plotting histograms whose bar heights sum to 1

weights = np.ones_like(myarray)/len(myarray)
plt.hist(myarray, weights=weights)

http://stackoverflow.com/questions/3866520/plotting-histograms-whose-bar-heights-sum-to-1-in-matplotlib