IWMI Data Cube OWS OGC Web Services over IWMI's Open Data Cube: water accounting, evapotranspiration, flood occurrence, environmental flows, drought, climate anomalies, cropland and terrain across Africa. Layers are grouped by theme and every band is offered as its own WMS style. Vector products are not served here -- OWS renders raster bands, and the geometry is available as GeoJSON. WaPOR STAC cropland evapotranspiration irrigation Limpopo environmental flows open data cube Zambezi AETI drought Volta water accounting WA+ Africa flood OGC WMTS 1.0.0 none none IWMI Data Cube Administrator Technical Contact None None None None South Africa KVP KVP KVP WholeWorld_WebMercator urn:ogc:def:crs:EPSG::3857 urn:ogc:def:wkss:OGC:1.0:GoogleMapsCompatible 0 559082264.0287178 -20037508.3427892 20037508.3427892 256 256 1 1 1 279541132.0143589 -20037508.3427892 20037508.3427892 256 256 2 2 2 139770566.0071794 -20037508.3427892 20037508.3427892 256 256 4 4 3 69885283.00358972 -20037508.3427892 20037508.3427892 256 256 8 8 4 34942641.50179486 -20037508.3427892 20037508.3427892 256 256 16 16 5 17471320.75089743 -20037508.3427892 20037508.3427892 256 256 32 32 6 8735660.375448715 -20037508.3427892 20037508.3427892 256 256 64 64 7 4367830.187724357 -20037508.3427892 20037508.3427892 256 256 128 128 8 2183915.093862179 -20037508.3427892 20037508.3427892 256 256 256 256 9 1091957.546931089 -20037508.3427892 20037508.3427892 256 256 512 512 10 545978.7734655447 -20037508.3427892 20037508.3427892 256 256 1024 1024 11 272989.3867327723 -20037508.3427892 20037508.3427892 256 256 2048 2048 12 136494.6933663862 -20037508.3427892 20037508.3427892 256 256 4096 4096 13 68247.34668319309 -20037508.3427892 20037508.3427892 256 256 8192 8192 14 34123.67334159654 -20037508.3427892 20037508.3427892 256 256 16384 16384 IWMI Data Cube OWS OGC Web Services over IWMI's Open Data Cube: water accounting, evapotranspiration, flood occurrence, environmental flows, drought, climate anomalies, cropland and terrain across Africa. Layers are grouped by theme and every band is offered as its own WMS style. Vector products are not served here -- OWS renders raster bands, and the geometry is available as GeoJSON. iwmi_data_cube_ows Basins & hydrology Basins & hydrology products in the IWMI data cube. basins_hydrology Rasterized average monthly incremental channel contributions simulated by SWAT by the IWMI under the LIMCOM Di Rasterized average monthly incremental channel contributions simulated by SWAT by the IWMI under the LIMCOM Digital Twin project. incremental_channel_contributions_limpopo incremental_channel_contributions_limpopo Climate Climate products in the IWMI data cube. climate Limpopo ENSO briefing (global) — sst_anomaly (degC) Limpopo ENSO briefing (global) — sst_anomaly (degC) global_sst_anomaly global_sst_anomaly Limpopo ENSO briefing (limpopo) — et0_anomaly (mm/season) Limpopo ENSO briefing (limpopo) — et0_anomaly (mm/season) limpopo_jfm_et0 limpopo_jfm_et0 Limpopo ENSO briefing (limpopo) — rainfall_anomaly (%) Limpopo ENSO briefing (limpopo) — rainfall_anomaly (%) limpopo_jfm_rainfall limpopo_jfm_rainfall Limpopo ENSO briefing (limpopo) — temperature_anomaly (degC) Limpopo ENSO briefing (limpopo) — temperature_anomaly (degC) limpopo_jfm_temperature limpopo_jfm_temperature Limpopo ENSO briefing (limpopo) — warm_days_anomaly (days) Limpopo ENSO briefing (limpopo) — warm_days_anomaly (days) limpopo_jfm_warm_days limpopo_jfm_warm_days Rainy days are defined as days when precipitation (P) exceeds 0 -- Africa Rainy days are defined as days when precipitation (P) exceeds 0.1(P > 0.1).However, this threshold can be adjusted based on local recommendations to better reflect regional climatic conditions or specific hydrological modeling requirements. number_of_rainy_days number_of_rainy_days Cropland & land use Cropland & land use products in the IWMI data cube. cropland_land_use Agreement, in percent, between the three cropland masks that scored highest in the two-fold assessment behind Agreement, in percent, between the three cropland masks that scored highest in the two-fold assessment behind the High Confidence Cropland Mask -- WaPOR land cover, Copernicus CGLS-LC100 v3 and GLC-SHARE. Africa at ~300 m. The HCCM is this layer thresholded at 66%. Indexed from IWMI's object storage rather than copied here. hccm_crop_probability_africa hccm_crop_probability_africa High Confidence Cropland Mask for Africa at ~300 m: the >=66% agreement of the three best-scoring cropland mas High Confidence Cropland Mask for Africa at ~300 m: the >=66% agreement of the three best-scoring cropland masks (WaPOR land cover, Copernicus CGLS-LC100 v3, GLC-SHARE) after accuracy and cultivated-area assessment. Continental extent, 17.5W to 51.4E and 34.8S to 37.3N. Indexed from IWMI's object storage rather than copied here. hccm_cropland_africa hccm_cropland_africa Formal irrigated areas over Africa at ~300 m, derived alongside the High Confidence Cropland Mask Formal irrigated areas over Africa at ~300 m, derived alongside the High Confidence Cropland Mask. Overlaid on hccm_rainfed_irrigated_africa it separates rainfed, supplementary and formal irrigation. Indexed from IWMI's object storage rather than copied here. hccm_formal_irrigated_africa hccm_formal_irrigated_africa The High Confidence Cropland Mask for Africa partitioned into rainfed and irrigated cropland, ~300 m The High Confidence Cropland Mask for Africa partitioned into rainfed and irrigated cropland, ~300 m. Read with hccm_formal_irrigated_africa to separate rainfed, supplementary and formal irrigation. Indexed from IWMI's object storage rather than copied here. hccm_rainfed_irrigated_africa hccm_rainfed_irrigated_africa Monthly irrigated areas extent map produced by IWMI under the digital twin project Monthly irrigated areas extent map produced by IWMI under the digital twin project. irrigated_areas_limpopo irrigated_areas_limpopo Land use and land cover of the Limpopo basin at 90 m: a granular account of the basin's surface composition, a Land use and land cover of the Limpopo basin at 90 m: a granular account of the basin's surface composition, as classes. Indexed from IWMI's basin data cube; the underlying raster is served from IWMI's public object storage rather than copied here. land_use_limpopo land_use_limpopo Annual cropland extent mask at 10 m for the Limpopo basin Annual cropland extent mask at 10 m for the Limpopo basin. Each year is the union of the land-cover products that actually cover that year -- no product is carried into years it does not represent -- so the inputs differ from year to year and are recorded on every dataset as crop:sources. Tuned for smallholder recall rather than high-confidence agreement. Coverage and method vary by dataset; check crop:sources before comparing years. limpopo_cropland_10m limpopo_cropland_10m Drought Drought products in the IWMI data cube. drought Evaporative Stress Index Africa -- Africa Evaporative Stress Index Africa evaporative_stress_index_africa evaporative_stress_index_africa Monthly vegetation condition index calculated using MODIS data to visualize drought extent map produced by IWM Monthly vegetation condition index calculated using MODIS data to visualize drought extent map produced by IWMI under the digital twin project vegetation_condition_index_limpopo vegetation_condition_index_limpopo Environmental flows Environmental flows products in the IWMI data cube. environmental_flows Rasterized e-flow warnings derived from simulated SWAT discharges implemented by IWMI under the LIMCOM Digital Rasterized e-flow warnings derived from simulated SWAT discharges implemented by IWMI under the LIMCOM Digital Twin project. eflow_warnings_limpopo eflow_warnings_limpopo Global environmental flow requirements at 0 -- Global Global environmental flow requirements at 0.1 degree from IWMI's GEFIS platform: modelled natural annual runoff, environmental flow as a percentage and a volume, sustainable groundwater abstraction, and the environmental management class -- each also broken out for management classes A to D. Referenced from eflows.iwmi.org rather than copied into this cube. gefis_environmental_flows gefis_environmental_flows Evapotranspiration Evapotranspiration products in the IWMI data cube. evapotranspiration The fraction of total ET that is from sources other than rainfall i -- Africa The fraction of total ET that is from sources other than rainfall i.e. blue water sources including irrigation blue_et_africa blue_et_africa Evaporation Africa -- Africa Evaporation Africa evaporation_africa evaporation_africa Total ET resulting from direct rainfall (i -- Africa Total ET resulting from direct rainfall (i.e. total green ET, sum of interception, soil evaporation and transpiration), excluding the ET from irrigation water withdrawals green_et_africa green_et_africa Interception Africa Water Use -- Africa Interception Africa Water Use interception_africa interception_africa Transpiration Africa -- Africa Transpiration Africa transpiration_africa transpiration_africa Downscaled WaPOR product Downscaled WaPOR product. Extracted for Limpopo Region. 20m scale. wapor_limpopo wapor_limpopo Flood Flood products in the IWMI data cube. flood hecras_flood_dolo_ado -- Ethiopia hecras_flood_dolo_ado hecras_flood_dolo_ado hecras_flood_dolo_ado Terrain & soils Terrain & soils products in the IWMI data cube. terrain_soils Digital elevation model of the Limpopo basin at 90 m, a 3D representation of the basin's topography Digital elevation model of the Limpopo basin at 90 m, a 3D representation of the basin's topography. Indexed from IWMI's basin data cube; the underlying raster is served from IWMI's public object storage rather than copied here. dem_limpopo dem_limpopo Soil map of the Limpopo basin at 90 m, describing the basin's pedosphere Soil map of the Limpopo basin at 90 m, describing the basin's pedosphere. Indexed from IWMI's basin data cube; the underlying raster is served from IWMI's public object storage rather than copied here. soil_map_limpopo soil_map_limpopo Water accounting Water accounting products in the IWMI data cube. water_accounting Water accounting for continental Africa at ~1060 m: rainfall, total ET, green and blue ET, water yield and run -- Africa Water accounting for continental Africa at ~1060 m: rainfall, total ET, green and blue ET, water yield and runoff, each as a yearly average and split into dry and wet seasons, averaged over 2003-2021. Water Accounting Plus output rebuilt from IWMI's Africa GeoPortal tile services, which serve no downloadable raster. africa_water_accounting africa_water_accounting benificial_fraction_africa explorer description -- Africa benificial_fraction_africa explorer description benificial_fraction_africa benificial_fraction_africa Water accounting for Burkina Faso at ~1060 m: rainfall, total ET, green and blue ET, water yield and runoff, e -- Burkina Faso Water accounting for Burkina Faso at ~1060 m: rainfall, total ET, green and blue ET, water yield and runoff, each as a yearly average and split into dry and wet seasons, averaged over 2003-2021. Water Accounting Plus output rebuilt from IWMI's Africa GeoPortal tile services, which serve no downloadable raster. burkina_faso_water_accounting burkina_faso_water_accounting Water accounting for Central Africa at ~1060 m: rainfall, total ET, green and blue ET, water yield and runoff, -- Central Africa Water accounting for Central Africa at ~1060 m: rainfall, total ET, green and blue ET, water yield and runoff, each as a yearly average and split into dry and wet seasons, averaged over 2003-2021. Water Accounting Plus output rebuilt from IWMI's Africa GeoPortal tile services, which serve no downloadable raster. central_africa_water_accounting central_africa_water_accounting Water accounting for East Africa at ~1060 m: rainfall, total ET, green and blue ET, water yield and runoff, ea -- East Africa Water accounting for East Africa at ~1060 m: rainfall, total ET, green and blue ET, water yield and runoff, each as a yearly average and split into dry and wet seasons, averaged over 2003-2021. Water Accounting Plus output rebuilt from IWMI's Africa GeoPortal tile services, which serve no downloadable raster. east_africa_water_accounting east_africa_water_accounting Indicates which fraction of the total inflow of water is consumed and which part is converted into renewable r -- Africa Indicates which fraction of the total inflow of water is consumed and which part is converted into renewable resources et_fraction_africa et_fraction_africa Water accounting for Ethiopia at ~1060 m: rainfall, total ET, green and blue ET, water yield and runoff, each -- Ethiopia Water accounting for Ethiopia at ~1060 m: rainfall, total ET, green and blue ET, water yield and runoff, each as a yearly average and split into dry and wet seasons, averaged over 2003-2021. Water Accounting Plus output rebuilt from IWMI's Africa GeoPortal tile services, which serve no downloadable raster. ethiopia_water_accounting ethiopia_water_accounting Water accounting for Ghana at ~1060 m: rainfall, total ET, green and blue ET, water yield and runoff, each as -- Ghana Water accounting for Ghana at ~1060 m: rainfall, total ET, green and blue ET, water yield and runoff, each as a yearly average and split into dry and wet seasons, averaged over 2003-2021. Water Accounting Plus output rebuilt from IWMI's Africa GeoPortal tile services, which serve no downloadable raster. ghana_water_accounting ghana_water_accounting Water accounting for the Incomati basin at ~1 km: rainfall, total ET, green and blue ET, water yield and runof -- Incomati Water accounting for the Incomati basin at ~1 km: rainfall, total ET, green and blue ET, water yield and runoff, each as a yearly average and split into dry and wet seasons, averaged over 2003-2021. Water Accounting Plus output rebuilt from IWMI's Africa GeoPortal tile services, which serve no downloadable raster. incomati_water_accounting incomati_water_accounting Water accounting for Kenya at ~1060 m: rainfall, total ET, green and blue ET, water yield and runoff, each as -- Kenya Water accounting for Kenya at ~1060 m: rainfall, total ET, green and blue ET, water yield and runoff, each as a yearly average and split into dry and wet seasons, averaged over 2003-2021. Water Accounting Plus output rebuilt from IWMI's Africa GeoPortal tile services, which serve no downloadable raster. kenya_water_accounting kenya_water_accounting Water accounting for the Lake Tana basin at ~110 m: rainfall, total ET, green and blue ET, water yield and run -- Lake Tana Water accounting for the Lake Tana basin at ~110 m: rainfall, total ET, green and blue ET, water yield and runoff, each as a yearly average and split into dry and wet seasons, averaged over 2010-2020. Water Accounting Plus output rebuilt from IWMI's Africa GeoPortal tile services, which serve no downloadable raster. lake_tana_water_accounting lake_tana_water_accounting Seasonal water accounting for Madagascar at ~1 km: rainfall, total ET, green and blue ET, water yield and runo -- Madagascar Seasonal water accounting for Madagascar at ~1 km: rainfall, total ET, green and blue ET, water yield and runoff, for each of two cropping seasons, averaged over 2003-2021. Water Accounting Plus output rebuilt from IWMI's Africa GeoPortal tile services, which serve no downloadable raster. madagascar_seasonal_water_accounting madagascar_seasonal_water_accounting Water accounting for the Maputo basin at ~1 km: rainfall, total ET, green and blue ET, water yield and runoff, -- Maputo Water accounting for the Maputo basin at ~1 km: rainfall, total ET, green and blue ET, water yield and runoff, each as a yearly average and split into dry and wet seasons, averaged over 2003-2021. Water Accounting Plus output rebuilt from IWMI's Africa GeoPortal tile services, which serve no downloadable raster. maputo_water_accounting maputo_water_accounting Water accounting for the Mara basin at ~278 m: rainfall, total ET, green and blue ET, water yield and runoff, -- Mara Water accounting for the Mara basin at ~278 m: rainfall, total ET, green and blue ET, water yield and runoff, each as a yearly average and split into dry and wet seasons, averaged over 2003-2017. Water Accounting Plus output rebuilt from IWMI's Africa GeoPortal tile services, which serve no downloadable raster. mara_water_accounting mara_water_accounting Water accounting for North Africa at ~1060 m: rainfall, total ET, green and blue ET, water yield and runoff, e -- North Africa Water accounting for North Africa at ~1060 m: rainfall, total ET, green and blue ET, water yield and runoff, each as a yearly average and split into dry and wet seasons, averaged over 2003-2021. Water Accounting Plus output rebuilt from IWMI's Africa GeoPortal tile services, which serve no downloadable raster. north_africa_water_accounting north_africa_water_accounting Water accounting for the Rift Valley at ~110 m: rainfall, total ET, green and blue ET, water yield and runoff, -- Rift Valley Water accounting for the Rift Valley at ~110 m: rainfall, total ET, green and blue ET, water yield and runoff, each as a yearly average and split into dry and wet seasons, averaged over 2010-2020. Water Accounting Plus output rebuilt from IWMI's Africa GeoPortal tile services, which serve no downloadable raster. rift_valley_water_accounting rift_valley_water_accounting Water accounting for the Souss-Massa basin at ~67 m: rainfall, total ET, green and blue ET, water yield and ru -- Souss-Massa Water accounting for the Souss-Massa basin at ~67 m: rainfall, total ET, green and blue ET, water yield and runoff, each as a yearly average and split into dry and wet seasons, averaged over 2009-2018. Water Accounting Plus output rebuilt from IWMI's Africa GeoPortal tile services, which serve no downloadable raster. souss_massa_water_accounting souss_massa_water_accounting Water accounting for southern Africa at ~1060 m: rainfall, total ET, green and blue ET, water yield and runoff -- Southern Africa Water accounting for southern Africa at ~1060 m: rainfall, total ET, green and blue ET, water yield and runoff, each as a yearly average and split into dry and wet seasons, averaged over 2003-2021. Water Accounting Plus output rebuilt from IWMI's Africa GeoPortal tile services, which serve no downloadable raster. southern_africa_water_accounting southern_africa_water_accounting Water accounting for the Volta basin at ~248 m: rainfall, total ET, green and blue ET, water yield and runoff, -- Volta Water accounting for the Volta basin at ~248 m: rainfall, total ET, green and blue ET, water yield and runoff, each as a yearly average and split into dry and wet seasons, averaged over 2010-2019. Water Accounting Plus output rebuilt from IWMI's Africa GeoPortal tile services, which serve no downloadable raster. volta_water_accounting volta_water_accounting Water accounting for West Africa at ~1060 m: rainfall, total ET, green and blue ET, water yield and runoff, ea -- West Africa Water accounting for West Africa at ~1060 m: rainfall, total ET, green and blue ET, water yield and runoff, each as a yearly average and split into dry and wet seasons, averaged over 2003-2021. Water Accounting Plus output rebuilt from IWMI's Africa GeoPortal tile services, which serve no downloadable raster. west_africa_water_accounting west_africa_water_accounting Water accounting for the Zambezi basin at ~1104 m: rainfall, total ET, green and blue ET, water yield and runo -- Zambezi Water accounting for the Zambezi basin at ~1104 m: rainfall, total ET, green and blue ET, water yield and runoff, each as a yearly average and split into dry and wet seasons, averaged over 2003-2021. Water Accounting Plus output rebuilt from IWMI's Africa GeoPortal tile services, which serve no downloadable raster. zambezi_water_accounting zambezi_water_accounting Water accounting for Zambia at ~1060 m: rainfall, total ET, green and blue ET, water yield and runoff, each as -- Zambia Water accounting for Zambia at ~1060 m: rainfall, total ET, green and blue ET, water yield and runoff, each as a yearly average and split into dry and wet seasons, averaged over 2003-2021. Water Accounting Plus output rebuilt from IWMI's Africa GeoPortal tile services, which serve no downloadable raster. zambia_water_accounting zambia_water_accounting Time series Products with one raster per time step, published with a WMS TIME dimension so clients can animate them. time_series Limpopo monthly actual ET (WaPOR AETI) Monthly actual evapotranspiration and interception for the Limpopo basin, one raster per month from 2018-01. Time-enabled: pick a month with the WMS TIME parameter. Values are the raw WaPOR L2_AETI_M band at 0.1 mm/month scaling. et_monthly_limpopo et_monthly_limpopo Limpopo rainfall anomaly (ENSO forecast) Monthly rainfall anomaly from the Limpopo ENSO briefing, one raster per forecast month. A coarse 1 degree forecast grid, not an observation product. limpopo_rainfall_anomaly limpopo_rainfall_anomaly Limpopo temperature anomaly (ENSO forecast) Monthly temperature anomaly from the Limpopo ENSO briefing, one raster per forecast month. A coarse 1 degree forecast grid, not an observation product. limpopo_temperature_anomaly limpopo_temperature_anomaly Africa annual flood occurrence Annual flood occurrence across Africa at about 500 m, one raster per year from 2001 to 2024. Extremely sparse: only cells where flooding was detected carry a value, everything else is nodata. africa_flood_occurrence africa_flood_occurrence