Table 4 Classification results from RF prediction model by residence, water source type, and model scenario.
| Â | Number of households | Correctly Classified | Misclassified | Total Correctly Classified (%) | ||
|---|---|---|---|---|---|---|
Contaminated (%) | Not Contaminated (%) | Contaminated (%) | Not Contaminated (%) | |||
a. Full Model | Â | Â | Â | Â | Â | Â |
National | 883 | 76.3 | 12.1 | 7.5 | 4.1 | 88.4 |
Urban | 288 | 47.2 | 30.6 | 12.2 | 10.1 | 77.8 |
Rural | 595 | 90.4 | 3.2 | 5.2 | 1.2 | 93.6 |
Piped on-premises | 214 | 41.1 | 38.3 | 9.8 | 10.7 | 79.4 |
Public standpipe | 103 | 77.7 | 13.6 | 4.9 | 3.9 | 91.3 |
Truck, vendor | 41 | 56.1 | 4.9 | 26.8 | 12.2 | 61.0 |
Rainwater | 6 | 100.0 | 0.0 | 0.0 | 0.0 | 100.0 |
Protected spring/well | 245 | 86.5 | 2.4 | 9.4 | 1.6 | 89.0 |
Unprotected springs, well | 159 | 97.5 | 0.6 | 1.9 | 0.0 | 98.1 |
Surface water | 99 | 100.0 | 0.0 | 0.0 | 0.0 | 100.0 |
b. Scenarios | Â | Â | Â | Â | Â | Â |
Water Source only | 883 | 80.4 | 0.0 | 19.6 | 0.0 | 80.4 |
Water Source Plus | 883 | 76.2 | 9.4 | 10.2 | 4.2 | 85.6 |
Geospatial only | 883 | 76.7 | 11.4 | 8.2 | 3.7 | 88.1 |
Geospatial Plus | 883 | 76.1 | 10.6 | 8.9 | 4.3 | 86.7 |
