Github user miro-balaz commented on the issue:
https://github.com/apache/spark/pull/7266
For me it would be usefull(when working with trees) if string indexer was
mapping unseen labels to maximum known label+1. The row would not be skipped if
it contained some non-used feature for classification.
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