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@emiliom GitHub is still bad at diffing notebooks so here are the important changes I made to the notebook.
cells [20] and [21]
You can see the full notebook here: http://nbviewer.jupyter.org/github/ocefpaf/geopandas-tutorial-maptime/blob/update_to_latest_folium/notebooks/geopandas_advanced.ipynb