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PyOpenSci Review #153

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PyOpenSci Review #153

wants to merge 13 commits into from

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JacksonBurns
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Responding to comments from review at PyOpenSci - see commit messages for more detail.

 - clarified in the README that this is only intended for regression (we should add an equivalent for classification, with different default metrics, that would perhaps involve creating a new abstract function that both this function and the new one would call)
 - make more general by allowing users to pass in other metrics, or to include their own
@JacksonBurns
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Closing this in favor of #154 and #155, which cherry pick these commits into documentation updates and code updates for easier reviewing.

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