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Data library

Open datasets, fully documented — searchable here, and readable by any LLM.

3 datasets

humanitarian
  • Displacement-Pressure Signals (derived)

    Global displacement-pressure signals (UNHCR-derived)

    Yearly forced-displacement pressure signals derived from the UNHCR Refugee Population Statistics Database demographics (2001 ->): per-country totals hosted (HOST_<ISO3>) and originated (ORIGIN_<ISO3>), with 5-year change, 10-year OLS trend slopes, 3-sigma anomaly flags, 5-year linear-extrapolation forecasts, per-year cross-country ranks, global burden shares, surge flags, and top-10 host/origin flags. The humanitarian-flow companion to wb-poverty-inequality-signals and wb-demographic-transition-signals. All country labels normalized to ISO alpha-3. Raw data: UNHCR Refugee Population Statistics Database (CC-BY-4.0).

    • unhcr
    • refugees
    • displacement
    • forced-migration
    rows
    8,970
    Quality
    99
    Updated
    Sep 22, 2026
    Fresh
    License
    Commercial use OK
  • UNICEF child-marriage intelligence

    Child marriage prevalence by country (UNICEF Data Warehouse)

    Latest nationally-representative child-marriage estimates for ~140+ countries (keyless UNICEF Data Warehouse SDMX, Child Marriage dataflow): share of women 20-24 married before 18 (SDG 5.3.1) and before 15, plus share of girls 15-19 currently married/in union — each with estimate year, survey coverage window, source survey and within-indicator prevalence rank. The gender/child-protection layer for development, human-rights and country-risk models; joins on country_code with the catalog's other global panels. Survey-based point estimates, not an annual panel.

    • children
    • gender
    • demographics
    • unicef
    rows
    425
    Quality
    100
    Updated
    Oct 4, 2026
    Fresh
    License
    Commercial use OK
  • Official development assistance flow signals

    Official development assistance flows (World Bank WDI)

    Annual official development assistance panel (World Bank World Development Indicators, 1960-2023, 130+ recipient economies, keyless API): net ODA and official aid received in current US$, as % of GNI and per capita, plus a derived ML layer — per-year cross-country recipient ranks, fixed-cut aid-dependence tiers, and within-country year-over-year changes. The aid-dependence lens for development, humanitarian and country-risk models. Raw data: World Bank, WDI (OECD DAC underlying).

    • world-bank
    • oda
    • development-assistance
    • aid
    rows
    9,054
    Quality
    99
    Updated
    Oct 5, 2026
    Fresh
    License
    Commercial use OK

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