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I can reproduce the bug, thanks for reporting, this is now trac ticket 23566.

What you can do until this is fixed is to change display inbetween :

%display simple

from numpy import arange, sin, pi
import matplotlib.pyplot as plt
X = arange(0.0, 2*pi, 0.01)
plt.plot(X, sin(X))

%display typeset