#!/usr/bin/env python #encoding:utf-8 from deepdive import * import random from collections import namedtuple from commonutil import * Label = namedtuple('Label', 'entity_id, label, type') @tsv_extractor @returns(lambda entity_id = "text", label = "int", rule_id = "text", :[]) # heuristic rules for finding positive/negative examples of transaction relationship mentions def supervise( entity_id="text", entity_begin="int", entity_end="int", doc_id="text", sentence_index="int", sentence_text="text", tokens="text[]", pos_tags="text[]", ner_tags="text[]", ): # Constants label = Label(entity_id=entity_id,label=None,type=None) Bidding = frozenset(["开标"]) TIME = frozenset(["时间"]) SpecificTime = frozenset(["年","月"]) MAX_DIST = 10 TYPE_MENTION = frozenset(["org","company"]) # Common data objects if entity_begin>MAX_DIST: begin = entity_begin-MAX_DIST else: begin = 0 if len(tokens)-entity_end>MAX_DIST: end = entity_end+MAX_DIST else: end = -1 front_tokens = tokens[begin:entity_begin] end_tokens = tokens[entity_end:end] front_ner = ner_tags[begin:entity_begin] end_ner = ner_tags[end:entity_end] log(sentence_text) # Rule: Candidates that are too far apart ''' if len(intermediate_lemmas) > MAX_DIST: yield transaction._replace(label=-1, type='neg:far_apart') # Rule: Candidates that have a third company in between if 'company' in intermediate_ner_tags: yield transaction._replace(label=-1, type='neg:third_company_between') # Rule: Sentences that contain wife/husband in between # ()([ A-Za-z]+)(wife|husband)([ A-Za-z]+)() #if len(TRANSLATION.intersection(intermediate_lemmas)) > 0 and len(STOCK.intersection(intermediate_lemmas)) > 0: # yield transaction._replace(label=1, type='A购买股权B') ''' if len(TIME.intersection(front_tokens))>0: if len(Bidding.intersection(front_tokens))>0: if find_index(list(SpecificTime),"".join(tokens[entity_begin:entity_end+1]))>=0: yield label._replace(label=1,type="开标:time") else: yield label._replace(label=-1,type="pos:非具体时间") else: yield label._replace(label=-1,type="pos:no match 开标") else: yield label._replace(label=-1,type="pos:no match")