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GUARD (Geo-Spatial Urban Accident Risk Detection) uses machine learning to predict traffic accident risk in Halifax. It leverages the HRM dataset, DBSCAN clustering, and models like Random Forest and XGBoost to identify high-risk zones and visualize them for public safety planning.