Github user edenovit commented on the pull request: https://github.com/apache/spark/pull/4475#issuecomment-74678578 Makes sense. I missed the fact that unordered features with 'high' cardinality were treated as ordered. This actually has the expected behavior. Feel free to go ahead and close it.
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