df = pd.DataFrame(index=G.nodes()) # Use nodes as index df['node_name'] = pd.Series(nx.get_node_attributes(G, 'name')) # Add attribute df['clustering'] = pd.Series(nx.clustering(G)) # Calculate lcc df['degree'] = pd.Series(G.degree()) # Calculate degree