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Right now the HClustering often generates long 'strings' of graphs where the depth of the graph is very deep and each level is only a binary split with just one/few node(s) joining in. This means the visualization is just a bunch of concentric circles. We need to review the find_root/find_parent logic to see if we can generate a flatter tree where sibling counts are higher.
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