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I just wonder since the manifold learning under scikit-learn has component of graph-based transformation (e.g. Shortest-path graph search under Isomap) I can then transform the feature data set (i.e. measurements of a chemical physical attributes to decide its toxicity) to something that will measure the graph-based measurements.

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