>
> And I agree that sparse input should probably not be handled (for now?)...
> If for no other reason than that for sparse X you can't currently do things
> neatly like X[X == np.nan] = 1 (but you probably will be able to do it
> after this GSOC).
>

I guess you can do X.data[X.data == np.nan] = 1 and similar...
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