Graph mining/exploration for subpath identification based on edge values

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Problem statement: I have a sparse directed graph (about 6000-10000 nodes) with no node attributes, and numerical edge values. (The edge values are calculated by the same program based on data regarding the nodes, based on a statistical formula, if it's important)

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