Hi Charles, You should read the previous discussion about this issue on GitHub: https://github.com/numpy/numpy/issues/1721
For what it's worth, I do think the new definition of nansum is more consistent. If you want to preserve NaN if there are no non-NaN values, you can often calculate this desired quantity from nanmean, which does return NaN if there are only NaNs. Stephan
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