{ "cells": [ { "cell_type": "markdown", "id": "788f9d64", "metadata": { "id": "788f9d64" }, "source": [ "# 🚦 Transport Data Visualization Practical (Colab Edition)\n", "This notebook demonstrates how to use the Kaggle API to download the **Traffic Prediction Dataset** and perform comprehensive data visualizations.\n", "\n", "## ✅ Steps:\n", "1. Upload your Kaggle API token (kaggle.json)\n", "2. Download the dataset\n", "3. Load and explore the data\n", "4. Perform various data visualizations\n", "\n", "Keep the json file as \"kaggle.json\"\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "c718161f", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 92 }, "id": "c718161f", "outputId": "835b081f-6dbc-4ff4-b547-5efde05b0527" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "" ], "text/html": [ "\n", " \n", " \n", " Upload widget is only available when the cell has been executed in the\n", " current browser session. Please rerun this cell to enable.\n", " \n", " " ] }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "Saving kaggle.json to kaggle.json\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "{'kaggle.json': b'{\"username\":\"chamiloshan\",\"key\":\"9f5017bdb462b7e7a213cf79b959cd89\"}'}" ] }, "metadata": {}, "execution_count": 4 } ], "source": [ "# 📁 Upload kaggle.json\n", "from google.colab import files\n", "files.upload()" ] }, { "cell_type": "code", "execution_count": 5, "id": "3bc8a373", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "3bc8a373", "outputId": "0cc72a60-3626-4a73-9285-612937758deb" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Requirement already satisfied: kaggle in /usr/local/lib/python3.11/dist-packages (1.7.4.2)\n", "Requirement already satisfied: bleach in /usr/local/lib/python3.11/dist-packages (from kaggle) (6.2.0)\n", "Requirement already satisfied: certifi>=14.05.14 in /usr/local/lib/python3.11/dist-packages (from kaggle) (2025.1.31)\n", "Requirement already satisfied: charset-normalizer in /usr/local/lib/python3.11/dist-packages (from kaggle) (3.4.1)\n", "Requirement already satisfied: idna in /usr/local/lib/python3.11/dist-packages (from kaggle) (3.10)\n", "Requirement already satisfied: protobuf in /usr/local/lib/python3.11/dist-packages (from kaggle) (5.29.4)\n", "Requirement already satisfied: python-dateutil>=2.5.3 in /usr/local/lib/python3.11/dist-packages (from kaggle) (2.8.2)\n", "Requirement already satisfied: python-slugify in /usr/local/lib/python3.11/dist-packages (from kaggle) (8.0.4)\n", "Requirement already satisfied: requests in /usr/local/lib/python3.11/dist-packages (from kaggle) (2.32.3)\n", "Requirement already satisfied: setuptools>=21.0.0 in /usr/local/lib/python3.11/dist-packages (from kaggle) (75.1.0)\n", "Requirement already satisfied: six>=1.10 in /usr/local/lib/python3.11/dist-packages (from kaggle) (1.17.0)\n", "Requirement already satisfied: text-unidecode in /usr/local/lib/python3.11/dist-packages (from kaggle) (1.3)\n", "Requirement already satisfied: tqdm in /usr/local/lib/python3.11/dist-packages (from kaggle) (4.67.1)\n", "Requirement already satisfied: urllib3>=1.15.1 in /usr/local/lib/python3.11/dist-packages (from kaggle) (2.3.0)\n", "Requirement already satisfied: webencodings in /usr/local/lib/python3.11/dist-packages (from kaggle) (0.5.1)\n" ] } ], "source": [ "# ⚙️ Install and configure Kaggle\n", "!pip install kaggle\n", "!mkdir -p ~/.kaggle\n", "!cp kaggle.json ~/.kaggle/\n", "!chmod 600 ~/.kaggle/kaggle.json" ] }, { "cell_type": "code", "execution_count": 6, "id": "34f2259e", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "34f2259e", "outputId": "5a6d5bf7-6a74-42bf-869c-6ec87a170c96" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Dataset URL: https://www.kaggle.com/datasets/fedesoriano/traffic-prediction-dataset\n", "License(s): copyright-authors\n", "Archive: traffic-prediction-dataset.zip\n", " inflating: traffic_data/traffic.csv \n" ] } ], "source": [ "# ⬇️ Download the Traffic Prediction Dataset\n", "!kaggle datasets download -d fedesoriano/traffic-prediction-dataset\n", "!unzip traffic-prediction-dataset.zip -d traffic_data" ] }, { "cell_type": "code", "execution_count": 7, "id": "1b807fd6", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 440 }, "id": "1b807fd6", "outputId": "aab4bd5c-a674-48bc-8d3b-d057ac989949" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "RangeIndex: 48120 entries, 0 to 48119\n", "Data columns (total 4 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 DateTime 48120 non-null datetime64[ns]\n", " 1 Junction 48120 non-null int64 \n", " 2 Vehicles 48120 non-null int64 \n", " 3 ID 48120 non-null int64 \n", "dtypes: datetime64[ns](1), int64(3)\n", "memory usage: 1.5 MB\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ " DateTime Junction Vehicles ID\n", "0 2015-11-01 00:00:00 1 15 20151101001\n", "1 2015-11-01 01:00:00 1 13 20151101011\n", "2 2015-11-01 02:00:00 1 10 20151101021\n", "3 2015-11-01 03:00:00 1 7 20151101031\n", "4 2015-11-01 04:00:00 1 9 20151101041" ], "text/html": [ "\n", "
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\n" }, "metadata": {} } ], "source": [ "# 📈 Line Chart - Vehicle Counts Over Time by Junction\n", "plt.figure(figsize=(14, 7))\n", "for junction in df['Junction'].unique():\n", " df[df['Junction'] == junction]['Vehicles'].plot(label=f'Junction {junction}')\n", "plt.title('Hourly Vehicle Counts per Junction')\n", "plt.xlabel('Time')\n", "plt.ylabel('Vehicle Count')\n", "plt.legend()\n", "plt.grid(True)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "id": "039323a3", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 564 }, "id": "039323a3", "outputId": "57f0f206-ee0b-47d8-95ef-44be8567d5be" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "# 🧱 Histogram - Distribution of Vehicle Counts\n", "plt.figure(figsize=(10, 6))\n", "sns.histplot(df['Vehicles'], bins=30, kde=True)\n", "plt.title('Distribution of Vehicle Counts')\n", "plt.xlabel('Vehicle Count')\n", "plt.ylabel('Frequency')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "id": "022d6159", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 564 }, "id": "022d6159", "outputId": "3c8a5016-08eb-4253-e2c5-df065e46b4b3" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "# 📦 Box Plot - Vehicle Count Spread per Junction\n", "plt.figure(figsize=(10, 6))\n", "sns.boxplot(x='Junction', y='Vehicles', data=df)\n", "plt.title('Vehicle Counts by Junction')\n", "plt.xlabel('Junction')\n", "plt.ylabel('Vehicle Count')\n", "plt.show()" ] }, { "cell_type": "markdown", "source": [ "Each box represents one junction (1, 2, 3, or 4).\n", "\n", "The middle line in the box is the median (typical value).\n", "\n", "The box itself shows where most values fall (from 25th to 75th percentile).\n", "\n", "The \"whiskers\" (lines above and below the box) show the general range of the data.\n", "\n", "Dots above the whiskers are outliers — days with unusually high vehicle counts." ], "metadata": { "id": "I5bUz3wC5EFO" }, "id": "I5bUz3wC5EFO" }, { "cell_type": "code", "execution_count": 13, "id": "0062bcd6", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 718 }, "id": "0062bcd6", "outputId": "8c84d17c-6962-4986-eed8-5df936ef24de" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "# 🔥 Heatmap - Hour of Day vs Day of Week\n", "pivot_table = df.pivot_table(values='Vehicles', index='HourOfDay', columns='DayOfWeek', aggfunc='mean')\n", "plt.figure(figsize=(10, 8))\n", "sns.heatmap(pivot_table, cmap='YlGnBu', annot=False)\n", "plt.title('Average Vehicle Counts: Hour of Day vs. Day of Week')\n", "plt.xlabel('Day of Week')\n", "plt.ylabel('Hour of Day')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "id": "1571b3f9", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 564 }, "id": "1571b3f9", "outputId": "c0074539-a055-42f4-ed85-b5342c68493b" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "# 🔗 Correlation Matrix between Junctions\n", "pivot_corr = df.pivot_table(index=df.index, columns='Junction', values='Vehicles')\n", "plt.figure(figsize=(8, 6))\n", "sns.heatmap(pivot_corr.corr(), annot=True, cmap='coolwarm')\n", "plt.title('Correlation Matrix of Vehicle Counts Between Junctions')\n", "plt.show()" ] }, { "cell_type": "markdown", "source": [ "The values range from -1 to 1:\n", "\n", " 1 means a perfect positive correlation (they rise and fall together).\n", "\n", " 0 means no correlation.\n", "\n", " Closer to 1 = more similar traffic patterns.\n", "\n" ], "metadata": { "id": "nYK9XpG159yN" }, "id": "nYK9XpG159yN" }, { "cell_type": "code", "execution_count": 15, "id": "f628e100", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 542 }, "id": "f628e100", "outputId": "5dd4ef9f-8152-4e5a-d823-5361dacbc503" }, "outputs": [ { "output_type": "display_data", "data": { "text/html": [ "\n", "\n", "\n", "
\n", "
\n", "\n", "" ] }, "metadata": {} } ], "source": [ "# 🌀 Interactive Plotly Line Chart\n", "fig = px.line(df.reset_index(), x='DateTime', y='Vehicles', color='Junction',\n", " title='Traffic Volume by Junction Over Time')\n", "fig.show()" ] } ], "metadata": { "colab": { "provenance": [] }, "language_info": { "name": "python" }, "kernelspec": { "name": "python3", "display_name": "Python 3" } }, "nbformat": 4, "nbformat_minor": 5 }