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