The hierarchical clustering is based on Euclidean distances. The distances are calculated on normalized data.
  By selecting the normalization to be: mean = 0 and the variance  = 1, the Euclidean distance is equal to sqrt(1-r), where r is the Pearson correlation coefficient.
  Spearman correlation is not supported. 
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