Clean up test notebook for internal validation. Complete rewriting of slow parts with Cython. Complete GLOSH development. Implement GAP statistic Implement F stat https://datasciencelab.wordpress.com/2014/01/21/selection-of-k-in-k-means-clustering-reloaded/ Implement GKA Transform interface for partitional to support kernel K means