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Fantastic package here, saved my life (metaphorically). But It does not download the default icon image used by leaflet.js. And the map just renders empty image frames for the icons.
However, I was able to specify a custom image icon path with image = folium.features.CustomIcon('path/to/local/image.png')
and added that as an argument to folium.Marker(icon=image).add_to(my_map)
Hope this helps anyone who might have been as confounded I as I was.
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