Total Cropland
896,180 ha
Across All Units
Unirrigated Area
845,988 ha
Smallholder Exposure
SSIT Ceiling
10 Pumps
Target Units
Protected Cropland
278,184 ha
Target Poverty
40.4%
EICV Vulnerability
Required Budget
$12,000
Total Investment
Interactive 3D SSIT Subsidy Allocation Deck
Explore multi-dimensional spatial risk layers with real-time Carto basemaps, 3D extruded pillars vs 2D flat heatmap modes, continuous metric color gradients, and click-to-inspect district intelligence.
Prioritized SSIT Deployment Schedule
| Rank | Administrative Unit | Province | Priority Score | Allocation Target | Predicted Risk (Prob) | Unirrigated Cropland | EICV Poverty Rate | Dry Spell Days | Soil Moisture |
|---|
Spatial Group K-Fold LightGBM Performance
AgriShield enforces Leave-One-Province-Out spatial group cross-validation across Rwanda's 5 provinces to eliminate spatial autocorrelation leakage.
Spatial Group CV AUC
0.9873
Out-of-Fold F1 Score
0.9739
Classification Accuracy
0.9787
Precision / Recall
0.9545 / 0.9941
Global TreeSHAP Feature Importances
Local Unit TreeSHAP Waterfall Driver
NISR Survey Microdata & ERA5-Land Explorer
Operational Deployment Schedule Export
Generate and download the optimized priority deployment schedule ready for administrative dispatch to MINAGRI, RAB, and district agronomists.
Download Official MINAGRI Deployment Schedule (CSV)