Investigate %matplotlib notebook

[moorepants]

In Jupyter notebooks if you use %matplotlib notebook instead of %matplotlib inline the backend is javascript based and plots can be updated very quickly, it doesn't create pngs. This is the best to pair with ipython widgets.

Also note that this doesn't work in JupyterLab. A new matplotlib widget extension has been developed: https://github.com/matplotlib/jupyter-matplotlib.