All datasets
246 cleaned, analysis-ready datasets and reference tables - every one QC-verified and AI-training-safe.
Showing 246 of 246 datasets
Agri Positioning Matrix (crop condition × COT)
Physical crop reality vs paper positioning: USDA Good+Excellent condition momentum joined to CFTC speculative-positioning z-score per crop, weekly, across 8 crops - corn, soybeans, wheat, cotton, rice, oats (all with both condition and the dominant CFTC futures market) plus barley and sorghum (condition only, no listed futures). Crops deteriorating while funds are net-short flags short-squeeze setups in food commodities.
Australian Power Grid (AEMO NEM)
The spot price and operational demand of Australia's National Electricity Market - one of the most volatile power markets on earth (huge solar/wind, grid batteries, price spikes to the market cap). AEMO publishes the Regional Reference Price (RRP, AUD/MWh) and operational demand (MW) per NEM region as one CSV per month × region; we stitch them into one clean multi-region, multi-metric Parquet - 5-minute from Oct-2021, 30-minute before. Mirrors the ENTSO-E / EIA / Elexon power products, extending the grid suite to the Australian continent.
Commitments of Traders (COT) Historical Archive
Weekly CFTC Commitments of Traders positioning across every futures market - open interest, commercial (hedger) and non-commercial (speculator) long/short, in contracts. The raw CFTC drops are messy flat files; this is one clean, continuous, per-market Parquet.
COT Extreme Crowding Alerts Database
Every instance where speculators reached an extreme in a futures market - net-positioning z-score beyond ±2 vs its 3-year baseline. The crowded-trade reversal watchlist, pre-filtered from the full COT history so you don't have to compute it.
CFTC Disaggregated COT
The CFTC Disaggregated Commitments of Traders report - the trader-category breakdown professionals actually buy COT for. Weekly long and short positions for Producer/Merchant (hedgers), Swap Dealers, Managed Money (CTAs/funds) and Other Reportables across every physical-commodity futures market (energy, metals, grains, softs), plus total open interest, in contracts. The raw CFTC drops are messy flat files; this is one clean, continuous, per-market Parquet back to the report's 2006 inception.
CFTC Traders in Financial Futures (TFF)
The CFTC Traders in Financial Futures (TFF) report - the financial-futures positioning breakdown for rates, equity indices and FX. Weekly long and short positions for Dealer/Intermediary, Asset Manager/Institutional, Leveraged Funds (hedge funds/CTAs) and Other Reportables across every financial futures market, plus total open interest, in contracts. Leveraged-funds vs asset-manager positioning is the headline macro read on rates and equity-index futures - served as one clean continuous per-market Parquet back to the report's 2006 inception.
COT Positioning Momentum
The 4-week change in net speculative positioning (non-commercial long - short) for every CFTC futures market - the momentum signal that complements the positioning z-score. Are speculators piling in or bailing out? Pre-computed from the full COT history.
CFTC COT Quant Signals
The Commitments-of-Traders report distilled into the two signals desks actually trade, per market, weekly: the z-score of net non-commercial (speculator) positioning against a rolling 3-year baseline - readings beyond ±2 are the classic over-crowded contrarian setups - plus its 4-week momentum. One premium file that replaces three separate COT derivatives, across every CFTC market (rates, FX, metals, energy, agriculture, equity indices, crypto). Pre-computed from the public CFTC COT archive; no look-ahead (baseline is strictly prior).
COT Speculative Positioning Divergence Index
How stretched speculators are in every futures market: the z-score of net non-commercial positioning (long - short) against its own 3-year baseline, per market and week. +ve = crowded long, -ve = crowded short. Pre-computed from the COT archive.
COT × Commodity Positioning Divergence
Speculative crowding (net non-commercial % of open interest, z-scored) joined to commodity price momentum, per mapped market, weekly. Crowded positioning against the price trend flags reversal risk. Monthly prices joined as-of (no look-ahead).
Country Electricity Carbon Intensity, Emissions & Generation
Clean per-country yearly electricity carbon intensity (gCO2/kWh), power-sector CO2 emissions (mtCO2) and total generation (TWh) for ~215 countries, 2000-present. Tidy, analysis-ready long format from Ember's bulk release - no parsing the 49 MB taxonomy file.
Crypto Fear & Greed Index
The daily crypto-market sentiment gauge (0 = extreme fear, 100 = extreme greed), 2018→present, from Alternative.me. Also folded into the Crypto Market Structure & Sentiment panel.
Crypto On
Daily on-chain fundamentals for Bitcoin AND Ethereum in one clean panel - computed directly from the public-domain blockchains (via Google BigQuery public datasets, not a restrictive wrapper API). BTC: transaction count, block count, block size, fees, on-chain volume, average transaction value, outputs created / inputs spent, and ACTIVE ADDRESSES. ETH: transaction count, gas used, average gas price (gwei), ETH transferred, active addresses, and ETH burned (EIP-1559). Active-address counts and on-chain throughput are the metrics analytics vendors (Glassnode, Coin Metrics, DefiLlama, Blockchain.com) sell behind paywalls and forbid you to resell - but the ledger itself is public-domain data, so these derived aggregates are freely redistributable. That licence gap is the moat: the clean, resellable on-chain-activity layer.
ECB Policy Rates, FX Reference Rates & Euro
One clean continuous panel of the euro area's core benchmarks from the ECB Data Portal - 18 series in all: the three ECB policy rates (main refi, deposit facility, marginal lending) plus the €STR, the official EUR reference rates vs 10 currencies (USD/GBP/JPY/CHF/AUD/CAD/CNY/NOK/PLN/SEK), and the euro-area AAA government benchmark yield curve (2Y/5Y/10Y/30Y). (Obtainable free of charge from the ECB.)
EU Business Formation Dynamics
Net business creation across Europe: enterprise births, deaths, active-population, birth/death/churn rates, net population growth, jobs created & lost, and 1/3/5-year survival rates - by country x NACE sector x year, 2009-2023. Sourced from Eurostat Business Demography (bd_size), cleaned to one tidy Parquet panel. Aggregate flows only, no company-level data.
EU CAP Subsidy Flows
Common Agricultural Policy expenditure, cleaned to analysis-ready Parquet: EUR paid per EU member state x CAP instrument (direct payments, market measures, rural development) x year, 2003-2022. Fully aggregated (member-state level, no beneficiary individuals) - the GDPR-safe view of where CAP money goes. Source: DG AGRI 'Financing the CAP' indicators.
EU ETS Verified Emissions & Allowances by Country
Country-level annual EU Emissions Trading System figures - verified emissions, total allocated allowances, and surrendered units, 2005-2025 - cleaned from the EEA's EUTL database. Country totals correctly summed over leaf activities (no rollup double-counting).
European Agricultural Output Prices
The real output-price index of Europe's major crops - cereals, wheat, barley, grain maize, industrial crops and oilseeds - deflated to 2020=100, per country, annual. Cleaned from Eurostat's agricultural price statistics into one tidy panel: the farm-gate price signal, in real terms, that agri-commodity traders, food manufacturers and ag-lenders track. Distinct from our global crop-production volumes - this is PRICE, not tonnage.
European Agriculture
The European agriculture picture in one clean annual panel, per country: crop OUTPUT PRICES (real index, 2020=100 - cereals, wheat, barley, maize, industrial crops, oilseeds), MEAT production (bovine, pig, sheep & goat, thousand tonnes), MILK & DAIRY (cows', ewes', goats' milk + cream) and FISHERIES catches (by species group). Assembled from Eurostat's agricultural statistics into one tidy long file - the whole EU farm-and-sea supply-and-price signal that agri-commodity traders, food manufacturers and ag-lenders track, without stitching a dozen cubes. The `indicator` column selects the series.
European Bank Lending Rates
Monthly new-business bank lending rates from the ECB's MFI Interest Rate Statistics (MIR): what businesses and households actually PAY to borrow, not the policy rate they're priced off. Composite cost-of-borrowing for non-financial corporations and for household house purchase, plus household consumer-credit rates, for the euro area aggregate and the big-5 national markets (DE/FR/IT/ES/NL).
European Building Permits
The leading indicator of housing supply, in one clean Parquet: building permits lead completions by one to two years, so they tell you where the pipeline is filling or drying up long before the house-price and construction-output data move. Eurostat's permit index (sts_cobp_q, 2021=100, seasonally & calendar adjusted) for residential dwellings, residential floor area and non-residential floor area - quarterly, per country. The supply side our house-price, rent and affordability products imply but don't measure; developers, housing economists and REIT analysts read it to forecast the next turn in construction and prices.
European Capacity Factor by Fuel
Capacity factor (%) per European zone × fuel × interval - actual generation divided by installed capacity. How hard each fleet is actually working; the asset-utilization metric.
European Grid Carbon Intensity
Interval-level historical grid carbon intensity (gCO2eq/kWh) per European bidding zone - the generation-weighted average of IPCC lifecycle emission factors. Powers carbon-aware scheduling research, ESG reporting, and emissions analytics.
European Carbon
Grid carbon intensity, renewable share, day-ahead price and load in one daily per-zone table - the carbon-aware power view for ESG, carbon-trading and green-compute scheduling, pre-joined on ENTSO-E zone × day.
European Circular Economy
The circular-economy picture for every European country: municipal waste generated per capita, the municipal-waste recycling rate, and the circular material-use rate - one row per country × indicator × year. The waste-and-recycling headline behind every green-deal, ESG and sustainability report; joins to the energy-transition and macro panels on country code. Licence-clean and AI-training-safe.
European Construction Output
The building cycle in one clean Parquet: Eurostat's monthly construction production index (2021=100, seasonally adjusted) for every European country - total construction and the building vs civil-engineering split - one row per country × series × month since 2000. A leading read on housing supply, infrastructure spend and the construction economy; joins to house prices, macro and rates on country code.
European Construction Costs & Prices
The COST and PRICE side of European construction - the missing half of our construction-output (volume) product. Eurostat's construction cost index for new residential buildings (input costs: materials + labour) and the construction producer-price index (output prices), plus the annual inflation rate of each - quarterly, per country, one clean Parquet. Read alongside construction-output it separates a real building boom from pure cost inflation; developers use the cost-vs-price gap to model margin compression, and macro desks track it as a sticky component of core inflation. Captures the brutal 2021-23 materials-and-labour cost surge in full.
European Country Macro Panel
One ESG/macro sheet per European country - 11 variables: HICP inflation, unemployment and youth unemployment, industrial production, producer prices, retail trade, the goods trade balance, economic-sentiment and consumer-confidence indicators, air-passenger traffic and gas storage fullness - aligned on ISO country × month. The macro dashboard table, pre-joined across Eurostat + GIE.
European Country Profile
Everything we know about every European country, in one file. This flagship panel joins ~45 annual variables per country - inflation and the full HICP breakdown, GDP, house prices, unemployment and vacancies, government revenue/deficit/debt, births/deaths and vital rates, household & industrial energy prices, energy import-dependency, construction output, tourism nights, air passengers and greenhouse-gas emissions - aligned on country × year since 2000. One coherent, licence-clean panel worth far more than the sum of its parts: the single sheet a cross-country analyst (or a forecasting model) actually wants. Built entirely from redistributable official sources (Eurostat), safe to redistribute and to train on.
European Cross
Hourly physical electricity flows across Europe's interconnectors - the actual MW moving from one bidding zone to its neighbour, per directed border, pulled from ENTSO-E's A11 cross-border XML and flattened into one clean Parquet. ENTSO-E publishes one series per DIRECTION, so each interconnector is two rows (A→B and B→A); subtract them for the net flow, or sum a zone's borders for its net import/export balance. The physical realisation behind every price spread, congestion event and market-coupling study, 2021-present.
European Day
Hourly day-ahead electricity prices for every European bidding zone, pulled from the ENTSO-E Transparency Platform's nested XML and flattened into one clean Parquet - one row per zone per hour, ready to join to load, generation and outage data.
European Heating & Cooling Degree Days
Daily heating and cooling degree days (base 18 °C) for European power-market zones, computed from NASA POWER daily mean temperature. The temperature-normalized demand proxy behind every gas and power load model - aligned by ENTSO-E zone code with the catalog.
European Demographics
The population dynamics behind every long-range forecast, in one clean Parquet: crude birth and death rates, absolute live births and deaths, life expectancy at birth, the total fertility rate, median age and the old-age dependency ratio - for every European country, one row per country × measure × year. The full demographic signal that drives labour supply, pensions, healthcare and housing demand; joins to macro, labour and housing on country code.
European Digital Economy
Digital adoption for every European country: the share of households with internet access, individuals using the internet, and individuals who bought online - one row per country × indicator × year. The connectivity-and-e-commerce headline behind every digital-single-market, tech-policy and consumer report; joins to macro, wages and education on country code. Licence-clean and AI-training-safe.
European Educational Attainment & Spend
The human-capital picture for every European country: the share of 25-64s with tertiary, at-least-upper-secondary and below-upper-secondary education, plus annual public expenditure per pupil - one row per country × indicator × year. The skills-and-schooling headline behind every labour-market, competitiveness and social-policy report; joins to wages, unemployment and R&D on country code. Licence-clean and AI-training-safe.
European Electricity Load / Demand
Actual electricity consumption (load) for every European bidding zone, cleaned from ENTSO-E's XML into one analysis-ready Parquet - the demand side of every power model.
European Employment Rate by Education
The payoff to education, measured as jobs, in one clean Parquet: the employment rate for low- (ISCED 0-2), medium- (3-4) and high-education (5-8) adults aged 20-64, per European country, annual. The gap between the high- and low-education lines is the labour-market skill premium - one of the most durable structural facts in economics, and a leading signal of who gets left behind as economies digitise. Human-capital, education-policy and workforce analysts read it to size skills gaps; joins our education, wages and labour-market products on country code.
European Energy Dependency & Renewables
Both sides of the energy-security coin in one clean Parquet: how much energy each European country must IMPORT (net-import dependency, total and by fuel) AND how much it now gets from RENEWABLES (share of overall final energy, electricity, transport and heating/cooling - the official Renewable Energy Directive metric). One row per country × measure × year since 2000. The core energy-security-and-transition gauge; joins to energy prices, gas flows and generation.
European Energy Indicators
The EU energy-transition-and-security picture in one clean annual panel, per country: the renewable share of energy (overall, electricity, heating & cooling, transport - the 2030-target benchmark) AND energy import dependency (overall and by fuel - the security-of-supply signal). Assembled from Eurostat into one tidy long file: how green, and how import-reliant, each European country's energy is, over time. The `indicator` column selects the series.
European Energy Poverty
The housing-meets-energy affordability crisis in one clean Parquet: the share of people who can't keep their home adequately warm and the share behind on utility bills - each split by the whole population versus those at risk of poverty, so you see the poverty gradient, not just the average. Eurostat EU-SILC (ilc_mdes01/07), annual, per country. Energy poverty is one of the most-watched social-policy indicators of the decade, and a direct affordability-and-ESG signal for residential property portfolios - cold homes and utility arrears are where housing stress shows up first. The clean cross-country panel for ESG, real-estate, policy, utility and social-research analysis; joins the housing-conditions, rents and energy-price products on country code.
European Energy Prices
What Europeans actually pay for power and gas, in one clean Parquet. Eurostat's semi-annual retail energy prices for every European country: household and industrial electricity (€/kWh) and gas (€/GJ), each both all-taxes-included and excluding taxes - so the tax-and-levy wedge is explicit. One row per country × series × half-year since 2007. Captures the 2022 energy shock and the policy responses in full; joins to generation, load and carbon on country code.
European Energy
The decarbonisation dashboard for every European country in one file: the renewable share of electricity generation, grid carbon intensity, retail household electricity and gas prices, energy import-dependency and total greenhouse-gas emissions - aligned on country × year. Joins our ENTSO-E power feed (rolled up from bidding zones to country) with Eurostat energy prices, import-dependency and emissions into one energy-transition sheet worth more than the parts. Licence-clean official data (ENTSO-E + Eurostat), safe to redistribute and train on.
European Energy + Weather Panel
The one table every European power model wants: day-ahead price, load, wind & solar generation, and the weather that drives them (temperature, wind speed, solar irradiance) - all aligned on ENTSO-E zone × day. We did the join; you skip a week of resampling and key-matching across four feeds.
European EV Charging Buildout (EAFO)
The installed base of electric-vehicle recharging points across Europe, per country over time - the European mirror of the US EV-charging buildout. From the European Alternative Fuels Observatory (EAFO/DG MOVE): the AFIR-methodology quarterly AC/DC split (2020→present) plus the pre-AFIR annual totals (2012-2019), stitched into one clean multi-country Parquet keyed by country code. Note: AFIR counts recharging POINTS (connectors), not stations/sites.
European Fisheries Catches
Fishery catches for every European country, split by species group - total, freshwater & diadromous fish, shellfish and finfish - in live-weight tonnes across all fishing areas. Cleaned from Eurostat's fisheries statistics into one tidy annual panel: the catch-volume signal for seafood traders, aquaculture firms and marine-policy researchers.
European Gas Balance & Supply
The country-level gas balance in one table: storage fullness, storage withdrawal, LNG send-out and net cross-border pipeline flow - the supply picture European gas/power traders assemble by hand, pre-joined per country × day.
European Cross
Daily physical natural-gas flows across ~33 major European cross-border interconnection points (Baumgarten, Velke Kapusany, Zeebrugge, TAP, VIP Brandov, Emden, Baltic Pipe, …), entry and exit, in GWh/day - cleaned and aligned from the slow keyed ENTSOG API.
European Gas
The gas→power transmission story in one daily per-country table: gas storage fullness, gas-fired electricity generation and day-ahead power price - generation and price mapped from ENTSO-E bidding zones up to ISO country and joined to GIE storage.
European Gas Storage
Daily underground gas storage for the EU and member countries from GIE AGSI+: gas in storage (TWh), fullness (%), injection and withdrawal - the most-watched European gas fundamental, cleaned to one continuous per-country Parquet.
European GDP
Quarterly GDP for every European country in one clean Parquet: the headline quarter-on-quarter growth rate, the chain-linked volume index (2015=100) and GDP at current prices (€ million), all seasonally adjusted - one row per country × measure × quarter since 1995. The single most-watched macro number, cleaned from Eurostat's national accounts; joins to inflation, labour and public finance on country code.
European Power Generation by Fuel Type
Actual electricity generation split by fuel (nuclear, gas, wind, solar, hydro, …) for every European bidding zone - the generation mix, cleaned from ENTSO-E into one Parquet.
European Day
The day-ahead total scheduled-generation forecast for every European bidding zone, cleaned to one Parquet - the supply-side companion to the load forecast.
European GHG Emissions
Every European country's greenhouse-gas footprint in one clean Parquet: national total GHG emissions (excluding LULUCF) plus the CO2, methane and nitrous-oxide components, all in million tonnes of CO2-equivalent - from Eurostat's official EEA-sourced inventory, one row per country × gas × year since 1990. The series behind every net-zero target and climate dashboard; joins to energy, carbon-price and macro on country code.
European Health System
The health-system profile of every European country in one clean panel: life expectancy at birth, hospital beds and practising physicians per 100 000 inhabitants, and total health expenditure as a share of GDP. Cleaned from Eurostat health statistics into one tidy annual per-country table - the capacity-and-outcomes view health-policy, insurance and life-science teams benchmark against.
European Hours Worked
How long Europe actually works, in one clean Parquet: the average number of actual weekly hours worked - all employed and full-time - per European country per year. The labour-input and work-intensity metric behind productivity, work-life-balance and labour-supply analysis; joins to productivity, employment and wages on country code. Official Eurostat Labour Force Survey, fully redistributable.
European Housing
Official house-price indices for every European country in one clean Parquet - the redistributable answer to scraped listing sites. Eurostat's quarterly House Price Index: the overall index (2015=100), annual and quarter-on-quarter change, plus the new- and existing-dwelling breakdowns - one row per country × measure × quarter since 2005. Tracks the whole cycle: the 2008 bust, the 2015-22 boom, and the rate-shock cool-down.
European Housing Affordability Gap
The single number mortgage, proptech and REIT desks track: house-price growth minus wage (labour-cost) growth, per European country per quarter. Above zero = homes outpacing pay and affordability worsening; below = wages catching up. Derived by joining Eurostat house prices to the labour-cost index - the price-to-earnings pressure gauge behind every affordability crisis headline. Licence-clean and AI-training-safe.
European Housing Conditions & Affordability
The affordability and quality side of European housing, in one clean Parquet - the social counterpart to the price indices. Eurostat EU-SILC: the housing-cost overburden rate (share of people spending >40% of income on housing), the overcrowding rate, and the severe housing-deprivation rate, per European country, annually. The metrics behind every housing-affordability and cost-of-living debate; joins to house prices, wages and inequality on country code. Aggregate indicators only - no household microdata, no PII.
European Housing Market Panel
The whole European housing market in one join-ready annual sheet per country: house-price level and growth, construction output (supply), the housing-cost overburden rate, and the three pressure gauges analysts actually watch - real (inflation-adjusted) house-price growth, the affordability gap (price vs wage growth) and rent-vs-buy pressure (price vs rent growth) - all aligned on country × year. Seven variables in one coherent panel that used to be seven separate downloads. Built entirely from redistributable Eurostat data; licence-clean and AI-training-safe.
European Housing Tenure
Who owns and who rents across Europe, in one clean Parquet: the share of the population that owns outright, owns with a mortgage, rents at market price or rents at all - Eurostat's tenure distribution (ilc_lvho02), annual, per country. The ownership-structure lens the rent-vs-buy and affordability products imply but don't spell out: mortgage-heavy owner societies are rate-sensitive, renter-heavy ones face different political pressure on rent control. Policy, proptech and mortgage-risk analysts read tenure to predict where housing stress bites.
European Income Inequality & Poverty (SILC)
The canonical EU living-standards series in one clean Parquet: the Gini coefficient of disposable income, the at-risk-of-poverty rate (after transfers), the headline at-risk-of-poverty-or-social-exclusion (AROPE) rate and severe material & social deprivation - for every European country, one row per country × indicator × year. The numbers behind every EU inequality, ESG-social and policy report; joins to macro, labour and fiscal on country code. Aggregate indicators only - no household microdata, no PII. Licence-clean and AI-training-safe.
European Industrial Emissions (E
Annual releases of ~96 regulated pollutants (CO2, CH4, NOx, heavy metals, VOCs and more) to air, water and land from Europe's largest industrial complexes, broken down across 10 industrial sectors (energy, chemicals, metals, minerals, paper & wood, waste/wastewater, intensive livestock, food/beverage and more) and aggregated to clean country totals. From the EEA Industrial Reporting / E-PRTR database, 2007-present. GDPR-safe: national aggregates only, no facility-level personal data.
European Inflation (HICP)
The full HICP inflation picture for every European country in one clean Parquet: the harmonised price index level (2015=100), headline annual and month-on-month inflation, core inflation (excluding energy and unprocessed food), and the energy and food components - pulled from Eurostat's fiddly JSON-stat API and flattened to one row per country × measure × month since 2000. The official series behind every ECB and press-cycle inflation number, ready to chart.
European Installed Generation Capacity by Fuel
Year-by-year installed generation capacity (MW) by fuel type for every European bidding zone - the structural backdrop to every supply/merit-order analysis, cleaned from ENTSO-E into one Parquet.
European Job Vacancy Rate by Sector
The job-vacancy rate broken out by industry - the sectoral detail our economy-wide labour-tightness product only hints at. Eurostat's seasonally-adjusted job vacancy rate (jvs_q_nace2) for the whole economy plus manufacturing, construction, trade/transport/hospitality, ICT, finance and health & social work - quarterly, per country, one clean Parquet. Recruiters, workforce planners and macro desks read the sectoral spread to see which industries are labour-starved and where wage pressure will build next; the ICT and health lines are the structural-shortage stories of the decade.
European Labour Market
The whole labour-market picture for every European country in one fat Parquet - the official counterpart to scraped job boards, now consolidated into 24 indicators. Demand & slack: job vacancy rate, unemployment, youth unemployment, long-term unemployment, employment & activity rates. Working time: average weekly hours (all / full-time / part-time) and the part-time share. Productivity & cost: real labour productivity and nominal unit labour cost. Quality & inclusion: youth NEET rate, the unadjusted gender pay gap, and employment rates by education level (low / medium / high). One row per country × indicator × period - the single labour panel that replaces a shelf of narrow files.
European Labour Market Panel
The tightness-and-quality picture of every European labour market in one join-ready annual sheet per country: job vacancy rate, unemployment, youth unemployment, employment rate, the youth NEET rate, plus the three pressure gauges economists watch - labour tightness (vacancy ÷ unemployment), real wage growth and the productivity-pay gap - all aligned on country × year. Eight variables in one coherent panel that used to be eight separate downloads. Built from redistributable Eurostat data; licence-clean and AI-training-safe.
European Labour Productivity & Unit Labour Cost
The competitiveness core, in one clean Parquet: real labour productivity per person and the nominal unit labour cost (both index, 2015=100), per European country per year. The two numbers behind every competitiveness, wage-inflation and cost-pressure analysis - is output per worker rising, and is it keeping up with pay? Joins to wages, real-wage-growth and GDP on country code. Official Eurostat national accounts, fully redistributable.
European Labour Market Tightness
How tight each European labour market is, per country per quarter: the job vacancy rate divided by the unemployment rate - the Beveridge tightness ratio. High = employers competing for scarce workers (a wage-pressure and inflation signal central banks watch); low = slack. Derived cleanly from Eurostat vacancy + unemployment; joins to wages, real-wage-growth and inflation on country code. Licence-clean and AI-training-safe.
European Transport
The land-transport pulse of Europe in one panel: rail freight (thousand tonnes) and rail passengers (million passenger-km), plus the passenger-car fleet and new-car registrations split by fuel (total / petrol / diesel). Cleaned from Eurostat transport statistics into one tidy annual per-country table - the mobility and fleet-transition signal that complements our road-freight and air-passenger products.
European LNG Inventory
Daily LNG terminal stocks for the EU and member countries from GIE ALSI: LNG inventory and send-out - Europe's seaborne gas-supply buffer, cleaned to one continuous per-country Parquet.
European Day
The day-ahead total-load forecast the TSOs publish for every European bidding zone - cleaned to one Parquet. Pair it with actual load to model forecast error and imbalance.
European Load Forecast Error
Load forecast error (actual - day-ahead forecast, MW) per European bidding zone and interval - pre-aligned from ENTSO-E actual load + forecast. A primary driver of imbalance prices, and a pain to assemble because the two feeds must be matched on (zone, ts).
European Macro Indicators
Nine high-value monthly macro series for every European country, pulled from Eurostat's fiddly JSON-stat API and flattened into one clean Parquet: HICP annual inflation, the seasonally-adjusted unemployment rate and youth unemployment, the industrial production index, the producer price index, retail trade volume, the goods trade balance, and the economic-sentiment and consumer-confidence indicators - one row per country × indicator × month since 2000.
European Meat Production
Meat production (slaughterings) for every European country, split by type - bovine, pigmeat and sheep & goat - in thousand tonnes, annual. Cleaned from Eurostat's agricultural production statistics into one tidy panel: the livestock-output signal for food manufacturers, agri-commodity traders and ag-lenders. Complements our crop-production and agri-price sets.
European Milk & Dairy Production
Milk and dairy output for every European country, split by animal - cows', ewes' and goats' milk - plus cream, in thousand tonnes, annual. Cleaned from Eurostat's agricultural production statistics into one tidy panel: the dairy-supply signal for food manufacturers, dairy co-operatives and agri-commodity analysts. Completes our EU livestock picture beside meat production and agricultural prices.
European Negative Price Hours
Every interval the day-ahead price went negative, per European bidding zone - the renewable-glut events that batteries, flexible load and curtailment desks live for. A clean event table pre-filtered from the full price history.
European Net (Residual) Load
Residual load - actual demand minus wind and solar generation - per European bidding zone and interval. The curve dispatchable plants and batteries actually chase; pre-computed so you don't have to align load and generation feeds yourself.
European Power Capture Rates by Technology
Which generation technology actually earns above or below the average power price, per bidding zone per month: the volume-weighted CAPTURE PRICE and the CAPTURE RATE (capture ÷ month baseload) for nuclear, gas, hard coal, lignite, reservoir hydro and wind & solar. Baseload plant sits near 1.0; dispatchable peakers clear above 1.0; variable renewables fall below 1.0 as they self-cannibalise. The whole fleet's revenue quality in one panel - the metric that decides asset economics and PPA pricing - derived cleanly from day-ahead prices + generation-by-fuel across ~40 European zones, 2018-present. Licence-clean and AI-training-safe.
European Power Price Blocks
The block structure European power is actually traded in, per bidding zone per month: baseload, peak (Mon-Fri 07:00-19:00 UTC, the CET business block) and off-peak average prices, plus the peak/off-peak spread - the premium every block trader, PPA pricer and utility hedger quotes. Derived cleanly from day-ahead prices across ~40 European zones, 2018-present, one row per zone × month × block. Licence-clean and AI-training-safe.
European Power Scarcity & Flexibility Stress Index
A single daily per-zone stress score composited from day-ahead price, net (residual) load, residual-load ramps and load-forecast error - the cross-market scarcity gauge, with the underlying price for context. Trailing z-scores only.
European Power Price Convergence & Congestion
How coupled or congested each European power border is, day by day: for ~55 neighbouring bidding-zone pairs, the mean absolute day-ahead price spread (EUR/MWh), the signed mean spread (zone A - zone B), and the share of hours the two zones cleared at an identical price (fully coupled). Interconnector congestion and market-decoupling events show up as a widening absolute spread and a falling coupled-hours share - the interconnector-value and congestion signal traders and TSOs watch, pre-computed from day-ahead prices, 2018-present. Licence-clean and AI-training-safe.
European Price Spike Events (≥200 EUR/MWh)
Every interval the day-ahead price hit 200 EUR/MWh or more, per European bidding zone - the scarcity events peakers and demand-response trade. A clean event table pre-filtered from the full price history.
European Day
Daily intraday price volatility (standard deviation of the day's hourly day-ahead prices) per European bidding zone - a clean risk/turbulence signal for trading and hedging.
European Productivity
Are workers sharing in the gains? Real labour-productivity growth minus real wage growth, per European country per year. Above zero = output-per-worker outpacing pay (the 'decoupling' behind a falling labour share); below = pay outpacing productivity (unit-cost pressure). The distribution-of-gains signal economists, unions and policymakers argue over, derived from Eurostat productivity + wages + inflation. Licence-clean and AI-training-safe.
European Public Finance
The fiscal position of every European country in one clean Parquet: general-government revenue, expenditure and deficit/surplus, plus Maastricht gross debt - all as a percentage of GDP, one row per country × measure × year since 1995. The four numbers behind every sovereign-credit call and EU fiscal-rule debate, cleaned from Eurostat's national accounts and validated against the headline figures; joins to macro, inflation and rates on country code.
European R&D Intensity
The innovation-competitiveness headline for every European country: gross domestic expenditure on R&D as a share of GDP - total, plus the split by who performs it (business enterprise, government, higher education) - one row per country × sector × year. The R&D-intensity number in every competitiveness, tech-policy and industrial-strategy report; joins to macro and regional on country code. Licence-clean and AI-training-safe.
European Real House
House prices with consumer inflation stripped out, per European country per quarter: nominal HPI annual growth minus HICP inflation. Above zero = homes genuinely getting dearer in real terms; below = house prices lagging the cost of living (the 2022-23 real correction most headline indices hide). Derived cleanly from Eurostat house prices + HICP; joins to the price and affordability products on country code. Licence-clean and AI-training-safe.
European Real Wage Growth
The purchasing power of pay, per European country per quarter: nominal labour-cost (wage) annual growth minus HICP inflation. The number rates desks, unions and HR teams actually watch - deeply negative through the 2022 inflation shock, recovering as inflation cooled. Derived by joining Eurostat wages to HICP; joins to the labour-market, wages and inflation products on country code. Licence-clean and AI-training-safe.
European Regional Panel (NUTS2)
The socio-economic profile of every European NUTS2 region in one panel - SUB-NATIONAL depth on 9 headline indicators: GDP and GDP per capita, employment and unemployment rates, population, life expectancy at birth, the at-risk-of-poverty-or-exclusion rate, tertiary-education attainment and R&D expenditure. ~400 regions, one row per region × indicator × year since 2000. The granularity site-selection, regional-policy, market-sizing and ESG teams actually need - Bavaria vs Saxony, Lombardy vs Calabria, not just 'Germany' and 'Italy'. Built from Eurostat regional statistics; licence-clean and AI-training-safe.
European Renewable Cannibalisation Index
Wind+solar monthly capture price ÷ the month's time-average price, per European bidding zone. Below 1 = cannibalisation - renewables earn less than the average price because they all produce at the same hours. The single number that decides renewable project economics.
European Renewable Capture Prices
What price renewable output actually fetches across Europe, monthly per zone: the solar and wind capture prices, the cannibalisation ratio (how much renewables depress their own capture as penetration rises), and per-fuel capture prices and capture rates. The whole renewable value-capture picture in one panel - the number every PPA, merchant-renewable and offtake model is built on.
European Renewable Energy Shares (SHARES)
The renewable share of energy for every European country, split the four ways that matter for the 2030 targets: overall gross final energy, electricity (RES-E), heating & cooling (RES-H&C) and transport (RES-T). From Eurostat's official SHARES calculation - one clean panel, annual, per country, the number every energy-transition and policy model is benchmarked against.
European Wind & Solar Forecast Error
Wind + solar forecast error (actual - day-ahead forecast, MW) per European bidding zone and interval - the single biggest driver of imbalance prices, pre-aligned from ENTSO-E.
European Renewable Share of Generation
The renewable share of electricity generation (%) per European bidding zone and interval, computed from ENTSO-E generation-by-fuel - wind, solar, hydro, biomass and more over total.
European Rent
The tenure tug-of-war in one number: house-price growth minus rent growth, per European country per quarter. Above zero = buying costs pulling away from renting (ownership getting relatively dearer); below = rents outpacing prices. The rent-or-buy signal proptech, build-to-rent and housing-policy analysts track, derived cleanly from Eurostat house prices and HICP actual rents. Licence-clean and AI-training-safe.
European Rents
The rent-price side of European housing, in one clean Parquet - the tenant counterpart to the ownership house-price index. Eurostat's HICP actual-rentals series: the rent price index (2015=100) and rent inflation (annual %) for every European country, monthly. The number behind every rental-affordability and cost-of-living debate; joins to house prices, wages and inflation on country code. Official index - not scraped listings; fully redistributable.
European Residual Load Ramps
Interval-over-interval change in net (residual) load per European zone - the ramp dispatchable plants and batteries must follow. Pre-computed from the net-load series; the input to every flexibility and storage-sizing model.
European Road Freight
The road-logistics pulse of Europe in one clean Parquet: annual road freight moved (million tonne-kilometres) by each country's hauliers, split into national and international transport, one row per country × series × year since 2000. A read on trade flows, supply-chain activity and the freight economy; joins to macro, trade and energy on country code.
European Road Safety
Road-accident fatalities for every European country, split by where they happen - total, motorways, urban roads and rural roads - plus the death rate per million inhabitants. Cleaned from Eurostat's official SDG road-safety indicator into one tidy annual panel. The road-safety signal insurers, automakers and public-health researchers benchmark against, per country.
European Solar Capture Price
The monthly volume-weighted price solar generation actually captured, per European bidding zone - solar output × price ÷ solar output. The headline metric for solar-asset valuation and PPA pricing, pre-aligned from generation + prices.
European Temperature
Weather-normalized daily electricity demand per European zone: per-zone regression of daily mean load on heating + cooling degree days, with the temperature component stripped out. What remains is the underlying demand trend with weather removed - what utilities and traders use to see real demand growth/decline. Joins ENTSO-E load to NASA POWER degree days.
European Tourism
Europe's travel pulse in one clean Parquet: monthly nights spent at tourist accommodation (hotels, holiday & short-stay, campsites) for every European country, split into total, foreign-visitor and domestic-visitor nights - pulled from Eurostat and flattened to one row per country × series × month since 2000. The full seasonal signal plus the COVID collapse and recovery; joins to air-passenger, macro and weather on country code.
European Air Passenger Traffic
Monthly air passenger transport - total passengers carried - for every European country, pulled from Eurostat's JSON-stat API (avia_paoc) and flattened to one clean Parquet: one row per country × month since 2018, EU/EFTA aggregates dropped. Captures the COVID collapse and recovery in full; joins to macro, weather and energy on country code.
European Wages & Labour Cost
The wage-inflation picture for every European country in one clean Parquet: the quarterly Labour Cost Index (the ECB's wage-pressure gauge), the statutory monthly minimum wage, and net annual earnings for an average-wage single worker - one row per country × measure × period. The pay side that pairs with our inflation and unemployment products; joins to macro and labour on country code. Licence-clean and AI-training-safe.
European Waste & Circular Economy
The municipal-waste and circular-economy picture for every European country: waste generated, recycled and incinerated (kg per capita) plus the headline municipal recycling rate (%). Cleaned from Eurostat's environment statistics into one tidy annual panel - the ESG/circular-economy signal, per country, that maps to the Green Deal targets.
European Weather by Power
Daily weather across 15 parameters - air temperature (mean/max/min), wind speed (10 m + 50 m hub-height) + direction, cloud cover, solarirradiance, relative humidity, dew point, precipitation, surface pressure and soil moisture (surface, root-zone & profile wetness) - for European power-market zones (ENTSO-E codes), at each country's centroid, from NASA POWER. Keyed on the same zone codes as the rest of the energy catalog so it joins prices, load and generation 1:1 - the weather drivers behind every demand and renewable forecast.
European Weather
What a heatwave or cold snap cost (or saved) each European power-market zone yesterday, priced at the day-ahead clearing price: the weather-driven load deviation from the temperature-normalized demand baseline (MW), that deviation monetised (EUR/day), and a trailing 90-day z-score of the monetised anomaly. A price-weighted anomaly, not the grid's realised balancing/imbalance cost - built strictly look-ahead-free (the z-score at day t uses only days before t).
European Wind Capture Price
The monthly volume-weighted price wind generation actually captured, per European bidding zone - wind output × price ÷ wind output. The metric every wind-asset owner and PPA desk models, pre-aligned from generation + prices.
European Wind & Solar Forecast
Day-ahead wind and solar generation forecasts by type for every European bidding zone, cleaned to one Parquet - the renewables forecast that moves day-ahead and imbalance prices.
European Workforce Quality
The quality-of-work layer under headline unemployment, in one clean Parquet: the youth NEET rate (15-24 not in employment, education or training), the unadjusted gender pay gap, and the temporary- and part-time-employment shares - per European country, annually. The structural labour-market metrics HR-tech, policy and ESG-social buyers actually track; joins to the labour-market, wages and education products on country code. Aggregate only, no PII.
Global City Air Quality
Daily air-quality readings across 10 pollutants (PM2.5, PM10, PM1, NO2, NO, NOx, O3, SO2, CO, black carbon) for ~227 major world cities' reference stations, 2021-2026 - cleaned from OpenAQ's station→sensor→measurement API into one tidy long Parquet. The assembling (per-station sensor alignment) is the tedious part.
Global Climate & Environment Indicators
The climate and environment scorecard for every country on Earth in one clean Parquet: CO2 and total greenhouse-gas emissions per capita, renewable electricity share, energy intensity of the economy, PM2.5 air pollution, freshwater withdrawal stress, and forest & agricultural land cover - pulled from the World Bank and flattened to one row per country × indicator × year since 2000. Worldwide coverage (not just Europe), the backbone of any cross-country ESG, climate-risk or transition analysis.
Global Commodity Prices
Monthly global benchmark prices for 80 commodities and price indices - crude oil, natural gas, coal, grains, edible oils, sugar, coffee, cocoa, fertilizers (DAP, potash, phosphate rock), base & precious metals, plus the World Bank price indices - back to 2000. Clean continuous per-commodity series from the World Bank Pink Sheet, normalized from a messy multi-header Excel workbook into tidy Parquet.
Global Country Profile
Every country on Earth, every year, ~75 indicators, one file. The worldwide flagship: World Bank development indicators (GDP, growth, trade, debt, health, education, energy, environment, demographics) and climate indicators, joined with OECD harmonised inflation, house prices and unemployment - aligned on ISO-3 country × year since 2000, ~200 countries. One coherent, licence-clean panel that replaces a dozen separate downloads - the single cross-country sheet a global-macro analyst or a forecasting model actually wants. 100% redistributable official data (World Bank CC-BY + OECD CC-BY), safe to redistribute and to train on.
Global Crop Production & Yield
Sixty-plus years of FAOSTAT crop statistics, cleaned into one continuous table: harvested area, yield, and production for 143 single-commodity crops across ~200 countries - grains (wheat, maize, rice, barley, sorghum, millet, oats, rye, triticale, quinoa, fonio), the full oilseed complex (soya, rapeseed/canola, sunflower, oil palm, groundnuts, sesame, linseed), soft commodities (coffee, cocoa, tea, tobacco, natural rubber), the entire fruit & nut estate (apples, grapes, bananas, citrus, berries, mangoes, avocados, almonds, walnuts, pistachios…), vegetables & pulses (tomatoes, onions, cabbages, beans, lentils, chickpeas, peas), roots (potatoes, cassava, yams, sweet potatoes), sugar (cane + beet) and fibres/spices. The raw FAO drop is a 545 MB normalized dump of every item back to 1961 - we stream it down to real single commodities (FAO super-aggregates dropped, no double-counting) and serve a tidy per-country, per-series Parquet with country names correctly UTF-8 encoded.
Global Demographics & Ageing
The single biggest structural force on labour supply, growth and public finances - ageing - in one clean Parquet: old-age and young-age dependency ratios, the 65-and-over and under-15 population shares, the total dependency ratio, plus the two drivers of the transition itself - fertility rate and life expectancy - per country per year since 2000, ~200 countries. Ageing sets the ceiling on the workforce, drives pension and health spending, and separates the demographically young emerging world from the greying rich one. The cross-country demographics panel macro, pension, insurance and workforce-strategy analysts need; the demographic backbone of the Labour & Human Capital domain. Joins the labour, health and country-profile products on ISO-3 code. Worldwide - the whole demographic transition.
Global Development Indicators
62 core World Bank development indicators (GDP, inflation, population, unemployment, debt, CO2, energy use, life expectancy, internet use…) for every country, 2000-2026 - cleaned from the World Bank API into one tidy long Parquet you can pivot in a line.
Global Education
The human-capital foundation for every country on Earth, in one clean Parquet - the worldwide complement to our European education product. Thirteen World Bank indicators: gross & net enrolment across pre-primary/primary/secondary/tertiary, primary completion, adult & youth literacy, pupil-teacher ratio, compulsory-schooling duration, and education spending (both % of GDP and % of the government budget), per country per year since 2000, ~200 countries. The cross-country education panel for development, EM and human-capital analysis; joins to the country profiles and labour products on ISO-3 code.
Global Employment Structure
How the world actually works, in one clean Parquet - not headline unemployment but the STRUCTURE of employment: the share of workers in vulnerable jobs (own-account + unpaid family labour), the self-employed share, the agriculture/industry/services split, and youth unemployment - per country per year since 2000, ~200 countries. The development-economics panel that separates a formal-services economy from an agrarian-informal one; the vulnerable and agriculture lines are the structural-transformation story of the emerging world that OECD-only labour data can't tell. Joins the labour, education and country-profile products on ISO-3 code. Worldwide - the emerging-market coverage that matters.
Global Financial Markets (OECD)
Rates, equities and currencies for the whole OECD in one clean Parquet - the most-requested cross-country macro-finance panel. Harmonised monthly short-term (3-month) and long-term (~10-year government bond) interest rates, the national share-price index and the real effective exchange rate - the US, Japan, the euro area, the UK and every member, one row per country × series × month since 2000. The comparable rates/FX/equity feed carry, curve and cross-asset models need; licence-clean and AI-training-safe.
Global Gender Equality
The gender-equality scorecard for every country on Earth, in one clean Parquet: women in national parliament, the female share of the labour force, the female-to-male participation ratio, female unemployment, gender parity across primary/secondary/tertiary education, maternal mortality and adolescent fertility - per country per year since 2000, ~200 countries. The cross-country gender panel for development, ESG-social, policy and impact analysis; joins to the labour, education and country-profile products on ISO-3 code. Worldwide - not just the rich world.
Global Health
The health-system foundation for every country on Earth, in one clean Parquet - the worldwide human-capital layer under the labour market. Fifteen World Bank indicators: life expectancy, under-5 / infant / maternal mortality, child stunting and undernourishment, health expenditure (% of GDP), hospital beds and physicians per 1,000, measles immunisation, safely-managed drinking water, contraceptive prevalence, smoking prevalence, non-communicable-disease mortality and suicide rate - per country per year since 2000, ~200 countries. The cross-country health panel for development, EM, insurance and life-sciences analysis; joins to the country profiles, education and labour products on ISO-3 code.
Global House Prices (OECD)
House-price cycles for the whole OECD - the United States, Japan, the UK and every member, not just Europe - in one clean Parquet. The OECD Analytical House Price database: nominal and real house-price indices plus the price-to-income and price-to-rent ratios (the standard over/undervaluation gauges), quarterly, one row per country × measure × quarter. The cross-country comparable series behind every housing-bubble and affordability call; the global complement to our European house-price product.
Global Inflation (OECD CPI)
The inflation picture for the whole OECD - the United States, Japan, the UK and every other member, not just Europe - in one clean Parquet. The harmonised CPI index plus headline, core (excluding food & energy), food and energy year-on-year rates, one row per country × measure × month since 2000. The comparable, cross-country inflation series behind every central-bank comparison; the global complement to our European HICP product.
Global Interest Rates
The cost of money for ~150 countries in one clean Parquet - the emerging-market interest-rate coverage that stops at the OECD border everywhere else. Real interest rate, lending rate, deposit rate and the lending-deposit spread (a proxy for banking-sector efficiency and risk), per country per year since 2000. The real rate is the discount rate behind every housing, equity and investment valuation; the spread flags where credit is expensive and banks fragile. The cross-country rates panel for macro, fixed-income, fintech and country-risk research; joins to the house-price, inflation and country-profile products on ISO-3 code.
Global Labour Market
The labour market for every country on Earth in one clean Parquet - the worldwide complement to our European labour products. Eleven World Bank indicators: labour-force participation (total, female, female-to-male ratio), unemployment (total, female, youth), the employment-to-population ratio, vulnerable employment, and the agriculture/industry/services employment split - per country per year since 2000, ~200 countries. The cross-country labour-structure panel for global-macro, development and EM analysis; joins to the country profiles on ISO-3 code.
Global Livestock & Animal Products
Sixty-plus years of FAOSTAT livestock statistics, cleaned into one continuous table: production, animals slaughtered / milked, and per-animal yield for 23 animal products across ~200 countries - meat by species (cattle, buffalo, pig, sheep, goat, chicken, duck, goose, turkey, rabbit, camel, horse, ass, mule…), hen & other-bird eggs, and raw milk by species (cattle, buffalo, sheep, goat, camel). The global counterpart to our EU-only meat & dairy panels - head counts, carcass weights and output tonnage in one tidy per-country, per-series Parquet. FAO 'primary'/'Total'/'Poultry' super-aggregates dropped so nothing double-counts.
Global Migration & Remittances
The two forces that move labour and money across borders, in one clean Parquet: net migration (net inflow/outflow of people) and personal remittances - received in US$, received as a share of GDP, and paid abroad - per country per year since 2000, ~200 countries. Remittances dwarf foreign aid for much of the developing world and are a leading indicator of housing demand, consumption and FX flows; net migration drives long-run labour supply and city growth. The cross-country migration-economics panel for development, fintech (remittance corridors), proptech and macro research; joins to the labour, urbanisation and country-profile products on ISO-3 code. Worldwide - the emerging-market coverage that EU/OECD sources miss.
Global Unemployment (OECD)
The labour market across the whole OECD - the United States, Japan, the UK and every member, not just Europe - in one clean Parquet. Harmonised monthly unemployment rates: total, youth (15-24), and the male/female split, one row per country × series × month since 2000. The comparable, seasonally-adjusted series behind every cross-country labour comparison; the global complement to our European labour-market product.
Global Urbanisation & Living Standards
The worldwide housing-and-living-conditions picture, in one clean Parquet - the global complement to our European/OECD house-price products (open house-price data barely exists for emerging markets, but the living-conditions layer does). Eight World Bank indicators: urban population share and growth, access to electricity, basic and safely-managed drinking water, basic sanitation, the share of the urban population living in slums, and primacy (share in the largest city) - per country per year since 2000, ~200 countries. The proptech, infrastructure, development and ESG lens on how the world is housed; joins to the country-profile products on ISO-3 code.
Global Average Wages (OECD)
What a full-time job actually pays, comparably, across the OECD: the average annual wage per country in current and constant purchasing-power-parity USD (and current USD), one row per country × measure × year since 2000. The cross-country real-wage series behind every cost-of-labour, living-standards and competitiveness comparison - the US, Japan, Germany, Korea and every member. Licence-clean and AI-training-safe.
Global Weather by Country (~55 nations)
Daily weather across 15 parameters - air temperature (mean/max/min), wind speed (10 m + 50 m hub-height) + direction, cloud cover, solarirradiance, relative humidity, dew point, precipitation, surface pressure and soil moisture (surface, root-zone & profile wetness) - for ~55 countries across every continent (all G20 plus much of Europe, Asia, the Americas, Africa & Oceania), at each country's centroid, from NASA POWER. Keyed by ISO-2 country code so it joins the global-country-profile and the macro catalog 1:1 - the climate layer under global growth, energy and agriculture models.
Hyperliquid Basis & Carry
The delta-neutral carry signal for every Hyperliquid perp, hourly: the perp basis (mark vs oracle dislocation, bps), the annualised funding rate, and the perp premium - the three numbers a cash-and-carry or delta-neutral yield desk actually trades. Reconstructed from the raw asset-context archive, 2023-05 → present, including the long tail of small-cap perps most basis feeds omit. Pure on-chain DEX data, no CEX. One row per coin × hour × metric.
Crypto BTC
How much each crypto moves with Bitcoin: the rolling 90-day BETA (cov(coin, BTC) ÷ var(BTC)) and CORRELATION of daily returns to BTC, for every coin on Hyperliquid perps (~230). The hedge-ratio and diversification map crypto portfolio, market-neutral and basis desks use to size BTC hedges and spot dispersion trades - daily, from the Hyperliquid archive.
BTC Digital
Is Bitcoin trading as DIGITAL GOLD or as a RISK ASSET right now - the whole thesis in one daily panel. Gold and 'digital-gold' BTC trade INVERSELY to real yields (a monetary-debasement hedge); a risk asset instead co-moves with nominal yields. We roll BTC daily returns against US real yields (10Y + 5Y - the digital-gold signal) and the nominal 10Y (the risk-asset check), then add BTC realized volatility, a composite DIGITAL-GOLD SCORE (= -correlation with real yields; higher = more gold-like) and a discrete REGIME label (+1 digital-gold / 0 neutral / -1 risk-asset). Seven signals, daily, over the full BTC history. Cross-source: Hyperliquid BTC mark price × US Treasury real + nominal yields.
Hyperliquid Carry Screener
A ready-made carry screener for Hyperliquid perps. Per coin per day: the annualised funding rate and its cross-sectional PERCENTILE across every coin that day (0 = cheapest carry, 100 = richest). Filter the percentile to instantly surface the top and bottom carry names without eyeballing 230 funding series - the shortlist for a funding-harvest or contrarian book. Derived from the daily market summary; pure on-chain DEX data, no CEX, no wallets.
CME vs Hyperliquid Positioning Divergence
Do regulated futures desks and the on-chain crowd agree on BTC and ETH? Weekly, for each: the z-score of CME non-commercial net positioning (from the CFTC Commitments of Traders, 3-year baseline), the z-score of Hyperliquid annualised funding (6-month baseline), and the divergence between them. A wide gap means CME speculators are leaning one way while on-chain funding leans the other - a cross-venue disagreement signal you can't get from either feed alone. Cross-source: CFTC COT (CME) × Hyperliquid on-chain funding.
Hyperliquid Perp Daily Market Summary
A clean daily market summary for every coin on Hyperliquid's on-chain perpetual DEX - the broad-appeal daily tier over the hourly funding/OI feed. Per coin per day: mark-price OHLC (open / high / low / close), the mean annualised funding rate, mean open interest (coins) and the end-of-day trailing-24h notional volume (USD). Rolled up from the minute-grained asset-context archive, 2023-05 → present, ~230 coins including the long tail. Pure on-chain DEX data (NO centralised exchange); aggregate per-asset market data, no wallets.
Hyperliquid Friction
Two execution-economics METRICS (descriptive, not a trade signal) per Hyperliquid perp × hour: impact_spread_bps - the round-trip taker cost proxy from HL's on-chain impact quotes ((impact_ask - impact_bid)/mid × 1e4) - and instantaneous_breakeven_days - how many days to recoup one round-trip's impact cost if the snapshot's funding rate held constant (a point-in-time estimate; alt funding decays fast, so it is not a realized holding period). The thin-market filter for the long tail of small-cap perps. Derived purely from Hyperliquid on-chain data.
Hyperliquid Perp Book Asymmetry
Which side of the book is thinner? Two on-chain liquidity METRICS per Hyperliquid perp × hour: the effective round-trip spread from HL's impact quotes, and impact skew - the asymmetry between the cost to cross on the ask versus the bid. Positive skew means offers are thinner than bids (harder/costlier to BUY); negative means the reverse. The directional liquidity signal a single spread number hides - across the whole long tail of perps. Reconstructed from the raw minute-grained asset-context archive. Pure on-chain DEX, no CEX.
Crypto Market Structure & Sentiment
The breadth, crowding and sentiment of the crypto market in one multi-source panel: open-interest dominance (BTC vs ETH vs ALTS vs the whole market) and volume concentration (top-1 / top-5 share, the Herfindahl HHI, active-coin count) from Hyperliquid, PLUS the daily Fear & Greed sentiment index from Alternative.me - daily. The market-regime view combining on-chain structure with sentiment.
Crypto Momentum Factor (Hyperliquid universe)
The momentum / relative-strength factor for the Hyperliquid perp universe: each coin's 30- and 90-day price return and its CROSS-SECTIONAL RANK - the daily percentile of its 90-day return against every other coin. The signal systematic crypto strategies trade (buy the strongest, fade the weakest) - daily, ~230 coins, from the Hyperliquid archive.
Hyperliquid Open
Where is the leverage concentrated on Hyperliquid? Each day, the share of total USD open interest held by BTC, ETH and the alt long-tail (ALTS), plus the total market OI notional. The on-chain analogue of BTC dominance, but for perp positioning rather than market cap - a clean read on risk-on rotation into alts versus a flight to the majors. Derived from the daily market summary; pure on-chain DEX data, no CEX, no wallets.
Hyperliquid Perp Analytics
Everything about every Hyperliquid perp, one row per coin per day - the single quant panel a crypto desk loads instead of stitching a dozen slices. ~230 coins, daily (2023-05 → present), with ~15 metrics per coin: price, dollar volume, funding APR and open interest; realized volatility (30d & 90d, downside semi-deviation, range-based Parkinson); rolling 90-day BETA and correlation to BTC; momentum (30d & 90d returns + cross-sectional daily rank); and funding carry (APR + percentile). Assembled from the Hyperliquid on-chain asset-context archive into one rich, analysis-ready file - vol surface, hedge ratios, momentum factor and carry in a single join-ready panel.
Long
Hourly market-context metrics for every coin ever listed on Hyperliquid's on-chain perpetual DEX - funding rate, open interest, mark & oracle price, perp premium and 24h notional volume - 2023-05 to 2026-06, cleaned from the raw intraday asset-context archive into one tidy long Parquet. Pure on-chain DEX data (no CEX), including the long tail of small-cap perps that funding/basis datasets usually drop. One row per coin × hour × metric.
Hyperliquid Perp Microstructure
The execution-and-risk microstructure of every Hyperliquid perp, hourly: annualised realised volatility measured from the minute-level mid-price (not a coarse snapshot), the effective round-trip spread from HL's on-chain impact quotes, and the one-sided taker slippage versus mid. Three descriptive METRICS per coin × hour, reconstructed from the raw minute-grained asset-context archive - the volatility and liquidity view that funding/OI feeds leave out, including the long tail of small-cap perps. Pure on-chain DEX data, no CEX.
Crypto Realized Volatility (Hyperliquid universe)
The realized-volatility surface for the whole Hyperliquid perp universe (~230 coins), daily: close-to-close realized vol at 30 and 90 days (annualized %), the downside (semi-deviation) vol that captures crash risk, and the range-based Parkinson estimator from daily highs and lows. The vol inputs crypto options and risk desks price and size against - derived from the Hyperliquid on-chain asset-context archive, one clean per-coin panel.
Hyperliquid Perp Sector Indices
Crypto quants trade sectors, not single coins. This rolls Hyperliquid's 230-coin daily market summary into five tradable sector baskets - Layer-1s, AI, memecoins, DeFi and Layer-2s. Per sector per day: the open-interest-weighted funding rate (annualised %), total open interest (USD), total 24h volume (USD) and the count of active coins. The sector-rotation and basket-carry view you'd otherwise assemble by hand from 230 series. Derived from the daily summary; on-chain DEX only, no wallets.
Hyperliquid Squeeze / Crowding Index
Per-coin positioning-crowding METRICS (descriptive trailing z-scores, NOT a trade signal, no look-ahead) for Hyperliquid perps, hourly: z-score of trailing-7d cumulative funding, z-score of open-interest-to-volume, z-score of perp premium, and a composite squeeze index (their sum). A high reading means longs are crowded, sticky and rich to oracle - the textbook squeeze setup, quantified. Derived purely from Hyperliquid on-chain data.
Hyperliquid Perp Turnover & Churn
How hot is each Hyperliquid perp? Three activity METRICS per coin × hour: trailing-24h notional volume (USD), open interest valued in USD (not just coins), and turnover velocity - the ratio of the two, i.e. how many times the open interest changes hands per day. High velocity flags speculative churn and fresh crowds; low velocity flags sticky, slow-moving positioning. The activity lens across the full long tail of small-cap perps, from the raw on-chain asset-context archive. Pure on-chain DEX data, no CEX.
Hyperliquid Volume Concentration
How broad is trading on Hyperliquid on any given day? The Herfindahl index (HHI, 0-10000) of 24h notional-volume shares across all coins, the top-1 and top-5 coin volume shares, and the count of coins with real volume. A rising HHI or top-share means flow is crowding into a few names (a single-memecoin frenzy); a falling one means broad participation. Derived from the daily market summary; on-chain DEX data only.
Planetary Geomagnetic Kp Index
The planetary K-index (Kp, 0-9) - the global geomagnetic-disturbance scale behind aurora, satellite drag and power-grid GIC risk. NOAA serves only recent days as JSON and the deep history hides in NCEI's fixed-width archive; this stitches both into one clean 3-hourly series from 1932 to today.
OECD Composite Leading Indicators, Business & Consumer Confidence
Three OECD business-cycle barometers in one clean Parquet - the Composite Leading Indicator (CLI), the Business Confidence Indicator (BCI) and the Consumer Confidence Indicator (CCI) - for every covered country, pulled keyless from the OECD Data Explorer. All amplitude-adjusted and normalised to 100; the CLI's peaks/troughs lead GDP ~6-9 months, while BCI and CCI read current firm and household sentiment. One tidy long row per country × indicator × month.
UK Heating & Cooling Degree Days by Grid Region
Daily heating and cooling degree days (base 18 °C) for the UK National Grid regions, computed from NASA POWER daily mean temperature. The temperature-normalized demand proxy behind GB gas and power load models - pairs with the Elexon/BMRS feed.
UK Electricity Demand
Half-hourly GB initial national demand outturn (INDO) in MW from Elexon BMRS - the canonical actual-demand series for the British grid, cleaned and continuous.
UK Generation by Fuel Type
Half-hourly GB electricity generation by fuel type (CCGT, Wind, Nuclear, Biomass, Hydro, interconnector flows) in MW from Elexon BMRS, on a clean half-hourly grid.
UK House Prices (UK HPI)
The official UK House Price Index in one clean Parquet - the resellable answer to scraped Rightmove / Zoopla asking prices. HM Land Registry's UK HPI is built from completed, registered sales (not aspirational listings), and this is the FULL cut: 26 measures - average price and index (both incl. seasonally-adjusted), 12-month change and sales volume, broken down by property type (detached, semi-detached, terraced, flat/maisonette), build status (new-build vs existing), funding (cash vs mortgage) and buyer type (first-time buyer vs former owner-occupier) - across 405 geographies: the UK, its four countries, the nine English regions and every local authority, county and London borough, one row per area × measure × month - the UK headline reaching back to 1968, regional and breakdown series beginning later. Captures the whole cycle down to the individual council area: the late-90s recovery, the 2007 peak and 2008 crash, the 2013-22 boom and the rate-shock cooldown.
UK Electricity Imbalance Prices
The GB system imbalance price (single price, post-P305), half-hourly, from Elexon BMRS settlement - what generators and suppliers pay/receive for being out of balance. Spiky and occasionally negative; cleaned to one continuous series.
UK Power Stress & Imbalance Panel
UK residual load (demand - wind/solar/nuclear), its ramp, and the imbalance price in one panel - the islanded GB balancing market that batteries and prop desks trade, pre-joined per settlement period.
UK Weather by Grid Region
Daily weather across 15 parameters - air temperature (mean/max/min), wind speed (10 m + 50 m hub-height) + direction, cloud cover, solarirradiance, relative humidity, dew point, precipitation, surface pressure and soil moisture (surface, root-zone & profile wetness) - for the UK National Grid ESO regions (London/SE, Southern, South West, Wales, Midlands, North West, North East, Central & North Scotland), from NASA POWER. The weather drivers behind GB electricity demand and the country's large wind fleet - pairs with the Elexon/BMRS power feed.
US Bank Credit
Weekly bank credit, loans & leases, C&I / real-estate / consumer loans, cash assets and deposits across all US commercial banks (Fed H.8) - the private-credit half of the US liquidity suite.
US Building Permits by County (Census BPS)
Monthly county-level authorized new-housing units from the Census Bureau's Building Permits Survey - buildings, units and construction value, by structure class (1-unit / 2-units / 3-4 units / 5+ units), for every US county-equivalent permit-issuing jurisdiction since 2000.
US Business Establishments by County
The U.S. Census Bureau's County Business Patterns, cleaned into one analysis-ready Parquet: the number of business establishments, total employment (mid-March) and annual payroll for every U.S. county, broken out by the 20 top-level NAICS industry sectors plus the all-sectors total, for 2018-2023. The ground-truth local-economy panel behind site selection, regional benchmarking and industry-mix analysis - joins on 5-digit county FIPS. Aggregate cells only (Census noise-infused, no firm-level data or PII); U.S. federal public domain, fully redistributable. Attribute the U.S. Census Bureau; a cleaned/derived redistribution, not the official unmodified file.
US Crop Condition Momentum (Good+Excellent, weekly Δ)
Week-over-week change in the combined Good+Excellent condition share for 11 crops - corn, soybeans, wheat, cotton, rice, sorghum, barley, oats, peanuts, sugarbeets and sunflower - per state and nationally. +ve = the crop is improving, -ve = deteriorating - the weekly USDA condition surprise grains desks trade, pre-computed from the crop progress & condition feed.
US Crop Progress & Condition (11 crops: Corn / Soy / Wheat / Cotton / Rice / Sorghum / Barley / Oats / Peanuts / Sugarbeets / Sunflower)
Weekly USDA crop progress and condition for 11 crops - corn, soybeans, wheat, cotton, rice, sorghum, barley, oats, peanuts, sugarbeets and sunflower - % planted, emerged, silking, harvested and (where surveyed) the very-poor→excellent condition split - nationally and per state. The raw QuickStats API caps queries at 50k rows, hides the calendar date and ships values as comma-strings with (D)/(NA) sentinels; this is one clean per state × crop × series × week Parquet.
US Crude Inventory Surprise / Momentum
How far this week's US commercial crude stocks sit above/below their trailing 4-week average (million barrels). The crude inventory surprise - +ve = unexpected build (bearish), -ve = draw (bullish) - pre-computed from the EIA weekly stocks series.
US Heating & Cooling Degree Days by Region
Daily heating and cooling degree days (base 18 °C) for the US power-market regions (ERCOT, CAISO, MISO, PJM, …), computed from NASA POWER daily mean temperature. The temperature-normalized demand proxy behind every US gas and power load model - the number natural-gas and power desks trade around each morning.
US Drug Adverse
How abnormal each drug's adverse-event reporting is now: the z-score of monthly FAERS counts against the drug's own trailing 24-month baseline. |z| ≥ 3 = a 3σ safety-signal surge. Pre-computed from the FAERS monthly-counts product.
US Drug Adverse
Monthly counts of FDA adverse-event reports (FAERS) for ~40 major drugs by generic name - statins, GLP-1s, anticoagulants, biologics, oncology and more. Built from openFDA's COUNT endpoint, so it carries zero individual reports and zero patient data: a clean safety-signal time series per drug.
US Electricity Grid Balance by Region
The full hourly grid-balance picture for every US region, 2021-present, cleaned from the EIA API: electricity demand, the EIA day-ahead demand forecast, net generation, and total interchange (signed net flow between regions). Pair demand vs forecast for forecast error, demand vs net generation for the local supply gap, and interchange for import/export balance - the complete demand+supply side of every US power model in one table.
US Electricity Generation by Fuel & Region
Hourly US electricity generation (MWh) by fuel type and EIA region (balancing-authority group), 2021-present - cleaned from the EIA API. The US counterpart to the European generation-by-fuel feed.
U.S. Equity Fails
Every settlement-fail the SEC has published: the aggregate balance of shares that failed to deliver in NSCC's CNS system, per ticker per settlement date, going back years. The SEC ships this as semi-monthly pipe-delimited zips nobody wants to stitch - this is one clean, continuous, per-ticker Parquet. NOTE: fails-to-deliver is a settlement metric and is NOT short interest (a separate FINRA report).
US EV Charging Infrastructure Buildout
The growth curve of America's public EV charging network: from NREL AFDC station open-dates we roll up, per US state per month, the cumulative count of public charging stations and public ports (Level-2 + DC-fast). A clean continuous time series of EV buildout - the moat is the open-date→monthly-cumulative alignment the raw station dump doesn't give you.
US Federal Contract Awards
Clean monthly time series of US federal contract award obligations (USD) per awarding agency (top ~20), 2008-present, from USAspending.gov - re-bucketed into calendar months and aligned per agency. A ready-to-model macro / govtech / defense-spend indicator.
US Federal Contract Spending Momentum (YoY)
Year-over-year % change in monthly federal contract obligations per awarding agency - the budget-momentum signal. 12-month lag removes fiscal-year-end seasonality, isolating real acceleration/contraction in each agency's contract spend.
US Federal Contract Awards & Momentum by Agency
US federal contract spending by agency, monthly, in one panel: the award dollar value and its 3-month momentum (growth) - the government-demand signal, per department. Consolidates the awards level and its momentum into one file.
US Firearm Background Checks (FBI NICS)
The FBI's National Instant Criminal Background Check System (NICS) monthly firearm background-check counts for every U.S. state and territory, back to the system's launch in November 1998 - one of the most-watched high-frequency proxies for U.S. retail firearm demand and consumer sentiment. Parsed directly from the FBI's official monthly PDF (U.S. public domain), reconciled row-by-row against the published grand totals, and delivered as one tidy Parquet panel: 50 states + DC + Guam, Puerto Rico, the U.S. Virgin Islands and the Northern Mariana Islands, ~330 months per state. Note the FBI's own caveat: a background check is not a one-to-one firearm sale.
US FTD × Fundamentals Squeeze Screener
Separates short-squeeze targets from dying companies: persistent fails-to-deliver overlaid on balance-sheet health. FTD-as-%-of-shares (shares joined as-of, no look-ahead) + persistent-fail days + a latest-known balance-sheet quality score, per ticker. Uses our relational SEC fundamentals.
US Gas
Weekly US gas-fired power generation vs natural-gas storage draw - the burn-vs-storage reconciliation nat-gas traders use to nowcast the EIA storage print.
US Harvest Delay Anomaly (vs 5
How far ahead of or behind normal this year's harvest is: current Pct-harvested minus the 5-year average for that same week-of-year, per state and crop. +ve = ahead of schedule, -ve = behind - the 'are we early or late' number grain logistics and basis traders watch each fall.
US House Prices (FHFA HPI)
The official U.S. house-price index in one clean Parquet - the redistributable answer to scraped Zillow / Redfin listing medians. All three FHFA repeat-sales House Price Index flavors - Purchase-only (the seasonally-adjusted headline, 1991Q1=100), All-transactions (adds refinance appraisals for history all the way back to 1975) and Expanded-data (blends in FHA/county records) - for the nation, the 9 Census divisions, all 50 states + DC, Puerto Rico and 400+ metropolitan areas. The national purchase-only index is monthly; everything else is quarterly (res_min carried honestly per row). Tracks every cycle - the 1970s-80s inflation, the 2000s boom, the 2008 crash, the 2012-22 run-up and the rate-shock cool-down - as transaction prices, not asking prices, down to the individual metro.
US Housing Market
The US housing market in one clean Parquet - the activity and affordability picture beyond a single price index: the 30-year and 15-year fixed mortgage rates, the Census median sales price of houses sold, new and existing home sales, single-family housing starts, completions, building permits, months' supply of new homes, the rental vacancy rate and the homeownership rate. Aligned on date, back to 1990. Complements our FHFA state house-price index with the demand, supply and financing side. Public domain at origin (Freddie Mac / Census); FRED is only the retrieval pipe.
US Inflation
The US inflation picture in one clean Parquet - the official price indices desks and the Fed actually watch, not scraped retail prices. Headline CPI, core CPI (ex food & energy), the food and energy CPI components, the Fed's preferred PCE and core PCE deflators, and producer prices (PPI all-commodities + final demand) - monthly, aligned on date, back to 1990. Public domain at origin (BLS + BEA); FRED is just the retrieval pipe, so resale stays clean.
US Labor Market Detail
The US labour market beyond the headline unemployment rate, in one clean Parquet: JOLTS job openings, quits rate, hires and layoffs (the labour-turnover picture), plus the labour-force participation rate, employment-population ratio, U-6 underemployment, average hourly earnings and average weekly hours. Monthly, aligned on date. The US complement to our European and OECD labour panels. Public domain at origin (BLS); FRED is only the retrieval pipe.
US Dollar Liquidity Components (Fed balance sheet, TGA, Reverse Repo)
The three taps of US dollar liquidity in one aligned Parquet: the Fed balance sheet (H.4.1 WALCL), the Treasury General Account, and the overnight Reverse Repo facility - all in $ billions. Public domain at origin (Federal Reserve + Treasury); FRED is just the pipe.
US Liquidity & Market Plumbing
The US dollar-liquidity and market-plumbing tape in one panel: net liquidity and its drivers (Fed balance sheet, Reverse Repo, Treasury General Account), key Treasury yields and the 2s10s slope, settlement fails and the persistent-fail count, auction bid-to-cover, and the liquidity-drain / sovereign-stress composites. Consolidates the separate liquidity and plumbing tapes a macro desk used to stitch together.
US Load Forecast Error
US load forecast error (actual demand - EIA day-ahead forecast, MWh) per region and hour - a primary driver of wholesale power prices, pre-aligned from EIA. The US counterpart to the EU dataset.
US Macro Indicators
The US real-economy dashboard in one tidy Parquet - the headline indicators every macro desk tracks: unemployment rate, nonfarm payrolls, initial jobless claims, real GDP, industrial production, capacity utilization, retail sales, personal consumption, durable-goods orders, housing starts, vehicle sales, business inventories, M2 money supply, plus the policy and rates layer - the fed funds rate, 2-year and 10-year Treasury yields and the 10Y-2Y curve spread (the classic recession signal). Aligned on date, back to 1990. Public domain at origin (BLS, BEA, Federal Reserve, Census, Treasury); FRED is only the retrieval pipe, so resale stays clean. Distinct from our inflation and liquidity sets.
US Macro
The daily financial-conditions tape crypto and macro desks watch: US net liquidity, key Treasury yields (2Y/10Y/30Y) and EUR/USD in one aligned table - the risk-asset backdrop, pre-joined on date so you can backtest against it directly.
US Market Plumbing Stress Panel
Market-wide settlement stress: aggregate fails-to-deliver and persistent-fail breadth joined to net-liquidity change and curve stress - a daily counterparty/plumbing signal.
US Weekly Natural Gas Storage (Lower
The weekly EIA natural-gas working-storage print, cleaned to one tidy Parquet - the Lower-48 total PLUS all five EIA storage regions (East, Midwest, Mountain, Pacific, South Central), in billion cubic feet. The single most-watched US gas fundamental, broken out regionally so you can see where the seasonal inject/withdraw cycle every gas trader and utility models is actually happening.
US Net Liquidity Index
The net-liquidity curve crypto and macro desks actually trade: Fed balance sheet - Treasury General Account - Reverse Repo, in $ billions, daily. The exact formula, pre-computed and aligned (weekly Fed balance sheet forward-filled onto the daily TGA/RRP) so you can backtest it directly.
US Net Liquidity Momentum Oscillator
The ~2-week rate-of-change of US net liquidity ($ bn). Positive = liquidity expanding (risk-on tailwind), negative = draining (risk-off). The momentum overlay on the net-liquidity index, pre-computed for backtesting.
US Net (Residual) Load
US residual load - demand minus wind and solar generation - per EIA region and hour. The curve dispatchable plants and batteries chase; pre-aligned from EIA demand + generation.
U.S. Persistent Fails
The chronic-settlement-failure watchlist: every ticker that carried a large fails balance (>=10,000 shares) across three or more consecutive settlement dates, with the length of each persistent run. The Reg-SHO threshold-list mechanic, pre-computed from the full SEC FTD history - the squeeze/short-pressure screening database. Settlement-fails data, NOT short interest.
US Weekly Petroleum Stocks (Crude, SPR, Cushing, Gasoline, Distillate)
The market-moving weekly US petroleum inventory print, cleaned to one tidy Parquet - all five series oil desks trade every Wednesday: commercial crude (excluding the SPR), the Strategic Petroleum Reserve, the Cushing OK delivery hub (the WTI settlement point), total gasoline and distillate fuel oil, in million barrels, from EIA's Weekly Petroleum Status Report. Not just headline crude - the product-side and the Cushing hub stock that drive the WTI curve.
US Power Thermal Scarcity Panel
How close each US region is to maxing out fossil backup: thermal (coal+gas+oil) generation, its utilisation vs a trailing-90-day-max capacity proxy, and the load-forecast error - the inputs to scarcity-pricing models, per region × hour.
US Road Traffic Volume
The national pulse of US road travel: monthly total vehicle-miles travelled on all US public roads since 2000, from FHWA's Traffic Volume Trends. The raw artifact is a 13-sheet Excel report republished monthly; this is the one clean continuous national VMT series.
US Sovereign Stress & Liquidity Tape
Bond-market early-warning: yield-curve inversion (2s10s) + a 60-day liquidity-drain z-score + Treasury auction bid-to-cover + a composite sovereign-stress score, daily. The fixed-income macro tape, pre-aligned across the Treasury curve, Fed/Treasury liquidity and auction demand.
US Treasury Auction Internals
Every US Treasury auction since 2018, with its demand internals kept intact - bid-to-cover, high (stop-out) yield, coupon, the indirect / direct / primary-dealer take-down split, the tail/allocation percentage, and the size accepted - organized as a long panel of tenor × metric × auction date. No daily-mean collapse: this is the auction-by-auction read on who is actually buying government debt and how aggressively, tidied from the Treasury's paginated auctions_query into one clean Parquet.
US Treasury Cash Balance & Reverse Repo
The daily Treasury General Account (TGA) closing balance and the Fed's overnight Reverse Repo (RRP) accepted volume, in $ billions, 2018-present - the two biggest swings in US dollar liquidity, served as one clean aligned daily Parquet.
US Treasury Real Yield Curve (TIPS)
The daily US Treasury real (TIPS) par yield curve - the 5, 7, 10, 20 and 30-year real yields the Treasury fits to Treasury Inflation-Protected Securities, in percent, 2003-present. The inflation-adjusted risk-free curve behind every real-rate, breakeven and macro model - subtract it from the nominal par curve for breakeven inflation. Tidied from the Treasury Atom-XML feed into one long-format Parquet.
US Treasury Par Yield Curve
The daily US Treasury par yield curve - every tenor from 1-month to 30-year, in percent, 2018-present. The benchmark risk-free curve behind every fixed-income and macro model, tidied from the Treasury feed into one long-format Parquet.
US Weather by Power
Daily weather across 15 parameters - air temperature (mean/max/min), wind speed (10 m + 50 m hub-height) + direction, cloud cover, solarirradiance, relative humidity, dew point, precipitation, surface pressure and soil moisture (surface, root-zone & profile wetness) - for the US power-market regions (ERCOT/Texas, CAISO/California, MISO, PJM, SPP, NYISO, ISO-NE, Southeast, Florida, Northwest, Southwest), at each region's centroid, from NASA POWER. The temperature and renewable-resource drivers US gas and power desks trade - heating & cooling demand, wind and solar output - keyed by grid region.
European Bathing Water Quality
Every officially designated bathing site in Europe in one clean, geolocated table: ~27,800 inland, coastal, river and transitional bathing waters across 31 countries, classified each season as excellent / good / sufficient / poor under the EU Bathing Water Directive (2006/7/EC) - one row per site x season, 1990-2025. Assembled and de-duplicated from the EEA WISE DataHub release: site id/name, country, water-body type, latitude/longitude, season year, quality classification plus monitoring and management status. Ready to map or join by site or country.
EU Food & Feed Safety Alerts (RASFF)
Every EU food, feed and food-contact-material safety alert from 1979 to 2020 in one clean table - the cross-border early-warning record importers, QA teams and food-safety researchers want but can't get from the portal. The live RASFF Window is presentation-only with no reuse licence; the Commission (DG SANTE) instead published the full pre-2021 back-catalogue as an OPEN CC-BY-4.0 distribution on data.europa.eu (the 'restored_rasff' dataset). One tidy row per notification-line: reference and date, notifying and origin country, notification type (Food/Feed/Food-contact) and class, the notification basis, product / subject / product category, hazard category + substance + full hazard text, any analytical result, the action taken and the market-distribution status. Keyed by (reference, line_no). No complainant or company-contact personal data. CC-BY-4.0 ((c) European Union).
EU Industrial Facility Emissions (E
Every large European industrial facility, what it emits and where - the point-source map layer under our national industrial-emissions aggregates. From the EEA's Industrial Reporting under the IED / E-PRTR: one tidy row per (facility x pollutant x medium x year) with facility name, parent company, latitude/longitude, city, country and NUTS3 region, E-PRTR/NACE-aligned activity sector, pollutant, environmental medium (air/water/land) and release quantity (kg/year). ~34 reporting countries (EU27 + EEA/EFTA + GB/RS/ME/CH), reporting years 2007-2024, ~630k releases. CC-BY 4.0.
European Net Short Positions
Who is short which European stock, and by how much - the EU short-side signal. Under the EU Short Selling Regulation every net short position ≥ 0.5% of an issuer's shares must be disclosed to the national regulator and published. We normalise FIVE national registers - France (AMF), the Netherlands (AFM), Belgium (FSMA), Spain (CNMV) and Ireland (Central Bank) - into one clean table: every disclosed position with the holder (and its LEI where given), the issuer, ISIN, the net short percentage and the position date, back to 2010. The European analogue of the US fails-to-deliver signal, keyed by ISIN so it joins any equity feed. Built from each regulator's own open/PSI-licensed export (per-country design - more NCAs can be added as licences clear). Note: the same data is available free from each regulator.
European Power Plant Registry
Every conventional power plant in Europe in one clean table: name, operator, country, net capacity, fuel/technology, commissioning year and location - assembled and de-duplicated from Open Power System Data. The asset reference table that joins to generation, capacity and carbon analytics by country and fuel.
European Public Contracts (TED)
Where European governments spend, when, and on what - the B2B procurement-intelligence signal. TED (Tenders Electronic Daily) publishes every above-threshold EU public contract award as a ~700 MB, 75-column CSV per year that nobody wants to parse; we aggregate it into one tidy monthly panel: for each (country × month × CPV sector) the total award value in EUR, the number of distinct contracts, and the average contract size. The European complement to the US federal contract-awards product - read government demand by sector and country over time. Winner names are aggregated away (no personal data). CC-BY-4.0.
Global Airport Registry
Every airport, heliport and seaplane base on Earth in one clean reference table - enriched, not just a code list. OurAirports publishes the community-maintained global aviation registry (public domain) as three separate CSVs (airports, runways, radio frequencies); we join them into one fat row per airport: identity (ICAO/IATA/GPS/local codes), type and service level, location (country, region, municipality, lat/lon, elevation), PLUS a runway summary (count, longest runway in feet, number of hard-surface runways) and the count of published comm frequencies. The universal join key for any flight, route or logistics dataset - keyed by the airport ident. Public domain, no attribution required.
Global Cities Gazetteer (GeoNames, pop ≥ 1,000)
Every populated place on Earth with population ≥ 1,000 - ~150k cities and towns - in one clean, geocoded table. GeoNames ships it as a header-less tab-delimited dump; we parse it to a tidy row per place: name (+ ASCII), country, admin-1/2 codes, population, elevation, timezone and lat/lon. The universal populated-place join key (name ⋈ country ⋈ coordinates) that geocodes or enriches any geo dataset. CC-BY 4.0.
Global Earthquake Catalog (USGS ANSS ComCat, M≥4.5)
Every significant earthquake on Earth since 2000 in one clean table - the authoritative global seismic record. The USGS ANSS Comprehensive Catalog is served as GeoJSON that caps at 20,000 events per query and buries the useful fields in nested properties; we page the whole M≥4.5 catalog and flatten it to one fat row per event: time, location, depth, magnitude and type, felt-report count and shaking intensity (CDI/MMI), tsunami flag, PAGER alert level, significance, and network QC (azimuthal gap, RMS, station count). Keyed by USGS event id, ready for cat-risk, GIS and hazard modelling. Public domain.
Exoplanet Catalog (NASA Exoplanet Archive)
Every confirmed exoplanet and its host star in one clean table - the authoritative NASA catalog, ready to use. The NASA Exoplanet Archive's composite-parameters table gives the best published value per planet across all studies; we query it and ship one fat, tidy row per planet: planet & host-star identity, discovery method/year/facility, orbital parameters (period, semi-major axis, eccentricity), physical parameters (radius & mass in Earth units, equilibrium temperature), stellar parameters (spectral type, temperature, radius, mass), distance and sky position. Updates as new planets are confirmed.
Global POI Density
How many points of interest of each kind exist in each country - the amenity-mix / retail-footprint reference table, aggregated from Overture Maps' global Places layer (~60M+ POIs) without shipping a single raw point. Overture publishes Places as Parquet on public cloud storage; we run a remote pushdown aggregation straight against it and ship the clean result: one row per (country x Overture primary category) with the POI count and that category's share of the country's total POIs. Hundreds of categories - restaurants, cafes, clinics, schools, hotels, supermarkets, banks, gyms, offices, places of worship - across ~230 countries. Keyed by ISO-2 country + category so it joins any country reference table. Aggregate counts only - no place names, no coordinates, no personal data. CDLA-Permissive-2.0.
US Product & Food/Drug/Device Recalls (CPSC + FDA)
A clean, cross-agency recall feed no scraper sells: US consumer-product recalls (CPSC) plus FDA food, drug and device enforcement/recalls (openFDA), normalised into ONE tidy table - one row per recalled product. Common schema across sources: recall id, date, product, recalling firm, reason/hazard, FDA severity classification, status, country/state and a link. The dedup + normalisation IS the product. Consumer-contact and injury free-text dropped (no PII).
Hyperliquid Instrument Master
Every coin that has traded on Hyperliquid's on-chain perpetual DEX in one clean table: first/last seen, listing date, listing age (days observed) and active/delisted status - scanned across the full daily asset-context archive (2023-05 → 2026-06). The survivorship-bias-free universe table: any coin whose snapshots stop before the archive end is flagged delisted rather than silently dropped, so the listing history stays complete. The reference table that joins the funding/OI/price feed by coin.
UK Food Hygiene Ratings (FSA FHRS)
The official hygiene rating of every food business in Great Britain & Northern Ireland - the regulator's version of the 'restaurant' data the review-site scrapers sell, but authoritative and open. The UK Food Standards Agency publishes ~520k establishments across ~360 local authorities as one XML file each; we assemble them into one clean table with the rating, inspection date, the three component scores (hygiene, structural, management) and a geocode. Covers both schemes - FHRS 0-5 (England/Wales/NI) and FHIS Pass/Improvement (Scotland). Open Government Licence v3.0 (fully commercial).
UK Public Contracts (Contracts Finder)
Where UK government spends, when, and on what - completing the global procurement suite next to the EU (TED) and US (USAspending) award products. The Cabinet Office publishes every public contract award via the Contracts Finder OCDS API; we aggregate the awarded releases into one tidy monthly panel: for each (buyer region × month × CPV sector) the total award value in GBP, the number of distinct contracts and the average size. Supplier/buyer names aggregated away. Open Government Licence v3.0.
US Energy CO2 Emissions by State, Sector & Fuel (EIA)
US energy-related carbon dioxide emissions for every state, split by economic sector (residential, commercial, industrial, transportation, electric power) and fuel (coal, petroleum, natural gas), annually. From EIA's state CO2 dataset: one fat, tidy row per (state × sector × fuel × year) with emissions in million metric tons CO2 - the state-and-sector view that complements our facility-level EPA GHGRP product and the US power suite. The decarbonisation-tracking panel for climate and energy analysis. Public domain.
US College Outcomes (Dept. of Education College Scorecard)
Cost and outcomes for every U.S. college in one clean table - the fields prospective students and workforce researchers actually want, lifted out of a ~3,000-column government CSV. The Department of Education's College Scorecard is authoritative but unusable raw (cryptic codes, 'PrivacySuppressed' sentinels); we select ~18 fields and ship one fat row per institution: identity and location, ownership, admission rate, median SAT/ACT, undergrad enrollment, cost of attendance and net price, median graduate earnings 10 years out, completion and retention rates, median debt, Pell share and the 3-year default rate. Keyed by the federal UNITID. Public domain.
US Company Fundamentals
Financial fundamentals for the S&P 500 - both ANNUAL (10-K) and QUARTERLY (10-Q) periods - parsed straight from SEC EDGAR XBRL company facts. A full 25-line financial picture: revenue, cost of revenue, gross profit, R&D and SG&A expense, operating income, interest expense, income tax, net income, depreciation & amortization, operating cash flow, capital expenditure and dividends paid; plus the balance sheet - total/current assets and liabilities, inventory, receivables, PP&E, goodwill, stockholders' equity, cash, long-term debt and shares outstanding - PLUS computed ratios: gross/net/operating margin, ROE, ROA, current ratio, debt-to-equity, R&D & capex intensity, cash-flow margin and revenue growth YoY. One tidy long table, de-duplicated to the latest-filed value per company, metric and fiscal period, with a point-in-time filing date on every row. The fundamentals reference table that joins to any price feed by ticker.
US County Health Prevalence (CDC PLACES)
Model-based health estimates for EVERY U.S. county in one tidy table - obesity, diabetes, smoking, high blood pressure, mental & physical health, cancer screening, insurance access and ~30 more. CDC's PLACES program publishes these as a long-format release; we pull the whole county file and ship one fat panel keyed by (county FIPS × measure × value-type), with readable measure names (not cryptic codes), both crude and age-adjusted prevalence, 95% confidence limits, the county population and a geocode. Drops straight next to any county-keyed dataset (proptech, insurance, policy) on the 5-digit FIPS. Public domain.
US Crime Offenses
Every U.S. state (plus DC and a national 'US' series) across the 10 UCR offense classes - violent crime, homicide, rape, robbery, aggravated assault, property crime, burglary, larceny, motor-vehicle theft and arson - as one tidy table: monthly offenses known to law enforcement, offenses cleared, the crime and clearance rate per 100,000, the covered population and reporting-coverage percentage, straight from the FBI's Crime Data Explorer (UCR/SRS). Decades-deep, nationally comparable, keyed on the 2-letter state code. Aggregate counts only, no victim/offender/arrestee records.
US Drug Directory (FDA NDC)
Every drug product marketed in the US in one clean reference table - the FDA National Drug Code directory, flattened. From openFDA's bulk NDC download (~137k products): one fat row per NDC with brand and generic names, active ingredients & strengths, dosage form, route, manufacturer/labeler, pharmacologic class, product type (prescription / OTC) and marketing category. The drug reference table health-tech, pharmacies, formularies and claims pipelines join on. Public domain / CC0.
US Retail Electricity Prices & Sales by State (EIA)
What US electricity actually costs end-users, by state and customer sector, every month back to 2001 - the price-and-demand layer that completes our US power story (generation, capacity, emissions). From EIA's Electric Power Monthly retail-sales data: one clean row per (state × sector × month) with the average retail price (cents/kWh), sales (MWh), revenue and customer count. Residential / commercial / industrial / transportation / all sectors. Public domain.
US Facility Greenhouse
Every large US greenhouse-gas emitter and how much it emits, in one clean table - the US complement to our EU industrial-emissions products. From EPA's Greenhouse Gas Reporting Program (mandatory for facilities ≥ 25,000 t CO2e/yr): we aggregate the sector/gas emissions to one total-CO2e figure per facility per year and join the facility dimension - one fat row per (facility × year) with total CO2e in tonnes, facility name, parent company, NAICS sector and industry, state, county and geocode. Public domain.
US Federal Debt (Treasury Debt to the Penny)
The total US federal debt, every day since 1993 - the canonical 'Debt to the Penny' series. From the US Treasury Fiscal Data API: total public debt outstanding, split into debt held by the public and intragovernmental holdings, plus the public-held share. One clean daily table for macro, fixed-income and policy analysis. Public domain.
US Flight Delays & On
The live successor to the famous frozen-at-2015 Kaggle flight-delays dataset. US DOT's Bureau of Transportation Statistics publishes ~560k US domestic flights every month; we aggregate them into one tidy panel - for each airline × origin airport × month: the flight count, on-time / cancelled / diverted rates, average departure & arrival delay, and the average minutes attributable to each delay cause (carrier, weather, national-airspace, security, late aircraft). One row = a carrier's monthly reliability at an airport. Public domain.
US Food Bioactive Content
The polyphenol content of foods - the antioxidant and phytoestrogen compounds that appear in NO standard nutrition table - assembled from USDA's three special-interest bioactive databases into one clean long table. Flavonoids (Release 3.3: flavonols, flavones, flavanones, flavan-3-ols and anthocyanidins), Proanthocyanidins (Release 2.1: monomers through polymers) and Isoflavones (Release 2.1: daidzein, genistein, glycitein - the soy phytoestrogens), each mapped to its food, food group and compound class with the amount per 100 g. USDA ships these ONLY as legacy MS Access files on an ARS file server - which is exactly why no clean version exists; we read the Access databases directly, resolve the drifting column spellings and de-duplicate to one tidy (database × food × compound) table. Keyed by the legacy NDB number so it joins straight to the nutrition-composition dataset. Public domain (U.S. Government work).
US Food Glucosinolate Content
The glucosinolate content of cruciferous vegetables - the sulphur compounds in broccoli, cabbage, mustard and radish that chemoprevention and nutrition research studies, and that appear in no standard nutrition table. USDA and NIH's Office of Dietary Supplements published the first substantial public dataset as one Excel workbook of very wide tables (a Mean/SD/Min/Max block per compound, ~25 compounds, names on a merged header row); we parse every sheet into one tidy long table of (food × glucosinolate → mg per 100 g fresh weight), with the plant's scientific name. Public domain (U.S. Government work).
US Food Nutrition Composition
Every food in USDA's authoritative composition databases with the amount of every nutrient it contains, in one clean long table - the join nobody wants to do by hand. FoodData Central ships this as five separate CSVs (food, food_nutrient, nutrient, food_category and a per-type NDB crosswalk); we assemble and de-duplicate them into one tidy (food × nutrient) Parquet. Covers the three pure-USDA bundles - Foundation Foods (analytically measured reference foods), SR Legacy (the classic ~7.8k-food Standard Reference that underpins US nutrition analysis) and FNDDS (the 'as consumed' survey foods people actually report eating) - with energy, macronutrients, vitamins, minerals, amino acids and fatty acids, each with its unit and amount per 100 g. A data_type column preserves the measured-vs-survey distinction so you can filter either way. Keyed by FDC id with the legacy NDB number carried through, so it joins to recipe, dietary-intake and agricultural data. Public domain (U.S. Government work).
US Food Portion & Serving Weights
The gram weight of every household measure of a food - '1 cup', '1 tablespoon', '1 slice', '1 medium' → how many grams - the conversion every recipe, nutrition-tracking and dietary app needs and nobody ships cleanly. FoodData Central hides it in food_portion.csv behind a measure-unit lookup with the phrasing split across four columns; we join it (across Foundation, SR Legacy and FNDDS) into one tidy table of (food × household measure → gram weight). Keyed by FDC id so it drops straight next to the nutrition-composition dataset - turn any per-100g nutrient into per-serving. Public domain (U.S. Government work).
US Food Purine Content
How much purine is in each food and drink - the number people managing gout or high uric acid (and the diet apps serving them) actually need, and which exists nowhere as a clean table. USDA and NIH's Office of Dietary Supplements published the analytically-measured Purine Database (Release 2.0, 2025) as a multi-sheet Excel workbook with merged two-row headers and food-group headers interleaved with the data; we parse it into one tidy long table of (food × purine → mg per 100 g). Covers North-American and internationally-sourced foods plus alcoholic beverages, for the four measured purine bases - adenine, guanine, hypoxanthine, xanthine - and their total, each with mean, SEM, min and max. Public domain (U.S. Government work).
US Government & Community Facilities (HIFLD Open)
Every US public facility that matters for site-selection, logistics, insurance and civic research in ONE clean, stacked table - the copyleft-free (no OSM/ODbL) substitute for the SafeGraph/ScrapeHero POI packs. DHS's Homeland Infrastructure Foundation-Level Data (HIFLD) Open was the public-domain catalogue of national facility data; the portal was shut down in August 2025 and the whole open corpus preserved by SeerAI on Source Cooperative under CC-BY-4.0. A CURATED set of 11 clearly-public facility layers - fire/EMS stations, hospitals, public & private schools, colleges & universities, local law enforcement, prisons, nursing homes, VA medical facilities and dialysis centres - in one tidy long table: category (the layer), facility name, type, full street address, city, county, state, zip and lat/lon on every row. ~286k facilities across all 50 states + territories. Public buildings only - every contact-person, phone, email and owner column dropped, so no PII.
US Healthcare Provider Density
How many healthcare providers of each specialty practise in each US county - the aggregate density panel built from CMS's National Plan & Provider Enumeration System (NPPES). The ~8M-row national provider file rolled up to counts by provider taxonomy (specialty) x county FIPS: total providers, plus the split between individual (NPI-1) and organisation (NPI-2) enumerations. No individual providers, names or addresses - aggregate counts only, joins cleanly to Census, CDC PLACES and demographic panels. Public domain (CMS/NPPES).
US Hospital Prices
What US hospitals actually charge - gross, discounted-cash AND payer-negotiated rates - for each billing code, in one tidy cross-hospital table. Since CMS's July-2024 mandate every hospital must publish a standardized machine-readable file (MRF) of its standard charges, but the files are a nightmare to use: 68 MB to 480 MB+ each, three CMS template variants (CSV 'tall', CSV 'wide', JSON), per-hospital column drift, prices as strings, and negotiated rates buried in nested payer arrays. We stream-parse a curated set of large hospitals that publish the CMS-conformant CSV-tall or JSON template and normalise everything to one schema: hospital, state, payer, plan, code type & code, item description, care setting, and the gross, discounted-cash, negotiated-dollar, min and max charges. Cleaning IS the product. Factual price data published under a federal mandate - freely reusable; shipped as a cleaned/derived aggregate, not the official files.
US Nonprofit Financials
Every US tax-exempt organisation's core financials in one tidy table - total revenue, expenses, assets, liabilities, net assets, contributions & grants, program-service revenue and investment income - keyed by EIN and tax year, with the org's name, state, NTEE code and IRC subsection attached. The IRS makes this public but the usable form is buried: the clean route is the Statistics of Income (SOI) Annual Extracts (one tabular CSV per year per form), NOT the ~1.5M-filing raw 990 XML corpus - but the three form types (990, 990-EZ, 990-PF) each ship a DIFFERENT column schema, the money fields are space-padded strings, the EZ zip is renamed between years, and none of the extracts carry the org name/state/classification (those live in a separate file, the Exempt Organizations Business Master File). We map all three forms onto ONE common financial schema, join the EO BMF for identity, and drop the in-care-of person and street-address fields. Cleaning IS the product. Six recent processing years (2019-2024). Public domain (U.S. IRS).
US Power Plant Generation & Fuel (EIA
What every US power plant actually generated and burned, per year - the realised-output companion to our EIA-860 generator registry. From EIA's Form EIA-923 (facility fuel), the annual plant-total view: one clean row per (plant × year) with net and gross generation (MWh), total fuel consumption (MMBtu) and the share consumed for electricity - plant name, state and EIA plant code on every row. Join it to us-power-plant-generators on plant code to turn nameplate capacity into actual output (capacity factors, utilisation). Public domain.
US Power Plant Generators (EIA
Every operating generator in the US electric fleet in one clean table - the unit-level inventory beneath the headline generation numbers. From EIA's Form EIA-860 operating generator capacity (latest monthly snapshot), one fat row per generator: plant and operator, generator id, state / county / geocode, technology and energy source, prime mover, sector, balancing authority, operating status, nameplate and seasonal (summer/winter) capacity in MW, in-service date and any planned retirement. The US complement to our EU power-plant registry and the plant-level detail under US generation-by-fuel. Public domain.
US SNAP
Every US retailer authorized to accept SNAP (food-stamp) benefits - ~254k stores - in one clean, geocoded table. USDA's Food and Nutrition Service exposes it as a paginated ArcGIS service; we page the whole layer and ship one fat row per store: name, store type, full address, county and lat/lon. A clean, open food-access / retail-footprint POI set - the kind of location data usually sold by scrapers, here authoritative and public domain. Owner/grantee personal-name field dropped (no PII).
US Storm Events
The official U.S. record of severe weather, cleaned into one fat events table: tornadoes, hail, floods, hurricanes, winter storms, heat, wildfire - every event since 2000 with the human and financial toll. NOAA/NCEI ships the Storm Events Database as one gzipped ~50-column CSV per year, with property and crop damage encoded as strings like '1.50M'; we assemble every year, parse the damages to real USD numbers, and keep the fields that matter - timing, state, hazard type, injuries and deaths (direct & indirect), property & crop damage in USD, magnitude, tornado F/EF scale, and a begin geocode. One row per event, keyed by NOAA event id. The open, authoritative alternative to CC-BY-NC EM-DAT. Public domain.
US Dietary Supplement Label Ingredients
Every US dietary-supplement product and what's actually in it, in one clean long table - the 200k+ label catalog nobody sells cleanly. The NIH Office of Dietary Supplements' Label Database has no bulk download and a search API that caps every result window at ~10k rows, so assembling the whole thing is genuinely tedious; we enumerate it exhaustively (slicing by entry-year × product-type) and explode each label into one row per (product × ingredient) with brand, product name, product type, market status and entry year. Answer 'which supplements contain ashwagandha / melatonin / creatine?' or 'what does brand X put in its multivitamins?' with a single query. Keyed by DSLD id. Public domain (U.S. Government work, NIH ODS).
US Treasury Average Interest Rates
The average interest rate the US government actually pays on each type of outstanding Treasury security - bills, notes, bonds, TIPS, FRNs, savings bonds, government-account series - monthly back to 2001. This is the *coupon cost of the debt stock*, distinct from market yields; pair it with us-federal-debt (the debt level) to read the government's interest burden over time. One clean row per (security × month). Public domain.
World Country Reference Table (join
A clean join-key table that ties together every country-keyed dataset in the catalog: one row per country with ISO-2 / ISO-3 codes, a canonical name, continent, UN region and subregion, population and GDP estimates, and a map centroid (lat/lon). Drop it next to any country-coded table and you have instant region rollups, map labels and human-readable names - assembled from Natural Earth (public domain, no restrictions).