Another possibility for interactively manipulating maps is the ipyleaflet Jupyter widget library: https://github.com/ellisonbg/ipyleaflet. See examples of notebooks at https://github.com/ellisonbg/ipyleaflet/tree/master/examples

(disclosure: I have helped with this library)