Ward Heat Vulnerability Index (0–100)
A ranked list of every ward, with the breakdown by factor.
Product 02 · Chhaya · For cities, states & disaster authorities
Chhaya combines thermal satellite data with six ground-level vulnerability factors to find the wards where heat hurts most — then simulates where water points, shade shelters and cooling centres will protect the most people for your budget.
Satellites alone point you to the hottest surfaces — often empty fields, rail yards and industrial roofs. Chhaya weights heat by who is exposed and how vulnerable they are, so resources go where lives are actually at risk.
Same city. Same day. Different answer.
Illustrative simulation on synthetic data — not a forecast.
Landsat 8/9 thermal · MODIS · ECOSTRESS
Where the ground and roofs are hottest.
Census · WorldPop (100 m)
How many people are exposed.
Census age tables
Bodies least able to cope.
Census/PLFS worker categories
People who cannot stay indoors.
Slum lists · roof material from imagery
Tin roofs turn homes into ovens.
OSM · municipal facility lists
How far relief is.
IMD / ERA5
Turns 40 °C into a 50 °C feels-like.
Assumed cost at an illustrative unit cost of ₹2 L per shaded water point.
Illustrative simulation on synthetic data — not a forecast.
A ranked list of every ward, with the breakdown by factor.
GPS list of recommended sites for water points, shade shelters, cooling centres, and cool-roof priority blocks, with people protected per site.
Daily ward risk from IMD forecasts, with alert lists for field teams.
Before/after surface temperature at intervention sites, as evidence for funders and audits. Ahmedabad’s Heat Action Plan avoided about 1,190 deaths a year — proof that targeted action works.¹²
v0.1 · Target specs — to be validated in pilot
Maps → decisions
Free dashboards show priority wards. Chhaya tells you the exact sites, and how many people each one protects.
Hot ≠ vulnerable
Six human factors, not just surface temperature.
Lives per rupee
Every plan comes with a cost and an impact estimate the finance department can sign off.