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I've spotted three issues with your approach and posted code: Spectral clustering uses the eigenvectors associated with the $k$ smallest eigenvalues of the Laplacian, but your code is selecting those associated with the $k$ largest eigenvalues. You need to Transpose your Kvecs prior to passing them to ClusteringComponents. As currently written, you're ...

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