Abstract: Various embodiments include methods and devices for identity graphing of network genomes. Embodiments may include processing a node data set having unstructured node identifiers (IDs), determining potential node IDs from the node data set, determining node counts based on the potential node IDs, and classifying probabilities of accuracy of the node counts via a node count machine learning classifier model. Embodiments may further include classifying probabilities of accuracy of node IDs via a node ID machine learning classifier model. Embodiments may further include generating a data structure associating at least a first node ID of the classified node IDs with a network equipment ID. Embodiments may further include associating a classified probability accuracy of the first node ID with the first node ID.