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---
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<p align="center">
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<img src="https://i.ibb.co/wrCtVX29/Chat-GPT-Image-Aug-31-2026-09-22-26-AM.png" width="100%" alt="NORA Research Lab"/>
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</p>
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<h1 align="center">NORA Research Lab</h1>
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<p align="center"><b>AI for Earth</b></p>
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<p align="center">
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<a href="https://github.com/Nora-Research-Lab">
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<img src="https://img.shields.io/badge/GitHub-NORA%20Research%20Lab-181717?style=for-the-badge&logo=github&logoColor=white" alt="GitHub"/>
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</a>
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<a href="https://huggingface.co/NoraResearchLab">
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<img src="https://img.shields.io/badge/π€%20Hugging%20Face-NoraResearchLab-FFD21E?style=for-the-badge" alt="Hugging Face"/>
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</a>
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<a href="https://www.linkedin.com/company/nora-research-lab">
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<img src="https://img.shields.io/badge/LinkedIn-NORA%20Research%20Lab-0A66C2?style=for-the-badge&logo=linkedin&logoColor=white" alt="LinkedIn"/>
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</a>
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<a href="https://x.com/noraresearchlab">
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<img src="https://img.shields.io/badge/X-@noraresearchlab-000000?style=for-the-badge&logo=x&logoColor=white" alt="X"/>
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</a>
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</p>
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<p align="center">
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π <a href="http://nora-research-lab.vercel.app/">nora-research-lab.vercel.app</a>
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</p>
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---
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## About Us
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**NORA Research Lab** is an independent AI/ML research lab building open, machine-learning-ready data, tools, and models for the Earth sciences. Our mission is simple: make the world's geological, geophysical, and environmental data usable by modern AI β from large language models to geospatial foundation models β so the next generation of exploration, hazard, and sustainability tools can be built faster and more openly.
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We work at the intersection of **geoscience, artificial intelligence, and remote sensing**, with a particular focus on applications for the mining, energy, and natural-resource industries.
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## What We Do
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- πΊοΈ **Geoscience Data Modernization** β converting legacy scientific formats (NetCDF, shapefiles, raw geodatabases, PDFs of decades-old surveys) into clean, linked, AI/API-ready formats such as GeoParquet.
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- π¦ **Open Datasets for Geo-AI** β publishing curated, documented datasets covering lithology, tectonics, gravity, sediment thickness, mineral occurrences, and more, so researchers and model builders don't have to start from raw government archives.
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- π οΈ **Tools & APIs** β building lightweight, low-resource APIs and MCP-compatible services that let AI systems query and reason over Earth science data directly.
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- π¬ **Applied Research** β exploring how AI and machine learning can support mineral prospectivity mapping, seismic risk analysis, and other real-world geoscience problems.
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## Our Datasets
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All datasets below are published under this organization on the Hub:
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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 β landform layer |
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| [Environmental_geology-roughness](https://huggingface.co/datasets/NoraResearchLab/Environmental_geology-roughness) | Environmental geology β terrain roughness layer |
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| [Environmental_geology-aspect](https://huggingface.co/datasets/NoraResearchLab/Environmental_geology-aspect) | Environmental geology β terrain aspect layer |
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| [Environmental_geology-slope](https://huggingface.co/datasets/NoraResearchLab/Environmental_geology-slope) | Environmental geology β slope layer |
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| [Environmental_geology-dem](https://huggingface.co/datasets/NoraResearchLab/Environmental_geology-dem) | Environmental geology β 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 β check the [Datasets tab](https://huggingface.co/NoraResearchLab) for the latest.)*
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## Quick Links
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| π Website | [nora-research-lab.vercel.app](http://nora-research-lab.vercel.app/) |
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| π GitHub | [github.com/Nora-Research-Lab](https://github.com/Nora-Research-Lab) |
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| π€ Hugging Face | [huggingface.co/NoraResearchLab](https://huggingface.co/NoraResearchLab) |
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| πΌ LinkedIn | [linkedin.com/company/nora-research-lab](https://www.linkedin.com/company/nora-research-lab) |
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| βοΈ X (Twitter) | [x.com/noraresearchlab](https://x.com/noraresearchlab) |
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<p align="center"><i>Building the open data layer for AI-driven Earth science.</i></p>
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