AWS Debiasing AI using Sage Maker./London_Crime.ipynb

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      "name": "London Crime ",
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  "cells": [
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      "cell_type": "markdown",
      "metadata": {
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      "source": [
        "# Import libraries"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "grIKryJpo9Zn"
      },
      "source": [
        "import boto3\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import io\n",
        "from sagemaker import get_execution_role\n",
        "import os\n",
        "\n",
        "# Amazon SageMaker Python SDK\n",
        "import sagemaker.amazon.common as smac \n",
        "import sagemaker\n",
        "\n",
        "# instruction to Jupyter to inline all the visualizations\n",
        "%matplotlib inline "
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9wOGLadKo9Zp"
      },
      "source": [
        "# Data Ingestion\n",
        "\n",
        "Next, we read the dataset from an online URL into memory, for preprocessing prior to training."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Pgh4VH_Ho9Zp",
        "outputId": "7cb7858f-5a99-4ed2-cfd3-bce7151ec924"
      },
      "source": [
        "role = get_execution_role()\n",
        "input_bucket = 'linkedin-sagemaker' # bucket name\n",
        "in_data_key = 'crime-data.csv' # file name\n",
        "training_data_location = 's3://{}/{}'.format(input_bucket, in_data_key) \n",
        "\n",
        "# Define the headers since the data does not have any\n",
        "headers = ['CommittedCrime','County','TimeofDay','DayofWeek','Month','Gender','AverageAge']\n",
        "\n",
        "df = pd.read_csv(training_data_location, names=headers)\n",
        "print('uploaded training data from location: {}'.format(training_data_location))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "uploaded training data from location: s3://linkedin-sagemaker/crime-data.csv\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "nKn0GSv-o9Zq"
      },
      "source": [
        "# Data Inspection & Visualization\n",
        "\n",
        "Once the dataset is imported, it's typical as part of the machine learning process to inspect the data, understand the distributions, and determine what type(s) of preprocessing might be needed."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5RsSWcs_o9Zr",
        "outputId": "e3781bf6-8290-4ab9-f3ee-80da053542e2"
      },
      "source": [
        "#inspect the data\n",
        "df"
      ],
      "execution_count": null,
      "outputs": [
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              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Monday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10852</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Wednesday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10853</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Friday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10854</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Friday</td>\n",
              "      <td>December</td>\n",
              "      <td>Female</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10855</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Saturday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10856</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Saturday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10857</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Saturday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10858</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Monday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10859</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Monday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10860</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Monday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10861</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Monday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10862</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Wednesday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10863</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Thursday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10864</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Friday</td>\n",
              "      <td>December</td>\n",
              "      <td>Female</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>10865 rows × 7 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "       CommittedCrime         County  TimeofDay  DayofWeek     Month  Gender  \\\n",
              "0                   1  DevonCornwall    morning     Sunday   January    Male   \n",
              "1                   1  DevonCornwall  afternoon     Sunday   January    Male   \n",
              "2                   1  DevonCornwall    morning   Thursday   January    Male   \n",
              "3                   1  DevonCornwall    morning   Thursday   January  Female   \n",
              "4                   1  DevonCornwall  afternoon     Friday   January  Female   \n",
              "5                   1  DevonCornwall  afternoon   Saturday   January    Male   \n",
              "6                   1  DevonCornwall    evening   Saturday   January    Male   \n",
              "7                   1  DevonCornwall    evening     Sunday   January    Male   \n",
              "8                   1  DevonCornwall    evening     Monday   January    Male   \n",
              "9                   1  DevonCornwall    morning    Tuesday   January    Male   \n",
              "10                  1  DevonCornwall  afternoon    Tuesday   January    Male   \n",
              "11                  1  DevonCornwall  afternoon  Wednesday   January    Male   \n",
              "12                  1  DevonCornwall  afternoon  Wednesday   January    Male   \n",
              "13                  1  DevonCornwall  afternoon     Friday   January    Male   \n",
              "14                  1  DevonCornwall    evening   Saturday   January  Female   \n",
              "15                  1  DevonCornwall  afternoon  Wednesday   January  Female   \n",
              "16                  1  DevonCornwall  afternoon   Saturday   January    Male   \n",
              "17                  1  DevonCornwall    evening   Saturday   January    Male   \n",
              "18                  1  DevonCornwall    evening   Saturday   January    Male   \n",
              "19                  1  DevonCornwall    evening   Saturday   January    Male   \n",
              "20                  1  DevonCornwall    morning     Sunday   January    Male   \n",
              "21                  1  DevonCornwall  afternoon     Sunday   January    Male   \n",
              "22                  1  DevonCornwall  afternoon     Sunday   January    Male   \n",
              "23                  1  DevonCornwall  afternoon     Sunday   January    Male   \n",
              "24                  1  DevonCornwall    evening     Monday   January    Male   \n",
              "25                  1  DevonCornwall    morning    Tuesday   January    Male   \n",
              "26                  1  DevonCornwall    morning  Wednesday   January    Male   \n",
              "27                  1  DevonCornwall    evening  Wednesday   January    Male   \n",
              "28                  1  DevonCornwall    evening   Saturday   January    Male   \n",
              "29                  1  DevonCornwall    evening   Saturday   January    Male   \n",
              "...               ...            ...        ...        ...       ...     ...   \n",
              "10835               0         Dorset    morning     Sunday  November    Male   \n",
              "10836               0         Dorset    morning     Sunday  November    Male   \n",
              "10837               0         Dorset    morning   Thursday  November    Male   \n",
              "10838               0         Dorset    morning     Sunday  November    Male   \n",
              "10839               0         Dorset    morning     Sunday  November    Male   \n",
              "10840               0         Dorset    morning     Sunday  November    Male   \n",
              "10841               0         Dorset    morning     Monday  November    Male   \n",
              "10842               1         Dorset    morning   Saturday  December    Male   \n",
              "10843               1         Dorset    morning   Saturday  December    Male   \n",
              "10844               1         Dorset    morning     Sunday  December    Male   \n",
              "10845               1         Dorset    morning     Monday  December    Male   \n",
              "10846               1         Dorset    morning     Monday  December    Male   \n",
              "10847               1         Dorset    morning     Monday  December    Male   \n",
              "10848               1         Dorset    morning     Monday  December    Male   \n",
              "10849               1         Dorset    morning  Wednesday  December    Male   \n",
              "10850               1         Dorset    morning     Monday  December    Male   \n",
              "10851               1         Dorset    morning     Monday  December    Male   \n",
              "10852               1         Dorset    morning  Wednesday  December    Male   \n",
              "10853               1         Dorset    morning     Friday  December    Male   \n",
              "10854               1         Dorset    morning     Friday  December  Female   \n",
              "10855               1         Dorset    morning   Saturday  December    Male   \n",
              "10856               1         Dorset    morning   Saturday  December    Male   \n",
              "10857               1         Dorset    morning   Saturday  December    Male   \n",
              "10858               1         Dorset    morning     Monday  December    Male   \n",
              "10859               1         Dorset    morning     Monday  December    Male   \n",
              "10860               1         Dorset    morning     Monday  December    Male   \n",
              "10861               1         Dorset    morning     Monday  December    Male   \n",
              "10862               1         Dorset    morning  Wednesday  December    Male   \n",
              "10863               1         Dorset    morning   Thursday  December    Male   \n",
              "10864               1         Dorset    morning     Friday  December  Female   \n",
              "\n",
              "       AverageAge  \n",
              "0            48.0  \n",
              "1            21.0  \n",
              "2            30.0  \n",
              "3            48.0  \n",
              "4            30.0  \n",
              "5            48.0  \n",
              "6            21.0  \n",
              "7            21.0  \n",
              "8            21.0  \n",
              "9            30.0  \n",
              "10           30.0  \n",
              "11           21.0  \n",
              "12           11.0  \n",
              "13           21.0  \n",
              "14           48.0  \n",
              "15           11.0  \n",
              "16           11.0  \n",
              "17           11.0  \n",
              "18           11.0  \n",
              "19           48.0  \n",
              "20           48.0  \n",
              "21           30.0  \n",
              "22           21.0  \n",
              "23           48.0  \n",
              "24           30.0  \n",
              "25           48.0  \n",
              "26           48.0  \n",
              "27           30.0  \n",
              "28           21.0  \n",
              "29           21.0  \n",
              "...           ...  \n",
              "10835        48.0  \n",
              "10836        11.0  \n",
              "10837        48.0  \n",
              "10838        11.0  \n",
              "10839        11.0  \n",
              "10840        11.0  \n",
              "10841        48.0  \n",
              "10842        11.0  \n",
              "10843        11.0  \n",
              "10844        30.0  \n",
              "10845        21.0  \n",
              "10846        30.0  \n",
              "10847        48.0  \n",
              "10848        21.0  \n",
              "10849        48.0  \n",
              "10850        11.0  \n",
              "10851        11.0  \n",
              "10852        11.0  \n",
              "10853        11.0  \n",
              "10854        11.0  \n",
              "10855        48.0  \n",
              "10856        48.0  \n",
              "10857        30.0  \n",
              "10858        48.0  \n",
              "10859        21.0  \n",
              "10860        30.0  \n",
              "10861        21.0  \n",
              "10862        48.0  \n",
              "10863        21.0  \n",
              "10864        48.0  \n",
              "\n",
              "[10865 rows x 7 columns]"
            ]
          },
          "execution_count": 3,
          "metadata": {},
          "output_type": "execute_result"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NAqOCOuRo9Zr",
        "outputId": "0d4cfc1d-0f1b-43f0-b94b-3671cfaae825"
      },
      "source": [
        "# So if I say df.Quantity,\n",
        "#that's going to give me a single column of data,\n",
        "#which is the quantities of the different transactions\n",
        "#in donuts that we had.\n",
        "df.County"
      ],
      "execution_count": null,
      "outputs": [
        {
          "data": {
            "text/plain": [
              "0        DevonCornwall\n",
              "1        DevonCornwall\n",
              "2        DevonCornwall\n",
              "3        DevonCornwall\n",
              "4        DevonCornwall\n",
              "5        DevonCornwall\n",
              "6        DevonCornwall\n",
              "7        DevonCornwall\n",
              "8        DevonCornwall\n",
              "9        DevonCornwall\n",
              "10       DevonCornwall\n",
              "11       DevonCornwall\n",
              "12       DevonCornwall\n",
              "13       DevonCornwall\n",
              "14       DevonCornwall\n",
              "15       DevonCornwall\n",
              "16       DevonCornwall\n",
              "17       DevonCornwall\n",
              "18       DevonCornwall\n",
              "19       DevonCornwall\n",
              "20       DevonCornwall\n",
              "21       DevonCornwall\n",
              "22       DevonCornwall\n",
              "23       DevonCornwall\n",
              "24       DevonCornwall\n",
              "25       DevonCornwall\n",
              "26       DevonCornwall\n",
              "27       DevonCornwall\n",
              "28       DevonCornwall\n",
              "29       DevonCornwall\n",
              "             ...      \n",
              "10835           Dorset\n",
              "10836           Dorset\n",
              "10837           Dorset\n",
              "10838           Dorset\n",
              "10839           Dorset\n",
              "10840           Dorset\n",
              "10841           Dorset\n",
              "10842           Dorset\n",
              "10843           Dorset\n",
              "10844           Dorset\n",
              "10845           Dorset\n",
              "10846           Dorset\n",
              "10847           Dorset\n",
              "10848           Dorset\n",
              "10849           Dorset\n",
              "10850           Dorset\n",
              "10851           Dorset\n",
              "10852           Dorset\n",
              "10853           Dorset\n",
              "10854           Dorset\n",
              "10855           Dorset\n",
              "10856           Dorset\n",
              "10857           Dorset\n",
              "10858           Dorset\n",
              "10859           Dorset\n",
              "10860           Dorset\n",
              "10861           Dorset\n",
              "10862           Dorset\n",
              "10863           Dorset\n",
              "10864           Dorset\n",
              "Name: County, Length: 10865, dtype: object"
            ]
          },
          "execution_count": 4,
          "metadata": {},
          "output_type": "execute_result"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Sx5BI4x1o9Zs",
        "outputId": "fa66cbf2-9883-46f9-a158-2f18f194250f"
      },
      "source": [
        "df.AverageAge.hist()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fa71f80ada0>"
            ]
          },
          "execution_count": 5,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "scrolled": true,
        "id": "zkyhfIEho9Zs",
        "outputId": "d97af72e-1c66-4f87-da70-9b473f7d41d8"
      },
      "source": [
        "#select a subset of records\n",
        "df[df.TimeofDay == 'morning']"
      ],
      "execution_count": null,
      "outputs": [
        {
          "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>CommittedCrime</th>\n",
              "      <th>County</th>\n",
              "      <th>TimeofDay</th>\n",
              "      <th>DayofWeek</th>\n",
              "      <th>Month</th>\n",
              "      <th>Gender</th>\n",
              "      <th>AverageAge</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>morning</td>\n",
              "      <td>Sunday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>morning</td>\n",
              "      <td>Thursday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>morning</td>\n",
              "      <td>Thursday</td>\n",
              "      <td>January</td>\n",
              "      <td>Female</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>morning</td>\n",
              "      <td>Tuesday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>morning</td>\n",
              "      <td>Sunday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>morning</td>\n",
              "      <td>Tuesday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>morning</td>\n",
              "      <td>Wednesday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>morning</td>\n",
              "      <td>Sunday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>31</th>\n",
              "      <td>1</td>\n",
              "      <td>Surrey</td>\n",
              "      <td>morning</td>\n",
              "      <td>Sunday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32</th>\n",
              "      <td>1</td>\n",
              "      <td>Surrey</td>\n",
              "      <td>morning</td>\n",
              "      <td>Sunday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>33</th>\n",
              "      <td>1</td>\n",
              "      <td>Surrey</td>\n",
              "      <td>morning</td>\n",
              "      <td>Sunday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>35</th>\n",
              "      <td>1</td>\n",
              "      <td>Surrey</td>\n",
              "      <td>morning</td>\n",
              "      <td>Tuesday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>36</th>\n",
              "      <td>1</td>\n",
              "      <td>Surrey</td>\n",
              "      <td>morning</td>\n",
              "      <td>Tuesday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>40</th>\n",
              "      <td>1</td>\n",
              "      <td>Surrey</td>\n",
              "      <td>morning</td>\n",
              "      <td>Thursday</td>\n",
              "      <td>January</td>\n",
              "      <td>Female</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>43</th>\n",
              "      <td>1</td>\n",
              "      <td>Surrey</td>\n",
              "      <td>morning</td>\n",
              "      <td>Friday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>49</th>\n",
              "      <td>1</td>\n",
              "      <td>Surrey</td>\n",
              "      <td>morning</td>\n",
              "      <td>Monday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>51</th>\n",
              "      <td>1</td>\n",
              "      <td>Surrey</td>\n",
              "      <td>morning</td>\n",
              "      <td>Tuesday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>52</th>\n",
              "      <td>1</td>\n",
              "      <td>Surrey</td>\n",
              "      <td>morning</td>\n",
              "      <td>Friday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>53</th>\n",
              "      <td>1</td>\n",
              "      <td>Surrey</td>\n",
              "      <td>morning</td>\n",
              "      <td>Saturday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>61</th>\n",
              "      <td>1</td>\n",
              "      <td>Surrey</td>\n",
              "      <td>morning</td>\n",
              "      <td>Monday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>64</th>\n",
              "      <td>1</td>\n",
              "      <td>Surrey</td>\n",
              "      <td>morning</td>\n",
              "      <td>Tuesday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>65</th>\n",
              "      <td>1</td>\n",
              "      <td>Surrey</td>\n",
              "      <td>morning</td>\n",
              "      <td>Wednesday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>67</th>\n",
              "      <td>1</td>\n",
              "      <td>Surrey</td>\n",
              "      <td>morning</td>\n",
              "      <td>Friday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>69</th>\n",
              "      <td>1</td>\n",
              "      <td>Surrey</td>\n",
              "      <td>morning</td>\n",
              "      <td>Monday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>70</th>\n",
              "      <td>1</td>\n",
              "      <td>Surrey</td>\n",
              "      <td>morning</td>\n",
              "      <td>Monday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>72</th>\n",
              "      <td>1</td>\n",
              "      <td>Essex</td>\n",
              "      <td>morning</td>\n",
              "      <td>Sunday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>84</th>\n",
              "      <td>1</td>\n",
              "      <td>Essex</td>\n",
              "      <td>morning</td>\n",
              "      <td>Sunday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>88</th>\n",
              "      <td>1</td>\n",
              "      <td>Essex</td>\n",
              "      <td>morning</td>\n",
              "      <td>Friday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>90</th>\n",
              "      <td>1</td>\n",
              "      <td>Essex</td>\n",
              "      <td>morning</td>\n",
              "      <td>Saturday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>91</th>\n",
              "      <td>1</td>\n",
              "      <td>Essex</td>\n",
              "      <td>morning</td>\n",
              "      <td>Sunday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10835</th>\n",
              "      <td>0</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Sunday</td>\n",
              "      <td>November</td>\n",
              "      <td>Male</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10836</th>\n",
              "      <td>0</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Sunday</td>\n",
              "      <td>November</td>\n",
              "      <td>Male</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10837</th>\n",
              "      <td>0</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Thursday</td>\n",
              "      <td>November</td>\n",
              "      <td>Male</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10838</th>\n",
              "      <td>0</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Sunday</td>\n",
              "      <td>November</td>\n",
              "      <td>Male</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10839</th>\n",
              "      <td>0</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Sunday</td>\n",
              "      <td>November</td>\n",
              "      <td>Male</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10840</th>\n",
              "      <td>0</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Sunday</td>\n",
              "      <td>November</td>\n",
              "      <td>Male</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10841</th>\n",
              "      <td>0</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Monday</td>\n",
              "      <td>November</td>\n",
              "      <td>Male</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10842</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Saturday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10843</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Saturday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10844</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Sunday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10845</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Monday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10846</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Monday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10847</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Monday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10848</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Monday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10849</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Wednesday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10850</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Monday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10851</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Monday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10852</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Wednesday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10853</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Friday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10854</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Friday</td>\n",
              "      <td>December</td>\n",
              "      <td>Female</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10855</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Saturday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10856</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Saturday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10857</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Saturday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10858</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Monday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10859</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Monday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10860</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Monday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10861</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Monday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10862</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Wednesday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10863</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Thursday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10864</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Friday</td>\n",
              "      <td>December</td>\n",
              "      <td>Female</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>3625 rows × 7 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "       CommittedCrime         County TimeofDay  DayofWeek     Month  Gender  \\\n",
              "0                   1  DevonCornwall   morning     Sunday   January    Male   \n",
              "2                   1  DevonCornwall   morning   Thursday   January    Male   \n",
              "3                   1  DevonCornwall   morning   Thursday   January  Female   \n",
              "9                   1  DevonCornwall   morning    Tuesday   January    Male   \n",
              "20                  1  DevonCornwall   morning     Sunday   January    Male   \n",
              "25                  1  DevonCornwall   morning    Tuesday   January    Male   \n",
              "26                  1  DevonCornwall   morning  Wednesday   January    Male   \n",
              "30                  1  DevonCornwall   morning     Sunday   January    Male   \n",
              "31                  1         Surrey   morning     Sunday   January    Male   \n",
              "32                  1         Surrey   morning     Sunday   January    Male   \n",
              "33                  1         Surrey   morning     Sunday   January    Male   \n",
              "35                  1         Surrey   morning    Tuesday   January    Male   \n",
              "36                  1         Surrey   morning    Tuesday   January    Male   \n",
              "40                  1         Surrey   morning   Thursday   January  Female   \n",
              "43                  1         Surrey   morning     Friday   January    Male   \n",
              "49                  1         Surrey   morning     Monday   January    Male   \n",
              "51                  1         Surrey   morning    Tuesday   January    Male   \n",
              "52                  1         Surrey   morning     Friday   January    Male   \n",
              "53                  1         Surrey   morning   Saturday   January    Male   \n",
              "61                  1         Surrey   morning     Monday   January    Male   \n",
              "64                  1         Surrey   morning    Tuesday   January    Male   \n",
              "65                  1         Surrey   morning  Wednesday   January    Male   \n",
              "67                  1         Surrey   morning     Friday   January    Male   \n",
              "69                  1         Surrey   morning     Monday   January    Male   \n",
              "70                  1         Surrey   morning     Monday   January    Male   \n",
              "72                  1          Essex   morning     Sunday   January    Male   \n",
              "84                  1          Essex   morning     Sunday   January    Male   \n",
              "88                  1          Essex   morning     Friday   January    Male   \n",
              "90                  1          Essex   morning   Saturday   January    Male   \n",
              "91                  1          Essex   morning     Sunday   January    Male   \n",
              "...               ...            ...       ...        ...       ...     ...   \n",
              "10835               0         Dorset   morning     Sunday  November    Male   \n",
              "10836               0         Dorset   morning     Sunday  November    Male   \n",
              "10837               0         Dorset   morning   Thursday  November    Male   \n",
              "10838               0         Dorset   morning     Sunday  November    Male   \n",
              "10839               0         Dorset   morning     Sunday  November    Male   \n",
              "10840               0         Dorset   morning     Sunday  November    Male   \n",
              "10841               0         Dorset   morning     Monday  November    Male   \n",
              "10842               1         Dorset   morning   Saturday  December    Male   \n",
              "10843               1         Dorset   morning   Saturday  December    Male   \n",
              "10844               1         Dorset   morning     Sunday  December    Male   \n",
              "10845               1         Dorset   morning     Monday  December    Male   \n",
              "10846               1         Dorset   morning     Monday  December    Male   \n",
              "10847               1         Dorset   morning     Monday  December    Male   \n",
              "10848               1         Dorset   morning     Monday  December    Male   \n",
              "10849               1         Dorset   morning  Wednesday  December    Male   \n",
              "10850               1         Dorset   morning     Monday  December    Male   \n",
              "10851               1         Dorset   morning     Monday  December    Male   \n",
              "10852               1         Dorset   morning  Wednesday  December    Male   \n",
              "10853               1         Dorset   morning     Friday  December    Male   \n",
              "10854               1         Dorset   morning     Friday  December  Female   \n",
              "10855               1         Dorset   morning   Saturday  December    Male   \n",
              "10856               1         Dorset   morning   Saturday  December    Male   \n",
              "10857               1         Dorset   morning   Saturday  December    Male   \n",
              "10858               1         Dorset   morning     Monday  December    Male   \n",
              "10859               1         Dorset   morning     Monday  December    Male   \n",
              "10860               1         Dorset   morning     Monday  December    Male   \n",
              "10861               1         Dorset   morning     Monday  December    Male   \n",
              "10862               1         Dorset   morning  Wednesday  December    Male   \n",
              "10863               1         Dorset   morning   Thursday  December    Male   \n",
              "10864               1         Dorset   morning     Friday  December  Female   \n",
              "\n",
              "       AverageAge  \n",
              "0            48.0  \n",
              "2            30.0  \n",
              "3            48.0  \n",
              "9            30.0  \n",
              "20           48.0  \n",
              "25           48.0  \n",
              "26           48.0  \n",
              "30           11.0  \n",
              "31           21.0  \n",
              "32           21.0  \n",
              "33           21.0  \n",
              "35           30.0  \n",
              "36           30.0  \n",
              "40           30.0  \n",
              "43           21.0  \n",
              "49           30.0  \n",
              "51           30.0  \n",
              "52           11.0  \n",
              "53           11.0  \n",
              "61           30.0  \n",
              "64           30.0  \n",
              "65           11.0  \n",
              "67           21.0  \n",
              "69           30.0  \n",
              "70           21.0  \n",
              "72           48.0  \n",
              "84           30.0  \n",
              "88           30.0  \n",
              "90           21.0  \n",
              "91           30.0  \n",
              "...           ...  \n",
              "10835        48.0  \n",
              "10836        11.0  \n",
              "10837        48.0  \n",
              "10838        11.0  \n",
              "10839        11.0  \n",
              "10840        11.0  \n",
              "10841        48.0  \n",
              "10842        11.0  \n",
              "10843        11.0  \n",
              "10844        30.0  \n",
              "10845        21.0  \n",
              "10846        30.0  \n",
              "10847        48.0  \n",
              "10848        21.0  \n",
              "10849        48.0  \n",
              "10850        11.0  \n",
              "10851        11.0  \n",
              "10852        11.0  \n",
              "10853        11.0  \n",
              "10854        11.0  \n",
              "10855        48.0  \n",
              "10856        48.0  \n",
              "10857        30.0  \n",
              "10858        48.0  \n",
              "10859        21.0  \n",
              "10860        30.0  \n",
              "10861        21.0  \n",
              "10862        48.0  \n",
              "10863        21.0  \n",
              "10864        48.0  \n",
              "\n",
              "[3625 rows x 7 columns]"
            ]
          },
          "execution_count": 6,
          "metadata": {},
          "output_type": "execute_result"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tKEihskEo9Zt",
        "outputId": "269d369d-5cf6-4a44-e3d6-f0c60d5e65f3"
      },
      "source": [
        "#look at relationship among different columns\n",
        "#this shows the count of each county by committed crime\n",
        "#So for Kent, 235 records where no crime and 365 records where there is crime\n",
        "#So for Surrey, 437 no crime, 473 crime\n",
        "pd.crosstab(df.County,df.CommittedCrime)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "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>CommittedCrime</th>\n",
              "      <th>0</th>\n",
              "      <th>1</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>County</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>DevonCornwall</th>\n",
              "      <td>776</td>\n",
              "      <td>423</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Dorset</th>\n",
              "      <td>259</td>\n",
              "      <td>143</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Essex</th>\n",
              "      <td>762</td>\n",
              "      <td>427</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Hampshire</th>\n",
              "      <td>1621</td>\n",
              "      <td>1992</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Kent</th>\n",
              "      <td>1401</td>\n",
              "      <td>1551</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Nottinghamshire</th>\n",
              "      <td>235</td>\n",
              "      <td>365</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Surrey</th>\n",
              "      <td>437</td>\n",
              "      <td>473</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "CommittedCrime      0     1\n",
              "County                     \n",
              "DevonCornwall     776   423\n",
              "Dorset            259   143\n",
              "Essex             762   427\n",
              "Hampshire        1621  1992\n",
              "Kent             1401  1551\n",
              "Nottinghamshire   235   365\n",
              "Surrey            437   473"
            ]
          },
          "execution_count": 7,
          "metadata": {},
          "output_type": "execute_result"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SyDjTP-ho9Zt",
        "outputId": "94fea6f2-c1a7-4f79-93b8-3586821ab20c"
      },
      "source": [
        "pd.crosstab(df.Gender,df.CommittedCrime)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "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>CommittedCrime</th>\n",
              "      <th>0</th>\n",
              "      <th>1</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Gender</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Female</th>\n",
              "      <td>649</td>\n",
              "      <td>589</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Male</th>\n",
              "      <td>4724</td>\n",
              "      <td>4715</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Other</th>\n",
              "      <td>16</td>\n",
              "      <td>13</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "CommittedCrime     0     1\n",
              "Gender                    \n",
              "Female           649   589\n",
              "Male            4724  4715\n",
              "Other             16    13"
            ]
          },
          "execution_count": 8,
          "metadata": {},
          "output_type": "execute_result"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "r27DvqD-o9Zu"
      },
      "source": [
        "# Data Cleaning\n",
        "\n",
        "Get rid of null or bad values"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "paKAAag3o9Zu",
        "outputId": "ff6cae63-ce51-403b-bb31-0224c5823639"
      },
      "source": [
        "#Records that need to be removed because they are null or empty\n",
        "df.isnull().sum()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "data": {
            "text/plain": [
              "CommittedCrime      0\n",
              "County              0\n",
              "TimeofDay           0\n",
              "DayofWeek           0\n",
              "Month               0\n",
              "Gender            159\n",
              "AverageAge        272\n",
              "dtype: int64"
            ]
          },
          "execution_count": 9,
          "metadata": {},
          "output_type": "execute_result"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "EzoSV4eqo9Zu",
        "outputId": "1fc9b5d9-4e59-41d1-d240-96159079df37"
      },
      "source": [
        "#View Age records that are NaN\n",
        "#In the cases where there aren't any transactions, it puts in a value of not a number.\n",
        "df[df.AverageAge.isnull()]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "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>CommittedCrime</th>\n",
              "      <th>County</th>\n",
              "      <th>TimeofDay</th>\n",
              "      <th>DayofWeek</th>\n",
              "      <th>Month</th>\n",
              "      <th>Gender</th>\n",
              "      <th>AverageAge</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>42</th>\n",
              "      <td>1</td>\n",
              "      <td>Surrey</td>\n",
              "      <td>evening</td>\n",
              "      <td>Thursday</td>\n",
              "      <td>January</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>87</th>\n",
              "      <td>1</td>\n",
              "      <td>Essex</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Wednesday</td>\n",
              "      <td>January</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>101</th>\n",
              "      <td>1</td>\n",
              "      <td>Essex</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Wednesday</td>\n",
              "      <td>January</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>431</th>\n",
              "      <td>1</td>\n",
              "      <td>Nottinghamshire</td>\n",
              "      <td>morning</td>\n",
              "      <td>Sunday</td>\n",
              "      <td>January</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>434</th>\n",
              "      <td>1</td>\n",
              "      <td>Nottinghamshire</td>\n",
              "      <td>morning</td>\n",
              "      <td>Monday</td>\n",
              "      <td>January</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>440</th>\n",
              "      <td>1</td>\n",
              "      <td>Nottinghamshire</td>\n",
              "      <td>morning</td>\n",
              "      <td>Friday</td>\n",
              "      <td>January</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>447</th>\n",
              "      <td>1</td>\n",
              "      <td>Nottinghamshire</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Wednesday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>448</th>\n",
              "      <td>1</td>\n",
              "      <td>Nottinghamshire</td>\n",
              "      <td>morning</td>\n",
              "      <td>Friday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>486</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>morning</td>\n",
              "      <td>Sunday</td>\n",
              "      <td>February</td>\n",
              "      <td>Male</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>493</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Tuesday</td>\n",
              "      <td>February</td>\n",
              "      <td>Male</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>530</th>\n",
              "      <td>1</td>\n",
              "      <td>Hampshire</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Wednesday</td>\n",
              "      <td>February</td>\n",
              "      <td>Male</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>566</th>\n",
              "      <td>1</td>\n",
              "      <td>Hampshire</td>\n",
              "      <td>evening</td>\n",
              "      <td>Tuesday</td>\n",
              "      <td>February</td>\n",
              "      <td>Other</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>733</th>\n",
              "      <td>1</td>\n",
              "      <td>Kent</td>\n",
              "      <td>evening</td>\n",
              "      <td>Monday</td>\n",
              "      <td>February</td>\n",
              "      <td>Male</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>740</th>\n",
              "      <td>1</td>\n",
              "      <td>Kent</td>\n",
              "      <td>morning</td>\n",
              "      <td>Friday</td>\n",
              "      <td>February</td>\n",
              "      <td>Male</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>769</th>\n",
              "      <td>1</td>\n",
              "      <td>Kent</td>\n",
              "      <td>morning</td>\n",
              "      <td>Thursday</td>\n",
              "      <td>February</td>\n",
              "      <td>Male</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>776</th>\n",
              "      <td>1</td>\n",
              "      <td>Kent</td>\n",
              "      <td>morning</td>\n",
              "      <td>Friday</td>\n",
              "      <td>February</td>\n",
              "      <td>Female</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>779</th>\n",
              "      <td>1</td>\n",
              "      <td>Kent</td>\n",
              "      <td>morning</td>\n",
              "      <td>Saturday</td>\n",
              "      <td>February</td>\n",
              "      <td>Male</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>787</th>\n",
              "      <td>1</td>\n",
              "      <td>Kent</td>\n",
              "      <td>morning</td>\n",
              "      <td>Sunday</td>\n",
              "      <td>February</td>\n",
              "      <td>Male</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>830</th>\n",
              "      <td>1</td>\n",
              "      <td>Nottinghamshire</td>\n",
              "      <td>morning</td>\n",
              "      <td>Monday</td>\n",
              "      <td>February</td>\n",
              "      <td>Male</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>840</th>\n",
              "      <td>1</td>\n",
              "      <td>Nottinghamshire</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Sunday</td>\n",
              "      <td>February</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>845</th>\n",
              "      <td>1</td>\n",
              "      <td>Nottinghamshire</td>\n",
              "      <td>morning</td>\n",
              "      <td>Thursday</td>\n",
              "      <td>February</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>863</th>\n",
              "      <td>1</td>\n",
              "      <td>Surrey</td>\n",
              "      <td>evening</td>\n",
              "      <td>Friday</td>\n",
              "      <td>February</td>\n",
              "      <td>Male</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>875</th>\n",
              "      <td>1</td>\n",
              "      <td>Surrey</td>\n",
              "      <td>evening</td>\n",
              "      <td>Friday</td>\n",
              "      <td>February</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>883</th>\n",
              "      <td>1</td>\n",
              "      <td>Surrey</td>\n",
              "      <td>morning</td>\n",
              "      <td>Thursday</td>\n",
              "      <td>February</td>\n",
              "      <td>Male</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>895</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Sunday</td>\n",
              "      <td>March</td>\n",
              "      <td>Female</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>906</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>evening</td>\n",
              "      <td>Friday</td>\n",
              "      <td>March</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>932</th>\n",
              "      <td>1</td>\n",
              "      <td>Essex</td>\n",
              "      <td>evening</td>\n",
              "      <td>Monday</td>\n",
              "      <td>March</td>\n",
              "      <td>Male</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1035</th>\n",
              "      <td>1</td>\n",
              "      <td>Hampshire</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Tuesday</td>\n",
              "      <td>March</td>\n",
              "      <td>Other</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1283</th>\n",
              "      <td>1</td>\n",
              "      <td>Nottinghamshire</td>\n",
              "      <td>evening</td>\n",
              "      <td>Monday</td>\n",
              "      <td>March</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1362</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>evening</td>\n",
              "      <td>Friday</td>\n",
              "      <td>April</td>\n",
              "      <td>Male</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9166</th>\n",
              "      <td>0</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>morning</td>\n",
              "      <td>Friday</td>\n",
              "      <td>March</td>\n",
              "      <td>Male</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9172</th>\n",
              "      <td>0</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>morning</td>\n",
              "      <td>Sunday</td>\n",
              "      <td>March</td>\n",
              "      <td>Male</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9209</th>\n",
              "      <td>0</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>evening</td>\n",
              "      <td>Wednesday</td>\n",
              "      <td>March</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9217</th>\n",
              "      <td>0</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Thursday</td>\n",
              "      <td>March</td>\n",
              "      <td>Male</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9227</th>\n",
              "      <td>0</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>morning</td>\n",
              "      <td>Sunday</td>\n",
              "      <td>March</td>\n",
              "      <td>Male</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9235</th>\n",
              "      <td>0</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>morning</td>\n",
              "      <td>Monday</td>\n",
              "      <td>March</td>\n",
              "      <td>Female</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9276</th>\n",
              "      <td>0</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Thursday</td>\n",
              "      <td>March</td>\n",
              "      <td>Male</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9281</th>\n",
              "      <td>0</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Friday</td>\n",
              "      <td>March</td>\n",
              "      <td>Male</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9282</th>\n",
              "      <td>0</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>evening</td>\n",
              "      <td>Friday</td>\n",
              "      <td>March</td>\n",
              "      <td>Male</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9283</th>\n",
              "      <td>0</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>evening</td>\n",
              "      <td>Friday</td>\n",
              "      <td>March</td>\n",
              "      <td>Male</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9337</th>\n",
              "      <td>0</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Wednesday</td>\n",
              "      <td>March</td>\n",
              "      <td>Male</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9375</th>\n",
              "      <td>0</td>\n",
              "      <td>Essex</td>\n",
              "      <td>evening</td>\n",
              "      <td>Thursday</td>\n",
              "      <td>March</td>\n",
              "      <td>Male</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9382</th>\n",
              "      <td>0</td>\n",
              "      <td>Essex</td>\n",
              "      <td>evening</td>\n",
              "      <td>Friday</td>\n",
              "      <td>March</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9447</th>\n",
              "      <td>0</td>\n",
              "      <td>Essex</td>\n",
              "      <td>evening</td>\n",
              "      <td>Thursday</td>\n",
              "      <td>March</td>\n",
              "      <td>Male</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9489</th>\n",
              "      <td>0</td>\n",
              "      <td>Essex</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Tuesday</td>\n",
              "      <td>March</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9524</th>\n",
              "      <td>0</td>\n",
              "      <td>Essex</td>\n",
              "      <td>evening</td>\n",
              "      <td>Monday</td>\n",
              "      <td>March</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9541</th>\n",
              "      <td>0</td>\n",
              "      <td>Essex</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Wednesday</td>\n",
              "      <td>March</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9588</th>\n",
              "      <td>0</td>\n",
              "      <td>Essex</td>\n",
              "      <td>evening</td>\n",
              "      <td>Saturday</td>\n",
              "      <td>March</td>\n",
              "      <td>Male</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9609</th>\n",
              "      <td>0</td>\n",
              "      <td>Essex</td>\n",
              "      <td>evening</td>\n",
              "      <td>Thursday</td>\n",
              "      <td>March</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9874</th>\n",
              "      <td>0</td>\n",
              "      <td>Hampshire</td>\n",
              "      <td>morning</td>\n",
              "      <td>Friday</td>\n",
              "      <td>March</td>\n",
              "      <td>Other</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10082</th>\n",
              "      <td>0</td>\n",
              "      <td>Hampshire</td>\n",
              "      <td>evening</td>\n",
              "      <td>Thursday</td>\n",
              "      <td>March</td>\n",
              "      <td>Other</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10133</th>\n",
              "      <td>0</td>\n",
              "      <td>Kent</td>\n",
              "      <td>morning</td>\n",
              "      <td>Friday</td>\n",
              "      <td>March</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10169</th>\n",
              "      <td>0</td>\n",
              "      <td>Kent</td>\n",
              "      <td>morning</td>\n",
              "      <td>Saturday</td>\n",
              "      <td>March</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10223</th>\n",
              "      <td>0</td>\n",
              "      <td>Kent</td>\n",
              "      <td>evening</td>\n",
              "      <td>Monday</td>\n",
              "      <td>March</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10283</th>\n",
              "      <td>0</td>\n",
              "      <td>Kent</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Saturday</td>\n",
              "      <td>March</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10319</th>\n",
              "      <td>0</td>\n",
              "      <td>Kent</td>\n",
              "      <td>morning</td>\n",
              "      <td>Monday</td>\n",
              "      <td>March</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10343</th>\n",
              "      <td>0</td>\n",
              "      <td>Kent</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Tuesday</td>\n",
              "      <td>March</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10368</th>\n",
              "      <td>0</td>\n",
              "      <td>Kent</td>\n",
              "      <td>evening</td>\n",
              "      <td>Wednesday</td>\n",
              "      <td>March</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10398</th>\n",
              "      <td>0</td>\n",
              "      <td>Kent</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Sunday</td>\n",
              "      <td>March</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10446</th>\n",
              "      <td>0</td>\n",
              "      <td>Kent</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Wednesday</td>\n",
              "      <td>March</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>272 rows × 7 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "       CommittedCrime           County  TimeofDay  DayofWeek     Month  \\\n",
              "42                  1           Surrey    evening   Thursday   January   \n",
              "87                  1            Essex  afternoon  Wednesday   January   \n",
              "101                 1            Essex  afternoon  Wednesday   January   \n",
              "431                 1  Nottinghamshire    morning     Sunday   January   \n",
              "434                 1  Nottinghamshire    morning     Monday   January   \n",
              "440                 1  Nottinghamshire    morning     Friday   January   \n",
              "447                 1  Nottinghamshire  afternoon  Wednesday   January   \n",
              "448                 1  Nottinghamshire    morning     Friday   January   \n",
              "486                 1    DevonCornwall    morning     Sunday  February   \n",
              "493                 1    DevonCornwall  afternoon    Tuesday  February   \n",
              "530                 1        Hampshire  afternoon  Wednesday  February   \n",
              "566                 1        Hampshire    evening    Tuesday  February   \n",
              "733                 1             Kent    evening     Monday  February   \n",
              "740                 1             Kent    morning     Friday  February   \n",
              "769                 1             Kent    morning   Thursday  February   \n",
              "776                 1             Kent    morning     Friday  February   \n",
              "779                 1             Kent    morning   Saturday  February   \n",
              "787                 1             Kent    morning     Sunday  February   \n",
              "830                 1  Nottinghamshire    morning     Monday  February   \n",
              "840                 1  Nottinghamshire  afternoon     Sunday  February   \n",
              "845                 1  Nottinghamshire    morning   Thursday  February   \n",
              "863                 1           Surrey    evening     Friday  February   \n",
              "875                 1           Surrey    evening     Friday  February   \n",
              "883                 1           Surrey    morning   Thursday  February   \n",
              "895                 1    DevonCornwall  afternoon     Sunday     March   \n",
              "906                 1    DevonCornwall    evening     Friday     March   \n",
              "932                 1            Essex    evening     Monday     March   \n",
              "1035                1        Hampshire  afternoon    Tuesday     March   \n",
              "1283                1  Nottinghamshire    evening     Monday     March   \n",
              "1362                1    DevonCornwall    evening     Friday     April   \n",
              "...               ...              ...        ...        ...       ...   \n",
              "9166                0    DevonCornwall    morning     Friday     March   \n",
              "9172                0    DevonCornwall    morning     Sunday     March   \n",
              "9209                0    DevonCornwall    evening  Wednesday     March   \n",
              "9217                0    DevonCornwall  afternoon   Thursday     March   \n",
              "9227                0    DevonCornwall    morning     Sunday     March   \n",
              "9235                0    DevonCornwall    morning     Monday     March   \n",
              "9276                0    DevonCornwall  afternoon   Thursday     March   \n",
              "9281                0    DevonCornwall  afternoon     Friday     March   \n",
              "9282                0    DevonCornwall    evening     Friday     March   \n",
              "9283                0    DevonCornwall    evening     Friday     March   \n",
              "9337                0    DevonCornwall  afternoon  Wednesday     March   \n",
              "9375                0            Essex    evening   Thursday     March   \n",
              "9382                0            Essex    evening     Friday     March   \n",
              "9447                0            Essex    evening   Thursday     March   \n",
              "9489                0            Essex  afternoon    Tuesday     March   \n",
              "9524                0            Essex    evening     Monday     March   \n",
              "9541                0            Essex  afternoon  Wednesday     March   \n",
              "9588                0            Essex    evening   Saturday     March   \n",
              "9609                0            Essex    evening   Thursday     March   \n",
              "9874                0        Hampshire    morning     Friday     March   \n",
              "10082               0        Hampshire    evening   Thursday     March   \n",
              "10133               0             Kent    morning     Friday     March   \n",
              "10169               0             Kent    morning   Saturday     March   \n",
              "10223               0             Kent    evening     Monday     March   \n",
              "10283               0             Kent  afternoon   Saturday     March   \n",
              "10319               0             Kent    morning     Monday     March   \n",
              "10343               0             Kent  afternoon    Tuesday     March   \n",
              "10368               0             Kent    evening  Wednesday     March   \n",
              "10398               0             Kent  afternoon     Sunday     March   \n",
              "10446               0             Kent  afternoon  Wednesday     March   \n",
              "\n",
              "       Gender  AverageAge  \n",
              "42        NaN         NaN  \n",
              "87        NaN         NaN  \n",
              "101       NaN         NaN  \n",
              "431       NaN         NaN  \n",
              "434       NaN         NaN  \n",
              "440       NaN         NaN  \n",
              "447      Male         NaN  \n",
              "448      Male         NaN  \n",
              "486      Male         NaN  \n",
              "493      Male         NaN  \n",
              "530      Male         NaN  \n",
              "566     Other         NaN  \n",
              "733      Male         NaN  \n",
              "740      Male         NaN  \n",
              "769      Male         NaN  \n",
              "776    Female         NaN  \n",
              "779      Male         NaN  \n",
              "787      Male         NaN  \n",
              "830      Male         NaN  \n",
              "840       NaN         NaN  \n",
              "845       NaN         NaN  \n",
              "863      Male         NaN  \n",
              "875       NaN         NaN  \n",
              "883      Male         NaN  \n",
              "895    Female         NaN  \n",
              "906       NaN         NaN  \n",
              "932      Male         NaN  \n",
              "1035    Other         NaN  \n",
              "1283      NaN         NaN  \n",
              "1362     Male         NaN  \n",
              "...       ...         ...  \n",
              "9166     Male         NaN  \n",
              "9172     Male         NaN  \n",
              "9209      NaN         NaN  \n",
              "9217     Male         NaN  \n",
              "9227     Male         NaN  \n",
              "9235   Female         NaN  \n",
              "9276     Male         NaN  \n",
              "9281     Male         NaN  \n",
              "9282     Male         NaN  \n",
              "9283     Male         NaN  \n",
              "9337     Male         NaN  \n",
              "9375     Male         NaN  \n",
              "9382      NaN         NaN  \n",
              "9447     Male         NaN  \n",
              "9489      NaN         NaN  \n",
              "9524      NaN         NaN  \n",
              "9541      NaN         NaN  \n",
              "9588     Male         NaN  \n",
              "9609      NaN         NaN  \n",
              "9874    Other         NaN  \n",
              "10082   Other         NaN  \n",
              "10133     NaN         NaN  \n",
              "10169     NaN         NaN  \n",
              "10223     NaN         NaN  \n",
              "10283     NaN         NaN  \n",
              "10319     NaN         NaN  \n",
              "10343     NaN         NaN  \n",
              "10368     NaN         NaN  \n",
              "10398     NaN         NaN  \n",
              "10446     NaN         NaN  \n",
              "\n",
              "[272 rows x 7 columns]"
            ]
          },
          "execution_count": 10,
          "metadata": {},
          "output_type": "execute_result"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UC_rMOPpo9Zv",
        "outputId": "4ce89d03-cfaa-4cba-ee85-5818a3ef2a04"
      },
      "source": [
        "#REMOVE AGE RECORDS THAT ARE NaN\n",
        "df.dropna(subset=['AverageAge'], inplace=True)\n",
        "\n",
        "#double check to see removed\n",
        "df['AverageAge'].isnull().sum()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "data": {
            "text/plain": [
              "0"
            ]
          },
          "execution_count": 11,
          "metadata": {},
          "output_type": "execute_result"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "a5wygU6so9Zv",
        "outputId": "d5da2ca1-0f4f-4e76-9505-218a9e02c7b3"
      },
      "source": [
        "#Show the records with null or other\n",
        "df[ (df.Gender == 'Other') | (df.Gender.isnull())]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "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>CommittedCrime</th>\n",
              "      <th>County</th>\n",
              "      <th>TimeofDay</th>\n",
              "      <th>DayofWeek</th>\n",
              "      <th>Month</th>\n",
              "      <th>Gender</th>\n",
              "      <th>AverageAge</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>467</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>morning</td>\n",
              "      <td>Friday</td>\n",
              "      <td>February</td>\n",
              "      <td>NaN</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>569</th>\n",
              "      <td>1</td>\n",
              "      <td>Hampshire</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Wednesday</td>\n",
              "      <td>February</td>\n",
              "      <td>Other</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>892</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>morning</td>\n",
              "      <td>Friday</td>\n",
              "      <td>March</td>\n",
              "      <td>NaN</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1361</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>morning</td>\n",
              "      <td>Friday</td>\n",
              "      <td>April</td>\n",
              "      <td>NaN</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1419</th>\n",
              "      <td>1</td>\n",
              "      <td>Hampshire</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Sunday</td>\n",
              "      <td>April</td>\n",
              "      <td>Other</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2614</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Tuesday</td>\n",
              "      <td>July</td>\n",
              "      <td>NaN</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2629</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>morning</td>\n",
              "      <td>Monday</td>\n",
              "      <td>July</td>\n",
              "      <td>NaN</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2747</th>\n",
              "      <td>1</td>\n",
              "      <td>Hampshire</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Friday</td>\n",
              "      <td>July</td>\n",
              "      <td>Other</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2802</th>\n",
              "      <td>1</td>\n",
              "      <td>Hampshire</td>\n",
              "      <td>evening</td>\n",
              "      <td>Saturday</td>\n",
              "      <td>July</td>\n",
              "      <td>Other</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3077</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Wednesday</td>\n",
              "      <td>August</td>\n",
              "      <td>NaN</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3110</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Tuesday</td>\n",
              "      <td>August</td>\n",
              "      <td>NaN</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3582</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>morning</td>\n",
              "      <td>Saturday</td>\n",
              "      <td>September</td>\n",
              "      <td>NaN</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3596</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>evening</td>\n",
              "      <td>Saturday</td>\n",
              "      <td>September</td>\n",
              "      <td>NaN</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3749</th>\n",
              "      <td>1</td>\n",
              "      <td>Hampshire</td>\n",
              "      <td>evening</td>\n",
              "      <td>Friday</td>\n",
              "      <td>September</td>\n",
              "      <td>Other</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3962</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Thursday</td>\n",
              "      <td>October</td>\n",
              "      <td>NaN</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4806</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Monday</td>\n",
              "      <td>December</td>\n",
              "      <td>NaN</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5140</th>\n",
              "      <td>1</td>\n",
              "      <td>Kent</td>\n",
              "      <td>morning</td>\n",
              "      <td>Wednesday</td>\n",
              "      <td>December</td>\n",
              "      <td>NaN</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5273</th>\n",
              "      <td>0</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Thursday</td>\n",
              "      <td>January</td>\n",
              "      <td>NaN</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5297</th>\n",
              "      <td>0</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>morning</td>\n",
              "      <td>Sunday</td>\n",
              "      <td>January</td>\n",
              "      <td>NaN</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5307</th>\n",
              "      <td>0</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>morning</td>\n",
              "      <td>Monday</td>\n",
              "      <td>January</td>\n",
              "      <td>NaN</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5325</th>\n",
              "      <td>0</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>evening</td>\n",
              "      <td>Tuesday</td>\n",
              "      <td>January</td>\n",
              "      <td>NaN</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5378</th>\n",
              "      <td>0</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>evening</td>\n",
              "      <td>Monday</td>\n",
              "      <td>January</td>\n",
              "      <td>NaN</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5443</th>\n",
              "      <td>0</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Wednesday</td>\n",
              "      <td>January</td>\n",
              "      <td>NaN</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5444</th>\n",
              "      <td>0</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Wednesday</td>\n",
              "      <td>January</td>\n",
              "      <td>NaN</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5480</th>\n",
              "      <td>0</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>evening</td>\n",
              "      <td>Saturday</td>\n",
              "      <td>January</td>\n",
              "      <td>NaN</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5485</th>\n",
              "      <td>0</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>morning</td>\n",
              "      <td>Sunday</td>\n",
              "      <td>January</td>\n",
              "      <td>NaN</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7265</th>\n",
              "      <td>0</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Wednesday</td>\n",
              "      <td>February</td>\n",
              "      <td>NaN</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7269</th>\n",
              "      <td>0</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Wednesday</td>\n",
              "      <td>February</td>\n",
              "      <td>NaN</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7280</th>\n",
              "      <td>0</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>evening</td>\n",
              "      <td>Wednesday</td>\n",
              "      <td>February</td>\n",
              "      <td>NaN</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7302</th>\n",
              "      <td>0</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>evening</td>\n",
              "      <td>Friday</td>\n",
              "      <td>February</td>\n",
              "      <td>NaN</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7327</th>\n",
              "      <td>0</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>morning</td>\n",
              "      <td>Sunday</td>\n",
              "      <td>February</td>\n",
              "      <td>NaN</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7359</th>\n",
              "      <td>0</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>morning</td>\n",
              "      <td>Friday</td>\n",
              "      <td>February</td>\n",
              "      <td>NaN</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7366</th>\n",
              "      <td>0</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>morning</td>\n",
              "      <td>Saturday</td>\n",
              "      <td>February</td>\n",
              "      <td>NaN</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7384</th>\n",
              "      <td>0</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Tuesday</td>\n",
              "      <td>February</td>\n",
              "      <td>NaN</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7409</th>\n",
              "      <td>0</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>evening</td>\n",
              "      <td>Thursday</td>\n",
              "      <td>February</td>\n",
              "      <td>NaN</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7418</th>\n",
              "      <td>0</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>evening</td>\n",
              "      <td>Friday</td>\n",
              "      <td>February</td>\n",
              "      <td>NaN</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7433</th>\n",
              "      <td>0</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>morning</td>\n",
              "      <td>Sunday</td>\n",
              "      <td>February</td>\n",
              "      <td>NaN</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7438</th>\n",
              "      <td>0</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Sunday</td>\n",
              "      <td>February</td>\n",
              "      <td>NaN</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7483</th>\n",
              "      <td>0</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>evening</td>\n",
              "      <td>Monday</td>\n",
              "      <td>February</td>\n",
              "      <td>NaN</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7758</th>\n",
              "      <td>0</td>\n",
              "      <td>Hampshire</td>\n",
              "      <td>morning</td>\n",
              "      <td>Wednesday</td>\n",
              "      <td>February</td>\n",
              "      <td>Other</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7899</th>\n",
              "      <td>0</td>\n",
              "      <td>Hampshire</td>\n",
              "      <td>evening</td>\n",
              "      <td>Thursday</td>\n",
              "      <td>February</td>\n",
              "      <td>Other</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8071</th>\n",
              "      <td>0</td>\n",
              "      <td>Hampshire</td>\n",
              "      <td>evening</td>\n",
              "      <td>Saturday</td>\n",
              "      <td>February</td>\n",
              "      <td>Other</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8072</th>\n",
              "      <td>0</td>\n",
              "      <td>Hampshire</td>\n",
              "      <td>evening</td>\n",
              "      <td>Saturday</td>\n",
              "      <td>February</td>\n",
              "      <td>Other</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9199</th>\n",
              "      <td>0</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Tuesday</td>\n",
              "      <td>March</td>\n",
              "      <td>NaN</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9237</th>\n",
              "      <td>0</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Monday</td>\n",
              "      <td>March</td>\n",
              "      <td>NaN</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9263</th>\n",
              "      <td>0</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>evening</td>\n",
              "      <td>Wednesday</td>\n",
              "      <td>March</td>\n",
              "      <td>NaN</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9271</th>\n",
              "      <td>0</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>morning</td>\n",
              "      <td>Thursday</td>\n",
              "      <td>March</td>\n",
              "      <td>NaN</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9313</th>\n",
              "      <td>0</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Monday</td>\n",
              "      <td>March</td>\n",
              "      <td>NaN</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9789</th>\n",
              "      <td>0</td>\n",
              "      <td>Hampshire</td>\n",
              "      <td>evening</td>\n",
              "      <td>Saturday</td>\n",
              "      <td>March</td>\n",
              "      <td>Other</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9859</th>\n",
              "      <td>0</td>\n",
              "      <td>Hampshire</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Thursday</td>\n",
              "      <td>March</td>\n",
              "      <td>Other</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "      CommittedCrime         County  TimeofDay  DayofWeek      Month Gender  \\\n",
              "467                1  DevonCornwall    morning     Friday   February    NaN   \n",
              "569                1      Hampshire  afternoon  Wednesday   February  Other   \n",
              "892                1  DevonCornwall    morning     Friday      March    NaN   \n",
              "1361               1  DevonCornwall    morning     Friday      April    NaN   \n",
              "1419               1      Hampshire  afternoon     Sunday      April  Other   \n",
              "2614               1  DevonCornwall  afternoon    Tuesday       July    NaN   \n",
              "2629               1  DevonCornwall    morning     Monday       July    NaN   \n",
              "2747               1      Hampshire  afternoon     Friday       July  Other   \n",
              "2802               1      Hampshire    evening   Saturday       July  Other   \n",
              "3077               1  DevonCornwall  afternoon  Wednesday     August    NaN   \n",
              "3110               1  DevonCornwall  afternoon    Tuesday     August    NaN   \n",
              "3582               1  DevonCornwall    morning   Saturday  September    NaN   \n",
              "3596               1  DevonCornwall    evening   Saturday  September    NaN   \n",
              "3749               1      Hampshire    evening     Friday  September  Other   \n",
              "3962               1  DevonCornwall  afternoon   Thursday    October    NaN   \n",
              "4806               1  DevonCornwall  afternoon     Monday   December    NaN   \n",
              "5140               1           Kent    morning  Wednesday   December    NaN   \n",
              "5273               0  DevonCornwall  afternoon   Thursday    January    NaN   \n",
              "5297               0  DevonCornwall    morning     Sunday    January    NaN   \n",
              "5307               0  DevonCornwall    morning     Monday    January    NaN   \n",
              "5325               0  DevonCornwall    evening    Tuesday    January    NaN   \n",
              "5378               0  DevonCornwall    evening     Monday    January    NaN   \n",
              "5443               0  DevonCornwall  afternoon  Wednesday    January    NaN   \n",
              "5444               0  DevonCornwall  afternoon  Wednesday    January    NaN   \n",
              "5480               0  DevonCornwall    evening   Saturday    January    NaN   \n",
              "5485               0  DevonCornwall    morning     Sunday    January    NaN   \n",
              "7265               0  DevonCornwall  afternoon  Wednesday   February    NaN   \n",
              "7269               0  DevonCornwall  afternoon  Wednesday   February    NaN   \n",
              "7280               0  DevonCornwall    evening  Wednesday   February    NaN   \n",
              "7302               0  DevonCornwall    evening     Friday   February    NaN   \n",
              "7327               0  DevonCornwall    morning     Sunday   February    NaN   \n",
              "7359               0  DevonCornwall    morning     Friday   February    NaN   \n",
              "7366               0  DevonCornwall    morning   Saturday   February    NaN   \n",
              "7384               0  DevonCornwall  afternoon    Tuesday   February    NaN   \n",
              "7409               0  DevonCornwall    evening   Thursday   February    NaN   \n",
              "7418               0  DevonCornwall    evening     Friday   February    NaN   \n",
              "7433               0  DevonCornwall    morning     Sunday   February    NaN   \n",
              "7438               0  DevonCornwall  afternoon     Sunday   February    NaN   \n",
              "7483               0  DevonCornwall    evening     Monday   February    NaN   \n",
              "7758               0      Hampshire    morning  Wednesday   February  Other   \n",
              "7899               0      Hampshire    evening   Thursday   February  Other   \n",
              "8071               0      Hampshire    evening   Saturday   February  Other   \n",
              "8072               0      Hampshire    evening   Saturday   February  Other   \n",
              "9199               0  DevonCornwall  afternoon    Tuesday      March    NaN   \n",
              "9237               0  DevonCornwall  afternoon     Monday      March    NaN   \n",
              "9263               0  DevonCornwall    evening  Wednesday      March    NaN   \n",
              "9271               0  DevonCornwall    morning   Thursday      March    NaN   \n",
              "9313               0  DevonCornwall  afternoon     Monday      March    NaN   \n",
              "9789               0      Hampshire    evening   Saturday      March  Other   \n",
              "9859               0      Hampshire  afternoon   Thursday      March  Other   \n",
              "\n",
              "      AverageAge  \n",
              "467         48.0  \n",
              "569         21.0  \n",
              "892         30.0  \n",
              "1361        30.0  \n",
              "1419        11.0  \n",
              "2614        48.0  \n",
              "2629        30.0  \n",
              "2747        30.0  \n",
              "2802        30.0  \n",
              "3077        30.0  \n",
              "3110        11.0  \n",
              "3582        21.0  \n",
              "3596        11.0  \n",
              "3749        21.0  \n",
              "3962        21.0  \n",
              "4806        21.0  \n",
              "5140        11.0  \n",
              "5273        21.0  \n",
              "5297        21.0  \n",
              "5307        21.0  \n",
              "5325        21.0  \n",
              "5378        30.0  \n",
              "5443        30.0  \n",
              "5444        21.0  \n",
              "5480        21.0  \n",
              "5485        30.0  \n",
              "7265        48.0  \n",
              "7269        21.0  \n",
              "7280        21.0  \n",
              "7302        30.0  \n",
              "7327        30.0  \n",
              "7359        48.0  \n",
              "7366        21.0  \n",
              "7384        11.0  \n",
              "7409        48.0  \n",
              "7418        11.0  \n",
              "7433        30.0  \n",
              "7438        11.0  \n",
              "7483        30.0  \n",
              "7758        21.0  \n",
              "7899        21.0  \n",
              "8071        11.0  \n",
              "8072        11.0  \n",
              "9199        21.0  \n",
              "9237        21.0  \n",
              "9263        48.0  \n",
              "9271        48.0  \n",
              "9313        48.0  \n",
              "9789        11.0  \n",
              "9859        30.0  "
            ]
          },
          "execution_count": 12,
          "metadata": {},
          "output_type": "execute_result"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Uw4i6sG9o9Zw",
        "outputId": "0083cd92-7b41-4faa-d87d-9e588809a319"
      },
      "source": [
        "#Remove the null records for Gender\n",
        "df.dropna(subset=['Gender'], inplace=True)\n",
        "\n",
        "#double check to see removed\n",
        "df['Gender'].isnull().sum()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "data": {
            "text/plain": [
              "0"
            ]
          },
          "execution_count": 13,
          "metadata": {},
          "output_type": "execute_result"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YJJX7WUso9Zw",
        "outputId": "288186a6-3978-49e3-c371-617004ca0ad5"
      },
      "source": [
        "#show the records with Gender as Other\n",
        "#NOTE: seems to be a common pattern with police in Hampshire when collecting data; they don't add a gender\n",
        "df[(df.Gender == 'Other')]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "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>CommittedCrime</th>\n",
              "      <th>County</th>\n",
              "      <th>TimeofDay</th>\n",
              "      <th>DayofWeek</th>\n",
              "      <th>Month</th>\n",
              "      <th>Gender</th>\n",
              "      <th>AverageAge</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>569</th>\n",
              "      <td>1</td>\n",
              "      <td>Hampshire</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Wednesday</td>\n",
              "      <td>February</td>\n",
              "      <td>Other</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1419</th>\n",
              "      <td>1</td>\n",
              "      <td>Hampshire</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Sunday</td>\n",
              "      <td>April</td>\n",
              "      <td>Other</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2747</th>\n",
              "      <td>1</td>\n",
              "      <td>Hampshire</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Friday</td>\n",
              "      <td>July</td>\n",
              "      <td>Other</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2802</th>\n",
              "      <td>1</td>\n",
              "      <td>Hampshire</td>\n",
              "      <td>evening</td>\n",
              "      <td>Saturday</td>\n",
              "      <td>July</td>\n",
              "      <td>Other</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3749</th>\n",
              "      <td>1</td>\n",
              "      <td>Hampshire</td>\n",
              "      <td>evening</td>\n",
              "      <td>Friday</td>\n",
              "      <td>September</td>\n",
              "      <td>Other</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7758</th>\n",
              "      <td>0</td>\n",
              "      <td>Hampshire</td>\n",
              "      <td>morning</td>\n",
              "      <td>Wednesday</td>\n",
              "      <td>February</td>\n",
              "      <td>Other</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7899</th>\n",
              "      <td>0</td>\n",
              "      <td>Hampshire</td>\n",
              "      <td>evening</td>\n",
              "      <td>Thursday</td>\n",
              "      <td>February</td>\n",
              "      <td>Other</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8071</th>\n",
              "      <td>0</td>\n",
              "      <td>Hampshire</td>\n",
              "      <td>evening</td>\n",
              "      <td>Saturday</td>\n",
              "      <td>February</td>\n",
              "      <td>Other</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8072</th>\n",
              "      <td>0</td>\n",
              "      <td>Hampshire</td>\n",
              "      <td>evening</td>\n",
              "      <td>Saturday</td>\n",
              "      <td>February</td>\n",
              "      <td>Other</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9789</th>\n",
              "      <td>0</td>\n",
              "      <td>Hampshire</td>\n",
              "      <td>evening</td>\n",
              "      <td>Saturday</td>\n",
              "      <td>March</td>\n",
              "      <td>Other</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9859</th>\n",
              "      <td>0</td>\n",
              "      <td>Hampshire</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Thursday</td>\n",
              "      <td>March</td>\n",
              "      <td>Other</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "      CommittedCrime     County  TimeofDay  DayofWeek      Month Gender  \\\n",
              "569                1  Hampshire  afternoon  Wednesday   February  Other   \n",
              "1419               1  Hampshire  afternoon     Sunday      April  Other   \n",
              "2747               1  Hampshire  afternoon     Friday       July  Other   \n",
              "2802               1  Hampshire    evening   Saturday       July  Other   \n",
              "3749               1  Hampshire    evening     Friday  September  Other   \n",
              "7758               0  Hampshire    morning  Wednesday   February  Other   \n",
              "7899               0  Hampshire    evening   Thursday   February  Other   \n",
              "8071               0  Hampshire    evening   Saturday   February  Other   \n",
              "8072               0  Hampshire    evening   Saturday   February  Other   \n",
              "9789               0  Hampshire    evening   Saturday      March  Other   \n",
              "9859               0  Hampshire  afternoon   Thursday      March  Other   \n",
              "\n",
              "      AverageAge  \n",
              "569         21.0  \n",
              "1419        11.0  \n",
              "2747        30.0  \n",
              "2802        30.0  \n",
              "3749        21.0  \n",
              "7758        21.0  \n",
              "7899        21.0  \n",
              "8071        11.0  \n",
              "8072        11.0  \n",
              "9789        11.0  \n",
              "9859        30.0  "
            ]
          },
          "execution_count": 14,
          "metadata": {},
          "output_type": "execute_result"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "E03hMyW4o9Zw",
        "outputId": "1a0ad12f-7c31-4102-9e6c-d132b66500bb"
      },
      "source": [
        "#Remove the records that are 'Other' for Gender\n",
        "#NOTE: Make sure to assign back the updated data frame\n",
        "df = df[df.Gender != 'Other']\n",
        "\n",
        "#double check to see if removed\n",
        "df[(df.Gender == 'Other')]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "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>CommittedCrime</th>\n",
              "      <th>County</th>\n",
              "      <th>TimeofDay</th>\n",
              "      <th>DayofWeek</th>\n",
              "      <th>Month</th>\n",
              "      <th>Gender</th>\n",
              "      <th>AverageAge</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "Empty DataFrame\n",
              "Columns: [CommittedCrime, County, TimeofDay, DayofWeek, Month, Gender, AverageAge]\n",
              "Index: []"
            ]
          },
          "execution_count": 15,
          "metadata": {},
          "output_type": "execute_result"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oDtDD4Nxo9Zw",
        "outputId": "6ec1ee49-d596-412d-cbae-4ac8a10aa38d"
      },
      "source": [
        "#Let's look at dataframe again that contains the cleaned data\n",
        "df"
      ],
      "execution_count": null,
      "outputs": [
        {
          "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>CommittedCrime</th>\n",
              "      <th>County</th>\n",
              "      <th>TimeofDay</th>\n",
              "      <th>DayofWeek</th>\n",
              "      <th>Month</th>\n",
              "      <th>Gender</th>\n",
              "      <th>AverageAge</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>morning</td>\n",
              "      <td>Sunday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Sunday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>morning</td>\n",
              "      <td>Thursday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>morning</td>\n",
              "      <td>Thursday</td>\n",
              "      <td>January</td>\n",
              "      <td>Female</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Friday</td>\n",
              "      <td>January</td>\n",
              "      <td>Female</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Saturday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>evening</td>\n",
              "      <td>Saturday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>evening</td>\n",
              "      <td>Sunday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>evening</td>\n",
              "      <td>Monday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>morning</td>\n",
              "      <td>Tuesday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Tuesday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Wednesday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Wednesday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Friday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>evening</td>\n",
              "      <td>Saturday</td>\n",
              "      <td>January</td>\n",
              "      <td>Female</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Wednesday</td>\n",
              "      <td>January</td>\n",
              "      <td>Female</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Saturday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>evening</td>\n",
              "      <td>Saturday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>evening</td>\n",
              "      <td>Saturday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>evening</td>\n",
              "      <td>Saturday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>morning</td>\n",
              "      <td>Sunday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Sunday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Sunday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>Sunday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>evening</td>\n",
              "      <td>Monday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>morning</td>\n",
              "      <td>Tuesday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>morning</td>\n",
              "      <td>Wednesday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>evening</td>\n",
              "      <td>Wednesday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>evening</td>\n",
              "      <td>Saturday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>evening</td>\n",
              "      <td>Saturday</td>\n",
              "      <td>January</td>\n",
              "      <td>Male</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10835</th>\n",
              "      <td>0</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Sunday</td>\n",
              "      <td>November</td>\n",
              "      <td>Male</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10836</th>\n",
              "      <td>0</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Sunday</td>\n",
              "      <td>November</td>\n",
              "      <td>Male</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10837</th>\n",
              "      <td>0</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Thursday</td>\n",
              "      <td>November</td>\n",
              "      <td>Male</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10838</th>\n",
              "      <td>0</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Sunday</td>\n",
              "      <td>November</td>\n",
              "      <td>Male</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10839</th>\n",
              "      <td>0</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Sunday</td>\n",
              "      <td>November</td>\n",
              "      <td>Male</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10840</th>\n",
              "      <td>0</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Sunday</td>\n",
              "      <td>November</td>\n",
              "      <td>Male</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10841</th>\n",
              "      <td>0</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Monday</td>\n",
              "      <td>November</td>\n",
              "      <td>Male</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10842</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Saturday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10843</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Saturday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10844</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Sunday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10845</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Monday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10846</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Monday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10847</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Monday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10848</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Monday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10849</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Wednesday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10850</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Monday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10851</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Monday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10852</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Wednesday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10853</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Friday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10854</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Friday</td>\n",
              "      <td>December</td>\n",
              "      <td>Female</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10855</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Saturday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10856</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Saturday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10857</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Saturday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10858</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Monday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10859</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Monday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10860</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Monday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10861</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Monday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10862</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Wednesday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10863</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Thursday</td>\n",
              "      <td>December</td>\n",
              "      <td>Male</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10864</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>Friday</td>\n",
              "      <td>December</td>\n",
              "      <td>Female</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>10543 rows × 7 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "       CommittedCrime         County  TimeofDay  DayofWeek     Month  Gender  \\\n",
              "0                   1  DevonCornwall    morning     Sunday   January    Male   \n",
              "1                   1  DevonCornwall  afternoon     Sunday   January    Male   \n",
              "2                   1  DevonCornwall    morning   Thursday   January    Male   \n",
              "3                   1  DevonCornwall    morning   Thursday   January  Female   \n",
              "4                   1  DevonCornwall  afternoon     Friday   January  Female   \n",
              "5                   1  DevonCornwall  afternoon   Saturday   January    Male   \n",
              "6                   1  DevonCornwall    evening   Saturday   January    Male   \n",
              "7                   1  DevonCornwall    evening     Sunday   January    Male   \n",
              "8                   1  DevonCornwall    evening     Monday   January    Male   \n",
              "9                   1  DevonCornwall    morning    Tuesday   January    Male   \n",
              "10                  1  DevonCornwall  afternoon    Tuesday   January    Male   \n",
              "11                  1  DevonCornwall  afternoon  Wednesday   January    Male   \n",
              "12                  1  DevonCornwall  afternoon  Wednesday   January    Male   \n",
              "13                  1  DevonCornwall  afternoon     Friday   January    Male   \n",
              "14                  1  DevonCornwall    evening   Saturday   January  Female   \n",
              "15                  1  DevonCornwall  afternoon  Wednesday   January  Female   \n",
              "16                  1  DevonCornwall  afternoon   Saturday   January    Male   \n",
              "17                  1  DevonCornwall    evening   Saturday   January    Male   \n",
              "18                  1  DevonCornwall    evening   Saturday   January    Male   \n",
              "19                  1  DevonCornwall    evening   Saturday   January    Male   \n",
              "20                  1  DevonCornwall    morning     Sunday   January    Male   \n",
              "21                  1  DevonCornwall  afternoon     Sunday   January    Male   \n",
              "22                  1  DevonCornwall  afternoon     Sunday   January    Male   \n",
              "23                  1  DevonCornwall  afternoon     Sunday   January    Male   \n",
              "24                  1  DevonCornwall    evening     Monday   January    Male   \n",
              "25                  1  DevonCornwall    morning    Tuesday   January    Male   \n",
              "26                  1  DevonCornwall    morning  Wednesday   January    Male   \n",
              "27                  1  DevonCornwall    evening  Wednesday   January    Male   \n",
              "28                  1  DevonCornwall    evening   Saturday   January    Male   \n",
              "29                  1  DevonCornwall    evening   Saturday   January    Male   \n",
              "...               ...            ...        ...        ...       ...     ...   \n",
              "10835               0         Dorset    morning     Sunday  November    Male   \n",
              "10836               0         Dorset    morning     Sunday  November    Male   \n",
              "10837               0         Dorset    morning   Thursday  November    Male   \n",
              "10838               0         Dorset    morning     Sunday  November    Male   \n",
              "10839               0         Dorset    morning     Sunday  November    Male   \n",
              "10840               0         Dorset    morning     Sunday  November    Male   \n",
              "10841               0         Dorset    morning     Monday  November    Male   \n",
              "10842               1         Dorset    morning   Saturday  December    Male   \n",
              "10843               1         Dorset    morning   Saturday  December    Male   \n",
              "10844               1         Dorset    morning     Sunday  December    Male   \n",
              "10845               1         Dorset    morning     Monday  December    Male   \n",
              "10846               1         Dorset    morning     Monday  December    Male   \n",
              "10847               1         Dorset    morning     Monday  December    Male   \n",
              "10848               1         Dorset    morning     Monday  December    Male   \n",
              "10849               1         Dorset    morning  Wednesday  December    Male   \n",
              "10850               1         Dorset    morning     Monday  December    Male   \n",
              "10851               1         Dorset    morning     Monday  December    Male   \n",
              "10852               1         Dorset    morning  Wednesday  December    Male   \n",
              "10853               1         Dorset    morning     Friday  December    Male   \n",
              "10854               1         Dorset    morning     Friday  December  Female   \n",
              "10855               1         Dorset    morning   Saturday  December    Male   \n",
              "10856               1         Dorset    morning   Saturday  December    Male   \n",
              "10857               1         Dorset    morning   Saturday  December    Male   \n",
              "10858               1         Dorset    morning     Monday  December    Male   \n",
              "10859               1         Dorset    morning     Monday  December    Male   \n",
              "10860               1         Dorset    morning     Monday  December    Male   \n",
              "10861               1         Dorset    morning     Monday  December    Male   \n",
              "10862               1         Dorset    morning  Wednesday  December    Male   \n",
              "10863               1         Dorset    morning   Thursday  December    Male   \n",
              "10864               1         Dorset    morning     Friday  December  Female   \n",
              "\n",
              "       AverageAge  \n",
              "0            48.0  \n",
              "1            21.0  \n",
              "2            30.0  \n",
              "3            48.0  \n",
              "4            30.0  \n",
              "5            48.0  \n",
              "6            21.0  \n",
              "7            21.0  \n",
              "8            21.0  \n",
              "9            30.0  \n",
              "10           30.0  \n",
              "11           21.0  \n",
              "12           11.0  \n",
              "13           21.0  \n",
              "14           48.0  \n",
              "15           11.0  \n",
              "16           11.0  \n",
              "17           11.0  \n",
              "18           11.0  \n",
              "19           48.0  \n",
              "20           48.0  \n",
              "21           30.0  \n",
              "22           21.0  \n",
              "23           48.0  \n",
              "24           30.0  \n",
              "25           48.0  \n",
              "26           48.0  \n",
              "27           30.0  \n",
              "28           21.0  \n",
              "29           21.0  \n",
              "...           ...  \n",
              "10835        48.0  \n",
              "10836        11.0  \n",
              "10837        48.0  \n",
              "10838        11.0  \n",
              "10839        11.0  \n",
              "10840        11.0  \n",
              "10841        48.0  \n",
              "10842        11.0  \n",
              "10843        11.0  \n",
              "10844        30.0  \n",
              "10845        21.0  \n",
              "10846        30.0  \n",
              "10847        48.0  \n",
              "10848        21.0  \n",
              "10849        48.0  \n",
              "10850        11.0  \n",
              "10851        11.0  \n",
              "10852        11.0  \n",
              "10853        11.0  \n",
              "10854        11.0  \n",
              "10855        48.0  \n",
              "10856        48.0  \n",
              "10857        30.0  \n",
              "10858        48.0  \n",
              "10859        21.0  \n",
              "10860        30.0  \n",
              "10861        21.0  \n",
              "10862        48.0  \n",
              "10863        21.0  \n",
              "10864        48.0  \n",
              "\n",
              "[10543 rows x 7 columns]"
            ]
          },
          "execution_count": 16,
          "metadata": {},
          "output_type": "execute_result"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "g5TnnXkDo9Zx"
      },
      "source": [
        "# Data Encoding & Transformation\n",
        "\n",
        "Before you start training, you first need to prepare the data because classifiers only work with numerical values. Let's convert the categorical features into numeric features. "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NVkLFITyo9Zx",
        "outputId": "42a7e0ba-843c-44b3-fa91-b2e8eda9ed74"
      },
      "source": [
        "#check to see the data types we have\n",
        "df.dtypes"
      ],
      "execution_count": null,
      "outputs": [
        {
          "data": {
            "text/plain": [
              "CommittedCrime      int64\n",
              "County             object\n",
              "TimeofDay          object\n",
              "DayofWeek          object\n",
              "Month              object\n",
              "Gender             object\n",
              "AverageAge        float64\n",
              "dtype: object"
            ]
          },
          "execution_count": 17,
          "metadata": {},
          "output_type": "execute_result"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "T4KvPyGGo9Zx",
        "outputId": "a626127f-fd44-48ef-e1f8-3fc4fc4de653"
      },
      "source": [
        "#Use \"find and replace\" method to convert text to string\n",
        "#Day of Week is easily translated to valid numbers - Monday is 1, Tuesday is 2, Wednesday is 3.....\n",
        "#Month is easily translated to valid numbers - January is 1, February 2, March is 3 ......\n",
        "#Gender is easily translated to valid numbers - 1 is Male, 2 is Female\n",
        "convert_nums = {\"DayofWeek\": {\"Monday\": 1, \n",
        "                              \"Tuesday\": 2,\n",
        "                              \"Wednesday\": 3,\n",
        "                              \"Thursday\": 4,\n",
        "                              \"Friday\": 5,\n",
        "                              \"Saturday\": 6,\n",
        "                              \"Sunday\": 7},\n",
        "                \"Month\": {\"January\": 1, \n",
        "                          \"February\": 2, \n",
        "                          \"March\": 3, \n",
        "                          \"April\": 4,\n",
        "                          \"May\": 5, \n",
        "                          \"June\": 6, \n",
        "                          \"July\": 7, \n",
        "                          \"August\": 8, \n",
        "                          \"September\": 9, \n",
        "                          \"October\": 10, \n",
        "                          \"November\": 11, \n",
        "                          \"December\": 12}}\n",
        "\n",
        "\n",
        "#turn off copy warning\n",
        "df.is_copy = False\n",
        "\n",
        "#convert the columns to numbers using replace\n",
        "df.replace(convert_nums, inplace=True)\n",
        "df.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "data": {
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>CommittedCrime</th>\n",
              "      <th>County</th>\n",
              "      <th>TimeofDay</th>\n",
              "      <th>DayofWeek</th>\n",
              "      <th>Month</th>\n",
              "      <th>Gender</th>\n",
              "      <th>AverageAge</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>morning</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "      <td>Male</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "      <td>Male</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>morning</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>Male</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>morning</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>Female</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>afternoon</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>Female</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   CommittedCrime         County  TimeofDay  DayofWeek  Month  Gender  \\\n",
              "0               1  DevonCornwall    morning          7      1    Male   \n",
              "1               1  DevonCornwall  afternoon          7      1    Male   \n",
              "2               1  DevonCornwall    morning          4      1    Male   \n",
              "3               1  DevonCornwall    morning          4      1  Female   \n",
              "4               1  DevonCornwall  afternoon          5      1  Female   \n",
              "\n",
              "   AverageAge  \n",
              "0        48.0  \n",
              "1        21.0  \n",
              "2        30.0  \n",
              "3        48.0  \n",
              "4        30.0  "
            ]
          },
          "execution_count": 18,
          "metadata": {},
          "output_type": "execute_result"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-jFoBvJXo9Zy",
        "outputId": "c747904a-dc58-4d3b-8f1a-bc47f8cd4de3"
      },
      "source": [
        "#Use \"One Hot Encoding\" method on values that can't be easily translated to a numeric value\n",
        "#Convert each category value into a new column and assigns a 1 or 0 (True/False) value to the column. \n",
        "#This has the benefit of not weighting a value improperly but does add more columns to the data set.\n",
        "#Pandas supports this feature using get_dummies. This function is named this way because \n",
        "#it creates dummy/indicator variables (aka 1 or 0)\n",
        "\n",
        "\n",
        "#List all the unique values for Gender\n",
        "df.Gender.unique()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "data": {
            "text/plain": [
              "array(['Male', 'Female'], dtype=object)"
            ]
          },
          "execution_count": 19,
          "metadata": {},
          "output_type": "execute_result"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WEl0vcyRo9Zy",
        "outputId": "31a34eae-1e93-4543-9ec6-ae89766adfb9"
      },
      "source": [
        "#Convert using get_dummies; goes from 1 column to 2 with a 1 or 0 corresponding to the correct value\n",
        "df = pd.get_dummies(df, columns=[\"Gender\"])\n",
        "df"
      ],
      "execution_count": null,
      "outputs": [
        {
          "data": {
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              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10844</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>7</td>\n",
              "      <td>12</td>\n",
              "      <td>30.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10845</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>21.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10846</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>30.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10847</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>48.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10848</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>21.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10849</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>3</td>\n",
              "      <td>12</td>\n",
              "      <td>48.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10850</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>11.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10851</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>11.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10852</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>3</td>\n",
              "      <td>12</td>\n",
              "      <td>11.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10853</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>5</td>\n",
              "      <td>12</td>\n",
              "      <td>11.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10854</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>5</td>\n",
              "      <td>12</td>\n",
              "      <td>11.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10855</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>6</td>\n",
              "      <td>12</td>\n",
              "      <td>48.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10856</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>6</td>\n",
              "      <td>12</td>\n",
              "      <td>48.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10857</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>6</td>\n",
              "      <td>12</td>\n",
              "      <td>30.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10858</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>48.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10859</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>21.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10860</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>30.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10861</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>21.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10862</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>3</td>\n",
              "      <td>12</td>\n",
              "      <td>48.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10863</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>4</td>\n",
              "      <td>12</td>\n",
              "      <td>21.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10864</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>morning</td>\n",
              "      <td>5</td>\n",
              "      <td>12</td>\n",
              "      <td>48.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>10543 rows × 8 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "       CommittedCrime         County  TimeofDay  DayofWeek  Month  AverageAge  \\\n",
              "0                   1  DevonCornwall    morning          7      1        48.0   \n",
              "1                   1  DevonCornwall  afternoon          7      1        21.0   \n",
              "2                   1  DevonCornwall    morning          4      1        30.0   \n",
              "3                   1  DevonCornwall    morning          4      1        48.0   \n",
              "4                   1  DevonCornwall  afternoon          5      1        30.0   \n",
              "5                   1  DevonCornwall  afternoon          6      1        48.0   \n",
              "6                   1  DevonCornwall    evening          6      1        21.0   \n",
              "7                   1  DevonCornwall    evening          7      1        21.0   \n",
              "8                   1  DevonCornwall    evening          1      1        21.0   \n",
              "9                   1  DevonCornwall    morning          2      1        30.0   \n",
              "10                  1  DevonCornwall  afternoon          2      1        30.0   \n",
              "11                  1  DevonCornwall  afternoon          3      1        21.0   \n",
              "12                  1  DevonCornwall  afternoon          3      1        11.0   \n",
              "13                  1  DevonCornwall  afternoon          5      1        21.0   \n",
              "14                  1  DevonCornwall    evening          6      1        48.0   \n",
              "15                  1  DevonCornwall  afternoon          3      1        11.0   \n",
              "16                  1  DevonCornwall  afternoon          6      1        11.0   \n",
              "17                  1  DevonCornwall    evening          6      1        11.0   \n",
              "18                  1  DevonCornwall    evening          6      1        11.0   \n",
              "19                  1  DevonCornwall    evening          6      1        48.0   \n",
              "20                  1  DevonCornwall    morning          7      1        48.0   \n",
              "21                  1  DevonCornwall  afternoon          7      1        30.0   \n",
              "22                  1  DevonCornwall  afternoon          7      1        21.0   \n",
              "23                  1  DevonCornwall  afternoon          7      1        48.0   \n",
              "24                  1  DevonCornwall    evening          1      1        30.0   \n",
              "25                  1  DevonCornwall    morning          2      1        48.0   \n",
              "26                  1  DevonCornwall    morning          3      1        48.0   \n",
              "27                  1  DevonCornwall    evening          3      1        30.0   \n",
              "28                  1  DevonCornwall    evening          6      1        21.0   \n",
              "29                  1  DevonCornwall    evening          6      1        21.0   \n",
              "...               ...            ...        ...        ...    ...         ...   \n",
              "10835               0         Dorset    morning          7     11        48.0   \n",
              "10836               0         Dorset    morning          7     11        11.0   \n",
              "10837               0         Dorset    morning          4     11        48.0   \n",
              "10838               0         Dorset    morning          7     11        11.0   \n",
              "10839               0         Dorset    morning          7     11        11.0   \n",
              "10840               0         Dorset    morning          7     11        11.0   \n",
              "10841               0         Dorset    morning          1     11        48.0   \n",
              "10842               1         Dorset    morning          6     12        11.0   \n",
              "10843               1         Dorset    morning          6     12        11.0   \n",
              "10844               1         Dorset    morning          7     12        30.0   \n",
              "10845               1         Dorset    morning          1     12        21.0   \n",
              "10846               1         Dorset    morning          1     12        30.0   \n",
              "10847               1         Dorset    morning          1     12        48.0   \n",
              "10848               1         Dorset    morning          1     12        21.0   \n",
              "10849               1         Dorset    morning          3     12        48.0   \n",
              "10850               1         Dorset    morning          1     12        11.0   \n",
              "10851               1         Dorset    morning          1     12        11.0   \n",
              "10852               1         Dorset    morning          3     12        11.0   \n",
              "10853               1         Dorset    morning          5     12        11.0   \n",
              "10854               1         Dorset    morning          5     12        11.0   \n",
              "10855               1         Dorset    morning          6     12        48.0   \n",
              "10856               1         Dorset    morning          6     12        48.0   \n",
              "10857               1         Dorset    morning          6     12        30.0   \n",
              "10858               1         Dorset    morning          1     12        48.0   \n",
              "10859               1         Dorset    morning          1     12        21.0   \n",
              "10860               1         Dorset    morning          1     12        30.0   \n",
              "10861               1         Dorset    morning          1     12        21.0   \n",
              "10862               1         Dorset    morning          3     12        48.0   \n",
              "10863               1         Dorset    morning          4     12        21.0   \n",
              "10864               1         Dorset    morning          5     12        48.0   \n",
              "\n",
              "       Gender_Female  Gender_Male  \n",
              "0                  0            1  \n",
              "1                  0            1  \n",
              "2                  0            1  \n",
              "3                  1            0  \n",
              "4                  1            0  \n",
              "5                  0            1  \n",
              "6                  0            1  \n",
              "7                  0            1  \n",
              "8                  0            1  \n",
              "9                  0            1  \n",
              "10                 0            1  \n",
              "11                 0            1  \n",
              "12                 0            1  \n",
              "13                 0            1  \n",
              "14                 1            0  \n",
              "15                 1            0  \n",
              "16                 0            1  \n",
              "17                 0            1  \n",
              "18                 0            1  \n",
              "19                 0            1  \n",
              "20                 0            1  \n",
              "21                 0            1  \n",
              "22                 0            1  \n",
              "23                 0            1  \n",
              "24                 0            1  \n",
              "25                 0            1  \n",
              "26                 0            1  \n",
              "27                 0            1  \n",
              "28                 0            1  \n",
              "29                 0            1  \n",
              "...              ...          ...  \n",
              "10835              0            1  \n",
              "10836              0            1  \n",
              "10837              0            1  \n",
              "10838              0            1  \n",
              "10839              0            1  \n",
              "10840              0            1  \n",
              "10841              0            1  \n",
              "10842              0            1  \n",
              "10843              0            1  \n",
              "10844              0            1  \n",
              "10845              0            1  \n",
              "10846              0            1  \n",
              "10847              0            1  \n",
              "10848              0            1  \n",
              "10849              0            1  \n",
              "10850              0            1  \n",
              "10851              0            1  \n",
              "10852              0            1  \n",
              "10853              0            1  \n",
              "10854              1            0  \n",
              "10855              0            1  \n",
              "10856              0            1  \n",
              "10857              0            1  \n",
              "10858              0            1  \n",
              "10859              0            1  \n",
              "10860              0            1  \n",
              "10861              0            1  \n",
              "10862              0            1  \n",
              "10863              0            1  \n",
              "10864              1            0  \n",
              "\n",
              "[10543 rows x 8 columns]"
            ]
          },
          "execution_count": 20,
          "metadata": {},
          "output_type": "execute_result"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_OsrZws_o9Zy",
        "outputId": "e2bd0ffc-07c9-4ebc-9e85-df48dd7dd072"
      },
      "source": [
        "#List all the unique values for TimeofDay\n",
        "df.TimeofDay.unique()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "data": {
            "text/plain": [
              "array(['morning', 'afternoon', 'evening'], dtype=object)"
            ]
          },
          "execution_count": 21,
          "metadata": {},
          "output_type": "execute_result"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "scrolled": true,
        "id": "T2tGCGU7o9Zy",
        "outputId": "88d00c26-03e9-4f45-d411-8d9a6d4bba8a"
      },
      "source": [
        "#Convert using get_dummies; goes from 1 column to 3 with a 1 or 0 corresponding to the correct value\n",
        "df = pd.get_dummies(df, columns=[\"TimeofDay\"])\n",
        "df"
      ],
      "execution_count": null,
      "outputs": [
        {
          "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>CommittedCrime</th>\n",
              "      <th>County</th>\n",
              "      <th>DayofWeek</th>\n",
              "      <th>Month</th>\n",
              "      <th>AverageAge</th>\n",
              "      <th>Gender_Female</th>\n",
              "      <th>Gender_Male</th>\n",
              "      <th>TimeofDay_afternoon</th>\n",
              "      <th>TimeofDay_evening</th>\n",
              "      <th>TimeofDay_morning</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "      <td>48.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "      <td>21.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>30.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>48.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>30.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>48.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>21.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "      <td>21.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>21.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>30.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>30.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>21.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>11.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>21.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>48.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>11.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>11.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>11.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>11.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>48.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "      <td>48.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "      <td>30.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "      <td>21.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "      <td>48.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>30.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>48.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>48.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>30.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>21.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>1</td>\n",
              "      <td>DevonCornwall</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>21.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10835</th>\n",
              "      <td>0</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>7</td>\n",
              "      <td>11</td>\n",
              "      <td>48.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10836</th>\n",
              "      <td>0</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>7</td>\n",
              "      <td>11</td>\n",
              "      <td>11.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10837</th>\n",
              "      <td>0</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>4</td>\n",
              "      <td>11</td>\n",
              "      <td>48.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10838</th>\n",
              "      <td>0</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>7</td>\n",
              "      <td>11</td>\n",
              "      <td>11.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10839</th>\n",
              "      <td>0</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>7</td>\n",
              "      <td>11</td>\n",
              "      <td>11.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10840</th>\n",
              "      <td>0</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>7</td>\n",
              "      <td>11</td>\n",
              "      <td>11.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10841</th>\n",
              "      <td>0</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>1</td>\n",
              "      <td>11</td>\n",
              "      <td>48.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10842</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>6</td>\n",
              "      <td>12</td>\n",
              "      <td>11.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10843</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>6</td>\n",
              "      <td>12</td>\n",
              "      <td>11.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10844</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>7</td>\n",
              "      <td>12</td>\n",
              "      <td>30.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10845</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>21.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10846</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>30.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10847</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>48.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10848</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>21.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10849</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>3</td>\n",
              "      <td>12</td>\n",
              "      <td>48.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10850</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>11.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10851</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>11.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10852</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>3</td>\n",
              "      <td>12</td>\n",
              "      <td>11.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10853</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>5</td>\n",
              "      <td>12</td>\n",
              "      <td>11.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10854</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>5</td>\n",
              "      <td>12</td>\n",
              "      <td>11.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10855</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>6</td>\n",
              "      <td>12</td>\n",
              "      <td>48.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10856</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>6</td>\n",
              "      <td>12</td>\n",
              "      <td>48.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10857</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>6</td>\n",
              "      <td>12</td>\n",
              "      <td>30.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10858</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>48.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10859</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>21.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10860</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>30.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10861</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>21.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10862</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>3</td>\n",
              "      <td>12</td>\n",
              "      <td>48.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10863</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>4</td>\n",
              "      <td>12</td>\n",
              "      <td>21.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10864</th>\n",
              "      <td>1</td>\n",
              "      <td>Dorset</td>\n",
              "      <td>5</td>\n",
              "      <td>12</td>\n",
              "      <td>48.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>10543 rows × 10 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "       CommittedCrime         County  DayofWeek  Month  AverageAge  \\\n",
              "0                   1  DevonCornwall          7      1        48.0   \n",
              "1                   1  DevonCornwall          7      1        21.0   \n",
              "2                   1  DevonCornwall          4      1        30.0   \n",
              "3                   1  DevonCornwall          4      1        48.0   \n",
              "4                   1  DevonCornwall          5      1        30.0   \n",
              "5                   1  DevonCornwall          6      1        48.0   \n",
              "6                   1  DevonCornwall          6      1        21.0   \n",
              "7                   1  DevonCornwall          7      1        21.0   \n",
              "8                   1  DevonCornwall          1      1        21.0   \n",
              "9                   1  DevonCornwall          2      1        30.0   \n",
              "10                  1  DevonCornwall          2      1        30.0   \n",
              "11                  1  DevonCornwall          3      1        21.0   \n",
              "12                  1  DevonCornwall          3      1        11.0   \n",
              "13                  1  DevonCornwall          5      1        21.0   \n",
              "14                  1  DevonCornwall          6      1        48.0   \n",
              "15                  1  DevonCornwall          3      1        11.0   \n",
              "16                  1  DevonCornwall          6      1        11.0   \n",
              "17                  1  DevonCornwall          6      1        11.0   \n",
              "18                  1  DevonCornwall          6      1        11.0   \n",
              "19                  1  DevonCornwall          6      1        48.0   \n",
              "20                  1  DevonCornwall          7      1        48.0   \n",
              "21                  1  DevonCornwall          7      1        30.0   \n",
              "22                  1  DevonCornwall          7      1        21.0   \n",
              "23                  1  DevonCornwall          7      1        48.0   \n",
              "24                  1  DevonCornwall          1      1        30.0   \n",
              "25                  1  DevonCornwall          2      1        48.0   \n",
              "26                  1  DevonCornwall          3      1        48.0   \n",
              "27                  1  DevonCornwall          3      1        30.0   \n",
              "28                  1  DevonCornwall          6      1        21.0   \n",
              "29                  1  DevonCornwall          6      1        21.0   \n",
              "...               ...            ...        ...    ...         ...   \n",
              "10835               0         Dorset          7     11        48.0   \n",
              "10836               0         Dorset          7     11        11.0   \n",
              "10837               0         Dorset          4     11        48.0   \n",
              "10838               0         Dorset          7     11        11.0   \n",
              "10839               0         Dorset          7     11        11.0   \n",
              "10840               0         Dorset          7     11        11.0   \n",
              "10841               0         Dorset          1     11        48.0   \n",
              "10842               1         Dorset          6     12        11.0   \n",
              "10843               1         Dorset          6     12        11.0   \n",
              "10844               1         Dorset          7     12        30.0   \n",
              "10845               1         Dorset          1     12        21.0   \n",
              "10846               1         Dorset          1     12        30.0   \n",
              "10847               1         Dorset          1     12        48.0   \n",
              "10848               1         Dorset          1     12        21.0   \n",
              "10849               1         Dorset          3     12        48.0   \n",
              "10850               1         Dorset          1     12        11.0   \n",
              "10851               1         Dorset          1     12        11.0   \n",
              "10852               1         Dorset          3     12        11.0   \n",
              "10853               1         Dorset          5     12        11.0   \n",
              "10854               1         Dorset          5     12        11.0   \n",
              "10855               1         Dorset          6     12        48.0   \n",
              "10856               1         Dorset          6     12        48.0   \n",
              "10857               1         Dorset          6     12        30.0   \n",
              "10858               1         Dorset          1     12        48.0   \n",
              "10859               1         Dorset          1     12        21.0   \n",
              "10860               1         Dorset          1     12        30.0   \n",
              "10861               1         Dorset          1     12        21.0   \n",
              "10862               1         Dorset          3     12        48.0   \n",
              "10863               1         Dorset          4     12        21.0   \n",
              "10864               1         Dorset          5     12        48.0   \n",
              "\n",
              "       Gender_Female  Gender_Male  TimeofDay_afternoon  TimeofDay_evening  \\\n",
              "0                  0            1                    0                  0   \n",
              "1                  0            1                    1                  0   \n",
              "2                  0            1                    0                  0   \n",
              "3                  1            0                    0                  0   \n",
              "4                  1            0                    1                  0   \n",
              "5                  0            1                    1                  0   \n",
              "6                  0            1                    0                  1   \n",
              "7                  0            1                    0                  1   \n",
              "8                  0            1                    0                  1   \n",
              "9                  0            1                    0                  0   \n",
              "10                 0            1                    1                  0   \n",
              "11                 0            1                    1                  0   \n",
              "12                 0            1                    1                  0   \n",
              "13                 0            1                    1                  0   \n",
              "14                 1            0                    0                  1   \n",
              "15                 1            0                    1                  0   \n",
              "16                 0            1                    1                  0   \n",
              "17                 0            1                    0                  1   \n",
              "18                 0            1                    0                  1   \n",
              "19                 0            1                    0                  1   \n",
              "20                 0            1                    0                  0   \n",
              "21                 0            1                    1                  0   \n",
              "22                 0            1                    1                  0   \n",
              "23                 0            1                    1                  0   \n",
              "24                 0            1                    0                  1   \n",
              "25                 0            1                    0                  0   \n",
              "26                 0            1                    0                  0   \n",
              "27                 0            1                    0                  1   \n",
              "28                 0            1                    0                  1   \n",
              "29                 0            1                    0                  1   \n",
              "...              ...          ...                  ...                ...   \n",
              "10835              0            1                    0                  0   \n",
              "10836              0            1                    0                  0   \n",
              "10837              0            1                    0                  0   \n",
              "10838              0            1                    0                  0   \n",
              "10839              0            1                    0                  0   \n",
              "10840              0            1                    0                  0   \n",
              "10841              0            1                    0                  0   \n",
              "10842              0            1                    0                  0   \n",
              "10843              0            1                    0                  0   \n",
              "10844              0            1                    0                  0   \n",
              "10845              0            1                    0                  0   \n",
              "10846              0            1                    0                  0   \n",
              "10847              0            1                    0                  0   \n",
              "10848              0            1                    0                  0   \n",
              "10849              0            1                    0                  0   \n",
              "10850              0            1                    0                  0   \n",
              "10851              0            1                    0                  0   \n",
              "10852              0            1                    0                  0   \n",
              "10853              0            1                    0                  0   \n",
              "10854              1            0                    0                  0   \n",
              "10855              0            1                    0                  0   \n",
              "10856              0            1                    0                  0   \n",
              "10857              0            1                    0                  0   \n",
              "10858              0            1                    0                  0   \n",
              "10859              0            1                    0                  0   \n",
              "10860              0            1                    0                  0   \n",
              "10861              0            1                    0                  0   \n",
              "10862              0            1                    0                  0   \n",
              "10863              0            1                    0                  0   \n",
              "10864              1            0                    0                  0   \n",
              "\n",
              "       TimeofDay_morning  \n",
              "0                      1  \n",
              "1                      0  \n",
              "2                      1  \n",
              "3                      1  \n",
              "4                      0  \n",
              "5                      0  \n",
              "6                      0  \n",
              "7                      0  \n",
              "8                      0  \n",
              "9                      1  \n",
              "10                     0  \n",
              "11                     0  \n",
              "12                     0  \n",
              "13                     0  \n",
              "14                     0  \n",
              "15                     0  \n",
              "16                     0  \n",
              "17                     0  \n",
              "18                     0  \n",
              "19                     0  \n",
              "20                     1  \n",
              "21                     0  \n",
              "22                     0  \n",
              "23                     0  \n",
              "24                     0  \n",
              "25                     1  \n",
              "26                     1  \n",
              "27                     0  \n",
              "28                     0  \n",
              "29                     0  \n",
              "...                  ...  \n",
              "10835                  1  \n",
              "10836                  1  \n",
              "10837                  1  \n",
              "10838                  1  \n",
              "10839                  1  \n",
              "10840                  1  \n",
              "10841                  1  \n",
              "10842                  1  \n",
              "10843                  1  \n",
              "10844                  1  \n",
              "10845                  1  \n",
              "10846                  1  \n",
              "10847                  1  \n",
              "10848                  1  \n",
              "10849                  1  \n",
              "10850                  1  \n",
              "10851                  1  \n",
              "10852                  1  \n",
              "10853                  1  \n",
              "10854                  1  \n",
              "10855                  1  \n",
              "10856                  1  \n",
              "10857                  1  \n",
              "10858                  1  \n",
              "10859                  1  \n",
              "10860                  1  \n",
              "10861                  1  \n",
              "10862                  1  \n",
              "10863                  1  \n",
              "10864                  1  \n",
              "\n",
              "[10543 rows x 10 columns]"
            ]
          },
          "execution_count": 22,
          "metadata": {},
          "output_type": "execute_result"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7jrPcRnno9Zz",
        "outputId": "448f6263-d747-4a7f-db79-1dadac97f011"
      },
      "source": [
        "#List all the unique values for County\n",
        "df.County.unique()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "data": {
            "text/plain": [
              "array(['DevonCornwall', 'Surrey', 'Essex', 'Hampshire', 'Kent',\n",
              "       'Nottinghamshire', 'Dorset'], dtype=object)"
            ]
          },
          "execution_count": 23,
          "metadata": {},
          "output_type": "execute_result"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2rgtcKVzo9Zz",
        "outputId": "c4cb926c-ade2-40bb-8a43-71a9432d6948"
      },
      "source": [
        "#Convert using get_dummies; goes from 1 column to 7 with a 1 or 0 corresponding to the correct value\n",
        "df = pd.get_dummies(df, columns=[\"County\"])\n",
        "df"
      ],
      "execution_count": null,
      "outputs": [
        {
          "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>CommittedCrime</th>\n",
              "      <th>DayofWeek</th>\n",
              "      <th>Month</th>\n",
              "      <th>AverageAge</th>\n",
              "      <th>Gender_Female</th>\n",
              "      <th>Gender_Male</th>\n",
              "      <th>TimeofDay_afternoon</th>\n",
              "      <th>TimeofDay_evening</th>\n",
              "      <th>TimeofDay_morning</th>\n",
              "      <th>County_DevonCornwall</th>\n",
              "      <th>County_Dorset</th>\n",
              "      <th>County_Essex</th>\n",
              "      <th>County_Hampshire</th>\n",
              "      <th>County_Kent</th>\n",
              "      <th>County_Nottinghamshire</th>\n",
              "      <th>County_Surrey</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "      <td>48.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "      <td>21.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>30.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>48.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>30.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>48.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>21.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "      <td>21.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>21.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>30.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>30.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>21.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>11.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>21.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>48.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>11.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>11.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>11.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>11.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>48.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "      <td>48.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "      <td>30.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "      <td>21.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "      <td>48.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>30.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>48.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>48.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>30.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>21.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>21.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10835</th>\n",
              "      <td>0</td>\n",
              "      <td>7</td>\n",
              "      <td>11</td>\n",
              "      <td>48.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10836</th>\n",
              "      <td>0</td>\n",
              "      <td>7</td>\n",
              "      <td>11</td>\n",
              "      <td>11.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10837</th>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>11</td>\n",
              "      <td>48.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10838</th>\n",
              "      <td>0</td>\n",
              "      <td>7</td>\n",
              "      <td>11</td>\n",
              "      <td>11.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10839</th>\n",
              "      <td>0</td>\n",
              "      <td>7</td>\n",
              "      <td>11</td>\n",
              "      <td>11.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10840</th>\n",
              "      <td>0</td>\n",
              "      <td>7</td>\n",
              "      <td>11</td>\n",
              "      <td>11.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10841</th>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>11</td>\n",
              "      <td>48.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10842</th>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>12</td>\n",
              "      <td>11.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10843</th>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>12</td>\n",
              "      <td>11.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10844</th>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>12</td>\n",
              "      <td>30.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10845</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>21.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10846</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>30.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10847</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>48.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10848</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>21.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10849</th>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>12</td>\n",
              "      <td>48.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10850</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>11.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10851</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>11.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10852</th>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>12</td>\n",
              "      <td>11.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10853</th>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>12</td>\n",
              "      <td>11.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10854</th>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>12</td>\n",
              "      <td>11.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10855</th>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>12</td>\n",
              "      <td>48.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10856</th>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>12</td>\n",
              "      <td>48.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10857</th>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>12</td>\n",
              "      <td>30.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10858</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>48.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10859</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>21.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10860</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>30.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10861</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>21.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10862</th>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>12</td>\n",
              "      <td>48.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10863</th>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>12</td>\n",
              "      <td>21.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10864</th>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>12</td>\n",
              "      <td>48.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>10543 rows × 16 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "       CommittedCrime  DayofWeek  Month  AverageAge  Gender_Female  \\\n",
              "0                   1          7      1        48.0              0   \n",
              "1                   1          7      1        21.0              0   \n",
              "2                   1          4      1        30.0              0   \n",
              "3                   1          4      1        48.0              1   \n",
              "4                   1          5      1        30.0              1   \n",
              "5                   1          6      1        48.0              0   \n",
              "6                   1          6      1        21.0              0   \n",
              "7                   1          7      1        21.0              0   \n",
              "8                   1          1      1        21.0              0   \n",
              "9                   1          2      1        30.0              0   \n",
              "10                  1          2      1        30.0              0   \n",
              "11                  1          3      1        21.0              0   \n",
              "12                  1          3      1        11.0              0   \n",
              "13                  1          5      1        21.0              0   \n",
              "14                  1          6      1        48.0              1   \n",
              "15                  1          3      1        11.0              1   \n",
              "16                  1          6      1        11.0              0   \n",
              "17                  1          6      1        11.0              0   \n",
              "18                  1          6      1        11.0              0   \n",
              "19                  1          6      1        48.0              0   \n",
              "20                  1          7      1        48.0              0   \n",
              "21                  1          7      1        30.0              0   \n",
              "22                  1          7      1        21.0              0   \n",
              "23                  1          7      1        48.0              0   \n",
              "24                  1          1      1        30.0              0   \n",
              "25                  1          2      1        48.0              0   \n",
              "26                  1          3      1        48.0              0   \n",
              "27                  1          3      1        30.0              0   \n",
              "28                  1          6      1        21.0              0   \n",
              "29                  1          6      1        21.0              0   \n",
              "...               ...        ...    ...         ...            ...   \n",
              "10835               0          7     11        48.0              0   \n",
              "10836               0          7     11        11.0              0   \n",
              "10837               0          4     11        48.0              0   \n",
              "10838               0          7     11        11.0              0   \n",
              "10839               0          7     11        11.0              0   \n",
              "10840               0          7     11        11.0              0   \n",
              "10841               0          1     11        48.0              0   \n",
              "10842               1          6     12        11.0              0   \n",
              "10843               1          6     12        11.0              0   \n",
              "10844               1          7     12        30.0              0   \n",
              "10845               1          1     12        21.0              0   \n",
              "10846               1          1     12        30.0              0   \n",
              "10847               1          1     12        48.0              0   \n",
              "10848               1          1     12        21.0              0   \n",
              "10849               1          3     12        48.0              0   \n",
              "10850               1          1     12        11.0              0   \n",
              "10851               1          1     12        11.0              0   \n",
              "10852               1          3     12        11.0              0   \n",
              "10853               1          5     12        11.0              0   \n",
              "10854               1          5     12        11.0              1   \n",
              "10855               1          6     12        48.0              0   \n",
              "10856               1          6     12        48.0              0   \n",
              "10857               1          6     12        30.0              0   \n",
              "10858               1          1     12        48.0              0   \n",
              "10859               1          1     12        21.0              0   \n",
              "10860               1          1     12        30.0              0   \n",
              "10861               1          1     12        21.0              0   \n",
              "10862               1          3     12        48.0              0   \n",
              "10863               1          4     12        21.0              0   \n",
              "10864               1          5     12        48.0              1   \n",
              "\n",
              "       Gender_Male  TimeofDay_afternoon  TimeofDay_evening  TimeofDay_morning  \\\n",
              "0                1                    0                  0                  1   \n",
              "1                1                    1                  0                  0   \n",
              "2                1                    0                  0                  1   \n",
              "3                0                    0                  0                  1   \n",
              "4                0                    1                  0                  0   \n",
              "5                1                    1                  0                  0   \n",
              "6                1                    0                  1                  0   \n",
              "7                1                    0                  1                  0   \n",
              "8                1                    0                  1                  0   \n",
              "9                1                    0                  0                  1   \n",
              "10               1                    1                  0                  0   \n",
              "11               1                    1                  0                  0   \n",
              "12               1                    1                  0                  0   \n",
              "13               1                    1                  0                  0   \n",
              "14               0                    0                  1                  0   \n",
              "15               0                    1                  0                  0   \n",
              "16               1                    1                  0                  0   \n",
              "17               1                    0                  1                  0   \n",
              "18               1                    0                  1                  0   \n",
              "19               1                    0                  1                  0   \n",
              "20               1                    0                  0                  1   \n",
              "21               1                    1                  0                  0   \n",
              "22               1                    1                  0                  0   \n",
              "23               1                    1                  0                  0   \n",
              "24               1                    0                  1                  0   \n",
              "25               1                    0                  0                  1   \n",
              "26               1                    0                  0                  1   \n",
              "27               1                    0                  1                  0   \n",
              "28               1                    0                  1                  0   \n",
              "29               1                    0                  1                  0   \n",
              "...            ...                  ...                ...                ...   \n",
              "10835            1                    0                  0                  1   \n",
              "10836            1                    0                  0                  1   \n",
              "10837            1                    0                  0                  1   \n",
              "10838            1                    0                  0                  1   \n",
              "10839            1                    0                  0                  1   \n",
              "10840            1                    0                  0                  1   \n",
              "10841            1                    0                  0                  1   \n",
              "10842            1                    0                  0                  1   \n",
              "10843            1                    0                  0                  1   \n",
              "10844            1                    0                  0                  1   \n",
              "10845            1                    0                  0                  1   \n",
              "10846            1                    0                  0                  1   \n",
              "10847            1                    0                  0                  1   \n",
              "10848            1                    0                  0                  1   \n",
              "10849            1                    0                  0                  1   \n",
              "10850            1                    0                  0                  1   \n",
              "10851            1                    0                  0                  1   \n",
              "10852            1                    0                  0                  1   \n",
              "10853            1                    0                  0                  1   \n",
              "10854            0                    0                  0                  1   \n",
              "10855            1                    0                  0                  1   \n",
              "10856            1                    0                  0                  1   \n",
              "10857            1                    0                  0                  1   \n",
              "10858            1                    0                  0                  1   \n",
              "10859            1                    0                  0                  1   \n",
              "10860            1                    0                  0                  1   \n",
              "10861            1                    0                  0                  1   \n",
              "10862            1                    0                  0                  1   \n",
              "10863            1                    0                  0                  1   \n",
              "10864            0                    0                  0                  1   \n",
              "\n",
              "       County_DevonCornwall  County_Dorset  County_Essex  County_Hampshire  \\\n",
              "0                         1              0             0                 0   \n",
              "1                         1              0             0                 0   \n",
              "2                         1              0             0                 0   \n",
              "3                         1              0             0                 0   \n",
              "4                         1              0             0                 0   \n",
              "5                         1              0             0                 0   \n",
              "6                         1              0             0                 0   \n",
              "7                         1              0             0                 0   \n",
              "8                         1              0             0                 0   \n",
              "9                         1              0             0                 0   \n",
              "10                        1              0             0                 0   \n",
              "11                        1              0             0                 0   \n",
              "12                        1              0             0                 0   \n",
              "13                        1              0             0                 0   \n",
              "14                        1              0             0                 0   \n",
              "15                        1              0             0                 0   \n",
              "16                        1              0             0                 0   \n",
              "17                        1              0             0                 0   \n",
              "18                        1              0             0                 0   \n",
              "19                        1              0             0                 0   \n",
              "20                        1              0             0                 0   \n",
              "21                        1              0             0                 0   \n",
              "22                        1              0             0                 0   \n",
              "23                        1              0             0                 0   \n",
              "24                        1              0             0                 0   \n",
              "25                        1              0             0                 0   \n",
              "26                        1              0             0                 0   \n",
              "27                        1              0             0                 0   \n",
              "28                        1              0             0                 0   \n",
              "29                        1              0             0                 0   \n",
              "...                     ...            ...           ...               ...   \n",
              "10835                     0              1             0                 0   \n",
              "10836                     0              1             0                 0   \n",
              "10837                     0              1             0                 0   \n",
              "10838                     0              1             0                 0   \n",
              "10839                     0              1             0                 0   \n",
              "10840                     0              1             0                 0   \n",
              "10841                     0              1             0                 0   \n",
              "10842                     0              1             0                 0   \n",
              "10843                     0              1             0                 0   \n",
              "10844                     0              1             0                 0   \n",
              "10845                     0              1             0                 0   \n",
              "10846                     0              1             0                 0   \n",
              "10847                     0              1             0                 0   \n",
              "10848                     0              1             0                 0   \n",
              "10849                     0              1             0                 0   \n",
              "10850                     0              1             0                 0   \n",
              "10851                     0              1             0                 0   \n",
              "10852                     0              1             0                 0   \n",
              "10853                     0              1             0                 0   \n",
              "10854                     0              1             0                 0   \n",
              "10855                     0              1             0                 0   \n",
              "10856                     0              1             0                 0   \n",
              "10857                     0              1             0                 0   \n",
              "10858                     0              1             0                 0   \n",
              "10859                     0              1             0                 0   \n",
              "10860                     0              1             0                 0   \n",
              "10861                     0              1             0                 0   \n",
              "10862                     0              1             0                 0   \n",
              "10863                     0              1             0                 0   \n",
              "10864                     0              1             0                 0   \n",
              "\n",
              "       County_Kent  County_Nottinghamshire  County_Surrey  \n",
              "0                0                       0              0  \n",
              "1                0                       0              0  \n",
              "2                0                       0              0  \n",
              "3                0                       0              0  \n",
              "4                0                       0              0  \n",
              "5                0                       0              0  \n",
              "6                0                       0              0  \n",
              "7                0                       0              0  \n",
              "8                0                       0              0  \n",
              "9                0                       0              0  \n",
              "10               0                       0              0  \n",
              "11               0                       0              0  \n",
              "12               0                       0              0  \n",
              "13               0                       0              0  \n",
              "14               0                       0              0  \n",
              "15               0                       0              0  \n",
              "16               0                       0              0  \n",
              "17               0                       0              0  \n",
              "18               0                       0              0  \n",
              "19               0                       0              0  \n",
              "20               0                       0              0  \n",
              "21               0                       0              0  \n",
              "22               0                       0              0  \n",
              "23               0                       0              0  \n",
              "24               0                       0              0  \n",
              "25               0                       0              0  \n",
              "26               0                       0              0  \n",
              "27               0                       0              0  \n",
              "28               0                       0              0  \n",
              "29               0                       0              0  \n",
              "...            ...                     ...            ...  \n",
              "10835            0                       0              0  \n",
              "10836            0                       0              0  \n",
              "10837            0                       0              0  \n",
              "10838            0                       0              0  \n",
              "10839            0                       0              0  \n",
              "10840            0                       0              0  \n",
              "10841            0                       0              0  \n",
              "10842            0                       0              0  \n",
              "10843            0                       0              0  \n",
              "10844            0                       0              0  \n",
              "10845            0                       0              0  \n",
              "10846            0                       0              0  \n",
              "10847            0                       0              0  \n",
              "10848            0                       0              0  \n",
              "10849            0                       0              0  \n",
              "10850            0                       0              0  \n",
              "10851            0                       0              0  \n",
              "10852            0                       0              0  \n",
              "10853            0                       0              0  \n",
              "10854            0                       0              0  \n",
              "10855            0                       0              0  \n",
              "10856            0                       0              0  \n",
              "10857            0                       0              0  \n",
              "10858            0                       0              0  \n",
              "10859            0                       0              0  \n",
              "10860            0                       0              0  \n",
              "10861            0                       0              0  \n",
              "10862            0                       0              0  \n",
              "10863            0                       0              0  \n",
              "10864            0                       0              0  \n",
              "\n",
              "[10543 rows x 16 columns]"
            ]
          },
          "execution_count": 24,
          "metadata": {},
          "output_type": "execute_result"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "yY2XxY4po9Zz"
      },
      "source": [
        "# Splitting into Training, Test and Validation Sets\n",
        "This will help prevent us from overfitting the model, and allow us to test the models accuracy on data it hasn't already seen."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HiBGPXWEo9Zz"
      },
      "source": [
        "# convert dataframe to csv; save the original cleaned file to notebook instance\n",
        "df.to_csv('crime-data-cleaned.csv', header=False, index=False)\n",
        "\n",
        "# Split the data for training, validation, and test into separate dataframes\n",
        "# produces a 60%, 20%, 20% split for training, validation and test sets\n",
        "train_data, validation_data, test_data = np.split(df.sample(frac=1), [int(.6*len(df)), int(.8*len(df))])\n",
        "\n",
        "#convert dfs to .csv and save locally; file is saved to notebook instance\n",
        "train_data.to_csv('train.csv', header=False, index=False)\n",
        "validation_data.to_csv('validation.csv', header=False, index=False)\n",
        "test_data.to_csv('test.csv', header=False, index=False)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JNnbj0zSo9Zz"
      },
      "source": [
        "# Upload Training Data to S3\n",
        "Now that we've created our CSV files, we'll need to upload them to S3, so that Amazon SageMaker training can use it."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YtycJSS6o9Zz"
      },
      "source": [
        "# load files to S3\n",
        "# The S3 bucket, prefix, and file name that you want to use for training and model data \n",
        "output_bucket = 'linkedin-sagemaker'\n",
        "prefix = 'cleaned'\n",
        "\n",
        "boto3.resource('s3').Bucket(output_bucket).Object(os.path.join(prefix, 'crime-data-cleaned.csv')).upload_file('crime-data-cleaned.csv')\n",
        "boto3.resource('s3').Bucket(output_bucket).Object(os.path.join(prefix, 'train.csv')).upload_file('train.csv')\n",
        "boto3.resource('s3').Bucket(output_bucket).Object(os.path.join(prefix, 'validation.csv')).upload_file('validation.csv')\n",
        "boto3.resource('s3').Bucket(output_bucket).Object(os.path.join(prefix, 'test.csv')).upload_file('test.csv')"
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}