AndreaBozzo/ceres-open-data-index huggingface dataset:
Zimbabwe - Environment

Contains data from the World Bank's [data portal](http://data.worldbank.org/). There is also a [consolidated country dataset](https://data.humdata.org/dataset/world-bank-combined-indicators-for-zimbabwe) on HDX.

Natural and man-made environmental resources – fresh water, clean air, forests, grasslands, marine resources, and agro-ecosystems – provide sustenance and a foundation for social and economic development.  The need to safeguard these resources crosses all borders.  Today, the World Bank is one of the key promoters and financiers of environmental upgrading in the developing world. Data here cover forests, biodiversity, emissions, and pollution. Other indicators relevant to the environment are found under data pages for Agriculture & Rural Development, Energy & Mining, Infrastructure, and Urban Development.

Tags: environment, indicators
Organization: World Bank Group
South Africa - Financial Sector

Contains data from the World Bank's [data portal](http://data.worldbank.org/). There is also a [consolidated country dataset](https://data.humdata.org/dataset/world-bank-combined-indicators-for-south-africa) on HDX.

An economy's financial markets are critical to its overall development. Banking systems and stock markets enhance growth, the main factor in poverty reduction. Strong financial systems provide reliable and accessible information that lowers transaction costs, which in turn bolsters resource allocation and economic growth. Indicators here include the size and liquidity of stock markets; the accessibility, stability, and efficiency of financial systems; and international migration and workers\ remittances, which affect growth and social welfare in both sending and receiving countries.

Tags: economics, indicators
Organization: World Bank Group
South Africa - Environment

Contains data from the World Bank's [data portal](http://data.worldbank.org/). There is also a [consolidated country dataset](https://data.humdata.org/dataset/world-bank-combined-indicators-for-south-africa) on HDX.

Natural and man-made environmental resources – fresh water, clean air, forests, grasslands, marine resources, and agro-ecosystems – provide sustenance and a foundation for social and economic development.  The need to safeguard these resources crosses all borders.  Today, the World Bank is one of the key promoters and financiers of environmental upgrading in the developing world. Data here cover forests, biodiversity, emissions, and pollution. Other indicators relevant to the environment are found under data pages for Agriculture & Rural Development, Energy & Mining, Infrastructure, and Urban Development.

Tags: environment, indicators
Organization: World Bank Group
South Africa - Energy and Mining

Contains data from the World Bank's [data portal](http://data.worldbank.org/). There is also a [consolidated country dataset](https://data.humdata.org/dataset/world-bank-combined-indicators-for-south-africa) on HDX.

The world economy needs ever-increasing amounts of energy to sustain economic growth, raise living standards, and reduce poverty. But today's trends in energy use are not sustainable. As the world's population grows and economies become more industrialized, nonrenewable energy sources will become scarcer and more costly. Data here on energy production, use, dependency, and efficiency are compiled by the World Bank from the International Energy Agency and the Carbon Dioxide Information Analysis Center.

Tags: development, energy, indicators
Organization: World Bank Group
South Africa - Education

Contains data from the World Bank's [data portal](http://data.worldbank.org/). There is also a [consolidated country dataset](https://data.humdata.org/dataset/world-bank-combined-indicators-for-south-africa) on HDX.

Education is one of the most powerful instruments for reducing poverty and inequality and lays a foundation for sustained economic growth. The World Bank compiles data on education inputs, participation, efficiency, and outcomes. Data on education are compiled by the United Nations Educational, Scientific, and Cultural Organization (UNESCO) Institute for Statistics from official responses to surveys and from reports provided by education authorities in each country.

Tags: education, indicators
Organization: World Bank Group
South Africa - Economy and Growth

Contains data from the World Bank's [data portal](http://data.worldbank.org/). There is also a [consolidated country dataset](https://data.humdata.org/dataset/world-bank-combined-indicators-for-south-africa) on HDX.

Economic growth is central to economic development. When national income grows, real people benefit. While there is no known formula for stimulating economic growth, data can help policy-makers better understand their countries' economic situations and guide any work toward improvement. Data here covers measures of economic growth, such as gross domestic product (GDP) and gross national income (GNI). It also includes indicators representing factors known to be relevant to economic growth, such as capital stock, employment, investment, savings, consumption, government spending, imports, and exports.

Tags: economics, indicators
Organization: World Bank Group
South Africa - Aid Effectiveness

Contains data from the World Bank's [data portal](http://data.worldbank.org/). There is also a [consolidated country dataset](https://data.humdata.org/dataset/world-bank-combined-indicators-for-south-africa) on HDX.

Aid effectiveness is the impact that aid has in reducing poverty and inequality, increasing growth, building capacity, and accelerating achievement of the Millennium Development Goals set by the international community. Indicators here cover aid received as well as progress in reducing poverty and improving education, health, and other measures of human welfare.

Tags: aid effectiveness, indicators
Organization: World Bank Group
South Africa - Agriculture and Rural Development

Contains data from the World Bank's [data portal](http://data.worldbank.org/). There is also a [consolidated country dataset](https://data.humdata.org/dataset/world-bank-combined-indicators-for-south-africa) on HDX.

For the 70 percent of the world's poor who live in rural areas, agriculture is the main source of income and employment. But depletion and degradation of land and water pose serious challenges to producing enough food and other agricultural products to sustain livelihoods here and meet the needs of urban populations. Data presented here include measures of agricultural inputs, outputs, and productivity compiled by the UN's Food and Agriculture Organization.

Tags: agriculture-livestock, development, indicators
Organization: World Bank Group
Yemen, Rep. - Economic, Social, Environmental, Health, Education, Development and Energy

Contains data from the World Bank's [data portal](http://data.worldbank.org/) covering the following topics which also exist as individual datasets on HDX: [Agriculture and Rural Development](https://data.humdata.org/dataset/world-bank-agriculture-and-rural-development-indicators-for-yemen-rep), [Aid Effectiveness](https://data.humdata.org/dataset/world-bank-aid-effectiveness-indicators-for-yemen-rep), [Economy and Growth](https://data.humdata.org/dataset/world-bank-economy-and-growth-indicators-for-yemen-rep), [Education](https://data.humdata.org/dataset/world-bank-education-indicators-for-yemen-rep), [Energy and Mining](https://data.humdata.org/dataset/world-bank-energy-and-mining-indicators-for-yemen-rep), [Environment](https://data.humdata.org/dataset/world-bank-environment-indicators-for-yemen-rep), [Financial Sector](https://data.humdata.org/dataset/world-bank-financial-sector-indicators-for-yemen-rep), [Health](https://data.humdata.org/dataset/world-bank-health-indicators-for-yemen-rep), [Infrastructure](https://data.humdata.org/dataset/world-bank-infrastructure-indicators-for-yemen-rep), [Social Protection and Labor](https://data.humdata.org/dataset/world-bank-social-protection-and-labor-indicators-for-yemen-rep), [Poverty](https://data.humdata.org/dataset/world-bank-poverty-indicators-for-yemen-rep), [Private Sector](https://data.humdata.org/dataset/world-bank-private-sector-indicators-for-yemen-rep), [Public Sector](https://data.humdata.org/dataset/world-bank-public-sector-indicators-for-yemen-rep), [Science and Technology](https://data.humdata.org/dataset/world-bank-science-and-technology-indicators-for-yemen-rep), [Social Development](https://data.humdata.org/dataset/world-bank-social-development-indicators-for-yemen-rep), [Urban Development](https://data.humdata.org/dataset/world-bank-urban-development-indicators-for-yemen-rep), [Gender](https://data.humdata.org/dataset/world-bank-gender-indicators-for-yemen-rep), [Climate Change](https://data.humdata.org/dataset/world-bank-climate-change-indicators-for-yemen-rep), [External Debt](https://data.humdata.org/dataset/world-bank-external-debt-indicators-for-yemen-rep), [Trade](https://data.humdata.org/dataset/world-bank-trade-indicators-for-yemen-rep).

Tags: agriculture-livestock, aid effectiveness, climate-weather, development, economics, education, energy, environment, facilities-infrastructure, gender, health, indicators, poverty, socioeconomics, trade
Organization: World Bank Group
Yemen, Rep. - Trade

Contains data from the World Bank's [data portal](http://data.worldbank.org/). There is also a [consolidated country dataset](https://data.humdata.org/dataset/world-bank-combined-indicators-for-yemen-rep) on HDX.

Trade is a key means to fight poverty and achieve the Millennium Development Goals, specifically by improving developing country access to markets, and supporting a rules based, predictable trading system. In cooperation with other international development partners, the World Bank launched the Transparency in Trade Initiative to provide free and easy access to data on country-specific trade policies.

Tags: indicators, trade
Organization: World Bank Group
Antigua and Barbuda: Copernicus Vegetation Index Anomaly (FAPAR Anomaly)

Fraction of Absorbed Photosynthetically Active Radiation (FAPAR) is a biophysical dimensionless quantity (its values range from 0/no absorption to 1/total absorption) used to assess the greenness and health of vegetation. FAPAR anomalies can be used as an indicator to detect and monitor the impacts of agricultural drought on the growth and productivity of vegetation.  
  
The data is presented in 10-day time composite of the Visible Infrared Imaging Radiometer Suite (VIIRS).

Tags: drought, environment
Organization: Copernicus
Yemen, Rep. - External Debt

Contains data from the World Bank's [data portal](http://data.worldbank.org/). There is also a [consolidated country dataset](https://data.humdata.org/dataset/world-bank-combined-indicators-for-yemen-rep) on HDX.

Debt statistics provide a detailed picture of debt stocks and flows of developing countries. Data presented as part of the Quarterly External Debt Statistics takes a closer look at the external debt of high-income countries and emerging markets to enable a more complete understanding of global financial flows. The Quarterly Public Sector Debt database provides further data on public sector valuation methods, debt instruments, and clearly defined tiers of debt for central, state and local government, as well as extra-budgetary agencies and funds. Data are gathered from national statistical organizations and central banks as well as by various major multilateral institutions and World Bank staff.

Tags: economics, indicators
Organization: World Bank Group
Yemen, Rep. - Climate Change

Contains data from the World Bank's [data portal](http://data.worldbank.org/). There is also a [consolidated country dataset](https://data.humdata.org/dataset/world-bank-combined-indicators-for-yemen-rep) on HDX.

Climate change is expected to hit developing countries the hardest. Its effects—higher temperatures, changes in precipitation patterns, rising sea levels, and more frequent weather-related disasters—pose risks for agriculture, food, and water supplies. At stake are recent gains in the fight against poverty, hunger and disease, and the lives and livelihoods of billions of people in developing countries. Addressing climate change requires unprecedented global cooperation across borders. The World Bank Group is helping support developing countries and contributing to a global solution, while tailoring our approach to the differing needs of developing country partners.  Data here cover climate systems, exposure to climate impacts, resilience, greenhouse gas emissions, and energy use.  Other indicators relevant to climate change are found under other data pages, particularly Environment, Agriculture & Rural Development, Energy & Mining, Health, Infrastructure, Poverty, and Urban Development.

Tags: climate-weather, indicators
Organization: World Bank Group
Yemen, Rep. - Gender

Contains data from the World Bank's [data portal](http://data.worldbank.org/). There is also a [consolidated country dataset](https://data.humdata.org/dataset/world-bank-combined-indicators-for-yemen-rep) on HDX.

Gender equality is a core development objective in its own right. It is also smart development policy and sound business practice. It is integral to economic growth, business growth and good development outcomes. Gender equality can boost productivity, enhance prospects for the next generation, build resilience, and make institutions more representative and effective.  In December 2015, the World Bank Group Board discussed our new Gender Equality Strategy 2016-2023, which aims to address persistent gaps and proposed a sharpened focus on more and better gender data. The Bank Group is continually scaling up commitments and expanding partnerships to fill significant gaps in gender data. The database hosts the latest sex-disaggregated data and gender statistics covering demography, education, health, access to economic opportunities, public life and decision-making, and agency.

Tags: gender, indicators
Organization: World Bank Group
Yemen, Rep. - Urban Development

Contains data from the World Bank's [data portal](http://data.worldbank.org/). There is also a [consolidated country dataset](https://data.humdata.org/dataset/world-bank-combined-indicators-for-yemen-rep) on HDX.

Cities can be tremendously efficient. It is easier to provide water and sanitation to people living closer together, while access to health, education, and other social and cultural services is also much more readily available. However, as cities grow, the cost of meeting basic needs increases, as does the strain on the environment and natural resources. Data on urbanization, traffic and congestion, and air pollution are from the United Nations Population Division, World Health Organization, International Road Federation, World Resources Institute, and other sources.

Tags: development, indicators
Organization: World Bank Group
Yemen, Rep. - Social Development

Contains data from the World Bank's [data portal](http://data.worldbank.org/). There is also a [consolidated country dataset](https://data.humdata.org/dataset/world-bank-combined-indicators-for-yemen-rep) on HDX.

Data here cover child labor, gender issues, refugees, and asylum seekers. Children in many countries work long hours, often combining studying with work for pay. The data on their paid work are from household surveys conducted by the International Labour Organization (ILO), the United Nations Children's Fund (UNICEF), the World Bank, and national statistical offices. Gender disparities are measured using a compilation of data on key topics such as education, health, labor force participation, and political participation.  Data on refugees are from the United Nations High Commissioner for Refugees complemented by statistics on Palestinian refugees under the mandate of the United Nations Relief and Works Agency.

Tags: development, indicators
Organization: World Bank Group
Iran (Islamic Republic of) - VIEWS conflict forecasts

The Violence & Impacts Early-Warning System (VIEWS) is an award-winning conflict prediction system that generates monthly forecasts for violent conflicts across the world up to three years in advance. It is supported by the iterative research and development activities undertaken by the VIEWS consortium.

Tags: conflict-violence, crisis-greater-middle-east, fatalities, forecasting, hxl
Organization: Violence & Impacts Early-Warning System
DRC Displacement  - Countrywide Monitoring - Baseline Assessment [IOM DTM]

The Democratic Republic of the Congo (DRC) has a complex internal displacement situation with a diverse set of drivers and impacts. In the country’s eastern provinces, armed conflict and insecurity have long been the primary drivers of the large-scale protracted displacement that the region experiences. This has been compounded, since mid-2022, by a resurgence in armed group activity in the provinces of North Kivu and Ituri leading to internal unrest, regional instability, and widespread acute displacement.
On top of the large-scale humanitarian crisis in the east of the country, other regions of the DRC have experienced conflict, insecurity, and disasters such as floods and landslides. A complete understanding of the displacement situation across the entire DRC is vital to inform both near-term humanitarian assistance, as well as engaging a wider array of stakeholders involved in long-term programming. The Displacement Tracking Matrix (DTM) is IOM’s system for collecting and analysing primary data concerning population movement and has been deployed over 90 humanitarian operations globally. DTM has conducted large-scale population mobility monitoring in the country’s eastern part since 2018. 

Tags: baseline population, conflict-violence, hxl, internally displaced persons-idp, natural disasters
Organization: International Organization for Migration (IOM)
Syrian Arab Republic Displacement Data [IOM DTM]

The Displacement Tracking Matrix (DTM) is a suite of methodological tools designed to track and monitor mobility. Leveraging its formal Humanitarian Needs Assessment Programme (HNAP) experience, DTM Syria was activated on 1 February 2025 to collect primary data.

Following the rapid power shift in Damascus on 8 December 2024, Syria is undergoing a pivotal transformation, reshaping its humanitarian, political, and recovery landscape. This change has intensified population movements, exacerbating the complexities of displacement and return patterns.

Tags: displacement, hxl, internally displaced persons-idp, populated places-settlements, population, returnees
Organization: International Organization for Migration (IOM)
DRC Displacement - [IDPs/Returnees] - NORTH & SOUTH KIVU / Rapid Displacement Analysis (EET) - (IOM DTM)

The dataset contains numbers of internally displaced individuals and returnees at admin 2 level (Territories) in North Kivu province.
Since November 2021, attacks by the former rebel group M 23 have resumed and increased against the congolese armed forces (FARDC) in the east of the DRC. These clashes have further intensified since March 2022, due to which the M23 seized in June 2022 the town of Bunagana located on the border with Uganda, as well as other neighboring localities in the regions of Jomba, Bweza, Kisigari and Busanza in Rutshuru territory. At the end of October 2022, the M23 extended their hold after several offensives, expanding their control over the entire Bwisha chiefdom including the territorial capital and the town of Kiwanja, with alleged plans to extend over the entire territory

Tags: affected population, baseline population, conflict-violence, displacement, gender and age disaggregated data-gadd, hxl, internally displaced persons-idp, returnees
Organization: International Organization for Migration (IOM)
Zimbabwe: Copernicus Vegetation Index Anomaly (FAPAR Anomaly)

Fraction of Absorbed Photosynthetically Active Radiation (FAPAR) is a biophysical dimensionless quantity (its values range from 0/no absorption to 1/total absorption) used to assess the greenness and health of vegetation. FAPAR anomalies can be used as an indicator to detect and monitor the impacts of agricultural drought on the growth and productivity of vegetation.  
  
The data is presented in 10-day time composite of the Visible Infrared Imaging Radiometer Suite (VIIRS).

Tags: drought, environment
Organization: Copernicus
Zambia: Copernicus Vegetation Index Anomaly (FAPAR Anomaly)

Fraction of Absorbed Photosynthetically Active Radiation (FAPAR) is a biophysical dimensionless quantity (its values range from 0/no absorption to 1/total absorption) used to assess the greenness and health of vegetation. FAPAR anomalies can be used as an indicator to detect and monitor the impacts of agricultural drought on the growth and productivity of vegetation.  
  
The data is presented in 10-day time composite of the Visible Infrared Imaging Radiometer Suite (VIIRS).

Tags: drought, environment
Organization: Copernicus
South Africa: Copernicus Vegetation Index Anomaly (FAPAR Anomaly)

Fraction of Absorbed Photosynthetically Active Radiation (FAPAR) is a biophysical dimensionless quantity (its values range from 0/no absorption to 1/total absorption) used to assess the greenness and health of vegetation. FAPAR anomalies can be used as an indicator to detect and monitor the impacts of agricultural drought on the growth and productivity of vegetation.  
  
The data is presented in 10-day time composite of the Visible Infrared Imaging Radiometer Suite (VIIRS).

Tags: drought, environment
Organization: Copernicus
Yemen: Copernicus Vegetation Index Anomaly (FAPAR Anomaly)

Fraction of Absorbed Photosynthetically Active Radiation (FAPAR) is a biophysical dimensionless quantity (its values range from 0/no absorption to 1/total absorption) used to assess the greenness and health of vegetation. FAPAR anomalies can be used as an indicator to detect and monitor the impacts of agricultural drought on the growth and productivity of vegetation.  
  
The data is presented in 10-day time composite of the Visible Infrared Imaging Radiometer Suite (VIIRS).

Tags: drought, environment
Organization: Copernicus
Samoa: Copernicus Vegetation Index Anomaly (FAPAR Anomaly)

Fraction of Absorbed Photosynthetically Active Radiation (FAPAR) is a biophysical dimensionless quantity (its values range from 0/no absorption to 1/total absorption) used to assess the greenness and health of vegetation. FAPAR anomalies can be used as an indicator to detect and monitor the impacts of agricultural drought on the growth and productivity of vegetation.  
  
The data is presented in 10-day time composite of the Visible Infrared Imaging Radiometer Suite (VIIRS).

Tags: drought, environment
Organization: Copernicus
Vanuatu: Copernicus Vegetation Index Anomaly (FAPAR Anomaly)

Fraction of Absorbed Photosynthetically Active Radiation (FAPAR) is a biophysical dimensionless quantity (its values range from 0/no absorption to 1/total absorption) used to assess the greenness and health of vegetation. FAPAR anomalies can be used as an indicator to detect and monitor the impacts of agricultural drought on the growth and productivity of vegetation.  
  
The data is presented in 10-day time composite of the Visible Infrared Imaging Radiometer Suite (VIIRS).

Tags: drought, environment
Organization: Copernicus
Viet Nam: Copernicus Vegetation Index Anomaly (FAPAR Anomaly)

Fraction of Absorbed Photosynthetically Active Radiation (FAPAR) is a biophysical dimensionless quantity (its values range from 0/no absorption to 1/total absorption) used to assess the greenness and health of vegetation. FAPAR anomalies can be used as an indicator to detect and monitor the impacts of agricultural drought on the growth and productivity of vegetation.  
  
The data is presented in 10-day time composite of the Visible Infrared Imaging Radiometer Suite (VIIRS).

Tags: drought, environment
Organization: Copernicus