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The Census-Stub invariant descriptor is a data structure that captures meaningful structural hallmarks of graph topology, especially when traditional visualizations like node-link views are insufficient. The Census-Stub approach provides a framework for analyzing complex networks, supporting tasks such as network comparison and classification.