Github user jkbradley commented on the pull request:
https://github.com/apache/spark/pull/4654#issuecomment-74768749
I don't think you need to test on specific data; synthetic data is fine.
But I'd try a range of values for numFeatures and k, and in the cluster setting
as @tgaloppo suggested.
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