AndreaBozzo/ceres-open-data-index huggingface dataset:
Senegal - 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](https://fts.unocha.org/) and is encoded as utf-8.

Tags: covid-19, funding, humanitarian financial tracking service-fts
Organization: OCHA Financial Tracking System (FTS)
Peace and Security Pillar: Approved Number of Personnel in Peacekeeping Missions

This dataset provides information on the approved number of personnel involved in United Nations peacekeeping missions on an annual basis. The data spans a specific time period and includes details about the deployment of personnel across missions since 2010.  
  
Methodology: An artificial intelligence model was trained for extracting the table human resources incumbency performance and accompanying details from the Secretary-General’s performance reports. Subsequently, the output underwent simple random sampling for validation.

Tags: complex emergency-conflict-security, peacekeeping
Organization: United Nations Peace and Security Data Hub
Peace and Security Pillar: Actual Number of Personnel in Peacekeeping Missions

This dataset provides information on the actual number of personnel in United Nations peacekeeping missions on an annual basis. The data spans a specific time period and includes details about the deployment of personnel across missions since 2010.   
  
Methodology: An artificial intelligence model was trained for extracting the table Human resources incumbency performance and accompanying details from the Secretary-General’s performance reports. Subsequently, the output underwent simple random sampling for validation.

Tags: complex emergency-conflict-security, peacekeeping
Organization: United Nations Peace and Security Data Hub
Peace and Security Pillar: UN Peacekeeping Training Gender Aggregated Data

The following gender disaggregated training data is organized annually with period from 1 July to 30 June. The data represents military, police and civilian training.   
  
Member States are responsible for delivering the pre-deployment training (PDT) to all units and personnel provided to UN peacekeeping operations. ITS delivers training of trainer’s courses for Member State trainers to build national capacity to deliver training to UN standards. Civilian Pre-Deployment Training (CPT) improves preparedness and effectiveness of civilian peacekeepers. ITS has a dedicated team that delivers CPT at the UN Regional Service Centre in Entebbe, Uganda. Senior Leadership Training targets the highest levels (SRSG, DSRSG, Force Commander or Head of Military Component, Police Commissioner and Director of Mission Support) of field mission leadership to provide them with the knowledge needed to lead and manage field missions.  
  
This dataset is managed by the Integrated Training Service of the UN Department of Peace Operations.

Tags: complex emergency-conflict-security, peacekeeping
Organization: United Nations Peace and Security Data Hub
Peace and Security Pillar: UN Peacekeeping Ministerial 2025 Pledge List

Held from 13 to 14 May 2025, the UN Peacekeeping Ministerial served as a high-level political forum to discuss the future of peacekeeping and for Member States to express and demonstrate their political support. It provided a platform for delegations to announce substantial pledges in support of closing capability gaps and adapting peace operations to better respond to existing challenges and new realities, in line with the pledging guide. This dataset contains all pledges made by Member States at the UN Peacekeeping Ministerial 2025 in Berlin.

Tags: complex emergency-conflict-security, peacekeeping
Organization: United Nations Peace and Security Data Hub
Peace and Security Pillar: Peacekeeping Ministerial Pledge 2023

A Peacekeeping (PK) Ministerial refers to a meeting or conference where ministers or high-level officials from member states gather to discuss issues related to peacekeeping operations. At the ministerial, member states announce new pledges and concrete measures to meet current and future challenges, in line with ongoing departmental action plans and strategies.  
  
This dataset contains data from the 2023 UN Peacekeeping Ministerial in Ghana where Member States announced pledges and concrete measures to strengthen UN Peacekeeping. The pledge list recorded all the pledges made by theme and Member State.

Tags: complex emergency-conflict-security, peacekeeping
Organization: United Nations Peace and Security Data Hub
Peace and Security Pillar: Annual Expenditure for Peacekeeping

This dataset presents annual expenditures extracted from the performance reports of the Secretary-General. It comprises expenditure data for peacekeeping operations, the United Nations Logistics Base at Brindisi, Italy, the Regional Service Centre in Entebbe, Uganda, and the support account for peacekeeping operations during each financial period.  
  
The dataset reflects gross requirements, defined as the total of all categories and subcategories of appropriations and expenditures (military and police personnel, civilian personnel, operational costs, and other). This corresponds to the “Gross requirements” line as presented in the official budget performance tables. It should be noted that staff assessment income and voluntary contributions in kind (budgeted) are excluded from this dataset.  
  
Methodology: An artificial intelligence model was trained for extracting the budget table and accompanying details from the Secretary-General’s performance reports. Subsequently, the output underwent simple random sampling for validation.

Tags: complex emergency-conflict-security, peacekeeping
Organization: United Nations Peace and Security Data Hub
Peace and Security Pillar: Annual Budgets for Peacekeeping

This dataset presents annual budgetary appropriations extracted from the performance reports of the Secretary-General. It comprises approved budget data for peacekeeping operations, the United Nations Logistics Base at Brindisi, Italy, the Regional Service Centre in Entebbe, Uganda, and the support account for peacekeeping operations during each financial period.  
  
The dataset reflects gross requirements, defined as the total of all categories and subcategories of appropriations and expenditures (military and police personnel, civilian personnel, operational costs and other). This corresponds to the “Gross requirements” line as presented in the official budget performance tables. It should be noted that staff assessment income and voluntary contributions in kind (budgeted) are excluded from this dataset.  
  
Methodology: An artificial intelligence model was trained for extracting the budget table and accompanying details from the Secretary-General’s performance reports. Subsequently, the output underwent simple random sampling for validation.

Tags: complex emergency-conflict-security, peacekeeping
Organization: United Nations Peace and Security Data Hub
Peace and Security Pillar: Patrols by the United Nations Disengagement Observer Force (UNDOF)

United Nations Disengagement Observer Force (UNDOF) patrol routes cover the full breadth of the Area of Separation and 70 percent of the area of limitation. This datasets contains the number of UNDOF operational patrols carried out on a monthly basis.

Tags: complex emergency-conflict-security, peacekeeping
Organization: United Nations Peace and Security Data Hub
Peace and Security Pillar: Other Revenue and Adjustments for Peacekeeping Missions

This dataset provides information on investment and other revenue, voluntary contributions in cash, prior-period adjustments and cancellations of prior-period obligations of United Nations peacekeeping missions.   
  
Methodology: An artificial intelligence model was trained for extracting the table Other revenue and adjustments, and accompanying details from the Secretary-General’s performance reports. Subsequently, the output underwent simple random sampling for validation.

Tags: complex emergency-conflict-security, peacekeeping
Organization: United Nations Peace and Security Data Hub
Peace and Security Pillar: Light Coordination Mechanism (LCM) Dataset On Peace Operations Training and Capacity-Building Coordination Mechanisms (Member State Memberships)

The Light Coordination Mechanism (LCM) has developed a new public resource for Member States, UN entities, academic and research institutions, and other partners. This tool brings together, for the first time, a consolidated dataset and visual mapping of coordination mechanisms that support training and capacity-building for UN and UN-mandated peace operations. It is designed to give users both a comprehensive overview and an interactive means of navigating information on each mechanism’s objectives, membership, geographic scope, governance, and activities, making comparison and analysis straightforward.  
  
For the purposes of this research, a coordination mechanism is defined as any organization, association, forum, conference, or other affiliation whose primary purpose is to facilitate multilateral exchange, de-confliction, alignment, or integration of peace operations training and capacity-building activities. Mechanisms focused on other thematic areas, as well as organizations whose main function is to deliver training or capacity-building themselves (including training centers, academic institutions, or NGOs), are not included.  
  
The dataset was developed under the study “Optimizing the Use of Training and Capacity-Building Coordination Mechanisms in Support of United Nations Peace Operations,” commissioned by the LCM and launched in November 2025. The LCM, managed by Integrated Training Services (ITS) within the Division for Policy, Evaluation, and Training (DPET) in the UN Department of Peace Operations (DPO), works to strengthen peacekeepers’ capacity, safety, security, and performance through partnerships in training, equipment, logistics, infrastructure, information sharing, technical support, and knowledge management.  
  
For questions, comments, or suggested updates to the mapping, please contact dpo-lcm@un.org.  
  
The realization of this study and data mapping was made possible thanks to the contribution of Germany.

Tags: complex emergency-conflict-security, peacekeeping
Organization: United Nations Peace and Security Data Hub
Peace and Security Pillar: Light Coordination Mechanism (LCM) Dataset On Peace Operations Training and Capacity-Building Coordination Mechanisms

The Light Coordination Mechanism (LCM) has developed a new public resource for Member States, UN entities, academic and research institutions, and other partners. This tool brings together, for the first time, a consolidated dataset and visual mapping of coordination mechanisms that support training and capacity-building for UN and UN-mandated peace operations. It is designed to give users both a comprehensive overview and an interactive means of navigating information on each mechanism’s objectives, membership, geographic scope, governance, and activities, making comparison and analysis straightforward.  
  
For the purposes of this research, a coordination mechanism is defined as any organization, association, forum, conference, or other affiliation whose primary purpose is to facilitate multilateral exchange, de-confliction, alignment, or integration of peace operations training and capacity-building activities. Mechanisms focused on other thematic areas, as well as organizations whose main function is to deliver training or capacity-building themselves (including training centers, academic institutions, or NGOs), are not included.  
  
The dataset was developed under the study “Optimizing the Use of Training and Capacity-Building Coordination Mechanisms in Support of United Nations Peace Operations,” commissioned by the LCM and launched in November 2025. The LCM, managed by Integrated Training Services (ITS) within the Division for Policy, Evaluation, and Training (DPET) in the UN Department of Peace Operations (DPO), works to strengthen peacekeepers’ capacity, safety, security, and performance through partnerships in training, equipment, logistics, infrastructure, information sharing, technical support, and knowledge management.  
  
For questions, comments, or suggested updates to the mapping, please contact dpo-lcm@un.org.  
  
The realization of this study and data mapping was made possible thanks to the contribution of Germany.

Tags: complex emergency-conflict-security, peacekeeping
Organization: United Nations Peace and Security Data Hub
Peace and Security Pillar: Gender and Women, Peace and Security Language in the Reports of the Secretary-General

This dataset contains Gender and Women, Peace and Security (WPS) language in the Reports of the Secretary-General (SG) in peacekeeping contexts since 2020. Each row represents one paragraph that must contain at least one of the following keywords:  woman/women, female(s), girl(s), sex/sexual, or gender. Paragraphs without this keywords were removed from the dataset.  
  
Each paragraph is reviewed and assigned into individual categories under two criteria: type of content, and thematic area. Which are displayed as columns of the dataset. 

Tags: complex emergency-conflict-security, gender, peacekeeping
Organization: United Nations Peace and Security Data Hub
Peace and Security Pillar: Statistics On the Integration of Gender and the Women, Peace and Security Agenda in the Reports of the Secretary-General

This dataset is part of a series of analysis on the integration of gender in the reports of the secretary general. It contains counts on different aspects of the integration of Gender and the Women, Peace and Security (WPS) agenda in the Reports of the Secretary-General (SG) in peacekeeping contexts since 2019. Each row represents one report.   
  
For this dataset, Gender and WPS integration is measured as the presence of gender-specific language and recommendations, the presence of standalone WPS sections and the use of gender-disaggregated data in the content of the reports. Please refer to the Gender and Women, Peace and Security Language in the Reports of the Secretary-General dataset for more detailed language.  


Tags: complex emergency-conflict-security, gender, peacekeeping
Organization: United Nations Peace and Security Data Hub
Peace and Security Pillar: Women and Peace and Security Dashboard

The Women and Peace and Security Dashboard has been created by the Security Council Affairs Division as an information resource for the preparation of the Repertoire of the Practice of the Security Council. It features provisions in decisions (resolutions and presidential statements) of the Security Council since 2000 containing one or more of a set of curated keywords related to Women and Peace and Security (WPS).

Tags: complex emergency-conflict-security, peacekeeping
Organization: United Nations Peace and Security Data Hub
Peace and Security Pillar: Comprehensive Planning and Performance Assessment System (CPAS) Usage Statistics

CPAS stands for Comprehensive Planning and Performance Assessment System. It is a tool used in peacekeeping operations that aims to link the context of a country with peacekeeping planning, data, results, and reporting. CPAS enables peacekeeping mission leadership to make informed, evidence-based decisions to enhance the implementation of their mandates. It helps in rapidly de-escalating conflicts and improving the lives of people living in the countries where these missions operate. CPAS allows missions to assess their operating environment, set goals, and track progress using data and analysis. It is designed to improve the effectiveness of UN peacekeeping operations and contribute to global peace and security objectives by integrating planning and performance assessment across various mission components, including civilians, military, and police.  
  
This dataset contains the statistics of indicators and impact assessments per mission.

Tags: complex emergency-conflict-security, logistics, peacekeeping
Organization: United Nations Peace and Security Data Hub
Peace and Security Pillar: Mission Factors for Expenditure for Contingent Owned Equipment for Peacekeeping Missions

This dataset serves as a supplement to the primary dataset Expenditure for contingent owned equipment for peacekeeping missions and provides information on the factors influencing expenditures, percentage breakdowns, and key dates related to the financial data.  
  
Methodology: An artificial intelligence model was trained for extracting the table Expenditure for contingent owned equipment: major equipment and self sustainment and accompanying details from the Secretary-General’s performance reports. Subsequently, the output underwent simple random sampling for validation.

Tags: complex emergency-conflict-security, peacekeeping
Organization: United Nations Peace and Security Data Hub
Peace and Security Pillar: Expenditure for Contingent Owned Equipment: Major Equipment and Self Sustainment

This dataset provides detailed information on the expenditures related to contingent owned equipment, including major equipment and self-sustainment, across various United Nations peacekeeping missions.   
  
Methodology: An artificial intelligence model was trained for extracting the table called Expenditure for contingent owned equipment: major equipment and self sustainment, and accompanying details from the Secretary-General’s performance reports. Subsequently, the output underwent simple random sampling for validation.

Tags: complex emergency-conflict-security, peacekeeping
Organization: United Nations Peace and Security Data Hub
Peace and Security Pillar: Contributions to the Trust Fund for the Multinational Security Support (MSS) Mission for Haiti Authorised Under SCR 2699 (2023) and Gang Suppression Force (GSF) Authorised Under SCR 2793/(2025)

Contributions to the Trust Fund are to be made voluntarily and may be received from governments, intergovernmental and non-governmental organizations, private institutions or individuals, financial institutions, foundations and any other donor able to do so provided that such contributions as set forth are made in accordance with the United Nations Financial Regulations and Rules.  
  
Contributions may be accepted by the Department of Operational Support (DOS) as the implementing office. Contributions to the Trust Fund will be in the form of cash. Contributions in cash to the Trust Fund may be accepted in United States dollars or other fully convertible currencies.  
  
The making of a contribution and its acceptance are to be recorded in an exchange of letters, or, if deemed appropriate, in a more formal agreement.  
  
No contribution can be earmarked but will be pooled with other contributions in the trust fund solely for the overall support to the MSS and GSF as per Security Council mandates.  
  
For more information on making a contribution to the Trust Fund in Support of the MSS and GSF to Haiti, please contact the Division for Special Activities, in the Department of Operational Support (dos-dsa-od@un.org).

Tags: complex emergency-conflict-security, peacekeeping
Organization: United Nations Peace and Security Data Hub
Peace and Security Pillar: Peackeeping Personnel Categories

This dataset maps peacekeeping-related personnel types to administrative classification fields used for personnel management and reporting across enterprise systems. It lists employee groups and subgroups, subgroup names, policy references, modality names, duty or service attributes, status, service category, peacekeeping personnel category, deployment modality, budget category, and two Y/N applicability flags. The records span international staff, local staff, conference language staff, WAE staff, special staff, loans to the UN, personnel administered by UN agencies, external personnel, military and police, non-staff without payroll, non-staff on payroll, and one national support element. It is marked relevant for the Peace and Security Pillar and UMOJA in scope.

Tags: complex emergency-conflict-security, peacekeeping
Organization: United Nations Peace and Security Data Hub
Peace and Security Pillar: Field Missions Performance (By Indicators)

A table listing the targets and achievements of currently active peacekeeping missions/operations of the UN based on set indicators.  
  
The data is extracted from the Secretary General's Budget Performance Report of each mission/operation published annually, and is used to build a dashboard that summarizes the performance of each mission/operation. The dashboard is published on the Department of Operational Support's (DOS) website.  


Tags: complex emergency-conflict-security, peacekeeping
Organization: United Nations Peace and Security Data Hub
Peace and Security Pillar: Conduct and Discipline: Sexual Exploitation and Abuse Data

The Department for Management Strategy, Policy and Compliance (DMSPC) is responsible for enforcing United Nations (UN) policies on conduct in peacekeeping missions and special political missions. In this regard, DMSPC works closely with the Department for Peace Operations and the Department for Peacebuilding and Political Affairs. The conduct and discipline function for all field missions is overseen by the Under-Secretary-General for Management Strategy, Policy and Compliance.  
  
The Conduct and Discipline Service (CDS), which is part of the Administrative Law Division, provides overall direction for conduct and discipline issues, including on combating sexual exploitation and abuse (SEA).  
  
This dataset contains information on the SEA allegations across the UN Peace Operations and the UN Special Political Missions since 2015. Each row represents one allegation.

Tags: complex emergency-conflict-security, peacekeeping
Organization: United Nations Peace and Security Data Hub
Peace and Security Pillar: United Nations Security Council Voting Data for Adopted Resolutions Since 1946

This dataset is a compilation of the voting data of the Security Council from 24 January 1946. It is derived from the UN Digital Library voting records and provides information on Member States' votes related to adopted resolutions. Votes on paragraphs of draft resolutions or drafts that failed to be adopted are not included. Each entry represents the vote of one Member State for a particular draft resolution. The dataset is updated several times a year to include more recent resolutions, with the most recent effective date recorded in the as_at_date field.  
  
Copyright, United Nations; non-commercial use with attribution.

Tags: complex emergency-conflict-security, peacekeeping
Organization: United Nations Peace and Security Data Hub
Peace and Security Pillar: Security Council Data - Formal Meetings of the Security Council On Climate, Peace and Security

This dataset contains information on formal meetings of the Security Council focusing on climate-related shocks and stressors. Formal meetings are included in this dataset based on an analysis of their sub-agenda items or topics.   
  
The dataset covers the time period since the holding of the first meeting of the Council explicitly dedicated to Climate, Peace and Security under the sub-agenda item Energy, Security and Climate on 17 April 2007. 

Tags: complex emergency-conflict-security, peacekeeping
Organization: United Nations Peace and Security Data Hub