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	* Start scoring tokens
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				|  | @ -46,7 +46,7 @@ class Scorer(object): | |||
| 
 | ||||
|     @property | ||||
|     def token_acc(self): | ||||
|         return self.tokens.fscore * 100 | ||||
|         return self.tokens.precision * 100 | ||||
| 
 | ||||
|     @property | ||||
|     def uas(self): | ||||
|  | @ -85,8 +85,10 @@ class Scorer(object): | |||
|                 continue | ||||
|             gold_i = gold.cand_to_gold[token.i] | ||||
|             if gold_i is None: | ||||
|                 self.tags.fp += 1 | ||||
|                 if token.dep_.lower() not in ('p', 'punct'): | ||||
|                     self.tokens.fp += 1 | ||||
|             else: | ||||
|                 self.tokens.tp += 1 | ||||
|                 cand_tags.add((gold_i, token.tag_)) | ||||
|             if token.dep_.lower() not in ('p', 'punct') and token.orth_.strip(): | ||||
|                 gold_head = gold.cand_to_gold[token.head.i] | ||||
|  |  | |||
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