Accident_Analysis.ipynb

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      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "import plotly.express as px\n",
        "from datetime import datetime as dt\n",
        "import datetime\n",
        "import warnings\n",
        "warnings.filterwarnings('ignore')"
      ]
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    {
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      "source": [
        "dirs = \"/content/drive/My Drive/Data Science Portfolio/Transportation Analytics\"\n",
        "crash_df = pd.read_excel(dirs+\"/DRIVERs_2017_2021.xlsx\")\n",
        "crash_df.head()"
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      "execution_count": 26,
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              "                              record_id timezone             created  \\\n",
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              "             modified       occurred_from         occurred_to        lat  \\\n",
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              "4 2018-12-13 20:10:18 2017-12-29 02:54:00 2017-12-29 02:54:00  14.427427   \n",
              "\n",
              "          lon                                      location_text        city  \\\n",
              "0  121.045711  Petron, East Service Road, Bunye Compound, Ala...  Muntinlupa   \n",
              "1  121.045711  Petron, East Service Road, Bunye Compound, Ala...  Muntinlupa   \n",
              "2  121.044601  Liwasan ng mga Bayani, Alabang-Zapote Road, Bu...  Muntinlupa   \n",
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              "\n",
              "   ... Hospital                       driverPerson_id  Last Name  First Name  \\\n",
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              "  Involvment Middle Name Driver error Alcohol/drugs  License Number  \\\n",
              "0     Driver   DIAMARTIN          NaN           NaN   N26-13-025165   \n",
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              "0              NaN  \n",
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              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-457b6785-6508-49de-85ea-c8e7df2590c4 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "crash_df"
            }
          },
          "metadata": {},
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "crash_df.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wj7g1exZ-_51",
        "outputId": "bd3d30b9-524c-464d-a533-5cabad145be6"
      },
      "execution_count": 103,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(32271, 46)"
            ]
          },
          "metadata": {},
          "execution_count": 103
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "cm = sns.light_palette(\"green\", as_cmap=True)\n",
        "crash_meta = crash_df.isnull().sum().reset_index()\n",
        "crash_meta"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "p72q0V-0wcPb",
        "outputId": "ef112b36-6cdf-4ed3-bca2-11a448b113ce"
      },
      "execution_count": 72,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                       index      0\n",
              "0                  record_id      0\n",
              "1                   timezone   2533\n",
              "2                    created   2533\n",
              "3                   modified   2533\n",
              "4              occurred_from   2533\n",
              "5                occurred_to   2533\n",
              "6                        lat   2533\n",
              "7                        lon   2533\n",
              "8              location_text   2646\n",
              "9                       city  19025\n",
              "10             city_district  31547\n",
              "11                    county   8238\n",
              "12              neighborhood  24061\n",
              "13                      road   7632\n",
              "14                     state  30789\n",
              "15                   weather   3633\n",
              "16                     light   3572\n",
              "17                  Severity  31818\n",
              "18  driverIncidentDetails_id  31602\n",
              "19                Main Cause   3202\n",
              "20               Description  32271\n",
              "21            Collision Type  32271\n",
              "22          Email of Encoder  32271\n",
              "23          Reporting Agency  31893\n",
              "24      Location Approximate  32134\n",
              "25                     Notes  27139\n",
              "26            driverNotes_id  16847\n",
              "27                       Age  29598\n",
              "28                    Gender  29129\n",
              "29                    Injury  30014\n",
              "30                   Address  29810\n",
              "31                  Hospital  31554\n",
              "32           driverPerson_id  28832\n",
              "33                 Last Name  29463\n",
              "34                First Name  29447\n",
              "35                Involvment  28926\n",
              "36               Middle Name  29789\n",
              "37              Driver error  31314\n",
              "38             Alcohol/drugs  32206\n",
              "39            License Number  30226\n",
              "40          Seat belt/helmet  30701\n",
              "41              occurred_day   2533\n",
              "42        occurred_dayofweek   2533\n",
              "43             occurred_hour   2533\n",
              "44            occurred_month   2533\n",
              "45             occurred_year   2533"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-210a5bdf-08f0-4802-a9d2-f5ea37e5319f\" class=\"colab-df-container\">\n",
              "    <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>index</th>\n",
              "      <th>0</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
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              "      <td>0</td>\n",
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              "      <th>1</th>\n",
              "      <td>timezone</td>\n",
              "      <td>2533</td>\n",
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              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>created</td>\n",
              "      <td>2533</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>modified</td>\n",
              "      <td>2533</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>occurred_from</td>\n",
              "      <td>2533</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>occurred_to</td>\n",
              "      <td>2533</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>lat</td>\n",
              "      <td>2533</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>lon</td>\n",
              "      <td>2533</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>location_text</td>\n",
              "      <td>2646</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>city</td>\n",
              "      <td>19025</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>city_district</td>\n",
              "      <td>31547</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>county</td>\n",
              "      <td>8238</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>neighborhood</td>\n",
              "      <td>24061</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>road</td>\n",
              "      <td>7632</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>state</td>\n",
              "      <td>30789</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>weather</td>\n",
              "      <td>3633</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>light</td>\n",
              "      <td>3572</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>Severity</td>\n",
              "      <td>31818</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>driverIncidentDetails_id</td>\n",
              "      <td>31602</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>Main Cause</td>\n",
              "      <td>3202</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>Description</td>\n",
              "      <td>32271</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>Collision Type</td>\n",
              "      <td>32271</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>Email of Encoder</td>\n",
              "      <td>32271</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>Reporting Agency</td>\n",
              "      <td>31893</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>Location Approximate</td>\n",
              "      <td>32134</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>Notes</td>\n",
              "      <td>27139</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>driverNotes_id</td>\n",
              "      <td>16847</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>Age</td>\n",
              "      <td>29598</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>Gender</td>\n",
              "      <td>29129</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>Injury</td>\n",
              "      <td>30014</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>Address</td>\n",
              "      <td>29810</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>31</th>\n",
              "      <td>Hospital</td>\n",
              "      <td>31554</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32</th>\n",
              "      <td>driverPerson_id</td>\n",
              "      <td>28832</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>33</th>\n",
              "      <td>Last Name</td>\n",
              "      <td>29463</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>34</th>\n",
              "      <td>First Name</td>\n",
              "      <td>29447</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>35</th>\n",
              "      <td>Involvment</td>\n",
              "      <td>28926</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>36</th>\n",
              "      <td>Middle Name</td>\n",
              "      <td>29789</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>37</th>\n",
              "      <td>Driver error</td>\n",
              "      <td>31314</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>38</th>\n",
              "      <td>Alcohol/drugs</td>\n",
              "      <td>32206</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39</th>\n",
              "      <td>License Number</td>\n",
              "      <td>30226</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>40</th>\n",
              "      <td>Seat belt/helmet</td>\n",
              "      <td>30701</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>41</th>\n",
              "      <td>occurred_day</td>\n",
              "      <td>2533</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42</th>\n",
              "      <td>occurred_dayofweek</td>\n",
              "      <td>2533</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>43</th>\n",
              "      <td>occurred_hour</td>\n",
              "      <td>2533</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>44</th>\n",
              "      <td>occurred_month</td>\n",
              "      <td>2533</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>45</th>\n",
              "      <td>occurred_year</td>\n",
              "      <td>2533</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-210a5bdf-08f0-4802-a9d2-f5ea37e5319f')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
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              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-210a5bdf-08f0-4802-a9d2-f5ea37e5319f button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-210a5bdf-08f0-4802-a9d2-f5ea37e5319f');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-92ee382c-df1a-4868-8e7c-7308e12404c5\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-92ee382c-df1a-4868-8e7c-7308e12404c5')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
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              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
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              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
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              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-92ee382c-df1a-4868-8e7c-7308e12404c5 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "crash_meta",
              "summary": "{\n  \"name\": \"crash_meta\",\n  \"rows\": 46,\n  \"fields\": [\n    {\n      \"column\": \"index\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 46,\n        \"samples\": [\n          \"License Number\",\n          \"Notes\",\n          \"driverNotes_id\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": 0,\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 13462,\n        \"min\": 0,\n        \"max\": 32271,\n        \"num_unique_values\": 33,\n        \"samples\": [\n          30226,\n          31893,\n          29447\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 72
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Feature Engineering**"
      ],
      "metadata": {
        "id": "jvOQfLFgxH_6"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "crash_df[\"occurred_day\"] = crash_df[\"occurred_from\"].dt.day\n",
        "crash_df[\"occurred_dayofweek\"] = crash_df[\"occurred_from\"].dt.day_name()\n",
        "crash_df[\"occurred_hour\"] = crash_df[\"occurred_from\"].dt.hour\n",
        "crash_df[\"occurred_month\"] = crash_df[\"occurred_from\"].dt.month\n",
        "crash_df[\"occurred_year\"] = crash_df[\"occurred_from\"].dt.year"
      ],
      "metadata": {
        "id": "KWcMPS-wwOv0"
      },
      "execution_count": 27,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "crash_df.sample(5)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 550
        },
        "id": "DCInPYgUxYsQ",
        "outputId": "27816fe5-53c2-411f-e028-ca500e92361a"
      },
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "                                  record_id timezone             created  \\\n",
              "23377  bb212c0a-13f1-4977-b6b9-2746082598dd      UTC 2019-04-05 09:13:55   \n",
              "10693  12d6c912-de79-4a47-861f-5e0f4f00e76c      UTC 2018-10-08 02:35:24   \n",
              "10685  87430fde-d58f-40a1-b80f-9c9f765f2514      UTC 2018-10-08 06:31:08   \n",
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              "11467  0e5f8174-f56a-4608-a286-3ec639de7622      UTC 2018-09-20 07:00:50   \n",
              "\n",
              "                 modified       occurred_from         occurred_to        lat  \\\n",
              "23377 2019-04-05 09:13:55 2019-04-05 07:36:04 2019-04-05 07:36:04  14.627357   \n",
              "10693 2018-10-08 02:35:24 2018-10-08 01:27:14 2018-10-08 01:27:14  14.657515   \n",
              "10685 2018-10-08 06:31:08 2018-10-08 05:41:19 2018-10-08 05:41:19  14.538158   \n",
              "4323  2017-04-18 10:53:44 2017-04-18 09:53:41 2017-04-18 09:53:41  14.599656   \n",
              "11467 2018-09-20 07:00:50 2018-09-20 01:09:39 2018-09-20 01:09:39  14.643403   \n",
              "\n",
              "              lon                                      location_text  \\\n",
              "23377  121.047396  Ramon Magsaysay (Cubao) High School, EDSA, Pin...   \n",
              "10693  121.074239  Pook Ricarte Open Air Basketball Court, Dagoho...   \n",
              "10685  121.004845  Jollibee, EDSA, 150, Zone 16, Pasay, District ...   \n",
              "4323   121.059723  Kilometer 21, EDSA, Camp Aguinaldo, Quezon Cit...   \n",
              "11467  121.035937  Nexor, Quezon Avenue, West Triangle, District ...   \n",
              "\n",
              "              city  ... Middle Name Driver error Alcohol/drugs License Number  \\\n",
              "23377        Cubao  ...         NaN          NaN           NaN            NaN   \n",
              "10693  Quezon City  ...         NaN          NaN           NaN            NaN   \n",
              "10685        Pasay  ...         NaN          NaN           NaN            NaN   \n",
              "4323   Quezon City  ...         NaN          NaN           NaN            NaN   \n",
              "11467          NaN  ...         NaN          NaN           NaN            NaN   \n",
              "\n",
              "      Seat belt/helmet occurred_day occurred_dayofweek occurred_hour  \\\n",
              "23377              NaN          5.0             Friday           7.0   \n",
              "10693              NaN          8.0             Monday           1.0   \n",
              "10685              NaN          8.0             Monday           5.0   \n",
              "4323               NaN         18.0            Tuesday           9.0   \n",
              "11467              NaN         20.0           Thursday           1.0   \n",
              "\n",
              "      occurred_month occurred_year  \n",
              "23377            4.0        2019.0  \n",
              "10693           10.0        2018.0  \n",
              "10685           10.0        2018.0  \n",
              "4323             4.0        2017.0  \n",
              "11467            9.0        2018.0  \n",
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              "[5 rows x 46 columns]"
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              "      <th></th>\n",
              "      <th>record_id</th>\n",
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              "      <td>2018-10-08 02:35:24</td>\n",
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              "      <td>14.657515</td>\n",
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              "      <td>2018-10-08 06:31:08</td>\n",
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              "      <td>2018-10-08 05:41:19</td>\n",
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              "      <td>14.538158</td>\n",
              "      <td>121.004845</td>\n",
              "      <td>Jollibee, EDSA, 150, Zone 16, Pasay, District ...</td>\n",
              "      <td>Pasay</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>Quezon City</td>\n",
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              "      <td>14.643403</td>\n",
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              "  </tbody>\n",
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              "<p>5 rows × 46 columns</p>\n",
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              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe"
            }
          },
          "metadata": {},
          "execution_count": 28
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Exploratory Data Analysis**"
      ],
      "metadata": {
        "id": "jOkw924O0BoW"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Event Involvement"
      ],
      "metadata": {
        "id": "aUMd9apE0H07"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "crash_inv = crash_df.groupby(['record_id']).count()['timezone'].reset_index()\n",
        "crash_inv.rename(columns={'timezone':'no. of person involved'}, inplace=True)"
      ],
      "metadata": {
        "id": "P47pox9Oy1_K"
      },
      "execution_count": 39,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def collision_or_crash(data):\n",
        "  if data > 1:\n",
        "    return 'vehicle collision'\n",
        "  elif data == 1:\n",
        "    return 'vehicle crash'\n",
        "  else:\n",
        "    pass\n",
        "\n",
        "crash_inv[\"classification\"] = crash_inv[\"no. of person involved\"].apply(collision_or_crash)"
      ],
      "metadata": {
        "id": "QX9wHk2p0k7O"
      },
      "execution_count": 55,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "sns.barplot(crash_inv,\n",
        "            x=\"classification\",\n",
        "            y=\"no. of person involved\",\n",
        "            hue=\"classification\")\n",
        "plt.yticks([1, 2])\n",
        "plt.ylabel(\"Accident Classification\")\n",
        "plt.xlabel(\"No. of persons involved\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 466
        },
        "id": "ps0UXuJx12yh",
        "outputId": "6b2ef61d-06ff-4afb-95df-c08a2e21cf3a"
      },
      "execution_count": 54,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5, 0, 'No. of persons involved')"
            ]
          },
          "metadata": {},
          "execution_count": 54
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Accident Location"
      ],
      "metadata": {
        "id": "nDi16UmH4fPM"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "crash_city = crash_df.groupby([\"city\"]).count()[\"timezone\"].reset_index()\n",
        "crash_city.sort_values(by=[\"timezone\"], inplace=True, ascending=False)\n",
        "crash_city.rename(columns={'timezone':'accident count'}, inplace=True)\n",
        "\n",
        "plt.figure(figsize=[20, 5])\n",
        "sns.barplot(x=crash_city[\"city\"], y=crash_city[\"accident count\"])\n",
        "plt.ylabel(\"Accident Count\", fontsize=10)\n",
        "plt.xlabel(\"City\", fontsize=10)\n",
        "plt.xticks(rotation=90)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "4uTAhy962wbO",
        "outputId": "883252d7-308a-4f98-813f-5ce6187fe534"
      },
      "execution_count": 97,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "([0,\n",
              "  1,\n",
              "  2,\n",
              "  3,\n",
              "  4,\n",
              "  5,\n",
              "  6,\n",
              "  7,\n",
              "  8,\n",
              "  9,\n",
              "  10,\n",
              "  11,\n",
              "  12,\n",
              "  13,\n",
              "  14,\n",
              "  15,\n",
              "  16,\n",
              "  17,\n",
              "  18,\n",
              "  19,\n",
              "  20,\n",
              "  21,\n",
              "  22,\n",
              "  23,\n",
              "  24,\n",
              "  25,\n",
              "  26,\n",
              "  27,\n",
              "  28,\n",
              "  29,\n",
              "  30,\n",
              "  31,\n",
              "  32,\n",
              "  33,\n",
              "  34,\n",
              "  35,\n",
              "  36,\n",
              "  37,\n",
              "  38,\n",
              "  39,\n",
              "  40,\n",
              "  41,\n",
              "  42,\n",
              "  43,\n",
              "  44,\n",
              "  45,\n",
              "  46,\n",
              "  47,\n",
              "  48,\n",
              "  49,\n",
              "  50,\n",
              "  51,\n",
              "  52,\n",
              "  53,\n",
              "  54,\n",
              "  55,\n",
              "  56,\n",
              "  57,\n",
              "  58,\n",
              "  59,\n",
              "  60],\n",
              " [Text(0, 0, 'Quezon City'),\n",
              "  Text(1, 0, 'Mandaluyong'),\n",
              "  Text(2, 0, 'Makati'),\n",
              "  Text(3, 0, 'Pasig'),\n",
              "  Text(4, 0, 'Cebu City'),\n",
              "  Text(5, 0, 'Cubao'),\n",
              "  Text(6, 0, 'Muntinlupa'),\n",
              "  Text(7, 0, 'Pasay'),\n",
              "  Text(8, 0, 'Taguig'),\n",
              "  Text(9, 0, 'Marikina'),\n",
              "  Text(10, 0, 'Scout Area'),\n",
              "  Text(11, 0, 'Bago Bantay'),\n",
              "  Text(12, 0, 'Parañaque'),\n",
              "  Text(13, 0, 'Project 4'),\n",
              "  Text(14, 0, 'San Juan'),\n",
              "  Text(15, 0, 'Ermita'),\n",
              "  Text(16, 0, 'Malate'),\n",
              "  Text(17, 0, 'Santa Mesa Heights'),\n",
              "  Text(18, 0, 'Paco'),\n",
              "  Text(19, 0, 'Sampaloc'),\n",
              "  Text(20, 0, 'Las Piñas'),\n",
              "  Text(21, 0, 'Manila'),\n",
              "  Text(22, 0, 'Galas'),\n",
              "  Text(23, 0, 'Santa Mesa'),\n",
              "  Text(24, 0, 'Intramuros'),\n",
              "  Text(25, 0, 'San Miguel'),\n",
              "  Text(26, 0, 'San Francisco Del Monte'),\n",
              "  Text(27, 0, 'Tondo'),\n",
              "  Text(28, 0, 'Navotas'),\n",
              "  Text(29, 0, 'Caloocan'),\n",
              "  Text(30, 0, 'Port Area'),\n",
              "  Text(31, 0, 'Balintawak'),\n",
              "  Text(32, 0, 'Cabadbaran'),\n",
              "  Text(33, 0, 'Pandacan'),\n",
              "  Text(34, 0, 'Butuan'),\n",
              "  Text(35, 0, 'San Andres Bukid'),\n",
              "  Text(36, 0, 'San Nicolas'),\n",
              "  Text(37, 0, 'Valenzuela'),\n",
              "  Text(38, 0, 'Santa Ana'),\n",
              "  Text(39, 0, 'Santa Cruz'),\n",
              "  Text(40, 0, 'Bagong Barrio West'),\n",
              "  Text(41, 0, 'Cotabato City'),\n",
              "  Text(42, 0, 'Morning Breeze Subdivision'),\n",
              "  Text(43, 0, 'Binondo'),\n",
              "  Text(44, 0, 'Project 2'),\n",
              "  Text(45, 0, 'Grace Park East'),\n",
              "  Text(46, 0, 'Kaunlaran (C-3 Area)'),\n",
              "  Text(47, 0, 'La Loma'),\n",
              "  Text(48, 0, 'Tandag'),\n",
              "  Text(49, 0, 'Bayugan'),\n",
              "  Text(50, 0, '中沙'),\n",
              "  Text(51, 0, 'Project 3'),\n",
              "  Text(52, 0, 'Quiapo'),\n",
              "  Text(53, 0, 'Dagat-Dagatan'),\n",
              "  Text(54, 0, 'Barrio San Jose'),\n",
              "  Text(55, 0, 'Libis Baesa/Reparo'),\n",
              "  Text(56, 0, 'Nibong Tebal'),\n",
              "  Text(57, 0, 'San Fernando'),\n",
              "  Text(58, 0, 'Calapan'),\n",
              "  Text(59, 0, 'Dipolog'),\n",
              "  Text(60, 0, 'University Hills')])"
            ]
          },
          "metadata": {},
          "execution_count": 97
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2000x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "crash_city = crash_df.groupby([\"light\", \"weather\"]).count()[\"timezone\"].reset_index()\n",
        "crash_city.sort_values(by=[\"timezone\"], inplace=True, ascending=False)\n",
        "crash_city.rename(columns={'timezone':'accident count'}, inplace=True)\n",
        "plt.figure(figsize=[20, 5])\n",
        "\n",
        "sns.barplot(data=crash_city,\n",
        "            x=\"weather\",\n",
        "            y=\"accident count\",\n",
        "            hue=\"light\")\n",
        "plt.ylabel(\"Accident Count\", fontsize=15)\n",
        "plt.xlabel(\"Weather\", fontsize=15)\n",
        "plt.title(\"Accident per Light & Weather Situation\", fontsize=20)\n",
        "plt.xticks(rotation=90)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 663
        },
        "id": "gXXwnlBe4jGf",
        "outputId": "0d633fac-55df-4fcb-d3e2-999f2fa94484"
      },
      "execution_count": 102,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "([0, 1, 2, 3, 4, 5, 6, 7],\n",
              " [Text(0, 0, 'partly-cloudy-day'),\n",
              "  Text(1, 0, 'clear-day'),\n",
              "  Text(2, 0, 'rain'),\n",
              "  Text(3, 0, 'partly-cloudy-night'),\n",
              "  Text(4, 0, 'clear-night'),\n",
              "  Text(5, 0, 'cloudy'),\n",
              "  Text(6, 0, 'wind'),\n",
              "  Text(7, 0, 'fog')])"
            ]
          },
          "metadata": {},
          "execution_count": 102
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2000x500 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "crash_day = crash_df.groupby([\"occurred_dayofweek\"]).count()[\"timezone\"].reset_index()\n",
        "# crash_day.sort_values(by=[\"timezone\"], inplace=True, ascending=False)\n",
        "crash_day.rename(columns={'timezone':'accident count'}, inplace=True)\n",
        "plt.figure(figsize=[20, 5])\n",
        "\n",
        "sns.barplot(data=crash_day,\n",
        "            x=\"occurred_dayofweek\",\n",
        "            y=\"accident count\")\n",
        "plt.ylabel(\"Accident Count\", fontsize=15)\n",
        "plt.xlabel(\"Day\", fontsize=15)\n",
        "plt.title(\"Accident occurence per Day\", fontsize=20)\n",
        "plt.xticks(rotation=90)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 607
        },
        "id": "y7g_tqsw6zrW",
        "outputId": "a853a5b1-1043-409c-e2ba-174dfa99a1e1"
      },
      "execution_count": 109,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "([0, 1, 2, 3, 4, 5, 6],\n",
              " [Text(0, 0, 'Friday'),\n",
              "  Text(1, 0, 'Monday'),\n",
              "  Text(2, 0, 'Saturday'),\n",
              "  Text(3, 0, 'Sunday'),\n",
              "  Text(4, 0, 'Thursday'),\n",
              "  Text(5, 0, 'Tuesday'),\n",
              "  Text(6, 0, 'Wednesday')])"
            ]
          },
          "metadata": {},
          "execution_count": 109
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2000x500 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "crash_hour = crash_df.groupby([\"occurred_hour\"]).count()[\"timezone\"].reset_index()\n",
        "crash_hour.rename(columns={'timezone':'accident count'}, inplace=True)\n",
        "plt.figure(figsize=[20, 5])\n",
        "\n",
        "sns.barplot(data=crash_hour,\n",
        "            x=\"occurred_hour\",\n",
        "            y=\"accident count\")\n",
        "plt.ylabel(\"Accident Count\", fontsize=15)\n",
        "plt.xlabel(\"Hour\", fontsize=15)\n",
        "plt.title(\"Accident occurence per Day\", fontsize=20)\n",
        "plt.xticks(rotation=90)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "uNIX5E_nBKwe",
        "outputId": "562cfe8e-b474-442c-f629-6ff8a1177197"
      },
      "execution_count": 111,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "([0,\n",
              "  1,\n",
              "  2,\n",
              "  3,\n",
              "  4,\n",
              "  5,\n",
              "  6,\n",
              "  7,\n",
              "  8,\n",
              "  9,\n",
              "  10,\n",
              "  11,\n",
              "  12,\n",
              "  13,\n",
              "  14,\n",
              "  15,\n",
              "  16,\n",
              "  17,\n",
              "  18,\n",
              "  19,\n",
              "  20,\n",
              "  21,\n",
              "  22,\n",
              "  23],\n",
              " [Text(0, 0, '0.0'),\n",
              "  Text(1, 0, '1.0'),\n",
              "  Text(2, 0, '2.0'),\n",
              "  Text(3, 0, '3.0'),\n",
              "  Text(4, 0, '4.0'),\n",
              "  Text(5, 0, '5.0'),\n",
              "  Text(6, 0, '6.0'),\n",
              "  Text(7, 0, '7.0'),\n",
              "  Text(8, 0, '8.0'),\n",
              "  Text(9, 0, '9.0'),\n",
              "  Text(10, 0, '10.0'),\n",
              "  Text(11, 0, '11.0'),\n",
              "  Text(12, 0, '12.0'),\n",
              "  Text(13, 0, '13.0'),\n",
              "  Text(14, 0, '14.0'),\n",
              "  Text(15, 0, '15.0'),\n",
              "  Text(16, 0, '16.0'),\n",
              "  Text(17, 0, '17.0'),\n",
              "  Text(18, 0, '18.0'),\n",
              "  Text(19, 0, '19.0'),\n",
              "  Text(20, 0, '20.0'),\n",
              "  Text(21, 0, '21.0'),\n",
              "  Text(22, 0, '22.0'),\n",
              "  Text(23, 0, '23.0')])"
            ]
          },
          "metadata": {},
          "execution_count": 111
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2000x500 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "crash_hour_day = crash_df.groupby([\"occurred_dayofweek\", \"occurred_hour\"]).count()[\"timezone\"].reset_index()\n",
        "crash_hour_day.rename(columns={\"timezone\":'accident count'}, inplace=True)\n",
        "crash_pivot = crash_hour_day.pivot(index=\"occurred_hour\",\n",
        "                                   columns=\"occurred_dayofweek\",\n",
        "                                   values=\"accident count\")\n",
        "\n",
        "plt.figure(figsize=(10,8))\n",
        "plt.title(\"Accident Occurence\")\n",
        "sns.heatmap(data=crash_pivot,\n",
        "            annot=True,\n",
        "            fmt='.1f',\n",
        "            cmap=\"Spectral_r\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 718
        },
        "id": "cygrKs8GB2Y6",
        "outputId": "03c7c724-f7a1-4fc5-e97a-a6a60f74db35"
      },
      "execution_count": 162,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x800 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fig = px.imshow(crash_pivot,\n",
        "                color_continuous_scale='spectral_r')\n",
        "fig.update_layout(title=\"Daily Accident  per Hour\",\n",
        "                  xaxis_title=\"Day of the week\",\n",
        "                  yaxis_title=\"Hour\")\n",
        "fig.update_yaxes(tickmode='array')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "id": "07viXRAXCljn",
        "outputId": "dd47a8b1-0927-412d-f355-fe19ac3c7278"
      },
      "execution_count": 138,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
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    },
    {
      "cell_type": "code",
      "source": [
        "crash_cause_weather = crash_df.groupby([\"Main Cause\", \"weather\"]).count()[\"timezone\"].reset_index()\n",
        "crash_cause_weather.rename(columns={\"timezone\":'accident count'}, inplace=True)\n",
        "crash_cause_weather\n",
        "\n",
        "plt.figure(figsize=(15, 5))\n",
        "fig = sns.barplot(crash_cause_weather,\n",
        "                  x=\"Main Cause\",\n",
        "                  y=\"accident count\",\n",
        "                  hue=\"weather\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 465
        },
        "id": "6_F0sxG6Etex",
        "outputId": "a76ffc90-4678-402f-bfc5-2c089e4ecfbf"
      },
      "execution_count": 167,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x500 with 1 Axes>"
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            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "crash_cause_light = crash_df.groupby([\"Main Cause\", \"light\"]).count()[\"timezone\"].reset_index()\n",
        "crash_cause_light.rename(columns={\"timezone\":'accident count'}, inplace=True)\n",
        "plt.figure(figsize=(15, 5))\n",
        "fig = sns.barplot(crash_cause_light,\n",
        "                  x=\"Main Cause\",\n",
        "                  y=\"accident count\",\n",
        "                  hue=\"light\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 465
        },
        "id": "BIhPjeU0HwXo",
        "outputId": "47296cd6-5b33-4ffe-fe2b-daa3a0b9e8f8"
      },
      "execution_count": 166,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "crash_hour_day = crash_df.groupby([\"occurred_dayofweek\", \"Main Cause\"]).count()[\"timezone\"].reset_index()\n",
        "crash_hour_day.rename(columns={\"timezone\":'accident count'}, inplace=True)\n",
        "crash_pivot = crash_hour_day.pivot(index=\"Main Cause\",\n",
        "                                   columns=\"occurred_dayofweek\",\n",
        "                                   values=\"accident count\")\n",
        "\n",
        "plt.figure(figsize=(10,8))\n",
        "plt.title(\"Accident Occurence\")\n",
        "sns.heatmap(data=crash_pivot,\n",
        "            annot=True,\n",
        "            cmap=\"Spectral_r\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 718
        },
        "id": "V3T7Lj2PHxVn",
        "outputId": "6f9d2e5c-e4c1-48d2-e737-0210894afa9f"
      },
      "execution_count": 157,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x800 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "crash_hour_day = crash_df.groupby([\"occurred_hour\", \"Main Cause\"]).count()[\"timezone\"].reset_index()\n",
        "crash_hour_day.rename(columns={\"timezone\":'accident count'}, inplace=True)\n",
        "crash_pivot = crash_hour_day.pivot(index=\"Main Cause\",\n",
        "                                   columns=\"occurred_hour\",\n",
        "                                   values=\"accident count\")\n",
        "\n",
        "plt.figure(figsize=(10,8))\n",
        "plt.title(\"Accident Occurence\")\n",
        "sns.heatmap(data=crash_pivot.T,\n",
        "            annot=True,\n",
        "            cmap=\"Spectral_r\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 718
        },
        "id": "W45lwe3lKaQ7",
        "outputId": "b4c63e72-d6b9-4fb9-9aaf-6b630ae14774"
      },
      "execution_count": 159,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x800 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "A8svZa-JKjvN"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}