NLTK tree data structure, finding a node, it#39;s parent or children(NLTK 树数据结构,找到一个节点,它是父节点还是子节点)
问题描述
I am using nltk's Tree data structure to work with parsetree strings.
from nltk.tree import Tree
parsed = Tree('(ROOT (S (NP (PRP It)) (VP (VBZ is) (ADJP (RB so) (JJ nice))) (. .)))')
The data structure, however, seems to be limited. Is it possible to get a node by it's string value and then navigate to top or bottom?
For example suppose you want to get the node with string value 'nice' and then see what's its parent, children, etc. Is it achievable via nltk's Tree?
For NLTK 3.0, you want to use the ParentedTree subclass.
http://www.nltk.org/api/nltk.html#nltk.tree.ParentedTree
Using the sample tree you've given, create a ParentedTree and search for the node you want:
from nltk.tree import ParentedTree
ptree = ParentedTree.fromstring('(ROOT (S (NP (PRP It))
(VP (VBZ is) (ADJP (RB so) (JJ nice))) (. .)))')
leaf_values = ptree.leaves()
if 'nice' in leaf_values:
leaf_index = leaf_values.index('nice')
tree_location = ptree.leaf_treeposition(leaf_index)
print tree_location
print ptree[tree_location]
You can iterate through the tree directly to get the child subtrees. The parent() method is used to find the parent tree for the given subtree.
Here's an example using a deeper tree for child and parent:
from nltk.tree import ParentedTree
ptree = ParentedTree.fromstring('(ROOT (S (NP (JJ Congressional)
(NNS representatives)) (VP (VBP are) (VP (VBN motivated)
(PP (IN by) (NP (NP (ADJ shiny) (NNS money))))))) (. .))')
def traverse(t):
try:
t.label()
except AttributeError:
return
else:
if t.height() == 2: #child nodes
print t.parent()
return
for child in t:
traverse(child)
traverse(ptree)
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