annotate env/lib/python3.9/site-packages/networkx/algorithms/operators/binary.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 """
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2 Operations on graphs including union, intersection, difference.
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3 """
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4 import networkx as nx
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5
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6 __all__ = [
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7 "union",
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8 "compose",
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9 "disjoint_union",
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10 "intersection",
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11 "difference",
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12 "symmetric_difference",
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13 "full_join",
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14 ]
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15
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16
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17 def union(G, H, rename=(None, None), name=None):
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18 """ Return the union of graphs G and H.
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19
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20 Graphs G and H must be disjoint, otherwise an exception is raised.
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21
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22 Parameters
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23 ----------
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24 G,H : graph
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25 A NetworkX graph
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26
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27 rename : bool , default=(None, None)
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28 Node names of G and H can be changed by specifying the tuple
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29 rename=('G-','H-') (for example). Node "u" in G is then renamed
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30 "G-u" and "v" in H is renamed "H-v".
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31
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32 name : string
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33 Specify the name for the union graph
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34
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35 Returns
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36 -------
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37 U : A union graph with the same type as G.
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38
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39 Notes
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40 -----
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41 To force a disjoint union with node relabeling, use
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42 disjoint_union(G,H) or convert_node_labels_to integers().
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43
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44 Graph, edge, and node attributes are propagated from G and H
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45 to the union graph. If a graph attribute is present in both
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46 G and H the value from H is used.
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47
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48 See Also
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49 --------
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50 disjoint_union
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51 """
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52 if not G.is_multigraph() == H.is_multigraph():
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53 raise nx.NetworkXError("G and H must both be graphs or multigraphs.")
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54 # Union is the same type as G
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55 R = G.__class__()
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56 # add graph attributes, H attributes take precedent over G attributes
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57 R.graph.update(G.graph)
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58 R.graph.update(H.graph)
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59
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60 # rename graph to obtain disjoint node labels
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61 def add_prefix(graph, prefix):
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62 if prefix is None:
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63 return graph
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64
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65 def label(x):
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66 if isinstance(x, str):
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67 name = prefix + x
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68 else:
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69 name = prefix + repr(x)
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70 return name
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71
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72 return nx.relabel_nodes(graph, label)
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73
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74 G = add_prefix(G, rename[0])
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75 H = add_prefix(H, rename[1])
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76 if set(G) & set(H):
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77 raise nx.NetworkXError(
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78 "The node sets of G and H are not disjoint.",
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79 "Use appropriate rename=(Gprefix,Hprefix)" "or use disjoint_union(G,H).",
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80 )
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81 if G.is_multigraph():
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82 G_edges = G.edges(keys=True, data=True)
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83 else:
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84 G_edges = G.edges(data=True)
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85 if H.is_multigraph():
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86 H_edges = H.edges(keys=True, data=True)
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87 else:
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88 H_edges = H.edges(data=True)
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89
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90 # add nodes
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91 R.add_nodes_from(G)
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92 R.add_nodes_from(H)
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93 # add edges
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94 R.add_edges_from(G_edges)
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95 R.add_edges_from(H_edges)
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96 # add node attributes
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97 for n in G:
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98 R.nodes[n].update(G.nodes[n])
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99 for n in H:
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100 R.nodes[n].update(H.nodes[n])
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101
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102 return R
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103
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104
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105 def disjoint_union(G, H):
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106 """ Return the disjoint union of graphs G and H.
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107
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108 This algorithm forces distinct integer node labels.
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109
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110 Parameters
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111 ----------
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112 G,H : graph
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113 A NetworkX graph
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114
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115 Returns
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116 -------
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117 U : A union graph with the same type as G.
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118
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119 Notes
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120 -----
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121 A new graph is created, of the same class as G. It is recommended
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122 that G and H be either both directed or both undirected.
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123
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124 The nodes of G are relabeled 0 to len(G)-1, and the nodes of H are
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125 relabeled len(G) to len(G)+len(H)-1.
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126
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127 Graph, edge, and node attributes are propagated from G and H
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128 to the union graph. If a graph attribute is present in both
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129 G and H the value from H is used.
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130 """
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131 R1 = nx.convert_node_labels_to_integers(G)
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132 R2 = nx.convert_node_labels_to_integers(H, first_label=len(R1))
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133 R = union(R1, R2)
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134 R.graph.update(G.graph)
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135 R.graph.update(H.graph)
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136 return R
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137
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138
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139 def intersection(G, H):
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140 """Returns a new graph that contains only the edges that exist in
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141 both G and H.
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142
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143 The node sets of H and G must be the same.
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144
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145 Parameters
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146 ----------
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147 G,H : graph
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148 A NetworkX graph. G and H must have the same node sets.
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149
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150 Returns
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151 -------
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152 GH : A new graph with the same type as G.
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153
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154 Notes
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155 -----
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156 Attributes from the graph, nodes, and edges are not copied to the new
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157 graph. If you want a new graph of the intersection of G and H
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158 with the attributes (including edge data) from G use remove_nodes_from()
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159 as follows
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160
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161 >>> G = nx.path_graph(3)
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162 >>> H = nx.path_graph(5)
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163 >>> R = G.copy()
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164 >>> R.remove_nodes_from(n for n in G if n not in H)
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165 """
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166 # create new graph
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167 R = nx.create_empty_copy(G)
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168
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169 if not G.is_multigraph() == H.is_multigraph():
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170 raise nx.NetworkXError("G and H must both be graphs or multigraphs.")
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171 if set(G) != set(H):
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172 raise nx.NetworkXError("Node sets of graphs are not equal")
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173
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174 if G.number_of_edges() <= H.number_of_edges():
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175 if G.is_multigraph():
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176 edges = G.edges(keys=True)
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177 else:
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178 edges = G.edges()
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179 for e in edges:
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180 if H.has_edge(*e):
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181 R.add_edge(*e)
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182 else:
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183 if H.is_multigraph():
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184 edges = H.edges(keys=True)
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185 else:
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186 edges = H.edges()
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187 for e in edges:
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188 if G.has_edge(*e):
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189 R.add_edge(*e)
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190 return R
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191
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192
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193 def difference(G, H):
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194 """Returns a new graph that contains the edges that exist in G but not in H.
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195
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196 The node sets of H and G must be the same.
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197
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198 Parameters
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199 ----------
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200 G,H : graph
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201 A NetworkX graph. G and H must have the same node sets.
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202
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203 Returns
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204 -------
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205 D : A new graph with the same type as G.
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206
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207 Notes
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208 -----
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209 Attributes from the graph, nodes, and edges are not copied to the new
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210 graph. If you want a new graph of the difference of G and H with
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211 with the attributes (including edge data) from G use remove_nodes_from()
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212 as follows:
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213
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214 >>> G = nx.path_graph(3)
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215 >>> H = nx.path_graph(5)
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216 >>> R = G.copy()
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217 >>> R.remove_nodes_from(n for n in G if n in H)
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218 """
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219 # create new graph
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220 if not G.is_multigraph() == H.is_multigraph():
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221 raise nx.NetworkXError("G and H must both be graphs or multigraphs.")
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222 R = nx.create_empty_copy(G)
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223
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224 if set(G) != set(H):
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225 raise nx.NetworkXError("Node sets of graphs not equal")
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226
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227 if G.is_multigraph():
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228 edges = G.edges(keys=True)
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229 else:
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230 edges = G.edges()
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231 for e in edges:
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232 if not H.has_edge(*e):
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233 R.add_edge(*e)
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234 return R
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235
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236
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237 def symmetric_difference(G, H):
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238 """Returns new graph with edges that exist in either G or H but not both.
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239
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240 The node sets of H and G must be the same.
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241
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242 Parameters
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243 ----------
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244 G,H : graph
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245 A NetworkX graph. G and H must have the same node sets.
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246
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247 Returns
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248 -------
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249 D : A new graph with the same type as G.
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250
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251 Notes
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252 -----
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253 Attributes from the graph, nodes, and edges are not copied to the new
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254 graph.
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255 """
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256 # create new graph
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257 if not G.is_multigraph() == H.is_multigraph():
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258 raise nx.NetworkXError("G and H must both be graphs or multigraphs.")
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259 R = nx.create_empty_copy(G)
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260
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261 if set(G) != set(H):
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262 raise nx.NetworkXError("Node sets of graphs not equal")
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263
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264 gnodes = set(G) # set of nodes in G
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265 hnodes = set(H) # set of nodes in H
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266 nodes = gnodes.symmetric_difference(hnodes)
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267 R.add_nodes_from(nodes)
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268
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269 if G.is_multigraph():
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270 edges = G.edges(keys=True)
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271 else:
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272 edges = G.edges()
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273 # we could copy the data here but then this function doesn't
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274 # match intersection and difference
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275 for e in edges:
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276 if not H.has_edge(*e):
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277 R.add_edge(*e)
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278
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279 if H.is_multigraph():
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280 edges = H.edges(keys=True)
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281 else:
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282 edges = H.edges()
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283 for e in edges:
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284 if not G.has_edge(*e):
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285 R.add_edge(*e)
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286 return R
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287
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288
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289 def compose(G, H):
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290 """Returns a new graph of G composed with H.
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291
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292 Composition is the simple union of the node sets and edge sets.
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293 The node sets of G and H do not need to be disjoint.
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294
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295 Parameters
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296 ----------
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297 G, H : graph
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298 A NetworkX graph
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299
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300 Returns
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301 -------
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302 C: A new graph with the same type as G
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303
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304 Notes
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305 -----
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306 It is recommended that G and H be either both directed or both undirected.
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307 Attributes from H take precedent over attributes from G.
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308
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309 For MultiGraphs, the edges are identified by incident nodes AND edge-key.
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310 This can cause surprises (i.e., edge `(1, 2)` may or may not be the same
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311 in two graphs) if you use MultiGraph without keeping track of edge keys.
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312 """
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313 if not G.is_multigraph() == H.is_multigraph():
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314 raise nx.NetworkXError("G and H must both be graphs or multigraphs.")
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315
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316 R = G.__class__()
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317 # add graph attributes, H attributes take precedent over G attributes
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318 R.graph.update(G.graph)
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319 R.graph.update(H.graph)
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320
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321 R.add_nodes_from(G.nodes(data=True))
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322 R.add_nodes_from(H.nodes(data=True))
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323
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324 if G.is_multigraph():
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325 R.add_edges_from(G.edges(keys=True, data=True))
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326 else:
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327 R.add_edges_from(G.edges(data=True))
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328 if H.is_multigraph():
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329 R.add_edges_from(H.edges(keys=True, data=True))
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330 else:
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331 R.add_edges_from(H.edges(data=True))
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332 return R
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333
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334
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335 def full_join(G, H, rename=(None, None)):
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336 """Returns the full join of graphs G and H.
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337
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338 Full join is the union of G and H in which all edges between
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339 G and H are added.
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340 The node sets of G and H must be disjoint,
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341 otherwise an exception is raised.
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342
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343 Parameters
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344 ----------
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345 G, H : graph
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346 A NetworkX graph
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347
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348 rename : bool , default=(None, None)
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349 Node names of G and H can be changed by specifying the tuple
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350 rename=('G-','H-') (for example). Node "u" in G is then renamed
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351 "G-u" and "v" in H is renamed "H-v".
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352
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353 Returns
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354 -------
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355 U : The full join graph with the same type as G.
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356
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357 Notes
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358 -----
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359 It is recommended that G and H be either both directed or both undirected.
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360
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361 If G is directed, then edges from G to H are added as well as from H to G.
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362
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363 Note that full_join() does not produce parallel edges for MultiGraphs.
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364
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365 The full join operation of graphs G and H is the same as getting
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366 their complement, performing a disjoint union, and finally getting
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367 the complement of the resulting graph.
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368
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369 Graph, edge, and node attributes are propagated from G and H
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370 to the union graph. If a graph attribute is present in both
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371 G and H the value from H is used.
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372
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373 See Also
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374 --------
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375 union
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376 disjoint_union
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377 """
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378 R = union(G, H, rename)
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379
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380 def add_prefix(graph, prefix):
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381 if prefix is None:
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382 return graph
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383
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384 def label(x):
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385 if isinstance(x, str):
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386 name = prefix + x
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387 else:
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388 name = prefix + repr(x)
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diff changeset
389 return name
4f3585e2f14b "planemo upload commit 60cee0fc7c0cda8592644e1aad72851dec82c959"
shellac
parents:
diff changeset
390
4f3585e2f14b "planemo upload commit 60cee0fc7c0cda8592644e1aad72851dec82c959"
shellac
parents:
diff changeset
391 return nx.relabel_nodes(graph, label)
4f3585e2f14b "planemo upload commit 60cee0fc7c0cda8592644e1aad72851dec82c959"
shellac
parents:
diff changeset
392
4f3585e2f14b "planemo upload commit 60cee0fc7c0cda8592644e1aad72851dec82c959"
shellac
parents:
diff changeset
393 G = add_prefix(G, rename[0])
4f3585e2f14b "planemo upload commit 60cee0fc7c0cda8592644e1aad72851dec82c959"
shellac
parents:
diff changeset
394 H = add_prefix(H, rename[1])
4f3585e2f14b "planemo upload commit 60cee0fc7c0cda8592644e1aad72851dec82c959"
shellac
parents:
diff changeset
395
4f3585e2f14b "planemo upload commit 60cee0fc7c0cda8592644e1aad72851dec82c959"
shellac
parents:
diff changeset
396 for i in G:
4f3585e2f14b "planemo upload commit 60cee0fc7c0cda8592644e1aad72851dec82c959"
shellac
parents:
diff changeset
397 for j in H:
4f3585e2f14b "planemo upload commit 60cee0fc7c0cda8592644e1aad72851dec82c959"
shellac
parents:
diff changeset
398 R.add_edge(i, j)
4f3585e2f14b "planemo upload commit 60cee0fc7c0cda8592644e1aad72851dec82c959"
shellac
parents:
diff changeset
399 if R.is_directed():
4f3585e2f14b "planemo upload commit 60cee0fc7c0cda8592644e1aad72851dec82c959"
shellac
parents:
diff changeset
400 for i in H:
4f3585e2f14b "planemo upload commit 60cee0fc7c0cda8592644e1aad72851dec82c959"
shellac
parents:
diff changeset
401 for j in G:
4f3585e2f14b "planemo upload commit 60cee0fc7c0cda8592644e1aad72851dec82c959"
shellac
parents:
diff changeset
402 R.add_edge(i, j)
4f3585e2f14b "planemo upload commit 60cee0fc7c0cda8592644e1aad72851dec82c959"
shellac
parents:
diff changeset
403
4f3585e2f14b "planemo upload commit 60cee0fc7c0cda8592644e1aad72851dec82c959"
shellac
parents:
diff changeset
404 return R