There are a number of collections of network (or graph) data sets freely available on the web, e.g.

I am looking for dynamic network data sets, i.e. networks whose structure varies over time. They seem to be quite rare: The SNAP collection contains only a few "temporal" graphs.

Do you known any other possible sources?