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The Louvain algorithm does just this, and it easily handles graphs of this size. It is implemented in most, if not all, graph libraries. In particular, Networkit provides a fast parallel implementation. If you are interested in clusters only, you may use a dedicated implementation like the generalized version documented in this paper.


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