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The interactive plotting requites mpld3, and unfortunately the easy installation version is too old.
To install the version we need, clone the repository:
git clone https://github.com/jakevdp/mpld3.git
Go into the newly created mpld3 folder, and run:
python setup.py install
Then you should be good to go!