AndreaBozzo/ceres-open-data-index huggingface dataset:
Africa - Monthly and dekadal Soil Moisture Anomaly (SMA)

The Soil Moisture Anomaly (SMA) dataset provides a measure of deviation in root-zone
soil moisture conditions relative to the long-term climatological mean. Generated
typically from hydrological models or satellite assimilation systems, this product
highlights deficits or surpluses in soil water availability that are critical for
agriculture and pastoralism. Because soil moisture integrates rainfall over time
and accounts for evapotranspiration losses, SMA offers a more direct indicator of
agricultural drought stress than precipitation deficits alone.


This dataset is essential for monitoring the onset of agricultural drought, as soil
moisture deficits often precede visible vegetation stress. It is widely used to
assess potential yield reductions in rainfed agriculture and to monitor fodder
availability in pastoral regions.

Tags: climate hazards, climate-weather, drought, hazards and risk
Organization: African Center of Meteorological Applications for Development
Africa - Fraction of Absorbed Photosynthetically Active Radiation (fAPAR) Anomaly

The fAPAR Anomaly dataset maps deviations in vegetation health and photosynthetic
activity across Africa. fAPAR measures the proportion of solar radiation absorbed
by plants for photosynthesis, making it a robust biophysical indicator of vegetation
status. The anomaly product highlights areas where vegetation activity is significantly
below or above the long-term average, serving as a primary proxy for agricultural
production and biomass availability.


Unlike simple greenness indices (like NDVI), fAPAR is physically related to the
energy and mass exchange processes of the canopy. Negative anomalies in this dataset
are strong indicators of vegetation stress caused by drought, pests, or disease,
making it a critical input for yield forecasting and food security analysis.

Tags: climate hazards, climate-weather, drought, hazards and risk
Organization: African Center of Meteorological Applications for Development
Africa - GPCC Monthly Precipitation Product

The Global Precipitation Climatology Centre (GPCC) Monthly Precipitation dataset provides
gridded gauge-analysis products focusing on land-surface precipitation. This dataset
serves as a high-quality observational baseline for climate monitoring across Africa.
It is constructed from quality-controlled data from thousands of rain gauges worldwide.


At ACMAD, this data often serves as the "truth" or reference layer for calibrating
satellite estimates and for calculating long-term indices like SPI. It is critical
for retrospective analysis, model verification, and understanding the climatological
context of current weather events.

Tags: climate hazards, climate-weather, drought, hazards and risk
Organization: African Center of Meteorological Applications for Development
Africa - CDI based on ERA5 Precipitation

This version of the Combined Drought Indicator (CDI) utilizes ERA5 reanalysis data
as the primary input for the precipitation component (SPI), rather than gauge-only
or other satellite-blended products. ERA5, produced by ECMWF, offers comprehensive
spatial coverage and temporal consistency, making it valuable for regions where gauge
networks are failing or sparse.


Like the standard CDI, this dataset synthesizes rainfall deficits (via ERA5), soil
moisture anomalies, and vegetation stress into a single classification system to
monitor the evolution of drought episodes.

Tags: climate hazards, climate-weather, drought, hazards and risk
Organization: African Center of Meteorological Applications for Development
Northern Mariana Islands - Current IATI Aid Activities

List of active aid activities shared via the International Aid Transparency Initiative (IATI). Includes both humanitarian and development activities. More information on each activity (including financial data) is available from [http://www.d-portal.org](http://www.d-portal.org)

Tags: funding, who is doing what and where-3w-4w-5w
Organization: International Aid Transparency Initiative
Wallis and Futuna Islands - Current IATI Aid Activities

List of active aid activities shared via the International Aid Transparency Initiative (IATI). Includes both humanitarian and development activities. More information on each activity (including financial data) is available from [http://www.d-portal.org](http://www.d-portal.org)

Tags: funding, who is doing what and where-3w-4w-5w
Organization: International Aid Transparency Initiative
Venezuela (Bolivarian Republic of) - Current IATI Aid Activities

List of active aid activities shared via the International Aid Transparency Initiative (IATI). Includes both humanitarian and development activities. More information on each activity (including financial data) is available from [http://www.d-portal.org](http://www.d-portal.org)

Tags: funding, who is doing what and where-3w-4w-5w
Organization: International Aid Transparency Initiative
United States Minor Outlying Islands - Current IATI Aid Activities

List of active aid activities shared via the International Aid Transparency Initiative (IATI). Includes both humanitarian and development activities. More information on each activity (including financial data) is available from [http://www.d-portal.org](http://www.d-portal.org)

Tags: funding, who is doing what and where-3w-4w-5w
Organization: International Aid Transparency Initiative
United Kingdom of Great Britain and Northern Ireland - Current IATI Aid Activities

List of active aid activities shared via the International Aid Transparency Initiative (IATI). Includes both humanitarian and development activities. More information on each activity (including financial data) is available from [http://www.d-portal.org](http://www.d-portal.org)

Tags: funding, who is doing what and where-3w-4w-5w
Organization: International Aid Transparency Initiative
Turks and Caicos Islands - Current IATI Aid Activities

List of active aid activities shared via the International Aid Transparency Initiative (IATI). Includes both humanitarian and development activities. More information on each activity (including financial data) is available from [http://www.d-portal.org](http://www.d-portal.org)

Tags: funding, who is doing what and where-3w-4w-5w
Organization: International Aid Transparency Initiative
Trinidad and Tobago - Current IATI Aid Activities

List of active aid activities shared via the International Aid Transparency Initiative (IATI). Includes both humanitarian and development activities. More information on each activity (including financial data) is available from [http://www.d-portal.org](http://www.d-portal.org)

Tags: funding, who is doing what and where-3w-4w-5w
Organization: International Aid Transparency Initiative
Timor-Leste - Current IATI Aid Activities

List of active aid activities shared via the International Aid Transparency Initiative (IATI). Includes both humanitarian and development activities. More information on each activity (including financial data) is available from [http://www.d-portal.org](http://www.d-portal.org)

Tags: funding, who is doing what and where-3w-4w-5w
Organization: International Aid Transparency Initiative
Taiwan (Province of China) - Current IATI Aid Activities

List of active aid activities shared via the International Aid Transparency Initiative (IATI). Includes both humanitarian and development activities. More information on each activity (including financial data) is available from [http://www.d-portal.org](http://www.d-portal.org)

Tags: funding, who is doing what and where-3w-4w-5w
Organization: International Aid Transparency Initiative
Eswatini - Current IATI Aid Activities

List of active aid activities shared via the International Aid Transparency Initiative (IATI). Includes both humanitarian and development activities. More information on each activity (including financial data) is available from [http://www.d-portal.org](http://www.d-portal.org)

Tags: funding, who is doing what and where-3w-4w-5w
Organization: International Aid Transparency Initiative
Svalbard and Jan Mayen Islands - Current IATI Aid Activities

List of active aid activities shared via the International Aid Transparency Initiative (IATI). Includes both humanitarian and development activities. More information on each activity (including financial data) is available from [http://www.d-portal.org](http://www.d-portal.org)

Tags: funding, who is doing what and where-3w-4w-5w
Organization: International Aid Transparency Initiative
Sint Maarten (Dutch part) - Current IATI Aid Activities

List of active aid activities shared via the International Aid Transparency Initiative (IATI). Includes both humanitarian and development activities. More information on each activity (including financial data) is available from [http://www.d-portal.org](http://www.d-portal.org)

Tags: funding, who is doing what and where-3w-4w-5w
Organization: International Aid Transparency Initiative
Sao Tome and Principe - Current IATI Aid Activities

List of active aid activities shared via the International Aid Transparency Initiative (IATI). Includes both humanitarian and development activities. More information on each activity (including financial data) is available from [http://www.d-portal.org](http://www.d-portal.org)

Tags: funding, who is doing what and where-3w-4w-5w
Organization: International Aid Transparency Initiative
Saint Vincent and the Grenadines - Current IATI Aid Activities

List of active aid activities shared via the International Aid Transparency Initiative (IATI). Includes both humanitarian and development activities. More information on each activity (including financial data) is available from [http://www.d-portal.org](http://www.d-portal.org)

Tags: funding, who is doing what and where-3w-4w-5w
Organization: International Aid Transparency Initiative
Saint Pierre and Miquelon - Current IATI Aid Activities

List of active aid activities shared via the International Aid Transparency Initiative (IATI). Includes both humanitarian and development activities. More information on each activity (including financial data) is available from [http://www.d-portal.org](http://www.d-portal.org)

Tags: funding, who is doing what and where-3w-4w-5w
Organization: International Aid Transparency Initiative
Saint Martin (French part) - Current IATI Aid Activities

List of active aid activities shared via the International Aid Transparency Initiative (IATI). Includes both humanitarian and development activities. More information on each activity (including financial data) is available from [http://www.d-portal.org](http://www.d-portal.org)

Tags: funding, who is doing what and where-3w-4w-5w
Organization: International Aid Transparency Initiative
Saint Kitts and Nevis - Current IATI Aid Activities

List of active aid activities shared via the International Aid Transparency Initiative (IATI). Includes both humanitarian and development activities. More information on each activity (including financial data) is available from [http://www.d-portal.org](http://www.d-portal.org)

Tags: funding, who is doing what and where-3w-4w-5w
Organization: International Aid Transparency Initiative
Saint Barthélemy - Current IATI Aid Activities

List of active aid activities shared via the International Aid Transparency Initiative (IATI). Includes both humanitarian and development activities. More information on each activity (including financial data) is available from [http://www.d-portal.org](http://www.d-portal.org)

Tags: funding, who is doing what and where-3w-4w-5w
Organization: International Aid Transparency Initiative
Pitcairn - Current IATI Aid Activities

List of active aid activities shared via the International Aid Transparency Initiative (IATI). Includes both humanitarian and development activities. More information on each activity (including financial data) is available from [http://www.d-portal.org](http://www.d-portal.org)

Tags: funding, who is doing what and where-3w-4w-5w
Organization: International Aid Transparency Initiative
Netherlands (Kingdom of the) - Current IATI Aid Activities

List of active aid activities shared via the International Aid Transparency Initiative (IATI). Includes both humanitarian and development activities. More information on each activity (including financial data) is available from [http://www.d-portal.org](http://www.d-portal.org)

Tags: funding, who is doing what and where-3w-4w-5w
Organization: International Aid Transparency Initiative
New Caledonia - Current IATI Aid Activities

List of active aid activities shared via the International Aid Transparency Initiative (IATI). Includes both humanitarian and development activities. More information on each activity (including financial data) is available from [http://www.d-portal.org](http://www.d-portal.org)

Tags: funding, who is doing what and where-3w-4w-5w
Organization: International Aid Transparency Initiative
Micronesia (Federated States of) - Current IATI Aid Activities

List of active aid activities shared via the International Aid Transparency Initiative (IATI). Includes both humanitarian and development activities. More information on each activity (including financial data) is available from [http://www.d-portal.org](http://www.d-portal.org)

Tags: funding, who is doing what and where-3w-4w-5w
Organization: International Aid Transparency Initiative
China, Macao Special Administrative Region - Current IATI Aid Activities

List of active aid activities shared via the International Aid Transparency Initiative (IATI). Includes both humanitarian and development activities. More information on each activity (including financial data) is available from [http://www.d-portal.org](http://www.d-portal.org)

Tags: funding, who is doing what and where-3w-4w-5w
Organization: International Aid Transparency Initiative
Lao People's Democratic Republic - Current IATI Aid Activities

List of active aid activities shared via the International Aid Transparency Initiative (IATI). Includes both humanitarian and development activities. More information on each activity (including financial data) is available from [http://www.d-portal.org](http://www.d-portal.org)

Tags: funding, who is doing what and where-3w-4w-5w
Organization: International Aid Transparency Initiative
Kyrgyzstan - Current IATI Aid Activities

List of active aid activities shared via the International Aid Transparency Initiative (IATI). Includes both humanitarian and development activities. More information on each activity (including financial data) is available from [http://www.d-portal.org](http://www.d-portal.org)

Tags: funding, who is doing what and where-3w-4w-5w
Organization: International Aid Transparency Initiative
Democratic People's Republic of Korea - Current IATI Aid Activities

List of active aid activities shared via the International Aid Transparency Initiative (IATI). Includes both humanitarian and development activities. More information on each activity (including financial data) is available from [http://www.d-portal.org](http://www.d-portal.org)

Tags: funding, who is doing what and where-3w-4w-5w
Organization: International Aid Transparency Initiative
Iran (Islamic Republic of) - Current IATI Aid Activities

List of active aid activities shared via the International Aid Transparency Initiative (IATI). Includes both humanitarian and development activities. More information on each activity (including financial data) is available from [http://www.d-portal.org](http://www.d-portal.org)

Tags: funding, who is doing what and where-3w-4w-5w
Organization: International Aid Transparency Initiative
China, Hong Kong Special Administrative Region - Current IATI Aid Activities

List of active aid activities shared via the International Aid Transparency Initiative (IATI). Includes both humanitarian and development activities. More information on each activity (including financial data) is available from [http://www.d-portal.org](http://www.d-portal.org)

Tags: funding, who is doing what and where-3w-4w-5w
Organization: International Aid Transparency Initiative
Heard Island and McDonald Islands - Current IATI Aid Activities

List of active aid activities shared via the International Aid Transparency Initiative (IATI). Includes both humanitarian and development activities. More information on each activity (including financial data) is available from [http://www.d-portal.org](http://www.d-portal.org)

Tags: funding, who is doing what and where-3w-4w-5w
Organization: International Aid Transparency Initiative
Guinea-Bissau - Current IATI Aid Activities

List of active aid activities shared via the International Aid Transparency Initiative (IATI). Includes both humanitarian and development activities. More information on each activity (including financial data) is available from [http://www.d-portal.org](http://www.d-portal.org)

Tags: funding, who is doing what and where-3w-4w-5w
Organization: International Aid Transparency Initiative
Guadeloupe - Current IATI Aid Activities

List of active aid activities shared via the International Aid Transparency Initiative (IATI). Includes both humanitarian and development activities. More information on each activity (including financial data) is available from [http://www.d-portal.org](http://www.d-portal.org)

Tags: funding, who is doing what and where-3w-4w-5w
Organization: International Aid Transparency Initiative
Falkland Islands (Malvinas) - Current IATI Aid Activities

List of active aid activities shared via the International Aid Transparency Initiative (IATI). Includes both humanitarian and development activities. More information on each activity (including financial data) is available from [http://www.d-portal.org](http://www.d-portal.org)

Tags: funding, who is doing what and where-3w-4w-5w
Organization: International Aid Transparency Initiative
Djibouti - Current IATI Aid Activities

List of active aid activities shared via the International Aid Transparency Initiative (IATI). Includes both humanitarian and development activities. More information on each activity (including financial data) is available from [http://www.d-portal.org](http://www.d-portal.org)

Tags: funding, who is doing what and where-3w-4w-5w
Organization: International Aid Transparency Initiative
Curaçao - Current IATI Aid Activities

List of active aid activities shared via the International Aid Transparency Initiative (IATI). Includes both humanitarian and development activities. More information on each activity (including financial data) is available from [http://www.d-portal.org](http://www.d-portal.org)

Tags: funding, who is doing what and where-3w-4w-5w
Organization: International Aid Transparency Initiative
Côte d'Ivoire - Current IATI Aid Activities

List of active aid activities shared via the International Aid Transparency Initiative (IATI). Includes both humanitarian and development activities. More information on each activity (including financial data) is available from [http://www.d-portal.org](http://www.d-portal.org)

Tags: funding, who is doing what and where-3w-4w-5w
Organization: International Aid Transparency Initiative
Democratic Republic of the Congo - Current IATI Aid Activities

List of active aid activities shared via the International Aid Transparency Initiative (IATI). Includes both humanitarian and development activities. More information on each activity (including financial data) is available from [http://www.d-portal.org](http://www.d-portal.org)

Tags: funding, who is doing what and where-3w-4w-5w
Organization: International Aid Transparency Initiative
Burkina Faso - Current IATI Aid Activities

List of active aid activities shared via the International Aid Transparency Initiative (IATI). Includes both humanitarian and development activities. More information on each activity (including financial data) is available from [http://www.d-portal.org](http://www.d-portal.org)

Tags: funding, who is doing what and where-3w-4w-5w
Organization: International Aid Transparency Initiative
Brunei Darussalam - Current IATI Aid Activities

List of active aid activities shared via the International Aid Transparency Initiative (IATI). Includes both humanitarian and development activities. More information on each activity (including financial data) is available from [http://www.d-portal.org](http://www.d-portal.org)

Tags: funding, who is doing what and where-3w-4w-5w
Organization: International Aid Transparency Initiative
Slovakia - Multi-Sector Needs Assessment (MSNA) - 2023

The 2023 Multi-Sector Needs Assessment (MSNA) in Slovakia presents findings from a regional interagency multi-sectoral assessment conducted with Ukrainian refugees in Slovakia from July to August 2023. The assessment, carried out by SHC and IOM, aimed to capture the needs of and access to basic services for refugees, identify service gaps, and understand refugees' priorities for the coming year to inform response planning. Using a structured questionnaire, the assessment surveyed purposively selected households of refugees from Ukraine, stratified by geographic area and accommodation type. Key topics included health, protection, food security, education, livelihoods, gender-based violence, mental health, cash assistance, and legal needs. As a key source of information for response planning, the 2023 MSNA provides insights into the experiences and priority needs of Ukrainian refugees in Slovakia.

Tags: cash voucher assistance-cva, education, food security, gender-based violence-gbv, health, livelihoods, mental health, needs assessment, protection
Organization: UNHCR - The UN Refugee Agency
Republic of Moldova - Multi-Sector Needs Assessment (MSNA) - 2023

The 2023 Multi-Sector Needs Assessment (MSNA) in Moldova evaluated the profiles and urgent needs of Ukrainian refugee households. Conducted as part of a regional Ukraine Situation response and used to inform the 2024 Regional Refugee Response Plan, the MSNA employed a non-probability, purposive sample of 850 respondents. The sampling was stratified by region (North, Centre, Chisinau, and South) and excluded settlements with fewer than 15 households. While the data is not statistically representative, regional weighting was applied to improve the accuracy of aggregated results. The data collection, training, and analysis were coordinated by external partner Impact-REACH from August 14 to September 10, 2023. The findings provide indicative insights into refugee needs, particularly in areas along the border with Ukraine, and guide refugee response efforts in Moldova.

Tags: cash voucher assistance-cva, education, food security, gender-based violence-gbv, health, livelihoods, mental health, needs assessment, protection
Organization: UNHCR - The UN Refugee Agency
Poland - Multi-Sector Needs Assessment (MSNA) - 2023

A multi-sectoral needs assessment was conducted in Poland between July 13, 2023 and August 25, 2023, surveying 5,645 households comprising 13,421 individuals. The assessment aimed to capture the needs of refugees in Poland, understand their level of access to basic services, how their needs are currently being met, gaps in services, and priorities for the refugee response in the coming year. Key findings will inform the 2024 Regional Refugee Response Plan for Poland, providing critical data on priorities and funding requirements to support refugees. With 5,645 households surveyed across multiple sectors, the assessment provides a robust evidence base to shape a more effective, responsive refugee program in Poland.

Tags: cash voucher assistance-cva, education, food security, gender-based violence-gbv, health, livelihoods, mental health, needs assessment, protection
Organization: UNHCR - The UN Refugee Agency