The 9-month Standardized Precipitation Index (SPI-9) is a meteorological drought indicator to monitor precipitation anomalies over 9-month accumulation periods and is a proxy indicator for medium-term impacts, for example reduced stream flow and reservoir stor...

The 48-month Standardized Precipitation Index (SPI-48) is a meteorological drought indicator to monitor precipitation anomalies over 48-month accumulation periods and is a proxy indicator for long-term impacts, for example, reduced reservoir and groundwater re...

The 6-month Standardized Precipitation Index (SPI-6) is a meteorological drought indicator to monitor precipitation anomalies over 6-month accumulation periods and is a proxy indicator for medium-term impacts, for example reduced stream flow and reservoir stor...

The 3-month Standardized Precipitation Index (SPI-3) is a meteorological drought indicator to monitor precipitation anomalies over 3-month accumulation periods and is a proxy indicator for immediate impacts of droughts, such as reduced soil moisture, snowpack,...

The 24-month Standardized Precipitation Index (SPI-24) is a meteorological drought indicator to monitor precipitation anomalies over 24-month accumulation periods and is a proxy indicator for long-term impacts, for example, reduced reservoir and groundwater re...

The 1-month Standardized Precipitation Index (SPI-1) is a meteorological drought indicator to monitor meteorological drought based on precipitation anomalies over a month accumulation period. SPI-1 serves as a proxy indicator for early detection of events that...

The 12-month Standardized Precipitation Index (SPI-12) is a meteorological drought indicator to monitor precipitation anomalies over 12-month accumulation periods and is a proxy indicator for medium-term impacts, for example reduced stream flow and reservoir s...

Land Productivity Dynamics (LPD) is a global indicator designed to assess the long-term changes in terrestrial vegetation productivity. It provides essential insights into the state and trends of land health by analyzing satellite-derived vegetation indices ov...

The slice of world trade data underlying the Strategic Trade Atlas is made available here, covering the trade period 2019-2023. The data is published in three sets. The first, named Strategic Trade Atlas Data, is the main set. It includes trade flow data betwe...

The dataset provides geolocalized (Long-Lat) .csv files and shapefiles with yields for four different cereals (maize, millet, rice and sorghum) under rain-fed and and optimal irrigation conditions. It covers all agricultural locations in Sub-Saharan Africa ass...

The purpose of this evaluation is to assess the representativeness of the means, or estimates, derived from the Farm Accountancy Data Network (FADN) by comparing them to the corresponding population averages and by providing associated precision measures. Thi...

The FAPAR Anomaly indicator that is implemented in the Copernicus Global Drought Observatory (GDO) is used to detect and monitor the impacts on vegetation growth and productivity of environmental stress factors, especially plant water stress due to drought. Th...

The FAPAR indicator used in the Copernicus Global Drought Observatory (GDO) is the satellite-measured biophysical variable Fraction of Absorbed Photosynthetically Active Radiation (FAPAR, sometimes written as fAPAR or FPAR), composited for 10-day intervals, fr...

Data files

High-resolution nighttime light (NTL) composite from SDGSAT-1. The composites generated aim to minimize contamination from atmospheric conditions, moonlight reflection, and sensor anomalies, while maximizing the similarity of aggregated SDGSAT-1 NTL data with ...

The 6-month Standardized Precipitation Index (SPI-6) is an indicator used to monitor meteorological drought based on precipitation anomalies over 6-month accumulation periods. SPI-6 serves as a proxy for medium-term impacts, such as reduced stream flow and res...

The 9-month Standardized Precipitation Index (SPI-9) is an indicator used to monitor meteorological drought based on precipitation anomalies over 9-month accumulation periods. SPI-9 serves as a proxy indicator for medium-term impacts, such as reduced stream fl...

The 12-month Standardized Precipitation Index (SPI-12) is an indicator used to monitor meteorological drought based on precipitation anomalies over 12-month accumulation periods. SPI-12 serves as a proxy for medium-term impacts, such as reduced stream flow and...

The 48-month Standardized Precipitation Index (SPI-48) is an indicator used to monitor meteorological drought based on precipitation anomalies over 48-month accumulation periods. SPI-48 serves as a proxy indicator for long-term impacts, such as reduced reservo...