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Non interactive:

import matplotlib.pyplot as plt
import numpy as np

plt.plot(....)

Embedded matplotlib in a gui. pylab is a way of importing pyplot and most of numpy into the namespace. This is equivalent to from pylab import *. Note that it imports numpy as np and pyplot as plt.

ipython --pylab