Provenance

Where every number comes from

Four open geographic sources, one classification cascade, and a clearly labelled set of synthetic demonstration records. Nothing on this site is scraped from a customer system.

Geographic Data

The four open sources

Every coordinate in the dataset is enriched from these sources in a fixed priority order, so a location's classification is reproducible.

Data Source Description
Administrative Boundaries HDX - OCHA Regions (Admin 1), Districts (Admin 2), Communes (Admin 3)
Population Density Kontur Population H3 hexagon-based population estimates
Settlement Classification GHSL SMOD Urban/Rural settlement model (raster - applied at build time)
Built-Up Areas GHSL BUILT Built-up surface fraction (raster - applied at build time)
Population Grid WorldPop 100m resolution population raster (applied at build time)

Raster layers are reduced to per-location attributes by the build-time Python pipeline, so the site ships only small derived values rather than the source rasters.

Classification Methodology

DEGURBA thresholds in plain terms

Location classification follows the DEGURBA standard (UN Statistical Commission, March 2020). GHSL SMOD is the primary source as it already incorporates cluster analysis.

Our Term DEGURBA Term Density Threshold
Urban Urban Centre ≥1,500 people/km², cluster ≥50,000
Peri-Urban Towns & Semi-dense Areas (Urban Cluster) ≥300 people/km², cluster ≥5,000
Rural Rural Grid Cells <300 people/km²

Data priority: 1) GHSL SMOD (primary) → 2) Kontur density (fallback) → 3) WorldPop (last resort). See Methodology for the full cascade.

Demonstration Data

What is synthetic, and what is not

The geographic sources above are real and open. The installation records are not: they are generated, labelled as such everywhere they appear, and carry no real customer information.

Synthetic demonstration data

Customer Records

Approximately 100 synthetic demonstration records per country (Senegal, Mali, Cambodia) with locally realistic names, locations and usage patterns.

Stove Pricing

Cook Stove Pro at $120 USD and Cook Stove Max at $150 USD. Illustrative figures carried on the synthetic records only.

Everything Computed Live

Population totals, classification splits and regional aggregates are computed in the browser from the loaded dataset. Nothing is pre-baked server-side.

See the classification in action

Open any country map and inspect the reasoning stored against each location.