# Clustering Application with a Huge Number of Clusters

I am wondering if there are any clustering applications in practice where the number of clusters, i.e., the $$k$$ in the $$k$$-means problem is very high ($$k>50$$, optimally $$k>200$$), if possible with a citation.

The clustering can take place in any metric space.