Jan Swasth Map

Seasonal outbreak early-warning for district health officers · Maharashtra · Tamil Nadu · West Bengal

… of dengue case-burden captured
on held-out years (2016-19)

Know where outbreaks will hit, and what to do about it.

An open early-warning + response tool for India's district health officers. It forecasts seasonal outbreak risk (dengue, diarrhoeal disease) for every district, drafts a prioritised response plan, and lets you ask a grounded AI agent about any district.

It runs on real IDSP surveillance data, and the method is honestly validated. A transparent model captures 86% of dengue case-burden on years it never saw. See how under "How we know it works."

Click any district on the map for its risk read, response plan, and the AI agent.

Month Aug

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Districts to watch this month

Does it actually work?

Transparent model vs the alternatives

Held-out case-weighted capture of dengue burden (2016-19). Higher = more of the real burden caught. Same 3 predicted months for every model.

Case study

Honest limits

· · Transparent seasonal model (fixed monsoon prior). Method & honest limits in the writeup.