Notebook 5 runs the project on real inputs and produces district-level wheat risk scores. It is the core analytical output notebook in the current release wave.
Business lane: Risk & Opportunity Framing Technical lane: Risk ModelingExecutive summary.
This is the first notebook where all upstream pipeline decisions become a stakeholder-facing ranked risk output. It translates technical preparation work into prioritization-ready district signals.
- Primary output
- District-level wheat risk scores
- Signal components
- Climate stress indicators and soil-linked modifiers
- Delivery format
- Ranked outputs plus map-ready geospatial layers
Analysis with Real Data
Engineer climate and soil-linked features, estimate district risk scores, and visualize geographic concentration of risk.
Key output
The notebook reproduces the expected sandy-soil drought pattern on live data and generates ranked district-level risk outputs for stakeholder interpretation.
Decision framing: rankings are intended for triage and investigation, not as a final policy recommendation in isolation.
| Output layer | Purpose | Typical consumer |
|---|---|---|
| District risk score | Prioritize zones for deeper review | Product, strategy, and operations stakeholders |
| Feature contribution slice | Explain why districts rank higher or lower | Data and analytics teams |
| Map layer export | Support communication and review in geospatial tools | Mixed business and technical audiences |
- Model communication principleExplainability is part of product quality: rankings need interpretable evidence so teams can act with confidence.
Open notebook source
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