In order to have the plots to be shown within a ipython notebook, you should include the following code at the beginning.
%pylab inline |
Images may be tiny. You can set the size by playing with the matplotlib configuration file.
matplotlib.rcParams['savefig.dpi'] = 2 * matplotlib.rcParams['savefig.dpi'] |
See the notebook for an example within nbviewer
http://nbviewer.ipython.org/gist/anonymous/3301035
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