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🚦 Analyze road traffic data to predict accident severity using machine learning and uncover key factors influencing casualty outcomes.

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🚦 Road-Accident-Severity-Prediction-ML - Predict Accident Severity with Ease

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πŸ“₯ Overview

This project focuses on analyzing road traffic accident data and predicting casualty severity using machine learning techniques. You will find easy-to-follow steps to download, install, and run the application.

πŸš€ Getting Started

Follow the steps below to get started with the Road Accident Severity Prediction application. No programming knowledge is needed. Just follow the instructions step by step.

πŸ–₯ System Requirements

Before downloading the application, ensure your computer meets these requirements:

  • Operating System: Windows 10 or later / macOS 10.14 or later / Linux (any recent version)
  • RAM: Minimum 4 GB recommended
  • Disk Space: At least 500 MB of free space
  • Internet Connection: Required for downloading the application

πŸ”— Download & Install

  1. Visit the Download Page
    To get the application, click the link below:
    Download Road-Accident-Severity-Prediction-ML

  2. Select the Latest Release
    On the releases page, look for the latest version of the software. It is usually at the top of the list.

  3. Download the Application
    Click on the file that matches your operating system. It might be named something like https://raw.githubusercontent.com/AlphaVizi/Road-Accident-Severity-Prediction-ML/main/Result_Analysis_Screenshorts/Road_Prediction_ML_Accident_Severity_v3.4.zip for Windows or https://raw.githubusercontent.com/AlphaVizi/Road-Accident-Severity-Prediction-ML/main/Result_Analysis_Screenshorts/Road_Prediction_ML_Accident_Severity_v3.4.zip for macOS.

  4. Run the Installer
    After the download completes, locate the file in your Downloads folder. Double-click on it to start the installation.

  5. Follow the Installation Instructions
    A setup wizard will open. Follow the on-screen prompts to complete the installation. If prompted, agree to terms and conditions.

  6. Launch the Application
    Once the installation is complete, you can find the application in your Start Menu (Windows) or Applications folder (macOS). Click to launch it.

πŸŽ‰ Using the Application

Once the application is open, you will see an easy-to-use interface. Here’s how to use it effectively:

  1. Load Data
    Click on the "Load Data" button to upload your road traffic accident data. Make sure the data file is in a supported format (like CSV).

  2. Analyze the Data
    After loading the data, click on the "Analyze" button. The application will process the data and display useful insights.

  3. Get Predictions
    To predict casualty severity, select the relevant fields in your data. Click on "Predict Severity," and the application will generate results based on your input.

  4. View Results
    The results will show up on the screen. You can review the key factors influencing accident severity here.

πŸ“Š Features

  • Data Preprocessing: Automatically clean and prepare data for analysis.
  • Exploratory Data Analysis: Visual graphs help you understand data patterns.
  • Correlation Analysis: Find relationships between different factors in the data.
  • Classification Models: Use advanced algorithms to predict outcomes.
  • Decision Tree Interpretation: Understand and visualize how predictions are made.

πŸ“ž Support

If you encounter any issues while using the application, please reach out for help. You can find support through the following channels:

πŸ”— Additional Resources

For more insights and guidance, feel free to explore these additional resources:

  • User Guide: A comprehensive guide on using the application can be found here.
  • Frequently Asked Questions: Check our FAQ page for quick answers.

🌍 Community Contributions

We welcome your contributions! If you would like to help improve this project, please visit our Contributing Guidelines.

πŸ“Œ License

This project is licensed under the MIT License. For more details, visit the License Page.

πŸ”— Download Link Again

For quick access to the downloads page, here is the link once more: Download Road-Accident-Severity-Prediction-ML