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0e1f616
(Get the code!)
In my machine matplotlib by default selects the "TkAgg" backend. I worked around this freezing problem by selecting the "gtk3" backend instead, as in 'ipython3 --pylab=gtk3'. I had to install 'python3-cairocffi' as requested by a warning at startup and now everything seems to work well.