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NetworkX is a pure python library for working with graphs and we use python dictionaries as our core data structure. Python 3.11 did speed up a bunch of our functions, and anything that speeds up python will help us a lot!
Let me know if there is anything else I should add here @mdboom :)
A subset of our ASV benchmarks (py3.11 speed up vs 3.10 and 3.9)
Betweenness Centrality
Modularity
Graph creation