Hierarchical clustering is one of the standard methods taught for identifying and exploring underlying structures that may be present within a dataset. Students are shown examples in which dendrogram, visual representation hierarchical clustering, reveals clear structure. However, practice, data analysts today frequently encounter datasets whose large scale undermines usefulness dendrogram as v...