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Data library

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

14 datasets

who
  • Global Health-Expenditure Signals (derived)

    Global health-expenditure signals (spending, investment gaps)

    Yearly global health-expenditure signals from the World Bank WDI (current health expenditure % of GDP, ~190 economies, 2000 ->): 5-year and 10-year changes, 10-year trend slopes, 3-sigma anomaly flags, 5-year extrapolations, spending z-scores, per-year cross-economy ranks, and high / low / rising spender flags. The health-system *input* lens — the spending side of the outcomes in global-health-outcome-signals. All country labels normalized via hub.normalize (ISO alpha-3). Raw data: World Bank WDI (keyless); World Bank terms are non-commercial for derived products.

    • health-expenditure
    • health-systems
    • health-spending
    • who
    rows
    4,851
    Quality
    95
    Updated
    Sep 22, 2026
    Fresh
    License
    No commercial use
  • Health Burden Signals (derived)

    Global health burden signals (obesity trends, PM2.5 exposure, anomalies)

    Annual ML-enriched population-health signals for ~190 territories, derived from WHO Global Health Observatory data: adult obesity prevalence by sex, the 5-year obesity trend, annual mean PM2.5 concentration and the PM2.5 exceedance multiple versus the WHO 15 µg/m³ guideline, with 30-period change volatility, 3-year momentum, 3-sigma anomaly flags versus a trailing 10-year baseline, naive-drift 1-year forecasts, and a per-year cross-country volatility rank. Raw data: World Health Organization (non-commercial). All rows carry ISO alpha-3 country_code and join cleanly with other health datasets.

    • obesity
    • air-pollution
    • pm25
    • public-health
    rows
    40,397
    Quality
    96
    Updated
    Sep 22, 2026
    Fresh
    License
    No commercial use
  • Global Longevity Convergence Signals (derived)

    Global longevity convergence signals (frontier gaps, catch-up velocity)

    Value-added longevity signals from the free WHO Global Health Observatory: life-expectancy frontier gaps and catch-up velocity, healthy-life-expectancy trends, suicide-rate trends and malaria decline, with 3-sigma anomaly flags and cross-country ranks across ~190 countries. All computation is local pandas/numpy; no paid models or APIs.

    • longevity
    • life-expectancy
    • mortality
    • who
    rows
    14,890
    Quality
    93
    Updated
    Sep 22, 2026
    Fresh
    License
    No commercial use
  • UN SDG Global Database

    Maternal mortality ratio

    Maternal mortality ratio SDG indicator SH_STA_MORT (SDG goal 3). Source: UN SDG Global Database. Rows are geo-area x year x disaggregation dimensions (sex, age, location/urban-rural where published). Full source citation (UN SDG API): MMEIG estimates available at https://www.who.int/publications/i/item/9789240108462.

    • maternal-mortality
    • maternal-health
    • sdg3
    • who
    rows
    5,640
    Quality
    97
    Updated
    Sep 21, 2026
    Fresh
    License
    No commercial use
  • UN SDG Global Database

    Proportion of population using safely managed drinking water services, by urban/rural (%)

    Proportion of population using safely managed drinking water services, by urban/rural (%) SDG indicator SH_H2O_SAFE (SDG goal 6). Source: UN SDG Global Database. Rows are geo-area x year x disaggregation dimensions (sex, age, location/urban-rural where published).

    • water
    • sanitation
    • hygiene
    • sdg6
    rows
    10,780
    Quality
    97
    Updated
    Sep 21, 2026
    Fresh
    License
    No commercial use
  • WHO Global Health Observatory

    BCG immunization coverage among 1-year-olds (%) (WUENIC)

    BCG immunization coverage among 1-year-olds (%) (WUENIC) Source: WHO Global Health Observatory (indicator WHS4_543). Rows are country x year; sex-disaggregated rows carry a sex label.

    • immunization
    • bcg
    • vaccines
    • who
    rows
    4,117
    Quality
    97
    Updated
    Sep 21, 2026
    Fresh
    License
    No commercial use
  • WHO Global Health Observatory

    Healthy life expectancy (HALE) at birth (years)

    Healthy life expectancy (HALE) at birth (years) Source: WHO Global Health Observatory (indicator WHOSIS_000002). Rows are country x year; sex-disaggregated rows carry a sex label.

    • life-expectancy
    • hale
    • who
    rows
    12,210
    Quality
    97
    Updated
    Sep 21, 2026
    Fresh
    License
    No commercial use
  • WHO Global Health Observatory

    Prevalence of HIV among adults aged 15 to 49 (%)

    Prevalence of HIV among adults aged 15 to 49 (%) Source: WHO Global Health Observatory (indicator MDG_0000000029). Rows are country x year; sex-disaggregated rows carry a sex label.

    • hiv
    • prevalence
    • who
    rows
    3,710
    Quality
    97
    Updated
    Sep 21, 2026
    Fresh
    License
    No commercial use
  • WHO Global Health Observatory

    Life expectancy at birth (years)

    Life expectancy at birth (years) Source: WHO Global Health Observatory (indicator WHOSIS_000001). Rows are country x year; sex-disaggregated rows carry a sex label.

    • life-expectancy
    • mortality
    • who
    rows
    12,210
    Quality
    97
    Updated
    Sep 21, 2026
    Fresh
    License
    No commercial use
  • WHO Global Health Observatory

    Estimated malaria incidence (per 1000 population at risk)

    Estimated malaria incidence (per 1000 population at risk) Source: WHO Global Health Observatory (indicator MALARIA_EST_INCIDENCE). Rows are country x year; sex-disaggregated rows carry a sex label.

    • malaria
    • incidence
    • who
    rows
    2,680
    Quality
    97
    Updated
    Sep 21, 2026
    Fresh
    License
    No commercial use
  • WHO Global Health Observatory

    Obesity among adults, BMI ≥ 30 kg/m2 (age-standardized estimate) (%)

    Obesity among adults, BMI ≥ 30 kg/m2 (age-standardized estimate) (%) Source: WHO Global Health Observatory (indicator NCD_BMI_30A). Rows are country x year; sex-disaggregated rows carry a sex label.

    • obesity
    • ncd
    • who
    rows
    26,865
    Quality
    97
    Updated
    Sep 21, 2026
    Fresh
    License
    No commercial use
  • WHO Global Health Observatory

    Concentrations of fine particulate matter (PM2.5)

    Concentrations of fine particulate matter (PM2.5) Source: WHO Global Health Observatory (indicator SDGPM25). Rows are country x year; sex-disaggregated rows carry a sex label.

    • air-quality
    • pm25
    • pollution
    • who
    rows
    14,896
    Quality
    97
    Updated
    Sep 21, 2026
    Fresh
    License
    No commercial use

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