Lebanon

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  • 1500+ Downloads
    Time Period of the Dataset [?]: December 01, 2022-February 07, 2025 ... More
    Modified [?]: 23 March 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 FAOโ€™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.
  • 300+ Downloads
    Time Period of the Dataset [?]: May 19, 2021-February 17, 2025 ... More
    Modified [?]: 23 March 2025
    Dataset Added on HDX [?]: 5 June 2024
    This dataset updates: Every two weeks
    The WFP Global Market Monitor monitors food prices in markets across a range of countries globally. The resources are updated every other week, with country data updating based on when data is received from country offices.
  • 100+ Downloads
    Time Period of the Dataset [?]: March 18, 2020-December 31, 2024 ... More
    Modified [?]: 22 March 2025
    Dataset Added on HDX [?]: 24 October 2024
    This dataset updates: Every month
    This dataset contains data obtained from the HDX Humanitarian API (HDX HAPI), which provides standardized humanitarian indicators designed for seamless interoperability from multiple sources. The data facilitates automated workflows and visualizations to support humanitarian decision making. For more information, please see the HDX HAPI landing page and documentation. Warnings typically indicate corrections have been made to the data or show things to look out for. Rows with only warnings are considered complete, and are made available via the API. Errors usually mean that the data is incomplete or unusable. Rows with any errors are not present in the API but are included here for transparency.
  • 200+ Downloads
    Time Period of the Dataset [?]: January 01, 1999-December 31, 2028 ... More
    Modified [?]: 22 March 2025
    Dataset Added on HDX [?]: 23 October 2024
    This dataset updates: Every day
    This dataset contains data obtained from the HDX Humanitarian API (HDX HAPI), which provides standardized humanitarian indicators designed for seamless interoperability from multiple sources. The data facilitates automated workflows and visualizations to support humanitarian decision making. For more information, please see the HDX HAPI landing page and documentation.
  • 200+ Downloads
    Time Period of the Dataset [?]: March 21, 2025-March 21, 2025 ... More
    Modified [?]: 22 March 2025
    Dataset Added on HDX [?]: 24 October 2024
    This dataset updates: Every day
    This dataset contains data obtained from the HDX Humanitarian API (HDX HAPI), which provides standardized humanitarian indicators designed for seamless interoperability from multiple sources. The data facilitates automated workflows and visualizations to support humanitarian decision making. For more information, please see the HDX HAPI landing page and documentation.
  • 500+ Downloads
    Time Period of the Dataset [?]: January 15, 1990-April 14, 2025 ... More
    Modified [?]: 22 March 2025
    Dataset Added on HDX [?]: 24 October 2024
    This dataset updates: Every day
    This dataset contains data obtained from the HDX Humanitarian API (HDX HAPI), which provides standardized humanitarian indicators designed for seamless interoperability from multiple sources. The data facilitates automated workflows and visualizations to support humanitarian decision making. For more information, please see the HDX HAPI landing page and documentation.
  • 200+ Downloads
    Time Period of the Dataset [?]: September 01, 2020-August 31, 2025 ... More
    Modified [?]: 22 March 2025
    Dataset Added on HDX [?]: 24 October 2024
    This dataset updates: Every day
    This dataset contains data obtained from the HDX Humanitarian API (HDX HAPI), which provides standardized humanitarian indicators designed for seamless interoperability from multiple sources. The data facilitates automated workflows and visualizations to support humanitarian decision making. For more information, please see the HDX HAPI landing page and documentation.
  • 200+ Downloads
    Time Period of the Dataset [?]: January 01, 2024-December 31, 2024 ... More
    Modified [?]: 22 March 2025
    Dataset Added on HDX [?]: 24 October 2024
    This dataset updates: Every day
    This dataset contains data obtained from the HDX Humanitarian API (HDX HAPI), which provides standardized humanitarian indicators designed for seamless interoperability from multiple sources. The data facilitates automated workflows and visualizations to support humanitarian decision making. For more information, please see the HDX HAPI landing page and documentation.
  • 200+ Downloads
    Time Period of the Dataset [?]: September 23, 2024-March 22, 2025 ... More
    Modified [?]: 22 March 2025
    Dataset Added on HDX [?]: 14 December 2023
    This dataset updates: Every day
    This dataset is part of the data series [?]: IDMC - Internal Displacement Updates
    Conflict and disaster population movement (flows) data for Lebanon. The data is the most recent available and covers a 180 day time period. Internally displaced persons are defined according to the 1998 Guiding Principles as people or groups of people who have been forced or obliged to flee or to leave their homes or places of habitual residence, in particular as a result of armed conflict, or to avoid the effects of armed conflict, situations of generalized violence, violations of human rights, or natural or human-made disasters and who have not crossed an international border. The IDMC's Event data, sourced from the Internal Displacement Updates (IDU), offers initial assessments of internal displacements reported within the last 180 days. This dataset provides provisional information that is continually updated on a daily basis, reflecting the availability of data on new displacements arising from conflicts and disasters. The finalized, carefully curated, and validated estimates are then made accessible through the Global Internal Displacement Database (GIDD). The IDU dataset comprises preliminary estimates aggregated from various publishers or sources.
  • Time Period of the Dataset [?]: January 01, 2021-March 10, 2025 ... More
    Modified [?]: 20 March 2025
    Dataset Added on HDX [?]: 20 March 2025
    This dataset updates: Every week
    This dataset contains data obtained from the HDX Humanitarian API (HDX HAPI), which provides standardized humanitarian indicators designed for seamless interoperability from multiple sources. The data facilitates automated workflows and visualizations to support humanitarian decision making. For more information, please see the HDX HAPI landing page and documentation. Warnings typically indicate corrections have been made to the data or show things to look out for. Rows with only warnings are considered complete, and are made available via the API. Errors usually mean that the data is incomplete or unusable. Rows with any errors are not present in the API but are included here for transparency.
  • 3100+ Downloads
    Time Period of the Dataset [?]: January 13, 2020-February 01, 2025 ... More
    Modified [?]: 20 March 2025
    Dataset Added on HDX [?]: 16 January 2023
    This dataset updates: Every week
    This page provides data on conflict events affecting food insecurity in the form of the Food Insecurity and Violent Conflict (FIVC) datasets. Please get in touch if you are interested in curated datasets: info@insecurityinsight.org
  • 1000+ Downloads
    Time Period of the Dataset [?]: January 01, 2016-March 14, 2025 ... More
    Modified [?]: 20 March 2025
    Dataset Added on HDX [?]: 15 December 2021
    This dataset updates: Every week
    This dataset is part of the data series [?]: ACLED - Conflict Events
    A weekly dataset providing the total number of reported political violence, civilian-targeting, and demonstration events in Lebanon. Note: These are aggregated data files organized by country-year and country-month. To access full event data, please register to use the Data Export Tool and API on the ACLED website.
  • 3700+ Downloads
    Time Period of the Dataset [?]: January 01, 1999-March 20, 2025 ... More
    Modified [?]: 20 March 2025
    Dataset Added on HDX [?]: 21 July 2017
    This dataset updates: Every day
    This dataset is part of the data series [?]: OCHA FTS - Requirements and Funding Data
    FTS publishes data on humanitarian funding flows as reported by donors and recipient organizations. It presents all humanitarian funding to a country and funding that is specifically reported or that can be specifically mapped against funding requirements stated in humanitarian response plans. The data comes from OCHA's Financial Tracking Service, is encoded as utf-8 and the second row of the CSV contains HXL tags.
  • 400+ Downloads
    Time Period of the Dataset [?]: March 19, 2025-March 19, 2025 ... More
    Modified [?]: 19 March 2025
    Dataset Added on HDX [?]: 14 July 2017
    This dataset updates: Every month
    This dataset is part of the data series [?]: HOTOSM - Buildings
    OpenStreetMap contains roughly 741.0 thousand buildings in this region. Based on AI-mapped estimates, this is approximately 66% of the total buildings.The average age of data for this region is 1 year, 11 months ( Last edited a month ago ) and 22% 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:ar This dataset is one of many OpenStreetMap exports on HDX. See the Humanitarian OpenStreetMap Team website for more information.
  • 600+ Downloads
    Time Period of the Dataset [?]: March 19, 2025-March 19, 2025 ... More
    Modified [?]: 19 March 2025
    Dataset Added on HDX [?]: 14 July 2017
    This dataset updates: Every month
    This dataset is part of the data series [?]: HOTOSM - Roads
    OpenStreetMap contains roughly 47.7 million km of roads in this region. Based on AI-mapped estimates, this is approximately 86 % 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 month ago ) and 14% 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:ar 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 [?]: March 19, 2025-March 19, 2025 ... More
    Modified [?]: 19 March 2025
    Dataset Added on HDX [?]: 5 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:ar 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 [?]: March 19, 2025-March 19, 2025 ... More
    Modified [?]: 19 March 2025
    Dataset Added on HDX [?]: 5 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:ar 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 [?]: March 19, 2025-March 19, 2025 ... More
    Modified [?]: 19 March 2025
    Dataset Added on HDX [?]: 5 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:ar 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 [?]: March 19, 2025-March 19, 2025 ... More
    Modified [?]: 19 March 2025
    Dataset Added on HDX [?]: 5 December 2019
    This dataset updates: Every month
    This theme includes all OpenStreetMap features in this area matching ( Learn what tags means here ) : tags['place'] IN ('isolated_dwelling', 'town', 'village', 'hamlet', 'city') Features may have these attributes: name name:en place population is_in source name:ar 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 [?]: March 19, 2025-March 19, 2025 ... More
    Modified [?]: 19 March 2025
    Dataset Added on HDX [?]: 5 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:ar 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 [?]: March 19, 2025-March 19, 2025 ... More
    Modified [?]: 19 March 2025
    Dataset Added on HDX [?]: 14 July 2017
    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:ar 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 [?]: March 19, 2025-March 19, 2025 ... More
    Modified [?]: 19 March 2025
    Dataset Added on HDX [?]: 14 July 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:ar 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 [?]: March 19, 2025-March 19, 2025 ... More
    Modified [?]: 19 March 2025
    Dataset Added on HDX [?]: 5 December 2019
    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:ar 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 [?]: March 19, 2025-March 19, 2025 ... More
    Modified [?]: 19 March 2025
    Dataset Added on HDX [?]: 5 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:ar This dataset is one of many OpenStreetMap exports on HDX. See the Humanitarian OpenStreetMap Team website for more information.
  • 60+ Downloads
    Time Period of the Dataset [?]: January 01, 2018-March 23, 2025 ... More
    Modified [?]: 19 March 2025
    Dataset Added on HDX [?]: 8 February 2021
    This dataset updates: Live
    This dataset is part of the data series [?]: OCHA FTS - Humanitarian Response Plan Projects
    Projects proposed, in progress, or completed as part of the annual Lebanon Humanitarian Response Plans (HRPs) or other Humanitarian Programme Cycle plans. The original data is available on https://hpc.tools Important: some projects in Lebanon might be missing, and others might not apply specifically to Lebanon. See Caveats under the Metadata tab.