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class NamedEntityMerging: |
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""" |
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Perform several merging on the dependency tree according to the named |
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entity tags. |
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""" |
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def __init__(self, tree): |
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self.tree = tree |
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@classmethod |
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def _mergeChildParent(cls, tree): |
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""" |
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Merge all nodes n1, n2 such that: |
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* n1 is parent of n2 |
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* n1 and n2 have a same namedEntityTag |
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Don't merge if the 2 words are linked by a conjonction |
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""" |
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for child in tree.child: |
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cls._mergeChildParent(child) |
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if tree.namedEntityTag == 'undef': |
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return |
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sameTagChild = set() |
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for child in tree.child: |
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if child.namedEntityTag == tree.namedEntityTag and not child.dependency.startswith('conj'): |
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sameTagChild.add(child) |
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for child in sameTagChild: |
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tree.merge(child, True) |
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@classmethod |
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def _mergeSibling(cls, tree): |
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""" |
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Merge all nodes n1, n2 such that: |
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* n1 and n2 have a same parent |
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* n1 and n2 have a same namedEntityTag (except conj) |
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* n1 and n2 have a same dependency |
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""" |
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for child in tree.child: |
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cls._mergeSibling(child) |
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tagToNodes = {} |
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for child in tree.child: |
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if child.namedEntityTag == 'undef' or child.dependency.startswith('conj'): |
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continue |
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try: |
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tagToNodes[child.namedEntityTag+child.dependency].add(child) |
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except KeyError: |
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tagToNodes[child.namedEntityTag+child.dependency] = set([child]) |
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for sameTag in tagToNodes.values(): |
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x = sameTag.pop() |
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for other in sameTag: |
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x.merge(other, True) |
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def merge(self): |
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""" |
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Perform the different merges. |
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""" |
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self._mergeChildParent(self.tree) |
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self._mergeSibling(self.tree) |
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class PrepositionMerging: |
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""" |
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Perform several merging on the dependency tree according to the preposition |
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dependencies. |
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""" |
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prepositionSet = ['in', 'for', 'to', 'with', 'about', 'at', 'of', 'on', 'from', 'between', 'against'] |
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@staticmethod |
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def getPreposition(dep): |
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""" |
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Return the preposition associated to a prep dependency. |
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""" |
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return ' '.join(dep.split('_')[1:]) |
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def __init__(self, tree): |
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self.tree = tree |
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@classmethod |
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def _mergeNode(cls, tree): |
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""" |
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Merge x -> y into 'x y' if y is a preposition |
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""" |
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for child in tree.child: |
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cls._mergeNode(child) |
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if child.getWords() in cls.prepositionSet: |
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tree.merge(child, True) |
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@classmethod |
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def _mergeEdge(cls, tree): |
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""" |
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Replace a -prep_x-> b by 'a x' -prep-> b if a is a verb, a -prep-> b otherwise |
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Replace a -agent-> b by 'a by' -agent-> b |
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""" |
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for child in tree.child: |
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cls._mergeEdge(child) |
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if child.dependency.startswith('prep'): # prep_x or prepc_x |
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preposition = cls.getPreposition(child.dependency) # type of the prep (of, in, ...) |
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if tree.isVerb(): |
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tree.appendWord(preposition) |
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child.dependency = 'prep' |
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if child.dependency == 'agent': |
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assert tree.isVerb() |
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tree.appendWord('by') |
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def merge(self): |
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""" |
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Perform the different merges. |
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""" |
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self._mergeNode(self.tree) |
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self._mergeEdge(self.tree) |
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