Data Layers

Category Name Key State Actions
Weather Precipitation (satellite) chirps_prcp
Weather Maximum temperature (satellite) chirts_tmax
Environmental Urban land cover copernicus_built
Environmental Cropland land cover copernicus_crop
Environmental Forest land cover copernicus_forest
Environmental Herbaceous wetland land cover copernicus_herbveg
Environmental Permanent herbaceous wetland land cover copernicus_herbwet
Environmental Moss and litchen land cover copernicus_moss
Environmental Shrubland land cover copernicus_shrub
Environmental Bare and sparse land cover copernicus_sparse
Environmental Permanent water bodies land cover copernicus_water
Socioeconomic Obesity female population (% of total population) dhs_bmi_female
Socioeconomic Obesity male population (% of total population) dhs_bmi_male
Socioeconomic Wealth index (Gini) dhs_gini
Socioeconomic Household members average dhs_household
Socioeconomic Female population with access to news media at least once a week (% of total population) dhs_media_female
Socioeconomic Male population with access to news media at least once a week (% of total population) dhs_media_male
Health Portion of households with at least one insecticide-treated bednet dhs_mosnet
Socioeconomic Portion of women with at least secondary education dhs_propsecedu_f
Socioeconomic Portion of men with at least secondary education dhs_propsecedu_m
Socioeconomic Portion of population with an improved sanitation facility dhs_sanimprov
Socioeconomic Portion of population using an improved water source dhs_waterimprov
Health Health facilities healthsitesio_facilities
Climatic Tropical, rainforest climate coverage koeppen_af
Climatic Tropical, monsoon climate coverage koeppen_am
Climatic Tropical, savannah climate coverage koeppen_aw
Climatic Arid, steppe climate coverage koeppen_bs
Climatic Arid, desert climate coverage koeppen_bw
Climatic Temperate, no dry season climate coverage koeppen_cf
Climatic Temperate, dry summer climate coverage koeppen_cs
Climatic Temperate, dry winter climate coverage koeppen_cw
Climatic Cold, no dry season climate coverage koeppen_df
Climatic Cold, dry summer climate coverage koeppen_ds
Climatic Cold, dry winter climate coverage koeppen_dw
Climatic Polar, frost climate coverage koeppen_ef
Climatic Polar, tundra climate coverage koeppen_et
Health Dengue occurences litdata_denv_lim2025
Health Dengue, chikungunya, Zika litmod_dcz_lim2025
Health Dengue risk map litmod_denv_lim2025
Health Travel time to nearest health facility (motorized) malariaatlas_traveltimehc
Weather Precipitation (station) meteo_prcp
Weather Average temperature (station) meteo_tavg
Weather Maximum temperature (station) meteo_tmax
Weather Minimum temperature (station) meteo_tmin
Infrastructure Airports osm_airports
Infrastructure Ports osm_ports
Infrastructure Rail osm_rail
Environmental Rivers osm_river
Infrastructure Trunk Roads osm_roads_trunk
Health Community health worker per 10,000 population who_commhealthwork
Health Hospital beds per 10,000 pop who_hospbeddens
Health Nurses and midwifes per 10,000 population who_nursmidwdens
Health Physicians per 10,000 population who_physdens
Environmental Elevation worldpop_elevation
Demographic Population count worldpop_popc
Demographic Population density worldpop_popd