AndreaBozzo/ceres-open-data-index huggingface dataset:
Hurricane Matthew Haiti estimated population movement as of 22 November 2016

Estimated population movement in Haiti as of 22 November 2016. The estimated distribution of people for whom their home Commune/Section Communale in the pre-hurricane period was in either Grande Anse, Sud or Nippes départment, and as of 22 November had moved to another Commune/Section Communale. Estimates are based on movements of de-identified Digicel SIM cards which made or received at least one call pre-hurricane and in the week up to 22 November 2016. The SIM card movements are combined with available population data derived from estimates for the year 2015.

Tags: cyclones-hurricanes-typhoons
Organization: Flowminder
Timor Leste - Anticipatory Mapping

This data package contains field data collected during anticipatory mapping in Timor Leste. The data collection focused on completing critical infrastructure mapping in the focus areas, collecting information of historic flood events, flood impacts, and early warnings. 
This data package is available upon request only due to containing household-level information. However, all structural building data has been directly imported into OpenStreetMap and is openly accessible.

The project involved several key stages:

•	Initial updates and completion of building footprints in OpenStreetMap in focus areas via remote mapping using satellite imagery before commencing field mapping.

•	Comprehensive mapping of all critical infrastructure buildings in designated areas, gathering bbuilding attributes like building use, names, etc.

•	Collection of specific building features indicating susceptibility to floods or other hazards, such as minimum foundation height and building materials.

•	Additionally, qualitative information on buildings' flood history was collected where individuals were present (e.g., 'Has this building been flooded in the past?'

•	In the Manatuto area, a subset of residential buildings was mapped alongside all critical infrastructure buildings.


Field mapping activities covered the following areas and dates:

•	Manatuto: September 11th to 15th, 2023 (1479 critical infrastructure & residential buildings mapped)

•	Raimea: September 18th, 2023 (27 critical infrastructure buildings mapped)

•	Uma Berloic: September 19th, 2023 (36 critical infrastructure buildings mapped)

•	Pante Macassar: September 21st to 22nd, 2023 (218 critical infrastructure buildings mapped)


The data package includes the following files:

1_Timor-Leste_AA_mapping_all areas.xlsx: 
Contains all collected, georeferenced data in raw and cleaned formats, along with a codebook.
2_TL_AM_Data_joined_OSM_Buildingfootprint.zip & 3_TL_AM_Data_joined_OSM_Building_footprint.json: 
Contain collected data joined to the OSM building footprint, updated via satellite mapping before field activities.

4_TimorLeste_KoboForm_Questions.pdf: 
Displays the questions and answer options used in the KoboCollect questionnaire for field data collection on historic flood events, impacts, and early warnings.

5_Final_Datamodel_Koboform_TimorLeste_AAmapping.xls: 
This table contains the data structure of the KoboCollect questionnaire. Importing this file into the KoboCollect toolbox allows to replicate the data collection.
6_OSM_Data_Model.pdf: 
This table offers an overview of the OpenStreetMap (OSM) data model and tags used for anticipatory mapping in Timor Leste, detailing how geographic objects are tagged with keys (e.g., "building") and values (e.g., “residential”) to describe their attributes.


Tags: disaster risk reduction-drr, facilities-infrastructure, openstreetmap
Organization: RCRC Climate Centre
Data from the MEAE development aid

MEAE development assistance data - updated April 2018.

This dataset relates to the development aid projects of the Ministry of Europe and Foreign Affairs implemented by the Cooperation and Cultural Action Services in several countries receiving aid. The data will be updated quarterly and comply with the IATI (International Aid Transparency Initiative) standard.

Tags: development, geodata
Organization: Agence Française de Developpement (AFD) (inactive)
List of markets financed by AFD with the financial participation of the European Union

AFD mobilizes a growing number of European Union delegated funding. This document lists the projects supported by AFD that benefit from this financial assistance. It details the information on works contracts, supplies or intellectual services, which allow funded activities to see the light of day.

The markets presented in this document have been listed using the following thresholds:

For contracts signed before July 1, 2017 : contracts of more than € 1,000,000 for works or equipment contracts, and contracts of more than € 100,000 for intellectual services contracts.
For contracts signed after 01 July 2017 : contracts over € 15,000, all types of services combined.
These data have been consolidated as of December 31, 2017 and are subject to an annual update.

Tags: funding, humanitarian response plan-hrp
Organization: Agence Française de Developpement (AFD) (inactive)
Mexico - Laderas

Áreas susceptibles a deslizamiento de laderas El mapa nacional de susceptibilidad a deslizamientos de laderas contempla una clasificación por pixel de cinco posible valores de acuerdo a la tabla siguiente:

Valores de pixel Clasificación 1- Muy bajo 2- Bajo 3- Medio 4-Alto 5-Muy Alto

Tags: cyclones-hurricanes-typhoons, geodata, topography
Organization: National Digital Strategy Unit at the Office of the President of Mexico (inactive)
Nepal - Who's Doing What Where When Whom (Housing Recovery and Reconstruction 5W)

The NRA 5W tool is meant to provide an inventory of activities planned/ongoing/completed by partner organisations (POs) and other stakeholders for the recovery and reconstruction of 14 most affected and 18 moderately affected districts in Nepal in response to the Nepal Earthquake 2015. The datasets entail information on WHAT activities are planned and being implemented by WHO (partner organizations), WHERE the activities are implemented (Municipality/ward level), for WHOM and WHEN.

Tags: development, earthquake-tsunami, who is doing what and where-3w-4w-5w
Organization: Housing recovery and reconstruction platform (HRRP) - Nepal (inactive)
Nepal - Who's Doing What Where (Housing Recovery and Reconstruction)

The HRRP 4W tool is meant to provide an inventory of reporting activities that fall under the Housing Recovery & Reconstruction Platform (HRRP) framework. The datasets entail information on WHAT housing reconstruction activities is being planned and implemented by WHO (partner organizations), WHERE are the activities in VDC level and WHEN. In addition, the datasets also provide information on the number of beneficiaries/constructions, for the potentially measurement of process and impact.

Tags: development, earthquake-tsunami, hxl, who is doing what and where-3w-4w-5w
Organization: Housing recovery and reconstruction platform (HRRP) - Nepal (inactive)
Nigeria - Teacher Development Programme In-Service Training Component Impact Evaluation 2014, Baseline Survey

The Nigeria Teacher Development Programme (TDP) In-Service Training Component Impact Evaluation 2014 is a DFID-funded programme, managed by a consortium led by Mott Macdonald. Its aim is to increase the effectiveness of teachers and thus raise primary and junior secondary school (JSS) pupil learning levels, through support to the Federal and State institutions responsible for pre- and in-service training and development of basic education teachers. The programme has the following three components:

In-service teacher training in the three core curriculum subjects of English, maths, and science & technology (S&T) for primary and JSS teachers; Pre-service teacher training; and Results & evidence-based research.

Tags: education, needs assessment
Organization: Oxford Policy Management (inactive)
Nigeria - Teacher Development Programme In-Service Training Component Impact Evaluation 2017, Endline Survey

The Teacher Development Programme (TDP) is a six-year (2013-2019) programme funded by the UK Department for International Development. It seeks to improve the quality of teaching in primary schools, junior secondary schools, and colleges of education at the state level in northern Nigeria. It works through in-service training for primary teachers, reform of pre-service teacher education, and strengthening evidence-based research on teaching. 
Oxford Policy Management has conducted an independent impact evaluation of TDP. This evaluation focuses on the first of these three outputs: in-service training and support for primary teachers in the three core curriculum subjects of English, mathematics, and science. The programme initially operated in three states, Jigawa, Katsina, and Zamfara, and was later extended to Kaduna and Kano. This survey covers a group of schools that were randomly assigned to receive the TDP intervention in Jigawa, Katsina, and Zamfara, and a control group of schools in the same states that did not receive the TDP intervention.
The impact evaluation is a theory-based, mixed-methods design. At the core is a constrained randomised design, with half of the sample schools assigned to receive the TDP intervention, while the other half was assigned to the control group. The main source of quantitative data is the sample panel survey of 330 schools in Jigawa, Katsina, and Zamfara conducted in 2014 and 2017. At each sample school, the head teacher and a sample of teachers and pupils were interviewed and tested on their subject knowledge in English, mathematics, and science; lesson observations were conducted; a teacher roster was compiled; and classroom attendance by teachers and pupils was measured. 
The data from the endline survey are from the TDP IE quantitative endline survey conducted in 2017. For the qualitative research findings and methods see the final endline report provided below.

Tags: education
Organization: Oxford Policy Management (inactive)
UNHCR Global Trends: Forced Displacement in 2016 Data

This dataset contains 29 data tables on global trends in forced displacement in 2016.  The data provide trends and national and sometimes sub-national levels on refugees, asylum-seekers, internally displaced persons (IDPs), returnees (refugees and IDPs), stateless persons, and other persons of concern to UNHCR.

Tags: asylum seekers, displacement, internally displaced persons-idp, population, refugees, returnees, stateless persons
Organization: UNHCR - The UN Refugee Agency
The Small Arms Survey's Global Violent Deaths (GVD) Database

The Small Arms Survey tracks statistics on violent deaths and compiles them in its Global Violent Deaths (GVD) database. Within the framework of the 2030 Agenda for Sustainable Development and its Sustainable Development Goals (SDGs), states have pledged to ‘[p]romote peaceful and inclusive societies for sustainable development, provide access to justice for all and build effective, accountable and inclusive institutions at all levels’ (SDG 16). The first target identified under this goal, Target 16.1, commits all states to ‘[s]ignificantly reduce all forms of violence and related death rates everywhere'.

The GVD database, updated annually, provides a tool for assessing progress in implementing Target 16.1. It contains data starting from 2004 and includes datasets on direct conflict deaths, homicides, violent deaths by firearms—including the prevalence of firearms-related killings of women, as well as figures for women victims of lethal violence more generally. 

The database contains data from 2004 and includes direct conflict deaths and homicide data sets as well data on 'unintentional homicides' and 'legal interventions deaths'. The database served as the backbone of the Global Burden of Armed Violence reports. Data will be updated and shared once a year. 

Tags: conflict-violence
Organization: Small Arms Survey
Afghanistan – Verified estimates of prolonged IDPs

In October, November and December 2016, a comprehensive mixed qualitative verification exercise was undertaken in Afghanistan. A secondary data review of assessment data identifying IDPs displaced between the 1st of January 2014 and 1st of March 2016 allowed an estimate of nationwide prolonged IDP locations and population. Field teams then verified through key informant interviews, data requests and field visits to verify the populations found at each location, and snowballed to widen the geographic coverage. The final dataset presented here is the list of locations verified, with estimated populations. 

Tags: displacement, internally displaced persons-idp
Organization: REACH Initiative
Somalia - Kismayo IDP Settlement Assessment - Household Dataset

Kenya’s commitment to close down Dadaab by mid-2017, the world’s largest refugee camp hosting over 300,000 Somalis, is putting increasing pressure on service delivery and infrastructure in Somalia. By October 2016, an estimate of 31,226 Somali people have returned from Kenya, the majority of which are heading to Kismayo, Baidoa, Luuq and Mogadishu. While the caseload of returnees is expected to continue growing over the coming months, there is no clear understanding of movement patterns of returnees or internally displaced persons which further complicates the attempts by humanitarian organisations to provide for required services.

The absence of a CCCM cluster in Somalia means that information on humanitarian needs and gaps has been limited to ad-hoc and un-coordinated assessments.  The Kismayo IDP settlement assessment was triggered as a result of the need for a multi-cluster, area-based and coordinated information approach for humanitarian planning and service delivery in informal IDP settlements in Somalia.

The Kismayo IDP Settlement Assessment was carried out with financial support from USAID-OFDA and ECHO and in close collaboration with clusters (WASH, Shelter & NFIs, Education, Food Security, Health, Nutrition and Protection).

Tags: education, food security, health, internally displaced persons-idp, needs assessment, nutrition, population, returnees, water sanitation and hygiene-wash
Organization: REACH Initiative
Somalia - Kismayo IDP Settlement Assessment - Facility Dataset

Kenya’s commitment to close down Dadaab by mid-2017, the world’s largest refugee camp hosting over 300,000 Somalis, is putting increasing pressure on service delivery and infrastructure in Somalia. By October 2016, an estimate of 31,226 Somali people have returned from Kenya, the majority of which are heading to Kismayo, Baidoa, Luuq and Mogadishu. While the caseload of returnees is expected to continue growing over the coming months, there is no clear understanding of movement patterns of returnees or internally displaced persons which further complicates the attempts by humanitarian organisations to provide for required services.

The absence of a CCCM cluster in Somalia means that information on humanitarian needs and gaps has been limited to ad-hoc and un-coordinated assessments.  The Kismayo IDP settlement assessment was triggered as a result of the need for a multi-cluster, area-based and coordinated information approach for humanitarian planning and service delivery in informal IDP settlements in Somalia.

The Kismayo IDP Settlement Assessment was carried out with financial support from USAID-OFDA and ECHO and in close collaboration with clusters (WASH, Shelter & NFIs, Education, Food Security, Health, Nutrition and Protection).

Tags: education, education facilities-schools, health, health facilities, internally displaced persons-idp, returnees
Organization: REACH Initiative
Afghanistan -  Post-Earthquake Shelter Evaluation

On the 26th of October 2015, a large scale earthquake caused shelter damage throughout much of northern and central Afghanistan.  During August 2016, the REACH Initiative (supported by ACTED, AfghanAid and People in Need) conducted a shelter response evaluation in 3 districts of Afghanistan on behalf of the Shelter Cluster.  The aim of the assessment was to evaluate shelter interventions and locate possible intervention gaps in order to inform the shelter cluster of Afghanistan of the current shelter context and needs of earthquake affected families. The assessment consisted of three specific areas of investigation:
1.	To monitor change in sheltering conditions for families
2.	To evaluate the value of various shelter interventions in allowing families to recover and to identify possible gaps
3.	To determine recovery limitations and successes relating to vulnerable groups


Tags: damage assessment, earthquake-tsunami, shelter
Organization: REACH Initiative
Cyclone Enawo - Madagascar - windspeed, track and rainfall

Please note that the windspeed and track dataset only covers the part where the this was still a tropical cyclone. For explanation see below caveats. Due to this we will not release a priority index, since windspeed data is missing for most of the country.

Dataset of windspeed and track was kindly provided by University College London. 

The rainfall data is calculated based on GPM. It is the accumulated rainfall from March 6th midnight to March 10th 10:00am Madagascar time.



Tags: cyclones-hurricanes-typhoons, geodata
Organization: Netherlands Red Cross - 510
DTM: Task Force on Population Movement | TFPM Yemen | 16th Report - October 2017

The Task Force for Population Movement (TFPM) is a Technical Working Group to the Inter-Cluster
Coordination Mechanism. (ICCM) The TFPM implements an information management tool that gathers data
and location of displaced persons across Yemen.
As of 01 Sep 2017, the TFPM has identified, 2,014,026 internally displaced persons (IDPs) (335,671
households) who have been displaced due to conflict since March 2015, dispersed across 21 governorates.
For the same period, the TFPM has identified 956,076 returnees (159,346 households), across 20 governorates.
As a result, 10.3% of the total population of Yemen has experienced the shock of displacement due to conflict
in the last 30 months.
The data collected is a compilation of data collection activities conducted through the period of May to
August 2018. The data presents the best estimates of displacement and returnee movements in locations
across Yemen.

Tags: displacement, internally displaced persons-idp
Organization: International Organization for Migration (IOM)
Ukraine:  Entry/Exit Crossing Points

The dataset contains entry/exit crossing points along the "contact line" dividing Government-controlled area (GCA) and non-Government-controlled area (NGCA) with coordinates and operational status (operational, non-operational, partially operational, planned). Source: State Border Guard Service of Ukraine, https://dpsu.gov.ua/ua/perelik-kpvv/. 

Tags: geodata, humanitarian access, hxl
Organization: OCHA Ukraine
Ukraine: Civilian Casualties

Dataset includes monthly numbers of civilian casualties by cause, type and location (adm1, GCA/NGCA) in 2021, and yearly numbers of civilian casualties by cause, type and location (GCA/NGCA) in 2016-2020. The dataset is compiled based on the monthly and yearly updates on civilian casualties in Ukraine provided by the Office of the High Commissioner for Human Rights (OHCHR).

Tags: casualties, conflict-violence, hxl
Organization: OCHA Ukraine
Datos de vulnerabilidades, amenazas y capacidades

Colección de indicadores (directos y proxy) sobre vulnerabilidades, amenazas y capacidades de respuesta a principales riesgos por desastres naturales o emergencias complejas que afectan a niñas, niños y adolescentes. 

Tags: children, conflict-violence, geodata, humanitarian needs overview-hno, natural disasters, population
Organization: UNICEF Colombia (inactive)
Bahamas–Tropical Cyclone Dorian-19 - Population exposure report

Based on data of the observed and predicted tropical cyclone path, wind speeds, and population data (from WorldPop) acquired on the 1st of September 2019, UNITAR-UNOSAT conducted a population exposure analysis for Bahamas where about 72,000 people will be potentially exposed to sustained winds with more than 120 km/h.

Organization: United Nations Satellite Centre (UNOSAT)
Cyclone Kenneth: Population Exposure Analysis in Mozambique - 23 April 2019

Just over a month after the tropical cyclone IDAI-19 a new tropical storm is heading toward Comoros, Tanzania and the north of Mozambique called 'twentyfour-19'. The category 2 tropical storm is expected to make landfall between the 27th and the 28th of April 2018 south of Mocimboa da Praia town located in the province of Cabo Delgado in the extreme northern part of Mozambique. Based on data of the expected tropical cyclone path Twentyfour-19, wind speeds zones from Joint Research Centre (Issued on 23 April 2019 06:00 UTC), and population data from WorldPop 2015, UNITAR-UNOSAT conducted a population exposure analysis for Mozambique. About 750,000 people in Mozambique, mainly in Cabo Delgado province are living inside the wind speed zones of 120 km/h, 90 km/h and 60 km/h accordingly. 
Cyclone track: Joint Research Centre (JRC) as of 23/04/2019 
Wind speed zones: Joint Research Centre (JRC) as of 23/04/2019, 06:00 UTC 
Administrative Levels: OCHA ROSEA 
Spatial Demographic Data: WorldPop (2015), 100m spatial resolution 
Analysis: UNITAR-UNOSAT (23/04/2019)

Tags: cyclones-hurricanes-typhoons, geodata
Organization: United Nations Satellite Centre (UNOSAT)
Tropical Cyclone Maria. Inventory of landslides and flooded areas

.A large scale landslide inventory was carried out by a team from the University of Twente, use of 5 scenes of Pléiades satellite imageries with resolution of 0.5m, which were obtained in September 23 and October 5 after the hurricane, made available through UNITAR-UNOSAT. Apart from these also a series of Digital Globe Images were used that were collected for the Google Crisis Response through a KML layer. The images were visually interpreted by image interpretation experts, and landslides were mapped as polygons, separating scarp, transport and accumulation areas, and classifying the landslides in types.
A total of 9,960 landslides were identified, which include 8,576 debris slides, 1,010 debris flows and 374 rock falls, with area of 7.30km2, 2.50km2, and 0.50 km2 respectively. The whole area of landslide is 10.30 km2, which covers 1.37 percent of the island. The source of landslides is 3.30km2, and the other 7.0 km2 is transportation and deposition area. Almost all of the rivers flooded due to intensive precipitation. The flooded area is 13.03km2, which covers 1.74% of the island. Dominica will face some new problems for mountain hazards in the coming years, as many of the fresh scarps may produce more debris, and many tree trunks are still on the slopes or in the river channels. With so many fresh landslides in the upper catchments, it is likely that debris flows will be triggered with rainfall thresholds that are substantially lower than before the hurricane. Hurricane Maria damaged the forest cover dramatically, which changed the conditions for hazard initiation. Without the protection of vegetation, more new shallow landslides could happen in the near future. A series of cascading hazards may happen, for example landslides or debris flow blocking rivers and resulting in outburst floods. Therefore more detailed evaluation of the post-Maria hazard and risk situation is very important.

Tags: cyclones-hurricanes-typhoons, geodata
Organization: United Nations Satellite Centre (UNOSAT)