ParthivNaresh

@freddyaboulton Would like to leave this one open for a bit as I'm experimenting with pipeline failures!

@jeff-hernandez Wow nice catch! We should definitely explore this and see where we can use it. I'm thinking in EvalML if we need quick high level type inference we might...

@chukarsten Is this along the lines of the change expected?

@gsheni As far as I can tell, `1.4.3` hasn't resolved [this](https://github.com/alteryx/woodwork/issues/1390) bug yet and the fix is probably going to be part of the next release. Can you confirm that...

I got the chance to play around with it and I think it looks and works great, fantastic job!

Here are the perf [tests](https://alteryx.atlassian.net/wiki/spaces/PS/pages/1576730738/Box+Plot+vs+Medcouple)

> Leaving this unmerged for the 0.20.0 release because it introduces a lot of breaking changes. Will aim to get in for 0.21.0 release. Can we also add all documented...