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igraph
igraph is the standard R package for building, analyzing, and visualizing network graphs. It provides tools for calculating centrality measures, detecting communities, and computing paths between nodes, covering most of the core graph theory operations needed. It's the foundation many other network analysis tools in R, including tidygraph, build on top of.
Visit the following resources to learn more: