visuallization_p_2.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/ahmedyasser7/DEPI_GP/blob/main/visuallization_p_2.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "Oe5bIlivDiQL",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "758b1050-b67b-4edc-8edf-b931e845d22e"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ],
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import datetime\n",
        "import csv\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "import folium\n",
        "from folium.plugins import MarkerCluster\n",
        "from folium.plugins import HeatMap\n",
        "from IPython.display import display\n",
        "import plotly.graph_objects as go\n",
        "import plotly.express as px\n",
        "\n",
        "pd.set_option('display.max_columns', None)\n",
        "pd.set_option('display.max_colwidth', None)"
      ],
      "metadata": {
        "id": "gJXv6ZiTDmDY"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "accidents = '/content/drive/My Drive/accident_cleaned_data.csv'\n",
        "vechiles = '/content/drive/My Drive/Vechicles_cleaned _data.csv'\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "ovglR6F0DnBc"
      },
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df_acc = pd.read_csv(accidents)\n",
        "data = df_vech = pd.read_csv(vechiles)\n",
        "\n"
      ],
      "metadata": {
        "id": "QDH3xVekDqAC"
      },
      "execution_count": 37,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df=df_acc"
      ],
      "metadata": {
        "id": "nl1zEVZ4Dsmy"
      },
      "execution_count": 38,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Heatmap of Severity by Light Conditions"
      ],
      "metadata": {
        "id": "00FlzMb_1teh"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Creating labels for conditions\n",
        "df['Light_Conditions_Label'] = df['Light_Conditions'].map({\n",
        "    1: 'Daylight', 4: 'Darkness - lights lit', 5: 'Darkness - lights unlit',\n",
        "    6: 'Darkness - no lighting', 7: 'Darkness - lighting unknown'\n",
        "})\n",
        "\n",
        "df['Weather_Conditions_Label'] = df['Weather_Conditions'].map({\n",
        "    1: 'Fine no high winds', 2: 'Raining no high winds', 3: 'Snowing no high winds',\n",
        "    4: 'Fine + high winds', 5: 'Raining + high winds', 6: 'Snowing + high winds',\n",
        "    7: 'Fog or mist', 8: 'Other', 9: 'Unknown'\n",
        "})\n",
        "\n",
        "df['Road_Surface_Label'] = df['Road_Surface_Conditions'].map({\n",
        "    1: 'Dry', 2: 'Wet or damp', 3: 'Snow', 4: 'Frost or ice', 5: 'Flood over 3cm',\n",
        "    6: 'Oil or diesel', 7: 'Mud'\n",
        "})\n",
        "\n",
        "# Heatmap of Severity by Light Conditions\n",
        "plt.figure(figsize=(10, 6))\n",
        "severity_light_pivot = df.pivot_table(index='Light_Conditions_Label', columns='Accident_Severity', aggfunc='size', fill_value=0)\n",
        "sns.heatmap(severity_light_pivot, annot=True, fmt=\"d\", cmap='coolwarm')\n",
        "plt.title('Accident Severity by Light Conditions')\n",
        "plt.ylabel('Light Conditions')\n",
        "plt.xlabel('Accident Severity')\n",
        "plt.show()\n"
      ],
      "metadata": {
        "id": "1c7iihEfEAbP",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "outputId": "f2a26ad3-9a64-4e66-8d99-7ac212c34183"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Accidents by Urban or Rural Areas"
      ],
      "metadata": {
        "id": "cZeX4eGz1x_f"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Filter out unallocated\n",
        "df = df[df['Urban_or_Rural_Area'] != 3]\n",
        "\n",
        "# Create bar plot\n",
        "plt.figure(figsize=(10, 6))\n",
        "sns.countplot(x='Urban_or_Rural_Area', data=df, hue='Accident_Severity')\n",
        "plt.title('Accidents by Urban or Rural Areas')\n",
        "plt.ylabel('Number of Accidents')\n",
        "plt.xticks(ticks=[0, 1], labels=['Urban', 'Rural'])\n",
        "plt.show()\n"
      ],
      "metadata": {
        "id": "FEg_KXf0ECtV",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "outputId": "05b8d24a-8362-494f-c26a-3bf63f6331a9"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Distribution of Accidents by Severity"
      ],
      "metadata": {
        "id": "D1q56Uvp178k"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Define the severity labels and map them\n",
        "severity_labels = {1: 'Fatal', 2: 'Serious', 3: 'Slight'}\n",
        "df['Accident_Severity_Label'] = df['Accident_Severity'].map(severity_labels)\n",
        "\n",
        "# Calculate the explode values to separate the slices\n",
        "explode = [0.1] * df['Accident_Severity_Label'].nunique()  # Adjust the distance as needed\n",
        "\n",
        "# Plot the pie chart\n",
        "plt.figure(figsize=(8, 8))\n",
        "df['Accident_Severity_Label'].value_counts().plot(\n",
        "    kind='pie',\n",
        "    autopct='%.2f%%',\n",
        "    startangle=90,\n",
        "    explode=explode  # Add the explode parameter\n",
        ")\n",
        "\n",
        "plt.title('Distribution of Accidents by Severity')\n",
        "plt.ylabel('')  # Remove the y-label\n",
        "plt.show()\n"
      ],
      "metadata": {
        "id": "w1ZAT0q1EG86",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 675
        },
        "outputId": "72762c72-a525-4dc1-8c2e-7db1750aabb4"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x800 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Heatmap of Accidents by Day of the Week and Hour"
      ],
      "metadata": {
        "id": "1wYs7Naw7tCe"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Extract the hour by taking the first two characters and convert to integer\n",
        "df['Hour'] = df['Time'].str.slice(0, 2).astype(int)\n",
        "\n",
        "# Verify the extraction\n",
        "print(df[['Time', 'Hour']].head())\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4UkzrrWZ2PSn",
        "outputId": "f39bce2f-4eab-4353-90e5-431081a8d465"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "       Time  Hour\n",
            "0  15:11:00    15\n",
            "1  10:59:00    10\n",
            "2  14:19:00    14\n",
            "3  08:10:00     8\n",
            "4  17:25:00    17\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Identify any invalid hour entries\n",
        "invalid_hours = df[(df['Hour'] < 0) | (df['Hour'] > 23)]\n",
        "\n",
        "if not invalid_hours.empty:\n",
        "    print(\"Invalid hour entries detected:\")\n",
        "    print(invalid_hours['Time'].unique())\n",
        "\n",
        "    # Optionally, decide how to handle them (e.g., remove or fill with a default value)\n",
        "    # For example, removing invalid entries:\n",
        "    df = df.drop(invalid_hours.index)\n",
        "else:\n",
        "    print(\"All hour entries are valid.\")\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "b31O89nf2TQX",
        "outputId": "70f68b8e-02ff-445d-9c97-685b7172a067"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "All hour entries are valid.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "day_labels = {1: 'Sunday', 2: 'Monday', 3: 'Tuesday', 4: 'Wednesday', 5: 'Thursday', 6: 'Friday', 7: 'Saturday'}\n",
        "df['Day_of_Week_Label'] = df['Day_of_Week'].map(day_labels)\n",
        "\n",
        "# Create a pivot table for the heatmap\n",
        "heatmap_data = df.groupby(['Day_of_Week_Label', 'Hour']).agg({\n",
        "    'Accident_Index': 'count'\n",
        "}).reset_index().pivot(index='Day_of_Week_Label', columns='Hour', values='Accident_Index').fillna(0)\n",
        "day_order = ['Sunday', 'Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday']\n",
        "\n",
        "# Sort the days in the correct order\n",
        "heatmap_data = heatmap_data.reindex(day_order)\n",
        "\n",
        "# Create the heatmap\n",
        "fig = go.Figure(data=go.Heatmap(\n",
        "    z=heatmap_data.values,\n",
        "    x=heatmap_data.columns,\n",
        "    y=heatmap_data.index,\n",
        "    colorscale='YlOrRd',\n",
        "    colorbar=dict(title='Number of Accidents')\n",
        "))\n",
        "\n",
        "fig.update_layout(\n",
        "    title='Heatmap of Accidents by Day of the Week and Hour',\n",
        "    xaxis_title='Hour of the Day',\n",
        "    yaxis_title='Day of the Week'\n",
        ")\n",
        "\n",
        "fig.show()\n"
      ],
      "metadata": {
        "id": "vRV_FHzdEQU5",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "outputId": "2d582cf4-3f6b-48c8-d175-4635bde25a21"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<html>\n",
              "<head><meta charset=\"utf-8\" /></head>\n",
              "<body>\n",
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            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sns.set_theme(style=\"whitegrid\")\n",
        "plt.figure(figsize=(20, 20))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        },
        "id": "zOLbBiu-2Dy-",
        "outputId": "14d692b9-801c-4477-92a8-4b4ebcf91c8e"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Figure size 2000x2000 with 0 Axes>"
            ]
          },
          "metadata": {},
          "execution_count": 19
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2000x2000 with 0 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Vehicle Type"
      ],
      "metadata": {
        "id": "7w4LgGBk7YDI"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(10, 6))\n",
        "sns.countplot(data=data, x='Vehicle_Type', hue='Vehicle_Type', palette='viridis', legend=False)\n",
        "plt.title('Distribution of Vehicle Types Involved in Accidents')\n",
        "plt.xlabel('Vehicle Type')\n",
        "plt.ylabel('Count')\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 601
        },
        "id": "5WaLn2F13rVs",
        "outputId": "f272e5e4-ad87-4e7f-a134-e30364c3a800"
      },
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "vehicle_type_labels = {\n",
        "\n",
        "    1: 'Pedal cycle',\n",
        "    2: 'Motorcycle 50cc and under',\n",
        "    3: 'Motorcycle 125cc and under',\n",
        "    4: 'Motorcycle over 125cc and up to 500cc',\n",
        "    5: 'Motorcycle over 500cc',\n",
        "    8: 'Taxi/Private hire car',\n",
        "    9: 'Car',\n",
        "    10: 'Minibus (8 - 16 passenger seats)',\n",
        "    11: 'Bus or coach (17 or more pass seats)',\n",
        "    16: 'Ridden horse',\n",
        "    17: 'Agricultural vehicle',\n",
        "    18: 'Tram',\n",
        "    19: 'Van / Goods 3.5 tonnes mgw or under',\n",
        "    20: 'Goods over 3.5t. and under 7.5t',\n",
        "    21: 'Goods 7.5 tonnes mgw and over',\n",
        "    22: 'Mobility scooter',\n",
        "    23: 'Electric motorcycle',\n",
        "    90: 'Other vehicle',\n",
        "    97: 'Motorcycle - unknown cc',\n",
        "    98: 'Goods vehicle - unknown weight'\n",
        "}\n",
        "\n"
      ],
      "metadata": {
        "id": "DQskmqKc7Zgg"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Age of Driver"
      ],
      "metadata": {
        "id": "B9j570Ya7T2u"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(10, 6))\n",
        "sns.histplot(data['Age_of_Driver'], bins=30, color='blue', kde=True)\n",
        "plt.title('Age Distribution of Drivers Involved in Accidents')\n",
        "plt.xlabel('Age of Driver')\n",
        "plt.ylabel('Frequency')\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 601
        },
        "id": "OqgPUb-l3uPx",
        "outputId": "1d4d26b0-7b0d-401e-9033-4f889065da5e"
      },
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Sex of Driver"
      ],
      "metadata": {
        "id": "trntUQ517L9U"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Filter the data to exclude rows where 'Sex_of_Driver' is 3\n",
        "filtered_data = data[data['Sex_of_Driver'].isin([1, 2])]\n",
        "\n",
        "# Plotting the countplot with the filtered data\n",
        "plt.figure(figsize=(10, 6))\n",
        "sns.countplot(data=filtered_data, x='Sex_of_Driver', palette='coolwarm', legend=False)\n",
        "plt.title('Gender Distribution of Drivers Involved in Accidents')\n",
        "plt.xlabel('Sex of Driver (1 = Male, 2 = Female)')\n",
        "plt.ylabel('Count')\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 722
        },
        "id": "us6UM1l13w5k",
        "outputId": "dc4b297c-4d50-42e4-ac33-789f2a35fcbd"
      },
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-27-90bbca4ef6db>:6: FutureWarning:\n",
            "\n",
            "\n",
            "\n",
            "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
            "\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Age of Vehicles Involved in Accidents"
      ],
      "metadata": {
        "id": "zIkTJoaL7INx"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(10, 6))\n",
        "sns.histplot(data['Age_of_Vehicle'], bins=20, color='purple', kde=True)\n",
        "plt.title('Age of Vehicles Involved in Accidents')\n",
        "plt.xlabel('Age of Vehicle')\n",
        "plt.ylabel('Frequency')\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 601
        },
        "id": "538M0_RT3zsu",
        "outputId": "a1ad884a-8633-4e06-fa63-99546118c5bb"
      },
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Journey Purpose of Driver"
      ],
      "metadata": {
        "id": "zXkqz2Jp7Ex9"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Mapping the coded values to descriptive labels\n",
        "journey_purpose_labels = {\n",
        "    1: 'Journey as part of work',\n",
        "    2: 'Commuting to/from work',\n",
        "    3: 'Taking pupil to/from school',\n",
        "    4: 'Pupil riding to/from school',\n",
        "    5: 'Other',\n",
        "    6: 'Not known',\n",
        "    15: 'Other/Not known (2005-10)'\n",
        "}\n",
        "\n",
        "# Replace the coded values with the labels in the DataFrame\n",
        "data['Journey_Purpose_of_Driver'] = data['Journey_Purpose_of_Driver'].map(journey_purpose_labels)\n",
        "\n",
        "# Plotting the countplot with the updated labels\n",
        "plt.figure(figsize=(10, 6))\n",
        "sns.countplot(data=data, x='Journey_Purpose_of_Driver', palette='coolwarm')\n",
        "plt.title('Distribution of Driver Journey Purpose in Accidents')\n",
        "plt.xlabel('Journey Purpose of Driver')\n",
        "plt.ylabel('Count')\n",
        "plt.xticks(rotation=45, ha='right')  # Rotate x labels for better readability\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 722
        },
        "id": "NpHYN_W345Rh",
        "outputId": "7b191703-5501-4a50-93ca-2b289f9c746e"
      },
      "execution_count": 40,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-40-507c6702cd33>:17: FutureWarning:\n",
            "\n",
            "\n",
            "\n",
            "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
            "\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "6WUdTTWq48ZO"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}