repo to demo the things in article
conda env create --file=conda.yml
conda activate python_demo
# run this again if requirements.txt is updated
conda env update --file conda.yml --prune
pre-commit, https://pre-commit.com/
# we should see pre-commit is installed, if not, checkout: https://pre-commit.com/
pre-commit --version
pre-commit run --all-files