I'm using shap.utils.hclust to figure out which features are redundant and following the 
My questions are:
In the implementation why is 
hierarchy.cut_tree(clustering, n_clusters=5)
or
hierarchy.cut_tree(clustering, height=.5)
Output is cluster labels. Choose "any".