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Non interactive:

import matplotlib.pyplot as plt
import numpy as np

plt.plot(....)

Embedded matplotlib in a gui:

ipython --pylab (equivalend to from pylab import *)

__pylab is a way of importing pyplot and most of numpy into the namespace__