Data Layers

Category Name Unit Key State Actions
Environmental [Y] Built-up area % copernicus_built
Environmental [Y] Cropland area % copernicus_crop
Environmental [Y] Forest area % copernicus_forest
Environmental [Y] Herbaceous wetland area % copernicus_herbveg
Environmental [Y] Permanent herbaceous wetland area % copernicus_herbwet
Environmental [Y] Moss and litchen area % copernicus_moss
Environmental [Y] Shrubland area % copernicus_shrub
Environmental [Y] Bare and sparse area % copernicus_sparse
Environmental [Y] Permanent water bodies area % copernicus_water
Socioeconomic [Y] Obesity female population (% of total population) portion / year dhs_bmi_female
Socioeconomic [Y] Obesity male population (% of total population) portion / year dhs_bmi_male
Socioeconomic [Y] Wealth index (Gini) dhs_gini
Socioeconomic [Y] Household members average dhs_household
Socioeconomic [Y] Female population with access to news media at least once a week (% of total population) portion / year dhs_media_female
Socioeconomic [Y] Male population with access to news media at least once a week (% of total population) portion / year dhs_media_male
Health [Y] Portion of households with at least one insecticide-treated bednet dhs_mosnet
Socioeconomic [Y] Portion of women with at least secondary education dhs_propsecedu_f
Socioeconomic [Y] Portion of men with at least secondary education dhs_propsecedu_m
Socioeconomic [Y] Portion of population with an improved sanitation facility dhs_sanimprov
Socioeconomic [Y] Portion of population using an improved water source Fraction dhs_waterimprov
Weather [d] Precipitation (satellite) mm era5_prcp
Weather [d] Temperature average (satellite) ยฐC era5_tavg
Weather [d] Temperature maximum (satellite) ยฐC era5_tmax
Weather [d] Temperature minimum (satellite) ยฐC era5_tmin
Animals [Y] Livestock density Buffalo head/kmยฒ fao_livestock_buffalo
Animals [Y] Livestock density Cattle head/kmยฒ fao_livestock_cattle
Animals [Y] Livestock density Chicken head/kmยฒ fao_livestock_chicken
Animals [Y] Livestock density Goats head/kmยฒ fao_livestock_goat
Animals [Y] Livestock density Pigs head/kmยฒ fao_livestock_pig
Animals [Y] Livestock density Sheep head/kmยฒ fao_livestock_sheep
Health [Y] Health facilities healthsitesio_facilities
Climatic [Y] Tropical, rainforest climate coverage koeppen_af
Climatic [Y] Tropical, monsoon climate coverage koeppen_am
Climatic [Y] Tropical, savannah climate coverage koeppen_aw
Climatic [Y] Arid, steppe climate coverage koeppen_bs
Climatic [Y] Arid, desert climate coverage koeppen_bw
Climatic [Y] Temperate, no dry season climate coverage koeppen_cf
Climatic [Y] Temperate, dry summer climate coverage koeppen_cs
Climatic [Y] Temperate, dry winter climate coverage koeppen_cw
Climatic [Y] Cold, no dry season climate coverage koeppen_df
Climatic [Y] Cold, dry summer climate coverage koeppen_ds
Climatic [Y] Cold, dry winter climate coverage koeppen_dw
Climatic [Y] Polar, frost climate coverage koeppen_ef
Climatic [Y] Polar, tundra climate coverage koeppen_et
Health [Y] Dengue cases cases litdata_denv_lim2025
Health [Y] Aedes-borne virus transmission suitability % litmod_dcz_lim2025
Health [Y] Dengue transmission suitability % litmod_denv_lim2025
Health [Y] Travel time to nearest health facility (motorized) minutes malariaatlas_traveltimehc
Weather [d] Precipitation (station) mm meteo_prcp
Weather [d] Temperature average (station) ยฐC meteo_tavg
Weather [d] Temperature maximum (station) ยฐC meteo_tmax
Weather [d] Temperature minimum (station) ยฐC meteo_tmin
Infrastructure [Y] Airports entities osm_airports
Infrastructure [Y] Ports entities osm_ports
Infrastructure [Y] Rail boolean osm_rail
Environmental [Y] Rivers boolean osm_river
Infrastructure [Y] Trunk Roads osm_roads_trunk
Health [Y] Community health worker per 10,000 population who_commhealthwork
Health [Y] Hospital beds per 10,000 pop who_hospbeddens
Health [Y] Nurses and midwifes per 10,000 population individuals / 10.000 population who_nursmidwdens
Health [Y] Physicians per 10,000 population individuals / 10.000 population who_physdens
Environmental [Y] Elevation m worldpop_elevation
Demographic [Y] Population count Population count per area worldpop_popc
Demographic [Y] Population density Population count per area worldpop_popd