Advance sample/prep summary

From qiita-admin email discussion and related to: https://github.com/biocore/qiita/issues/1595. 

Showing a correlation matrix (selectable for Pearson or Spearman) of the columns limiting the display by a user defined threshold defaulting at 0.5? Could additional hierarchical cluster the columns.
