# Hugging Face release workflow The complete local upload payload includes the graph files and is ready for the chosen dataset repository. Follow [UPLOAD.md](../UPLOAD.md). The GitHub code-release records are archived under provenance/github_snapshot; they describe the earlier code publication, not current HF file exclusions. Validate with `python3 scripts/verify_hf_package.py` and `python3 scripts/validate_data.py --require-complete`. The former checks the complete HF manifest, including graphs. No scientific runs are required for upload. The source reference is recorded in provenance/hf_source_snapshot.json. Author-owned data use CC BY 4.0, original software uses MIT, and third-party components retain their terms. After uploading, verify actual public access and the dataset revision before adding the URL to the paper and GitHub README.