Thanks. Yes, we can use eig_cent_wt = nx.eigenvector_centrality(G, weight='weight') to include weights and eig_cent_wt = nx.eigenvector_centrality(G) without weights. For directed graphs, does the weight parameter in Eigenvector Centrality consider both incoming and outgoing edges, or does it apply only to either incoming or outgoing edges?