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Pakistan Road Accident Analysis (50K Rows)

EDA and predictive modeling on a 50,000-row Pakistan road accident dataset.

What it does

Analyzes accident patterns, builds a severity prediction model, and uses SHAP for explainability.

Tech Stack

  • Python, Jupyter Notebook
    • Pandas, NumPy, Matplotlib, Seaborn, Scikit-learn, SHAP

    • How to Run

      1. Clone the repo
        1. Open analysis.ipynb in Jupyter
          1. Run all cells

          2. Key Features

            • 50K row dataset EDA
              • Accident severity classification
                • SHAP feature importance
                  • Pre-trained model: accident_severity_model.pkl

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EDA and accident severity prediction on 50K Pakistan road accident records using Python, SHAP, and ML

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