--- license: cc-by-4.0 task_categories: - tabular-classification - tabular-regression language: - en tags: - climate-health - sea-level-rise - coastal-health - flooding - health-infrastructure - synthetic - sub-saharan-africa pretty_name: Sea-Level Rise & Coastal Health Infrastructure (SSA) size_categories: - 10K ⚠️ **Synthetic dataset** — Parameterized from published SSA literature, not real observations. Not suitable for empirical analysis or policy inference. # Sea-Level Rise & Coastal Health Infrastructure in Sub-Saharan Africa ## Abstract A synthetic dataset modelling sea-level rise impacts on coastal health infrastructure and disease outcomes across three coastal zone scenarios in SSA. Each record represents a location-year observation describing flood risk, facility damage, supply chain disruption, and disease burden. IPCC AR6 projects 0.3-1.0m global mean SLR by 2100, with African coasts among the most vulnerable due to low-lying deltas, limited adaptation, and high population density. ### Scenarios - **West Africa Delta**: Low-lying Niger/Volta delta zones with high flood and erosion risk. - **East Africa Island**: Indian Ocean island and coastal communities with storm surge exposure. - **Southern Coastal City**: Urbanized coastal cities with higher baseline infrastructure but growing risk. ## Dataset Structure Each scenario contains 10,000 records (30,000 total). Key columns: - `elevation_m`, `slr_rate_mm_per_yr`, `cumulative_slr_cm` - `storm_surge`, `surge_height_m`, `coastal_erosion_m_per_yr` - `flood_risk`, `flooded`, `saltwater_intrusion` - `facility_at_risk`, `facility_damaged`, `facility_inaccessible` - `supply_chain_disrupted`, `essential_medicine_stockout` - `displaced`, `population_exposed` - `waterborne_disease`, `malaria_case`, `cholera_outbreak`, `mental_health_impact` - `health_system_resilience`, `adaptation_score` ## Parameterization Evidence | Parameter | Value Used | Source | Year | | --- | --- | --- | --- | | Global mean SLR 3-4 mm/yr | SLR rate baseline | IPCC AR6 WG1 | 2021 | | West African coastline eroding 1-5 m/yr | Erosion rates | Appeaning Addo et al. | 2011 | | 30% of African health facilities in climate-vulnerable zones | Facility risk | WHO-UNFCCC | 2021 | | Flooding amplifies waterborne disease and malaria | Disease linkage | Lancet Countdown Africa | 2022 | ## Validation Summary The 8-panel validation report (`validation_report.png`) confirms: 1. **Flood risk**: West Africa Delta has highest flood risk; elevation inversely correlated. 2. **Health impacts**: Waterborne disease and malaria highest in delta scenario. 3. **Facility risk**: Facility damage and inaccessibility track flood exposure. 4. **Elevation gradient**: Lower elevation strongly predicts higher flood risk. 5. **Supply chain**: Disruption rates highest in delta and island scenarios. 6. **Resilience**: Southern coastal cities show highest health system resilience. 7. **SLR trend**: Cumulative SLR increases over time across all scenarios. 8. **Adaptation**: Urban settings show modestly higher adaptation scores. ![Validation Report](validation_report.png) ## Usage ```python from datasets import load_dataset ds = load_dataset("electricsheepafrica/sea-level-rise-coastal-health", name="west_africa_delta") df = ds["train"].to_pandas() print(df.groupby("flooded")[["waterborne_disease", "malaria_case"]].mean()) ``` ## Limitations - **Synthetic data**: Not from tide gauges, satellite altimetry, or health facility surveys. - **No spatial geocoding**: Scenarios proxy geography, not precise coordinates. - **Simplified SLR model**: Linear trend; actual SLR is nonlinear with regional variation. ## References 1. IPCC. AR6 Working Group I: The Physical Science Basis. 2021. 2. Appeaning Addo K, et al. Shoreline change in Ghana's coastal zone. *Afr Geogr Rev*, 2011. 3. WHO-UNFCCC. Health and Climate Change Country Profiles. 2021. 4. Lancet Countdown on Health and Climate Change: Africa Report. 2022. ## Citation ```bibtex @dataset{electricsheepafrica_sea_level_rise_coastal_health_2025, title={Sea-Level Rise and Coastal Health Infrastructure in Sub-Saharan Africa}, author={Electric Sheep Africa}, year={2025}, publisher={HuggingFace}, url={https://huggingface.co/datasets/electricsheepafrica/sea-level-rise-coastal-health} } ``` ## License CC-BY-4.0