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+ # Contributing to the Scandium Dataset
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+ We welcome contributions that improve the quality, coverage, or usability of the dataset.
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+ ## How to Contribute
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+ ### Reporting Issues
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+ - Use the GitHub issue tracker
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+ - Include the entry formula and source_id if reporting a data issue
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+ - Include the release version
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+ ### Suggesting Improvements
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+ - Open an issue with the "enhancement" label
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+ - Describe the problem and your proposed solution
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+ ### Adding Data
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+ - We do not accept direct additions to the curated dataset
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+ - New sources go through the full validation pipeline
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+ - Contact us to discuss new source integration
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+ ### Code Contributions
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+ - Fork the repository
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+ - Create a feature branch
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+ - Submit a PR with a clear description of changes
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+ - Ensure all validation passes
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+ ## Development Setup
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+ ```bash
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+ git clone https://github.com/Scandium-Labs/Scandium-Dataset
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+ cd Scandium-Dataset
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+ pip install -r requirements.txt
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+ ```
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+ ## Validation Requirements
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+ Before submitting, ensure:
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+ 1. No duplicate entries introduced
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+ 2. All new entries pass the validated tier gates
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+ 3. Cross-source agreement is documented
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+ 4. Tests pass
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+ ## Code of Conduct
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+ All contributors must follow our [Code of Conduct](CODE_OF_CONDUCT.md).
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