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Preserve source reliability and remarks; no warranty or endorsement; source-specific third-party rights remain applicable."},"limitations":"Selected pore-fluid pressures underlying overpressure mapping, from activities through 2012. Heterogeneous tests and interpreted values with source reliability/remarks; not current telemetry. Only Pressures_Total imported: stratigraphic sheets overlap and are not double-counted. 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Third-party rights not granted by NSTA remain excluded. No endorsement."},"limitations":"Historical disclosed production, not current telemetry. All 182 index entries collected as 181 unique ZIPs (one shared URL retained once); runtime imports sampled original cells from 150 CSV files. The 31 Excel workbooks are imported separately in nsta-ukcs-daily-workbooks-sample with reviewed per-well scope and units. No daily/monthly aggregation, gap filling, unit conversion or physical-well matching. 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This is not an ingestion manifest or permission to publish derivative models.","statusDefinitions":{"imported":"A reviewed local source snapshot or normalized records are already present.","linked_only":"The official source is recorded or referenced, but this review did not import its data.","pipeline_registered":"A fetcher/source ID is registered in the temporal pipeline; this does not prove a completed or loaded snapshot.","archive_only":"Values are preserved only in the point-in-time archive or derived edition, not exposed as normalized source rows.","unconfirmed":"The listed source is publicly reachable, but reuse rights or a required component detail remain unconfirmed.","imported_and_pipeline_registered":"Reviewed runtime records exist and a pipeline source is registered; registration alone does not prove a current successful refresh.","annual_values_imported; archive_source_registered":"Only published annual values are imported; a separate source archive is registered. No underlying daily-price rights are implied.","imported_and_pipeline_archive_registered":"Reviewed derived runtime records exist; raw source archiving is registered separately."},"trainingStatusDefinitions":{"permitted_by_stated_terms":"The reviewed terms allow copying/adaptation or training-purpose reuse, subject to the listed conditions; model-weight, embedding, output and product licensing were not separately adjudicated.","noncommercial_only":"The reviewed terms permit only non-commercial use; a commercial product or commercial training use is not allowed by the reviewed terms.","unknown":"No sufficiently clear training/reuse grant was verified for this source or one or more included components. Do not treat access as permission.","restricted_pending_review":"A third-party or mixed-component rights question remains; do not use the affected component for training until resolved."},"sources":[{"id":"israel-petroleum-2020","sourceFamily":"registry","name":"Israel Ministry petroleum well index","provider":"Israeli Ministry responsible for energy and infrastructure","resources":[{"id":"israel-petroleum-index-pdf","url":"https://www.energy-sea.gov.il/media/bwndxpjq/wells-from-prime_web.pdf","format":["PDF"],"accessStatus":"imported","importedSummary":"609 borehole rows; 548 distinct source UWI well IDs; source index dated 2020-07-06.","limitations":"Declared GCS_WGS_1984. Numeric source depth units are not verified and are not imported. Historical source date is not current status.","reuse":{"license":null,"licenseUrl":null,"commercialUseAllowed":null,"attribution":"Attribute the Ministry and cite the source index URL.","notes":"No reuse licence was verified in the reviewed source inventory; public availability is not treated as reuse permission."},"mlTraining":{"status":"unknown","basis":"No reuse grant was verified.","llmTraining":"unknown"}}]},{"id":"jordan-water-ufz","sourceFamily":"registry","name":"UFZ Jordan Water Wells","provider":"Helmholtz Centre for Environmental Research (UFZ)","resources":[{"id":"ufz-jordan-water-wells-layer-2","url":"https://www.ufz.de/arcgis/rest/services/Middle_East/Infrastructure_Hydrology/MapServer/2","format":["ArcGIS REST JSON","geometry"],"accessStatus":"imported","importedSummary":"6,729 records; stable public record identity uses Station_Id.","limitations":"No observation/update date, status, depth or operator is supplied in the imported layer. Coordinate service transforms from EPSG:32636 to EPSG:4326; six decimals are resolution, not accuracy. Personal owner/name fields are excluded.","reuse":{"license":null,"licenseUrl":null,"commercialUseAllowed":null,"attribution":"UFZ public research ArcGIS layer; cite the source URL.","notes":"No item-level reuse licence was verified in the reviewed registry contract."},"mlTraining":{"status":"unknown","basis":"Public research access alone does not establish training or redistribution rights.","llmTraining":"unknown"}}]},{"id":"norway-sodir","sourceFamily":"registry","name":"Norwegian Offshore Directorate wellbores","provider":"Norwegian Offshore Directorate (SODIR/NOD)","resources":[{"id":"sodir-factmaps-wellbores-layer-5000","url":"https://factmaps.sodir.no/api/rest/services/DataService/Data/FeatureServer/5000","format":["ArcGIS REST JSON","geometry"],"accessStatus":"imported","importedSummary":"9,781 of 9,845 wellbore records with usable coordinates; 64 without usable coordinates excluded.","limitations":"Source licence provides broad copying, modification and distribution rights but excludes data the licensor cannot license, including third-party rights; preserve source role, purpose, unit and reference metadata. This is a historical/source snapshot, not a live status feed.","reuse":{"license":"NLOD 2.0","licenseUrl":"https://data.norge.no/nlod/en/2.0","commercialUseAllowed":true,"attribution":"Contains data under the Norwegian licence for Open Government data (NLOD) distributed by the Norwegian Offshore Directorate.","notes":"Attribution and licence link required; indicate modifications. NLOD third-party-rights and personal/confidentiality exclusions apply."},"mlTraining":{"status":"permitted_by_stated_terms","basis":"NLOD 2.0 permits copying, modification and combination for any purpose, with attribution and exclusions; training is not named as a separate use.","llmTraining":"The same reuse conditions apply; model weights, embeddings and redistribution obligations are unreviewed."}}]},{"id":"sodir-wellbores","sourceFamily":"pipeline","name":"SODIR FactMaps wellbores archive source","provider":"Norwegian Offshore Directorate (SODIR/NOD)","resources":[{"id":"pipeline-sodir-wellbores-layer-5000","pipelineSourceId":"sodir-wellbores","url":"https://factmaps.sodir.no/api/rest/services/DataService/Data/FeatureServer/5000","format":["ArcGIS REST JSON"],"accessStatus":"imported_and_pipeline_archive_registered","importedSummary":"Temporal-pipeline fetcher is registered; normalized registry import is separately recorded under norway-sodir. 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Field totals must not be assigned to individual wells.","reuse":{"license":"NLOD 2.0","licenseUrl":"https://data.norge.no/nlod/en/2.0","commercialUseAllowed":true,"attribution":"Contains data under NLOD distributed by the Norwegian Offshore Directorate.","notes":"Third-party, personal and confidentiality exclusions apply."},"mlTraining":{"status":"permitted_by_stated_terms","basis":"NLOD broad reuse/adaptation; entity/time leakage and actual point-in-time availability are significant constraints for supervised modelling.","llmTraining":"Model/embedding redistribution not assessed."}}]},{"id":"sodir-production-monthly","sourceFamily":"pipeline","name":"SODIR FactPages monthly field production CSV archive source","provider":"Norwegian Offshore Directorate (SODIR/NOD)","resources":[{"id":"pipeline-sodir-field-production-monthly-csv","pipelineSourceId":"sodir-production-monthly","url":"https://factpages.sodir.no/public?/Factpages/external/tableview/field_production_monthly&rs:Command=Render&rc:Toolbar=false&rc:Parameters=f&IpAddress=not_used&CultureCode=en&rs:Format=CSV&Top100=false","format":["CSV"],"accessStatus":"pipeline_registered","importedSummary":"Pipeline fetcher registered; the SODIR production evidence import is separately represented by sodir-production. A completed pipeline snapshot is not confirmed here.","limitations":"Field-level net production, not per-well production. Units remain source column values.","reuse":{"license":"NLOD 2.0","licenseUrl":"https://data.norge.no/nlod/en/2.0","commercialUseAllowed":true,"attribution":"Contains data under NLOD distributed by the Norwegian Offshore Directorate.","notes":"Retain field-level scope and units."},"mlTraining":{"status":"permitted_by_stated_terms","basis":"NLOD broad reuse/adaptation; pipeline registration does not establish historical vintages before its first snapshot.","llmTraining":"Model/embedding redistribution not assessed."}}]},{"id":"usgs-groundwater-daily","sourceFamily":"well-evidence-and-pipeline","name":"USGS daily groundwater level, reviewed 20-site subset","provider":"U.S. Geological Survey","resources":[{"id":"usgs-daily-values-api","pipelineSourceId":"usgs-groundwater-daily","url":"https://api.waterdata.usgs.gov/ogcapi/v1/collections/daily","parameterUrl":"https://api.waterdata.usgs.gov/ogcapi/v1/collections/parameter-codes/items/72019","termsUrl":"https://www.usgs.gov/information-policies-and-instructions/copyrights-and-credits","format":["OGC API JSON","GeoJSON"],"accessStatus":"imported_and_pipeline_registered","importedSummary":"79,826 daily values from 20 selected USGS-authored monitoring time series; parameter 72019, statistic 00003.","limitations":"Bounded convenience sample, not a national inventory or representative sample. Values are ft below land surface; qualifiers/provisional values and gaps are preserved. USGS public-domain status applies only to USGS-authored records.","reuse":{"license":"US government public-domain information (USGS-authored records only)","licenseUrl":"https://www.usgs.gov/information-policies-and-instructions/copyrights-and-credits","commercialUseAllowed":true,"attribution":"U.S. Geological Survey, daily groundwater values and monitoring-location metadata.","notes":"Check provider/agency authorship at record level; do not extend public-domain status to other agencies hosted by USGS."},"mlTraining":{"status":"permitted_by_stated_terms","basis":"USGS-authored public-domain records may be reused; qualifiers, provisional observations and sample selection constrain modelling.","llmTraining":"Public-domain status for authored data does not settle model output or third-party metadata rights; not separately assessed."}}]},{"id":"eia-brent-annual","sourceFamily":"intelligence-and-pipeline","name":"U.S. EIA Europe Brent Spot Price FOB annual series (RBRTE)","provider":"U.S. Energy Information Administration; underlying daily source Refinitiv (LSEG)","resources":[{"id":"eia-rbrte-annual-history","pipelineSourceId":"eia-brent-annual","url":"https://www.eia.gov/dnav/pet/hist/LeafHandler.ashx?n=PET&s=RBRTE&f=A","termsUrl":"https://www.eia.gov/about/copyrights_reuse.php","format":["HTML"],"accessStatus":"annual_values_imported; archive_source_registered","importedSummary":"39 published annual averages from 1987–2025 in intelligence edition; EIA pipeline source archives this annual page only.","limitations":"EIA annual values are unweighted averages derived from daily closing prices supplied by Refinitiv. Daily series are not fetched. EIA reuse terms exclude third-party licensed content.","reuse":{"license":"EIA information with third-party-derived series","licenseUrl":"https://www.eia.gov/about/copyrights_reuse.php","commercialUseAllowed":null,"attribution":"Source: U.S. Energy Information Administration; underlying daily prices: Refinitiv, an LSEG business.","notes":"Redistribution and commercial reuse of underlying third-party data are not established. Do not broaden scope to daily prices."},"mlTraining":{"status":"unknown","basis":"The annual values are published, but third-party underlying rights are unresolved; obtain rights advice before training or redistributing derived model data.","llmTraining":"unknown"}}]},{"id":"ihfc-ghfdb-2024","sourceFamily":"intelligence-and-pipeline","name":"IHFC Global Heat Flow Database Release 2024, v2026.03","provider":"International Heat Flow Commission (IHFC); GFZ Data Services","resources":[{"id":"ihfc-ghfdb-r2024-v2026-03","pipelineSourceId":"ihfc-ghfdb-2024","url":"https://datapub.gfz.de/download/10.5880.FIDGEO.2024.014-VEueRf/GHFBD-R2024_v.2026-03.zip","doi":"https://doi.org/10.5880/fidgeo.2024.014","termsUrl":"https://creativecommons.org/licenses/by/4.0/","documentationUrl":"https://doi.org/10.1016/j.tecto.2023.229976","qualityDocumentationUrl":"https://doi.org/10.5194/essd-2025-341","format":["ZIP","tabular data"],"accessStatus":"imported_and_pipeline_archive_registered","importedSummary":"91,182 values at 71,934 parent-level sites in intelligence edition.","limitations":"Use parent-level sites; preserve uncertainty/method quality codes verbatim. Heat-flow sites near wells are context, not measurements at the well.","reuse":{"license":"CC BY 4.0","licenseUrl":"https://creativecommons.org/licenses/by/4.0/","commercialUseAllowed":true,"attribution":"Global Heat Flow Data Assessment Group et al. (2024), Global Heat Flow Database Release 2024, v2026.03, GFZ Data Services, DOI 10.5880/fidgeo.2024.014.","notes":"Provide attribution, licence link and indicate changes; do not imply endorsement."},"mlTraining":{"status":"permitted_by_stated_terms","basis":"CC BY 4.0 permits commercial adaptation with attribution and change indication; quality classes must not be stripped.","llmTraining":"CC BY 4.0 rights apply to covered material; model/embedding attribution and redistribution not independently reviewed."}}]},{"id":"gdr-utah-forge-shutin-pressure-1764","sourceFamily":"candidate-geothermal","name":"Utah FORGE shut-in wellhead pressure, wells 16A(78)-32 and 16B(78)-32","provider":"Energy and Geoscience Institute, University of Utah; Geothermal Data Repository (DOE GDR)","sourcePage":"https://gdr.openei.org/submissions/1764","doi":null,"reviewedAt":"2026-10-05T09:50:28Z","resources":[{"id":"gdr-1764-shutin-pressure-csv-zip","pipelineSourceId":"forge-pressure-1764","url":"https://gdr.openei.org/files/1764/16A_B_Stimulation_wellhead_pressure.zip","format":["ZIP","CSV"],"accessStatus":"imported_and_pipeline_archive_registered","sizeBytes":1279581,"httpVerifiedAt":"2026-10-05T09:50:28Z","httpStatus":200,"httpContentLengthBytes":1279581,"description":"Two CSV files with timestamped wellhead pressure in PSI over two separate shut-in windows: Sep 2024–Apr 2025 and Jun–Aug 2025.","limitations":"Discontinuous wellhead-pressure windows, not downhole/reservoir pressure. Units PSI; source timezone is unreported. Literal -999.25 sentinels are NULL with quality flags and original source values preserved. Gaps and original timestamps retained; no interpolation or reconstructed history.","reuse":{"license":"CC BY 4.0 as displayed on the GDR submission page","licenseUrl":"https://creativecommons.org/licenses/by/4.0/","commercialUseAllowed":true,"attribution":"McLennan, John (2025), Utah FORGE: Shut-in Wellhead Pressure Data for Wells 16A(78)-32 and 16B(78)-32, Energy and Geoscience Institute at the University of Utah, Geothermal Data Repository, https://gdr.openei.org/submissions/1764.","notes":"Link to CC BY 4.0, indicate changes, do not imply University/DOE endorsement. Verify any third-party component rights from included documentation before redistribution."},"mlTraining":{"status":"permitted_by_stated_terms","basis":"The GDR record links CC BY 4.0, which permits adaptation and commercial use subject to attribution and change notice; no forecast skill follows from this dataset.","llmTraining":"Use for LLM training is not specifically described; general CC BY permissions apply to covered data, while model/embedding outputs remain unreviewed."},"importedSummary":"Actual reviewed ZIP parsed into normalized external SQLite and selected runtime observations; source hashes, unit/quality metadata and counts are recorded in /api/v1/research release manifest."}],"readiness":{"priority":1,"recommendation":"Imported and normalized; full training data stays outside deployment. Runtime is a sampled browser edition, with source dates, unit/null/quality metadata and provenance.","temporalML":"Good for schema/QC and descriptive event-window experiments after raw-file review; weak basis for broad supervised prediction because only two wells and two shut-in intervals.","llm":"Useful as a source-grounded document/data example, not a standalone language-model corpus. Keep row citations and anomaly exclusions."}},{"id":"gdr-utah-forge-78b32-logs-1330","sourceFamily":"candidate-geothermal","name":"Utah FORGE 78B-32 daily drilling reports and logs (selected small LAS resource)","provider":"Energy and Geoscience Institute, University of Utah; Geothermal Data Repository (DOE GDR)","sourcePage":"https://gdr.openei.org/submissions/1330","doi":"https://doi.org/10.15121/1814488","reviewedAt":"2026-10-05T09:50:28Z","resources":[{"id":"gdr-1330-78b32-porosity-resistivity-las-zip","pipelineSourceId":"forge-78b32-porosity-1330","url":"https://gdr.openei.org/files/1330/FORGE_78B_32-01-154928.zip","format":["ZIP","LAS text"],"accessStatus":"imported_and_pipeline_archive_registered","sizeBytes":1947858,"httpVerifiedAt":"2026-10-05T09:50:28Z","httpStatus":200,"httpContentLengthBytes":1947858,"sourceResourceName":"FORGE Well 78B-32 Porosity and Resistivity Logs.zip","sourceDescription":"GDR lists LAS text files for main and repeat passes, including thermal-neutron porosity, array-induction resistivity and density logs.","limitations":"Selected LAS files only; the 22-file, 11.89 GB parent submission was not bulk-imported. Source well, vendor, depth and curve units, null sentinel, log date and repeated-run provenance are preserved. Schlumberger headers have no explicit proprietary exclusion in these selected files; GDR CC BY 4.0 and attribution apply. No depth-datum or coordinate conversion, averaging or interpolation.","reuse":{"license":"CC BY 4.0 as displayed on the GDR submission page","licenseUrl":"https://creativecommons.org/licenses/by/4.0/","commercialUseAllowed":null,"attribution":"McLennan, John (2021), Utah FORGE: Well 78B-32 Daily Drilling Reports and Logs, Energy and Geoscience Institute at the University of Utah, Geothermal Data Repository, DOI 10.15121/1814488.","notes":"The record displays CC BY 4.0, but this file is identified as Schlumberger-produced. Treat rights in vendor-origin components as unresolved pending verification of the uploader's authority; CC BY does not grant rights the licensor does not hold."},"mlTraining":{"status":"restricted_pending_review","basis":"Small, useful LAS sample; submission-level CC BY is visible but third-party vendor provenance must be resolved before commercial training or redistribution.","llmTraining":"Unknown for vendor-origin files and derived weights/embeddings; do not use until rights review."},"importedSummary":"Actual reviewed ZIP parsed into normalized external SQLite and selected runtime observations; source hashes, unit/quality metadata and counts are recorded in /api/v1/research release manifest."},{"id":"gdr-1330-78b32-measuring-tool-las-zip","pipelineSourceId":"forge-78b32-tools-1330","url":"https://gdr.openei.org/files/1330/FORGE_78B_32-02-050223.zip","format":["ZIP","LAS text"],"accessStatus":"imported_and_pipeline_archive_registered","sizeBytes":592845,"httpVerifiedAt":"2026-10-05T09:57:07Z","httpStatus":200,"httpContentLengthBytes":592845,"sourceResourceName":"FORGE Well 78B-32 Measuring Tool Logs.zip","sourceDescription":"GDR lists LAS text logs for ultrasonic imager, powered-positioning caliper and general-purpose inclinometry tools.","limitations":"Selected LAS files only; the 22-file, 11.89 GB parent submission was not bulk-imported. Source well, vendor, depth and curve units, null sentinel, log date and repeated-run provenance are preserved. Schlumberger headers have no explicit proprietary exclusion in these selected files; GDR CC BY 4.0 and attribution apply. No depth-datum or coordinate conversion, averaging or interpolation.","reuse":{"license":"CC BY 4.0 as displayed on the GDR submission page","licenseUrl":"https://creativecommons.org/licenses/by/4.0/","commercialUseAllowed":null,"attribution":"McLennan, John (2021), Utah FORGE: Well 78B-32 Daily Drilling Reports and Logs, Energy and Geoscience Institute at the University of Utah, Geothermal Data Repository, DOI 10.15121/1814488.","notes":"Verify uploader authority and third-party vendor content before reuse."},"mlTraining":{"status":"restricted_pending_review","basis":"LAS format and small file are verified, but third-party rights are unresolved.","llmTraining":"Unknown; rights and derived model obligations not reviewed."},"importedSummary":"Actual reviewed ZIP parsed into normalized external SQLite and selected runtime observations; source hashes, unit/quality metadata and counts are recorded in /api/v1/research release manifest."}],"readiness":{"priority":1,"recommendation":"Imported and normalized; full training data stays outside deployment. Runtime is a sampled browser edition, with source dates, unit/null/quality metadata and provenance.","temporalML":"Useful real-world LAS parsing, curve/QC and depth-aligned feature engineering; one well does not support generalization claims.","llm":"Reports, LAS headers and documentation may support cited retrieval after file-level rights and content review; do not dump the parent collection into a model."}},{"id":"force-2020-well-log-lithofacies-zenodo-4351156","sourceFamily":"candidate-benchmark","name":"FORCE 2020 well logs and lithofacies competition dataset","provider":"FORCE 2020 organizers; source logs from Norwegian government; distributed through Zenodo","sourcePage":"https://zenodo.org/records/4351156","doi":"https://doi.org/10.5281/zenodo.4351156","reviewedAt":"2026-10-05T09:50:28Z","resources":[{"id":"force-2020-all-wells-las-zip","pipelineSourceId":"force-2020-logs","url":"https://zenodo.org/api/records/4351156/files/LAS_files_Force_2020_all_wells_train_test_blind_hidden_final.zip/content","format":["ZIP","LAS"],"accessStatus":"imported_and_pipeline_archive_registered","sizeBytes":169785172,"httpVerifiedAt":"2026-10-05T09:50:28Z","httpStatus":200,"httpContentLengthBytes":169785172,"sourceDescription":"Competition set from 118 Norwegian Sea wells; logs are described as slightly cleaned and partially despiked. Record metadata says lithofacies/lithology interpretations were hand-crafted by geoscientists. Imported normalized rows and the sampled runtime edition are recorded in the separate well-logs release, not the research SQLite release.","limitations":"Curated, partly despiked competition logs, not live measurements. Record declares CC BY 4.0; original government logs NLOD 2.0. Preserve component exclusions. Combined ZIP does not establish original train/test splits, depth reference or coordinate CRS. Unknown curve units remain null. Use well-based holdouts.","reuse":{"license":"Mixed/component-specific: Zenodo record declares CC BY 4.0; description identifies source well logs as NLOD 2.0","licenseUrl":"https://creativecommons.org/licenses/by/4.0/","additionalLicenseUrl":"https://data.norge.no/nlod/en/2.0","commercialUseAllowed":null,"attribution":"Bormann, P.; Aursand, P.; Dilib, F.; Manral, S.; Dischington, P. (2020), FORCE 2020 Well well log and lithofacies dataset for machine learning competition, DOI 10.5281/zenodo.4351156. Also cite the FORCE competition as required by its source documentation.","notes":"Treat source logs under NLOD 2.0 and the record-declared CC BY 4.0 metadata as separate components pending confirmation of label ownership and file-level rights. NLOD requires attribution and excludes third-party content not licensable by the publisher."},"mlTraining":{"status":"permitted_by_stated_terms","basis":"The raw government logs are identified as NLOD 2.0 and the contest labels as record-declared CC BY 4.0; the release was expressly prepared for structured lithofacies prediction. Preserve each component's terms, attribution and third-party exclusions; original splits are unreported, so evaluate with group-based holdouts.","llmTraining":"No explicit LLM permission was found. Use of raw logs/labels for generative-model training and downstream weights remains unassessed; keep this as a structured prediction benchmark, not an LLM corpus."},"importedSummary":"Imported and normalized: 118 wells and 2,337,639 source depth rows in the full external snapshot; 7,552 sampled runtime depth rows and 153,152 curve cells in the separate well-logs edition. The force-2020-logs archive fetcher is also registered."}],"readiness":{"priority":2,"recommendation":"Source archive is imported and normalized; full data stay outside deployment and the runtime sample is served by the separate well-logs release. Review component rights before training.","temporalML":"Strong benchmark for log-to-lithofacies classification and group-based validation. The 118-well competition set is curated, partly despiked, and label provenance/curve completeness varies; it is not a live production or pressure dataset.","llm":"Supporting documentation can ground explanations of log curves and lithofacies, but do not train a language model on curve rows or labels without a separate purpose/rights review."}},{"id":"equinor-volve-open-data","sourceFamily":"candidate-integrated-field","name":"Volve field subsurface and operating data","provider":"Equinor ASA and former Volve licence partners ExxonMobil Exploration & Production Norway AS and Bayerngas Norge AS","sourcePage":"https://www.equinor.com/energy/volve-data-sharing","accessGuide":"https://equinoropendata.blob.core.windows.net/userguides/Equinor%20open%20data%20-%20User%20Guide.pdf","licenseUrl":"https://www.equinor.com/content/dam/statoil/documents/what-we-do/Equinor-HRS-Terms-and-conditions-for-licence-to-data-Volve.pdf","reviewedAt":"2026-10-05T09:50:28Z","resources":[{"id":"equinor-volve-databricks-marketplace-listing","url":"https://www.equinor.com/energy/volve-data-sharing","format":["LAS","WITSML","tabular","reports","seismic","models","other files"],"accessStatus":"linked_only","directFileUrl":null,"sizeBytes":null,"sourceDescription":"Equinor states the release contains about 40,000 files from the Volve field, which produced from 2008 to 2016, including subsurface, operational and production data. Current official access is through Equinor Open Data on Databricks Marketplace; access guide instructs user to sign in or sign up, Get Access, then wait for listing/catalogue availability (up to one hour).","limitations":"The official source gives file count but no current total byte size or direct stable file URL. File inventory and availability may change. The dataset includes third-party-created reports/logs; review each product's terms and metadata. The full Marketplace archive has not been imported; the user has no Databricks account. The separately listed official BLOCKING example subset is imported.","reuse":{"license":"Equinor Open Data Licence / Terms and Conditions for Licence to Data – Volve","licenseUrl":"https://www.equinor.com/content/dam/statoil/documents/what-we-do/Equinor-HRS-Terms-and-conditions-for-licence-to-data-Volve.pdf","commercialUseAllowed":true,"attribution":"Credit Equinor and former Volve licence partners (ExxonMobil Exploration & Production Norway AS and Bayerngas Norge AS), link the terms, and include copyright notice if applicable.","notes":"The licence grants worldwide, royalty-free, non-exclusive, irrevocable, non-sublicensable use for commercial and non-commercial purposes, including adapted material. It prohibits sale of Licensed Material; adapted material cannot be shared under terms that block compliance; do not mislead, distort or imply endorsement. The terms cover all data whether or not copyright-protected and are accepted by download/use; Equinor may stop distribution or change terms. The licence expressly describes enabling students to train on real data."},"mlTraining":{"status":"permitted_by_stated_terms","basis":"The official licence explicitly references training on real data and permits commercial and non-commercial use/adaptation with attribution; no sale of source material. Model weights/embeddings may be adapted material, but their exact status, share-alike-like compatibility and product redistribution obligations were not resolved.","llmTraining":"Unknown for generative-model pretraining and derivative weights; no LLM-specific permission was verified. Retrieval over documents also needs per-file third-party and confidentiality review."}},{"id":"equinor-volve-blocking-logs","url":"https://github.com/equinor/webviz-subsurface-components/blob/89f4efc5d61ed30a1329e681b7deb20ddc20060b/example-data/volve_logs.json","directFileUrl":"https://raw.githubusercontent.com/equinor/webviz-subsurface-components/89f4efc5d61ed30a1329e681b7deb20ddc20060b/example-data/volve_logs.json","format":["JSON"],"accessStatus":"imported","sizeBytes":17738974,"sourceDescription":"Volve · processed BLOCKING log subset (Equinor)","limitations":"Equinor-published Volve BLOCKING example subset: processed/interpreted curves, not raw sensor logs or the complete Volve archive. Source identifiers include sidetracks and are not automatically matched to registry wells. Missing units, depth datum and observation times remain unknown. Discrete codes are categories, not continuous measurements. Runtime retains first/last and every 180th depth row; no interpolation. Full source cells are retained in a separate external normalized snapshot.","importedSummary":"18 source well/sidetrack records; 772207 complete source cells; 4643 runtime sampled cells.","reuse":{"license":"Equinor Open Data Licence / Terms and Conditions for Licence to Data – Volve","licenseUrl":"https://www.equinor.com/content/dam/statoil/documents/what-we-do/Equinor-HRS-Terms-and-conditions-for-licence-to-data-Volve.pdf","commercialUseAllowed":true,"attribution":"Credit Equinor and former Volve licence partners (ExxonMobil Exploration & Production Norway AS and Bayerngas Norge AS), link the terms, and include copyright notice if applicable.","notes":"The licence grants worldwide, royalty-free, non-exclusive, irrevocable, non-sublicensable use for commercial and non-commercial purposes, including adapted material. It prohibits sale of Licensed Material; adapted material cannot be shared under terms that block compliance; do not mislead, distort or imply endorsement. The terms cover all data whether or not copyright-protected and are accepted by download/use; Equinor may stop distribution or change terms. The licence expressly describes enabling students to train on real data. This import changes representation and samples runtime rows. Repository software licence is not substituted for Volve data terms."}}],"readiness":{"priority":3,"recommendation":"Official BLOCKING log subset imported; complete Marketplace village and per-well production workbook remain unavailable without account access.","temporalML":"Potentially broad, but first map per-well keys, timestamps, units, curve mnemonics, missingness and production/event definitions. Do not assume the data are point-in-time vintages or ML-ready.","llm":"Promising for source-grounded RAG over selected operational/geology reports with document/page citations. Check third-party rights and sensitive data for each file; do not begin LLM pretraining from the whole archive."}},{"id":"volve-production-daily-mirror","sourceFamily":"research-measurements","name":"Volve · daily well production (public workbook mirror)","provider":"Equinor and former Volve licence partners ExxonMobil Exploration & Production Norway AS and Bayerngas Norge AS. Workbook mirror supplied by Jamiu Olamilekan Badmus via Kaggle; not fetched from Equinor.","sourcePage":"https://github.com/jamiubadmusng/oil-and-gas/blob/cbc003cde9a0b222f3a222937c1aba741e758724/data/raw/Volve%20production%20data.xlsx","resources":[{"id":"volve-production-daily-mirror","url":"https://raw.githubusercontent.com/jamiubadmusng/oil-and-gas/cbc003cde9a0b222f3a222937c1aba741e758724/data/raw/Volve%20production%20data.xlsx","format":["XLSX"],"accessStatus":"imported","sourceDescription":"Historical Volve workbook from a pinned public third-party mirror, not directly authenticated against Equinor. Source zero/null, flow kind and well type are retained, including inconsistent row labels. Daily columns do not declare most units: these remain unknown; monthly sheet explicitly gives hours and Sm3. Monthly dates retain month precision. Daily and monthly sheets overlap and must not be summed together. No forecast, current status or point-in-time availability is inferred.","importedSummary":{"sourceCells":203242,"runtimeObservationRows":82410,"sourceNullCells":77314,"sourceEntities":7},"runtimeSampling":{"method":"All source daily volumes and on-stream hours; other channels retain first/last and every 30th source row per well. Full original workbook retained externally."},"rawArchive":{"fileName":"volve-production.xlsx","sourceUrl":"https://raw.githubusercontent.com/jamiubadmusng/oil-and-gas/cbc003cde9a0b222f3a222937c1aba741e758724/data/raw/Volve%20production%20data.xlsx","sha256":"514d4e38763e09be7fbad12313429909b9799b1a6ec999bf5f36e0df1b6c9cae","bytes":2342595,"collectionReceipts":[]},"reuse":{"license":"Equinor Volve data terms; third-party workbook mirror","licenseUrl":"https://www.equinor.com/content/dam/statoil/documents/what-we-do/Equinor-HRS-Terms-and-conditions-for-licence-to-data-Volve.pdf","commercialUseAllowed":true,"attribution":"Equinor and former Volve licence partners ExxonMobil Exploration & Production Norway AS and Bayerngas Norge AS. Workbook mirror supplied by Jamiu Olamilekan Badmus via Kaggle; not fetched from Equinor.","notes":"No sale of Licensed Material. Preserve terms, attribution and changes. Exact official-origin byte identity has not been independently confirmed; mirror provenance is explicit."},"mlTraining":{"status":"restricted_pending_review","notes":"Source conditions apply. Runtime sampling is not a complete training corpus; no trained or validated model is claimed."}}]},{"id":"volve-production-monthly-mirror","sourceFamily":"research-measurements","name":"Volve · monthly well production (public workbook mirror)","provider":"Equinor and former Volve licence partners ExxonMobil Exploration & Production Norway AS and Bayerngas Norge AS. Workbook mirror supplied by Jamiu Olamilekan Badmus via Kaggle; not fetched from Equinor.","sourcePage":"https://github.com/jamiubadmusng/oil-and-gas/blob/cbc003cde9a0b222f3a222937c1aba741e758724/data/raw/Volve%20production%20data.xlsx","resources":[{"id":"volve-production-monthly-mirror","url":"https://raw.githubusercontent.com/jamiubadmusng/oil-and-gas/cbc003cde9a0b222f3a222937c1aba741e758724/data/raw/Volve%20production%20data.xlsx","format":["XLSX"],"accessStatus":"imported","sourceDescription":"Historical Volve workbook from a pinned public third-party mirror, not directly authenticated against Equinor. Source zero/null, flow kind and well type are retained, including inconsistent row labels. Daily columns do not declare most units: these remain unknown; monthly sheet explicitly gives hours and Sm3. Monthly dates retain month precision. Daily and monthly sheets overlap and must not be summed together. No forecast, current status or point-in-time availability is inferred.","importedSummary":{"sourceCells":3156,"runtimeObservationRows":3156,"sourceNullCells":1507,"sourceEntities":7},"runtimeSampling":{"method":"All source monthly cells; no temporal interpolation or missing-month filling."},"rawArchive":{"fileName":"volve-production.xlsx","sourceUrl":"https://raw.githubusercontent.com/jamiubadmusng/oil-and-gas/cbc003cde9a0b222f3a222937c1aba741e758724/data/raw/Volve%20production%20data.xlsx","sha256":"514d4e38763e09be7fbad12313429909b9799b1a6ec999bf5f36e0df1b6c9cae","bytes":2342595,"collectionReceipts":[]},"reuse":{"license":"Equinor Volve data terms; third-party workbook mirror","licenseUrl":"https://www.equinor.com/content/dam/statoil/documents/what-we-do/Equinor-HRS-Terms-and-conditions-for-licence-to-data-Volve.pdf","commercialUseAllowed":true,"attribution":"Equinor and former Volve licence partners ExxonMobil Exploration & Production Norway AS and Bayerngas Norge AS. Workbook mirror supplied by Jamiu Olamilekan Badmus via Kaggle; not fetched from Equinor.","notes":"No sale of Licensed Material. Preserve terms, attribution and changes. Exact official-origin byte identity has not been independently confirmed; mirror provenance is explicit."},"mlTraining":{"status":"restricted_pending_review","notes":"Source conditions apply. Runtime sampling is not a complete training corpus; no trained or validated model is claimed."}}]},{"id":"sodir-dst-tests","sourceFamily":"research-measurements","name":"SODIR · drill stem test summaries","provider":"Contains data under the Norwegian licence for Open Government data (NLOD) distributed by the Norwegian Offshore Directorate.","sourcePage":"https://factpages.sodir.no/en/wellbore/attributes","resources":[{"id":"sodir-dst-tests","url":"https://factmaps.sodir.no/api/rest/services/DataService/Data/FeatureServer/5008/query","format":["source-specific"],"accessStatus":"imported","sourceDescription":"Source test/engineering summaries, not daily production or current well status. Source QC and update dates are not measurement times; observedAt stays null. Source zeros are retained and flagged as unqualified, not changed to missing. Diameter source strings are retained; decimal and fractional inches are parsed exactly, while uninterpreted labels stay null with a flag. 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Third-party reports/images/logs are excluded; no endorsement. Source zeros retained without assuming a missing-value code."},"mlTraining":{"status":"permitted_by_stated_terms","notes":"Source conditions apply. Runtime sampling is not a complete training corpus; no trained or validated model is claimed."}}]},{"id":"volve-f9-lwd","sourceFamily":"research-measurements","name":"Volve · converted LWD F9","provider":"Equinor and former Volve licence partners ExxonMobil Exploration & Production Norway AS and Bayerngas Norge AS. Original data also credit Norwegian Petroleum Directorate; JSON conversion by Petroware AS.","sourcePage":"https://jsonwelllogformat.org/Volve/README.txt","resources":[{"id":"volve-f9-lwd","url":"https://jsonwelllogformat.org/Volve/Well_logs/02.LWD_EWL/15_9-F-9/WL_RAW_BHPR-GR-MECH_MWD_1.json","format":["source-specific"],"accessStatus":"imported","sourceDescription":"Petroware conversion of source LAS/DLIS, not verified against original binaries. Conversion disclaimer and noncommercial/share-alike restrictions apply. Full source JSON downloaded; runtime contains sampled source cells only. Header date is retained as log metadata, not assigned to individual depth measurements. Unknown units/datum remain null.","importedSummary":{"sourceCells":13632,"runtimeObservationRows":96,"sourceNullCells":1952,"sourceEntities":1},"runtimeSampling":{"method":"First/last and every 180th source depth row, all curves, with nulls. Full JSON arrays retained externally for research; no complete normalized SQLite claim."},"rawArchive":{"fileName":"volve-f9-lwd.json","sourceUrl":"https://jsonwelllogformat.org/Volve/Well_logs/02.LWD_EWL/15_9-F-9/WL_RAW_BHPR-GR-MECH_MWD_1.json","sha256":"ad1bace1d3d216365f8532a1bd324dc0a1c86699050d2bf3c092a56c9f4fd71b","bytes":135829,"collectionReceipts":[]},"reuse":{"license":"CC BY-NC-SA 4.0 linked by conversion publisher; no resale","licenseUrl":"https://creativecommons.org/licenses/by-nc-sa/4.0/","commercialUseAllowed":false,"attribution":"Equinor and former Volve licence partners ExxonMobil Exploration & Production Norway AS and Bayerngas Norge AS. Original data also credit Norwegian Petroleum Directorate; JSON conversion by Petroware AS.","notes":"The README's license name and parenthetical identifier conflict; it links CC BY-NC-SA 4.0 and says the data shall not be resold. Record the linked non-commercial/share-alike terms conservatively. The README does not state a separate model-training prohibition; training and derivative-weight treatment remain unreviewed. Conversion was stated unverified as of February 2019. https://jsonwelllogformat.org/Volve/README.txt"},"mlTraining":{"status":"restricted_pending_review","basis":"The converted subset has a conflicting license name/identifier in its README and is linked to CC BY-NC-SA 4.0 with a no-resale term. The source terms do not resolve whether structured model training or weights count as adapted material; hold pending rights review.","llmTraining":"No LLM-specific permission was reviewed; keep generative training and derivative weights pending rights review."}}]},{"id":"volve-f11b-lwd","sourceFamily":"research-measurements","name":"Volve · converted LWD F11B","provider":"Equinor and former Volve licence partners ExxonMobil Exploration & Production Norway AS and Bayerngas Norge AS. Original data also credit Norwegian Petroleum Directorate; JSON conversion by Petroware AS.","sourcePage":"https://jsonwelllogformat.org/Volve/README.txt","resources":[{"id":"volve-f11b-lwd","url":"https://jsonwelllogformat.org/Volve/Well_logs/02.LWD_EWL/15_9-F-11%20B/WL_RAW_BHPR-CAL-DEN-GR-MECH-NEU-REMP_MWD_1.json","format":["source-specific"],"accessStatus":"imported","sourceDescription":"Petroware conversion of source LAS/DLIS, not verified against original binaries. Conversion disclaimer and noncommercial/share-alike restrictions apply. Full source JSON downloaded; runtime contains sampled source cells only. Header date is retained as log metadata, not assigned to individual depth measurements. Unknown units/datum remain null.","importedSummary":{"sourceCells":1803306,"runtimeObservationRows":10212,"sourceNullCells":83037,"sourceEntities":1},"runtimeSampling":{"method":"First/last and every 180th source depth row, all curves, with nulls. Full JSON arrays retained externally for research; no complete normalized SQLite claim."},"rawArchive":{"fileName":"volve-f11b-lwd.json","sourceUrl":"https://jsonwelllogformat.org/Volve/Well_logs/02.LWD_EWL/15_9-F-11%20B/WL_RAW_BHPR-CAL-DEN-GR-MECH-NEU-REMP_MWD_1.json","sha256":"5505694b45e3ae775634766d0bdc96a2fb9c573e2d265674da86a92ec3706110","bytes":16885777,"collectionReceipts":[]},"reuse":{"license":"CC BY-NC-SA 4.0 linked by conversion publisher; no resale","licenseUrl":"https://creativecommons.org/licenses/by-nc-sa/4.0/","commercialUseAllowed":false,"attribution":"Equinor and former Volve licence partners ExxonMobil Exploration & Production Norway AS and Bayerngas Norge AS. Original data also credit Norwegian Petroleum Directorate; JSON conversion by Petroware AS.","notes":"The README's license name and parenthetical identifier conflict; it links CC BY-NC-SA 4.0 and says the data shall not be resold. Record the linked non-commercial/share-alike terms conservatively. The README does not state a separate model-training prohibition; training and derivative-weight treatment remain unreviewed. Conversion was stated unverified as of February 2019. https://jsonwelllogformat.org/Volve/README.txt"},"mlTraining":{"status":"restricted_pending_review","basis":"The converted subset has a conflicting license name/identifier in its README and is linked to CC BY-NC-SA 4.0 with a no-resale term. The source terms do not resolve whether structured model training or weights count as adapted material; hold pending rights review.","llmTraining":"No LLM-specific permission was reviewed; keep generative training and derivative weights pending rights review."}}]},{"id":"volve-f1a-lwd","sourceFamily":"research-measurements","name":"Volve · converted LWD F1A","provider":"Equinor and former Volve licence partners ExxonMobil Exploration & Production Norway AS and Bayerngas Norge AS. Original data also credit Norwegian Petroleum Directorate; JSON conversion by Petroware AS.","sourcePage":"https://jsonwelllogformat.org/Volve/README.txt","resources":[{"id":"volve-f1a-lwd","url":"https://jsonwelllogformat.org/Volve/Well_logs/02.LWD_EWL/15_9-F-1%20A/WLC_RAW_AAC-BHPR-CAL-DEN-GR-MECH-NEU-REMP_MWD_1.json","format":["source-specific"],"accessStatus":"imported","sourceDescription":"Petroware conversion of source LAS/DLIS, not verified against original binaries. Conversion disclaimer and noncommercial/share-alike restrictions apply. Full source JSON downloaded; runtime contains sampled source cells only. Header date is retained as log metadata, not assigned to individual depth measurements. Unknown units/datum remain null.","importedSummary":{"sourceCells":3171259,"runtimeObservationRows":17745,"sourceNullCells":1185777,"sourceEntities":1},"runtimeSampling":{"method":"First/last and every 180th source depth row, all curves, with nulls. Full JSON arrays retained externally for research; no complete normalized SQLite claim."},"rawArchive":{"fileName":"volve-f1a-lwd.json","sourceUrl":"https://jsonwelllogformat.org/Volve/Well_logs/02.LWD_EWL/15_9-F-1%20A/WLC_RAW_AAC-BHPR-CAL-DEN-GR-MECH-NEU-REMP_MWD_1.json","sha256":"474a6a93c0b00e9a7917350c0b45ce6650cebb634285940c6f2bd24403a1b4a3","bytes":27898217,"collectionReceipts":[]},"reuse":{"license":"CC BY-NC-SA 4.0 linked by conversion publisher; no resale","licenseUrl":"https://creativecommons.org/licenses/by-nc-sa/4.0/","commercialUseAllowed":false,"attribution":"Equinor and former Volve licence partners ExxonMobil Exploration & Production Norway AS and Bayerngas Norge AS. Original data also credit Norwegian Petroleum Directorate; JSON conversion by Petroware AS.","notes":"The README's license name and parenthetical identifier conflict; it links CC BY-NC-SA 4.0 and says the data shall not be resold. Record the linked non-commercial/share-alike terms conservatively. The README does not state a separate model-training prohibition; training and derivative-weight treatment remain unreviewed. Conversion was stated unverified as of February 2019. https://jsonwelllogformat.org/Volve/README.txt"},"mlTraining":{"status":"restricted_pending_review","basis":"The converted subset has a conflicting license name/identifier in its README and is linked to CC BY-NC-SA 4.0 with a no-resale term. The source terms do not resolve whether structured model training or weights count as adapted material; hold pending rights review.","llmTraining":"No LLM-specific permission was reviewed; keep generative training and derivative weights pending rights review."}}]},{"id":"nlog-fluid-pressure","sourceFamily":"research-measurements","name":"NLOG · historical selected fluid pressure database","provider":"Source: NLOG / TNO Geological Survey of the Netherlands.","sourcePage":"https://www.nlog.nl/en/pressure-data","resources":[{"id":"nlog-fluid-pressure","url":"https://www.nlog.nl/sites/default/files/pressure_data.xls","format":["source-specific"],"accessStatus":"imported","sourceDescription":"Selected pore-fluid pressures underlying overpressure mapping, from activities through 2012. Heterogeneous tests and interpreted values with source reliability/remarks; not current telemetry. Only Pressures_Total imported: stratigraphic sheets overlap and are not double-counted. 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Preserve source reliability and remarks; no warranty or endorsement; source-specific third-party rights remain applicable."},"mlTraining":{"status":"unknown","notes":"Source conditions apply. Runtime sampling is not a complete training corpus; no trained or validated model is claimed."}}]},{"id":"nsta-ukcs-daily-sample","sourceFamily":"research-measurements","name":"NSTA · historical UKCS daily well production samples","provider":"Contains information provided by the North Sea Transition Authority and/or other third parties.","sourcePage":"https://www.arcgis.com/home/item.html?id=a49107bb51644a528cf814cd3805e0c0","resources":[{"id":"nsta-ukcs-daily-sample","url":"https://www.arcgis.com/home/item.html?id=a49107bb51644a528cf814cd3805e0c0","format":["source-specific"],"accessStatus":"imported","sourceDescription":"Historical disclosed production, not current telemetry. All 182 index entries collected as 181 unique ZIPs (one shared URL retained once); runtime imports sampled original cells from 150 CSV files. The 31 Excel workbooks are imported separately in nsta-ukcs-daily-workbooks-sample with reviewed per-well scope and units. No daily/monthly aggregation, gap filling, unit conversion or physical-well matching. CSV headers and source units retained; Buchan units are explicit in column names.","importedSummary":{"sourceCells":11399930,"runtimeObservationRows":65775,"sourceNullCells":4920359,"unparsedSourceCells":0,"normalizedMissingCells":4920359,"sourceEntities":150},"runtimeSampling":{"method":"First/last and every 180th source row in each reviewed CSV, all measurement columns including nulls; full originals retained externally."},"rawArchive":{"fileName":"nsta-daily-collection.json","sourceUrl":"https://www.arcgis.com/home/item.html?id=a49107bb51644a528cf814cd3805e0c0","sha256":"b54a5a8ef01ad3f481eb2380b957009860b5113eed27e3a93ec1db61d58e5f47","bytes":165899,"collectionReceipts":[]},"reuse":{"license":"NSTA User Agreement (noncommercial)","licenseUrl":"https://www.nstauthority.co.uk/media/u51lhvio/nsta-user-agreeement-june-2023.pdf","commercialUseAllowed":false,"attribution":"Contains information provided by the North Sea Transition Authority and/or other third parties.","notes":"Noncommercial reuse only; preserve attribution. Third-party rights not granted by NSTA remain excluded. No endorsement."},"mlTraining":{"status":"noncommercial_only","notes":"Source conditions apply. Runtime sampling is not a complete training corpus; no trained or validated model is claimed."}}]},{"id":"petrobras-wpr-synthetic-benchmark","sourceFamily":"synthetic-benchmark","name":"Petrobras · 20,000 synthetic well pressure responses","provider":"Petrobras","sourcePage":"https://github.com/petrobras/WPRAutoencoders/tree/e607a7327cd9ecc00d1244fb6721d5a69a506d9a","resources":[{"id":"20000-well-tests","url":"https://raw.githubusercontent.com/petrobras/WPRAutoencoders/e607a7327cd9ecc00d1244fb6721d5a69a506d9a/dataset/20000_well_tests.csv","format":["CSV"],"accessStatus":"archive_only","sourceDescription":"20,000 synthetic analytical-model responses, 75 columns. Not observed field wells. Full original archived externally; no model trained or benchmark accuracy claimed. Repository code licence is Apache 2.0; CSV dataset licence is separately CC BY 4.0. Structural audit checks finite values, duplicate vectors and seven generator classes. Barrier distance 1,000,000 encodes an absent barrier; it is not a measured physical distance. Generator inputs and response outputs require task-specific leakage controls.","rawArchive":{"url":"https://raw.githubusercontent.com/petrobras/WPRAutoencoders/e607a7327cd9ecc00d1244fb6721d5a69a506d9a/dataset/20000_well_tests.csv","resolvedUrl":"https://raw.githubusercontent.com/petrobras/WPRAutoencoders/e607a7327cd9ecc00d1244fb6721d5a69a506d9a/dataset/20000_well_tests.csv","retrievedAt":"2026-10-05T14:54:41.423126+00:00","sha256":"d4229df5c86a85b691ef47d13ae1c554de9bb2fa123e191beb6b98a7276c9742","bytes":27069551,"contentType":"text/plain; charset=utf-8","sourceLastModified":null,"etag":"\"81d204a94eb3c7003215e808ece1b17b55fe46fb9ef1f2895154e30ffd58991c\""},"reuse":{"license":"CC BY 4.0 (CSV dataset)","licenseUrl":"https://creativecommons.org/licenses/by/4.0/","commercialUseAllowed":true,"attribution":"Petrobras, WPRAutoencoders; cite the authors and publication linked by the repository."},"mlTraining":{"status":"permitted_by_stated_terms","notes":"Synthetic benchmark only; preserve attribution, generator/model distinctions and independent holdout. 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Input features include generator parameters and output traces; define the intended prediction task and exclude label leakage before any modeling."},"qualityAudit":{"sha256":"d4229df5c86a85b691ef47d13ae1c554de9bb2fa123e191beb6b98a7276c9742","shape":{"rows_excluding_header":20000,"columns":75},"row_width_anomalies":0,"blank_cells_by_column":{},"non_numeric_or_nonfinite_by_column":{},"exact_duplicate_rows_after_first":0,"duplicate_numeric_feature_vectors_after_first_ignoring_model":0,"modelclass_counts":{"1 barrier":2932,"channel":2829,"closed":2877,"corner":2853,"infinite":2844,"radial storage":2892,"u shaped":2773},"one_million_values_by_column":{"L2":11497,"L3":11521,"L4":17123,"L1":5736},"data_semantics":{"columns_1_15":"generator inputs: model plus k, porosity, height, total compressibility, formation volume factor, viscosity, rates, skin, storage, barrier distances, well radius","columns_16_35":"20 timestamps","columns_36_55":"20 pressure variation values","columns_56_75":"20 pressure variation derivative values","known_constant_inputs":{"por":0.2,"ct":0.00001,"visc":1,"rw":0.108},"generator_sentinel":"Barrier distances initialized to 1,000,000 for absent barriers; preserve as encoded sentinel or convert using model-aware logic, never treat as an ordinary measured distance.","not_observed_data":true,"source_vintage":"Synthetic generated data; no physical-well identity or field provenance."},"readiness":{"status":"synthetic_method_benchmark_only","usable_for":["reproducible synthetic pipeline checks","exploratory testing of methods against generated response curves, with explicit synthetic scope"],"not_sufficient_for":["field-performance claims","well-level generalization claims","production accuracy/forecast claims"],"gaps":["No real-well observations, physical well IDs, basin/field provenance, or independent real-world holdout.","Model class is generator configuration, not an independently adjudicated geological label.","Synthetic prior is a uniform seven-class choice and parameter ranges/constants are generator-specific; deployment distribution is unknown.","No temporal/vintage information, uncertainty labels, measurement noise, or measurement-quality metadata.","Barrier-distance sentinel value 1,000,000 is structural encoding, not a physical distance.","Input features include generator parameters and output traces; define the intended prediction task and exclude label leakage before any modeling."],"training_or_metrics_performed":false}}}]},{"id":"qped-public-discovery","sourceFamily":"discovery","name":"Queensland Petroleum Exploration Data (QPED)","provider":"Geological Survey of Queensland","sourcePage":"https://geoscience.data.qld.gov.au/data/dataset/84628242-ef3d-4dec-8e6a-d49add1ab2e1","resources":[{"id":"qped","url":"https://geoscience.data.qld.gov.au/api/3/action/package_show?id=ds000005","format":["ZIP"],"accessStatus":"linked_only","sourceDescription":"Public candidate identified; download returned HTTP 202 HTML rather than the archive. 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All Rights Reserved.","notes":"KGS permits use, copying, publication, adaptation and redistribution without fee. Preserve copyright notices; do not falsely claim rights or imply KGS endorsement. KGS retains rights to its original material; data supplied as-is. Linked third-party material is not covered automatically."},"mlTraining":{"status":"permitted_by_stated_terms","notes":"Source conditions apply. Runtime sampling is not a complete training corpus; no trained or validated model is claimed."}}]},{"id":"petrinex-alberta-2025-01-archive","sourceFamily":"production-archive","name":"Alberta · January 2025 volumetric reporting archive","provider":"Alberta Energy Regulator / Petrinex","sourcePage":"https://www.petrinex.ca/public-data/apd/","resources":[{"id":"petrinex-alberta-2025-01-archive","url":"https://www.petrinex.gov.ab.ca/publicdata/API/Files/AB/Vol/2025-01/CSV","format":["ZIP","CSV"],"accessStatus":"archive_only","sourceDescription":"Original collected: 564,687 mixed facility/activity/product rows; 244,681 WI + PROD rows, including 16,887 rows associated with IN-SITU OIL SANDS facility subtype 344 despite the conventional-only product description. These are reporting rows, not distinct physical wells. No normalized runtime observations in this edition. Production month, submission date and retrieval date are distinct. 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No affiliation or endorsement."},"mlTraining":{"status":"restricted_pending_review","notes":"Full source-specific permission text and product/scope/unit handling must be resolved before promotion to normalized training data."}}]},{"id":"nsta-ukcs-daily-workbooks-sample","sourceFamily":"research-measurements","name":"NSTA · post-cessation daily well production workbooks","provider":"Contains information provided by the North Sea Transition Authority and/or other third parties.","sourcePage":"https://www.nstauthority.co.uk/data-and-insights/data/themes/production/","resources":[{"id":"nsta-ukcs-daily-workbooks-sample","url":"https://www.arcgis.com/home/item.html?id=a49107bb51644a528cf814cd3805e0c0","format":["source-specific"],"accessStatus":"imported","sourceDescription":"Historical disclosed daily records from 31 per-well post-COP workbooks. Not current telemetry. Only rows and columns explicitly tied to the workbook well are considered. 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