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| 🧠 **Data Intelligence** | Systems that organize, understand, and reason over complex datasets with factual grounding. | Knowledge Systems · Verification · Reasoning |
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| 🛡️ **Human Security** | AI that protects people through risk prediction, infrastructure monitoring, and disaster response. | Cybersecurity · Risk Prediction · Safety |
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## Open Datasets
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We publish curated, ML-ready geoscience and Earth data on the Hub — the first output of our Mining & Data Intelligence work, with more industries to follow:
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| Dataset | Description |
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| [gem-global-active-faults](https://huggingface.co/datasets/NoraResearchLab/gem-global-active-faults) | GEM Global Active Faults Database, modernized |
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| [world-petroleum-assessment-units](https://huggingface.co/datasets/NoraResearchLab/world-petroleum-assessment-units) | Global petroleum assessment unit data |
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| [Ilesha-Gold-Prospectivity-AME](https://huggingface.co/datasets/NoraResearchLab/Ilesha-Gold-Prospectivity-AME) | Gold prospectivity data for the Ilesha schist belt |
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| [Ilesha-Gold-Prospectivity-AME-prototype](https://huggingface.co/datasets/NoraResearchLab/Ilesha-Gold-Prospectivity-AME-prototype) | Prototype release of the Ilesha gold prospectivity dataset |
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| [mineral-prospectivity-grid-na](https://huggingface.co/datasets/NoraResearchLab/mineral-prospectivity-grid-na) | North America mineral prospectivity grid |
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| [ds424-geologic-map-north-america](https://huggingface.co/datasets/NoraResearchLab/ds424-geologic-map-north-america) | USGS DS-424 Geologic Map of North America, as GeoParquet |
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| [gplates-tectonic-intelligence](https://huggingface.co/datasets/NoraResearchLab/gplates-tectonic-intelligence) | Global gridded tectonic feature dataset (plate ID, seafloor age, boundary distances) |
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| [glim-lithology-api-data](https://huggingface.co/datasets/NoraResearchLab/glim-lithology-api-data) | Global Lithological Map (GLiM) data for lithology lookups |
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| [Environmental_geology-landform](https://huggingface.co/datasets/NoraResearchLab/Environmental_geology-landform) | Environmental geology — landform layer |
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| [Environmental_geology-roughness](https://huggingface.co/datasets/NoraResearchLab/Environmental_geology-roughness) | Environmental geology — terrain roughness layer |
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| [Environmental_geology-aspect](https://huggingface.co/datasets/NoraResearchLab/Environmental_geology-aspect) | Environmental geology — terrain aspect layer |
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| [Environmental_geology-slope](https://huggingface.co/datasets/NoraResearchLab/Environmental_geology-slope) | Environmental geology — slope layer |
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| [Environmental_geology-dem](https://huggingface.co/datasets/NoraResearchLab/Environmental_geology-dem) | Environmental geology — digital elevation model layer |
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| [Environmental_geology-datasets](https://huggingface.co/datasets/NoraResearchLab/Environmental_geology-datasets) | Combined environmental geology dataset collection |
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| [wgm2012-world-gravity-map](https://huggingface.co/datasets/NoraResearchLab/wgm2012-world-gravity-map) | BGI World Gravity Map 2012 (Bouguer, isostatic, free-air), as GeoParquet |
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| [cmibs-critical-metals-black-shales](https://huggingface.co/datasets/NoraResearchLab/cmibs-critical-metals-black-shales) | USGS Critical Metals in Black Shales geochemical database |
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| [ngdod-legacy-ore-deposits](https://huggingface.co/datasets/NoraResearchLab/ngdod-legacy-ore-deposits) | USGS National Geochemical Database on Ore Deposits (Legacy Data) |
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| [globsed-sediment-thickness](https://huggingface.co/datasets/NoraResearchLab/globsed-sediment-thickness) | Global ocean sediment thickness grid, as GeoParquet |
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*(18 datasets as of publishing — check the [Datasets tab](https://huggingface.co/NoraResearchLab) for the latest.)*
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## Quick Links
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| 🧠 **Data Intelligence** | Systems that organize, understand, and reason over complex datasets with factual grounding. | Knowledge Systems · Verification · Reasoning |
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| 🛡️ **Human Security** | AI that protects people through risk prediction, infrastructure monitoring, and disaster response. | Cybersecurity · Risk Prediction · Safety |
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## Quick Links
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