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Portuguese transformer pipeline (neuralmind/bert-base-portuguese-cased). Components: transformer, morphologizer, parser, ner, attribute_ruler, lemmatizer (trainable_lemmatizer).

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Portuguese Transformer (Spacy pipeline)

NOTE: For the model training process see Training

Portuguese transformer pipeline (neuralmind/bert-base-portuguese-cased). Components: transformer, morphologizer, parser, ner, attribute_ruler, lemmatizer (trainable_lemmatizer).

Feature Description
Name pt_core_news_trf
Version 3.4.0
spaCy >=3.4.3,<3.5.0
Default Pipeline transformer, ner, tagger, morphologizer, trainable_lemmatizer, parser
Components transformer, ner, tagger, morphologizer, trainable_lemmatizer, parser
Vectors 0 keys, 0 unique vectors (0 dimensions)
Sources UD 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)
License CC BY-SA 4.0
Author Maicon Domingues

Label Scheme

View label scheme (742 labels for 4 components)
Component Labels
ner LOC, MISC, ORG, PER
tagger ADJ, 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
morphologizer Gender=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
parser ROOT, 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

Accuracy

Type Score
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

Usage

!pip install https://huggingface.co/dominguesm/pt_core_news_trf/resolve/main/pt_core_news_trf-any-py3-none-any.whl

# Using spacy.load().
import spacy
nlp = spacy.load("pt_core_news_trf")

# Importing as module.
import pt_core_news_trf
nlp = pt_core_news_trf.load()

About

Portuguese transformer pipeline (neuralmind/bert-base-portuguese-cased). Components: transformer, morphologizer, parser, ner, attribute_ruler, lemmatizer (trainable_lemmatizer).

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CC0-1.0 license
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