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

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author shellac
date Mon, 22 Mar 2021 18:12:50 +0000
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1 """
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2 Recognition Tests
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3 =================
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4
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5 A *forest* is an acyclic, undirected graph, and a *tree* is a connected forest.
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6 Depending on the subfield, there are various conventions for generalizing these
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7 definitions to directed graphs.
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8
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9 In one convention, directed variants of forest and tree are defined in an
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10 identical manner, except that the direction of the edges is ignored. In effect,
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11 each directed edge is treated as a single undirected edge. Then, additional
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12 restrictions are imposed to define *branchings* and *arborescences*.
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13
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14 In another convention, directed variants of forest and tree correspond to
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15 the previous convention's branchings and arborescences, respectively. Then two
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16 new terms, *polyforest* and *polytree*, are defined to correspond to the other
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17 convention's forest and tree.
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18
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19 Summarizing::
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20
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21 +-----------------------------+
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22 | Convention A | Convention B |
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23 +=============================+
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24 | forest | polyforest |
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25 | tree | polytree |
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26 | branching | forest |
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27 | arborescence | tree |
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28 +-----------------------------+
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29
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30 Each convention has its reasons. The first convention emphasizes definitional
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31 similarity in that directed forests and trees are only concerned with
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32 acyclicity and do not have an in-degree constraint, just as their undirected
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33 counterparts do not. The second convention emphasizes functional similarity
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34 in the sense that the directed analog of a spanning tree is a spanning
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35 arborescence. That is, take any spanning tree and choose one node as the root.
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36 Then every edge is assigned a direction such there is a directed path from the
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37 root to every other node. The result is a spanning arborescence.
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38
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39 NetworkX follows convention "A". Explicitly, these are:
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40
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41 undirected forest
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42 An undirected graph with no undirected cycles.
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43
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44 undirected tree
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45 A connected, undirected forest.
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46
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47 directed forest
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48 A directed graph with no undirected cycles. Equivalently, the underlying
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49 graph structure (which ignores edge orientations) is an undirected forest.
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50 In convention B, this is known as a polyforest.
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51
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52 directed tree
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53 A weakly connected, directed forest. Equivalently, the underlying graph
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54 structure (which ignores edge orientations) is an undirected tree. In
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55 convention B, this is known as a polytree.
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56
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57 branching
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58 A directed forest with each node having, at most, one parent. So the maximum
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59 in-degree is equal to 1. In convention B, this is known as a forest.
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60
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61 arborescence
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62 A directed tree with each node having, at most, one parent. So the maximum
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63 in-degree is equal to 1. In convention B, this is known as a tree.
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64
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65 For trees and arborescences, the adjective "spanning" may be added to designate
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66 that the graph, when considered as a forest/branching, consists of a single
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67 tree/arborescence that includes all nodes in the graph. It is true, by
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68 definition, that every tree/arborescence is spanning with respect to the nodes
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69 that define the tree/arborescence and so, it might seem redundant to introduce
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70 the notion of "spanning". However, the nodes may represent a subset of
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71 nodes from a larger graph, and it is in this context that the term "spanning"
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72 becomes a useful notion.
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73
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74 """
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75
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76 import networkx as nx
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77
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78
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79 __all__ = ["is_arborescence", "is_branching", "is_forest", "is_tree"]
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80
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81
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82 @nx.utils.not_implemented_for("undirected")
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83 def is_arborescence(G):
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84 """
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85 Returns True if `G` is an arborescence.
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86
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87 An arborescence is a directed tree with maximum in-degree equal to 1.
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88
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89 Parameters
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90 ----------
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91 G : graph
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92 The graph to test.
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93
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94 Returns
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95 -------
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96 b : bool
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97 A boolean that is True if `G` is an arborescence.
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98
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99 Notes
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100 -----
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101 In another convention, an arborescence is known as a *tree*.
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102
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103 See Also
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104 --------
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105 is_tree
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106
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107 """
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108 return is_tree(G) and max(d for n, d in G.in_degree()) <= 1
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109
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110
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111 @nx.utils.not_implemented_for("undirected")
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112 def is_branching(G):
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113 """
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114 Returns True if `G` is a branching.
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115
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116 A branching is a directed forest with maximum in-degree equal to 1.
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117
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118 Parameters
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119 ----------
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120 G : directed graph
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121 The directed graph to test.
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122
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123 Returns
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124 -------
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125 b : bool
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126 A boolean that is True if `G` is a branching.
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127
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128 Notes
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129 -----
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130 In another convention, a branching is also known as a *forest*.
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131
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132 See Also
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133 --------
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134 is_forest
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135
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136 """
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137 return is_forest(G) and max(d for n, d in G.in_degree()) <= 1
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138
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139
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140 def is_forest(G):
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141 """
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142 Returns True if `G` is a forest.
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143
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144 A forest is a graph with no undirected cycles.
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145
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146 For directed graphs, `G` is a forest if the underlying graph is a forest.
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147 The underlying graph is obtained by treating each directed edge as a single
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148 undirected edge in a multigraph.
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149
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150 Parameters
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151 ----------
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152 G : graph
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153 The graph to test.
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154
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155 Returns
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156 -------
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157 b : bool
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158 A boolean that is True if `G` is a forest.
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159
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160 Notes
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161 -----
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162 In another convention, a directed forest is known as a *polyforest* and
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163 then *forest* corresponds to a *branching*.
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164
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165 See Also
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166 --------
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167 is_branching
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168
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169 """
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170 if len(G) == 0:
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171 raise nx.exception.NetworkXPointlessConcept("G has no nodes.")
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172
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173 if G.is_directed():
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174 components = (G.subgraph(c) for c in nx.weakly_connected_components(G))
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175 else:
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176 components = (G.subgraph(c) for c in nx.connected_components(G))
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177
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178 return all(len(c) - 1 == c.number_of_edges() for c in components)
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179
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180
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181 def is_tree(G):
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182 """
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183 Returns True if `G` is a tree.
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184
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185 A tree is a connected graph with no undirected cycles.
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186
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187 For directed graphs, `G` is a tree if the underlying graph is a tree. The
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188 underlying graph is obtained by treating each directed edge as a single
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189 undirected edge in a multigraph.
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190
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191 Parameters
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192 ----------
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193 G : graph
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194 The graph to test.
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195
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196 Returns
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197 -------
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198 b : bool
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199 A boolean that is True if `G` is a tree.
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200
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201 Notes
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202 -----
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203 In another convention, a directed tree is known as a *polytree* and then
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204 *tree* corresponds to an *arborescence*.
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205
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206 See Also
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207 --------
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208 is_arborescence
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209
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210 """
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211 if len(G) == 0:
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212 raise nx.exception.NetworkXPointlessConcept("G has no nodes.")
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213
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214 if G.is_directed():
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215 is_connected = nx.is_weakly_connected
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216 else:
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217 is_connected = nx.is_connected
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218
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219 # A connected graph with no cycles has n-1 edges.
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220 return len(G) - 1 == G.number_of_edges() and is_connected(G)