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Enhance docs and warnings with distribution compatibility info #916

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@ankitkhushwaha

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@ankitkhushwaha

Description of the Issue

As mentioned by @dhuppenkothen in comment,

it would be nice addition to add explanation in the docs which methods support which statistical distributions (e.g., Poisson, Gaussian).
This would help users quickly understand which methods are appropriate for their data and reduce confusion.

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