Collision risk,
measured honestly.

Every polygon is an official SDPD law beat. No individual crash locations are inferred or displayed.

Select an area from the map or ranking to inspect its held-out forecast.

All comparisons come from a chronological 2025 holdout; the test year was never used to fit the selected model or calibrator.

Permutation importance measures held-out predictive association, not causal influence.