Stefan van der Walt added the comment:

This can be quite painful to work around, since the warning registry is 
scattered all over.  See, e.g.,

https://github.com/scikit-image/scikit-image/blob/master/skimage/_shared/_warnings.py#L9

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nosy: +stefanv

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<http://bugs.python.org/issue21724>
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