How davidmothae3/caresai-test works
CARES is a prototype climate and child-health risk intelligence system for Lesotho. Its documented workflow uses community-month data for preprocessing, model training and explanation; a committed model-output file then feeds a browser dashboard for district and community risk exploration. The notebook’s described export cell is not committed, so the graph does not imply it generates the JSON. Dashboard capabilities and the independent weather forecast are documented in the README; no source excerpts were available to verify further internal wiring.
Main entry points: index.html Web dashboard · Climate_Health_Risk_Kids_Under_5.ipynb SMOTE balancing · CARES.csv Community data · care_ai_output.json Risk output
Components 16
Risk modeling
- Community data
CARES.csv - Preprocessing
Climate_Health_Risk_Kids_Under_5.ipynb - SMOTE balancing
Climate_Health_Risk_Kids_Under_5.ipynb - Random Forest
Climate_Health_Risk_Kids_Under_5.ipynb - 1D-CNN
Climate_Health_Risk_Kids_Under_5.ipynb - Model explanations
Climate_Health_Risk_Kids_Under_5.ipynb - Cross-validation
Climate_Health_Risk_Kids_Under_5.ipynb
Risk results
- Risk output
care_ai_output.json
Dashboard
- Web dashboard
index.html - District risk map
index.html - Trend analysis
index.html - Alert feed
index.html - GIS reference layers
index.html - Rainfall forecast
index.html
External services
- OpenWeatherMap
Other components
- Health team
Connections 15
- Community data → Preprocessing: supplies rows
- Preprocessing → SMOTE balancing: prepares training data
- SMOTE balancing → Random Forest: trains
- SMOTE balancing → 1D-CNN: trains
- 1D-CNN → Model explanations: explained by SHAP
- Random Forest → Model explanations: feature importance
- 1D-CNN → Cross-validation: evaluated by
- Health team → Web dashboard: views
- Web dashboard → Risk output: fetches
- Web dashboard → District risk map: provides view
- Web dashboard → Trend analysis: provides view
- Web dashboard → Alert feed: provides view
- Web dashboard → GIS reference layers: embeds
- Web dashboard → Rainfall forecast: provides panel
- Rainfall forecast → OpenWeatherMap: requests forecast