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162 datasets

signals

  • 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

  • Wikipedia trending articles (public-attention signals)

    Trending Wikipedia articles (weekly)

    Weekly ranking of what the English-speaking world is reading on Wikipedia: every article that appeared in the daily top-1000 (all access types) over the trailing 7 complete days, merged on the canonical title, from the official keyless Wikimedia pageviews API (https://wikimedia.org/api/rest_v1/, CC0 1.0). Deterministic pipeline: namespace pages excluded (Main Page, Special:, Category:, Wikipedia:, File:, Template:, Portal:, Draft:, ...); cross-day de-duplication on the canonical title; each article scored for attention (0-100 min-max of log1p(total_views)) and growth (trend_pct = mean views of the second half of the window minus mean views of the first half, over the first-half mean), combined as trend_score = 100 * (0.6 * attention + 0.4 * growth_mapped) where growth_mapped = clip((trend_pct + 1) / 4, 0, 1), and ranked (trend_score desc, total_views desc, title asc) as trend_rank. breakout flags articles whose views at least doubled vs the first half of the week on sustained second-half attention (>= 1000 mean views/day). trend_pct is capped at 99.0 (values at the cap mean negligible first-half presence). topic is a deterministic first-match-wins rule set over the article's MediaWiki categories (sports, politics, entertainment, science, technology, business, biography, history, geography, culture, other); topic_categories records the categories used. Week-granular as-of stamping (fetched_at = window-end midnight UTC): a second ingest of the same window is a true no-op. Primary key: (week, article_title). Nullability: no nulls are emitted. Caveats: topic is a keyword rule set over categories, not a classifier; the top-1000/day cutoff means articles with modest but steady readership never appear; English Wikipedia only. Underlying aggregates are CC0 1.0, so commercial_use = yes. Sample use: order by trend_rank for the fastest-rising articles of the week, or filter topic = 'politics'. Note: this is a weekly cross-topic leaderboard of the most-viewed articles; it complements wiki_attention_signals / wiki_ai_attention_signals, which track fixed article lists over time.

    • wikipedia
    • signals
    • momentum
    • social-media
    rows
    2,449
    Quality
    100
    Updated
    Sep 25, 2026
    Fresh
    License
    Commercial use OK

  • Housing Price Signals (derived)

    Global housing price signals (real house prices, boom/bust gauges, forecasts)

    Signals derived from the BIS real residential property price series (quarterly, as published on FRED) for 18 economies: 30-quarter annualized volatility of quarterly changes, quarterly momentum, year-over-year percent change (the housing boom/bust gauge), a cycle-position percentile of current growth versus each country's own history, 3-sigma anomaly flags, naive-drift 1-quarter forecasts and a per-quarter cross-country volatility rank. All rows carry canonical country_code so they join cleanly with country-keyed macro data. Raw series: Federal Reserve Bank of St. Louis (FRED), underlying data Bank for International Settlements.

    • housing
    • house-prices
    • real-estate
    • boom-bust
    rows
    3,780
    Quality
    99
    Updated
    Sep 22, 2026
    Fresh
    License
    Commercial use OK

  • Sovereign Yield Signals (derived)

    Global sovereign yield signals (10y bond yields, momentum, spreads, anomalies)

    Signals derived from the OECD's harmonized 10-year government bond yields (monthly, as published on FRED) for 17 economies: 30-month annualized volatility of monthly yield changes, 3-month momentum, 12-month change, 3-sigma anomaly flags vs a trailing 12-month baseline, naive-drift 1-month forecasts, a per-month cross-country volatility rank, and the euro-area periphery spread — each euro member's 10y yield minus Germany's on the same month (the core-vs-periphery gauge). All rows carry canonical country_code so they join cleanly with country-keyed macro data. Raw series: Federal Reserve Bank of St. Louis (FRED), underlying data OECD Main Economic Indicators.

    • bonds
    • yields
    • sovereign-debt
    • interest-rates
    rows
    11,188
    Quality
    98
    Updated
    Sep 22, 2026
    Fresh
    License
    Commercial use OK

  • Youth Labor Signals (derived)

    Global youth unemployment signals (youth disadvantage ratio, gender gap, anomalies)

    Annual ML-enriched youth labor-market signals for ~190 economies, derived from ILOSTAT: youth (15-24) unemployment by sex, the youth-disadvantage ratio (youth rate / adult rate) and the female-minus-male youth gap, 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: International Labour Organization (ILOSTAT, CC BY 4.0). All rows carry ISO alpha-3 country_code and join cleanly with other labor datasets.

    • youth-unemployment
    • labor-market
    • gender-gap
    • ilostat
    rows
    34,660
    Quality
    99
    Updated
    Sep 22, 2026
    Fresh
    License
    Commercial use OK

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