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

160 datasets

signals
  • US Coastal Sea-Level Signals (derived)

    US coastal sea-level signals (tide gauges, rise gauges)

    Monthly coastal sea-level signals from eight long-record NOAA CO-OPS tide gauges (The Battery, Atlantic City, Charleston, Mayport, Key West, San Francisco, Port Orford, Juneau): monthly mean sea level with 3-month and 12-month changes, 30-month change volatility, 3-sigma anomaly flags, naive-drift forecasts, trailing-10-year rise trends (mm/year), rise-acceleration flags, record-high flags, and fast-rise flags. The observed coastal sea-level lens on climate change — the ocean-surface consequence to co2-growth (driver) and city-climate-stress (heat). All rows normalized to country_code USA. Raw data: NOAA CO-OPS (keyless, public domain).

    • sea-level
    • tide-gauge
    • coastal
    • climate-change
    rows
    8,863
    Quality
    100
    Updated
    Sep 22, 2026
    Fresh
    License
    Commercial use OK
  • US Dollar Strength Signals (derived)

    US dollar strength signals (broad dollar index momentum, FX pair drawdowns, anomalies, forecasts)

    Signals derived from FRED's US-dollar exchange-rate series: 30-trading-day annualized log-return volatility, 63-day momentum, year-over-year percent change, distance from the trailing-1-year high, 3-sigma anomaly flags, naive-drift 21-trading-day forecasts, a per-day cross-series volatility rank, the broad-dollar-index drawdown (DTWEXBGS rows) and the broad dollar's 63-day momentum mapped onto every row's date as the dollar-strength regime gauge. Covers DTWEXBGS (nominal broad U.S. dollar index), DEXUSEU (USD per EUR), DEXCHUS (CNY per USD), DEXJPUS (JPY per USD) and DEXMXUS (MXN per USD), daily. All rows are normalized to country_code USA so they join cleanly with US macro data. Raw series: Federal Reserve Bank of St. Louis (FRED); underlying data from the Board of Governors of the Federal Reserve System.

    • fx
    • foreign-exchange
    • us-dollar
    • dollar-index
    rows
    45,758
    Quality
    97
    Updated
    Sep 25, 2026
    Fresh
    License
    Commercial use OK
  • USGS Significant Earthquake Impact Digest

    Significant earthquakes: weekly impact digest

    The trailing 7 complete days (UTC) of magnitude 4.5+ earthquakes from the USGS ANSS Comprehensive Catalog, transformed into a ranked impact digest (typically 50-150 events/week). Each row is one earthquake: origin time, epicenter, depth, magnitude, a region key parsed from the USGS place string, conservatively resolved country (canonical name + ISO alpha-3; empty for offshore sequences where no country can be verified), tsunami flag, felt-report count, USGS significance, review status, aftershock-sequence membership (sequence_id = the mainshock's event id, is_mainshock, event count), a documented 0-100 impact score and its rank (100*(0.50*energy_norm + 0.15*shallow + 0.15*felt_norm + 0.10*tsunami + 0.10*recency)), per-row USGS detail URL, and a row hash. Primary key: event_id. Cadence: weekly; the as_of date is the window end, so identical input produces an identical content hash. Caveats: USGS revises events after publication (updated_utc tracks revisions); detection completeness varies by region; country resolution is best-effort and deliberately null-heavy offshore; 'Georgia' resolves to null (state/country ambiguity). USGS data is U.S. public domain — commercial_use = yes. Sample use: order by impact_rank for the week's most significant quakes, or filter is_mainshock = 1 for one row per sequence.

    • earthquake
    • natural-hazards
    • usgs
    • signals
    rows
    91
    Quality
    99
    Updated
    Sep 25, 2026
    Fresh
    License
    Commercial use OK
  • Wage & Productivity Signals (derived)

    US wage & productivity signals (real earnings momentum, productivity-pay gap, anomalies)

    Monthly/quarterly signals derived from FRED's US earnings and productivity data: 30-period annualized change volatility, ~3-month momentum, 3-sigma anomaly flags vs a trailing 12-month baseline, naive-drift 1-month forecasts, a per-date cross-series volatility rank, the real-wage year-over-year gauge (worker purchasing power) and the productivity-minus-pay gap (the decoupling gauge). Covers nominal average hourly earnings, a connector-derived real-earnings series (CPI-deflated) and nonfarm business labor productivity. All rows are normalized to country_code USA so they join cleanly with US macro data. Raw series: Federal Reserve Bank of St. Louis (FRED); underlying data: U.S. Bureau of Labor Statistics.

    • wages
    • earnings
    • productivity
    • real-wages
    rows
    1,821
    Quality
    100
    Updated
    Sep 22, 2026
    Fresh
    License
    Commercial use OK
  • US Wage-Cost Pressure Signals (derived)

    US wage-cost pressure signals (ECI, real pay, unit labor costs)

    Quarterly US labor-cost signals derived from FRED: the Employment Cost Index (total compensation and wages & salaries — the Fed's preferred wage gauge) and nonfarm unit labor costs, with quarter-on-quarter annualized changes, year-on-year percent changes, 30-quarter annualized change volatility, 1-quarter momentum, 3-sigma anomaly flags vs a trailing 12-quarter baseline, naive-drift 1-quarter forecasts, a per-quarter cross-series volatility rank, CPI-deflated real ECI growth and the ECI-minus-unit-labor-cost spread (the wage-push vs productivity gauge). All rows are normalized to country_code USA so they join cleanly with US macro data. Raw series: Federal Reserve Bank of St. Louis (FRED); underlying survey: U.S. Bureau of Labor Statistics.

    • wages
    • employment-cost-index
    • unit-labor-costs
    • inflation
    rows
    522
    Quality
    97
    Updated
    Sep 22, 2026
    Fresh
    License
    Commercial use OK
  • Demographic Transition Signals (derived)

    Global demographic transition signals (aging, dependency, urbanization gauges)

    Yearly demographic-structure signals for 200+ economies (1960 ->, keyless World Bank API): 65+ and working-age population shares, urbanization, and fertility, with 10-year changes, OLS trend slopes, 3-sigma anomaly flags vs a trailing 5-year baseline, 5-year linear-extrapolation forecasts, cross-country ranks, old-age dependency ratios, aging-speed gauges, super-aged (>20% 65+) and demographic-dividend flags, urbanization momentum, and below-replacement fertility flags. All rows carry normalized ISO country codes so they join cleanly with other macro data. Raw data: World Bank, World Development Indicators.

    • demographics
    • aging
    • dependency-ratio
    • urbanization
    rows
    57,768
    Quality
    96
    Updated
    Sep 22, 2026
    Fresh
    License
    No commercial use
  • WB Energy-Access Signals (derived)

    WB energy-access signals (electrification, clean cooking, power use)

    Annual energy-access signals from the World Bank API (~1990 -> latest, ~210 economies): electricity access, clean-cooking access and per-capita electric power consumption, with 10-year changes, OLS trend slopes, 3-sigma anomaly flags, 5-year extrapolation forecasts, and SDG 7 gauges: the remaining access gap, a universal-access flag (>=99%), 5-year electrification momentum, a clean-cooking laggard flag (<50%), and a 10-year consumption z-score. The energy-development lens — who has power and how fast access is advancing — the access companion to the electricity-mix lens in owid-energy-transition-signals. Raw indicators: World Bank.

    • energy
    • electricity
    • electrification
    • clean-cooking
    rows
    17,323
    Quality
    93
    Updated
    Sep 22, 2026
    Fresh
    License
    No commercial use
  • Household Wealth Signals (derived)

    US household wealth signals (net worth, nominal + real)

    Quarterly US household wealth signals from the Fed Z.1 accounts (via FRED, 1951 ->): households and nonprofit organizations net worth in nominal and real (GDP-deflated) terms, with quarter-on-quarter and year-on-year changes, 30-quarter change volatility, 3-sigma wealth-shock flags, drift forecasts, 10-year wealth z-scores, real wealth-growth gauges and a wealth-drawdown flag. The wealth-effect lens on consumption: the stock companion to the saving/debt-flow signals in us-household-balance-signals. All rows normalized to country_code USA. Raw series: Federal Reserve (Z.1) and BEA via FRED.

    • wealth
    • net-worth
    • households
    • wealth-effect
    rows
    608
    Quality
    97
    Updated
    Sep 22, 2026
    Fresh
    License
    Commercial use OK
  • Weekly Activity Signals (derived)

    US weekly economic activity signals (NY Fed WEI)

    Weekly US real-activity signals from the New York Fed's Weekly Economic Index (Lewis-Mertens-Stock, redistributed by FRED, 2008 ->): the common component of ten high-frequency series, scaled to four-quarter GDP growth, with 13-week momentum, 26-week change volatility, 3-sigma anomaly flags, drift forecasts, a 5-year activity z-score, and downturn / surge / contraction / rebound flags. The high-frequency nowcasting companion to us-national-activity-signals (monthly CFNAI) and us-output-business-cycle-signals (monthly/quarterly production). All rows normalized to country_code USA. Raw series: Federal Reserve Bank of New York via FRED.

    • weekly-economic-index
    • nowcasting
    • business-cycle
    • new-york-fed
    rows
    976
    Quality
    99
    Updated
    Sep 22, 2026
    Fresh
    License
    Commercial use OK
  • Global Growth-Inflation Momentum Signals (derived)

    Global growth-inflation momentum signals (acceleration, misery index, stagflation screen)

    Annual global macro-momentum signals derived from the IMF World Economic Outlook (~196 countries, 1980 -> 2031 including WEO projections as published): real GDP growth, CPI inflation and unemployment rates with 1-year and 3-year changes, 30-year change volatility, 3-sigma anomaly flags vs a trailing 10-year baseline, naive-drift 1-year forecasts, a per-year cross-country volatility rank, the growth-acceleration gauge, the misery index (inflation + unemployment) and a stagflation screen (growth < 1% with inflation > 5%). All rows are country-normalized to verified ISO alpha-3 codes (IMF analytic aggregates excluded) so they join cleanly with other country-keyed datasets. Raw data: IMF World Economic Outlook; derived signals by Frontier Data Hub.

    • gdp-growth
    • inflation
    • unemployment
    • misery-index
    rows
    23,425
    Quality
    86
    Updated
    Sep 22, 2026
    Fresh
    License
    License unclear
  • Wikipedia AI Attention Signals (derived)

    Wikipedia AI-attention & hype signals

    Monthly revealed-attention signals from English-Wikipedia pageviews (2015 ->): attention paid to AI-revealing articles (Artificial intelligence, ChatGPT, Large language model, Generative artificial intelligence, Machine learning, Deep learning), with 3-month momentum, 12-month change volatility, 3-sigma anomaly flags, drift forecasts, 5-year attention z-scores, attention-spike flags, and a composite AI-hype index (cross-article mean z-score) with high/extreme hype flags. The technology-hype companion to wiki-economic-attention-signals (economic anxiety topics). All rows normalized to country_code WLD (global internet attention). Raw data: Wikimedia Foundation pageview statistics API.

    • wikipedia
    • pageviews
    • ai
    • attention-economics
    rows
    607
    Quality
    91
    Updated
    Sep 22, 2026
    Fresh
    License
    License unclear
  • Wikipedia Attention Signals (derived)

    Wikipedia economic-attention & fear signals

    Monthly revealed-attention signals from English-Wikipedia pageviews (2015 ->): attention paid to economically revealing articles (Recession, Inflation, Unemployment, Great Recession, Stock market crash, Layoff), with 3-month momentum, 12-month change volatility, 3-sigma anomaly flags, drift forecasts, 5-year attention z-scores, attention-spike flags, and a composite economic-fear index (cross-article mean z-score) with high/extreme fear flags. The revealed-attention companion to us-consumer-sentiment-signals (stated sentiment) and crypto-fear-greed-signals (market-implied fear). All rows normalized to country_code WLD (global internet attention). Raw data: Wikimedia Foundation pageview statistics API.

    • wikipedia
    • pageviews
    • attention-economics
    • fear-index
    rows
    879
    Quality
    91
    Updated
    Sep 22, 2026
    Fresh
    License
    License unclear

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