Data Layers

Category Name Type Unit Key State Actions
Health [Y] Aedes-borne virus transmission suitability value - litmod_dcz_lim2025
Infrastructure [Y] Airports integer - osm_airports
Climatic [Y] Arid, desert climate coverage percentage - koeppen_bw
Climatic [Y] Arid, steppe climate coverage percentage - koeppen_bs
Environmental [Y] Bare and sparse area percentage - copernicus_sparse
Environmental [Y] Built-up area percentage - copernicus_built
Climatic [Y] Cold, dry summer climate coverage percentage - koeppen_ds
Climatic [Y] Cold, dry winter climate coverage percentage - koeppen_dw
Climatic [Y] Cold, no dry season climate coverage percentage - koeppen_df
Health [Y] Community health worker per 10,000 population value - who_commhealthwork
Environmental [Y] Cropland area percentage - copernicus_crop
Health [Y] Dengue cases integer - litdata_denv_lim2025
Health [Y] Dengue transmission suitability value - litmod_denv_lim2025
Environmental [Y] Elevation value - worldpop_elevation
Socioeconomic [Y] Female population with access to news media at least once a week (% of total population) percentage - dhs_media_female
Environmental [Y] Forest area percentage - copernicus_forest
Health [Y] Health facilities integer - healthsitesio_facilities
Environmental [Y] Herbaceous wetland area percentage - copernicus_herbveg
Health [Y] Hospital beds per 10,000 pop value - who_hospbeddens
Socioeconomic [Y] Household members average value - dhs_household
Animals [Y] Livestock density Buffalo float - fao_livestock_buffalo
Animals [Y] Livestock density Cattle float - fao_livestock_cattle
Animals [Y] Livestock density Chicken float - fao_livestock_chicken
Animals [Y] Livestock density Goats float - fao_livestock_goat
Animals [Y] Livestock density Pigs float - fao_livestock_pig
Animals [Y] Livestock density Sheep float - fao_livestock_sheep
Socioeconomic [Y] Male population with access to news media at least once a week (% of total population) percentage - dhs_media_male
Environmental [Y] Moss and litchen area percentage - copernicus_moss
Health [Y] Nurses and midwifes per 10,000 population value - who_nursmidwdens
Socioeconomic [Y] Obesity female population (% of total population) percentage - dhs_bmi_female
Socioeconomic [Y] Obesity male population (% of total population) percentage - dhs_bmi_male
Environmental [Y] Permanent herbaceous wetland area percentage - copernicus_herbwet
Environmental [Y] Permanent water bodies area percentage - copernicus_water
Health [Y] Physicians per 10,000 population value - who_physdens
Climatic [Y] Polar, frost climate coverage percentage - koeppen_ef
Climatic [Y] Polar, tundra climate coverage percentage - koeppen_et
Demographic [Y] Population count float entities worldpop_popc
Demographic [Y] Population density float entities/km² worldpop_popd
Health [Y] Portion of households with at least one insecticide-treated bednet percentage - dhs_mosnet
Socioeconomic [Y] Portion of men with at least secondary education percentage - dhs_propsecedu_m
Socioeconomic [Y] Portion of population using an improved water source percentage - dhs_waterimprov
Socioeconomic [Y] Portion of population with an improved sanitation facility percentage - dhs_sanimprov
Socioeconomic [Y] Portion of women with at least secondary education percentage - dhs_propsecedu_f
Infrastructure [Y] Ports integer - osm_ports
Weather [d] Precipitation (satellite) float mm era5_prcp
Weather Precipitation (station) - - meteo_prcp
Infrastructure Rail - - osm_rail
Environmental Rivers - - osm_river
Environmental [Y] Shrubland area percentage - copernicus_shrub
Climatic [Y] Temperate, dry summer climate coverage percentage - koeppen_cs
Climatic [Y] Temperate, dry winter climate coverage percentage - koeppen_cw
Climatic [Y] Temperate, no dry season climate coverage percentage - koeppen_cf
Weather [d] Temperature average (satellite) float °C era5_tavg
Weather Temperature average (station) - - meteo_tavg
Weather [d] Temperature maximum (satellite) float °C era5_tmax
Weather Temperature maximum (station) - - meteo_tmax
Weather [d] Temperature minimum (satellite) float °C era5_tmin
Weather Temperature minimum (station) - - meteo_tmin
Health [Y] Travel time to nearest health facility (motorized) value minutes malariaatlas_traveltimehc
Climatic [Y] Tropical, monsoon climate coverage percentage - koeppen_am
Climatic [Y] Tropical, rainforest climate coverage percentage - koeppen_af
Climatic [Y] Tropical, savannah climate coverage percentage - koeppen_aw
Infrastructure Trunk Roads - - osm_roads_trunk
Socioeconomic [Y] Wealth index (Gini) percentage - dhs_gini