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I am searching for datasets to evaluate an algorithm designed for tasks such as node-classification (edge-prediction, etc.) on weighted and potentially directed graphs.

The Stanford Network Analysis Project (SNAP) repository only contains datasets containing temporal weighted graphs.

Are there standard datasets for such tasks on non-temporal weighted (and directed) graphs?

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I think these datasets meet your constraints, wn18rr and proteins. I found them by looking here.

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