Lebanon

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.

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.

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.

This dataset comes from the International Organization for Migration (IOM)'s displacement tracking matrix (DTM) publicly accessible API. This API allows the humanitarian community, academia, media, government, and non-governmental organizations to utilize the data collected by DTM. The DTM API only provides non-sensitive IDP figures, aggregated at the country, Admin 1 (states, provinces, or equivalent), and Admin 2 (smaller subnational administrative areas) levels. For more detailed information, please see the country-specific DTM datasets on HDX.

This dataset comes from the International Organization for Migration (IOM)'s displacement tracking matrix (DTM) publicly accessible API. This API allows the humanitarian community, academia, media, government, and non-governmental organizations to utilize the data collected by DTM. The DTM API only provides non-sensitive IDP figures, aggregated at the country, Admin 1 (states, provinces, or equivalent), and Admin 2 (smaller subnational administrative areas) levels. For more detailed information, please see the country-specific DTM datasets on HDX.

This dataset contains data from WHO's data portal covering the following categories: Adolescent, Ageing, Air pollution, Assistive technology, Child, Child mortality, Cross-cutting, Dementia diagnosis, treatment and care, Environment and health, Foodborne Diseases Estimates, Global Dementia Observatory (GDO), Global Health Estimates: Life expectancy and leading causes of death and disability, Global Information System on Alcohol and Health, Global Patient Safety Observatory, Global strategy, HIV, Health financing, Health systems, Health taxes, Health workforce, Hepatitis, Immunization coverage and vaccine-preventable diseases, Malaria, Maternal and newborn, Maternal and reproductive health, Mental health, Neglected tropical diseases, Noncommunicable diseases, Nutrition, Oral Health, Priority health technologies, Resources for Substance Use Disorders, Road Safety, SDG Target 3.8 | Achieve universal health coverage (UHC), Sexually Transmitted Infections, Tobacco control, Tuberculosis, Vaccine-preventable communicable diseases, Violence prevention, Water, sanitation and hygiene (WASH), World Health Statistics. For links to individual indicator metadata, see resource descriptions.

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.

Live list of active aid activities for Lebanon shared via the International Aid Transparency Initiative (IATI). Includes both humanitarian and development activities. More information on each activity (including financial data) is available from http://www.d-portal.org

The project considers five pairs of countries: the Democratic Republic of Congo (DRC)/Uganda, Ethiopia/Somalia, Lebanon/Syria, Myanmar/Thailand, and Pakistan/Afghanistan. Research was conducted with partners in the primary focus country of each pair of countries (the first mentioned). This research was attentive to the cross-border dynamics of the protracted displacement economy with the other countries in each pair (the second mentioned). A household survey approach comprising a baseline survey and one follow-up panel survey (except in Myanmar which only had the baseline survey) was a central part of this project’s research.   The 15 research locations (three each from the five primary focus countries) were purposively selected, making sure that both cities and camps providing refuge to the displaced are included, and that there is data for a sampling frame (i.e. a list of all households to be studied) and that the sites are accessible to the researchers. Locations were selected to avoid an exclusive focus on displaced people. In camps (which are exclusive to displaced people), a portion of the local community outside the camp was also surveyed. The purpose was to collect a survey dataset for intra- and cross-country comparisons. Focus groups informed the design of the initial survey instrument, ensuring that questions were as comprehensible as possible and relevant to the local context. The survey instrument comprised a core section that was used across all five countries, with short country- and location-specific additions to reflect the concerns of local stakeholders. The instrument was designed jointly by UK researchers and international partners in English and then translated by international partners into nine other languages. The survey was conducted using tablets and the open-source Kobo Toolkit software with multi-language capability. The questions covered standard short measures of: gender, age, multidimensional poverty and wellbeing, displacement/mobility history, livelihoods, social care, and other support including non-financial support. In addition to these household-level questions, individual questions were included for the respondents on attitudes about contacts with neighbors, collective organisation, sources of emotional support, and plans and hopes for the future. Questions shared across all countries have standard responses which maximise the potential for intra- and cross-country comparison of this dataset.  The survey considered the entire displacement-affected community. The baseline survey in 2021 included 14504 households selected randomly in each of the 15 locations. The selection of individuals from within a household to respond to the questionnaire was fully random, stratified by sex. Two years after the baseline survey, in 2023, 1779 households were re-surveyed in four countries (a repeat survey was not done in Myanmar).

The data was collected using the High Frequency Survey (HFS), the new regional data collection tool & methodology launched in the Americas. The survey allowed for better reaching populations of interest with new remote modalities (phone interviews and self-administered surveys online) and improved sampling guidance and strategies. It includes a set of standardized regional core questions while allowing for operation-specific customizations. The core questions revolve around populations of interest's demographic profile, difficulties during their journey, specific protection needs, access to documentation & regularization, health access, coverage of basic needs, coping capacity & negative mechanisms used, and well-being & local integration. The data collected has been used by countries in their protection monitoring analysis and vulnerability analysis.

The data was collected using the High Frequency Survey (HFS), the new regional data collection tool & methodology launched in the Americas. The survey allowed for better reaching populations of interest with new remote modalities (phone interviews and self-administered surveys online) and improved sampling guidance and strategies. It includes a set of standardized regional core questions while allowing for operation-specific customizations. The core questions revolve around populations of interest's demographic profile, difficulties during their journey, specific protection needs, access to documentation & regularization, health access, coverage of basic needs, coping capacity & negative mechanisms used, and well-being & local integration. The data collected has been used by countries in their protection monitoring analysis and vulnerability analysis.

The data was collected using the High Frequency Survey (HFS), the new regional data collection tool & methodology launched in the Americas. The survey allowed for better reaching populations of interest with new remote modalities (phone interviews and self-administered surveys online) and improved sampling guidance and strategies. It includes a set of standardized regional core questions while allowing for operation-specific customizations. The core questions revolve around populations of interest's demographic profile, difficulties during their journey, specific protection needs, access to documentation & regularization, health access, coverage of basic needs, coping capacity & negative mechanisms used, and well-being & local integration. The data collected has been used by countries in their protection monitoring analysis and vulnerability analysis.

The data was collected using the High Frequency Survey (HFS), the new regional data collection tool & methodology launched in the Americas. The survey allowed for better reaching populations of interest with new remote modalities (phone interviews and self-administered surveys online) and improved sampling guidance and strategies. It includes a set of standardized regional core questions while allowing for operation-specific customizations. The core questions revolve around populations of interest's demographic profile, difficulties during their journey, specific protection needs, access to documentation & regularization, health access, coverage of basic needs, coping capacity & negative mechanisms used, and well-being & local integration. The data collected has been used by countries in their protection monitoring analysis and vulnerability analysis.

The data was collected using the High Frequency Survey (HFS), the new regional data collection tool & methodology launched in the Americas. The survey allowed for better reaching populations of interest with new remote modalities (phone interviews and self-administered surveys online) and improved sampling guidance and strategies. It includes a set of standardized regional core questions while allowing for operation-specific customizations. The core questions revolve around populations of interest's demographic profile, difficulties during their journey, specific protection needs, access to documentation & regularization, health access, coverage of basic needs, coping capacity & negative mechanisms used, and well-being & local integration. The data collected has been used by countries in their protection monitoring analysis and vulnerability analysis.

Constrained estimates of total number of people per grid square broken down by gender and age groupings (including 0-1 and by 5-year up to 90+) for Lebanon, version v1. The dataset is available to download in Geotiff format at a resolution of 3 arc (approximately 100m at the equator). The projection is Geographic Coordinate System, WGS84. The units are estimated number of male, female or both in each age group per grid square.  More information can be found in the Release Statement The difference between constrained and unconstrained is explained on this page: https://www.worldpop.org/methods/top_down_constrained_vs_unconstrained File Descriptions: {iso} {gender} {age group} {year} {type} {resolution}.tif iso Three-letter country code gender m = male, f= female, t = both genders age group 00 = age group 0 to 12 months 01 = age group 1 to 4 years 05 = age group 5 to 9 years 90 = age 90 years and over year Year that the population represents type CN = Constrained , UC= Unconstrained resolution Resolution of the data e.q. 100m = 3 arc (approximately 100m at the equator)

Constrained estimates, total number of people per grid-cell. The dataset is available to download in Geotiff format at a resolution of 3 arc (approximately 100m at the equator). The projection is Geographic Coordinate System, WGS84. The units are number of people per pixel. The mapping approach is Random Forest-based dasymetric redistribution.  More information can be found in the Release Statement The difference between constrained and unconstrained is explained on this page: https://www.worldpop.org/methods/top_down_constrained_vs_unconstrained

UNHCR conducts protection monitoring on an ongoing basis to analyze protection trends and the risks that forcibly displaced and stateless persons are facing. Protection monitoring has also the purpose of identifying people who are in need for specific services, support, or information and refer them so that they can receive assistance accordingly to their needs. In the first quarter of 2022, UNHCR conducted at national level interviews with refugee households to elicit their feedback on the overall protection environment in Lebanon. The purpose of the collection was to use the feedback from refugees to inform UNHCR's advocacy and programmatic interventions with the aim of improving refugees' access to protection and essential services, assistance and information.

UNHCR conducts protection monitoring on an ongoing basis to analyze protection trends and the risks that forcibly displaced and stateless persons are facing. Protection monitoring has also the purpose of identifying people who are in need for specific services, support, or information and refer them so that they can receive assistance accordingly to their needs. In the third quarter of 2022, UNHCR conducted at national level interviews with refugee households to elicit their feedback on the overall protection environment in Lebanon. The purpose of the collection was to use the feedback from refugees to inform UNHCR's advocacy and programmatic interventions with the aim of improving refugees' access to protection and essential services, assistance and information.

UNHCR conducts protection monitoring on an ongoing basis to analyze protection trends and the risks that forcibly displaced and stateless persons are facing. Protection monitoring has also the purpose of identifying people who are in need for specific services, support, or information and refer them so that they can receive assistance accordingly to their needs. In the second quarter of 2022, UNHCR conducted at national level interviews with refugee households to elicit their feedback on the overall protection environment in Lebanon. The purpose of the collection was to use the feedback from refugees to inform UNHCR's advocacy and programmatic interventions with the aim of improving refugees' access to protection and essential services, assistance and information.

UNHCR conducts protection monitoring on an ongoing basis to analyze protection trends and the risks that forcibly displaced and stateless persons are facing. Protection monitoring has also the purpose of identifying people who are in need for specific services, support, or information and refer them so that they can receive assistance accordingly to their needs. In the first quarter of 2023, UNHCR conducted at national level interviews with refugee households to elicit their feedback on the overall protection environment in Lebanon. The purpose of the collection was to use the feedback from refugees to inform UNHCR's advocacy and programmatic interventions with the aim of improving refugees' access to protection and essential services, assistance and information.

UNHCR conducts protection monitoring on an ongoing basis to analyze protection trends and the risks that forcibly displaced and stateless persons are facing. Protection monitoring has also the purpose of identifying people who are in need for specific services, support, or information and refer them so that they can receive assistance accordingly to their needs. In the fourth quarter of 2022, UNHCR conducted at national level interviews with refugee households to elicit their feedback on the overall protection environment in Lebanon. The purpose of the collection was to use the feedback from refugees to inform UNHCR's advocacy and programmatic interventions with the aim of improving refugees' access to protection and essential services, assistance and information.

The MPM (Migrant Presence Monitoring) baseline assessment is designed to systematically assess, through a series of MPM Rounds, cadastres (Admin 3 areas) in Lebanon to quantify the presence of migrants per this administrative area to support operational assistance, coordination, and planning. The data collection is based on estimations received from Key Informants (KI) who are mostly composed of Mukhtars, local authorities of these areas, and Municipality officials. The MPM relies on KIs to provide reliable information for a specific and known area. For data collection, the administrative area of a cadastre was chosen as it is the smallest administrative unit with dedicated administrative officers, and the areas are small enough to ensure that information collected on the area are reliable. As a result of the situation and arrangements of migrant populations, repeated rounds will strengthen the data collected and resultant baseline. The MPM (Migrant Presence Monitoring) baseline assessment follows the methodology of IOM’s global Displacement Tracking Matrix (DTM) Mobility Tracking component. Tailored to meet the specific operational context in Lebanon, the MPM baseline assessment gathers and analyzes data to disseminate critical multi-layered information on the presence and mobility of migrants as well as Lebanese nationals. This assessment aims to complement existing data collection exercises and it is implemented in coordination with key actors to maximize synergies, interoperability and avoid duplication

UNHCR conducts protection monitoring on an ongoing basis to analyze protection trends and the risks that forcibly displaced and stateless persons are facing. Protection monitoring has also the purpose of identifying people who are in need for specific services, support, or information and refer them so that they can receive assistance accordingly to their needs. In the fourth quarter of 2021, UNHCR conducted at national level interviews with refugee households to elicit their feedback on the overall protection environment in Lebanon. The purpose of the collection was to use the feedback from refugees to inform UNHCR’s advocacy and programmatic interventions with the aim of improving refugees’ access to protection and essential services, assistance and information.

UNHCR conducts protection monitoring on an ongoing basis to analyze protection trends and the risks that forcibly displaced and stateless persons are facing. Protection monitoring has also the purpose of identifying people who are in need for specific services, support, or information and refer them so that they can receive assistance accordingly to their needs. In the fourth quarter of 2020, UNHCR conducted at national level interviews with refugee households to elicit their feedback on the overall protection environment in Lebanon. The purpose of the collection was to use the feedback from refugees to inform UNHCR’s advocacy and programmatic interventions with the aim of improving refugees’ access to protection and essential services, assistance and information.

UNHCR conducts protection monitoring on an ongoing basis to analyze protection trends and the risks that forcibly displaced and stateless persons are facing. Protection monitoring has also the purpose of identifying people who are in need for specific services, support, or information and refer them so that they can receive assistance accordingly to their needs. In the first quarter of 2021, UNHCR conducted at national level interviews with refugee households to elicit their feedback on the overall protection environment in Lebanon. The purpose of the collection was to use the feedback from refugees to inform UNHCR’s advocacy and programmatic interventions with the aim of improving refugees’ access to protection and essential services, assistance and information.