the workaround maks suggested works well, but you have to adjust all
your scripts. If you want a global solution you can adjust your
matplotlibrc (/etc/matplotlibrc or ~/.config/matplotlib/matplotlibrc) with

backend      : GTK

or other backends like GTK3Cairo (which i'm using now).

A sample configuration and all possible backends can be found here:
http://matplotlib.org/users/customizing.html

Best wishes
Michael

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