Hackforge_Demo_Traffic.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Ho5BivoSoPzZ"
      },
      "source": [
        "## Hackforge Python Demo - Windsor Traffic Open Data API & Python\n",
        "\\"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "aQU7opruy_aE"
      },
      "source": [
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)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bBCL5zCmAPqA"
      },
      "source": [
        "Read more about the API at:\n",
        "https://opendata.citywindsor.ca/swagger/index.html \n",
        "  \n",
        "Available Intersections:  \n",
        "1: 'Dorchester Road and Huron Church Road'  \n",
        "2: 'Totten Street and Huron Church Road'  \n",
        "3: 'Malden Road and Huron Church Road'  "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "QZoB1faFFnl0"
      },
      "outputs": [],
      "source": [
        "import ssl\n",
        "ssl._create_default_https_context = ssl._create_unverified_context"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "BLV7I7oLEdEf"
      },
      "outputs": [],
      "source": [
        "import pandas as pd\n",
        "# import requests\n",
        "\n",
        "\n",
        "# Construct the String for the API Call\n",
        "\n",
        "intersection = input(\"Enter Intersection #:\")\n",
        "date = input(\"Enter Date (YYYY-MM-DD):\")\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "NlFcww9uv1am"
      },
      "outputs": [],
      "source": [
        "url = \"https://opendata.citywindsor.ca/api/traffic?date=\"+str(date)+\"&intersectionId=\"+str(intersection)+\"&start_time=00:00&end_time=23:59\"\n",
        "\n",
        "\n",
        "df = pd.read_json(url)\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Xb4YRSZ5NET6"
      },
      "outputs": [],
      "source": [
        "df[0:4]\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "1XgheSebsxS8"
      },
      "outputs": [],
      "source": [
        "# Use Normalize to flatten the JSON attribute to Tabular form\n",
        "# Note: You may get an error working outside of Google CoLab \n",
        "\n",
        "from pandas.io.json import json_normalize\n",
        "\n",
        "df = pd.json_normalize(df['traffic'])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "nnThRyvyuoF_"
      },
      "outputs": [],
      "source": [
        "df[0:15]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "c8es7Gn11xNM"
      },
      "outputs": [],
      "source": [
        "df.vehicleType.unique()"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.timeStamp.dtypes"
      ],
      "metadata": {
        "id": "oJv3H6EaPJqj"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "RMi9nYQJvKMP"
      },
      "outputs": [],
      "source": [
        "df['timeStamp'] = pd.to_datetime(df['timeStamp'])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "OCecpu-tHPoB"
      },
      "outputs": [],
      "source": [
        "df.head(10)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "8lS4VLOrM318"
      },
      "outputs": [],
      "source": [
        "df = df.drop(columns=['isDaylightSavingsTime'])"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Hng7s26F8l6o"
      },
      "source": [
        "# Total Traffic for the Day\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "2mRNLhkKvNfz"
      },
      "outputs": [],
      "source": [
        "df.qty.sum()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "9_0W5GnrtEEb"
      },
      "outputs": [],
      "source": [
        "df.groupby('vehicleType')['qty'].sum().sort_values(ascending=False)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "LvrKRwlX7Z8R"
      },
      "source": [
        "# Charting"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "JGe4ubsSqC2o"
      },
      "outputs": [],
      "source": [
        "# Load maplotplib library\n",
        "\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "df.groupby('vehicleType')['qty'].sum().plot(kind='bar')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Z4uUCRkbw1DN"
      },
      "outputs": [],
      "source": [
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# chart\n",
        "\n",
        "df.plot(kind='line',x='timeStamp',y='qty', color='teal')\n",
        "plt.title = ('Vehicles Per Minute')\n",
        "plt.ylabel('Number of Vehicles')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "VNS3bvm6JbmT"
      },
      "outputs": [],
      "source": [
        "# Chart - Per Hour Traffic\n",
        "df.groupby(pd.Grouper(key='timeStamp', axis=0, \n",
        "                      freq='H', sort=True)).sum().plot(kind='bar')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "m56Fk3mplntW"
      },
      "outputs": [],
      "source": [
        "# Create a 4 hour list by type of vehicle.\n",
        "type_by_hour = df.groupby([pd.Grouper(key='timeStamp', freq='4H'), 'vehicleType']).qty.sum()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "0b0Y5Owcm0Uo"
      },
      "outputs": [],
      "source": [
        "type_by_hour[0:50]"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xkRMMQ5w63td"
      },
      "source": [
        "**How did these events affect local traffic?** ❓\n",
        "\n",
        "Traffic Incident (9/11/2021):\n",
        "https://blackburnnews.com/windsor/windsor-news/2021/09/11/crash-involving-police-cruiser-snarls-traffic-huron-church/\n",
        "\n",
        "COVID-19 Lockdown Orders March 23, 2020"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "collapsed_sections": [],
      "name": "Hackforge_Demo_Traffic.ipynb",
      "provenance": [],
      "toc_visible": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
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