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import pytest
import networkx as nx
def test_richclub():
G = nx.Graph([(0, 1), (0, 2), (1, 2), (1, 3), (1, 4), (4, 5)])
rc = nx.richclub.rich_club_coefficient(G, normalized=False)
assert rc == {0: 12.0 / 30, 1: 8.0 / 12}
# test single value
rc0 = nx.richclub.rich_club_coefficient(G, normalized=False)[0]
assert rc0 == 12.0 / 30.0
def test_richclub_seed():
G = nx.Graph([(0, 1), (0, 2), (1, 2), (1, 3), (1, 4), (4, 5)])
rcNorm = nx.richclub.rich_club_coefficient(G, Q=2, seed=1)
assert rcNorm == {0: 1.0, 1: 1.0}
def test_richclub_normalized():
G = nx.Graph([(0, 1), (0, 2), (1, 2), (1, 3), (1, 4), (4, 5)])
rcNorm = nx.richclub.rich_club_coefficient(G, Q=2, seed=42)
assert rcNorm == {0: 1.0, 1: 1.0}
def test_richclub2():
T = nx.balanced_tree(2, 10)
rc = nx.richclub.rich_club_coefficient(T, normalized=False)
assert rc == {
0: 4092 / (2047 * 2046.0),
1: (2044.0 / (1023 * 1022)),
2: (2040.0 / (1022 * 1021)),
}
def test_richclub3():
# tests edgecase
G = nx.karate_club_graph()
rc = nx.rich_club_coefficient(G, normalized=False)
assert rc == {
0: 156.0 / 1122,
1: 154.0 / 1056,
2: 110.0 / 462,
3: 78.0 / 240,
4: 44.0 / 90,
5: 22.0 / 42,
6: 10.0 / 20,
7: 10.0 / 20,
8: 10.0 / 20,
9: 6.0 / 12,
10: 2.0 / 6,
11: 2.0 / 6,
12: 0.0,
13: 0.0,
14: 0.0,
15: 0.0,
}
def test_richclub4():
G = nx.Graph()
G.add_edges_from(
[(0, 1), (0, 2), (0, 3), (0, 4), (4, 5), (5, 9), (6, 9), (7, 9), (8, 9)]
)
rc = nx.rich_club_coefficient(G, normalized=False)
assert rc == {0: 18 / 90.0, 1: 6 / 12.0, 2: 0.0, 3: 0.0}
def test_richclub_exception():
with pytest.raises(nx.NetworkXNotImplemented):
G = nx.DiGraph()
nx.rich_club_coefficient(G)
def test_rich_club_exception2():
with pytest.raises(nx.NetworkXNotImplemented):
G = nx.MultiGraph()
nx.rich_club_coefficient(G)
def test_rich_club_selfloop():
G = nx.Graph() # or DiGraph, MultiGraph, MultiDiGraph, etc
G.add_edge(1, 1) # self loop
G.add_edge(1, 2)
with pytest.raises(
Exception,
match="rich_club_coefficient is not implemented for " "graphs with self loops.",
):
nx.rich_club_coefficient(G)
def test_rich_club_leq_3_nodes_unnormalized():
# edgeless graphs upto 3 nodes
G = nx.Graph()
rc = nx.rich_club_coefficient(G, normalized=False)
assert rc == {}
for i in range(3):
G.add_node(i)
rc = nx.rich_club_coefficient(G, normalized=False)
assert rc == {}
# 2 nodes, single edge
G = nx.Graph()
G.add_edge(0, 1)
rc = nx.rich_club_coefficient(G, normalized=False)
assert rc == {0: 1}
# 3 nodes, single edge
G = nx.Graph()
G.add_nodes_from([0, 1, 2])
G.add_edge(0, 1)
rc = nx.rich_club_coefficient(G, normalized=False)
assert rc == {0: 1}
# 3 nodes, 2 edges
G.add_edge(1, 2)
rc = nx.rich_club_coefficient(G, normalized=False)
assert rc == {0: 2 / 3}
# 3 nodes, 3 edges
G.add_edge(0, 2)
rc = nx.rich_club_coefficient(G, normalized=False)
assert rc == {0: 1, 1: 1}
def test_rich_club_leq_3_nodes_normalized():
G = nx.Graph()
with pytest.raises(
nx.exception.NetworkXError,
match="Graph has fewer than four nodes",
):
rc = nx.rich_club_coefficient(G, normalized=True)
for i in range(3):
G.add_node(i)
with pytest.raises(
nx.exception.NetworkXError,
match="Graph has fewer than four nodes",
):
rc = nx.rich_club_coefficient(G, normalized=True)
# def test_richclub2_normalized():
# T = nx.balanced_tree(2,10)
# rcNorm = nx.richclub.rich_club_coefficient(T,Q=2)
# assert_true(rcNorm[0] ==1.0 and rcNorm[1] < 0.9 and rcNorm[2] < 0.9)