+ j @Rt^RItR.t]PRRl4tR#)z@Algorithm to select influential nodes in a graph using VoteRank.Nvoterankca.p/o\V4^8XdV#VeV\V48d \V4pVP4'd2\RVP444\V4, pM0\RVP 444\V4, pVP 4F p^^.SV&K \ V4EFnpVP 4Fp^SV,^&K VP4FqwrFSV,^;;,SV,^,, uu&VP4'dKGSV,^;;,SV,^,, uu&Ks VFp^SV,^&K \VP V3RlR7pSV,^,^8XdVu#VPV4^^.SV&VPV4FLwrVSV,^;;,^V, ,uu&\SV,^,^4SV,^&KN EKq V#)a#Select a list of influential nodes in a graph using VoteRank algorithm VoteRank [1]_ computes a ranking of the nodes in a graph G based on a voting scheme. With VoteRank, all nodes vote for each of its in-neighbors and the node with the highest votes is elected iteratively. The voting ability of out-neighbors of elected nodes is decreased in subsequent turns. Parameters ---------- G : graph A NetworkX graph. number_of_nodes : integer, optional Number of ranked nodes to extract (default all nodes). Returns ------- voterank : list Ordered list of computed seeds. Only nodes with positive number of votes are returned. Examples -------- >>> G = nx.Graph([(0, 1), (0, 2), (0, 3), (1, 4)]) >>> nx.voterank(G) [0, 1] The algorithm can be used both for undirected and directed graphs. However, the directed version is different in two ways: (i) nodes only vote for their in-neighbors and (ii) only the voting ability of elected node and its out-neighbors are updated: >>> G = nx.DiGraph([(0, 1), (2, 1), (2, 3), (3, 4)]) >>> nx.voterank(G) [2, 3] Notes ----- Each edge is treated independently in case of multigraphs. References ---------- .. [1] Zhang, J.-X. et al. (2016). Identifying a set of influential spreaders in complex networks. Sci. Rep. 6, 27823; doi: 10.1038/srep27823. c3*"TF wrVxK R#5iN.0_degs& l/home/luca/screen-checking/.venv/lib/python3.14/site-packages/networkx/algorithms/centrality/voterank_alg.py voterank..@s9..c3*"TF wrVxK R#5irrrs& r r r Cs5**rc$<SV,^,#)r)x vote_ranks&r voterank..Us y|A)key) len is_directedsum out_degreedegreenodesrangeedgesmaxappend)Gnumber_of_nodesinfluential_nodes avgDegreenr nbrrs&& @r rrs`I 1v{  /CF":a&}}9!,,.99CFB 5!((*55A> WWY1v ! ? #AIaLOggiFA aLOy~a0 0O==??#q!Yq\!_4!  #AIaLO# 6 7 Q<?a $ $  #1v ! ggajFA cN1 Y .  #IcN1$5q 9IcN1 !)$. rr)__doc__networkxnx__all__ _dispatchablerrrr r-s.F ,VVr