AndreaBozzo/ceres-open-data-index huggingface dataset:
Species Richness, Kenya

Species Richness, Kenya, data from: [https://services9.arcgis.com/IkktFdUAcY3WrH25/arcgis/rest/services/GlobalTerrRaR_025deg/FeatureServer] “Species richness is the number of species ranges estimated to occur in each grid cell. Here richness is expressed as percentile rank values from 1 (low) to 100 (high). ”
Kenya, Land Cover European Space Agency 2021

Clipped to Kenya. "WorldCover is a baseline land cover map of the world from the WorldCover Consortium and European Space Agency for the year 2021. The map contains 11 different land cover classes at 10m resolution." Source: https://elevation.arcgis.com/arcgis/rest/services/WorldElevation/Terrain/ImageServer “WorldCover provides a baseline global land cover product at 10 m resolution for 2021 based on Sentinel-1 and 2 data. It was developed and validated in almost near-real time and at the same time maximizes the impact and uptake for the end users. ”
Kenya, Percent Silt in Soil

Kenya, Percent Silt in Soil. source: https://tiledimageservices.arcgis.com/P3ePLMYs2RVChkJx/arcgis/rest/services/WorldSoils250mPercentSilt1/ImageServer “Within the subset of soil that is smaller than 2mm in size, also known as the fine earth portion, silt is defined as particles that are equal to or are between 0.002mm and 0.05mm in size. Silty soils are usually more fertile than other types of soil, with a good balance of air circulation and water retention.”
Kenya, Species Rarity

Species Rarity, Kenya WRO [https://services9.arcgis.com/IkktFdUAcY3WrH25/arcgis/rest/services/GlobalTerrRaR_025deg/FeatureServer] “Species rarity is the average range-restrictedness of all species expected to occur in each cell. Here rarity is expressed as percentile rank values from 1 (low) to 100 (high).”
Population Density Kenya WorldPop 2020

Population Density Kenya 2020, WorldPop data, [https://hub.worldpop.org/geodata/summary?id=41977]. From WorldPop: "Estimated population density per grid-cell. The dataset is available to download in Geotiff and ASCII XYZ format at a resolution of 30 arc (approximately 1km at the equator). The projection is Geographic Coordinate System, WGS84. The units are number of people per square kilometer. The mapping approach is Random Forest-based dasymetric redistribution."
Kenya, Course Fragments in Soil

Kenya, Course Fragments in Soil cm³/100cm³ Source: https://tiledimageservices.arcgis.com/P3ePLMYs2RVChkJx/arcgis/rest/services/WorldSoils250mCoarseFragments2/ImageServer "Coarse fragments are particles that are more than 2 millimeters in diameter. These coarse fragments are not included in chemical, mineralogical, and some physical analyses. Soils that have a high percentage of coarse fragments are less desirable for most uses. A high proportion of fragments dilutes the effectiveness of the fine earth part of the soil (particles less than 2 millimeters in diameter). On the soil surface, fragments dissipate some of the energy of raindrops. Therefore, soils with a moderate amount of coarse fragments on the surface tend to resist erosion. Percolation of water through soil is often more rapid where the percentage of coarse fragments is greatest, if other properties are similar."
Kenya, Percent Clay in Soil

Kenya, Percent Clay in Soil. Source: https://tiledimageservices.arcgis.com/P3ePLMYs2RVChkJx/arcgis/rest/services/WorldSoils250mPercentSilt1/ImageServer “Within the subset of soil that is smaller than 2mm in size, also known as the fine earth portion, clay is defined as particles that are smaller than 0.002mm, making them only visible in an electron microscope. Clay soils contain low amounts of air, and water drains through them very slowly.”
Kenya, Agricultural Stress Index (Annual Update)

Kenya. Agricultural Stress Index (Annual Update). source: https://asis-esri.fao.org/image/rest/services/ASI_A/ImageServer "The Agricultural Stress Index (ASI) is a quick-look indicator that facilitates the early identification of cropped land with a high likelihood of water stress (drought). ASI related products (maps, spatial aggregation based on administrative unit) are processed by FAO GIEWS (Global Information and Early Warning System on Food and Agriculture) every 10 days. ASI Annual Summary is processed at the end of crop season, globally defined as 30 June. It depicts the percentage of arable land, within an administrative area, that has been affected by drought conditions over the entire cropping season. It differs from ASI dekadal product (10-days), which is based on conditions from the start of the season up to the current dekad."
Kenya, Bulk Density of Soil

Kenya, bulk density of the fine earth fraction in kg/dm³. Source: https://tiledimageservices.arcgis.com/P3ePLMYs2RVChkJx/arcgis/rest/services/WorldSoils250mBulkDensity/ImageServer "This layer contains the physical soil variable bulk density (bdod). From USDA: Bulk density is an indicator of soil compaction. It affects infiltration, rooting depth, available water capacity, soil porosity and aeration, availability of nutrients for plant use, and activity of soil micro-organisms, all of which influence key soil processes and productivity."
Kenya, Annual Global High-Resolution Extreme Heat Estimates (GEHE), 1983-2016

28, 30, and 32 degrees Celsius. This data set also includes the annual rate of change in the number of extreme humid-heat days that exceeded these thresholds. GEHE has a wide array of applications for mapping and quantifying extreme humid-heat dynamics over a 34-year time period, and is the highest resolution data set of its kind to date. GEHE provides scientific researchers and decision makers from a wide range of arenas, including climate change, public and occupational health, urban planning and design, hazards risk reduction, and food security, insights into how humid-heat has impacted human and environmental systems worldwide. The data set can be used to pinpoint how changes in extreme humid-heat impact human health and well-being, as well as ecological systems, across scales of analysis, from local, to national, to global.