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  • 1000+ Downloads
    Time Period of the Dataset [?]: May 14, 2025-May 14, 2025 ... More
    Modified [?]: 14 May 2025
    Dataset Added on HDX [?]: 21 July 2017
    This dataset updates: Every day
    This dataset is part of the data series [?]: HOTOSM - Roads
    This theme includes all OpenStreetMap features in this area matching ( Learn what tags means here ) : tags['highway'] IS NOT NULL Features may have these attributes: name name:en highway surface smoothness width lanes oneway bridge layer source name:my This dataset is one of many OpenStreetMap exports on HDX. See the Humanitarian OpenStreetMap Team website for more information.
  • 200+ Downloads
    Time Period of the Dataset [?]: May 14, 2025-May 14, 2025 ... More
    Modified [?]: 14 May 2025
    Dataset Added on HDX [?]: 5 December 2019
    This dataset updates: Every day
    This dataset is part of the data series [?]: HOTOSM Populated Places
    This theme includes all OpenStreetMap features in this area matching ( Learn what tags means here ) : tags['place'] IN ('isolated_dwelling', 'town', 'village', 'hamlet', 'city') OR tags['landuse'] IN ('residential') Features may have these attributes: name name:en place landuse population is_in source name:my This dataset is one of many OpenStreetMap exports on HDX. See the Humanitarian OpenStreetMap Team website for more information.
  • 200+ Downloads
    Time Period of the Dataset [?]: May 14, 2025-May 14, 2025 ... More
    Modified [?]: 14 May 2025
    Dataset Added on HDX [?]: 5 December 2019
    This dataset updates: Every day
    This dataset is part of the data series [?]: HOTOSM - Railways
    This theme includes all OpenStreetMap features in this area matching ( Learn what tags means here ) : tags['railway'] IN ('rail','station') Features may have these attributes: name name:en railway ele operator:type layer addr:full addr:city source name:my This dataset is one of many OpenStreetMap exports on HDX. See the Humanitarian OpenStreetMap Team website for more information.
  • 90+ Downloads
    Time Period of the Dataset [?]: May 14, 2025-May 14, 2025 ... More
    Modified [?]: 14 May 2025
    Dataset Added on HDX [?]: 5 December 2019
    This dataset updates: Every day
    This dataset is part of the data series [?]: HOTOSM - Financial Services
    This theme includes all OpenStreetMap features in this area matching ( Learn what tags means here ) : tags['amenity'] IN ('mobile_money_agent','bureau_de_change','bank','microfinance','atm','sacco','money_transfer','post_office') Features may have these attributes: name name:en amenity operator network addr:full addr:city source name:my This dataset is one of many OpenStreetMap exports on HDX. See the Humanitarian OpenStreetMap Team website for more information.
  • 300+ Downloads
    Time Period of the Dataset [?]: May 14, 2025-May 14, 2025 ... More
    Modified [?]: 14 May 2025
    Dataset Added on HDX [?]: 21 July 2017
    This dataset updates: Every day
    This dataset is part of the data series [?]: HOTOSM - Waterways
    This theme includes all OpenStreetMap features in this area matching ( Learn what tags means here ) : tags['waterway'] IS NOT NULL OR tags['water'] IS NOT NULL OR tags['natural'] IN ('water','wetland','bay') Features may have these attributes: name name:en waterway covered width depth layer blockage tunnel natural water source name:my This dataset is one of many OpenStreetMap exports on HDX. See the Humanitarian OpenStreetMap Team website for more information.
  • 400+ Downloads
    Time Period of the Dataset [?]: May 14, 2025-May 14, 2025 ... More
    Modified [?]: 14 May 2025
    Dataset Added on HDX [?]: 5 December 2019
    This dataset updates: Every day
    This dataset is part of the data series [?]: HOTOSM - Health Facilities
    This theme includes all OpenStreetMap features in this area matching ( Learn what tags means here ) : tags['healthcare'] IS NOT NULL OR tags['amenity'] IN ('doctors', 'dentist', 'clinic', 'hospital', 'pharmacy') Features may have these attributes: name name:en amenity building healthcare healthcare:speciality operator:type capacity:persons addr:full addr:city source name:my This dataset is one of many OpenStreetMap exports on HDX. See the Humanitarian OpenStreetMap Team website for more information.
  • 200+ Downloads
    Time Period of the Dataset [?]: May 14, 2025-May 14, 2025 ... More
    Modified [?]: 14 May 2025
    Dataset Added on HDX [?]: 5 December 2019
    This dataset updates: Every day
    This dataset is part of the data series [?]: HOTOSM - Education Facilities
    This theme includes all OpenStreetMap features in this area matching ( Learn what tags means here ) : tags['amenity'] IN ('kindergarten', 'school', 'college', 'university') OR tags['building'] IN ('kindergarten', 'school', 'college', 'university') Features may have these attributes: name name:en amenity building operator:type capacity:persons addr:full addr:city source name:my This dataset is one of many OpenStreetMap exports on HDX. See the Humanitarian OpenStreetMap Team website for more information.
  • 100+ Downloads
    Time Period of the Dataset [?]: May 14, 2025-May 14, 2025 ... More
    Modified [?]: 14 May 2025
    Dataset Added on HDX [?]: 5 December 2019
    This dataset updates: Every day
    This dataset is part of the data series [?]: HOTOSM - Sea Ports
    This theme includes all OpenStreetMap features in this area matching ( Learn what tags means here ) : tags['amenity'] = 'ferry_terminal' OR tags['building'] = 'ferry_terminal' OR tags['port'] IS NOT NULL Features may have these attributes: name name:en amenity building port operator:type addr:full addr:city source name:my This dataset is one of many OpenStreetMap exports on HDX. See the Humanitarian OpenStreetMap Team website for more information.
  • 100+ Downloads
    Time Period of the Dataset [?]: May 14, 2025-May 14, 2025 ... More
    Modified [?]: 14 May 2025
    Dataset Added on HDX [?]: 5 December 2019
    This dataset updates: Every day
    This dataset is part of the data series [?]: HOTOSM - Airports
    This theme includes all OpenStreetMap features in this area matching ( Learn what tags means here ) : tags['aeroway'] IS NOT NULL OR tags['building'] = 'aerodrome' OR tags['emergency:helipad'] IS NOT NULL OR tags['emergency'] = 'landing_site' Features may have these attributes: name name:en aeroway building emergency emergency:helipad operator:type capacity:persons addr:full addr:city source name:my This dataset is one of many OpenStreetMap exports on HDX. See the Humanitarian OpenStreetMap Team website for more information.
  • 100+ Downloads
    Time Period of the Dataset [?]: May 14, 2025-May 14, 2025 ... More
    Modified [?]: 14 May 2025
    Dataset Added on HDX [?]: 21 July 2017
    This dataset updates: Every day
    This dataset is part of the data series [?]: HOTOSM - Points of Interest
    This theme includes all OpenStreetMap features in this area matching ( Learn what tags means here ) : tags['amenity'] IS NOT NULL OR tags['man_made'] IS NOT NULL OR tags['shop'] IS NOT NULL OR tags['tourism'] IS NOT NULL Features may have these attributes: name name:en amenity man_made shop tourism opening_hours beds rooms addr:full addr:housenumber addr:street addr:city source name:my This dataset is one of many OpenStreetMap exports on HDX. See the Humanitarian OpenStreetMap Team website for more information.
  • 1800+ Downloads
    Time Period of the Dataset [?]: January 01, 1999-December 31, 2024 ... More
    Modified [?]: 14 May 2025
    Dataset Added on HDX [?]: 7 September 2018
    This dataset updates: Every year
    Yearly biomass Production and anomalies retrieved from DMP and computed by BioGenerator The data used comes from the data generated by the COPERNICUS terrestrial service, the European Commission's Earth observation programme. The research that led to the current version of the product has received funding from various research and technical development programmes of the European Commission. The product is based on data from PROBA-V (©) and SPOT-VEGETATION (©) ESA. These data are freely accessible for humanitarian or research purposes. Any commercial exploitation of this data is prohibited. No compensation can be demanded in exchange for the dissemination of this data. Anomaly file values: [0; 200]: Anomaly expressed as a % of the average (1999-today) -9999: No data -9998: Biomass always zero -9997: Season not started yet -9996: Biomass too low -9995: Outside area of ​​interest Biomass file values: [0 ; +inf[: Yearly biomass production (kg/ha) -9999: No data -9995: Outside area of interest For more information, please visit: www.sigsahel.info Productions annuelles de biomasse et anomalies en Afrique de l'Ouest de 1999 à 2024 : version raster Production annuelle de biomasse et anomalies extraites du DMP et calculées par BioGenerator Les données utilisées sont issues des données générées par le service terrestre COPERNICUS, le programme d'observation de la Terre de la Commission européenne. La recherche qui a conduit à la version actuelle du produit a reçu un financement de divers programmes de recherche et de développement technique de la Commission européenne. Le produit est basé sur les données de PROBA-V (©) et SPOT-VEGETATION (©) ESA. Ces données sont accessibles librement à des fins humanitaires ou de recherche. Toute exploitation commerciale de ces données est interdite. Aucune compensation ne peut être exigée en échange de la diffusion de ces données. Valeurs des fichiers d'anomalies : [0 ; 200] : Anomalie exprimée en % de la moyenne (1999-aujourd'hui) -9999 : Aucune donnée -9998 : Biomasse toujours nulle -9997 : Saison pas encore commencée -9996 : Biomasse trop faible -9995 : Hors zone d'intérêt Valeurs des fichiers de biomasse : [0 ; +inf[ : Production annuelle de biomasse (kg/ha) -9999 : Aucune donnée -9995 : En dehors de la zone d'intérêt Pour plus d'informations, veuillez visiter : www.sigsahel.info
  • 500+ Downloads
    Time Period of the Dataset [?]: October 01, 2016-April 11, 2025 ... More
    Modified [?]: 14 May 2025
    Dataset Added on HDX [?]: 3 April 2024
    This dataset updates: Every month
    ASAP is an online decision support system for early warning about hotspots of agricultural production anomaly (crop and rangeland), developed by the JRC for food security crises prevention and response planning. The monthly hotspots data set is available below, but you can explore the hotspots on the ASAP Warning Explorer and access more contextual data on the downloads page. To learn more about the hotspots, refer to the warning classification methodology document.
  • 1900+ Downloads
    Time Period of the Dataset [?]: December 01, 2022-March 06, 2025 ... More
    Modified [?]: 14 May 2025
    Dataset Added on HDX [?]: 19 April 2022
    This dataset updates: As needed
    The Food and Agriculture Organization of the United Nations (FAO) has developed a monitoring system in 26 food crisis countries to better understand the impacts of various shocks on agricultural livelihoods, food security and local value chains. The Monitoring System consists of primary data collected from households on a periodic basis (more or less every four months, depending on seasonality). Data are collected through Computer-Assisted Telephone Interviews (CATI) and in-person surveys where the circumstances allow for field access. As the system is developed, the information collected and analyzed is being used to guide strategic decisions, to design programmes and to inform analytical processes such as the Integrated Phase Classification (IPC) and the Humanitarian Needs Overview (HNO). At the core of the system is a standardized household questionnaire administered to around 150,000 households per year across the 26 countries. Standardization permits comparisons across time and space, considerably enhancing the utility of the data for decision makers. At minimum the household data are representative at Admin 1 level (e.g. province, or region) and in frequent cases at Admin 2 level (e.g. district). Core funding for this initiative comes from the United States Agency for International Development (USAID). The initiative also benefits from support from the European Union and FAO’s Special Fund for Emergency and Rehabilitation (SFERA). In each aggregated field, the values indicate the frequencies of the different responses, expressed as a weighted percentage of the total sample. The present datasets represents aggregated data referring to household interviews performed after December 2022. At every new survey data release, after cleaning and validation phases, aggregated data is appended to the present dataset. For real-time updates, for accessing archived data and for additional survey-specific information, please visit the DIEM Hub: https://data-in-emergencies.fao.org/ View the column descriptions here. Metadata available here. Questionnaires used for data collection available here. Reference administrative boundaries (levels 0, 1 and 2) available here in GIS format.
  • 10+ Downloads
    Time Period of the Dataset [?]: January 01, 2019-May 13, 2025 ... More
    Modified [?]: 13 May 2025
    Dataset Added on HDX [?]: 11 April 2025
    This dataset updates: As needed
    The dataset displays alerts based on the data of basic food prices in Honduras, Nicaragua, Guatemala, and El Salvador. The data are sourced from the Famine Early Warning Systems Network (FEWS NET) and the WFP's Vulnerability Analysis and Mapping (WFP-VAM). Data are categorized according to the 'Alert for Price Spikes' (ALPS) methodology from the WFP, which assigns categories such as crisis, alert, stress, and normal based on the standard deviation between the actual and estimated prices.
  • 10+ Downloads
    Time Period of the Dataset [?]: January 01, 2014-May 13, 2025 ... More
    Modified [?]: 13 May 2025
    Dataset Added on HDX [?]: 7 April 2025
    This dataset updates: As needed
    Prevalence of moderate or severe food insecurity has been assessed based on the information obtained from the FAO (Food Agriculture Organization of the United Nations). The hazard classification is determined by the frequency of the events. The INSAN is an indicator that measures the percentage of people who have experienced moderate or severe food insecurity. Comparisons are made by region: the world, Central America, and the countries of El Salvador, Guatemala, and Honduras. Categories such as urbanization (rural, urban, and peri-urban), sex (female, male), and total are included. For more information contact GIS4Tech: info@gis4tech.com. You can also visit the PREDISAN platform https://predisan.gis4tech.com/ca4 for detailed, accurate information.
  • 100+ Downloads
    Time Period of the Dataset [?]: January 01, 2023-May 13, 2025 ... More
    Modified [?]: 13 May 2025
    Dataset Added on HDX [?]: 11 December 2023
    This dataset updates: As needed
    The dataset contains information on the Food Consumption Score (FCS) and the Reduced Coping Strategy Index (rCSI) for various countries in Central America. The data include different columns according to the category, with three possibilities for FCS: Poor, Acceptable, Borderline. The categories for rCSI are Acceptable, Moderate, and Severe. Each value shows the percentage of the sample that falls under a certain category. The data have been collected since January 2023 and are categorized by country, department, and municipality. For more information contact GIS4Tech: info@gis4tech.com. You can also visit the PREDISAN platform https://predisan.gis4tech.com/ca4 for detailed, accurate information.
  • 60+ Downloads
    Time Period of the Dataset [?]: May 13, 2025-May 13, 2025 ... More
    Modified [?]: 13 May 2025
    Dataset Added on HDX [?]: 28 November 2017
    This dataset updates: Every month
    This dataset is part of the data series [?]: HOTOSM - Buildings
    This theme includes all OpenStreetMap features in this area matching ( Learn what tags means here ) : tags['building'] IS NOT NULL Features may have these attributes: name name:en building building:levels building:materials addr:full addr:housenumber addr:street addr:city office source name:es This dataset is one of many OpenStreetMap exports on HDX. See the Humanitarian OpenStreetMap Team website for more information.
  • 200+ Downloads
    Time Period of the Dataset [?]: May 13, 2025-May 13, 2025 ... More
    Modified [?]: 13 May 2025
    Dataset Added on HDX [?]: 28 November 2017
    This dataset updates: Every month
    This dataset is part of the data series [?]: HOTOSM - Roads
    This theme includes all OpenStreetMap features in this area matching ( Learn what tags means here ) : tags['highway'] IS NOT NULL Features may have these attributes: name name:en highway surface smoothness width lanes oneway bridge layer source name:es This dataset is one of many OpenStreetMap exports on HDX. See the Humanitarian OpenStreetMap Team website for more information.
  • 200+ Downloads
    Time Period of the Dataset [?]: May 13, 2025-May 13, 2025 ... More
    Modified [?]: 13 May 2025
    Dataset Added on HDX [?]: 28 November 2017
    This dataset updates: Every month
    This dataset is part of the data series [?]: HOTOSM - Waterways
    This theme includes all OpenStreetMap features in this area matching ( Learn what tags means here ) : tags['waterway'] IS NOT NULL OR tags['water'] IS NOT NULL OR tags['natural'] IN ('water','wetland','bay') Features may have these attributes: name name:en waterway covered width depth layer blockage tunnel natural water source name:es This dataset is one of many OpenStreetMap exports on HDX. See the Humanitarian OpenStreetMap Team website for more information.
  • 80+ Downloads
    Time Period of the Dataset [?]: May 13, 2025-May 13, 2025 ... More
    Modified [?]: 13 May 2025
    Dataset Added on HDX [?]: 6 December 2019
    This dataset updates: Every month
    This dataset is part of the data series [?]: HOTOSM - Railways
    This theme includes all OpenStreetMap features in this area matching ( Learn what tags means here ) : tags['railway'] IN ('rail','station') Features may have these attributes: name name:en railway ele operator:type layer addr:full addr:city source name:es This dataset is one of many OpenStreetMap exports on HDX. See the Humanitarian OpenStreetMap Team website for more information.
  • 20+ Downloads
    Time Period of the Dataset [?]: May 13, 2025-May 13, 2025 ... More
    Modified [?]: 13 May 2025
    Dataset Added on HDX [?]: 6 December 2019
    This dataset updates: Every month
    This dataset is part of the data series [?]: HOTOSM - Financial Services
    This theme includes all OpenStreetMap features in this area matching ( Learn what tags means here ) : tags['amenity'] IN ('mobile_money_agent','bureau_de_change','bank','microfinance','atm','sacco','money_transfer','post_office') Features may have these attributes: name name:en amenity operator network addr:full addr:city source name:es This dataset is one of many OpenStreetMap exports on HDX. See the Humanitarian OpenStreetMap Team website for more information.
  • 100+ Downloads
    Time Period of the Dataset [?]: May 13, 2025-May 13, 2025 ... More
    Modified [?]: 13 May 2025
    Dataset Added on HDX [?]: 6 December 2019
    This dataset updates: Every month
    This dataset is part of the data series [?]: HOTOSM Populated Places
    This theme includes all OpenStreetMap features in this area matching ( Learn what tags means here ) : tags['place'] IN ('isolated_dwelling', 'town', 'village', 'hamlet', 'city') OR tags['landuse'] IN ('residential') Features may have these attributes: name name:en place landuse population is_in source name:es This dataset is one of many OpenStreetMap exports on HDX. See the Humanitarian OpenStreetMap Team website for more information.
  • 100+ Downloads
    Time Period of the Dataset [?]: May 13, 2025-May 13, 2025 ... More
    Modified [?]: 13 May 2025
    Dataset Added on HDX [?]: 6 December 2019
    This dataset updates: Every month
    This dataset is part of the data series [?]: HOTOSM - Health Facilities
    This theme includes all OpenStreetMap features in this area matching ( Learn what tags means here ) : tags['healthcare'] IS NOT NULL OR tags['amenity'] IN ('doctors', 'dentist', 'clinic', 'hospital', 'pharmacy') Features may have these attributes: name name:en amenity building healthcare healthcare:speciality operator:type capacity:persons addr:full addr:city source name:es This dataset is one of many OpenStreetMap exports on HDX. See the Humanitarian OpenStreetMap Team website for more information.
  • 90+ Downloads
    Time Period of the Dataset [?]: May 13, 2025-May 13, 2025 ... More
    Modified [?]: 13 May 2025
    Dataset Added on HDX [?]: 6 December 2019
    This dataset updates: Every month
    This dataset is part of the data series [?]: HOTOSM - Education Facilities
    This theme includes all OpenStreetMap features in this area matching ( Learn what tags means here ) : tags['amenity'] IN ('kindergarten', 'school', 'college', 'university') OR tags['building'] IN ('kindergarten', 'school', 'college', 'university') Features may have these attributes: name name:en amenity building operator:type capacity:persons addr:full addr:city source name:es This dataset is one of many OpenStreetMap exports on HDX. See the Humanitarian OpenStreetMap Team website for more information.
  • 80+ Downloads
    Time Period of the Dataset [?]: May 13, 2025-May 13, 2025 ... More
    Modified [?]: 13 May 2025
    Dataset Added on HDX [?]: 6 December 2019
    This dataset updates: Every month
    This dataset is part of the data series [?]: HOTOSM - Sea Ports
    This theme includes all OpenStreetMap features in this area matching ( Learn what tags means here ) : tags['amenity'] = 'ferry_terminal' OR tags['building'] = 'ferry_terminal' OR tags['port'] IS NOT NULL Features may have these attributes: name name:en amenity building port operator:type addr:full addr:city source name:es This dataset is one of many OpenStreetMap exports on HDX. See the Humanitarian OpenStreetMap Team website for more information.