$ cat specs/trinetra

Trinetra — AI-Driven Parking Intelligence

Hackathon build on a static parking-violation dataset from Bengaluru Traffic Police. Finds H3 hotspots, forecasts weekly escalation with XGBoost, and plans patrol routes, behind a FastAPI backend and Next.js dashboard.

53

police stations forecast

0.80

Precision@10, station level

H3 res-9

hotspot cells (~174 m)

Python · FastAPI · Next.js · XGBoost · H3 · Pandas