nbQA: Run Code Formatter and Code Checker on Jupyter Notebooks

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.

Link to nbQA.