ACLED Conflict Events (Africa) acled, conflict, africa, raster ACLED Number of conflict event counts per 0.1 decimal degree grid cell using ACLED (Armed Conflict Location & Event Data Project) v3. For subsets or other permutations of ACLED, please contact us at geo@aiddata.org.

Accessibility to Cities (2015) accessibility, economics, raster, featured The Malaria Atlas Project Estimated travel time (in minutes) to cities for the year 2015.

Afrobarometer Round 6 Q52a - Trust President afrobarometer, survey, raster Afrobarometer Afrobarometer Round 6 - trust in the country's president. Responses include: 0=Not at all, 1=Just a little, 2=Somewhat, 3=A lot

Air Temperature (Yearly Average) temperature, udel, climate, environment, raster University of Delaware Average air temperature per year. Created using UDel Air Temperature dataset (v4.01)

Air Temperature (Yearly Average) temperature, udel, climate, environment, raster University of Delaware Average monthly air temperature per year. Created using UDel Air Temperature dataset (v5.01)

Burundi Geocoded Aid Data v1.0.0 aiddata, geocoded, release, aid, economics, welfare Burundi DAD Aid data from Burundi Recipient System, geocoded and published by AidData. Covers projects from 1988 to 2014. Version 1.0.0.

CO2 Concentration (yearly) environment, co2, raster, featured NASA Jet Propulsion Laboratory The average concentration of carbon dioxide in a column of dry air extending from Earth's surface to the top of the atmosphere.

Child Mortality in Africa africa, child, mortality, population, welfare, raster Stanford Data Portal Under-5 mortality (estimated deaths per 1,000 child-years) for the 1980s, 1990s, and 2000s. Based on geo-spatial interpolation methods using data from the Demographic and Health Survey across 28 Sub-Saharan countries.

Chinese Official Finance v1.1.0 - All Flow Types aiddata, geocoded, release, aid, economics, welfare China geocoded dataset Includes the entire Geocoded Global Chinese Official Finance. No 'flow_class' filters are applied. In addition to projects classified as ODA-like and OOF-like, this package includes a subset of projects that are classed as 'Vague Official Finance', which are officially financed projects that contained insufficient information to be classified as ODA or OOF according to OECD criteria. Includes only projects with 'status' values of 'implementation' or 'completion.'

Chinese Official Finance v1.1.1 - ODA-like Flow aiddata, geocoded, release, aid, economics, welfare China geocoded dataset Includes a subset of projects from AidData's Geocoded Global Chinese Official Finance dataset with 'flow_class' values of 'ODA-like'. These projects roughly correspond to the OECD's definition of Official Development Assistance (ODA) in that they were categorized development intent and they are highly concessional in nature (i.e. they have a grant element of at least 25%). Includes only projects with 'status' values of 'implementation' or 'completion.'

Chinese Official Finance v1.1.1 - OOF-like Flow aiddata, geocoded, release, aid, economics, welfare China geocoded dataset Includes a subset of projects from AidData's Geocoded Global Chinese Official Finance dataset with 'flow_class' values of 'OOF-like'. These projects roughly correspond to the OECD's definition of Other Official Flows (OOF) in that they lacked development intent and or they have an insufficiently high level level of concessionality (i.e. they did not have a grant element of at least 25%). Includes only projects with 'status' values of 'implementation' or 'completion.'

Colombia Geocoded Aid Data v1.1.1 aiddata, geocoded, release, aid, economics, welfare Colombia AIMS Aid data from Colombia Recipient System, geocoded and published by AidData. Covers projects from 1994 to 2013. Version 1.1.1.

DMSP-OLS Nighttime Lights nighttimelights, dmsp, economics, welfare, raster NOAA National Geophysical Data Center Version 4 DMSP-OLS Nighttime Lights composites. The lights from cities, towns, and other sites with persistent lighting, including gas flares. Ephemeral events, such as fires have been discarded. Calibrated across sensors and years using Elvidge 2014 coeficients.

DRC Geocoded Aid Data v1.3.1 aiddata, geocoded, release, aid, economics, welfare DRC AMP Aid data from DRC Recipient System, geocoded and published by AidData. Covers projects from 1998 to 2014. Version 1.3.1.

Diamond Deposits environment, resources, diamond, raster Peace Research Institute Oslo (PRIO) The diamonds dataset contains a list of all known diamond deposits throughout the world. Layer is a binary indicating areas with diamond deposits.

Distance to Coast accessibility, other, raster GSHHG: A Global Self-consistent, Hierarchical, High-resolution Geography Database Distance to coast (on land only), measured in meters. Derived using World Vector Shorelines.

Distance to Country Borders (GADM 2.8) accessibility, other, raster Global Administrative Areas (GADM) Distance to country borders, measured in meters. Derived using GADM 2.8 ADM0 (Country) boundaries.

Distance to Diamond Deposits environment, resources, diamond, raster Peace Research Institute Oslo (PRIO) Distance to known diamond deposits, measured in meters.

Distance to Drug Cultivation Sites environment, distance, resources, drug, coca bush, opium poppy, cannabis, raster DRUGDATA Distance to drug cultivation sites (any drug type). The drug cultivation dataset contains information on coca bush, opium poppy, and cannabis cultivation through the world.

Distance to Gemstone Deposits environment, resources, gemstone, raster GEMDATA Distance to gemstone deposits, measured in meters.

Distance to Lootable Gold Deposit environment, distance, resources, gold, conflict, raster GOLDATA Distance to nearest lootable or surface gold deposit. Derived from GOLDATA dataset which consists of 2969 entries for gold occurrences in 108 countries.

Distance to On-shore Petroleum resources, environment, petroleum, raster Peace Research Institute Oslo (PRIO) Distance to on-shore petroleum, measured in meters. Derived from PRIO global on-shore petroleum dataset.

Distance to Roads accessibility, other, raster Center for International Earth Science Information Network - CIESIN Distance to roads, measured in meters, based on the Global Roads Open Access Dataset (gRoads) version 1.0. The data set combines the best available roads data by country into a global roads coverage. Because the data are compiled from multiple sources, the date range for road network representations ranges from the 1980s to 2010 depending on the country (most countries have no confirmed date), and spatial accuracy varies.

Distance to Water accessibility, other, raster GSHHG: A Global Self-consistent, Hierarchical, High-resolution Geography Database Distance to water, measured in meters. Derived using World Vector Shorelines combined with rivers and lakes from World Data Bank 2 (via Natural Earth).

Drug Cultivation Sites environment, resources, drug, raster DRUGDATA The drug cultivation dataset contains information on coca bush, opium poppy, and cannabis cultivation through the world.

ESA Land Cover (version 2.0.7) esa, landcover, environment, raster, featured European Space Agency ESA land cover class data product. Categories used are cropland (rainfed, irrigated, mosaic), forest, grassland, shrubland, sparse vegetation, wetland, urband, bare areas, water bodies, and snow ice.

Gemstone Deposits environment, geomstone, resources, raster GEMDATA The gemstone dataset contains information on gemstone deposits throughout the world. Layer is a binary indicating areas with gemstone deposits.

Global Environment Facility Sectors Geocoded Aid Data v1.1.0 aiddata, geocoded, release, aid, economics, welfare Global Environment Facility Aid data from Global Environment Facility Sectors , geocoded and published by AidData. Covers projects from 1994 to 2014. Version 1.1.0.

Gold Deposits environment, resources, gold, conflict, raster GOLDATA Categorical layer where cells are defined as lootable, surface, or non-lootable gold deposits (or mix). Derived from GOLDATA dataset which consists of 2969 entries for gold occurrences in 108 countries.

Gross Domestic Product gdp, economics, welfare, raster Cooperative Institute for Research in Environmental Sciences, University of Colorado Map of total economic activity, including both formal and informal economic activity for ~2006; created from nighttime lights and LandScan population grid.

Ground Slope nasa, srtm, dem, slope, cgiar, csi, environment, raster CGIAR-CSI Global slope (in degrees) derived from Shuttle Radar Topography Mission (SRTM) dataset (v4.1) at 500m resolution.

Honduras Geocoded Aid Data v1.3.1 aiddata, geocoded, release, aid, economics, welfare Honduras AMP Aid data from Honduras Recipient System, geocoded and published by AidData. Covers projects from 1995 to 2014. Version 1.3.1.

Iraq Geocoded Aid Data v1.3.1 aiddata, geocoded, release, aid, economics, welfare Iraq DAD Aid data from Iraq Recipient System, geocoded and published by AidData. Covers projects from 2002 to 2014. Version 1.3.1.

MODIS Land Cover (GLCF, Version 5.1) glcf, modis, land cover, environment, raster Global Land Cover Facility Standard MODIS land cover type data product (MCD12Q1) in the IGBP Land Cover Type Classification.

Malaria Atlas Project - Malaria (Pf) Incidence Rate malaria, health, welfare, raster Malaria Atlas Project Number of newly diagnosed Malaria (Plasmodium falciparum) cases per 1,000 population, in a given year

Nepal Geocoded Aid Data v1.4.1 aiddata, geocoded, release, aid, economics, welfare Nepal AMP Aid data from Nepal Recipient System, geocoded and published by AidData. Covers projects from 1997 to 2014. Version 1.4.1.

Normalized Difference Vegetation Index - NDVI (LTDR v4 - AVHRR) nasa, ltdr, ndvi, avhrr, vegetation, environment, raster NASA/Goddard Space Flight Center Yearly value for Normalized Difference Vegetation Index (NDVI). Created using the NASA Long Term Data Record (v4) AVHRR data.

Normalized Difference Vegetation Index - NDVI (LTDR v5 - AVHRR) nasa, ltdr, ndvi, avhrr, vegetation, environment, raster, featured NASA/Goddard Space Flight Center Yearly value for Normalized Difference Vegetation Index (NDVI). Created using the NASA Long Term Data Record (v5) AVHRR data.

On-Shore Petroleum resources, environment, petroleum, raster Peace Research Institute Oslo (PRIO) The petroleum dataset contains information on all known on-shore oil and gas deposits throughout the world. Data is binary indicating locations with deposits

Ozone Concentration pollution, air, environment, disease, ozone, raster Ambient air pollution exposure estimation for the Global Burden of Disease 2013 Ozone concentration (ug/m3) from TM5 FASST simulation. Since the ozone (summer) season varies throughout the globe, it was calculated using a running 3-month average (of daily 1 hour max values) for each grid cell over a full year and the maximum of these values was selected.

Particulate Matter (PM2.5) Concentration pollution, air, environment, disease, particulate, raster Ambient air pollution exposure estimation for the Global Burden of Disease 2013 Particulate matter (PM2.5) estimate, based on prediction model using combination of satellite-based estimate and TM5-FASST simulation.

Photovoltaic power potential resources, environment, energy, solar, raster Global Solar Atlas Longterm yearly average of daily totals of potential photovoltaic electricity production (kWh/kWp).

Physical Elevation nasa, srtm, dem, elevation, cgiar, csi, environment, raster CGIAR-CSI Global elevation (in meters) from Shuttle Radar Topography Mission (SRTM) dataset (v4.1) at 500m resolution.

Population (GPW V3, UN Adjusted) population, count, ciesin, economics, conflict, raster CIESIN Population count (UN Adjusted values) from the Gridded Population of the World v3. GPWv3 depicts the distribution of human population across the globe. Source data provided in 2.5 arc-minute grid cells.

Population (GPW V4, UN Adjusted) population, count, ciesin, economics, conflict, raster CIESIN Population count (UN Adjusted values) from Gridded Population of the World v4. GPWv4 depicts the distribution of human population across the globe. Source data provided in 30 arc-second (~1 km) grid cells.

Population Density (GPW V3, UN Adjusted) population, density, ciesin, economics, conflict, raster CIESIN Population density (UN Adjusted values) from Gridded Population of the World v3. GPWv3 depicts the density of human population across the globe. Source data provided in 2.5 arc-minute grid cells.

Population Density (GPW V4, UN Adjusted) population, density, ciesin, economics, conflict, raster CIESIN Population density (UN Adjusted values) from Gridded Population of the World v4. GPWv4 depicts the density of human population across the globe. Source data provided in 30 arc-second (~1 km) grid cells.

Precipitation (Yearly Average) precipitation, udel, climate, environment, raster University of Delaware Average precipitation per year. Created using UDel Precipitation dataset (v4.01)

Precipitation (Yearly Average) precipitation, udel, climate, environment, raster University of Delaware Average monthly precipitation per year. Created using UDel Precipitation dataset (v5.01)

Precipitation (Yearly Total) precipitation, udel, climate, environment, raster University of Delaware Total precipitation per year. Created using UDel Precipitation dataset (v5.01)

Protected Areas (IUCN Categories) protected, conservation, environment, iucn, raster IUCN and UNEP-WCMC The World Database on Protected Areas (WDPA) is the most comprehensive global database of marine and terrestrial protected areas. Dataset downloaded April 2017. This is a categorical raster indicating the IUCN category (or relevant information when no category exists) of the protected area covering each pixel.

Senegal Geocoded Aid Data v1.5.1 aiddata, geocoded, release, aid, economics, welfare Senegal AMP Aid data from Senegal Recipient System, geocoded and published by AidData. Covers projects from 2000 to 2012. Version 1.5.1.

Sierra Leone Geocoded Aid Data v1.0.0 aiddata, geocoded, release, aid, economics, welfare Sierra Leone DAD Aid data from Sierra Leone Recipient System, geocoded and published by AidData. Covers projects from 1992 to 2014. Version 1.0.0.

Timor Leste Geocoded Aid Data v1.4.1 aiddata, geocoded, release, aid, economics, welfare Timor-Leste AMP Aid data from Timor Leste Recipient System, geocoded and published by AidData. Covers projects from 1998 to 2015. Version 1.4.1.

Travel time to major cities jrc, accessibility, economics, raster Global Environment Monitoring Unit - Joint Research Centre of the European Commission Estimated travel time (in minutes) to the nearest city of 50,000 or more people in year 2000.

Tree canopy cover for year 2000 (GFC 2018, v1.6) enivronment, forest, tree, cover, forestcover, treecover, hansen, raster Hansen/UMD/Google/USGS/NASA Tree cover in the year 2000, defined as canopy closure for all vegetation taller than 5m in height. In the range 0-100.

UCDP Conflict Deaths ucdp, conflict, deaths, raster UCDP Number of total fatalities per 0.01 decimal degree grid cell resulting from conflict event using UCDP Georeferenced Event Dataset (GED) global version 17.1.

Uganda Budget Health Geocoded Aid Data v1.0.0 aiddata, geocoded, release, aid, economics, welfare Uganda Budget Health geocoded dataset Aid data from Uganda Budget Health , geocoded and published by AidData. Covers projects from 2014 to 2014. Version 1.0.0.

Uganda Geocoded Aid Data v1.4.1 aiddata, geocoded, release, aid, economics, welfare Uganda AMP Aid data from Uganda Recipient System, geocoded and published by AidData. Covers projects from 1978 to 2014. Version 1.4.1.

VIIRS Nighttime Lights nighttimelights, viirs, economics, welfare, raster, featured VIIRS Day/Night Band Nighttime Lights Yearly VIIRS day night band nighttime lights data (without stray light correction).

Wind Power Density Potential resources, environment, energy, wind, raster Global Wind Atlas Wind power density potential at 50m

Wind Speed Potential resources, environment, energy, wind, raster Global Wind Atlas Wind speed potential at 50m

World Bank Geocoded Aid Data v1.4.2 aiddata, geocoded, release, aid, economics, welfare World Bank Aid data from World Bank Donor System, geocoded and published by AidData. Covers projects from 1995 to 2014. Version 1.4.2.

Year of gross forest cover loss event (GFC 2018 v1.6) enivronment, forest, loss, hansen, raster Hansen/UMD/Google/USGS/NASA Forest loss during the period 2000-2018, defined as a stand-replacement disturbance, or a change from a forest to non-forest state.

Yearly Daytime Land surface temperature - MODIS nasa, earthdata, modis, lst, land surface temperature, environment, yearly, raster, featured Land Processes Distributed Active Archive Center Yearly daytime land surface temperature. Created by aggregating (mean) MOD11C3 v6 Monthly CMG LST

Yearly Mean Temperature - CRU TS cru, temperature, environment, yearly, raster Climate Research Unit Yearly temperature from Climate Research Unit (CRU)

Yearly Precipication - CRU TS cru, precipitation, environment, yearly, raster, featured Climate Research Unit Yearly precipitation from Climate Research Unit (CRU)