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A custom taxonomy-driven GraphSAGE framework for population-scale POI co-visitation prediction. Features multi-modal node/edge embeddings integrating NAICS business classification taxonomy, deep edge regression pipelines, and advanced loss function optimization for extreme class imbalance.