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Add stats dictionary argument to diagnose #302

@aloctavodia

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@aloctavodia

taken from #299 (comment)

Maybe we could take a page from the plots side here and allow a stats dictionary argument. That being said, here I would only allow providing pre-computed elements to keep things simple. For example:

rhat = az.rhat_nested(idata, superchains=...)
az.diagnose(idata, stats={"rhat": rhat})

In that particular case it would make it easier to take advantage of diagnose even if wanting to use rhat_nested instead of regular rhat. They could also change the probability at which to compute ess_tail

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