[niam]

This looks great.

I do yearn for a day though when we're using something like Marimo over Jupyter as a default for these kinds of things. Particularly in GIS where there's more utility in being able to use a notebook-like interface for an executable routine (rather than an analysis or experiment, which is (and should probably remain) the primary use case for Jupyter).