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  • 1000+ Downloads
    Time Period of the Dataset [?]: May 18, 2025-May 18, 2025 ... More
    Modified [?]: 18 May 2025
    Dataset Added on HDX [?]: 21 July 2017
    This dataset updates: Every day
    This dataset is part of the data series [?]: HOTOSM - Roads
    OpenStreetMap contains roughly 506.8 thousand km of roads in this region. Based on AI-mapped estimates, this is approximately 30 % of the total road length in the dataset region. The average age of data for the region is 32 years ( Last edited 22 hours ago ) and 31% of roads were added or updated in the last 6 months. Read about what this summary means : indicators , metrics 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 18, 2025-May 18, 2025 ... More
    Modified [?]: 18 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.
  • 200+ Downloads
    Time Period of the Dataset [?]: May 18, 2025-May 18, 2025 ... More
    Modified [?]: 18 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.
  • 100+ Downloads
    Time Period of the Dataset [?]: May 18, 2025-May 18, 2025 ... More
    Modified [?]: 18 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.
  • 70+ Downloads
    Time Period of the Dataset [?]: May 18, 2025-May 18, 2025 ... More
    Modified [?]: 18 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.
  • 400+ Downloads
    Time Period of the Dataset [?]: May 18, 2025-May 18, 2025 ... More
    Modified [?]: 18 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 18, 2025-May 18, 2025 ... More
    Modified [?]: 18 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 18, 2025-May 18, 2025 ... More
    Modified [?]: 18 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.
  • 100+ Downloads
    Time Period of the Dataset [?]: May 18, 2025-May 18, 2025 ... More
    Modified [?]: 18 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 18, 2025-May 18, 2025 ... More
    Modified [?]: 18 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.
  • 2800+ Downloads
    Time Period of the Dataset [?]: January 01, 2017-December 31, 2025 ... More
    Modified [?]: 15 May 2025
    Dataset Added on HDX [?]: 9 March 2017
    This dataset updates: Every year
    This dataset is part of the data series [?]: Humanitarian Needs Overview
    This dataset was compiled by the United Nations Office for the Coordination of Humanitarian Affairs (UNOCHA) on behalf of the Humanitarian Country Team and partners. It provides the Humanitarian Country Team’s shared understanding of the crisis, including the most pressing humanitarian need and the estimated number of people who need assistance, and represents a consolidated evidence base and helps inform joint strategic response planning.
  • 40+ Downloads
    Time Period of the Dataset [?]: May 14, 2025-May 14, 2025 ... More
    Modified [?]: 14 May 2025
    Dataset Added on HDX [?]: 12 May 2020
    This dataset updates: Every month
    This dataset is part of the data series [?]: HOTOSM - Buildings
    OpenStreetMap contains roughly 35.4 thousand buildings in this region. Based on AI-mapped estimates, this is approximately 43% of the total buildings.The average age of data for this region is 1 year, 11 months ( Last edited a day ago ) and 44% buildings were added or updated in the last 6 months. Read about what this summary means : indicators , metrics 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:mt This dataset is one of many OpenStreetMap exports on HDX. See the Humanitarian OpenStreetMap Team website for more information.
  • 10+ Downloads
    Time Period of the Dataset [?]: May 14, 2025-May 14, 2025 ... More
    Modified [?]: 14 May 2025
    Dataset Added on HDX [?]: 12 May 2020
    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:mt This dataset is one of many OpenStreetMap exports on HDX. See the Humanitarian OpenStreetMap Team website for more information.
  • 30+ Downloads
    Time Period of the Dataset [?]: May 14, 2025-May 14, 2025 ... More
    Modified [?]: 14 May 2025
    Dataset Added on HDX [?]: 12 May 2020
    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:mt This dataset is one of many OpenStreetMap exports on HDX. See the Humanitarian OpenStreetMap Team website for more information.
  • Time Period of the Dataset [?]: May 14, 2025-May 14, 2025 ... More
    Modified [?]: 14 May 2025
    Dataset Added on HDX [?]: 12 May 2020
    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:mt 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 14, 2025-May 14, 2025 ... More
    Modified [?]: 14 May 2025
    Dataset Added on HDX [?]: 12 May 2020
    This dataset updates: Every month
    This dataset is part of the data series [?]: HOTOSM - Roads
    OpenStreetMap contains roughly 4.4 thousand km of roads in this region. Based on AI-mapped estimates, this is approximately 99 % of the total road length in the dataset region. The average age of data for the region is 1 year, 11 months ( Last edited a day ago ) and 30% of roads were added or updated in the last 6 months. Read about what this summary means : indicators , metrics 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:mt 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 14, 2025-May 14, 2025 ... More
    Modified [?]: 14 May 2025
    Dataset Added on HDX [?]: 12 May 2020
    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:mt 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 14, 2025-May 14, 2025 ... More
    Modified [?]: 14 May 2025
    Dataset Added on HDX [?]: 12 May 2020
    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:mt This dataset is one of many OpenStreetMap exports on HDX. See the Humanitarian OpenStreetMap Team website for more information.
  • 10+ Downloads
    Time Period of the Dataset [?]: May 14, 2025-May 14, 2025 ... More
    Modified [?]: 14 May 2025
    Dataset Added on HDX [?]: 12 May 2020
    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:mt This dataset is one of many OpenStreetMap exports on HDX. See the Humanitarian OpenStreetMap Team website for more information.
  • 10+ Downloads
    Time Period of the Dataset [?]: May 14, 2025-May 14, 2025 ... More
    Modified [?]: 14 May 2025
    Dataset Added on HDX [?]: 12 May 2020
    This dataset updates: Every month
    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:mt This dataset is one of many OpenStreetMap exports on HDX. See the Humanitarian OpenStreetMap Team website for more information.
  • 10+ Downloads
    Time Period of the Dataset [?]: May 14, 2025-May 14, 2025 ... More
    Modified [?]: 14 May 2025
    Dataset Added on HDX [?]: 12 May 2020
    This dataset updates: Every month
    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:mt 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 14, 2025-May 14, 2025 ... More
    Modified [?]: 14 May 2025
    Dataset Added on HDX [?]: 12 May 2020
    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:mt This dataset is one of many OpenStreetMap exports on HDX. See the Humanitarian OpenStreetMap Team website for more information.
  • 1900+ 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
  • 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.