Explainable AI
Every prediction, explained
Built on SHAP — see exactly which features pushed the prediction up or down.
Feature contributions
Increases riskDecreases risk
BOD = 4.7+0.32
Turbidity = 12.8+0.24
Conductivity = 1820+0.18
TDS = 642+0.11
pH = 7.2-0.06
Temperature = 24.1-0.03
DO = 6.4-0.09
Plain-language insights
High Turbidity (12.8 NTU) → strongly increases pollution risk
Low Dissolved Oxygen (6.4 mg/L) → reduces water health score
BOD above 4 mg/L → indicator of organic contamination
pH within 6.5–8.5 → no negative impact on prediction