Mark Dickinson <dicki...@gmail.com> added the comment:

> Will just removing all np.nan values do the job?

Unfortunately, I don't think it's that simple. You want consistency across the 
various library calls, so if the various `median` functions are changed to 
treat NaNs as missing data, then the other functions should be, too.

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nosy: +mark.dickinson, steven.daprano

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<https://bugs.python.org/issue33084>
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