annotate env/lib/python3.9/site-packages/networkx/algorithms/community/tests/test_centrality.py @ 0:4f3585e2f14b draft default tip

"planemo upload commit 60cee0fc7c0cda8592644e1aad72851dec82c959"
author shellac
date Mon, 22 Mar 2021 18:12:50 +0000
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1 """Unit tests for the :mod:`networkx.algorithms.community.centrality`
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2 module.
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3
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4 """
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5 from operator import itemgetter
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6
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7
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8 import networkx as nx
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9 from networkx.algorithms.community import girvan_newman
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10
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11
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12 def set_of_sets(iterable):
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13 return set(map(frozenset, iterable))
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14
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15
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16 def validate_communities(result, expected):
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17 assert set_of_sets(result) == set_of_sets(expected)
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18
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19
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20 def validate_possible_communities(result, *expected):
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21 assert any(set_of_sets(result) == set_of_sets(p) for p in expected)
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22
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23
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24 class TestGirvanNewman:
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25 """Unit tests for the
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26 :func:`networkx.algorithms.community.centrality.girvan_newman`
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27 function.
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28
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29 """
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30
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31 def test_no_edges(self):
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32 G = nx.empty_graph(3)
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33 communities = list(girvan_newman(G))
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34 assert len(communities) == 1
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35 validate_communities(communities[0], [{0}, {1}, {2}])
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36
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37 def test_undirected(self):
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38 # Start with the graph .-.-.-.
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39 G = nx.path_graph(4)
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40 communities = list(girvan_newman(G))
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41 assert len(communities) == 3
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42 # After one removal, we get the graph .-. .-.
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43 validate_communities(communities[0], [{0, 1}, {2, 3}])
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44 # After the next, we get the graph .-. . ., but there are two
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45 # symmetric possible versions.
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46 validate_possible_communities(
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47 communities[1], [{0}, {1}, {2, 3}], [{0, 1}, {2}, {3}]
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48 )
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49 # After the last removal, we always get the empty graph.
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50 validate_communities(communities[2], [{0}, {1}, {2}, {3}])
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51
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52 def test_directed(self):
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53 G = nx.DiGraph(nx.path_graph(4))
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54 communities = list(girvan_newman(G))
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55 assert len(communities) == 3
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56 validate_communities(communities[0], [{0, 1}, {2, 3}])
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57 validate_possible_communities(
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58 communities[1], [{0}, {1}, {2, 3}], [{0, 1}, {2}, {3}]
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59 )
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60 validate_communities(communities[2], [{0}, {1}, {2}, {3}])
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61
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62 def test_selfloops(self):
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63 G = nx.path_graph(4)
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64 G.add_edge(0, 0)
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65 G.add_edge(2, 2)
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66 communities = list(girvan_newman(G))
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67 assert len(communities) == 3
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68 validate_communities(communities[0], [{0, 1}, {2, 3}])
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69 validate_possible_communities(
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70 communities[1], [{0}, {1}, {2, 3}], [{0, 1}, {2}, {3}]
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71 )
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72 validate_communities(communities[2], [{0}, {1}, {2}, {3}])
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73
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74 def test_most_valuable_edge(self):
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75 G = nx.Graph()
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76 G.add_weighted_edges_from([(0, 1, 3), (1, 2, 2), (2, 3, 1)])
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77 # Let the most valuable edge be the one with the highest weight.
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78
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79 def heaviest(G):
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80 return max(G.edges(data="weight"), key=itemgetter(2))[:2]
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81
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82 communities = list(girvan_newman(G, heaviest))
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83 assert len(communities) == 3
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84 validate_communities(communities[0], [{0}, {1, 2, 3}])
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85 validate_communities(communities[1], [{0}, {1}, {2, 3}])
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86 validate_communities(communities[2], [{0}, {1}, {2}, {3}])