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# Validating Data With Pointblank in Python
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Supporting code and sample data for the Real Python tutorial
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"Validating Data With Pointblank in Python".
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Supporting code and sample data for the Real Python tutorial [Validating Data With Pointblank in Python](https://realpython.com/python-pointblank/).
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## Requirements
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The Python scripts use PEP 723 dependency metadata and run with
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[uv](https://docs.astral.sh/uv/):
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The Python scripts use PEP 723 dependency metadata and run with [uv](https://docs.astral.sh/uv/):
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```console
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$ uv run pointblank_quickstart.py
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$ uv run --no-project --with 'pointblank[pl]' -- pb missing pointblank_atoms.csv
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$ uvx --from 'pointblank[pl]' pb run pointblank_atoms.yaml --output-html pointblank_report.html
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```
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