UK Traffic Accidents.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "94e8651c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd \n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9b84c7a6",
   "metadata": {},
   "outputs": [],
   "source": [
    "first = pd.read_csv(\"accidents_2005_to_2007.csv\", low_memory=False)\n",
    "second = pd.read_csv(\"accidents_2009_to_2011.csv\", low_memory=False)\n",
    "third = pd.read_csv(\"accidents_2012_to_2014.csv\", low_memory=False)\n",
    "dataframe = pd.concat([first, second, third], axis = 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2f327770",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 1504150 entries, 0 to 464696\n",
      "Data columns (total 33 columns):\n",
      " #   Column                                       Non-Null Count    Dtype  \n",
      "---  ------                                       --------------    -----  \n",
      " 0   Accident_Index                               1504150 non-null  object \n",
      " 1   Location_Easting_OSGR                        1504049 non-null  float64\n",
      " 2   Location_Northing_OSGR                       1504049 non-null  float64\n",
      " 3   Longitude                                    1504049 non-null  float64\n",
      " 4   Latitude                                     1504049 non-null  float64\n",
      " 5   Police_Force                                 1504150 non-null  int64  \n",
      " 6   Accident_Severity                            1504150 non-null  int64  \n",
      " 7   Number_of_Vehicles                           1504150 non-null  int64  \n",
      " 8   Number_of_Casualties                         1504150 non-null  int64  \n",
      " 9   Date                                         1504150 non-null  object \n",
      " 10  Day_of_Week                                  1504150 non-null  int64  \n",
      " 11  Time                                         1504033 non-null  object \n",
      " 12  Local_Authority_(District)                   1504150 non-null  int64  \n",
      " 13  Local_Authority_(Highway)                    1504150 non-null  object \n",
      " 14  1st_Road_Class                               1504150 non-null  int64  \n",
      " 15  1st_Road_Number                              1504150 non-null  int64  \n",
      " 16  Road_Type                                    1504150 non-null  object \n",
      " 17  Speed_limit                                  1504150 non-null  int64  \n",
      " 18  Junction_Detail                              0 non-null        float64\n",
      " 19  Junction_Control                             901315 non-null   object \n",
      " 20  2nd_Road_Class                               1504150 non-null  int64  \n",
      " 21  2nd_Road_Number                              1504150 non-null  int64  \n",
      " 22  Pedestrian_Crossing-Human_Control            1504133 non-null  object \n",
      " 23  Pedestrian_Crossing-Physical_Facilities      1504116 non-null  object \n",
      " 24  Light_Conditions                             1504150 non-null  object \n",
      " 25  Weather_Conditions                           1504024 non-null  object \n",
      " 26  Road_Surface_Conditions                      1502192 non-null  object \n",
      " 27  Special_Conditions_at_Site                   1504135 non-null  object \n",
      " 28  Carriageway_Hazards                          1504121 non-null  object \n",
      " 29  Urban_or_Rural_Area                          1504150 non-null  int64  \n",
      " 30  Did_Police_Officer_Attend_Scene_of_Accident  1501228 non-null  object \n",
      " 31  LSOA_of_Accident_Location                    1395912 non-null  object \n",
      " 32  Year                                         1504150 non-null  int64  \n",
      "dtypes: float64(5), int64(13), object(15)\n",
      "memory usage: 390.2+ MB\n"
     ]
    }
   ],
   "source": [
    "dataframe.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "746f643f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Accident_Index                                      0\n",
       "Location_Easting_OSGR                             101\n",
       "Location_Northing_OSGR                            101\n",
       "Longitude                                         101\n",
       "Latitude                                          101\n",
       "Police_Force                                        0\n",
       "Accident_Severity                                   0\n",
       "Number_of_Vehicles                                  0\n",
       "Number_of_Casualties                                0\n",
       "Date                                                0\n",
       "Day_of_Week                                         0\n",
       "Time                                               67\n",
       "Local_Authority_(District)                          0\n",
       "Local_Authority_(Highway)                           0\n",
       "1st_Road_Class                                      0\n",
       "1st_Road_Number                                     0\n",
       "Road_Type                                           0\n",
       "Speed_limit                                         0\n",
       "Junction_Detail                                570011\n",
       "Junction_Control                               236945\n",
       "2nd_Road_Class                                      0\n",
       "2nd_Road_Number                                     0\n",
       "Pedestrian_Crossing-Human_Control                  17\n",
       "Pedestrian_Crossing-Physical_Facilities            34\n",
       "Light_Conditions                                    0\n",
       "Weather_Conditions                                 20\n",
       "Road_Surface_Conditions                           662\n",
       "Special_Conditions_at_Site                         11\n",
       "Carriageway_Hazards                                23\n",
       "Urban_or_Rural_Area                                 0\n",
       "Did_Police_Officer_Attend_Scene_of_Accident      2375\n",
       "LSOA_of_Accident_Location                       47511\n",
       "Year                                                0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "first.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "37087c86",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Accident_Index                                  927387\n",
       "Location_Easting_OSGR                           182519\n",
       "Location_Northing_OSGR                          221877\n",
       "Longitude                                      1059046\n",
       "Latitude                                       1001148\n",
       "Police_Force                                        51\n",
       "Accident_Severity                                    3\n",
       "Number_of_Vehicles                                  27\n",
       "Number_of_Casualties                                47\n",
       "Date                                              3286\n",
       "Day_of_Week                                          7\n",
       "Time                                              1439\n",
       "Local_Authority_(District)                         416\n",
       "Local_Authority_(Highway)                          207\n",
       "1st_Road_Class                                       6\n",
       "1st_Road_Number                                   6854\n",
       "Road_Type                                            6\n",
       "Speed_limit                                          8\n",
       "Junction_Detail                                      0\n",
       "Junction_Control                                     4\n",
       "2nd_Road_Class                                       7\n",
       "2nd_Road_Number                                   7235\n",
       "Pedestrian_Crossing-Human_Control                    3\n",
       "Pedestrian_Crossing-Physical_Facilities              6\n",
       "Light_Conditions                                     5\n",
       "Weather_Conditions                                   9\n",
       "Road_Surface_Conditions                              5\n",
       "Special_Conditions_at_Site                           8\n",
       "Carriageway_Hazards                                  6\n",
       "Urban_or_Rural_Area                                  3\n",
       "Did_Police_Officer_Attend_Scene_of_Accident          2\n",
       "LSOA_of_Accident_Location                        35452\n",
       "Year                                                 9\n",
       "dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataframe.nunique()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d4061968",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([nan, 'Automatic traffic signal', 'Giveway or uncontrolled',\n",
       "       'Stop Sign', 'Authorised person'], dtype=object)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataframe[\"Junction_Control\"].unique()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9480ed27",
   "metadata": {},
   "source": [
    "## Preprocessing and Cleaning Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "155fa9ac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        NaN\n",
       "1        NaN\n",
       "2        NaN\n",
       "3        NaN\n",
       "4        NaN\n",
       "          ..\n",
       "464692   NaN\n",
       "464693   NaN\n",
       "464694   NaN\n",
       "464695   NaN\n",
       "464696   NaN\n",
       "Name: Junction_Detail, Length: 1504150, dtype: float64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataframe[\"Junction_Detail\"]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ec3b92c5",
   "metadata": {},
   "outputs": [],
   "source": [
    "dataframe.drop([\"Junction_Detail\"], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d6d388a8",
   "metadata": {},
   "outputs": [],
   "source": [
    "dataframe.dropna(axis=0, how=\"any\", inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "3aa49245",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Accident_Index</th>\n",
       "      <th>Location_Easting_OSGR</th>\n",
       "      <th>Location_Northing_OSGR</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Police_Force</th>\n",
       "      <th>Accident_Severity</th>\n",
       "      <th>Number_of_Vehicles</th>\n",
       "      <th>Number_of_Casualties</th>\n",
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       "      <th>...</th>\n",
       "      <th>Pedestrian_Crossing-Physical_Facilities</th>\n",
       "      <th>Light_Conditions</th>\n",
       "      <th>Weather_Conditions</th>\n",
       "      <th>Road_Surface_Conditions</th>\n",
       "      <th>Special_Conditions_at_Site</th>\n",
       "      <th>Carriageway_Hazards</th>\n",
       "      <th>Urban_or_Rural_Area</th>\n",
       "      <th>Did_Police_Officer_Attend_Scene_of_Accident</th>\n",
       "      <th>LSOA_of_Accident_Location</th>\n",
       "      <th>Year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>200501BS00002</td>\n",
       "      <td>524170.0</td>\n",
       "      <td>181650.0</td>\n",
       "      <td>-0.211708</td>\n",
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       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>05/01/2005</td>\n",
       "      <td>...</td>\n",
       "      <td>Pedestrian phase at traffic signal junction</td>\n",
       "      <td>Darkness: Street lights present and lit</td>\n",
       "      <td>Fine without high winds</td>\n",
       "      <td>Dry</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "      <td>Yes</td>\n",
       "      <td>E01002909</td>\n",
       "      <td>2005</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>200501BS00007</td>\n",
       "      <td>524220.0</td>\n",
       "      <td>180830.0</td>\n",
       "      <td>-0.211277</td>\n",
       "      <td>51.512695</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>13/01/2005</td>\n",
       "      <td>...</td>\n",
       "      <td>No physical crossing within 50 meters</td>\n",
       "      <td>Darkness: Street lights present and lit</td>\n",
       "      <td>Fine without high winds</td>\n",
       "      <td>Dry</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "      <td>Yes</td>\n",
       "      <td>E01002875</td>\n",
       "      <td>2005</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>200501BS00010</td>\n",
       "      <td>527350.0</td>\n",
       "      <td>177650.0</td>\n",
       "      <td>-0.167342</td>\n",
       "      <td>51.483420</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>15/01/2005</td>\n",
       "      <td>...</td>\n",
       "      <td>Pedestrian phase at traffic signal junction</td>\n",
       "      <td>Darkness: Street lights present and lit</td>\n",
       "      <td>Fine without high winds</td>\n",
       "      <td>Dry</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "      <td>Yes</td>\n",
       "      <td>E01002900</td>\n",
       "      <td>2005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>200501BS00011</td>\n",
       "      <td>524550.0</td>\n",
       "      <td>180810.0</td>\n",
       "      <td>-0.206531</td>\n",
       "      <td>51.512443</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>15/01/2005</td>\n",
       "      <td>...</td>\n",
       "      <td>Central refuge</td>\n",
       "      <td>Daylight: Street light present</td>\n",
       "      <td>Fine without high winds</td>\n",
       "      <td>Dry</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "      <td>Yes</td>\n",
       "      <td>E01002875</td>\n",
       "      <td>2005</td>\n",
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       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>200501BS00012</td>\n",
       "      <td>526240.0</td>\n",
       "      <td>178900.0</td>\n",
       "      <td>-0.182872</td>\n",
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       "      <td>1</td>\n",
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       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>16/01/2005</td>\n",
       "      <td>...</td>\n",
       "      <td>Pedestrian phase at traffic signal junction</td>\n",
       "      <td>Darkness: Street lights present and lit</td>\n",
       "      <td>Fine without high winds</td>\n",
       "      <td>Dry</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "      <td>Yes</td>\n",
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       "      <td>2</td>\n",
       "      <td>05/12/2014</td>\n",
       "      <td>...</td>\n",
       "      <td>No physical crossing within 50 meters</td>\n",
       "      <td>Daylight: Street light present</td>\n",
       "      <td>Fine without high winds</td>\n",
       "      <td>Wet/Damp</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2</td>\n",
       "      <td>Yes</td>\n",
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       "      <td>2014</td>\n",
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       "    <tr>\n",
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       "      <td>201463DP39414</td>\n",
       "      <td>282430.0</td>\n",
       "      <td>212670.0</td>\n",
       "      <td>-3.706470</td>\n",
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       "      <td>63</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>20/12/2014</td>\n",
       "      <td>...</td>\n",
       "      <td>No physical crossing within 50 meters</td>\n",
       "      <td>Darkness: Street lights present and lit</td>\n",
       "      <td>Fine without high winds</td>\n",
       "      <td>Dry</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2</td>\n",
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       "      <td>27/12/2014</td>\n",
       "      <td>...</td>\n",
       "      <td>No physical crossing within 50 meters</td>\n",
       "      <td>Darkness: Street lights present and lit</td>\n",
       "      <td>Raining without high winds</td>\n",
       "      <td>Wet/Damp</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "      <td>Yes</td>\n",
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       "      <td>2014</td>\n",
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       "      <td>63</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>11/11/2014</td>\n",
       "      <td>...</td>\n",
       "      <td>No physical crossing within 50 meters</td>\n",
       "      <td>Daylight: Street light present</td>\n",
       "      <td>Raining without high winds</td>\n",
       "      <td>Wet/Damp</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2</td>\n",
       "      <td>No</td>\n",
       "      <td>W01000455</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455906</th>\n",
       "      <td>201463DP40414</td>\n",
       "      <td>303140.0</td>\n",
       "      <td>228320.0</td>\n",
       "      <td>-3.410628</td>\n",
       "      <td>51.944879</td>\n",
       "      <td>63</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>21/12/2014</td>\n",
       "      <td>...</td>\n",
       "      <td>No physical crossing within 50 meters</td>\n",
       "      <td>Darkness: Street lights present and lit</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Wet/Damp</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2</td>\n",
       "      <td>No</td>\n",
       "      <td>W01000489</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>845643 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Accident_Index  Location_Easting_OSGR  Location_Northing_OSGR  \\\n",
       "1       200501BS00002               524170.0                181650.0   \n",
       "6       200501BS00007               524220.0                180830.0   \n",
       "8       200501BS00010               527350.0                177650.0   \n",
       "9       200501BS00011               524550.0                180810.0   \n",
       "10      200501BS00012               526240.0                178900.0   \n",
       "...               ...                    ...                     ...   \n",
       "455895  201463DP39314               322520.0                307540.0   \n",
       "455896  201463DP39414               282430.0                212670.0   \n",
       "455897  201463DP39514               276800.0                210180.0   \n",
       "455898  201463DP39614               306110.0                262480.0   \n",
       "455906  201463DP40414               303140.0                228320.0   \n",
       "\n",
       "        Longitude   Latitude  Police_Force  Accident_Severity  \\\n",
       "1       -0.211708  51.520075             1                  3   \n",
       "6       -0.211277  51.512695             1                  3   \n",
       "8       -0.167342  51.483420             1                  3   \n",
       "9       -0.206531  51.512443             1                  3   \n",
       "10      -0.182872  51.494902             1                  3   \n",
       "...           ...        ...           ...                ...   \n",
       "455895  -3.146994  52.659999            63                  2   \n",
       "455896  -3.706470  51.800237            63                  3   \n",
       "455897  -3.787192  51.776647            63                  2   \n",
       "455898  -3.376854  52.252424            63                  3   \n",
       "455906  -3.410628  51.944879            63                  3   \n",
       "\n",
       "        Number_of_Vehicles  Number_of_Casualties        Date  ...  \\\n",
       "1                        1                     1  05/01/2005  ...   \n",
       "6                        2                     1  13/01/2005  ...   \n",
       "8                        2                     2  15/01/2005  ...   \n",
       "9                        2                     5  15/01/2005  ...   \n",
       "10                       1                     1  16/01/2005  ...   \n",
       "...                    ...                   ...         ...  ...   \n",
       "455895                   1                     2  05/12/2014  ...   \n",
       "455896                   2                     1  20/12/2014  ...   \n",
       "455897                   2                     1  27/12/2014  ...   \n",
       "455898                   2                     1  11/11/2014  ...   \n",
       "455906                   2                     1  21/12/2014  ...   \n",
       "\n",
       "            Pedestrian_Crossing-Physical_Facilities  \\\n",
       "1       Pedestrian phase at traffic signal junction   \n",
       "6             No physical crossing within 50 meters   \n",
       "8       Pedestrian phase at traffic signal junction   \n",
       "9                                    Central refuge   \n",
       "10      Pedestrian phase at traffic signal junction   \n",
       "...                                             ...   \n",
       "455895        No physical crossing within 50 meters   \n",
       "455896        No physical crossing within 50 meters   \n",
       "455897        No physical crossing within 50 meters   \n",
       "455898        No physical crossing within 50 meters   \n",
       "455906        No physical crossing within 50 meters   \n",
       "\n",
       "                               Light_Conditions          Weather_Conditions  \\\n",
       "1       Darkness: Street lights present and lit     Fine without high winds   \n",
       "6       Darkness: Street lights present and lit     Fine without high winds   \n",
       "8       Darkness: Street lights present and lit     Fine without high winds   \n",
       "9                Daylight: Street light present     Fine without high winds   \n",
       "10      Darkness: Street lights present and lit     Fine without high winds   \n",
       "...                                         ...                         ...   \n",
       "455895           Daylight: Street light present     Fine without high winds   \n",
       "455896  Darkness: Street lights present and lit     Fine without high winds   \n",
       "455897  Darkness: Street lights present and lit  Raining without high winds   \n",
       "455898           Daylight: Street light present  Raining without high winds   \n",
       "455906  Darkness: Street lights present and lit                     Unknown   \n",
       "\n",
       "       Road_Surface_Conditions  Special_Conditions_at_Site  \\\n",
       "1                          Dry                        None   \n",
       "6                          Dry                        None   \n",
       "8                          Dry                        None   \n",
       "9                          Dry                        None   \n",
       "10                         Dry                        None   \n",
       "...                        ...                         ...   \n",
       "455895                Wet/Damp                        None   \n",
       "455896                     Dry                        None   \n",
       "455897                Wet/Damp                        None   \n",
       "455898                Wet/Damp                        None   \n",
       "455906                Wet/Damp                        None   \n",
       "\n",
       "        Carriageway_Hazards Urban_or_Rural_Area  \\\n",
       "1                      None                   1   \n",
       "6                      None                   1   \n",
       "8                      None                   1   \n",
       "9                      None                   1   \n",
       "10                     None                   1   \n",
       "...                     ...                 ...   \n",
       "455895                 None                   2   \n",
       "455896                 None                   2   \n",
       "455897                 None                   1   \n",
       "455898                 None                   2   \n",
       "455906                 None                   2   \n",
       "\n",
       "        Did_Police_Officer_Attend_Scene_of_Accident LSOA_of_Accident_Location  \\\n",
       "1                                               Yes                 E01002909   \n",
       "6                                               Yes                 E01002875   \n",
       "8                                               Yes                 E01002900   \n",
       "9                                               Yes                 E01002875   \n",
       "10                                              Yes                 E01002835   \n",
       "...                                             ...                       ...   \n",
       "455895                                          Yes                 W01000501   \n",
       "455896                                          Yes                 W01000496   \n",
       "455897                                          Yes                 W01001899   \n",
       "455898                                           No                 W01000455   \n",
       "455906                                           No                 W01000489   \n",
       "\n",
       "        Year  \n",
       "1       2005  \n",
       "6       2005  \n",
       "8       2005  \n",
       "9       2005  \n",
       "10      2005  \n",
       "...      ...  \n",
       "455895  2014  \n",
       "455896  2014  \n",
       "455897  2014  \n",
       "455898  2014  \n",
       "455906  2014  \n",
       "\n",
       "[845643 rows x 32 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataframe\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "be7576b2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\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>day</th>\n",
       "      <th>month</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>05</td>\n",
       "      <td>01</td>\n",
       "      <td>2005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>13</td>\n",
       "      <td>01</td>\n",
       "      <td>2005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>15</td>\n",
       "      <td>01</td>\n",
       "      <td>2005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>15</td>\n",
       "      <td>01</td>\n",
       "      <td>2005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>16</td>\n",
       "      <td>01</td>\n",
       "      <td>2005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455895</th>\n",
       "      <td>05</td>\n",
       "      <td>12</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455896</th>\n",
       "      <td>20</td>\n",
       "      <td>12</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455897</th>\n",
       "      <td>27</td>\n",
       "      <td>12</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455898</th>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455906</th>\n",
       "      <td>21</td>\n",
       "      <td>12</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>845643 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       day month  year\n",
       "1       05    01  2005\n",
       "6       13    01  2005\n",
       "8       15    01  2005\n",
       "9       15    01  2005\n",
       "10      16    01  2005\n",
       "...     ..   ...   ...\n",
       "455895  05    12  2014\n",
       "455896  20    12  2014\n",
       "455897  27    12  2014\n",
       "455898  11    11  2014\n",
       "455906  21    12  2014\n",
       "\n",
       "[845643 rows x 3 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataframe[[\"day\", \"month\", \"year\"]] = dataframe[\"Date\"].str.split(\"/\", expand = True)\n",
    "dataframe[[\"day\", \"month\", \"year\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "cc3d3030",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1         17:36\n",
       "6         20:40\n",
       "8         22:43\n",
       "9         16:00\n",
       "10        00:42\n",
       "          ...  \n",
       "455895    11:45\n",
       "455896    06:37\n",
       "455897    01:55\n",
       "455898    12:25\n",
       "455906    18:40\n",
       "Name: Time, Length: 845643, dtype: object"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataframe[\"Time\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "28245d53",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\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>Hour</th>\n",
       "      <th>Minute</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>17</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>20</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>22</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>16</td>\n",
       "      <td>00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>00</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455895</th>\n",
       "      <td>11</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455896</th>\n",
       "      <td>06</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455897</th>\n",
       "      <td>01</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455898</th>\n",
       "      <td>12</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455906</th>\n",
       "      <td>18</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>845643 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Hour Minute\n",
       "1        17     36\n",
       "6        20     40\n",
       "8        22     43\n",
       "9        16     00\n",
       "10       00     42\n",
       "...     ...    ...\n",
       "455895   11     45\n",
       "455896   06     37\n",
       "455897   01     55\n",
       "455898   12     25\n",
       "455906   18     40\n",
       "\n",
       "[845643 rows x 2 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataframe[[\"Hour\", \"Minute\"]] = dataframe[\"Time\"].str.split(\":\", expand=True)\n",
    "dataframe[[\"Hour\", \"Minute\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "73783b92",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1         Wednesday\n",
       "6          Thursday\n",
       "8          Saturday\n",
       "9          Saturday\n",
       "10           Sunday\n",
       "            ...    \n",
       "455895       Friday\n",
       "455896     Saturday\n",
       "455897     Saturday\n",
       "455898      Tuesday\n",
       "455906       Sunday\n",
       "Name: Day_of_Week, Length: 845643, dtype: object"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataframe[\"Day_of_Week\"].replace({1:\"Sunday\", 2:\"Monday\", 3:\"Tuesday\", 4:\"Wednesday\", 5:\"Thursday\", 6:\"Friday\", 7:\"Saturday\"}, inplace=True)\n",
    "dataframe[\"Day_of_Week\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "02e25551",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "b432b9b1",
   "metadata": {},
   "source": [
    "## Explore Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "af1ec4e5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,15))\n",
    "sns.heatmap(dataframe.corr(), vmin=-1, cmap=\"plasma_r\", annot=True)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "6f6779b1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataframe[\"Day_of_Week\"].hist(bins=7, rwidth=0.8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "b8404cd5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataframe[\"Year\"].hist(bins=9, rwidth=0.8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "02996f5f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,8))\n",
    "dataframe.groupby([\"Hour\"]).size().plot(kind=\"bar\")\n",
    "\n",
    "plt.title(\"Accident Frequency According to Hours\")\n",
    "plt.xlabel(\"Hour\")\n",
    "plt.ylabel(\"Count\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "6015583e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Count')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "speed_limit = dataframe.groupby([\"Speed_limit\"]).size()\n",
    "normalized_speed_limit = speed_limit / speed_limit.sum()\n",
    "normalized_speed_limit\n",
    "\n",
    "\n",
    "plt.figure(figsize=(8,8))\n",
    "normalized_speed_limit.plot(kind=\"bar\")\n",
    "\n",
    "plt.title(\"Accident Frequency According to Speed Limits\")\n",
    "plt.xlabel(\"Speed Limit\")\n",
    "plt.ylabel(\"Count\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "847e0771",
   "metadata": {},
   "outputs": [],
   "source": [
    "road_type = dataframe.groupby([\"Road_Type\",\"Accident_Severity\"])[\"Accident_Severity\"]\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "8739f31f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "severity1 = []\n",
    "severity2 = []\n",
    "severity3 = []\n",
    "key_list = dataframe[\"Road_Type\"].unique().tolist()\n",
    "\n",
    "for key in key_list:\n",
    "    severity1.append(road_type.get_group((key, 1)).count())\n",
    "    severity2.append(road_type.get_group((key, 2)).count())\n",
    "    severity3.append(road_type.get_group((key, 3)).count())\n",
    "    \n",
    "plt.figure(figsize=(12,9))\n",
    "    \n",
    "bar1 = plt.bar(np.arange(6), severity1, 0.25, color=\"red\", label=\"1\")\n",
    "bar1 = plt.bar(np.arange(6)+0.25, severity2, 0.25, color=\"blue\", label=\"2\")\n",
    "bar1 = plt.bar(np.arange(6)+0.5, severity3, 0.25, color=\"green\", label=\"3\")\n",
    "\n",
    "plt.xticks(np.arange(6)+0.25, key_list)\n",
    "plt.title(\"Frequency of Accidents According to Road Type and Accident Severity\")\n",
    "plt.xlabel(\"Road Type and Accident Severity\")\n",
    "plt.ylabel(\"Count\")\n",
    "\n",
    "plt.legend()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "88a59502",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Road_Type           Accident_Severity\n",
       "Dual carriageway    1                       974\n",
       "                    2                      9627\n",
       "                    3                     77542\n",
       "One way street      1                       119\n",
       "                    2                      2264\n",
       "                    3                     15867\n",
       "Roundabout          1                       284\n",
       "                    2                      8203\n",
       "                    3                     85508\n",
       "Single carriageway  1                      5009\n",
       "                    2                     80383\n",
       "                    3                    545726\n",
       "Slip road           1                        69\n",
       "                    2                       786\n",
       "                    3                      9680\n",
       "Unknown             1                        16\n",
       "                    2                       301\n",
       "                    3                      3285\n",
       "Name: Accident_Severity, dtype: int64"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "road_type.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "86bc4277",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "6086fc6f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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JklQwIEiSpIIBQZIkFQwIkiSpYECQJEkFA4IkSSoYECRJUsGAIEmSCgYESZJUMCBIkqSCAUGSJBUMCJIkqWBAkCRJBQOCJEkqGBAkSVKhxwNCRPSJiEUR8W/V6wERMTsinqt+9q/Z9/KIWBIRz0bESTX1MRHxRLXtuoiIqr5bRMyo6vMjYmjNmCnVMZ6LiCk9/T4lSepNtscKwieBZ2peXwbMycyDgTnVayJiBNAMHApMBr4REX2qMTcCFwAHV4/JVf184JXMPAj4GvCVaq4BwBXAUcA44IraICJJkjrXowEhIoYA7wX+T035VGBa9Xwa8P6a+p2Z+fvMfB5YAoyLiMHAXpn5SGYmcGu7MRvnmgWcWK0unATMzszVmfkKMJs3QoUkSdqKnl5B+Drwt8DrNbX9MnM5QPVz36q+P/BSzX6tVW3/6nn7+mZjMnM98CowsJO5JElSHXosIETEycCKzFxY75AOatlJfVvH1PZ4QUS0RETLypUr62xTkqTerydXEI4BTomIpcCdwAkR8V3g5eq0AdXPFdX+rcABNeOHAMuq+pAO6puNiYi+wNuA1Z3MtZnMnJqZYzNz7KBBg7b9nUqS1Mv0WEDIzMszc0hmDqXt4sO5mXkOcC+w8a6CKcA91fN7gebqzoRhtF2M+Gh1GmJNRIyvri84t92YjXOdXh0jgR8CkyKif3Vx4qSqJkmS6tC3Ace8GpgZEecDLwJnAGTmUxExE3gaWA9cnJkbqjEXAbcAuwP3Vw+Am4DbImIJbSsHzdVcqyPii8CCar8rM3N1T78xSZJ6i+0SEDLzIeCh6vkq4MQt7HcVcFUH9RZgZAf1tVQBo4NtNwM3b2vPkiTtzPwkRUmSVDAgSJKkggFBkiQVDAiSJKlgQJAkSQUDgiRJKhgQJElSwYAgSZIKBgRJklQwIEiSpIIBQZIkFQwIkiSpYECQJEkFA4IkSSoYECRJUsGAIEmSCgYESZJUMCBIkqSCAUGSJBUMCJIkqWBAkCRJBQOCJEkqGBAkSVLBgCBJkgoGBEmSVDAgSJKkggFBkiQVDAiSJKlgQJAkSQUDgiRJKhgQJElSwYAgSZIKBgRJklQwIEiSpIIBQZIkFQwIkiSpYECQJEkFA4IkSSoYECRJUsGAIEmSCgYESZJUMCBIkqSCAUGSJBUMCJIkqWBAkCRJBQOCJEkqGBAkSVLBgCBJkgoGBEmSVDAgSJKkggFBkiQVDAiSJKlgQJAkSQUDgiRJKhgQJElSwYAgSZIKBgRJklQwIEiSpIIBQZIkFQwIkiSpUFdAiIg59dQkSVLv0LezjRHRD/gfwD4R0R+IatNewNt7uDdJktQgnQYE4ELgU7SFgYW8ERB+C9zQc21JkqRG6jQgZOa1wLURcUlmXr+depIkSQ22tRUEADLz+og4GhhaOyYzb+2hviRJUgPVe5HibcA/AROAI6vH2K2M6RcRj0bE4xHxVER8oaoPiIjZEfFc9bN/zZjLI2JJRDwbESfV1MdExBPVtusiIqr6bhExo6rPj4ihNWOmVMd4LiKm1P9HIkmS6lpBoC0MjMjM7MLcvwdOyMzXImJX4CcRcT/wQWBOZl4dEZcBlwF/FxEjgGbgUNqueXgwIt6ZmRuAG4ELgJ8B9wGTgfuB84FXMvOgiGgGvgKcFREDgCuqvhNYGBH3ZuYrXehfkqSdVr2fg/Ak8CddmTjbvFa93LV6JHAqMK2qTwPeXz0/FbgzM3+fmc8DS4BxETEY2CszH6kCyq3txmycaxZwYrW6cBIwOzNXV6FgNm2hQpIk1aHeFYR9gKcj4lHaVgYAyMxTOhsUEX1ou/vhIOCGzJwfEftl5vJq/PKI2LfafX/aVgg2aq1q66rn7esbx7xUzbU+Il4FBtbWOxgjSZK2ot6A8Pltmbw6PdAUEXsDd0fEyE52jw5q2Ul9W8e8ccCIC2g7dcGBBx7YSWuSJO1c6r2L4T/+mINk5m8i4iHalvlfjojB1erBYGBFtVsrcEDNsCHAsqo+pIN67ZjWiOgLvA1YXdWPazfmoQ76mgpMBRg7dmxXrq+QJKlXq/cuhjUR8dvqsTYiNkTEb7cyZlC1ckBE7A78BfAL4F5g410FU4B7quf3As3VnQnDgIOBR6vTEWsiYnx1fcG57cZsnOt0YG51ncIPgUkR0b+6S2JSVZMkSXWodwVhz9rXEfF+YNxWhg0GplXXIewCzMzMf4uIR4CZEXE+8CJwRnWMpyJiJvA0sB64uDpFAXARcAuwO213L9xf1W8CbouIJbStHDRXc62OiC8CC6r9rszM1fW8V0mSBNG1OxdrBkb8LDPHd3M/DTN27NhsaWlpdBvawRxz/TGNbmG7mXfJvEa3IKmbRcTCzOzwc43qWkGIiA/WvNyFNz5fQJIk9UL13sXwvprn64GltH0GgSRJ6oXqvQbhoz3diCRJevOo9y6GIRFxd0SsiIiXI+KuiBiy9ZGSJGlHVO9HLX+HtlsK307bJxL+36omSZJ6oXoDwqDM/E5mrq8etwCDerAvSZLUQPUGhF9HxDkR0ad6nAOs6snGJElS49QbEM4DzgT+H7Cctk8t9MJFSZJ6qXpvc/wiMKX66mQiYgDwT7QFB0mS1MvUu4IwamM4gLaPMgYO75mWJElSo9UbEHapvvQI2LSCUO/qgyRJ2sHU+0v+q8BPI2IWbR+xfCZwVY91JUmSGqreT1K8NSJagBOAAD6YmU/3aGeSJKlh6j5NUAUCQ4EkSTuBeq9BkCRJOxEDgiRJKhgQJElSwYAgSZIKBgRJklQwIEiSpIIBQZIkFQwIkiSpYECQJEkFA4IkSSoYECRJUsGAIEmSCgYESZJUMCBIkqSCAUGSJBUMCJIkqWBAkCRJBQOCJEkqGBAkSVLBgCBJkgoGBEmSVDAgSJKkggFBkiQVDAiSJKlgQJAkSQUDgiRJKhgQJElSwYAgSZIKBgRJklQwIEiSpIIBQZIkFQwIkiSpYECQJEkFA4IkSSoYECRJUsGAIEmSCgYESZJUMCBIkqSCAUGSJBUMCJIkqWBAkCRJBQOCJEkqGBAkSVLBgCBJkgoGBEmSVDAgSJKkggFBkiQVDAiSJKlgQJAkSQUDgiRJKvRYQIiIAyLiRxHxTEQ8FRGfrOoDImJ2RDxX/exfM+byiFgSEc9GxEk19TER8US17bqIiKq+W0TMqOrzI2JozZgp1TGei4gpPfU+JUnqjXpyBWE98DeZORwYD1wcESOAy4A5mXkwMKd6TbWtGTgUmAx8IyL6VHPdCFwAHFw9Jlf184FXMvMg4GvAV6q5BgBXAEcB44AraoOIJEnqXI8FhMxcnpmPVc/XAM8A+wOnAtOq3aYB76+enwrcmZm/z8zngSXAuIgYDOyVmY9kZgK3thuzca5ZwInV6sJJwOzMXJ2ZrwCzeSNUSJKkrdgu1yBUS/+HA/OB/TJzObSFCGDfarf9gZdqhrVWtf2r5+3rm43JzPXAq8DATuaSJEl16PGAEBF7AHcBn8rM33a2awe17KS+rWNqe7sgIloiomXlypWdtCZJ0s6lRwNCROxKWzi4PTP/tSq/XJ02oPq5oqq3AgfUDB8CLKvqQzqobzYmIvoCbwNWdzLXZjJzamaOzcyxgwYN2ta3KUlSr9OTdzEEcBPwTGb+c82me4GNdxVMAe6pqTdXdyYMo+1ixEer0xBrImJ8Nee57cZsnOt0YG51ncIPgUkR0b+6OHFSVZMkSXXo24NzHwN8GHgiIhZXtf8FXA3MjIjzgReBMwAy86mImAk8TdsdEBdn5oZq3EXALcDuwP3VA9oCyG0RsYS2lYPmaq7VEfFFYEG135WZubqH3qckSb1OjwWEzPwJHV8LAHDiFsZcBVzVQb0FGNlBfS1VwOhg283AzfX2K0mS3uAnKUqSpIIBQZIkFQwIkiSpYECQJEkFA4IkSSoYECRJUsGAIEmSCgYESZJUMCBIkqSCAUGSJBUMCJIkqWBAkCRJBQOCJEkqGBAkSVLBgCBJkgp9G92AJElddcz1xzS6he1q3iXztvsxXUGQJEkFA4IkSSoYECRJUsGAIEmSCgYESZJUMCBIkqSCAUGSJBUMCJIkqWBAkCRJBQOCJEkqGBAkSVLBgCBJkgoGBEmSVDAgSJKkggFBkiQVDAiSJKlgQJAkSQUDgiRJKhgQJElSwYAgSZIKBgRJklQwIEiSpIIBQZIkFQwIkiSpYECQJEkFA4IkSSoYECRJUsGAIEmSCgYESZJUMCBIkqSCAUGSJBUMCJIkqWBAkCRJBQOCJEkqGBAkSVLBgCBJkgoGBEmSVDAgSJKkggFBkiQVDAiSJKlgQJAkSQUDgiRJKhgQJElSwYAgSZIKBgRJklQwIEiSpIIBQZIkFQwIkiSpYECQJEmFHgsIEXFzRKyIiCdragMiYnZEPFf97F+z7fKIWBIRz0bESTX1MRHxRLXtuoiIqr5bRMyo6vMjYmjNmCnVMZ6LiCk99R4lSeqtenIF4RZgcrvaZcCczDwYmFO9JiJGAM3AodWYb0REn2rMjcAFwMHVY+Oc5wOvZOZBwNeAr1RzDQCuAI4CxgFX1AYRSZK0dT0WEDLzYWB1u/KpwLTq+TTg/TX1OzPz95n5PLAEGBcRg4G9MvORzEzg1nZjNs41CzixWl04CZidmasz8xVgNmVQkSRJndje1yDsl5nLAaqf+1b1/YGXavZrrWr7V8/b1zcbk5nrgVeBgZ3MVYiICyKiJSJaVq5c+Ue8LUmSepc3y0WK0UEtO6lv65jNi5lTM3NsZo4dNGhQXY1KkrQz2N4B4eXqtAHVzxVVvRU4oGa/IcCyqj6kg/pmYyKiL/A22k5pbGkuSZJUp+0dEO4FNt5VMAW4p6beXN2ZMIy2ixEfrU5DrImI8dX1Bee2G7NxrtOBudV1Cj8EJkVE/+rixElVTZIk1alvT00cEdOB44B9IqKVtjsLrgZmRsT5wIvAGQCZ+VREzASeBtYDF2fmhmqqi2i7I2J34P7qAXATcFtELKFt5aC5mmt1RHwRWFDtd2Vmtr9YUpIkdaLHAkJmnr2FTSduYf+rgKs6qLcAIzuor6UKGB1suxm4ue5mJUnSZt4sFylKkqQ3EQOCJEkqGBAkSVLBgCBJkgoGBEmSVDAgSJKkggFBkiQVDAiSJKlgQJAkSQUDgiRJKhgQJElSwYAgSZIKBgRJklQwIEiSpEKPfd2zdk4vXnlYo1vYvvrv1egOJKlHuIIgSZIKBgRJklQwIEiSpIIBQZIkFQwIkiSpYECQJEkFA4IkSSoYECRJUsGAIEmSCgYESZJUMCBIkqSCAUGSJBUMCJIkqWBAkCRJBQOCJEkqGBAkSVLBgCBJkgoGBEmSVDAgSJKkggFBkiQVDAiSJKlgQJAkSQUDgiRJKhgQJElSwYAgSZIKBgRJklQwIEiSpIIBQZIkFQwIkiSpYECQJEkFA4IkSSoYECRJUqFvoxuQJP3xXrzysEa3sH3136vRHfR6riBIkqSCAUGSJBUMCJIkqWBAkCRJBQOCJEkqGBAkSVLBgCBJkgoGBEmSVDAgSJKkggFBkiQVDAiSJKlgQJAkSQUDgiRJKhgQJElSwYAgSZIKBgRJklTo1QEhIiZHxLMRsSQiLmt0P5Ik7Sj6NrqBnhIRfYAbgIlAK7AgIu7NzKe3dy9jLr11ex+yYe7es9EdSJK6Q68NCMA4YElm/gogIu4ETgW2e0CQ1BiGc2nb9eZTDPsDL9W8bq1qkiRpK3rzCkJ0UMvNdoi4ALigevlaRDzb4131cn/auEPvA/y6cYfv/eITHf2V0puFf/d6tx78+7fF/+n05oDQChxQ83oIsKx2h8ycCkzdnk2pZ0RES2aObXQf0s7Gv3u9V28+xbAAODgihkXEW4Bm4N4G9yRJ0g6h164gZOb6iPg48EOgD3BzZj7V4LYkSdoh9NqAAJCZ9wH3NboPbReeKpIaw797vVRk5tb3kiRJO5XefA2CJEnaRgYE7dAi4uaIWBERTza6F2lnEhEHRMSPIuKZiHgqIj7Z6J7UvTzFoB1aRBwLvAbcmpkjG92PtLOIiMHA4Mx8LCL2BBYC72/Ex9mrZ7iCoB1aZj4MrG50H9LOJjOXZ+Zj1fM1wDP4abW9igFBkvRHiYihwOHA/Aa3om5kQJAkbbOI2AO4C/hUZv620f2o+xgQJEnbJCJ2pS0c3J6Z/9roftS9DAiSpC6LiABuAp7JzH9udD/qfgYE7dAiYjrwCHBIRLRGxPmN7knaSRwDfBg4ISIWV4//2eim1H28zVGSJBVcQZAkSQUDgiRJKhgQJElSwYAgSZIKBgRJklQwIEiSpIIBQdoBRcTQ9l9xHRGfj4jPdLDvLRFx+vbrrn5Vb89X99A/HhEndvPcnb7viBgUEesi4sLuOq7UWxgQpF4sIvo2ugeAiOjTyeZLM7MJ+BTwzW6ctx5nAD8Dzu7BY0g7JAOC1MtExEMR8Q8R8R/AJ6vyX0TEjyPiPyPi5Gq/oVXtsepxdFU/rppjVkT8IiJurz5Wd0vHOzEiFkXEExFxc0TsVtWXRsTnIuIntP0i3ppHqL4uOCI+EhH/UnOMf4uI46rnr0XElRExH3h3dYwFEfFkREztrNcOnA38DTAkIjZ9VXEHxzgnIh6tVjq+tTE0RMSNEdESEU9FxBe6cFzpTc+AIPVOe2fmn2fmV6vXQ4E/B94LfDMi+gErgImZeQRwFnBdzfjDafsX/Qjgz2j7WN1CNc8twFmZeRjQF7ioZpe1mTkhM++so+fJwPfr2O+twJOZeVRm/gT4l8w8MjNHArsDJ9cxBxFxAPAnmfkoMJO2P4PiGMCqatsx1UrHBuBD1X5/n5ljgVHAn0fEqHqOLe0IDAjSjmlLn5G+sT6jXX1mZr6emc8BvwLeBewKfDsingC+R1sY2OjRzGzNzNeBxbQFjI4cAjyfmf9ZvZ4GHFuzvX0fHbkmIn4FfBf4hzr230DbNwhudHxEzK/exwnAoXXMAdBMWzAAuJPNTzPUHuNEYAywICIWV6//rNp2ZkQ8Biyqjlv7Zyjt0N4U5yclddkqoH+72gDg+er579ptax8oEvg08DIwmrZ/LKyt2f77mucb2PL/V2xtOb99Hx25FPhX4BO0BYwxwHo2/wdMv5rnazNzA2xawfgGMDYzX4qIz7fbtzNnA/tFxMbVgLdHxMFViNp0DNre47TMvLx2cEQMAz4DHJmZr0TELV04tvSm5wqCtAPKzNeA5Ruv+o+IAbQt0f9kC0POiIhdIuIdtP3r91ngbcDyapXgw8C2XIz3C2BoRBxUvf4w8B9dnaTq4Vpgl4g4CVgKNFU9HwCM28LQjb+Qfx0RewB13a0REYcAb83M/TNzaGYOBb5M26pCe3OA0yNi32rsgIj4U2Av2gLQqxGxH/Ceeo4t7ShcQZB2XOcCN0TExusMvpCZv9zCNXrP0vaLez/gY5m5NiK+AdwVEWcAP6K+f+1vpprno8D3qjsmFtDFOxFq5sqI+BLwt8Bf0LYa8gTwJPDYFsb8JiK+Xe23tDp+Pc4G7m5Xu4u2Uw1fbHeMpyPifwMPRMQuwDrg4sz8WUQsAp6i7bTNvDqPLe0Q/LpnSZJU8BSDJEkqeIpBUl0i4m5gWLvy32XmD+sYewPlrZLXZuZ3uqu/To69zX1LOzNPMUiSpIKnGCRJUsGAIEmSCgYESZJUMCBIkqSCAUGSJBX+P7y8ltzwWS5XAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,8))\n",
    "sns.countplot(data=dataframe, x=\"Urban_or_Rural_Area\", hue=\"Accident_Severity\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "dce5d5f0",
   "metadata": {},
   "outputs": [],
   "source": [
    "urban_with_severity = dataframe.loc[dataframe[\"Urban_or_Rural_Area\"], \"Accident_Severity\"]\n",
    "temp_list = dataframe.groupby([\"Urban_or_Rural_Area\", \"Accident_Severity\"])[\"Accident_Severity\"].count()\n",
    "urban = temp_list[:3]\n",
    "rural = temp_list[3:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "903a7f53",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(10,8))\n",
    "\n",
    "ax1.pie(urban, labels=[1,2,3], autopct='%.2f%%')\n",
    "ax1.set_xlabel(\"Urban Area\")\n",
    "\n",
    "ax2.pie(rural.value_counts(), labels=[1,2,3], autopct='%.2f%%')\n",
    "ax2.set_xlabel(\"Rural Area\")\n",
    "\n",
    "plt.legend()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "20c8a522",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x283259a2f70>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(data=dataframe, x=\"Longitude\", y=\"Latitude\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "ecc53e90",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Weather_Conditions          Accident_Severity\n",
       "Fine with high winds        1                       109\n",
       "                            2                      1185\n",
       "                            3                      7858\n",
       "Fine without high winds     1                      5566\n",
       "                            2                     85451\n",
       "                            3                    598414\n",
       "Fog or mist                 1                        43\n",
       "                            2                       437\n",
       "                            3                      3176\n",
       "Other                       1                        73\n",
       "                            2                      1628\n",
       "                            3                     15559\n",
       "Raining with high winds     1                        82\n",
       "                            2                      1102\n",
       "                            3                      8316\n",
       "Raining without high winds  1                       510\n",
       "                            2                     10039\n",
       "                            3                     85543\n",
       "Snowing with high winds     1                         3\n",
       "                            2                        47\n",
       "                            3                       524\n",
       "Snowing without high winds  1                        15\n",
       "                            2                       391\n",
       "                            3                      4432\n",
       "Unknown                     1                        70\n",
       "                            2                      1284\n",
       "                            3                     13786\n",
       "Name: Accident_Severity, dtype: int64"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weather_severity = dataframe.groupby([\"Weather_Conditions\", \"Accident_Severity\"])[\"Accident_Severity\"].count()\n",
    "weather_severity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "154f417b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Weather_Conditions', ylabel='count'>"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1728x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(24,12))\n",
    "sns.countplot(data=dataframe, x=\"Weather_Conditions\", hue=\"Accident_Severity\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "069716c2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Weather_Conditions          Accident_Severity\n",
       "Fine with high winds        1                       109\n",
       "                            2                      1185\n",
       "                            3                      7858\n",
       "Fine without high winds     1                      5566\n",
       "                            2                     85451\n",
       "                            3                    598414\n",
       "Fog or mist                 1                        43\n",
       "                            2                       437\n",
       "                            3                      3176\n",
       "Other                       1                        73\n",
       "                            2                      1628\n",
       "                            3                     15559\n",
       "Raining with high winds     1                        82\n",
       "                            2                      1102\n",
       "                            3                      8316\n",
       "Raining without high winds  1                       510\n",
       "                            2                     10039\n",
       "                            3                     85543\n",
       "Snowing with high winds     1                         3\n",
       "                            2                        47\n",
       "                            3                       524\n",
       "Snowing without high winds  1                        15\n",
       "                            2                       391\n",
       "                            3                      4432\n",
       "Unknown                     1                        70\n",
       "                            2                      1284\n",
       "                            3                     13786\n",
       "Name: Accident_Severity, dtype: int64"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weatherCond_with_severity = dataframe.groupby([\"Weather_Conditions\", \"Accident_Severity\"])[\"Accident_Severity\"].count()\n",
    "weatherCond_with_severity\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "202d976e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1152 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "weather_cond = dataframe[\"Weather_Conditions\"]\n",
    "\n",
    "plt.figure(figsize=(16,16))\n",
    "\n",
    "\n",
    "plt.pie(weather_cond.value_counts(), labels=weather_cond.unique() , autopct='%.2f%%')\n",
    "plt.title(\"Weather Conditions Frequency According to Accidents\")\n",
    "\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
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