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and typed edges from public records (committee rosters, sponsorships, divided roll calls, ISBE contributions since 2019, Board of Ethics lobbying since 2023, lobbying matched to legislation). Embeddings: spectral embedding of the normalized adjacency with one- and two-step walks (64 dimensions); similar nodes are nearest by cosine. Communities: weighted label propagation. Layout: force-directed. Connections are not evidence of wrongdoing."}