Degree RankΒΆ

../../_images/degree_rank.png

[source code]

#!/usr/bin/env python
"""
Random graph from given degree sequence.
Draw degree rank plot and graph with matplotlib.
"""
# Author: Aric Hagberg <aric.hagberg@gmail.com>
import networkx as nx
import matplotlib.pyplot as plt

G = nx.gnp_random_graph(100, 0.02)

degree_sequence=sorted([d for n, d in G.degree()], reverse=True)
#print "Degree sequence", degree_sequence
dmax=max(degree_sequence)

plt.loglog(degree_sequence, 'b-', marker='o')
plt.title("Degree rank plot")
plt.ylabel("degree")
plt.xlabel("rank")

# draw graph in inset
plt.axes([0.45, 0.45, 0.45, 0.45])
Gcc=sorted(nx.connected_component_subgraphs(G), key = len, reverse=True)[0]
pos=nx.spring_layout(Gcc)
plt.axis('off')
nx.draw_networkx_nodes(Gcc, pos, node_size=20)
nx.draw_networkx_edges(Gcc, pos, alpha=0.4)

plt.savefig("degree_rank.png")
plt.show()