Lebanon

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  • Facebook Commuting Zones
    Data for Good at Meta
    2000+ 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
    6200+ 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
    6000+ 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
    35000+ 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.
  • 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
  • Small Business Surveys - Aggregated Data
    Data for Good at Meta
    18000+ Downloads
    Time Period of the Dataset [?]: September 01, 2016-March 24, 2023 ... More
    Modified [?]: 24 March 2023
    Dataset Added on HDX [?]: 19 March 2019
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    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.
  • Lebanon: High Resolution Population Density Maps + Demographic Estimates
    Data for Good at Meta
    2400+ Downloads
    Time Period of the Dataset [?]: September 19, 2019-December 02, 2022 ... More
    Modified [?]: 2 December 2022
    Dataset Added on HDX [?]: 21 September 2019
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    This dataset updates: Never
    This dataset is part of the data series [?]: Data for Good at Meta - High Resolution Population Density Maps and Demographic Estimates
    The world's most accurate population datasets. Seven maps/datasets for the distribution of various populations in Lebanon: (1) Overall population density (2) Women (3) Men (4) Children (ages 0-5) (5) Youth (ages 15-24) (6) Elderly (ages 60+) (7) Women of reproductive age (ages 15-49).
  • Movement Range Maps
    Data for Good at Meta
    62000+ 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
    5300+ 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