If you want to run code checker and formatted such as ruff, isort, pyupgrade, mypy, pylint, flake8, black, and more on Jupyter Notebooks, use nbQA.
nbQA also supports pre-commit to automatically run nbQA upon committing the notebook.
nbQA: Run Code Formatter and Code Checker on Jupyter Notebooks
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