'Kütahya': 25, 'Elazığ': 26, 'Karabük': 27, 'Tokat': 28, 'Edirne': 29, 'Denizli': 30, 'Balıkesir': 31, 'Afyonkarahisar': 32}\n",
            "{'İstanbul': 0, 'Ankara': 1, 'İzmir': 2, 'Samsun': 3, 'Bursa': 4, 'Antalya': 5, 'Sakarya': 6, 'Tekirdağ': 7, 'Diyarbakır': 8, 'Adana': 9, 'Kayseri': 10, 'Eskişehir': 11, 'Muğla': 12, 'Konya': 13, 'Aydın': 14, 'Trabzon': 15, 'Amasya': 16, 'Osmaniye': 17, 'Bolu': 18, 'Kırklareli': 19, 'Isparta': 20, 'Kocaeli': 21, 'Kastamonu': 22, 'Uşak': 23, 'Şanlıurfa': 24, 'Kütahya': 25, 'Elazığ': 26, 'Karabük': 27, 'Tokat': 28, 'Edirne': 29, 'Denizli': 30, 'Balıkesir': 31, 'Afyonkarahisar': 32, 'Gaziantep': 33}\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0LsVIPTdJMvH",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 588
        },
        "outputId": "699a44fd-caf0-4eae-a074-241ba1bcb086"
      },
      "source": [
        "c"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'Adana': 9,\n",
              " 'Afyonkarahisar': 32,\n",
              " 'Amasya': 16,\n",
              " 'Ankara': 1,\n",
              " 'Antalya': 5,\n",
              " 'Aydın': 14,\n",
              " 'Balıkesir': 31,\n",
              " 'Bolu': 18,\n",
              " 'Bursa': 4,\n",
              " 'Denizli': 30,\n",
              " 'Diyarbakır': 8,\n",
              " 'Edirne': 29,\n",
              " 'Elazığ': 26,\n",
              " 'Eskişehir': 11,\n",
              " 'Gaziantep': 33,\n",
              " 'Isparta': 20,\n",
              " 'Karabük': 27,\n",
              " 'Kastamonu': 22,\n",
              " 'Kayseri': 10,\n",
              " 'Kocaeli': 21,\n",
              " 'Konya': 13,\n",
              " 'Kütahya': 25,\n",
              " 'Kırklareli': 19,\n",
              " 'Muğla': 12,\n",
              " 'Osmaniye': 17,\n",
              " 'Sakarya': 6,\n",
              " 'Samsun': 3,\n",
              " 'Tekirdağ': 7,\n",
              " 'Tokat': 28,\n",
              " 'Trabzon': 15,\n",
              " 'Uşak': 23,\n",
              " 'İstanbul': 0,\n",
              " 'İzmir': 2,\n",
              " 'Şanlıurfa': 24}"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 30
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "w8l3Aq9gKJf9",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 438
        },
        "outputId": "eeeeace5-7fda-4e83-bd7f-cef468a546af"
      },
      "source": [
        "df['City'] = df['City'].map(c)\n",
        "df"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>City</th>\n",
              "      <th>City Group</th>\n",
              "      <th>Type</th>\n",
              "      <th>P1</th>\n",
              "      <th>P2</th>\n",
              "      <th>P3</th>\n",
              "      <th>P4</th>\n",
              "      <th>P5</th>\n",
              "      <th>P6</th>\n",
              "      <th>P7</th>\n",
              "      <th>P8</th>\n",
              "      <th>P9</th>\n",
              "      <th>P10</th>\n",
              "      <th>P11</th>\n",
              "      <th>P12</th>\n",
              "      <th>P13</th>\n",
              "      <th>P14</th>\n",
              "      <th>P15</th>\n",
              "      <th>P16</th>\n",
              "      <th>P17</th>\n",
              "      <th>P18</th>\n",
              "      <th>P19</th>\n",
              "      <th>P20</th>\n",
              "      <th>P21</th>\n",
              "      <th>P22</th>\n",
              "      <th>P23</th>\n",
              "      <th>P24</th>\n",
              "      <th>P25</th>\n",
              "      <th>P26</th>\n",
              "      <th>P27</th>\n",
              "      <th>P28</th>\n",
              "      <th>P29</th>\n",
              "      <th>P30</th>\n",
              "      <th>P31</th>\n",
              "      <th>P32</th>\n",
              "      <th>P33</th>\n",
              "      <th>P34</th>\n",
              "      <th>P35</th>\n",
              "      <th>P36</th>\n",
              "      <th>P37</th>\n",
              "      <th>revenue</th>\n",
              "      <th>month</th>\n",
              "      <th>year</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>5.0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>5653753.0</td>\n",
              "      <td>7</td>\n",
              "      <td>1999</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</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>6923131.0</td>\n",
              "      <td>2</td>\n",
              "      <td>2008</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>8</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>5.0</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>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</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>2055379.0</td>\n",
              "      <td>3</td>\n",
              "      <td>2013</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>28</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>4.5</td>\n",
              "      <td>6.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>10</td>\n",
              "      <td>8</td>\n",
              "      <td>10</td>\n",
              "      <td>10</td>\n",
              "      <td>8</td>\n",
              "      <td>10</td>\n",
              "      <td>7.5</td>\n",
              "      <td>6</td>\n",
              "      <td>4</td>\n",
              "      <td>9</td>\n",
              "      <td>3</td>\n",
              "      <td>12</td>\n",
              "      <td>20</td>\n",
              "      <td>12</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>10</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2.5</td>\n",
              "      <td>2.5</td>\n",
              "      <td>2.5</td>\n",
              "      <td>7.5</td>\n",
              "      <td>25</td>\n",
              "      <td>12</td>\n",
              "      <td>10</td>\n",
              "      <td>6</td>\n",
              "      <td>18</td>\n",
              "      <td>12</td>\n",
              "      <td>12</td>\n",
              "      <td>6</td>\n",
              "      <td>2675511.0</td>\n",
              "      <td>2</td>\n",
              "      <td>2012</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>33</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>4.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>4316715.0</td>\n",
              "      <td>5</td>\n",
              "      <td>2009</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>132</th>\n",
              "      <td>15</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</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>5787594.0</td>\n",
              "      <td>6</td>\n",
              "      <td>2008</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>133</th>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</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>9262754.0</td>\n",
              "      <td>10</td>\n",
              "      <td>2006</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>134</th>\n",
              "      <td>10</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</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>2544857.0</td>\n",
              "      <td>7</td>\n",
              "      <td>2006</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>135</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>5.0</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>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</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>7217634.0</td>\n",
              "      <td>10</td>\n",
              "      <td>2010</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>136</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</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>6363241.0</td>\n",
              "      <td>9</td>\n",
              "      <td>2009</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>137 rows × 43 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "     City  City Group  Type  P1   P2  ...  P36  P37    revenue  month  year\n",
              "0       0           0     1   4  5.0  ...    3    4  5653753.0      7  1999\n",
              "1       1           0     0   4  5.0  ...    0    0  6923131.0      2  2008\n",
              "2       8           1     1   2  4.0  ...    0    0  2055379.0      3  2013\n",
              "3      28           1     1   6  4.5  ...   12    6  2675511.0      2  2012\n",
              "4      33           1     1   3  4.0  ...    3    3  4316715.0      5  2009\n",
              "..    ...         ...   ...  ..  ...  ...  ...  ...        ...    ...   ...\n",
              "132    15           1     0   2  3.0  ...    0    0  5787594.0      6  2008\n",
              "133     2           0     0   4  5.0  ...    0    0  9262754.0     10  2006\n",
              "134    10           1     0   3  4.0  ...    0    0  2544857.0      7  2006\n",
              "135     0           0     0   4  5.0  ...    0    0  7217634.0     10  2010\n",
              "136     0           0     0   4  5.0  ...    0    0  6363241.0      9  2009\n",
              "\n",
              "[137 rows x 43 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 31
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ErH2IUh2Wnhu",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 857
        },
        "outputId": "dee861fc-cc76-4810-f386-92d15f790e00"
      },
      "source": [
        "df.info()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 137 entries, 0 to 136\n",
            "Data columns (total 43 columns):\n",
            " #   Column      Non-Null Count  Dtype  \n",
            "---  ------      --------------  -----  \n",
            " 0   City        137 non-null    int64  \n",
            " 1   City Group  137 non-null    int64  \n",
            " 2   Type        137 non-null    int64  \n",
            " 3   P1          137 non-null    int64  \n",
            " 4   P2          137 non-null    float64\n",
            " 5   P3          137 non-null    float64\n",
            " 6   P4          137 non-null    float64\n",
            " 7   P5          137 non-null    int64  \n",
            " 8   P6          137 non-null    int64  \n",
            " 9   P7          137 non-null    int64  \n",
            " 10  P8          137 non-null    int64  \n",
            " 11  P9          137 non-null    int64  \n",
            " 12  P10         137 non-null    int64  \n",
            " 13  P11         137 non-null    int64  \n",
            " 14  P12         137 non-null    int64  \n",
            " 15  P13         137 non-null    float64\n",
            " 16  P14         137 non-null    int64  \n",
            " 17  P15         137 non-null    int64  \n",
            " 18  P16         137 non-null    int64  \n",
            " 19  P17         137 non-null    int64  \n",
            " 20  P18         137 non-null    int64  \n",
            " 21  P19         137 non-null    int64  \n",
            " 22  P20         137 non-null    int64  \n",
            " 23  P21         137 non-null    int64  \n",
            " 24  P22         137 non-null    int64  \n",
            " 25  P23         137 non-null    int64  \n",
            " 26  P24         137 non-null    int64  \n",
            " 27  P25         137 non-null    int64  \n",
            " 28  P26         137 non-null    float64\n",
            " 29  P27         137 non-null    float64\n",
            " 30  P28         137 non-null    float64\n",
            " 31  P29         137 non-null    float64\n",
            " 32  P30         137 non-null    int64  \n",
            " 33  P31         137 non-null    int64  \n",
            " 34  P32         137 non-null    int64  \n",
            " 35  P33         137 non-null    int64  \n",
            " 36  P34         137 non-null    int64  \n",
            " 37  P35         137 non-null    int64  \n",
            " 38  P36         137 non-null    int64  \n",
            " 39  P37         137 non-null    int64  \n",
            " 40  revenue     137 non-null    float64\n",
            " 41  month       137 non-null    int64  \n",
            " 42  year        137 non-null    int64  \n",
            "dtypes: float64(9), int64(34)\n",
            "memory usage: 46.1 KB\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "S2-uTi0zq-ct",
        "colab_type": "text"
      },
      "source": [
        "Now everything looks just fine. So we can go ahead with the data and start model building."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "CKcWqAM5rG3H",
        "colab_type": "text"
      },
      "source": [
        "# **Building the Model**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QO7zaFShrVk5",
        "colab_type": "text"
      },
      "source": [
        "The first task will be to **split the dataset** into train set and test set."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hrZptn58X64O",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "x=df.drop('revenue',axis=1)\n",
        "y=df['revenue']\n",
        "X_train, X_test, y_train, y_test = train_test_split(x,y,test_size=0.30)\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KmYWsAoxrzEr",
        "colab_type": "text"
      },
      "source": [
        "Let's check the dimension of train and test set."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mYM6EVfGZAve",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "c5e0769a-fb9d-48a4-f7af-07d75bcd4ebd"
      },
      "source": [
        "X_train.shape"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(95, 42)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 34
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fkVP10bGZFXz",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "906dcaa6-5d47-4bbe-aa4d-b94f1019eba2"
      },
      "source": [
        "y_train.shape"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(95,)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 35
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lh2e0i8uZISM",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "10973033-0e9c-45f0-90e6-e7bacb722a19"
      },
      "source": [
        "X_test.shape"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(42, 42)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 36
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NVNqv_Z3ZRiB",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "5c139974-8c7c-49b1-d1c0-b2a81f259d25"
      },
      "source": [
        "y_test.shape"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(42,)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 37
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HtymfkxKsBQD",
        "colab_type": "text"
      },
      "source": [
        "Before moving ahead, I am importing all the models from sklearn"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5UQrNCGgZTfH",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from sklearn.linear_model import LinearRegression\n",
        "from sklearn.tree import DecisionTreeRegressor\n",
        "from sklearn.ensemble import RandomForestRegressor\n",
        "from sklearn.neighbors import KNeighborsRegressor\n",
        "from xgboost import XGBRegressor"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "am1_4p4xr6Lm",
        "colab_type": "text"
      },
      "source": [
        "## Linear Regression"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "epTvCycHZgIn",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "lr = LinearRegression() #create the object of the model\n",
        "lr=lr.fit(X_train,y_train)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JMj7wJU-aVMX",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from sklearn.metrics import mean_absolute_error,mean_squared_error,r2_score"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "e6_UswhlZ5eA",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 67
        },
        "outputId": "45d2a7e8-733f-4cc5-8a2b-811a4b3d02e9"
      },
      "source": [
        "pred = lr.predict(X_test)\n",
        "s=mean_absolute_error(y_test,pred)\n",
        "s1=mean_squared_error(y_test,pred)\n",
        "s2=r2_score(y_test,pred)\n",
        "\n",
        "print(\"The MAE with the linear regressor is: \"+str(s))\n",
        "print(\"The MsE with the linear regressor is: \"+str(s1))\n",
        "print(\"The R2_Score with the linear regressor is: \"+str(s2))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "The MAE with the linear regressor is: 2760134.0949603417\n",
            "The MsE with the linear regressor is: 11689207973416.166\n",
            "The R2_Score with the linear regressor is: -1.9853665850206448\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "XOU6f3cMsPIF",
        "colab_type": "text"
      },
      "source": [
        "## Decision Tree Regressor"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "EO2SGAO8aQHY",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "dtr = DecisionTreeRegressor() #create the object of the model\n",
        "dtr=dtr.fit(X_train,y_train)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pAWZW4ZPbRx1",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 67
        },
        "outputId": "0c69860f-458f-4417-844e-92242062cc07"
      },
      "source": [
        "pred = dtr.predict(X_test)\n",
        "s=mean_absolute_error(y_test,pred)\n",
        "s1=mean_squared_error(y_test,pred)\n",
        "s2=r2_score(y_test,pred)\n",
        "\n",
        "print(\"The MAE with the DT regressor is: \"+str(s))\n",
        "print(\"The MsE with the DT regressor is: \"+str(s1))\n",
        "print(\"The R2_Score with the DT regressor is: \"+str(s2))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "The MAE with the DT regressor is: 2155843.3571428573\n",
            "The MsE with the DT regressor is: 10443914973910.12\n",
            "The R2_Score with the DT regressor is: -1.6673248393574438\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "feXjGlyJs6X5",
        "colab_type": "text"
      },
      "source": [
        "## Random Forest Regressor"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "EZFB0m99bZMd",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "r = RandomForestRegressor() #create the object of the model\n",
        "r=r.fit(X_train,y_train)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "W9huzQ7ZbsZo",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 67
        },
        "outputId": "60719747-ed2f-4b81-bc5d-0d2d3f4f578b"
      },
      "source": [
        "pred = r.predict(X_test)\n",
        "s=mean_absolute_error(y_test,pred)\n",
        "s1=mean_squared_error(y_test,pred)\n",
        "s2=r2_score(y_test,pred)\n",
        "\n",
        "print(\"The MAE with the RF regressor is: \"+str(s))\n",
        "print(\"The MsE with the RF regressor is: \"+str(s1))\n",
        "print(\"The R2_Score with the RF regressor is: \"+str(s2))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "The MAE with the RF regressor is: 1548254.935952381\n",
            "The MsE with the RF regressor is: 4285626378895.6367\n",
            "The R2_Score with the RF regressor is: -0.09452803102954532\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "iruk7gaUtCWD",
        "colab_type": "text"
      },
      "source": [
        "## K-Neighbors Regressor"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FDR-sbYqbxAP",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "knn=KNeighborsRegressor()\n",
        "knn=knn.fit(X_train,y_train)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "E6DmyPkZcLyy",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 67
        },
        "outputId": "dca1817a-8356-44f3-ce34-e0a3d5f098a3"
      },
      "source": [
        "pred = knn.predict(X_test)\n",
        "s=mean_absolute_error(y_test,pred)\n",
        "s1=mean_squared_error(y_test,pred)\n",
        "s2=r2_score(y_test,pred)\n",
        "\n",
        "print(\"The MAE with the KNN regressor is: \"+str(s))\n",
        "print(\"The MsE with the KNN regressor is: \"+str(s1))\n",
        "print(\"The R2_Score with the KNN regressor is: \"+str(s2))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "The MAE with the KNN regressor is: 1700066.1\n",
            "The MsE with the KNN regressor is: 5088333616521.561\n",
            "The R2_Score with the KNN regressor is: -0.2995355362610843\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "PJ2xFS-otIN4",
        "colab_type": "text"
      },
      "source": [
        "## XGB Regressor"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jcQab3aUcRGO",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "16ff413d-2244-4ab5-a83a-54b5e1deffd6"
      },
      "source": [
        "xgb=XGBRegressor()\n",
        "xgb=xgb.fit(X_train,y_train)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[07:28:52] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "P4abgRUicYFO",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 67
        },
        "outputId": "253c3c85-bcaa-40bd-eb25-17e317807a5c"
      },
      "source": [
        "pred = xgb.predict(X_test)\n",
        "s=mean_absolute_error(y_test,pred)\n",
        "s1=mean_squared_error(y_test,pred)\n",
        "s2=r2_score(y_test,pred)\n",
        "\n",
        "print(\"The MAE with the XGB regressor is: \"+str(s))\n",
        "print(\"The MsE with the XGB regressor is: \"+str(s1))\n",
        "print(\"The R2_Score with the XGB regressor is: \"+str(s2))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "The MAE with the XGB regressor is: 1642730.9791666667\n",
            "The MsE with the XGB regressor is: 5256036334594.464\n",
            "The R2_Score with the XGB regressor is: -0.34236599080433305\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "YVYrJK5XuNZV",
        "colab_type": "text"
      },
      "source": [
        "From all the models, RFregressor gave the minimum error, So thats the best model and should be chosen as the final model."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Z_2uvljouhdE",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}