AquaIntel

Missing Data

Choose a stored WQI result, load its known sample points, and pin an unknown point inside Punjab. The backend estimates WQI using RandomForestRegressor and shows IDW as a spatial comparison baseline.

Spatial Source Result

Spatial confidence

-- km sample radius

Points beyond the nearest-sample radius are flagged. Missing land-use polygons use the nearest mapped polygon within 5.0 km.

Stored Unknown-Point Estimates

Select a WQI result file and click "Load Spatial Data" to estimate WQI for an unknown point.

Known samples are shown on the map and Punjab boundary is used to constrain pin placement.