The Integrated Oil & Gas Data Guide (2026)

Integrated Oil & Gas sits on some of the deepest public data of any industry Datadory catalogs. Of the 1,744 datasets in the master catalog, 29 pooled records cover this industry - 23 primary plus 6 related - supplied by 22 distinct publishers, and government regulators dominate the pool.

Operators contribute the unique material. Equinor released about 40,000 Volve field files, Petrobras' 3W dataset labels rare well events across 42 real wells, and Aker BP streams live first-stage compressor telemetry from Valhall through Cognite. History runs deep - Parquet, SEG-Y, LAS and GeoPackage appearing on the technical end. The full pool, with per-record field dictionaries and sample rows, lives in the integrated-oil-gas data hub.

The 23 primary records sort into four working groups: national regulators, multilateral statistical agencies, operator-released machine-learning corpora, and market-price trackers.

National regulators

Multilateral and statistical agencies

• EIA International Energy Statistics (quality 9). Crude oil and natural gas production, reserves, consumption, imports and exports for 200+ countries - 218 countries and territories appear in one verified ranking response - back decades.
• Eurostat Energy Statistics (Oil, Gas, Petroleum Products) (quality 9). EU-harmonised supply, transformation and consumption balances from 1990 onward, with the flagship nrg_cb_oil balance table anchoring the set.
• JODI Oil & Gas World Database (quality 8). Country-reported monthly oil flows (from January 2002) and gas flows (from January 2009) across 52 participating economies in the most recent cycle; the primary oil table alone holds about 283,000 rows per year and secondary products about 637,000.
• Statistics Canada Energy Statistics (quality 8). The monthly Supply and disposition of crude oil and equivalent table (25-10-0063-01) covers production, refinery inputs, imports, exports and inventories by province; the crude cube alone runs about 600 cells per month across 12 geographies, 35 flows and 2 units.
• EIA Short-Term Energy Outlook (STEO) (quality 8). A consolidated 28-table workbook pairing history from about 1990 with approximately two years of forward projection - the August 2026 edition projects into October 2027.

Operator and ML-native releases

Market and price sources

• Baker Hughes Rig Count (quality 8). The industry's benchmark activity indicator: weekly North American counts by state, county and basin plus monthly international counts, with the weekly detail workbook carrying more than 110,000 rows back to January 2000 and worldwide archives covering 1975-2024.
• OilPrice.com Market Data (quality 5) and Rigzone Data Center (quality 4). Spot-quote tables and futures charts covering WTI, Brent, the OPEC Basket and Henry Hub across more than 50 crude streams, with Rigzone's feed supplied by Barchart.
• Oil & Gas Journal Data & Surveys (quality 5). About 9 recurring survey families - Worldwide Refining (2022-2024 editions), Production/Reserves (2024-2025) and Top Companies rankings (2020-2025, older series back to 2001).
• World Energy Data (quality 5). A curated compilation of global totals plus about 24 national energy-system profiles built on Energy Institute and IEA vintages through the 2026 Statistical Review.

Ten recurring jobs define how teams work this pool, and each maps to named sources:

The strongest integrated oil & gas sources share three traits, and each one decides whether a project survives contact with production:

None of these traits shows up in a screenshot. They show up in sample rows - which is why every Datadory record leads with real rows and a documented field dictionary before any commitment.

Data Scientists & ML Engineers. They hunt documented schemas, labeled event corpora and modeling-grade files - searches like "labeled oil well anomaly detection dataset parquet time series" and "volve field well logs seismic machine learning benchmark." Across the catalog, 666 of the 1,744 datasets reach top-tier relevance for this persona; integrated-oil-gas contributes 23 relevant sources, 20 of them strongly rated, anchored by 3W's Parquet events, Volve and the rig-count archive. The data scientists hub ranks the full modeling-grade set.

Market Researchers & Consultants. Their queries read "compare oil gas production by country official statistics" and "eu harmonised energy balances oil petroleum products statistics." Catalog-wide, 786 datasets rate as strongly relevant for this persona; 22 sources here make the grade, led by EIA international tables, Eurostat balances and JODI monthly flows for country-comparison chapters. See the market researchers hub for the ranking.

Investors & Quants. The standard ask is "baker hughes rig count historical data for backtesting" or "country level crude oil production historical data for backtesting." Twenty datasets in this industry rate relevant for them, 18 strongly so. The rig count's Excel archive back to 1975 and EIA's country-level production series give both workflows long, consistent histories to work against.

Journalists, Academics & Students. This is the best-covered persona in the slice: 23 of 23 relevant datasets rate strongly for them, with searches like "official international energy statistics citation" and "fracking well data by state investigative research." EIA's international series, the Norwegian FactPages and FracTracker's state-by-state inventory resolve most of those prompts inside government and nonprofit publishers.

Of the 1,744 datasets Datadory catalogs, the average quality score is 7.81 out of 10, with 62.8% of records scoring 8 or higher. Integrated Oil & Gas lands below that mean at 7.17, pulled down by four thin price and survey trackers scoring 4 to 5, while its top tier runs deep - four records score 9 or higher and one posts a perfect 10.

The table below collects the figures worth quoting.

Eight questions cover most of what searchers ask about this pool - who publishes country-level production statistics, how far back the rig-count archive reaches, which ML corpora exist for well events, and how deep the North Sea archives run.

1. integrated-oil-gas data hub - the full 29-record pool on one index page, with quality scores, field dictionaries, sample rows and coverage spans for every dataset in this guide.
2. data scientists - how modeling teams rank all 1,744 cataloged datasets on schemas, history depth and modeling-grade fields; 666 clear the top tier, including this slice's 3W Parquet events and Volve files.
3. market researchers - sourcing guidance for client-ready analysis, where JODI's 52-economy monthly flows carry the country-comparison chapter.