# Dataset Sources

Complete list of datasets available in GeoQuery with source attributions.

---

## Administrative Boundaries

### Panama Admin Levels (HDX)

**Source**: Humanitarian Data Exchange  
**Provider**: INEC (National Institute of Statistics and Census)  
**Year**: 2021  
**URL**: https://data.humdata.org/dataset/panama-administrative-boundaries

**Files**:
- `hdx/pan_admin1_2021.geojson` - 10 provinces + comarcas
- `hdx/pan_admin2_2021.geojson` - 81 districts
- `hdx/pan_admin3_2021.geojson` - 679 corregimientos

**License**: Creative Commons Attribution

---

## Infrastructure

### Roads (OpenStreetMap via Geofabrik)

**Source**: OpenStreetMap  
**Provider**: Geofabrik  
**URL**: https://download.geofabrik.de/central-america/panama.html

**Files**:
- `osm/roads.geojson` - Highway network (motorways, primary, secondary roads)

**License**: ODbL (Open Database License)

### Healthcare (Healthsites.io)

**Source**: Healthsites.io / OpenStreetMap  
**URL**: https://healthsites.io/

**Files**:
- `osm/healthsites.geojson` - 986 healthcare facilities

**License**: ODbL

### Education (OpenStreetMap)

**Source**: OpenStreetMap  

**Files**:
- `osm/universities.geojson` - 67 universities
- `osm/schools.geojson` - Schools and educational facilities

**License**: ODbL

### Other POI (OpenStreetMap)

**Files**:
- `osm/traffic.geojson` - Traffic signals and intersections
- `osm/amenities.geojson` - Various amenities
- `osm/buildings.geojson` - Building footprints

---

## Socioeconomic

### World Bank Development Indicators

**Source**: World Bank Open Data  
**URL**: https://data.worldbank.org/

**Files**:
- `worldbank/indicators.geojson` - Country-level indicators joined with geometry

**Indicators Available**:
- GDP per capita
- Life expectancy
- Access to electricity
- Internet users (% of population)
- And more...

**License**: Creative Commons Attribution 4.0

### Multidimensional Poverty Index (MPI)

**Source**: UNDP / Government of Panama  

**Files**:
- `socioeconomic/mpi_panama.geojson` - Poverty index by district

**License**: Open Data

### Province Socioeconomic Data

**Source**: INEC Census 2023 (processed)

**Files**:
- `socioeconomic/province_socioeconomic.geojson` - Province-level statistics

**Metrics**:
- Population estimates
- Area
- Demographics

---

## Population

### Kontur Population Dataset

**Source**: Kontur  
**Provider**: Meta/Facebook population estimates  
**URL**: https://data.humdata.org/organization/kontur

**Files**:
- `kontur/kontur_population_PA_20220630.geojson` - 33,000+ H3 hexagons

**Description**: High-resolution population density grid using H3 spatial index

**License**: Creative Commons Attribution International

---

## Environmental

### STRI GIS Portal

**Source**: Smithsonian Tropical Research Institute  
**URL**: https://stridata-si.opendata.arcgis.com/

**Files**:
- `stri/protected_areas_2025.geojson` - Protected areas
- `stri/forest_cover_2021.geojson` - Forest cover classification

**License**: CC BY 4.0

---

## Global Datasets

### Natural Earth

**Source**: Natural Earth Data  
**URL**: https://www.naturalearthdata.com/

**Files**:
- `global/countries_110m.geojson` - Country boundaries (low resolution)

**License**: Public Domain

---

## Dataset Statistics

| Category | Datasets | Total Features |
|----------|----------|----------------|
| Administrative | 3 | ~770 |
| Infrastructure | 8 | ~50,000 |
| Socioeconomic | 3 | ~100 |
| Population | 1 | 33,000 |
| Environmental | 2 | ~500 |
| Global | 1 | 177 |

**Total**: ~100 datasets, ~85,000 features

---

## Data Update Schedule

| Dataset | Update Frequency | Last Updated |
|---------|-----------------|--------------|
| OSM Data | Monthly | 2026-01 |
| Admin Boundaries | Yearly | 2021 |
| Kontur Population | Quarterly | 2022-06 |
| STRI Environmental | As released | 2025 |
| World Bank | Annually | 2023 |

---

## Adding New Datasets

See [../backend/SCRIPTS.md](../backend/SCRIPTS.md) for data ingestion procedures.

### Quick Steps

1. Download GeoJSON file
2. Place in appropriate `backend/data/` subdirectory
3. Add entry to `backend/data/catalog.json`:
   ```json
   "my_dataset": {
     "path": "category/my_dataset.geojson",
     "description": "Short description",
     "semantic_description": "Detailed description for AI",
     "categories": ["category"],
     "tags": ["tag1", "tag2"]
   }
   ```
4. Regenerate embeddings:
   ```bash
   rm backend/data/embeddings.npy
   python -c "from backend.core.semantic_search import get_semantic_search; get_semantic_search()"
   ```

---

## Data Licenses Summary

- **OpenStreetMap**: ODbL (share-alike, attribution required)
- **HDX/Government**: CC BY (attribution required)
- **World Bank**: CC BY 4.0
- **Natural Earth**: Public Domain
- **STRI**: CC BY 4.0
- **Kontur**: CC BY International

**All datasets permit commercial use with proper attribution.**

---

## Attribution in App

GeoQuery automatically generates citations for query results:

```json
{
  "data_citations": [
    "Administrative boundary data from HDX/INEC, 2021",
    "Healthcare facilities from OpenStreetMap via Healthsites.io"
  ]
}
```

These appear in the chat response for user transparency.

---

## Next Steps

- **Ingestion Scripts**: [../backend/SCRIPTS.md](../backend/SCRIPTS.md)