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Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.

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01NoraResearchLab /world-petroleum-assessment-units World Petroleum Assessment Units A modernized, AI/API-ready GeoParquet dataset of USGS World Petroleum Assessment 2000 Assessment Units. Overview The World Petroleum Assessment Units dataset is a modernization of the U.S. Geological Survey's World Petroleum Assessment 2000 (WPA 2000) Assessment Units — a globally distributed collection of petroleum assessment units defined by USGS geoscientists based on geological knowledge, exploration and production… See the full description on the dataset page: https://huggingface.co/datasets/NoraResearchLab/world-petroleum-assessment-units.tabularn<1K1 likes103 downloads29d agoHugging Face02NoraResearchLab /hydrolakes Quick Links Website GitHub Hugging Face LinkedIn X HydroLAKES 50,000 lake polygons (of ~1.4 million globally) with attributes, validated geometries, standardized area/perimeter fields and coordinate system. Source & Citation Messager, M.L., Lehner, B., Grill, G., Nedeva, I., Schmitt, O. (2016). Estimating the volume and age of water stored in global lakes using a geo-statistical approach. Nature Communications, 7, 13603.… See the full description on the dataset page: https://huggingface.co/datasets/NoraResearchLab/hydrolakes.tabularothern<1K1 likes86 downloads13d agoHugging Face03NoraResearchLab /gplates-tectonic-intelligence GPlates Tectonic Intelligence Dataset Overview GPlates Tectonic Intelligence Dataset is a standardized geospatial dataset maintained by NORA Research Lab, converting the Müller et al. (2019) global plate reconstruction model into AI-ready spatial features. Every cell in a 1.0° global grid (360 × 180 = 64,800 points, present day / 0 Ma) is tagged with its reconstruction plate ID, seafloor age, and distance to the nearest mid-ocean ridge, subduction trench… See the full description on the dataset page: https://huggingface.co/datasets/NoraResearchLab/gplates-tectonic-intelligence.geospatialother10K<n<100K0 likes83 downloads1mo agoHugging Face04NoraResearchLab /isc-gem-global-instrumental-earthquake-catalogue Quick Links Website GitHub Hugging Face LinkedIn X ISC-GEM Global Instrumental Earthquake Catalogue, Modernized 74,158 earthquake events (1904-2021, magnitude 5.5+, plus continental events down to magnitude 5.0) from the ISC-GEM Global Instrumental Earthquake Catalogue, Version 12.1, compiled by the International Seismological Centre. No new earthquake interpretation or machine-learning modelling is introduced — locations, magnitudes, and… See the full description on the dataset page: https://huggingface.co/datasets/NoraResearchLab/isc-gem-global-instrumental-earthquake-catalogue.tabularother10K<n<100K0 likes82 downloads17d agoHugging Face05NoraResearchLab /global-mining-areas Quick Links Website GitHub Hugging Face LinkedIn X Global Mining Areas, Modernized 21,060 mining polygons covering 57,278 km² worldwide, representing the physical land footprint of mining activity — open-pit/open-cut areas, tailings dams, waste-rock dumps, water ponds, processing infrastructure, and other directly associated mining land use. Modernized from Maus et al. (2020)'s PANGAEA release into NORA's standardized schema. No new… See the full description on the dataset page: https://huggingface.co/datasets/NoraResearchLab/global-mining-areas.geospatialother10K<n<100K0 likes79 downloads17d agoHugging Face06NoraResearchLab /gem-global-active-faults GEM Global Active Faults Database — GeoParquet Quick Links 🤗 Hugging Face dataset: https://huggingface.co/datasets/NoraResearchLab/gem-global-active-faults 💻 GitHub repo: https://github.com/Nora-Research-Lab/gem-global-active-faults 🏢 NORA Research Lab: https://github.com/Nora-Research-Lab Overview A standardized, machine-readable GeoParquet conversion of the GEM Foundation's Global Active Faults Database (GAF-DB) — the first public… See the full description on the dataset page: https://huggingface.co/datasets/NoraResearchLab/gem-global-active-faults.text10K<n<100K0 likes78 downloads25d agoHugging Face07NoraResearchLab /masmils-global-mineral-resource-intelligence Quick Links Website GitHub Hugging Face LinkedIn X MAS/MILS Global Mineral-Resource Intelligence, Modernized 1,846 mineral-property and processing-facility point features derived from MAS/MILS (Minerals Availability System / Mineral Industry Location System), originally built by the U.S. Bureau of Mines and transferred to USGS in 1996. No geological reinterpretation or machine-learning modelling is performed — attributes and geometries… See the full description on the dataset page: https://huggingface.co/datasets/NoraResearchLab/masmils-global-mineral-resource-intelligence.tabularother1K<n<10K0 likes69 downloads18d agoHugging Face08NoraResearchLab /global-critical-mineral-deposits Quick Links Website GitHub Hugging Face LinkedIn X Global Distribution of Critical Mineral Deposits, Mines, and Districts, Modernized [fill in from metadata.json → layers.points.feature_count] point features and [fill in from metadata.json → layers.polygons.feature_count] polygon features covering the global distribution of deposits, mines, districts, and mineral regions for 22 critical mineral commodities, as of 2017. Modernized from… See the full description on the dataset page: https://huggingface.co/datasets/NoraResearchLab/global-critical-mineral-deposits.tabularother1K<n<10K0 likes61 downloads18d agoHugging Face09NoraResearchLab /global-porphyry-copper-deposits Quick Links Website GitHub Hugging Face LinkedIn X Global Porphyry Copper Deposits and Prospects, Modernized 2,394 porphyry copper deposits and prospects worldwide, compiled and standardized from USGS's global database (Most up-to-date published information available to the authors as of Spring 2024). Porphyry copper deposits are the world's primary source of copper and can host secondary commodities USGS classifies as critical; their… See the full description on the dataset page: https://huggingface.co/datasets/NoraResearchLab/global-porphyry-copper-deposits.geospatialother1K<n<10K0 likes56 downloads17d agoHugging Face10NoraResearchLab /cmibs-critical-metals-black-shales Quick Links GitHub Hugging Face LinkedIn X CMIBS — Global Geochemical Database for Critical Metals in Black Shales 451,472 samples, 4,177,965 measurements, global coverage (seven continents), 1961-2014. Modernized from the USGS ScienceBase data release into two linked GeoParquet tables for AI, API, and GIS use. Contents geoparquet/samples.parquet — one row per sample: identifying/metadata columns, latitude, longitude, point… See the full description on the dataset page: https://huggingface.co/datasets/NoraResearchLab/cmibs-critical-metals-black-shales.text1M<n<10M0 likes54 downloads24d agoHugging Face11NoraResearchLab /gedtm30 Quick Links Website GitHub Hugging Face LinkedIn X GEDTM30 2 of 2 global 30 m Cloud-Optimized GeoTIFF terrain tiles, validated (CRS, nodata, pixel dimensions, elevation range via windowed reads) and indexed. Terrain derivative generation (slope/aspect/ruggedness) is left to downstream use of the COGs directly, per the source's own tiled workflow design. Source & Citation Ho, Y., et al. (2025). GEDTM30: global ensemble digital… See the full description on the dataset page: https://huggingface.co/datasets/NoraResearchLab/gedtm30.tabularothern<1K1 likes43 downloads13d agoHugging Face12NoraResearchLab /Environmental_geology-datasets Environmental Geology Datasets Overview Environmental Geology Datasets is a curated geospatial dataset repository maintained by NORA Research Lab. It supports environmental geology, GIS, GeoAI, mineral exploration, hydrogeology, remote sensing, hazard analysis, and scientific research. The repository is intended to serve as a standardized backend for the Automated Geological Data Fetching System (AGDFS). It aggregates and organizes third-party geospatial… See the full description on the dataset page: https://huggingface.co/datasets/NoraResearchLab/Environmental_geology-datasets.tabularother10M<n<100M1 likes41 downloads2mo agoHugging Face13NoraResearchLab /hydroatlas Quick Links Website GitHub Hugging Face LinkedIn X HydroATLAS 8 sub-basin polygons (level 1 sample) and 50,000 river reaches (sampled), modernized to GeoParquet from HydroATLAS v1.0. This 10-dataset pipeline run uses a sampled subset for memory/time reasons -- see the dedicated HydroATLAS notebook for the full 12-level, 281-attribute treatment. Source & Citation Linke, S., Lehner, B., Ouellet Dallaire, C. et al. (2019).… See the full description on the dataset page: https://huggingface.co/datasets/NoraResearchLab/hydroatlas.tabularothern<1K0 likes34 downloads13d agoHugging Face14NoraResearchLab /pore-scale-heterogeneity-and-transport-conditions-control-th Pore-scale Heterogeneity and Transport Conditions Control the Dynamic Evolution of Mineral Dissolution Regimes NORA Research Lab — Geoscience Dataset Suite Branch: Structural Geology & Tectonics &nbsp;·&nbsp; Format: parquet &nbsp;·&nbsp; License: cc-by-4.0 🌐 www.noraresearchlab.site About this dataset Source & Provenance Original source: Zenodo Original license: cc-by-4.0 — checked against NORA's redistribution policy before ingestion… See the full description on the dataset page: https://huggingface.co/datasets/NoraResearchLab/pore-scale-heterogeneity-and-transport-conditions-control-th.tabularn<1K0 likes31 downloads6d agoHugging Face15NoraResearchLab /supporting-data-for-upper-crustal-geometry-of-the-miryang-fa Supporting Data for "Upper-Crustal Geometry of the Miryang Fault From Seismic Reflection Imaging in the Southeastern Korean Peninsula" NORA Research Lab — Geoscience Dataset Suite Branch: Structural Geology & Tectonics &nbsp;·&nbsp; Format: parquet &nbsp;·&nbsp; License: cc-by-4.0 🌐 www.noraresearchlab.site About this dataset Source & Provenance Original source: Zenodo Original license: cc-by-4.0 — checked against NORA's redistribution… See the full description on the dataset page: https://huggingface.co/datasets/NoraResearchLab/supporting-data-for-upper-crustal-geometry-of-the-miryang-fa.tabularn<1K0 likes30 downloads11d agoHugging Face16NoraResearchLab /kansas-well-indextabular10K<n<100K0 likes29 downloads19d agoHugging Face

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