I was advised to check with the dev mailing list if anyone has a problem
with the suggested fix.
It seems no one does have a problem with the fixes suggested so I'll go
forward and create a PR that returns an empty array for an array of all
NaNs.

On Thu, Aug 15, 2019 at 11:25 AM akash srivastava <akashsp...@gmail.com>
wrote:

> Here is the link for the related bug:
> https://issues.apache.org/jira/browse/MATH-1495
>
> I have suggested two possible fixes when NaturalRanking#rank() is called
> on an array of all NaNs:
> 1) throwing an IllegalArgumentException
> 2) Returning an empty array
>
> I want to create a pull request regarding it, which fix do you suggest I
> should go for?
>

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