Label Propagation for Semi-supervised Multi-label Classification

I am trying to apply Label Propagation to the following dataset which is multi-label, however I couldn’t find a way to do it. I tried using clustering to convert this into a classical one label problem but I am wondering if there’s a better and more efficient way to use Label Propagation on a semi-supervised dataset.

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