def add_colorbar(img, ax=None):
"""
TODO: get keywords from **kwargs, i.e. if they're there, then use
them, but if not, then don't. This should go for orientation, etc.
Some others might have good defaults, so use them!
TODO this function is barebones for now
"""
divider = make_axes_locatable(ax)
cax = divider.append_axes("right", size="5%", pad=0.15)
cb=plt.colorbar(img, cax=cax, orientation="vertical")
# cb.set_label('probability', labelpad=-10)
# cb.set_ticks([0,1])
return cb
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