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Nov 3, 2018 at 0:31 vote accept tddevlin
Nov 2, 2018 at 22:28 comment added Danica Good point – added to the answer.
Nov 2, 2018 at 22:27 history edited Danica CC BY-SA 4.0
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Nov 2, 2018 at 22:20 comment added Sycorax +1 but note that when you say "If you're fitting a decision tree, then it'll split based on one or the other arbitrarily, and it won't really matter," I would add that if you care about feature importances; tree ensembles will tend to divide importance between the two features, which will suppress the relative ranks of both
Nov 2, 2018 at 22:17 history answered Danica CC BY-SA 4.0