Social network datasets containing community structure

I am working on a set of spectral clustering techniques that can essentially be used to discover the structure of a community on a social network. I tried this on a very small dataset (Zachary Karate club) that was available to me. I am looking for some large networks where I can test the performance of the algorithm. I tried searching for SNAP (snap.stanford.edu) but didn't get a dataset that contains a well-defined community structure. Is there a dataset that I can use for my purpose?

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The "Interactive Social Media Dataset Library" at http://www.growmeme.com/sna/visual has over 150 datasets and the ability to filter by size and community information is present (by the way).



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