Climate
Urban Heat Island Map
Finds the hottest streets and where shade trees would help most
Advanced48h2–4
PythonSatellite dataLeaflet
16/20Connect cheap air sensors and publish a live, calibrated pollution map.
Build DIY Air Sensor Network Dashboard for schools and neighbourhood groups in ~28h with 2–4 people. Stack: Sensors + Python + Leaflet + Postgres.
Why it wins: Hardware, data science and civic impact together.
| Tech | Role | |
|---|---|---|
| Sensors | Tooling | Tool |
| Python | Backend / scripting | Backend |
| Leaflet | Interactive maps | UI |
| Postgres | Relational database | Data |
Open-source projects you can build on. Links checked 2026-10-31.
Climate
Finds the hottest streets and where shade trees would help most
Climate
Plan delivery routes that cut distance and emissions, not just time
Spot new forest loss from satellite imagery and get alerts for watched areas