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Where can I find test graphs for various graph algorithms?

I'm searching some medium sized, undirected graphs where I can test some of my graph algorithms. More specifically, I also need the solutions to those graphs, meaning e.g. the shortest path in this graph so that I can verify that my algo is working.


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