Just to close the conversation and help others , I got the answer . After defining subplot axis off is used like this:
fig, ax =  plt.subplots(nrows=4, ncols=3, sharex=True)
[axi.set_axis_off() for axi in ax.ravel()]

and problem is solved 

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