Lebanon

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  • HDX HAPI - Metadata: Data Availability
    HDX Humanitarian API Data
    400+ Downloads
    Time Period of the Dataset [?]: May 23, 2025-May 23, 2025 ... More
    Modified [?]: 24 May 2025
    Dataset Added on HDX [?]: 24 October 2024
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    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.
  • Facebook Commuting Zones
    Data for Good at Meta
    1900+ Downloads
    Time Period of the Dataset [?]: July 04, 2021-March 15, 2023 ... More
    Modified [?]: 12 May 2025
    Dataset Added on HDX [?]: 15 December 2021
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    This dataset updates: As needed
    Commuting zones are geographic areas where people live and work and are useful for understanding local economies, as well as how they differ from traditional boundaries. Learn more here: https://dataforgood.facebook.com/dfg/tools/commuting-zones
  • Movement Distribution
    Data for Good at Meta
    6100+ Downloads
    Time Period of the Dataset [?]: December 01, 2022-April 16, 2025 ... More
    Modified [?]: 4 May 2025
    Dataset Added on HDX [?]: 11 January 2024
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    This dataset updates: Every month
    The Movement Distribution dataset shows the range of movement of people away from the area where they live on a daily basis. These maps are useful for projects focused on transportation, tourism, displacement, and other areas. More info available here: https://dataforgood.facebook.com/dfg/tools/movement-distribution-maps
  • Climate Change Opinion Survey
    Data for Good at Meta
    5800+ Downloads
    Time Period of the Dataset [?]: February 17, 2021-September 03, 2023 ... More
    Modified [?]: 4 March 2025
    Dataset Added on HDX [?]: 24 June 2021
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    This dataset updates: Never
    In partnership with Yale, Meta launched a climate change opinion survey that explores public climate change knowledge, attitudes, policy preferences, and behaviors. 2023 aggregated survey responses now available. 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.
  • Facebook Social Connectedness Index
    Data for Good at Meta
    32000+ Downloads
    Time Period of the Dataset [?]: October 13, 2021-March 15, 2024 ... More
    Modified [?]: 14 January 2025
    Dataset Added on HDX [?]: 2 June 2020
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    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.
  • Coronavirus (COVID-19) Vaccinations
    HDX
    6100+ Downloads
    Time Period of the Dataset [?]: December 17, 2020-January 11, 2024 ... More
    Modified [?]: 30 August 2024
    Dataset Added on HDX [?]: 17 December 2020
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    This dataset updates: Never
    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).
  • Facebook Business Activity Trends during COVID19
    Data for Good at Meta
    500+ Downloads
    Time Period of the Dataset [?]: March 01, 2020-May 15, 2023 ... More
    Modified [?]: 15 May 2023
    Dataset Added on HDX [?]: 15 May 2023
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    This dataset updates: As needed
    Business Activity Trends During COVID-19 uses the rate that businesses post on Facebook compared to pre-crisis levels to measure how crisis events are affecting different economic sectors each day. Learn more details here: https://dataforgood.facebook.com/dfg/tools/business-activity-trends and https://dataforgood.facebook.com/dfg/resources/business-activity-trends-methodology-paper
  • Movement Range Maps
    Data for Good at Meta
    56000+ Downloads
    Time Period of the Dataset [?]: March 01, 2020-May 24, 2022 ... More
    Modified [?]: 24 May 2022
    Dataset Added on HDX [?]: 26 May 2020
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    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/
  • Survey on Gender Equality At Home
    Data for Good at Meta
    4800+ Downloads
    Time Period of the Dataset [?]: September 21, 2020-January 14, 2022 ... More
    Modified [?]: 14 January 2022
    Dataset Added on HDX [?]: 22 September 2020
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    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
  • AI-Detected Missing Roads
    Data for Good at Meta
    100+ Downloads
    Time Period of the Dataset [?]: May 27, 2020-December 03, 2022 ... More
    Modified [?]: 26 May 2020
    Dataset Added on HDX [?]: 26 May 2020
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    This dataset updates: As needed
    NEWER ROAD MAPPING DATA CAN BE FOUND IN THE OVERTURE MAPS FOUNDATION RELEASES: https://overturemaps.org/ In conjunction with OpenStreetMap, we are creating tools that we hope will enable the mapping community to enjoy a faster & more accurate mapping experience. To this end, we used artificial intelligence to predict features on high-resolution satellite imagery; these features are then populated in our RapiD map editing tool. When combined with global-scale humanitarian efforts, we hope RapiD can help realize our vision of a more connected world. Find out more: https://mapwith.ai/