Predictor

Health Impact Predictor

A Random Forest trained on the full panel (R² = 0.81). Move the sliders to simulate any district scenario and see the predicted respiratory burden.

Drag sliders to set the scenario.

PM2.5 (µg/m³)90

PM10 (µg/m³)165

NO₂ (µg/m³)40

SO₂ (µg/m³)12

Urban %60

Literacy Rate %77

Population800.0K

Set inputs and click Predict.

Model context

Random Forest, R² = 0.81, MAE = 181 cases / month. Trained on ~10,000 district-month observations.