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


http://lwn.net/Articles/631475/