Automate jupyter notebook creation from example scripts

[henxing]

With jupytext in a pre-commit hook it should be possible to automatically update jupyter notebooks that mirror the example scripts in examples. These scripts can be thought of as utilities that perform a set of actions in the system. Keeping the utilities in script form is necessary for testing, but adding the notebook forms will allow for showcasing additional actions/visualizations.