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{ |
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"lang":"en", |
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"name":"core_web_md", |
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"version":"3.5.0", |
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"description":"English pipeline optimized for CPU. Components: tok2vec, tagger, parser, senter, ner, attribute_ruler, lemmatizer.", |
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"author":"Explosion", |
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"email":"contact@explosion.ai", |
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"url":"https://explosion.ai", |
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"license":"MIT", |
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"spacy_version":">=3.5.0,<3.6.0", |
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"spacy_git_version":"9e0322de1", |
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"vectors":{ |
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"width":300, |
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"vectors":20000, |
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"keys":514157, |
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"name":"en_vectors" |
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}, |
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"labels":{ |
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"tok2vec":[ |
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|
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], |
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"tagger":[ |
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"$", |
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"''", |
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",", |
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"-LRB-", |
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"-RRB-", |
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".", |
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":", |
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"ADD", |
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"AFX", |
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"CC", |
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"CD", |
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"DT", |
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"EX", |
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"FW", |
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"HYPH", |
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"IN", |
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"JJ", |
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"JJR", |
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"JJS", |
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"LS", |
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"MD", |
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"NFP", |
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"NN", |
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"NNP", |
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"NNPS", |
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"NNS", |
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"PDT", |
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"POS", |
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"PRP", |
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"PRP$", |
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"RB", |
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"RBR", |
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"RBS", |
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"RP", |
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"SYM", |
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"TO", |
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"UH", |
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"VB", |
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"VBD", |
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"VBG", |
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"VBN", |
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"VBP", |
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"VBZ", |
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"WDT", |
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"WP", |
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"WP$", |
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"WRB", |
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"XX", |
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"_SP", |
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"``" |
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], |
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"parser":[ |
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"ROOT", |
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"acl", |
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"acomp", |
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"advcl", |
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"advmod", |
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"agent", |
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"amod", |
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"appos", |
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"attr", |
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"aux", |
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"auxpass", |
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"case", |
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"cc", |
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"ccomp", |
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"compound", |
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"conj", |
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"csubj", |
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"csubjpass", |
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"dative", |
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"dep", |
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"det", |
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"dobj", |
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"expl", |
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"intj", |
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"mark", |
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"meta", |
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"neg", |
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"nmod", |
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"npadvmod", |
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"nsubj", |
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"nsubjpass", |
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"nummod", |
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"oprd", |
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"parataxis", |
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"pcomp", |
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"pobj", |
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"poss", |
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"preconj", |
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"predet", |
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"prep", |
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"prt", |
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"punct", |
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"quantmod", |
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"relcl", |
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"xcomp" |
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], |
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"attribute_ruler":[ |
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|
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], |
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"lemmatizer":[ |
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|
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], |
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"ner":[ |
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"CARDINAL", |
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"DATE", |
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"EVENT", |
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"FAC", |
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"GPE", |
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"LANGUAGE", |
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"LAW", |
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"LOC", |
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"MONEY", |
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"NORP", |
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"ORDINAL", |
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"ORG", |
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"PERCENT", |
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"PERSON", |
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"PRODUCT", |
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"QUANTITY", |
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"TIME", |
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"WORK_OF_ART" |
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] |
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}, |
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"pipeline":[ |
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"tok2vec", |
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"tagger", |
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"parser", |
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"attribute_ruler", |
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"lemmatizer", |
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"ner" |
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], |
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"components":[ |
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"tok2vec", |
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"tagger", |
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"parser", |
|
"senter", |
|
"attribute_ruler", |
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"lemmatizer", |
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"ner" |
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], |
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"disabled":[ |
|
"senter" |
|
], |
|
"performance":{ |
|
"token_acc":0.9986194413, |
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"token_p":0.9956819193, |
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"token_r":0.9957659295, |
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"token_f":0.9957239226, |
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"tag_acc":0.9732581964, |
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"sents_p":0.9220717348, |
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"sents_r":0.8937264991, |
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"sents_f":0.9076778775, |
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"dep_uas":0.9205112068, |
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"dep_las":0.9022890411, |
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"dep_las_per_type":{ |
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"prep":{ |
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"p":0.8600946728, |
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"r":0.8686776703, |
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"f":0.8643648651 |
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}, |
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"det":{ |
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"p":0.9784954995, |
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"r":0.9795726984, |
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"f":0.9790338026 |
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}, |
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"pobj":{ |
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"p":0.9627663726, |
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"r":0.9687021402, |
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"f":0.9657251356 |
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}, |
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"nsubj":{ |
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"p":0.9581267705, |
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"r":0.9483461117, |
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"f":0.9532113526 |
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}, |
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"aux":{ |
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"p":0.9809024694, |
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"r":0.9830855515, |
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"f":0.9819927971 |
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}, |
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"advmod":{ |
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"p":0.8600558423, |
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"r":0.8552078075, |
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"f":0.8576249736 |
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}, |
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"relcl":{ |
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"p":0.7668209327, |
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"r":0.7815674891, |
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"f":0.7741239892 |
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}, |
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"root":{ |
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"p":0.9203949608, |
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"r":0.8916155419, |
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"f":0.9057767055 |
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}, |
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"xcomp":{ |
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"p":0.8884574656, |
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"r":0.9034458004, |
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"f":0.8958889482 |
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}, |
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"amod":{ |
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"p":0.919493737, |
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"r":0.9131195335, |
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"f":0.9162955498 |
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}, |
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"compound":{ |
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"p":0.9178322637, |
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"r":0.9318890622, |
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"f":0.9248072512 |
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}, |
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"poss":{ |
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"p":0.9740755627, |
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"r":0.9756441224, |
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"f":0.9748592116 |
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}, |
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"ccomp":{ |
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"p":0.7796324081, |
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"r":0.8466395112, |
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"f":0.8117555165 |
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}, |
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"attr":{ |
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"p":0.9070904645, |
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"r":0.9360807401, |
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"f":0.9213576159 |
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}, |
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"case":{ |
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"p":0.980188212, |
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"r":0.9904904905, |
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"f":0.9853124222 |
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}, |
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"mark":{ |
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"p":0.9064065384, |
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"r":0.9109697933, |
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"f":0.9086824369 |
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}, |
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"intj":{ |
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"p":0.6742364918, |
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"r":0.6307692308, |
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"f":0.6517789553 |
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}, |
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"advcl":{ |
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"p":0.6793032787, |
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"r":0.6678418534, |
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"f":0.6735238095 |
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}, |
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"cc":{ |
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"p":0.8407122233, |
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"r":0.8357851932, |
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"f":0.8382414682 |
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}, |
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"neg":{ |
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"p":0.9431988042, |
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"r":0.9498243853, |
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"f":0.9465 |
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}, |
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"conj":{ |
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"p":0.7720826076, |
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"r":0.7812185297, |
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"f":0.7766237017 |
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}, |
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"nsubjpass":{ |
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"p":0.9211997966, |
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"r":0.9292307692, |
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"f":0.9251978555 |
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}, |
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"auxpass":{ |
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"p":0.9465311533, |
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"r":0.9758542141, |
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"f":0.9609690444 |
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}, |
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"dobj":{ |
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"p":0.9266134085, |
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"r":0.9427842856, |
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"f":0.9346289055 |
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}, |
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"nummod":{ |
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"p":0.9384693618, |
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"r":0.9320707071, |
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"f":0.9352590903 |
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}, |
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"npadvmod":{ |
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"p":0.7770219199, |
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"r":0.7303730018, |
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"f":0.7529756455 |
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}, |
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"prt":{ |
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"p":0.8134206219, |
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"r":0.8906810036, |
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"f":0.8502994012 |
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}, |
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"pcomp":{ |
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"p":0.8900785153, |
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"r":0.8732492997, |
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"f":0.8815835984 |
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}, |
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"expl":{ |
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"p":0.9809725159, |
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"r":0.9935760171, |
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"f":0.9872340426 |
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}, |
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"acl":{ |
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"p":0.7492762015, |
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"r":0.7059465357, |
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"f":0.7269662921 |
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}, |
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"agent":{ |
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"p":0.8900169205, |
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"r":0.9426523297, |
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"f":0.9155787641 |
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}, |
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"dative":{ |
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"p":0.8016085791, |
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"r":0.6857798165, |
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"f":0.739184178 |
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}, |
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"acomp":{ |
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"p":0.9135460009, |
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"r":0.8961451247, |
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"f":0.9047619048 |
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}, |
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"dep":{ |
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"p":0.3758389262, |
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"r":0.1818181818, |
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"f":0.2450765864 |
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}, |
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"csubj":{ |
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"p":0.7878787879, |
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"r":0.7692307692, |
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"f":0.7784431138 |
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}, |
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"quantmod":{ |
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"p":0.8629893238, |
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"r":0.7879772543, |
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"f":0.8237791932 |
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}, |
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"nmod":{ |
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"p":0.7400150716, |
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"r":0.5984156002, |
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"f":0.6617250674 |
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}, |
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"appos":{ |
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"p":0.702283105, |
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"r":0.6672451193, |
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"f":0.6843159066 |
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}, |
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"predet":{ |
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"p":0.84, |
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"r":0.9012875536, |
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"f":0.8695652174 |
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}, |
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"preconj":{ |
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"p":0.3617021277, |
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"r":0.5930232558, |
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"f":0.449339207 |
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}, |
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"oprd":{ |
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"p":0.8333333333, |
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"r":0.7462686567, |
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"f":0.7874015748 |
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}, |
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"parataxis":{ |
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"p":0.6051948052, |
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"r":0.5054229935, |
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"f":0.5508274232 |
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}, |
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"meta":{ |
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"p":0.78125, |
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"r":0.4807692308, |
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"f":0.5952380952 |
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}, |
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"csubjpass":{ |
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"p":0.5555555556, |
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"r":0.8333333333, |
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"f":0.6666666667 |
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} |
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}, |
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"ents_p":0.8494302632, |
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"ents_r":0.8549178686, |
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"ents_f":0.8521652315, |
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"ents_per_type":{ |
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"DATE":{ |
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"p":0.8584701146, |
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"r":0.88, |
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"f":0.8691017401 |
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}, |
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"GPE":{ |
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"p":0.9209341587, |
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"r":0.9129707113, |
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"f":0.916935145 |
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}, |
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"ORDINAL":{ |
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"p":0.7768595041, |
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"r":0.8757763975, |
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"f":0.8233576642 |
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}, |
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"ORG":{ |
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"p":0.8124188101, |
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"r":0.8290031813, |
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"f":0.8206272143 |
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}, |
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"QUANTITY":{ |
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"p":0.8053691275, |
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"r":0.6593406593, |
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"f":0.7250755287 |
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}, |
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"CARDINAL":{ |
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"p":0.8215281651, |
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"r":0.8757431629, |
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"f":0.8477697842 |
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}, |
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"FAC":{ |
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"p":0.425, |
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"r":0.3923076923, |
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"f":0.408 |
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}, |
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"PERSON":{ |
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"p":0.8683001531, |
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"r":0.9252610966, |
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"f":0.8958761258 |
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}, |
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"NORP":{ |
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"p":0.8922716628, |
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"r":0.9144, |
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"f":0.9032003161 |
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}, |
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"LOC":{ |
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"p":0.7168458781, |
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"r":0.6369426752, |
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"f":0.6745362563 |
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}, |
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"TIME":{ |
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"p":0.7065527066, |
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"r":0.7251461988, |
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"f":0.7157287157 |
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}, |
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"MONEY":{ |
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"p":0.9112709832, |
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"r":0.8972845336, |
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"f":0.9042236764 |
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}, |
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"WORK_OF_ART":{ |
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"p":0.4113475177, |
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"r":0.2989690722, |
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"f":0.3462686567 |
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}, |
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"EVENT":{ |
|
"p":0.6024096386, |
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"r":0.2873563218, |
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"f":0.3891050584 |
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}, |
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"LAW":{ |
|
"p":0.5737704918, |
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"r":0.546875, |
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"f":0.56 |
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}, |
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"PERCENT":{ |
|
"p":0.9020537125, |
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"r":0.8744257274, |
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"f":0.8880248834 |
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}, |
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"LANGUAGE":{ |
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"p":0.7083333333, |
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"r":0.53125, |
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"f":0.6071428571 |
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}, |
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"PRODUCT":{ |
|
"p":0.6363636364, |
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"r":0.2654028436, |
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"f":0.3745819398 |
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} |
|
}, |
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"speed":9607.0019342563 |
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}, |
|
"sources":[ |
|
{ |
|
"name":"OntoNotes 5", |
|
"url":"https://catalog.ldc.upenn.edu/LDC2013T19", |
|
"license":"commercial (licensed by Explosion)", |
|
"author":"Ralph Weischedel, Martha Palmer, Mitchell Marcus, Eduard Hovy, Sameer Pradhan, Lance Ramshaw, Nianwen Xue, Ann Taylor, Jeff Kaufman, Michelle Franchini, Mohammed El-Bachouti, Robert Belvin, Ann Houston" |
|
}, |
|
{ |
|
"name":"ClearNLP Constituent-to-Dependency Conversion", |
|
"url":"https://github.com/clir/clearnlp-guidelines/blob/master/md/components/dependency_conversion.md", |
|
"license":"Citation provided for reference, no code packaged with model", |
|
"author":"Emory University" |
|
}, |
|
{ |
|
"name":"WordNet 3.0", |
|
"url":"https://wordnet.princeton.edu/", |
|
"author":"Princeton University", |
|
"license":"WordNet 3.0 License" |
|
}, |
|
{ |
|
"name":"Explosion Vectors (OSCAR 2109 + Wikipedia + OpenSubtitles + WMT News Crawl)", |
|
"url":"https://github.com/explosion/spacy-vectors-builder", |
|
"license":"CC0", |
|
"author":"Explosion" |
|
} |
|
], |
|
"requirements":[ |
|
|
|
] |
|
} |