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Spacy Transformers PTBR

Pipeline Transformers para Processamento de Linguagem Natural em Português usando Spacy.

Pipeline Transformers para Processamento de Linguagem Natural em Português usando Spacy

O objetivo deste projeto é fornecer uma pipeline avançada para o processamento de linguagem natural em português usando a biblioteca SpaCy, aproveitando o poder do modelo BERT neuralmind/bert-base-portuguese-cased para melhorar a precisão e eficiência das tarefas de NLP.

Descrição do Projeto

O projeto "Portuguese transformer pipeline" é uma pipeline completa desenvolvida para a língua portuguesa, que se beneficia do modelo BERT. Essa pipeline inclui vários componentes importantes, como: transformer, morphologizer, parser, ner, attribute_ruler, e um lemmatizer treinável.

Especificações Técnicas

FeatureDescription
Namept_core_news_trf
Version3.4.0
spaCy>=3.4.3,<3.5.0
Default Pipelinetransformer, ner, tagger, morphologizer, trainable_lemmatizer, parser
Componentstransformer, ner, tagger, morphologizer, trainable_lemmatizer, parser
Vectors0 keys, 0 unique vectors (0 dimensions)
SourcesUD Portuguese Bosque v2.8 (Rademaker, Alexandre; Freitas, Cláudia; de Souza, Elvis; Silveira, Aline; Cavalcanti, Tatiana; Evelyn, Wograine; Rocha, Luisa; Soares-Bastos, Isabela; Bick, Eckhard; Chalub, Fabricio; Paulino-Passos, Guilherme; Real, Livy; de Paiva, Valeria; Zeman, Daniel; Popel, Martin; Mareček, David; Silveira, Natalia; Martins, André)
WikiNER (Joel Nothman, Nicky Ringland, Will Radford, Tara Murphy, James R Curran)
LicenseCC BY-SA 4.0
AuthorMaicon Domingues

Esquema de rótulos

Ver esquema de rótulos (742 rótulos para 4 componentes)
ComponentLabels
nerLOC, MISC, ORG, PER
taggerADJ, ADJ_ADJ, ADJ_NOUN, ADP, ADP_ADV, ADP_DET, ADP_NUM, ADP_PRON, ADP_PROPN, ADV, ADV_PRON, AUX, AUX_PRON, CCONJ, CCONJ_PRON, DET, INTJ, NOUN, NUM, PART, PART_NOUN, PART_NUM, PRON, PROPN, PROPN_PROPN, PUNCT, SCONJ, SCONJ_DET, SCONJ_PRON, SYM, VERB, VERB_PRON, VERB_PRON_PRON, VERB_SCONJ, X
morphologizerGender=Masc|Number=Sing|POS=PROPN, Definite=Def|Gender=Masc|Number=Sing|POS=ADP|PronType=Art, Gender=Masc|Number=Sing|POS=NOUN, Gender=Fem|Number=Sing|POS=PROPN, ExtPos=PROPN|Gender=Fem|Number=Sing|POS=PROPN, Number=Sing|POS=PROPN, Gender=Fem|Number=Sing|POS=VERB|VerbForm=Part, POS=ADV, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Gender=Masc|Number=Sing|POS=ADJ|Typo=Yes, POS=PUNCT, POS=VERB|VerbForm=Ger, Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Gender=Fem|Number=Sing|POS=NOUN, Gender=Fem|Number=Sing|POS=ADJ, Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art, NumType=Card|POS=NUM, POS=SYM, Definite=Def|Gender=Masc|Number=Plur|POS=ADP|PronType=Art, Gender=Masc|Number=Plur|POS=NOUN, Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art, ExtPos=PROPN|Gender=Masc|Number=Sing|POS=PROPN, Gender=Masc|Number=Sing|POS=DET|PronType=Ind, Gender=Masc|Number=Sing|POS=ADP|PronType=Dem, Gender=Masc|Number=Sing|POS=PRON|PronType=Rel, Definite=Def|Gender=Fem|Number=Sing|POS=ADP|PronType=Art, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, POS=CCONJ, Mood=Ind|Number=Plur|POS=VERB|Person=3|VerbForm=Fin, POS=SCONJ, Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, POS=VERB|VerbForm=Inf, Case=Nom|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Acc|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, POS=ADV|Polarity=Neg, Gender=Masc|Number=Sing|POS=PRON|PronType=Dem, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Gender=Fem|Number=Plur|POS=PRON|PronType=Ind, Definite=Def|Gender=Fem|Number=Plur|POS=ADP|PronType=Art, Gender=Fem|Number=Plur|POS=NOUN, Gender=Masc|Number=Sing|POS=ADJ, POS=ADP, Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art, Gender=Masc|NumType=Ord|Number=Sing|POS=ADJ, POS=AUX|VerbForm=Inf, Gender=Fem|Number=Sing|POS=VERB|VerbForm=Part|Voice=Pass, Gender=Masc|Number=Plur|POS=ADJ, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, ExtPos=CCONJ|POS=ADV, Gender=Masc|Number=Plur|POS=DET|PronType=Ind, POS=AUX|VerbForm=Ger, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin, Gender=Fem|Number=Plur|POS=ADJ, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin, Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art, Gender=Masc|Number=Plur|POS=VERB|VerbForm=Part, Mood=Sub|Number=Sing|POS=VERB|Tense=Pres|VerbForm=Fin, Mood=Cnd|Number=Sing|POS=VERB|Person=3|VerbForm=Fin, POS=VERB|VerbForm=Part, Number=Sing|POS=VERB|Person=3|VerbForm=Inf, ExtPos=NOUN|Gender=Fem|Number=Sing|POS=NOUN, Gender=Masc|Number=Sing|POS=VERB|VerbForm=Part|Voice=Pass, Gender=Masc|Number=Sing|POS=DET|PronType=Dem, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, Mood=Cnd|Number=Sing|POS=AUX|Person=3|VerbForm=Fin, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, ExtPos=ADP|POS=ADV, Gender=Fem|Number=Plur|POS=DET|PronType=Dem, ExtPos=AUX|Mood=Ind|Number=Plur|POS=VERB|Person=3|VerbForm=Fin, Gender=Fem|Number=Plur|POS=PRON|PronType=Dem, Gender=Fem|Number=Plur|POS=PRON|PronType=Rel, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, Gender=Fem|Number=Plur|POS=VERB|VerbForm=Part, ExtPos=CCONJ|POS=CCONJ, Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Number=Sing|POS=PRON|PronType=Rel, Gender=Masc|Number=Sing|POS=PRON|PronType=Ind, Gender=Fem|Number=Sing|POS=DET|PronType=Prs, Case=Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Gender=Masc|Number=Sing|POS=PRON|PronType=Int, Gender=Masc|Number=Plur|POS=DET|PronType=Tot, Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs, Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, Mood=Cnd|Number=Sing|POS=VERB|Person=1|VerbForm=Fin, Gender=Fem|Number=Plur|POS=DET|PronType=Prs, Mood=Cnd|Number=Plur|POS=VERB|Person=3|VerbForm=Fin, Gender=Fem|Number=Plur|POS=DET|PronType=Tot, Gender=Fem|Number=Plur|POS=DET|PronType=Ind, POS=AUX|VerbForm=Part, Number=Plur|POS=AUX|Person=3|VerbForm=Inf, Gender=Fem|Number=Plur|POS=VERB|VerbForm=Part|Voice=Pass, Gender=Fem|Number=Sing|POS=PRON|PronType=Rel, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, ExtPos=INTJ|POS=AUX, Number=Sing|POS=DET|PronType=Art, NumType=Card|Number=Sing|POS=NUM, ExtPos=PROPN|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Number=Plur|POS=VERB|Person=3|VerbForm=Inf, Gender=Fem|Number=Sing|POS=NOUN|Typo=Yes, ExtPos=SCONJ|Gender=Masc|Number=Sing|POS=ADP|PronType=Dem, Case=Acc|POS=PRON|PronType=Prs, Gender=Masc|Number=Plur|POS=DET|PronType=Prs, Gender=Masc|Number=Sing|POS=DET|PronType=Prs, Gender=Masc|Number=Plur|POS=PRON|PronType=Rel, Gender=Masc|Number=Sing|POS=VERB|VerbForm=Part, Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ, Number=Plur|POS=PROPN, Gender=Masc|Number=Plur|POS=PROPN, Mood=Ind|Number=Plur|POS=AUX|Person=3|VerbForm=Fin, Gender=Masc|Number=Plur|POS=VERB|VerbForm=Part|Voice=Pass, Gender=Fem|Number=Sing|POS=DET|PronType=Dem, Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Gender=Fem|Number=Sing|POS=DET|PronType=Tot, Gender=Fem|Number=Sing|POS=DET|PronType=Ind, Gender=Fem|Number=Sing|POS=ADP|PronType=Dem, ExtPos=SCONJ|POS=ADV, Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, ExtPos=PROPN|Number=Sing|POS=PROPN, Gender=Masc|NumType=Ord|Number=Plur|POS=ADJ, Abbr=Yes|Gender=Fem|Number=Sing|POS=NOUN, Abbr=Yes|Gender=Masc|Number=Sing|POS=NOUN, Gender=Fem|Number=Plur|POS=ADP|PronType=Dem, Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, Definite=Def|Gender=Fem|Number=Sing|POS=SCONJ|PronType=Art, Number=Sing|POS=AUX|Person=3|VerbForm=Inf, Case=Nom|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, Mood=Cnd|Number=Plur|POS=AUX|Person=3|VerbForm=Fin, Definite=Def|Gender=Masc|Number=Sing|POS=SCONJ|PronType=Art, Gender=Masc|Number=Sing|POS=DET|PronType=Tot, Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, Case=Acc|Gender=Masc|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf, Definite=Def|Gender=Masc|Number=Sing|POS=PRON|PronType=Art, ExtPos=AUX|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Case=Dat|POS=PRON|PronType=Prs, Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art|Typo=Yes, Case=Acc|Gender=Masc|Number=Sing|POS=PRON|PronType=Prs, Case=Nom|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs, Gender=Masc|Number=Plur|POS=NOUN|Typo=Yes, Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, Case=Acc|Gender=Fem|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Case=Acc|Gender=Masc|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger, Case=Dat|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Definite=Def|Gender=Masc|Number=Plur|POS=PRON|PronType=Art, Gender=Fem|Number=Sing|POS=PRON|PronType=Ind, Gender=Fem|NumType=Ord|Number=Plur|POS=ADJ, Definite=Def|ExtPos=ADV|Gender=Fem|Number=Plur|POS=ADP|PronType=Art, Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=1|PronType=Prs, Case=Acc|Gender=Fem|Number=Sing|POS=AUX|Person=3|PronType=Prs|VerbForm=Inf, ExtPos=PROPN|Gender=Fem|Number=Sing|POS=NOUN, ExtPos=CCONJ|POS=VERB|VerbForm=Ger, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Case=Acc|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs, ExtPos=ADV|POS=ADP, ExtPos=AUX|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Case=Dat|Mood=Ind|Number=Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Past|VerbForm=Fin, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Past|VerbForm=Fin, Abbr=Yes|ExtPos=PROPN|Gender=Fem|Number=Sing|POS=PROPN, Gender=Masc|Number=Sing|POS=DET|PronType=Neg, Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Acc|Gender=Masc|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger, ExtPos=SCONJ|POS=SCONJ, Gender=Masc|Number=Sing|POS=VERB|VerbForm=Inf, Case=Acc|Number=Sing|POS=PRON|Person=1|PronType=Prs, Gender=Masc|Number=Plur|POS=PRON|PronType=Ind, Definite=Ind|Gender=Fem|Number=Sing|POS=ADP|PronType=Art, Case=Dat|Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin, Case=Acc|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin|Voice=Pass, Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art|Typo=Yes, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pqp|VerbForm=Fin, Degree=Abs|Gender=Masc|Number=Sing|POS=ADJ, ExtPos=NOUN|Gender=Masc|Number=Sing|POS=NOUN, Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Gender=Fem|Number=Sing|POS=DET|PronType=Neg, ExtPos=PROPN|Gender=Fem|Number=Plur|POS=PROPN, Gender=Fem|Number=Plur|POS=PROPN, Gender=Fem|Number=Sing|POS=PRON|PronType=Dem, Gender=Fem|Number=Plur|POS=PRON|PronType=Int, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Past|VerbForm=Fin, Number=Sing|POS=PRON|PronType=Int, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Past|VerbForm=Fin, ExtPos=SCONJ|POS=ADP, Definite=Ind|Gender=Masc|Number=Sing|POS=ADP|PronType=Art, ExtPos=PROPN|Gender=Fem|Number=Sing|POS=PROPN|PronType=Art, Mood=Ind|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, ExtPos=NOUN|POS=ADP, Gender=Masc|NumType=Mult|Number=Sing|POS=NUM, ExtPos=ADV|POS=ADV, Gender=Masc|Number=Sing|POS=DET|PronType=Emp, Gender=Fem|Number=Sing|POS=DET|PronType=Int, Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin, ExtPos=NOUN|Gender=Masc|Number=Sing|POS=ADJ, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin, Case=Acc|Gender=Masc|POS=PRON|PronType=Prs, Gender=Fem|Number=Sing|POS=DET|PronType=Rel, ExtPos=NOUN|POS=X, POS=X, ExtPos=NOUN|Gender=Masc|Number=Plur|POS=NOUN, Gender=Masc|Number=Plur|POS=PRON|PronType=Dem, Gender=Masc|Number=Plur|POS=ADP|PronType=Dem, Definite=Def|Gender=Masc|Number=Plur|POS=PRON|PronType=Dem, ExtPos=AUX|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin, Gender=Masc|Number=Plur|POS=DET|PronType=Dem, Gender=Fem|Number=Sing|POS=DET|PronType=Emp, Gender=Masc|Number=Sing|POS=DET, ExtPos=ADP|POS=ADP, POS=NOUN, Gender=Masc|NumType=Ord|Number=Sing|POS=NOUN, Case=Acc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Gender=Masc|Number=Sing|POS=ADP|PronType=Art, ExtPos=AUX|Mood=Cnd|Number=Sing|POS=VERB|Person=3|VerbForm=Fin, Gender=Fem|Number=Plur|POS=ADP|PronType=Art, Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin, Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Plur|POS=DET|PronType=Art, Case=Acc|Gender=Masc|Number=Sing|POS=VERB|Person=3|PronType=Prs|Typo=Yes|VerbForm=Inf, Gender=Masc|Number=Plur|POS=PRON|PronType=Tot, Case=Nom|Gender=Masc|Number=Plur|POS=PRON|Person=1|PronType=Prs, Gender=Masc|Number=Plur|POS=PRON|Person=1|PronType=Prs, Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Pqp|VerbForm=Fin, Case=Acc|Gender=Fem|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Pqp|VerbForm=Fin, Gender=Masc|Number=Sing|POS=DET|PronType=Art, Gender=Masc|Number=Sing|POS=ADV|PronType=Ind, POS=ADV|Typo=Yes, Abbr=Yes|Gender=Masc|Number=Sing|POS=ADJ, Gender=Masc|Number=Sing|POS=SCONJ|PronType=Dem, Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Past|VerbForm=Fin, Mood=Sub|Number=Sing|POS=AUX|Tense=Imp|VerbForm=Fin, Case=Dat|Gender=Masc|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf, POS=PRON|PronType=Rel, ExtPos=ADV|Gender=Masc|Number=Sing|POS=ADJ, Case=Acc|Gender=Fem|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin, Case=Acc|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs, Mood=Sub|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin, Gender=Fem|Number=Sing|POS=ADP|PronType=Art, Mood=Ind|Number=Sing|POS=VERB|Tense=Imp|VerbForm=Fin, Case=Dat|Gender=Masc|Number=Sing|POS=PRON|Person=1|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pqp|VerbForm=Fin, Definite=Def|ExtPos=CCONJ|Gender=Masc|Number=Sing|POS=ADP|PronType=Art, Definite=Def|ExtPos=SCONJ|Gender=Masc|Number=Sing|POS=ADP|PronType=Art, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=1|PronType=Prs, ExtPos=AUX|Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Past|VerbForm=Fin, Gender=Masc|Number=Plur|POS=ADJ|Voice=Pass, Number=Sing|POS=ADJ, ExtPos=ADV|Gender=Masc|Number=Plur|POS=ADP|PronType=Art, Gender=Fem|Number=Sing|POS=DET, Case=Acc|Mood=Sub|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin, Mood=Imp|Number=Sing|POS=AUX|Person=2|VerbForm=Fin, Case=Nom|Gender=Fem|Number=Sing|POS=PRON|Person=1|PronType=Prs, POS=INTJ, Number=Sing|POS=NOUN, Case=Nom|Number=Sing|POS=PRON|Person=3|PronType=Prs, Degree=Cmp|Gender=Masc|Number=Sing|POS=ADJ, Case=Nom|Gender=Masc|Number=Sing|POS=PRON|Person=1|PronType=Prs, ExtPos=ADV|Gender=Masc|Number=Sing|POS=PRON|PronType=Dem, Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Mood=Ind|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, ExtPos=PROPN|Gender=Masc|Number=Sing|POS=NOUN, Gender=Fem|Number=Sing|POS=DET|PronType=Art, Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs, ExtPos=AUX|Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin, Degree=Cmp|POS=ADV, Case=Acc|Gender=Fem|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf, Gender=Masc|Number=Sing|POS=AUX|VerbForm=Part, Case=Acc|Number=Plur|POS=PRON|Person=1|PronType=Prs, Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin, Case=Acc|Gender=Masc|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf, Gender=Masc|Number=Sing|POS=DET|PronType=Rel, Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Acc|Gender=Fem|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf, Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, Case=Dat|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs, ExtPos=CCONJ|POS=ADP, Definite=Def|Gender=Masc|Number=Sing|POS=PRON|PronType=Rel, ExtPos=PROPN|Gender=Masc|Number=Sing|POS=PROPN|PronType=Art, Mood=Cnd|Number=Sing|POS=VERB|Person=3|VerbForm=Fin|Voice=Pass, POS=DET|PronType=Ind, Case=Acc|Number=Sing|POS=VERB|Person=1|PronType=Prs|VerbForm=Inf, ExtPos=NOUN|Gender=Masc|Number=Sing|POS=X, Case=Acc|POS=VERB|PronType=Prs|VerbForm=Inf, POS=SCONJ|VerbForm=Ger, Abbr=Yes|Gender=Masc|Number=Plur|POS=NOUN, Gender=Masc|NumType=Card|Number=Plur|POS=NUM, Gender=Masc|Number=Plur|POS=PRON|PronType=Prs, Gender=Fem|Number=Sing|POS=PRON|PronType=Neg, ExtPos=PROPN|Gender=Masc|Number=Sing|POS=NUM, Number=Sing|POS=NUM, Gender=Masc|Number=Plur|POS=ADJ|Typo=Yes, Mood=Cnd|Number=Sing|POS=VERB|VerbForm=Fin, Gender=Masc|Number=Plur|POS=DET, ExtPos=PROPN|Gender=Masc|Number=Plur|POS=PROPN, ExtPos=AUX|POS=VERB|VerbForm=Inf, Definite=Def|Gender=Fem|Number=Sing|POS=PRON|PronType=Dem, Gender=Masc|Number=Plur|POS=PRON|PronType=Int, ExtPos=ADJ|POS=X, Gender=Fem|Number=Sing|POS=X, Abbr=Yes|Gender=Masc|Number=Sing|POS=PROPN, Gender=Masc|Number=Sing|POS=PRON, Number=Sing|POS=ADP, Definite=Def|Gender=Fem|Number=Plur|POS=ADP|PronType=Art|Typo=Yes, Gender=Fem|Number=Sing|POS=PRON|PronType=Rel|Typo=Yes, Case=Dat|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, Mood=Sub|Number=Sing|POS=VERB|Tense=Fut|VerbForm=Fin, Case=Acc|Gender=Masc|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, ExtPos=AUX|Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, ExtPos=AUX|Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Abbr=Yes|Gender=Fem|Number=Sing|POS=PROPN, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, Definite=Def|Gender=Masc|Number=Sing|POS=PRON|PronType=Dem, Case=Acc|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger, Case=Acc|Gender=Fem|POS=PRON|PronType=Prs, Definite=Def|Gender=Masc|Number=Plur|POS=ADP|PronType=Art|Typo=Yes, ExtPos=AUX|Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin, Definite=Def|Gender=Masc|Number=Plur|POS=SCONJ|PronType=Art, Case=Dat|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Pres|VerbForm=Fin, Case=Dat|Number=Sing|POS=PRON|Person=1|PronType=Prs, Definite=Def|Gender=Fem|Number=Sing|POS=ADP|PronType=Art|Typo=Yes, ExtPos=AUX|Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art|Typo=Yes, NumType=Ord|POS=ADJ, Gender=Masc|POS=NOUN, Gender=Fem|Number=Plur|POS=DET|PronType=Int, ExtPos=NOUN|Gender=Masc|Number=Sing|POS=PROPN, ExtPos=PROPN|Gender=Masc|POS=PROPN, Gender=Masc|POS=PROPN, Gender=Fem|Number=Plur|POS=DET, ExtPos=ADJ|POS=ADP, ExtPos=ADJ|POS=ADV, Gender=Masc|Number=Plur|POS=PRON, Case=Acc|Gender=Fem|Mood=Ind|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin, Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art|Typo=Yes, ExtPos=ADP|Gender=Masc|Number=Sing|POS=ADP|PronType=Dem, Gender=Masc|Number=Sing|POS=SCONJ|PronType=Rel, Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, ExtPos=AUX|Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Past|VerbForm=Fin, Case=Nom|Number=Plur|POS=PRON|Person=1|PronType=Prs, ExtPos=NOUN|POS=ADV, Gender=Fem|Number=Sing|POS=ADJ|Typo=Yes, Gender=Masc|Number=Sing|POS=DET|PronType=Int, ExtPos=NOUN|Gender=Fem|Number=Plur|POS=NOUN, ExtPos=CCONJ|Gender=Masc|Number=Sing|POS=PRON|PronType=Dem, Gender=Fem|Number=Sing|POS=PRON|PronType=Int, Gender=Masc|Number=Sing|POS=PRON|PronType=Prs, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin, Number=Plur|POS=AUX|Person=1|VerbForm=Inf, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, ExtPos=ADV|POS=X, Gender=Masc|Number=Sing|POS=X, POS=NUM, ExtPos=NOUN|NumType=Ord|POS=NUM, Number=Sing|POS=PRON|Person=1|PronType=Prs, Case=Dat|Gender=Fem|Number=Sing|POS=PRON|Person=1|PronType=Prs, Gender=Fem|Number=Sing|POS=PRON|Person=1|PronType=Prs, Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Case=Acc|Gender=Fem|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger, Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Case=Nom|Number=Plur|POS=PRON|Person=2|PronType=Prs, ExtPos=AUX|POS=VERB|VerbForm=Ger, ExtPos=AUX|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Case=Acc|POS=VERB|PronType=Prs|VerbForm=Ger, Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs, Number=Plur|POS=PRON|Person=1|PronType=Prs, Gender=Masc|Number=Plur|POS=DET|PronType=Emp, Number=Plur|POS=VERB|Person=1|VerbForm=Inf, Gender=Masc|Number=Sing|POS=PRON|PronType=Neg, Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin|Voice=Pass, Case=Acc|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf, Gender=Masc|Number=Plur|POS=ADP|PronType=Art, Gender=Masc|Number=Sing|POS=PRON|PronType=Tot, Gender=Masc|Number=Plur|POS=DET|PronType=Int, Case=Acc|Gender=Fem|Mood=Ind|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Fin, Gender=Fem|Number=Plur|POS=DET|PronType=Rel, Gender=Fem|Number=Plur|POS=DET|PronType=Art, Case=Acc|Gender=Fem|Mood=Ind|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin, ExtPos=NOUN|NumType=Card|POS=PART, ExtPos=NUM|Gender=Masc|NumType=Frac|Number=Sing|POS=NUM, Gender=Masc|NumType=Card|Number=Sing|POS=NUM, Number=Plur|POS=NOUN, Case=Acc|Gender=Masc|Mood=Ind|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, Definite=Ind|ExtPos=SCONJ|Gender=Fem|Number=Sing|POS=DET|PronType=Art, ExtPos=NOUN|Gender=Fem|Number=Sing|POS=PROPN, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin, Mood=Cnd|Number=Sing|POS=AUX|Person=1|VerbForm=Fin, Case=Acc|Gender=Masc|Number=Plur,Sing|POS=VERB|Person=1,3|PronType=Prs|VerbForm=Inf, Gender=Masc|Number=Plur|POS=DET|Poss=Yes|PronType=Prs, Number=Sing|POS=CCONJ, Case=Dat|Number=Sing|POS=PRON|Person=3|PronType=Prs, Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin, Definite=Def|ExtPos=PROPN|Gender=Masc|Number=Sing|POS=ADP|PronType=Art, Definite=Def|ExtPos=PROPN|Gender=Fem|Number=Sing|POS=ADP|PronType=Art, Degree=Cmp|Gender=Fem|Number=Sing|POS=ADJ, Abbr=Yes|Gender=Fem|Number=Plur|POS=NOUN, NumType=Card|POS=ADP, ExtPos=AUX|Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Definite=Def|ExtPos=ADV|Gender=Fem|Number=Sing|POS=ADP|PronType=Art, Case=Dat|Gender=Masc|Number=Plur|POS=PRON|Person=1|PronType=Prs, Gender=Fem|Number=Sing|POS=PRON|PronType=Tot, Gender=Fem|Number=Plur|POS=PRON|PronType=Tot, Gender=Masc|Number=Sing|POS=PROPN|Typo=Yes, Gender=Masc|Number=Sing|POS=ADP|PronType=Rel, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pqp|VerbForm=Fin, Abbr=Yes|ExtPos=PROPN|Gender=Masc|Number=Sing|POS=PROPN, NumType=Ord|POS=NUM, Case=Acc|Gender=Fem|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger, ExtPos=AUX|Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Case=Acc|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin, Case=Acc|Mood=Ind|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin, Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Nom|Gender=Masc|Number=Sing|POS=SCONJ|Person=3|PronType=Prs, ExtPos=PROPN|POS=X, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin, ExtPos=NOUN|POS=NOUN, Number=Sing|POS=PRON|PronType=Tot, Number=Sing|POS=DET|PronType=Rel, Case=Dat|Gender=Fem|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin, Definite=Def|Gender=Fem|Number=Plur|POS=PRON|PronType=Art, POS=PRON|PronType=Int, Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Past|VerbForm=Fin, Gender=Fem|Number=Plur|POS=ADJ|Typo=Yes, Case=Dat|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger, Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Case=Acc|Gender=Masc|Mood=Ind|Number=Plur|POS=VERB|Person=1|PronType=Prs|Tense=Pres|VerbForm=Fin, Case=Acc|Gender=Masc|Mood=Sub|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, ExtPos=AUX|Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, ExtPos=AUX|POS=VERB|VerbForm=Part, ExtPos=AUX|Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, ExtPos=AUX|Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, ExtPos=ADP|Gender=Masc|Number=Plur|POS=DET|PronType=Dem, Number=Plur|POS=ADJ, Definite=Def|POS=ADP|PronType=Art, Number=Sing|POS=PRON|PronType=Ind, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, ExtPos=NOUN|Gender=Masc|NumType=Frac|Number=Sing|POS=NUM, Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|POS=PRON|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, Definite=Def|POS=SCONJ|PronType=Art, Case=Acc|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin, Gender=Masc|POS=PRON|PronType=Ind, ExtPos=AUX|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pqp|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pqp|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin, Case=Dat|Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, Case=Acc|Gender=Fem|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, Case=Acc|Gender=Masc|POS=VERB|PronType=Prs|VerbForm=Inf, Case=Acc|Gender=Fem|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Fut|VerbForm=Fin, Gender=Masc|Number=Plur|POS=NOUN|Voice=Pass, Gender=Fem|Number=Plur|POS=PRON|Person=1|PronType=Prs, Case=Acc|Gender=Masc|Mood=Ind|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin, ExtPos=AUX|Mood=Cnd|Number=Plur|POS=VERB|Person=3|VerbForm=Fin, Case=Acc|Gender=Fem|Mood=Ind|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin, Case=Acc|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Fut|VerbForm=Fin, ExtPos=AUX|Number=Sing|POS=VERB|Person=3|VerbForm=Inf, Gender=Masc|Number=Sing|POS=PART, Number=Plur|POS=DET|PronType=Ind, Case=Acc|Mood=Ind|Number=Sing|POS=AUX|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, Case=Dat|Gender=Masc|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf, Gender=Masc|Number=Sing|POS=ADV, Case=Dat|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin, Gender=Fem|Number=Plur|POS=NOUN|Typo=Yes, Case=Dat|Gender=Masc|Number=Sing|POS=AUX|Person=3|PronType=Prs|VerbForm=Ger, NumType=Card|POS=DET, Case=Dat|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Past|VerbForm=Fin, Case=Acc|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Pres|VerbForm=Fin, Case=Acc|Mood=Ind|Number=Sing|POS=VERB|Person=1|PronType=Prs|Tense=Past|VerbForm=Fin, Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=2|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Case=Acc|Mood=Ind|Number=Plur|POS=VERB|Person=1|PronType=Prs|Tense=Pres|VerbForm=Fin, Case=Acc|Gender=Fem|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin, ExtPos=AUX|Number=Plur|POS=VERB|Person=3|VerbForm=Inf, Case=Dat|Gender=Masc|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin, POS=PRON|PronType=Prs, ExtPos=PROPN|Gender=Masc|Number=Plur|POS=NOUN, Case=Dat|Gender=Fem|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf, Case=Dat|Gender=Masc|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin, Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Past|VerbForm=Fin, Case=Dat|Gender=Masc|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Past|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Tense=Imp|VerbForm=Fin, ExtPos=ADV|Gender=Masc|Number=Sing|POS=ADP|PronType=Dem, POS=VERB|VerbForm=Inf|Voice=Pass, Case=Acc|Mood=Ind|Number=Plur|POS=VERB|Person=1|PronType=Prs|Tense=Past|VerbForm=Fin, ExtPos=AUX|Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, POS=PRON|Person=3|PronType=Prs|Reflex=Yes, Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Inf, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, Gender=Masc|Number=Sing|POS=PRON|Person=1|PronType=Prs, Number=Sing|POS=PROPN|PronType=Art, Case=Dat|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf, Case=Acc|Gender=Masc|Mood=Ind|Number=Plur|POS=AUX|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin, Case=Acc|Gender=Masc|Number=Sing|POS=VERB|Person=1|PronType=Prs|VerbForm=Inf, Gender=Fem|Number=Sing|POS=ADJ|PronType=Dem, Case=Acc|Gender=Masc|Mood=Ind|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin, Case=Acc|Gender=Masc|Number=Plur|POS=PRON|Person=1|PronType=Prs, Number=Plur|POS=AUX|Person=1|Tense=Past, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin|Voice=Pass, Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Dem, POS=PRON|PronType=Dem, Case=Acc|Gender=Masc|Number=Sing|POS=ADV|Person=3|PronType=Prs, POS=PRON|PronType=Ind, Case=Acc|Gender=Masc|Mood=Ind|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Fut|VerbForm=Fin, ExtPos=AUX|Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, ExtPos=SCONJ|Gender=Masc|Number=Sing|POS=VERB|VerbForm=Part, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|Typo=Yes|VerbForm=Fin, Case=Acc|Gender=Fem|Mood=Ind|Number=Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Past|VerbForm=Fin, ExtPos=NOUN|Gender=Masc|Number=Plur|POS=PROPN, Case=Dat|Mood=Ind|Number=Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|POS=ADV|Typo=Yes, Gender=Masc|Number=Plur|POS=DET|PronType=Rel, Gender=Masc|Number=Sing|POS=SCONJ, Definite=Def|Gender=Fem|Number=Plur|POS=PRON|PronType=Dem, Case=Dat|Number=Plur|POS=PRON|Person=1|PronType=Prs, Case=Acc|Mood=Ind|Number=Sing|POS=AUX|Person=1|PronType=Prs|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin|Voice=Pass, ExtPos=ADP|Gender=Fem|Number=Plur|POS=DET|PronType=Dem, ExtPos=CCONJ|Gender=Masc|Number=Sing|POS=ADP|PronType=Dem, Definite=Def|POS=DET|PronType=Art, Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin, ExtPos=ADV|Gender=Masc|Number=Sing|POS=ADP, ExtPos=AUX|Gender=Masc|Number=Sing|POS=VERB|VerbForm=Part, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pqp|VerbForm=Fin, Case=Acc,Dat|Gender=Fem|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, Case=Dat|Gender=Fem|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin, Case=Acc|Gender=Fem|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin, Case=Dat|Gender=Fem|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, POS=DET, Gender=Fem|Number=Plur|POS=DET|PronType=Emp, Definite=Def|Gender=Fem|Number=Sing|POS=PRON|PronType=Art, Case=Acc|Gender=Masc|Mood=Sub|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=1|PronType=Prs|Tense=Pres|VerbForm=Fin, Degree=Cmp|POS=ADJ, Gender=Fem|Number=Plur|POS=ADP|PronType=Ind, Definite=Def|ExtPos=SCONJ|Gender=Fem|Number=Sing|POS=SCONJ|PronType=Art, Gender=Masc|Number=Sing|POS=NOUN|Typo=Yes, ExtPos=PROPN|POS=ADV, Case=Acc|Mood=Ind|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, ExtPos=PROPN|Gender=Fem|Number=Plur|POS=NOUN, Number=Sing|POS=VERB|Person=3|VerbForm=Inf|Voice=Pass, Case=Acc|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Past|VerbForm=Fin, Case=Acc|Number=Plur|POS=VERB|Person=2|PronType=Prs|VerbForm=Inf, Mood=Sub|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|POS=AUX|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, NumType=Card|POS=DET|PronType=Art, Gender=Fem,Masc|Number=Sing|POS=PROPN, Gender=Fem|NumType=Card|Number=Plur|POS=NUM, POS=PRON|PronType=Neg, Gender=Fem|Number=Sing|POS=SCONJ|PronType=Dem, ExtPos=AUX|Gender=Masc|Number=Plur|POS=VERB|VerbForm=Part, ExtPos=ADJ|Gender=Fem|Number=Sing|POS=X, Gender=Fem|Number=Plur|POS=NUM, Definite=Def|Gender=Fem|Number=Plur|POS=SCONJ|PronType=Art, Case=Dat|Mood=Ind|Number=Plur|POS=VERB|Person=1|PronType=Prs|Tense=Pres|VerbForm=Fin, Gender=Masc|NumType=Sets|Number=Sing|POS=NUM, POS=ADV|PronType=Rel, Gender=Masc|NumType=Ord|Number=Plur|POS=ADJ|Typo=Yes, Foreign=Yes|POS=NOUN, Case=Dat|Gender=Fem|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger, Case=Acc|POS=AUX|PronType=Prs|VerbForm=Inf, ExtPos=INTJ|POS=ADV|Polarity=Neg, POS=AUX, Gender=Masc|Number=Plur|POS=NUM, Number=Sing|POS=DET|PronType=Ind, Number=Plur|POS=PRON|PronType=Int, Abbr=Yes|Number=Sing|POS=PROPN, Number=Sing|POS=VERB|VerbForm=Part|Voice=Pass, Gender=Fem|Number=Sing|POS=DET|Poss=Yes|PronType=Prs, Gender=Masc|Number=Plur|POS=ADP|PronType=Ind, ExtPos=AUX|Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Gender=Fem|Number=Sing|POS=PRON|PronType=Prs, Case=Acc|Gender=Fem|Mood=Ind|Number=Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Pres|VerbForm=Fin, Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art|Typo=Yes, Case=Acc|Gender=Fem|Mood=Ind|Number=Sing|POS=VERB|Person=1|PronType=Prs|Tense=Past|VerbForm=Fin, ExtPos=AUX|Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin, Definite=Ind|Gender=Fem|Number=Sing|POS=SCONJ|PronType=Art|Typo=Yes, Mood=Cnd|Number=Plur|POS=VERB|Person=3|VerbForm=Fin|Voice=Pass, ExtPos=NUM|NumType=Mult|POS=NUM, ExtPos=AUX|Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, Mood=Ind|POS=VERB|Tense=Imp|VerbForm=Fin, Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=2|PronType=Prs|Tense=Past|VerbForm=Fin, Number=Plur|POS=PRON|Person=2|PronType=Prs, NumType=Card|Number=Plur|POS=NUM, ExtPos=AUX|Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|POS=AUX|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin, Case=Acc|Mood=Sub|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin, ExtPos=NUM|NumType=Card|POS=NUM, POS=VERB, Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|POS=AUX|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin, Gender=Fem|Number=Sing|POS=SCONJ|PronType=Rel, Case=Acc|Mood=Ind|Number=Plur|POS=VERB|Person=1,3|PronType=Prs|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|POS=VERB|Typo=Yes|VerbForm=Part, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|Typo=Yes|VerbForm=Fin, Gender=Masc|Number=Sing|POS=ADV|Polarity=Neg, Case=Acc|Gender=Masc|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin, Case=Acc|Mood=Ind|Number=Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Past|VerbForm=Fin, Number=Sing|POS=VERB|Person=1|VerbForm=Inf, ExtPos=NOUN|Number=Sing|POS=PROPN, ExtPos=ADP|POS=DET, ExtPos=ADP|Gender=Fem|Number=Sing|POS=ADP|PronType=Art, Abbr=Yes|ExtPos=PROPN|Number=Sing|POS=PROPN, ExtPos=AUX|Gender=Fem|Number=Sing|POS=VERB|VerbForm=Part, ExtPos=SCONJ|Gender=Fem|Number=Sing|POS=ADV|PronType=Ind, Case=Dat|Number=Plur|POS=PRON|Person=2|PronType=Prs, Case=Acc|Number=Plur|POS=VERB|Person=1|PronType=Prs|VerbForm=Inf, Gender=Fem|Number=Plur|POS=PRON|PronType=Art, Case=Dat|Gender=Fem|Mood=Ind|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, Case=Acc|Gender=Masc|Number=Sing|POS=AUX|Person=3|PronType=Prs|VerbForm=Inf, Case=Acc|Gender=Masc|Number=Plur,Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf, ExtPos=PROPN|Number=Sing|POS=ADJ, Case=Acc|Gender=Fem|Number=Sing|POS=VERB|PronType=Prs|VerbForm=Inf, Number=Sing|POS=DET|PronType=Tot, NumType=Range|POS=NUM, Case=Dat|Mood=Ind|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, Mood=Sub|POS=VERB|Tense=Pres|VerbForm=Fin, Number=Plur|POS=PRON|PronType=Rel, ExtPos=PROPN|Gender=Masc|Number=Plur|POS=ADJ|Typo=Yes, Definite=Def|ExtPos=PROPN|Gender=Masc|Number=Plur|POS=DET|PronType=Art, Case=Dat|Gender=Masc|Mood=Cnd|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Fin, Case=Acc|Gender=Fem|Mood=Cnd|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Fin, ExtPos=AUX|Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin, Number=Sing|POS=X, ExtPos=NOUN|POS=PROPN, Gender=Masc|Number=Sing|POS=NUM, Case=Dat|Gender=Fem|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf, Case=Acc|Gender=Fem|Mood=Ind|Number=Sing|POS=AUX|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, Case=Acc|Mood=Sub|Number=Sing|POS=AUX|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Fut|VerbForm=Fin, Abbr=Yes|ExtPos=PROPN|Gender=Fem|Number=Sing|POS=NOUN, Case=Dat|Gender=Masc|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger, Case=Acc|Gender=Masc|Number=Plur|POS=VERB|Person=1|PronType=Prs|VerbForm=Inf, Case=Dat|Gender=Masc|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Pres|VerbForm=Fin, Case=Acc|Gender=Fem|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Past|VerbForm=Fin, Case=Acc|Gender=Fem|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Imp|VerbForm=Fin, Number=Sing|POS=VERB|Person=1|VerbForm=Inf|Voice=Pass, Case=Acc|Gender=Fem|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin, Gender=Masc|Number=Plur|POS=SCONJ|PronType=Dem, ExtPos=SCONJ|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, NumType=Frac|POS=NUM, Gender=Masc|Number=Sing|POS=PRON|Person=2|PronType=Prs, Case=Dat|Gender=Fem|Mood=Ind|Number=Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Pres|VerbForm=Fin, POS=ADJ, Gender=Fem|Number=Sing|POS=ADP|PronType=Ind, Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=3|VerbForm=Fin, Case=Acc|Gender=Masc|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin, ExtPos=AUX|Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Gender=Fem|Number=Sing|POS=ADV|PronType=Rel, ExtPos=NOUN|NumType=Card|POS=NUM, Gender=Fem|Number=Plur|POS=DET|PronType=Ind|Typo=Yes, Mood=Cnd|POS=VERB|VerbForm=Fin, Case=Dat|Gender=Masc|Mood=Cnd|Number=Sing|POS=VERB|Person=1,3|PronType=Prs|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin|Voice=Pass, Case=Dat|Gender=Masc|Mood=Ind|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin
parserROOT, acl, acl:relcl, advcl, advmod, amod, appos, aux, aux:pass, case, cc, ccomp, compound, conj, cop, csubj, dep, det, discourse, expl, fixed, flat, flat:foreign, flat:name, iobj, mark, nmod, nsubj, nsubj:pass, nummod, obj, obl, obl:agent, parataxis, punct, xcomp

Precisão da Pipeline

O projeto demonstrou uma performance impressionante em várias métricas. Abaixo estão os resultados alcançados em diferentes tarefas:

  • ENTS_F: 92.84
  • ENTS_P: 92.75
  • ENTS_R: 92.94
  • TAG_ACC: 97.82
  • POS_ACC: 97.81
  • MORPH_ACC: 96.11
  • LEMMA_ACC: 97.35
  • DEP_UAS: 92.84
  • DEP_LAS: 89.66
  • SENTS_P: 93.49
  • SENTS_R: 94.28
  • SENTS_F: 93.88

Esses resultados destacam a capacidade do projeto em realizar tarefas de processamento de linguagem natural com alta precisão e acurácia.

Como utilizar o pt_core_news_trf

Para utilizar a pipeline pt_core_news_trf, você pode seguir duas abordagens:

  1. Instalando a partir do pip:
!pip install https://huggingface.co/dominguesm/pt_core_news_trf/resolve/main/pt_core_news_trf-any-py3-none-any.whl
  1. Importando diretamente no seu código:
# Utilizando spacy.load().
import spacy
nlp = spacy.load("pt_core_news_trf")
 
# Importando como módulo.
import pt_core_news_trf
nlp = pt_core_news_trf.load()