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  • 500+ Downloads
    Time Period of the Dataset [?]: November 09, 2022-December 31, 2024 ... More
    Modified [?]: 26 April 2024
    Dataset Added on HDX [?]: 9 November 2022
    This dataset updates: Every year
    The full dataset of the RMRP 2023-24, including activities, partners, population projections, people in need, target and reached estimates disaggregated by age and gender, and population type at Admin 1 level. More info on the R4V website: https://www.r4v.info/en/data
  • Time Period of the Dataset [?]: August 18, 2015-March 05, 2024 ... More
    Modified [?]: 12 April 2024
    Dataset Added on HDX [?]: 12 April 2024
    This dataset updates: Every year
    This dataset contains administrative polygons grouped by country (admin-0) with the following subdivisions according to Who's On First placetypes: - macroregion (admin-1 including region) - region (admin-2 including state, province, department, governorate) - macrocounty (admin-3 including arrondissement) - county (admin-4 including prefecture, sub-prefecture, regency, canton, commune) - localadmin (admin-5 including municipality, local government area, unitary authority, commune, suburb) The dataset also contains human settlement points and polygons for: - localities (city, town, and village) - neighbourhoods (borough, macrohood, neighbourhood, microhood) The dataset covers activities carried out by Who's On First (WOF) since 2015. Global administrative boundaries and human settlements are aggregated and standardized from hundreds of sources and available with an open CC-BY license. Who's On First data is updated on an as-need basis for individual places with annual sprints focused on improving specific countries or placetypes. Please refer to the README.md file for complete data source metadata. Refer to our blog post for explanation of field names. Data corrections can be proposed using Write Field, an web app for making quick data edits. You’ll need a Github.com account to login and propose edits, which are then reviewed by the Who's On First community using the Github pull request process. Approved changes are available for download within 24-hours. Please contact WOF admin about bulk edits.
  • Time Period of the Dataset [?]: January 01, 2022-December 31, 2022 ... More
    Modified [?]: 22 March 2024
    Dataset Added on HDX [?]: 24 March 2024
    This dataset updates: Never
    The UNHCR Livelihoods Monitoring Framework takes a program-based approach to monitoring, with the aim of tracking both outputs and the impact of UNHCR dollars spent on programming (either via partners or through direct implementation). The process for developing the indicators began in 2015 with a review of existing tools and approaches. Consultations were held with governments, the private sector, field-based staff and civil society partners to devise a set of common, standardized measures rooted in global good practices. Since 2017, a data collection (survey) has been rolled out globally, and the participating operations conducted a household surveys to a sample of beneficiaries of each livelihoods project implemented by UNHCR and its partner. The dataset consists of baseline and endline data from the same sample beneficiaries, in order to compare before and after the project implementation and thus to measure the impact. More info is available on the official website: https://lis.unhcr.org
  • 27000+ Downloads
    Time Period of the Dataset [?]: October 13, 2021-October 13, 2021 ... More
    Modified [?]: 15 March 2024
    Dataset Added on HDX [?]: 2 June 2020
    This dataset updates: As needed
    We use an anonymized snapshot of all active Facebook users and their friendship networks to measure the intensity of connectedness between locations. The Social Connectedness Index (SCI) is a measure of the social connectedness between different geographies. Specifically, it measures the relative probability that two individuals across two locations are friends with each other on Facebook. Details on the underlying data and the construction of the index are provided in the “Facebook Social Connectedness Index - Data Notes.pdf” file. Please also see https://dataforgood.facebook.com/ as well as the associated research paper “Social Connectedness: Measurement, Determinants and Effects,” published in the Journal of Economic Perspectives (https://www.aeaweb.org/articles?id=10.1257/jep.32.3.259). Region identifiers are taken from GADM v2.8 https://gadm.org/download_country_v2.html. Future versions will update IDs to be compatible with the newest GADM version.
  • 100+ Downloads
    Time Period of the Dataset [?]: December 01, 2023-December 31, 2024 ... More
    Modified [?]: 23 February 2024
    Dataset Added on HDX [?]: 6 December 2023
    This dataset updates: Every year
    Full dataset of the RMRP 2024 Update, including activities, partners, population projections, people in need, and target estimates disaggregated by age and gender, population type at Admin 1 level. More info on the R4V website: https://www.r4v.info/en/data
  • 300+ Downloads
    Time Period of the Dataset [?]: June 10, 2010-February 07, 2024 ... More
    Modified [?]: 8 February 2024
    Dataset Added on HDX [?]: 20 June 2019
    This dataset updates: Every three months
    This dataset is part of the data series [?]: Global Healthsites Mapping Project - Healthsites
    This dataset shows the list of operating health facilities. Attributes included: Name,Nature of Facility, Activities, Lat, Long
  • 10+ Downloads
    Time Period of the Dataset [?]: June 28, 2022-June 08, 2023 ... More
    Modified [?]: 14 November 2023
    Dataset Added on HDX [?]: 20 August 2023
    This dataset updates: Never
    This dataset is part of the data series [?]: UNHCR - Protection Monitoring
    Darien is Panama’s largest and poorest province. Bordering Colombia, the province hosts a 60-mile-deep jungle, the only breaking point of the Pan-American Highway, linking the continent from south to north. Darien is a transit location for thousands of refugees and migrants, most of them coming from Haiti, Venezuela, Cuba, and African and South Asian nations. According to official statistics of the Panamanian National Migration Service (SNM), from 2010 to 2020 some 120,000 people crossed through this area. In 2021 and 2022, Panama faced an unprecedented mixed movement crisis, with nearly 400,000 people making this perilous journey through the jungle. In 2022, a total of 248,284 people entered the country irregularly through Darien. Before they arrived at the Darien jungle, many of these refugees and migrants had previously crossed multiple countries often through unofficial border crossings, resulting in increased protection risks. These vulnerabilities were further exacerbated, during their journey through the jungle, by many risks and incidents which include, but are not limited to, thefts, physical and sexual attacks, murder, and extortion. Many of these refugees and migrants were also undocumented, limiting their access to basic services. Due to protection concerns, in July 2022, UNHCR started collecting monthly information on the characteristics, vulnerabilities, and protection needs of refugees and migrants entering Panama through the Darien jungle.
  • 20+ Downloads
    Time Period of the Dataset [?]: July 10, 2023-November 01, 2023 ... More
    Modified [?]: 31 October 2023
    Dataset Added on HDX [?]: 30 June 2022
    This dataset updates: As needed
    This dataset is part of the data series [?]: Kontur - Population Density for 400m H3 Hexagons
    Panama population density for 400m H3 hexagons. Built from Kontur Population: Global Population Density for 400m H3 Hexagons Vector H3 hexagons with population counts at 400m resolution. Fixed up fusion of GHSL, Facebook, Microsoft Buildings, Copernicus Global Land Service Land Cover, Land Information New Zealand, and OpenStreetMap data.
  • 100+ Downloads
    Time Period of the Dataset [?]: May 01, 2023-July 31, 2023 ... More
    Modified [?]: 13 September 2023
    Dataset Added on HDX [?]: 12 September 2023
    This dataset updates: Every year
    The Regional Inter-Agency Coordination Platform for Refugees and Migrants from Venezuela (R4V) issued the Refugee and Migrant Needs Analysis (RMNA) for 2023 to provide insights into the situation and varied challenges that refugees and migrants – both in-destination and in-transit – as well as their affected host communities face. The RMNA draws upon an extensive range of sources, with special emphasis on the inter-agency joint needs assessments (JNA) conducted by R4V partners in various countries.
  • 20+ Downloads
    Time Period of the Dataset [?]: April 07, 2022-April 07, 2022 ... More
    Modified [?]: 10 July 2023
    Dataset Added on HDX [?]: 14 April 2022
    This dataset updates: As needed
    This dataset is part of the data series [?]: Kontur - Administrative Division with Aggregated Population
    Panama administrative division with aggregated population. Built from Kontur Population: Global Population Density for 400m H3 Hexagons on top of OpenStreetMap administrative boundaries data. Enriched with HASC codes for regions taken from Wikidata. Global version of boundaries dataset: Kontur Boundaries: Global administrative division with aggregated population
  • COD+ 900+ Downloads
    Time Period of the Dataset [?]: January 01, 2022-December 31, 2022 ... More
    Modified [?]: 30 June 2023
    Dataset Added on HDX [?]: 15 June 2020
    This dataset updates: Every year
    This dataset is part of the data series [?]: COD - Subnational Population Statistics
    Panama administrative level 0-1 sex and age disaggregated 2021 projected population statistics Reference year: 2022 These tables are suitable for GIS or database linkage to the Panama - Subnational Administrative Boundaries.
  • 700+ Downloads
    Time Period of the Dataset [?]: January 01, 2022-December 31, 2022 ... More
    Modified [?]: 5 May 2023
    Dataset Added on HDX [?]: 30 November 2021
    This dataset updates: Never
    Full dataset of the RMRP 2022, Activities, Partners, People in Need, Population projections 2022, target with full age gender breakdown, population type at Admin 1 level. Official R4V data page: https://www.r4v.info/en/data More info on the Activity Explorer https://bit.ly/activityexplorer2022 and RMRP Insight 2022 https://bit.ly/insight2022
  • COD+ 3400+ Downloads
    Time Period of the Dataset [?]: June 15, 2020-August 14, 2024 ... More
    Modified [?]: 4 April 2023
    Dataset Added on HDX [?]: 11 October 2017
    This dataset updates: Every year
    This dataset is part of the data series [?]: COD - Subnational Administrative Boundaries
    Panama administrative level 0 (country), 1 (province or indigenous territory, provincia o comarca comarca indígena), 2 (district or indigenous territory, distrito o comarca indígena), or 3 (municpiality, corregimiento) boundaries. 21 July 2020 update: Feature correction (see caveats). P-coding according to new COD-PS. These boundaries are suitable for GIS or database linkage to the Panama - Subnational Population Statistics tables.
  • 16000+ Downloads
    Time Period of the Dataset [?]: September 01, 2016-August 14, 2024 ... More
    Modified [?]: 24 March 2023
    Dataset Added on HDX [?]: 19 March 2019
    This dataset updates: Every three months
    More than 200 million businesses use Facebook globally. The goal of Meta’s quarterly Small Business Surveys is to learn about the unique perspectives, challenges and opportunities of small and medium-sized businesses (SMBs). The Future of Business (FoB) Survey is conducted biannually in partnership with the World Bank and the Organisation for Economic Cooperation and Development (OECD) across nearly 100 countries. The target population consists of SMEs that have an active Facebook Business Page and include both newer and longer-standing businesses, spanning across a variety of sectors. Meta also conducts the Global State of Small Business (GSoSB) Survey bi-annually in partnership with various academic partners across approximately 30 countries. Similarly to the FoB Survey, the target population is active Facebook Page Administrators, but also includes the general population of Facebook users. Survey questions for all surveys cover a range of topics depending on the survey wave such as business characteristics, challenges, financials and strategy in addition to custom modules related to regulation, gender inequity, access to finance, digital technologies, reduction in revenues, business closures, international trade, inflation, reduction of employees and challenges/needs of the business. Aggregated country level data for each survey wave is available to the public on HDX and controlled access microdata is available to Data for Good at Meta partners. Please visit https://dataforgood.facebook.com/dfg/tools/future-of-business-survey to apply for access to microdata or contact dataforgood@fb.com for any questions.
  • 100+ Downloads
    Time Period of the Dataset [?]: October 01, 2022-August 14, 2024 ... More
    Modified [?]: 9 January 2023
    Dataset Added on HDX [?]: 9 January 2023
    This dataset updates: Every year
    Full dataset of the 2022 Refugee and Migrant Needs Analysis (RMNA), including total population and people in need estimates disaggregated by age and gender, and Admin-1 level. More info on the RMNA microsite: https://rmrp.r4v.info/rmna/
  • 400+ Downloads
    Time Period of the Dataset [?]: February 08, 2021-August 14, 2024 ... More
    Modified [?]: 29 December 2022
    Dataset Added on HDX [?]: 25 January 2021
    This dataset updates: Live
    Number of children 6-59 months admitted for TREATMENT OF SEVERE ACUTE MALNUTRITION (SAM) by country
  • 500+ Downloads
    Time Period of the Dataset [?]: January 01, 1970-December 31, 2019 ... More
    Modified [?]: 21 December 2022
    Dataset Added on HDX [?]: 21 September 2019
    This dataset updates: Every three months
    This dataset is part of the data series [?]: UNESCO - Education Indicators
    Education indicators for Panama. Contains data from the UNESCO Institute for Statistics bulk data service covering the following categories: SDG 4 Global and Thematic (made 2022 September), Other Policy Relevant Indicators (made 2022 September), Demographic and Socio-economic (made 2022 September)
  • 5900+ Downloads
    Time Period of the Dataset [?]: December 17, 2020-January 11, 2024 ... More
    Modified [?]: 28 November 2022
    Dataset Added on HDX [?]: 17 December 2020
    This dataset updates: Live
    The map and chart below show the number of COVID-19 vaccination doses administered per 100 people within a given population. Note that this does not measure the total number of people that have been vaccinated (which is usually two doses).
  • 600+ Downloads
    Time Period of the Dataset [?]: January 01, 2021-December 31, 2021 ... More
    Modified [?]: 18 November 2022
    Dataset Added on HDX [?]: 31 May 2021
    This dataset updates: Never
    Full dataset of the RMRP 2021, Activities, Partners, People in Need, Population projections 2021, target with full age gender breakdown, population type. More info on the Activity Explorer http://bit.ly/AE-RMRP2021
  • 300+ Downloads
    Time Period of the Dataset [?]: January 01, 2020-December 31, 2020 ... More
    Modified [?]: 18 November 2022
    Dataset Added on HDX [?]: 10 February 2022
    This dataset updates: As needed
    Full dataset of the RMRP 2020, Activities, Partners, People in Need,, target with full age gender breakdown, population type.
  • Time Period of the Dataset [?]: January 01, 2021-December 31, 2021 ... More
    Modified [?]: 18 September 2022
    Dataset Added on HDX [?]: 18 September 2022
    This dataset updates: Never
    This dataset is part of the data series [?]: UNHCR - Livelihoods Programme Monitoring Beneficiary Survey
    The UNHCR Livelihoods Monitoring Framework takes a program-based approach to monitoring, with the aim of tracking both outputs and the impact of UNHCR dollars spent on programming (either via partners or through direct implementation). The process for developing the indicators began in 2015 with a review of existing tools and approaches. Consultations were held with governments, the private sector, field-based staff and civil society partners to devise a set of common, standardized measures rooted in global good practices. Since 2017, a data collection (survey) has been rolled out globally, and the participating operations conducted a household surveys to a sample of beneficiaries of each livelihoods project implemented by UNHCR and its partner. The dataset consists of baseline and endline data from the same sample beneficiaries, in order to compare before and after the project implementation and thus to measure the impact. More info is available on the official website: https://lis.unhcr.org
  • 3100+ Downloads
    Time Period of the Dataset [?]: February 17, 2021-March 03, 2021 ... More
    Modified [?]: 28 June 2022
    Dataset Added on HDX [?]: 24 June 2021
    This dataset updates: Every year
    In partnership with Yale, Meta launched a climate change opinion survey that explores public climate change knowledge, attitudes, policy preferences, and behaviors. The 2022 survey includes respondents from nearly 200 countries and territories. We are sharing country level data from this survey, providing policymakers, research institutions, and nonprofits with an international view of public climate change opinion. For more information please see https://dataforgood.facebook.com/dfg/tools/climate-change-opinion-survey If you're interested in becoming a research partner and accessing record level data, please email dataforgood@fb.com.
  • 55000+ Downloads
    Time Period of the Dataset [?]: March 01, 2020-May 22, 2022 ... More
    Modified [?]: 24 May 2022
    Confirmed [?]: 31 May 2022
    Dataset Added on HDX [?]: 26 May 2020
    This dataset updates: As needed
    NOTE: We plan to no longer update this dataset after May 22 2022. These data sets are intended to inform researchers and public health experts about how populations are responding to physical distancing measures. In particular, there are two metrics, Change in Movement and Stay Put, that provide a slightly different perspective on movement trends. Change in Movement looks at how much people are moving around and compares it with a baseline period that predates most social distancing measures, while Stay Put looks at the fraction of the population that appear to stay within a small area during an entire day. Full details, including the privacy protections in this data, are available here: https://research.fb.com/blog/2020/06/protecting-privacy-in-facebook-mobility-data-during-the-covid-19-response/
  • Time Period of the Dataset [?]: January 01, 2021-December 31, 2021 ... More
    Modified [?]: 2 April 2022
    Dataset Added on HDX [?]: 10 April 2022
    This dataset updates: Never
    This dataset is part of the data series [?]: UNHCR - High Frequency Survey
    The data was collected using the High Frequency Survey (HFS), the new regional data collection tool & methodology launched in the Americas. The survey allowed for better reaching populations of interest with new remote modalities (phone interviews and self-administered surveys online) and improved sampling guidance and strategies. It includes a set of standardized regional core questions while allowing for operation-specific customizations. The core questions revolve around populations of interest's demographic profile, difficulties during their journey, specific protection needs, access to documentation & regularization, health access, coverage of basic needs, coping capacity & negative mechanisms used, and well-being & local integration. The data collected has been used by countries in their protection monitoring analysis and vulnerability analysis.
  • 4400+ Downloads
    Time Period of the Dataset [?]: September 21, 2020-September 21, 2020 ... More
    Modified [?]: 14 January 2022
    Dataset Added on HDX [?]: 22 September 2020
    This dataset updates: As needed
    This data contains aggregated weighted statistics at the regional level by gender for the 2020 Survey on Gender Equality At Home as well as the country and regional level for the 2021 wave. The Survey on Gender Equality at Home generates a global snapshot of women and men’s access to resources, their time spent on unpaid care work, and their attitudes about equality. Researchers and nonprofits interested in access to survey microdata can apply at: https://dataforgood.facebook.com/dfg/tools/survey-on-gender-equality-at-home