Explicitly set posinf and neginf in nan_to_num so they stay infinite. #173
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If you don't set
posinfandneginfinnp.nan_to_num, infinite (non-NaN) values get replaced by extreme finite values, and that wasn't my intention. I only wanted to set the NaN values with thenanargument.