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to remove the labels of the x-axis:

ax.get_xaxis().set_ticks([])

to remove the labels of the y-axis:

ax.get_yaxis().set_ticks([])

UPDATE (w/ Matplotlib 1.3):

An even easier way:

pl.tick_params(labeltop=False, labelbottom=False, bottom=False, top=False, labelright=True)


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