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Data library

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

  • BIS REER Competitiveness Signals (derived)

    BIS REER competitiveness signals (currency misalignment gauges)

    Monthly currency-competitiveness signals from the BIS real broad effective exchange rate indices (1994-01 ->, keyless): 3-month momentum, 30-month change volatility, 3-sigma anomaly flags vs a trailing 12-month baseline, naive-drift 1-month forecasts, cross-economy ranks, a 10-year valuation z-score misalignment gauge with over/undervalued flags, 12-month real appreciation rates, and per-month REER-level ranks. All rows carry normalized ISO country codes so they join cleanly with other macro data. Raw data: Bank for International Settlements.

    • fx
    • reer
    • effective-exchange-rate
    • competitiveness
    rows
    25,088
    Quality
    96
    Updated
    Sep 22, 2026
    Fresh
    License
    No commercial use
  • 2025 Canadian federal election riding competitiveness (agent-curated)

    2025 Canadian federal election: riding competitiveness

    One-off riding-grain intelligence from the 45th Canadian general election (2025-04-28): all 343 federal electoral districts with the winner, victory margin in votes and share points, runner-up, a documented competitiveness tier (tossup <2pp, marginal 2-5, competitive 5-10, comfortable 10-15, safe >=15), the effective number of parties (1/sum(share^2)), turnout from official elector rolls (void and never-held polls excluded), an incumbent_hold flag, and the minor-party vote share. Built from the keyless Elections Canada poll-by-poll Format 2 ZIP (343 riding CSVs, one row per candidate per poll): votes are summed to parties through a closed affiliation vocabulary, rejected ballots and electors are counted once per distinct poll, and the winner is read from the official Elected indicator (exactly one per riding; asserted). Primary key: riding_number; join keys: riding_number, riding_name_en, province, election_date. Caveats: tiers and ENP describe the 2025 result, not a forecast; riding boundaries are the 2023 Representation Order; independents pool into one ENP bucket. Who joins this: a media team joins competitiveness + margin_pp to a riding watchlist on riding_number; a demographics team joins turnout_pct to riding demographics on riding_number or riding_name_en + province.

    • canada
    • government-of-canada
    • elections
    • competitiveness
    rows
    343
    Quality
    100
    Updated
    Sep 27, 2026
    Fresh
    License
    Commercial use OK
  • European Central Bank

    Euro nominal effective exchange rate

    Nominal effective exchange rate of the euro against a narrow group of 12 trading partners (EER-12), published monthly. European Central Bank.

    • exchange-rates
    • competitiveness
    • euro
    • finance
    rows
    540
    Quality
    100
    Updated
    Sep 21, 2026
    Fresh
    License
    Commercial use OK
  • European Central Bank

    Euro real effective exchange rate (CPI deflated)

    Real effective exchange rate of the euro against a narrow group of 12 trading partners (EER-12), deflated by consumer price indices, published monthly. European Central Bank.

    • exchange-rates
    • competitiveness
    • inflation
    • euro
    rows
    404
    Quality
    100
    Updated
    Sep 21, 2026
    Fresh
    License
    Commercial use OK
  • Global R&D Expenditure Signals (derived)

    Global R&D expenditure signals (innovation intensity)

    Annual global R&D-intensity signals from the World Bank World Development Indicators (GB.XPD.RSDV.GD.ZS, ~193 economies, 1996 -> 2024): 5-year changes, OLS trend slopes, 3-sigma anomaly flags, 5-year extrapolation forecasts, 10-year intensity z-scores, per-year intensity ranks, and innovation-leader (>=3%), laggard (<0.5%), and catch-up gauges. The innovation-input lens — R&D spending as % of GDP is the standard proxy for an economy's investment in future productivity. Country codes validated via the shared normalization layer. Raw indicator: UNESCO Institute for Statistics via the World Bank (keyless API).

    • rd
    • innovation
    • research
    • technology
    rows
    2,690
    Quality
    95
    Updated
    Sep 22, 2026
    Fresh
    License
    No commercial use
  • Global Terms-of-Trade Signals (derived)

    Sub-Saharan African terms-of-trade signals (price-competitiveness gauges)

    Annual terms-of-trade signals derived from the IMF DataMapper (terms-of-trade index, 2010 = 100, 47 Sub-Saharan African economies, 2004 ->): 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, per-year cross-country volatility ranks, 10-year index z-scores, 5-year percent shifts, and sustained improvement / deterioration / shock-year flags. The global price-competitiveness companion to the trade-flow signals. Country codes normalized to verified ISO alpha-3. Raw data: International Monetary Fund (DataMapper, keyless API).

    • terms-of-trade
    • trade
    • competitiveness
    • export-prices
    rows
    1,120
    Quality
    90
    Updated
    Sep 22, 2026
    Fresh
    License
    License unclear
  • US Trade-Price Signals (derived)

    US trade price signals (import/export prices, terms of trade, China price trend spread)

    Monthly US trade-price signals derived from FRED: BLS import and export price indices for all commodities plus the China-origin import price index, with 1-month and year-on-year percent changes, 30-month annualized change volatility, 3-month momentum, 3-sigma anomaly flags vs a trailing 12-month baseline, naive-drift 1-month forecasts, a per-month cross-series volatility rank, the terms of trade (export/import prices) and the China-vs-world import price trend spread. 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, International Price Program.

    • trade
    • import-prices
    • export-prices
    • terms-of-trade
    rows
    1,222
    Quality
    99
    Updated
    Sep 22, 2026
    Fresh
    License
    Commercial use OK

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