metadata
title: FCV Data Mentions Explorer
emoji: 📊
colorFrom: blue
colorTo: indigo
sdk: static
pinned: false
FCV Data Mentions Explorer 📊
The FCV Data Mentions Explorer is an interactive, high-fidelity visual dashboard designed to explore and analyze validated dataset utilization across operational documents in Fragile, Conflict, and Violence (FCV), forced displacement, and humanitarian contexts.
This dashboard provides researchers, policy-makers, and funding agencies with a transparent lens into how data assets (microdata, household surveys, administrative registries) influence field operations and policy design.
Key Features
- Interactive Word Cloud: Scans the most popular and long-tail dataset entities. Clicking a dataset tag instantly filters the entire explorer workspace.
- Top Mined Data Mentions Rank: Displays a distribution of dataset mentions across the corpus, using document frequency deduplication (counting at most once per document to avoid outlier skewing).
- Data Specificity Filtering: Slice the entire dataset by specificity:
- Named Datasets (e.g. DHS Surveys, ZUS Registries, UNHCR PRIMES) - Default view
- Descriptive Datasets (e.g. household surveys, national census)
- Vague References (e.g. official data, local statistics)
- Document Deep-Dive & PDF Viewer: Jump directly into a report, browse paragraphs page-by-page (aligned with true PDF page numbers), and view the original context highlights.
- Downstream Impact Mapping: Inspect the mapped Downstream Impact Channels (e.g. Evidence, Citation, Monitoring, Design) to see how data outputs directly translate into field actions.
Methodology Brief
FCV operational documents are heavily specialized and lack hand-labeled named entity recognition (NER) benchmarks. To build this dashboard, we introduce a semi-automated Cascaded Candidate Generation and Verification framework:
- Candidate Generation: A local, lightweight model (GLiNER2), pre-trained on general research publications, performs high-recall token scanning over page-sized text chunks.
- Context-Aware Verification: A frontier LLM (GPT-4o) serves as a context-aware judge under strict taxonomic guidelines, auditing candidate boundaries, verifying data-use validity, and mapping impact classifications.
- Fine-tuning Loop: The verified corpus is used to fine-tune local models and power the explorer's database.
FCV Data Mentions Dashboard Manifest
This directory contains the curated and validated data mentions extracted from Fragile, Conflict, and Violence (FCV), forced displacement, and refugee context documents.
Folder Structure
data/all_mined_data_mentions.csv: Collated master spreadsheet of all validated mentions.data/validated/: Validated documents in flat NER format.
Curated Documents List (78 Unique Documents)
| # | Document Name | Document Title | Corpus Category | Validated Mentions |
|---|---|---|---|---|
| 1 | 004_01_2021_r2p_report_on_resolution_767_eng |
participation in the programme | UNHCR / ReliefWeb / CIMP Reports | 1 |
| 2 | 008_0349e1bab7009cf785257850006fa04c-full_report |
NEW ISSUES IN REFUGEE RESEARCH | UNHCR / ReliefWeb / CIMP Reports | 3 |
| 3 | 010_BOSIB1554c314c0a2187c019d7e85bc2a91 |
Kenya - Building Resilient and Responsive Health Systems Project | World Bank Project Appraisal Documents (PADs) | 20 |
| 4 | 011_BOSIB12886229a02a1bcdc12ee681b5fe59 |
South Sudan - Health Sector Transformation Project | SEIS / Other Humanitarian Briefs | 40 |
| 5 | 012_04ffdb062b09d6fec12572720052760d-unhcr_dec2006 |
NEW ISSUES IN REFUGEE RESEARCH | UNHCR / ReliefWeb / CIMP Reports | 1 |
| 6 | 013_BOSIB0efb09b920d90858a0135df22da7d1 |
Ethiopia - Digital ID for Inclusion and Services Project | World Bank Project Appraisal Documents (PADs) | 15 |
| 7 | 014_07062015_bekaagovernorateprofile |
GENERAL OVERVIEW | UNHCR / ReliefWeb / CIMP Reports | 1 |
| 8 | 014_BOSIB1dda1d49e0221807413cf06ea9ae3f |
Burundi - Jobs and Economic Transformation Project | UNHCR / ReliefWeb / CIMP Reports | 17 |
| 9 | 015_08072015_northgovernorateprofile |
GENERAL OVERVIEW | UNHCR / ReliefWeb / CIMP Reports | 1 |
| 10 | 018_10072015_akkargovernorateprofile |
GENERAL OVERVIEW | UNHCR / ReliefWeb / CIMP Reports | 2 |
| 11 | 020_P1781250bdd2b50b0b9720d5c17632331c |
Azerbaijan - State and Peacebuilding Fund (SPF) : Improved Livelihoods for Internally Displaced Persons in Azerbaijan Project | World Bank Project Appraisal Documents (PADs) | 14 |
| 12 | 021_108733-revised-public-wb-unhcr-policy-brief-final |
FRAGILITY AND POPULATION MOVEMENT IN AFGHANISTAN | UNHCR / ReliefWeb / CIMP Reports | 12 |
| 13 | 023_Ethiopia-Second-Phase-Development-Response-to-Displacement-Impacts-Project-in-the-Horn-of-Africa-Project |
Ethiopia - Second Phase Development Response to Displacement Impacts Project in the Horn of Africa Project | World Bank Project Appraisal Documents (PADs) | 1 |
| 14 | 024_Uganda-Generating-Growth-Opportunities-and-Productivity-for-Women-Enterprises-Uganda-Project |
Uganda - Generating Growth Opportunities and Productivity for Women Enterprises Uganda Project | World Bank Project Appraisal Documents (PADs) | 8 |
| 15 | 025_1403-zaatarisafetysecurityreport2013-final |
!!!!!!! | SEIS / Other Humanitarian Briefs | 1 |
| 16 | 027_14803f869ebccad5c125735c00572018-unhcr-aug2007 |
How to Cope with a Refugee Shock ? Evidence from Uganda | UNHCR / ReliefWeb / CIMP Reports | 1 |
| 17 | 027_Jordan-Emergency-Food-Security-Project |
Jordan - Emergency Food Security Project | World Bank Project Appraisal Documents (PADs) | 2 |
| 18 | 030_1556029681unhcr_gsma_displaced_disconnected_-_connectivity_for_refugees_-_web |
CONNECTIVITY FOR REFUGEES | UNHCR / ReliefWeb / CIMP Reports | 7 |
| 19 | 034_190415_gbv_secondary-data-analysis_cyclone-idai_moz_final |
Project Information Document-Integrated Safeguards Data Sheet - Equity with Quality and Learning at Secondary (EQUALS) - P164223 | UNHCR / ReliefWeb / CIMP Reports | 13 |
| 20 | 035_1_advocacy_note_mineaction_-_niger_eng |
ADVOCACY NOTE A CRUCIAL NEED TO REINFORCE ACTIONS AGAINST THE GROWING THREAT OF EXPLOSIVE DEVICES (ED) IN NIGER | SEIS / Other Humanitarian Briefs | 5 |
| 21 | 038_1e3fe15ddbc55d878525763800599cf8-unhcr_sep2009 |
UNHCR policy on refugee protection and solutions in urban areas | UNHCR / ReliefWeb / CIMP Reports | 3 |
| 22 | 040_Iraq-COVID-19-Vaccination-Project |
Iraq - COVID-19 Vaccination Project | World Bank Project Appraisal Documents (PADs) | 29 |
| 23 | 046_20140519-south-sudan-protection-cluster-trends-analysis |
Protection | ||
| Trends | ||||
| Analysis May | ||||
| 2014 | UNHCR / ReliefWeb / CIMP Reports | 2 | ||
| 24 | 046_Cameroon-COVID-19-Preparedness-and-Response-Project |
Cameroon - COVID-19 Preparedness and Response Project | World Bank Project Appraisal Documents (PADs) | 2 |
| 25 | 047_2014_afghanistan_refugee_and_returnee_overview |
The 2014 Afghanistan Refugee and Returnee Overview | UNHCR / ReliefWeb / CIMP Reports | 2 |
| 26 | 051_2015-12-18_myt_web_embargoed |
INTRODUCTION | UNHCR / ReliefWeb / CIMP Reports | 3 |
| 27 | 051_Pakistan-Balochistan-Human-Capital-Investment-Project |
Pakistan - Balochistan Human Capital Investment Project | World Bank Project Appraisal Documents (PADs) | 45 |
| 28 | 054_Sudan-Basic-Education-Emergency-Support-Project |
Sudan - Basic Education Emergency Support Project | World Bank Project Appraisal Documents (PADs) | 22 |
| 29 | 055_Chad-COVID-19-Response-Project |
Chad - COVID-19 Response Project | World Bank Project Appraisal Documents (PADs) | 7 |
| 30 | 056_Niger-COVID-19-Emergency-Response-Project |
Niger - COVID-19 Emergency Response Project | World Bank Project Appraisal Documents (PADs) | 1 |
| 31 | 060_Yemen-Emergency-COVID-19-Project |
Yemen - Emergency COVID-19 Project | World Bank Project Appraisal Documents (PADs) | 1 |
| 32 | 061_Turkey-Formal-Employment-Creation-Project |
Turkey - Formal Employment Creation Project | World Bank Project Appraisal Documents (PADs) | 21 |
| 33 | 062_Turkey-Municipal-Services-Improvement-Project |
Turkey - Municipal Services Improvement Project | World Bank Project Appraisal Documents (PADs) | 5 |
| 34 | 069_Pakistan-Strengthening-Institutions-for-Refugee-Administration-Project |
Pakistan - Strengthening Institutions for Refugee Administration Project | World Bank Project Appraisal Documents (PADs) | 7 |
| 35 | 06e584f33bd5a7c8f5d53001e2cd09f6c4e77019 |
Developing value : the business case for sustainability in emerging markets | SEIS / Other Humanitarian Briefs | 2 |
| 36 | 074_Djibouti-Integrated-Cash-Transfer-and-Human-Capital-Project |
Djibouti - Integrated Cash Transfer and Human Capital Project : Additional Financing | World Bank Project Appraisal Documents (PADs) | 2 |
| 37 | 076_20200113_cimp_thematic_02_hudaydah_ceasefire |
CIVILIAN IMPACT MONITORING PROJECT | UNHCR / ReliefWeb / CIMP Reports | 1 |
| 38 | 078_20200715_cimp_thematic_03_dwellings |
■ Casualties from incidents impacting civilian houses ■ Casualties from incidents away from civilian houses | UNHCR / ReliefWeb / CIMP Reports | 1 |
| 39 | 082_PAD2809-PAD-PUBLIC-disclosed-9-12-2018-IDA-R2018-0286-1 |
Chad - AFRICA- P164748- Chad - Refugees and Host Communities Support Project - Procurement Plan | World Bank Project Appraisal Documents (PADs) | 5 |
| 40 | 088_UGANDA-PAD-04272018 |
Uganda - Support to Municipal Infrastructure Development Program Project : additional financing | World Bank Project Appraisal Documents (PADs) | 3 |
| 41 | 0a42a3f1c22fed68d75a69de9feedd17ba1f2280 |
On the Effects of Enforcement on Illegal Markets: Evidence from a Quasi-Experiment in Colombia* | SEIS / Other Humanitarian Briefs | 3 |
| 42 | 0cf1e4d917c72425799848d588e618bb62107951 |
The Economics of Sustainability : Causes and Consequences of Energy Market Transformation | SEIS / Other Humanitarian Briefs | 1 |
| 43 | 100_Lebanon-Health-PAD-PAD2358-06152017 |
مشروع تعزيز النظام الصحي في لبنان | World Bank Project Appraisal Documents (PADs) | 6 |
| 44 | 107_PAD-Citizens-Charter-Afghanistan-P160567-Oct-7-Board-version-10072016 |
P160567 - CCAP - AR | World Bank Project Appraisal Documents (PADs) | 7 |
| 45 | 112_IDAR2016-0221-PAD-09012016 |
الضفة الغربية وقطاع غزة - المدن المتكاملة ومشروع التنمية الحضرية | World Bank Project Appraisal Documents (PADs) | 7 |
| 46 | 1143_zimbabwe_shona |
UNHCR Zimbabwe Stateless Shona Community Policy Brief | UNHCR / ReliefWeb / CIMP Reports | 8 |
| 47 | 1165_brazil_protection_brief |
UNHCR Brazil Cash-Based Interventions Report | UNHCR / ReliefWeb / CIMP Reports | 2 |
| 48 | 116_PAD1510-PAD-P152821-IDA-R2016-0078-1-Box394886B-OUO-9 |
Africa - Displaced Persons and Border Communities Project | World Bank Project Appraisal Documents (PADs) | 2 |
| 49 | 117_Somali-Urban-Investment-Planning-Project |
Somali - Urban Investment Planning Project | World Bank Project Appraisal Documents (PADs) | 13 |
| 50 | 118_PAD1199-PAD-P144637-IDA-R2015-0247-1-Box393201B-OUO-9 |
Cameroon - Third Phase of the Community Development Program Support Project | World Bank Project Appraisal Documents (PADs) | 7 |
| 51 | 1268_rbsa_population_data |
UNHCR RBSA Southern Africa Population Data Analysis | SEIS / Other Humanitarian Briefs | 7 |
| 52 | 1306_report_eng |
At a crossroads Unaccompanied and separated children in their transition to adulthood in Italy | SEIS / Other Humanitarian Briefs | 11 |
| 53 | 136_PAD7230P1476890AD0October0100final |
The World Bank | World Bank Project Appraisal Documents (PADs) | 2 |
| 54 | 1401_myanmar_durable_solutions |
UNHCR Myanmar Durable Solutions Report (2013) | UNHCR / ReliefWeb / CIMP Reports | 2 |
| 55 | 140_779300PAD0P1280y0Box377377B00OUO090 |
Burkina Faso - Electricity Sector Support Project (ESSP) | World Bank Project Appraisal Documents (PADs) | 13 |
| 56 | 1530_indonesia_protection_brief |
UNHCR Indonesia Protection Brief | UNHCR / ReliefWeb / CIMP Reports | 1 |
| 57 | 1577_venezuela_protection_cluster |
UNHCR Venezuela Protection Cluster Report (2023) | UNHCR / ReliefWeb / CIMP Reports | 2 |
| 58 | 19a726d19f41f6513c0ed3091752ae113b543746 |
Crop production, transport infrastructure, and agrobusiness nexus : evidence from Madagascar | World Bank Policy Research Working Papers (PRWPs) | 19 |
| 59 | 1aae90deb505c7be16858e4101be5c1fcdfcb426 |
Salt of the Earth | World Bank Policy Research Working Papers (PRWPs) | 36 |
| 60 | 1b5681d8e07093a0d8585fead93fe7d9e844e21f |
T | World Bank Policy Research Working Papers (PRWPs) | 10 |
| 61 | 4ca1fa7f7199d6fbe7ff3cdfc0f70d4f1d635579 |
Will the clean development mechanism mobilize anticipated levels of mitigation ? | World Bank Policy Research Working Papers (PRWPs) | 6 |
| 62 | 5678eb711d5b8019457808d11a4525a76c5fcc37 |
The Role of Opinion Leaders in the Diffusion of New Knowledge: The Case of Integrated Pest Management | World Bank Policy Research Working Papers (PRWPs) | 3 |
| 63 | 616_chad_rprf |
UNHCR Chad Regional Population Response Framework | UNHCR / ReliefWeb / CIMP Reports | 8 |
| 64 | 777fa4790bc9880df0379956811e6625aa9a0b0e |
Growing together or growing apart? A village level study of the impact of the Doha round on rural China | World Bank Policy Research Working Papers (PRWPs) | 11 |
| 65 | 782bb83b25a51b67205e6293a97e64528bb9b34f |
Trade costs, export development, and poverty in Rwanda | World Bank Policy Research Working Papers (PRWPs) | 13 |
| 66 | 7b7a181a30a3e4aaa735d1acbabc3c26bbfc044f |
Long-term mitigation strategies and marginal abatement cost curves : a case study on Brazil | World Bank Policy Research Working Papers (PRWPs) | 6 |
| 67 | 808_final_gbvims_2021_report_english |
2021 | UNHCR / ReliefWeb / CIMP Reports | 2 |
| 68 | 99cb9cc7265604e2fc594ac4573423a77424d952 |
销售的外部性和市场发展 | World Bank Policy Research Working Papers (PRWPs) | 3 |
| 69 | bf2312c5d35ec9c9ee30f3658d5465fd5ac744d3 |
Shock waves : managing the impacts of climate change on poverty | World Bank Policy Research Working Papers (PRWPs) | 6 |
| 70 | c48720ecda01370f5bfdb64e9bb3ffa3e1fa4e71 |
帮助有生产能力但缺乏资产的农民取得成功：一个风险融资框架 | World Bank Policy Research Working Papers (PRWPs) | 5 |
| 71 | d53b6cd5243a095b705dec7c9309125ae50e643a |
PII: SO 169-5150(0 1 )00077 -9 | World Bank Policy Research Working Papers (PRWPs) | 14 |
| 72 | fae50f7b6ccef74c7b848d31782127b40857053d |
Implications for climate-change policy of research on cooperation in social dilemmas | World Bank Policy Research Working Papers (PRWPs) | 4 |
| 73 | ghana_gold_mining |
Gold Mining Spillovers in Ghana (Benshaul-Tolonen 2019) | SEIS / Other Humanitarian Briefs | 27 |
| 74 | helping_hands_ukraine |
Helping Hands: Ukrainian Refugee Integration Report | SEIS / Other Humanitarian Briefs | 10 |
| 75 | navigating_health_wellbeing |
Navigating Health & Well-being of Ukrainian Refugees (2024) | SEIS / Other Humanitarian Briefs | 10 |
| 76 | poland_economy |
UNHCR Poland Impact on Economy Report (2024) | SEIS / Other Humanitarian Briefs | 175 |
| 77 | seis_ukraine_2025 |
UNHCR Ukraine Socio-Economic Inclusion (SEIS) Brief (2025) | SEIS / Other Humanitarian Briefs | 26 |
| 78 | somalia_baseline |
Somalia Solutions Pathways Baseline Analysis (2024) | UNHCR / ReliefWeb / CIMP Reports | 2 |