Details: https://spacy.io/models/pt#pt_core_news_md
File checksum:
74cbd89f58e25e84e8459d7eeb74748104ed08a39e96d176f3062be117bfb6fb
Portuguese multi-task CNN trained on UD Portuguese Bosque and WikiNER. Assigns word vectors, POS tags, dependency parses and named entities. Word vectors trained using FastText CBOW on Wikipedia and OSCAR (Common Crawl).
| Feature | Description |
|---|---|
| Name | pt_core_news_md
|
| Version | 2.3.0
|
| spaCy | >=2.3.0,<2.4.0
|
| Model size | 48 MB |
| Pipeline | tagger, parser, ner
|
| Vectors | 500000 keys, 20000 unique vectors (300 dimensions) |
| Sources | UD Portuguese Bosque v2.5 (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 OSCAR (Common Crawl) Wikipedia (20200301) |
| License | CC BY-SA 4.0
|
| Author | Explosion |
Label Scheme
| Component | Labels |
|---|---|
tagger
| ADJ, ADJ__Gender=Fem|Number=Plur, ADJ__Gender=Fem|Number=Plur|NumType=Ord, ADJ__Gender=Fem|Number=Sing, ADJ__Gender=Fem|Number=Sing|NumType=Ord, ADJ__Gender=Masc, ADJ__Gender=Masc|Number=Plur, ADJ__Gender=Masc|Number=Plur|NumType=Ord, ADJ__Gender=Masc|Number=Sing, ADJ__Gender=Masc|Number=Sing|NumType=Ord, ADJ__Gender=Unsp|Number=Plur, ADJ__Gender=Unsp|Number=Sing, ADJ__NumType=Ord, ADJ__Number=Plur, ADJ__Number=Sing, ADP, ADP_ADV, ADP_ADV__Gender=Masc|Number=Sing|PronType=Art, ADP_DET__Definite=Def|Gender=Fem|Number=Plur|PronType=Art, ADP_DET__Definite=Def|Gender=Fem|Number=Sing|PronType=Art, ADP_DET__Definite=Def|Gender=Fem|PronType=Art, ADP_DET__Definite=Def|Gender=Masc|Number=Plur|PronType=Art, ADP_DET__Definite=Def|Gender=Masc|Number=Sing|PronType=Art, ADP_DET__Definite=Def|Gender=Masc|Number=Unsp|PronType=Art, ADP_DET__Definite=Def|PronType=Art, ADP_DET__Definite=Ind|Gender=Fem|Number=Sing|PronType=Art, ADP_DET__Definite=Ind|Gender=Masc|Number=Sing|PronType=Art, ADP_DET__Gender=Fem|Number=Plur|PronType=Art, ADP_DET__Gender=Fem|Number=Plur|PronType=Dem, ADP_DET__Gender=Fem|Number=Plur|PronType=Ind, ADP_DET__Gender=Fem|Number=Sing|PronType=Art, ADP_DET__Gender=Fem|Number=Sing|PronType=Dem, ADP_DET__Gender=Fem|Number=Sing|PronType=Ind, ADP_DET__Gender=Masc|Number=Plur|PronType=Art, ADP_DET__Gender=Masc|Number=Plur|PronType=Dem, ADP_DET__Gender=Masc|Number=Plur|PronType=Ind, ADP_DET__Gender=Masc|Number=Sing|PronType=Art, ADP_DET__Gender=Masc|Number=Sing|PronType=Dem, ADP_DET__Gender=Masc|Number=Sing|PronType=Ind, ADP_DET__PronType=Art, ADP_DET__PronType=Dem, ADP_NUM__NumType=Card, ADP_PRON__Case=Nom|Gender=Fem|Number=Plur|Person=3|PronType=Prs, ADP_PRON__Case=Nom|Gender=Fem|Number=Sing|Person=3|PronType=Prs, ADP_PRON__Case=Nom|Gender=Masc|Number=Plur|Person=3|PronType=Prs, ADP_PRON__Case=Nom|Gender=Masc|Number=Sing|Person=3|PronType=Prs, ADP_PRON__Definite=Def|Gender=Fem|Number=Plur|PronType=Art, ADP_PRON__Definite=Def|Gender=Fem|Number=Sing|PronType=Art, ADP_PRON__Definite=Def|Gender=Fem|Number=Sing|PronType=Dem, ADP_PRON__Definite=Def|Gender=Masc|Number=Plur|PronType=Dem, ADP_PRON__Definite=Def|Gender=Masc|Number=Sing|PronType=Art, ADP_PRON__Definite=Def|Gender=Masc|Number=Sing|PronType=Dem, ADP_PRON__Gender=Fem|Number=Plur|Person=1|PronType=Prs, ADP_PRON__Gender=Fem|Number=Plur|Person=3|PronType=Prs, ADP_PRON__Gender=Fem|Number=Plur|PronType=Dem, ADP_PRON__Gender=Fem|Number=Plur|PronType=Ind, ADP_PRON__Gender=Fem|Number=Sing|Person=1|PronType=Prs, ADP_PRON__Gender=Fem|Number=Sing|Person=3|PronType=Prs, ADP_PRON__Gender=Fem|Number=Sing|PronType=Dem, ADP_PRON__Gender=Fem|Number=Sing|PronType=Ind, ADP_PRON__Gender=Masc|Number=Plur|Person=3|PronType=Prs, ADP_PRON__Gender=Masc|Number=Plur|PronType=Dem, ADP_PRON__Gender=Masc|Number=Sing|Person=3|PronType=Prs, ADP_PRON__Gender=Masc|Number=Sing|PronType=Dem, ADP_PRON__Gender=Masc|Number=Sing|PronType=Ind, ADP_PRON__Gender=Masc|Number=Sing|PronType=Rel, ADP_PRON__Gender=Unsp|Number=Plur|Person=2|PronType=Prs, ADP_PRON__PronType=Rel, ADP_PROPN__Gender=Masc|Number=Plur, ADP_PROPN__Number=Sing, ADP__Gender=Masc|Number=Sing, ADV, ADV_PRON__Case=Acc|Gender=Masc|Number=Sing|Person=3|PronType=Prs, ADV_PROPN__Gender=Unsp|Number=Sing, ADV__Gender=Fem|Number=Sing|PronType=Ind, ADV__Gender=Fem|Number=Sing|PronType=Rel, ADV__Gender=Masc|Number=Sing, ADV__Gender=Masc|Number=Sing|Polarity=Neg, ADV__Gender=Masc|Number=Sing|PronType=Ind, ADV__Gender=Masc|Number=Sing|PronType=Int, ADV__Gender=Unsp|Number=Sing|PronType=Ind, ADV__Gender=Unsp|Number=Unsp|PronType=Int, ADV__Polarity=Neg, AUX, AUX_PRON__Case=Acc|Gender=Fem|Mood=Ind|Number=Sing|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, AUX_PRON__Case=Acc|Gender=Fem|Number=Sing|Person=3|PronType=Prs|VerbForm=Inf, AUX_PRON__Case=Acc|Gender=Fem|PronType=Prs|VerbForm=Ger, AUX_PRON__Case=Acc|Gender=Masc|Mood=Ind|Number=Plur|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin, AUX_PRON__Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin, AUX_PRON__Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin, AUX_PRON__Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, AUX_PRON__Case=Acc|Gender=Masc|Number=Sing|Person=3|PronType=Prs|VerbForm=Ger, AUX_PRON__Case=Acc|Gender=Masc|Number=Sing|Person=3|PronType=Prs|VerbForm=Inf, AUX_PRON__Case=Acc|Gender=Masc|PronType=Prs|VerbForm=Ger, AUX_PRON__Case=Acc|Gender=Unsp|Mood=Ind|Number=Sing|Person=1|PronType=Prs|Tense=Pres|VerbForm=Fin, AUX_PRON__Case=Acc|Gender=Unsp|Mood=Ind|Number=Sing|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, AUX_PRON__Case=Acc|Gender=Unsp|Mood=Sub|Number=Sing|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, AUX_PRON__Case=Acc|Gender=Unsp|PronType=Prs|VerbForm=Inf, AUX_PRON__Case=Dat|Gender=Masc|Number=Sing|Person=3|PronType=Prs|VerbForm=Ger, AUX_PRON__Case=Dat|Gender=Unsp|Mood=Ind|Number=Sing|Person=1,3|PronType=Prs|Tense=Past|VerbForm=Fin, AUX__Gender=Masc|Number=Sing|VerbForm=Part, AUX__Mood=Cnd|Number=Plur|Person=3|VerbForm=Fin, AUX__Mood=Cnd|Number=Sing|Person=1|VerbForm=Fin, AUX__Mood=Cnd|Number=Sing|Person=3|VerbForm=Fin, AUX__Mood=Imp|Number=Sing|Person=2|VerbForm=Fin, AUX__Mood=Ind|Number=Plur|Person=1|Tense=Fut|VerbForm=Fin, AUX__Mood=Ind|Number=Plur|Person=1|Tense=Imp|VerbForm=Fin, AUX__Mood=Ind|Number=Plur|Person=1|Tense=Past|VerbForm=Fin, AUX__Mood=Ind|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin, AUX__Mood=Ind|Number=Plur|Person=3|Tense=Fut|VerbForm=Fin, AUX__Mood=Ind|Number=Plur|Person=3|Tense=Imp|VerbForm=Fin, AUX__Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin, AUX__Mood=Ind|Number=Plur|Person=3|Tense=Pqp|VerbForm=Fin, AUX__Mood=Ind|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin, AUX__Mood=Ind|Number=Plur|Person=3|VerbForm=Fin, AUX__Mood=Ind|Number=Sing|Person=1|Tense=Fut|VerbForm=Fin, AUX__Mood=Ind|Number=Sing|Person=1|Tense=Imp|VerbForm=Fin, AUX__Mood=Ind|Number=Sing|Person=1|Tense=Past|VerbForm=Fin, AUX__Mood=Ind|Number=Sing|Person=1|Tense=Pqp|VerbForm=Fin, AUX__Mood=Ind|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin, AUX__Mood=Ind|Number=Sing|Person=2|Tense=Pres|VerbForm=Fin, AUX__Mood=Ind|Number=Sing|Person=3|Tense=Fut|VerbForm=Fin, AUX__Mood=Ind|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin, AUX__Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin, AUX__Mood=Ind|Number=Sing|Person=3|Tense=Pqp|VerbForm=Fin, AUX__Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin, AUX__Mood=Ind|Number=Sing|Tense=Imp|VerbForm=Fin, AUX__Mood=Sub|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin, AUX__Mood=Sub|Number=Plur|Person=3|Tense=Fut|VerbForm=Fin, AUX__Mood=Sub|Number=Plur|Person=3|Tense=Imp|VerbForm=Fin, AUX__Mood=Sub|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin, AUX__Mood=Sub|Number=Sing|Person=1|Tense=Imp|VerbForm=Fin, AUX__Mood=Sub|Number=Sing|Person=3|Tense=Fut|VerbForm=Fin, AUX__Mood=Sub|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin, AUX__Mood=Sub|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin, AUX__Mood=Sub|Number=Sing|Tense=Imp|VerbForm=Fin, AUX__Number=Plur|Person=1|Tense=Past, AUX__Number=Plur|Person=1|VerbForm=Inf, AUX__Number=Plur|Person=3|VerbForm=Inf, AUX__Number=Sing|Person=3|VerbForm=Inf, AUX__VerbForm=Ger, AUX__VerbForm=Inf, AUX__VerbForm=Part, CCONJ, DET, DET__Definite=Def|Gender=Fem|Number=Plur|PronType=Art, DET__Definite=Def|Gender=Fem|Number=Sing|PronType=Art, DET__Definite=Def|Gender=Masc|Number=Plur|PronType=Art, DET__Definite=Def|Gender=Masc|Number=Sing|PronType=Art, DET__Definite=Def|Number=Sing|PronType=Art, DET__Definite=Def|PronType=Art, DET__Definite=Ind|Gender=Fem|Number=Sing|PronType=Art, DET__Definite=Ind|Gender=Fem|PronType=Art, DET__Definite=Ind|Gender=Masc|Number=Sing|PronType=Art, DET__Gender=Fem|Number=Plur, DET__Gender=Fem|Number=Plur|PronType=Art, DET__Gender=Fem|Number=Plur|PronType=Dem, DET__Gender=Fem|Number=Plur|PronType=Emp, DET__Gender=Fem|Number=Plur|PronType=Ind, DET__Gender=Fem|Number=Plur|PronType=Int, DET__Gender=Fem|Number=Plur|PronType=Prs, DET__Gender=Fem|Number=Plur|PronType=Rel, DET__Gender=Fem|Number=Plur|PronType=Tot, DET__Gender=Fem|Number=Sing, DET__Gender=Fem|Number=Sing|PronType=Art, DET__Gender=Fem|Number=Sing|PronType=Dem, DET__Gender=Fem|Number=Sing|PronType=Emp, DET__Gender=Fem|Number=Sing|PronType=Ind, DET__Gender=Fem|Number=Sing|PronType=Int, DET__Gender=Fem|Number=Sing|PronType=Neg, DET__Gender=Fem|Number=Sing|PronType=Prs, DET__Gender=Fem|Number=Sing|PronType=Rel, DET__Gender=Fem|Number=Sing|PronType=Tot, DET__Gender=Fem|PronType=Dem, DET__Gender=Masc|Number=Plur, DET__Gender=Masc|Number=Plur|PronType=Art, DET__Gender=Masc|Number=Plur|PronType=Dem, DET__Gender=Masc|Number=Plur|PronType=Emp, DET__Gender=Masc|Number=Plur|PronType=Ind, DET__Gender=Masc|Number=Plur|PronType=Int, DET__Gender=Masc|Number=Plur|PronType=Prs, DET__Gender=Masc|Number=Plur|PronType=Rel, DET__Gender=Masc|Number=Plur|PronType=Tot, DET__Gender=Masc|Number=Sing, DET__Gender=Masc|Number=Sing|PronType=Art, DET__Gender=Masc|Number=Sing|PronType=Dem, DET__Gender=Masc|Number=Sing|PronType=Emp, DET__Gender=Masc|Number=Sing|PronType=Ind, DET__Gender=Masc|Number=Sing|PronType=Int, DET__Gender=Masc|Number=Sing|PronType=Neg, DET__Gender=Masc|Number=Sing|PronType=Prs, DET__Gender=Masc|Number=Sing|PronType=Rel, DET__Gender=Masc|Number=Sing|PronType=Tot, DET__Gender=Unsp|Number=Plur|PronType=Ind, DET__Gender=Unsp|Number=Sing|PronType=Ind, DET__Gender=Unsp|Number=Sing|PronType=Rel, DET__Gender=Unsp|Number=Sing|PronType=Tot, DET__Number=Sing, DET__Number=Sing|PronType=Art, DET__PronType=Ind, DET__PronType=Int, INTJ, NOUN, NOUN__Foreign=Yes, NOUN__Gender=Fem|Number=Plur, NOUN__Gender=Fem|Number=Sing, NOUN__Gender=Masc, NOUN__Gender=Masc|Number=Plur, NOUN__Gender=Masc|Number=Sing, NOUN__Gender=Masc|Number=Sing|NumType=Ord, NOUN__Gender=Masc|Number=Unsp, NOUN__Gender=Unsp|Number=Plur, NOUN__Gender=Unsp|Number=Sing, NOUN__Number=Sing, NUM__Gender=Fem|Number=Plur, NUM__Gender=Fem|Number=Sing, NUM__Gender=Masc|Number=Plur, NUM__Gender=Masc|Number=Sing|NumType=Card, NUM__Gender=Masc|Number=Sing|NumType=Frac, NUM__Gender=Masc|Number=Sing|NumType=Mult, NUM__Gender=Masc|Number=Sing|NumType=Sets, NUM__NumType=Card, NUM__NumType=Frac, NUM__NumType=Mult, NUM__NumType=Ord, NUM__NumType=Range, NUM__Number=Plur|NumType=Card, PART, PART_NOUN__Gender=Masc|Number=Sing, PART__Gender=Masc|Number=Sing, PRON_PRON__Case=Acc,Dat|Gender=Fem,Unsp|Number=Sing|Person=3|PronType=Prs, PRON__Case=Acc|Gender=Fem|Number=Plur|Person=3|PronType=Prs, PRON__Case=Acc|Gender=Fem|Number=Sing|Person=1|PronType=Prs, PRON__Case=Acc|Gender=Fem|Number=Sing|Person=3|PronType=Prs, PRON__Case=Acc|Gender=Fem|PronType=Prs, PRON__Case=Acc|Gender=Masc|Number=Plur|Person=1|PronType=Prs, PRON__Case=Acc|Gender=Masc|Number=Plur|Person=3|PronType=Prs, PRON__Case=Acc|Gender=Masc|Number=Sing|Person=1|PronType=Prs, PRON__Case=Acc|Gender=Masc|Number=Sing|Person=2|PronType=Prs, PRON__Case=Acc|Gender=Masc|Number=Sing|Person=3|PronType=Dem, PRON__Case=Acc|Gender=Masc|Number=Sing|Person=3|PronType=Prs, PRON__Case=Acc|Gender=Masc|Number=Sing|PronType=Prs, PRON__Case=Acc|Gender=Masc|PronType=Prs, PRON__Case=Acc|Gender=Unsp|Number=Plur|Person=1|PronType=Prs, PRON__Case=Acc|Gender=Unsp|Number=Plur|Person=3|PronType=Prs, PRON__Case=Acc|Gender=Unsp|Number=Sing|Person=1|PronType=Prs, PRON__Case=Acc|Gender=Unsp|Number=Sing|Person=3|PronType=Prs, PRON__Case=Acc|Gender=Unsp|Number=Sing|Person=3|PronType=Prs|VerbForm=Ger, PRON__Case=Acc|Gender=Unsp|PronType=Prs, PRON__Case=Acc|Number=Sing|Person=3|PronType=Prs, PRON__Case=Dat|Gender=Fem|Number=Plur|Person=3|PronType=Prs, PRON__Case=Dat|Gender=Fem|Number=Sing|Person=1|PronType=Prs, PRON__Case=Dat|Gender=Fem|Number=Sing|Person=3|PronType=Prs, PRON__Case=Dat|Gender=Masc|Number=Plur|Person=1|PronType=Prs, PRON__Case=Dat|Gender=Masc|Number=Plur|Person=3|PronType=Prs, PRON__Case=Dat|Gender=Masc|Number=Sing|Person=1|PronType=Prs, PRON__Case=Dat|Gender=Masc|Number=Sing|Person=3|PronType=Prs, PRON__Case=Dat|Gender=Unsp|Number=Plur|Person=1|PronType=Prs, PRON__Case=Dat|Gender=Unsp|Number=Plur|Person=2|PronType=Prs, PRON__Case=Dat|Gender=Unsp|Number=Plur|Person=3|PronType=Prs, PRON__Case=Dat|Gender=Unsp|Number=Sing|Person=1|PronType=Prs, PRON__Case=Dat|Gender=Unsp|Number=Sing|Person=3|PronType=Prs, PRON__Case=Dat|Gender=Unsp|PronType=Prs, PRON__Case=Nom|Gender=Fem|Number=Plur|Person=3|PronType=Prs, PRON__Case=Nom|Gender=Fem|Number=Sing|Person=1|PronType=Prs, PRON__Case=Nom|Gender=Fem|Number=Sing|Person=3|PronType=Prs, PRON__Case=Nom|Gender=Masc|Number=Plur|Person=1|PronType=Prs, PRON__Case=Nom|Gender=Masc|Number=Plur|Person=3|PronType=Prs, PRON__Case=Nom|Gender=Masc|Number=Sing|Person=1|PronType=Prs, PRON__Case=Nom|Gender=Masc|Number=Sing|Person=3|PronType=Prs, PRON__Case=Nom|Gender=Unsp|Number=Plur|Person=1|PronType=Prs, PRON__Case=Nom|Gender=Unsp|Number=Plur|Person=2|PronType=Prs, PRON__Case=Nom|Gender=Unsp|Number=Plur|Person=3|PronType=Prs, PRON__Case=Nom|Gender=Unsp|Number=Sing|Person=1|PronType=Prs, PRON__Case=Nom|Gender=Unsp|Number=Sing|Person=3|PronType=Prs, PRON__Definite=Def|Gender=Fem|Number=Plur|PronType=Dem, PRON__Definite=Def|Gender=Fem|Number=Sing|PronType=Art, PRON__Definite=Def|Gender=Fem|Number=Sing|PronType=Dem, PRON__Definite=Def|Gender=Masc|Number=Plur|PronType=Art, PRON__Definite=Def|Gender=Masc|Number=Plur|PronType=Dem, PRON__Definite=Def|Gender=Masc|Number=Plur|PronType=Rel, PRON__Definite=Def|Gender=Masc|Number=Sing|PronType=Art, PRON__Definite=Def|Gender=Masc|Number=Sing|PronType=Dem, PRON__Definite=Def|Gender=Masc|Number=Sing|PronType=Rel, PRON__Gender=Fem|Number=Plur|Person=3|PronType=Prs, PRON__Gender=Fem|Number=Plur|PronType=Dem, PRON__Gender=Fem|Number=Plur|PronType=Ind, PRON__Gender=Fem|Number=Plur|PronType=Int, PRON__Gender=Fem|Number=Plur|PronType=Prs, PRON__Gender=Fem|Number=Plur|PronType=Rel, PRON__Gender=Fem|Number=Plur|PronType=Tot, PRON__Gender=Fem|Number=Sing|Person=1|PronType=Prs, PRON__Gender=Fem|Number=Sing|Person=3|PronType=Prs, PRON__Gender=Fem|Number=Sing|PronType=Dem, PRON__Gender=Fem|Number=Sing|PronType=Ind, PRON__Gender=Fem|Number=Sing|PronType=Int, PRON__Gender=Fem|Number=Sing|PronType=Neg, PRON__Gender=Fem|Number=Sing|PronType=Prs, PRON__Gender=Fem|Number=Sing|PronType=Rel, PRON__Gender=Fem|Number=Sing|PronType=Tot, PRON__Gender=Masc|Number=Plur|Person=1|PronType=Prs, PRON__Gender=Masc|Number=Plur|Person=3|PronType=Prs, PRON__Gender=Masc|Number=Plur|PronType=Dem, PRON__Gender=Masc|Number=Plur|PronType=Ind, PRON__Gender=Masc|Number=Plur|PronType=Int, PRON__Gender=Masc|Number=Plur|PronType=Prs, PRON__Gender=Masc|Number=Plur|PronType=Rel, PRON__Gender=Masc|Number=Plur|PronType=Tot, PRON__Gender=Masc|Number=Sing, PRON__Gender=Masc|Number=Sing|Person=1|PronType=Prs, PRON__Gender=Masc|Number=Sing|Person=2|PronType=Prs, PRON__Gender=Masc|Number=Sing|Person=3|PronType=Prs, PRON__Gender=Masc|Number=Sing|PronType=Dem, PRON__Gender=Masc|Number=Sing|PronType=Ind, PRON__Gender=Masc|Number=Sing|PronType=Int, PRON__Gender=Masc|Number=Sing|PronType=Neg, PRON__Gender=Masc|Number=Sing|PronType=Prs, PRON__Gender=Masc|Number=Sing|PronType=Rel, PRON__Gender=Masc|Number=Sing|PronType=Tot, PRON__Gender=Masc|Number=Unsp|PronType=Ind, PRON__Gender=Unsp|Number=Plur|Person=1|PronType=Prs, PRON__Gender=Unsp|Number=Plur|PronType=Int, PRON__Gender=Unsp|Number=Plur|PronType=Rel, PRON__Gender=Unsp|Number=Sing|Person=1|PronType=Prs, PRON__Gender=Unsp|Number=Sing|Person=3|PronType=Prs, PRON__Gender=Unsp|Number=Sing|PronType=Ind, PRON__Gender=Unsp|Number=Sing|PronType=Int, PRON__Gender=Unsp|Number=Sing|PronType=Rel, PRON__Gender=Unsp|Number=Sing|PronType=Tot, PRON__Gender=Unsp|Number=Unsp|PronType=Dem, PRON__Gender=Unsp|Number=Unsp|PronType=Ind, PRON__Gender=Unsp|Number=Unsp|PronType=Int, PRON__Gender=Unsp|Number=Unsp|PronType=Rel, PRON__Gender=Unsp|PronType=Prs, PRON__Number=Sing|Person=3|PronType=Prs, PRON__Number=Sing|PronType=Rel, PRON__Number=Unsp|PronType=Ind, PRON__Person=3|PronType=Prs|Reflex=Yes, PRON__PronType=Dem, PRON__PronType=Neg, PRON__PronType=Rel, PROPN, PROPN_DET__Gender=Masc|Number=Sing|PronType=Art, PROPN_PROPN__Gender=Fem,Masc|Number=Sing, PROPN_PROPN__Gender=Fem|Number=Sing, PROPN_PROPN__Gender=Masc|Number=Sing, PROPN__Gender=Fem|Number=Plur, PROPN__Gender=Fem|Number=Sing, PROPN__Gender=Fem|Number=Sing|PronType=Art, PROPN__Gender=Masc, PROPN__Gender=Masc|Number=Plur, PROPN__Gender=Masc|Number=Sing, PROPN__Gender=Masc|Number=Sing|PronType=Art, PROPN__Gender=Unsp|Number=Plur, PROPN__Gender=Unsp|Number=Sing, PROPN__Number=Sing, PROPN__Number=Sing|PronType=Art, PUNCT, SCONJ, SCONJ_DET__Definite=Def|Gender=Fem|Number=Plur|PronType=Art, SCONJ_DET__Definite=Def|Gender=Fem|Number=Sing|PronType=Art, SCONJ_DET__Definite=Def|Gender=Masc|Number=Plur|PronType=Art, SCONJ_DET__Definite=Def|Gender=Masc|Number=Sing|PronType=Art, SCONJ_DET__Definite=Def|PronType=Art, SCONJ_DET__Gender=Fem|Number=Sing|PronType=Dem, SCONJ_DET__Gender=Masc|Number=Plur|PronType=Dem, SCONJ_PRON__Case=Nom|Gender=Masc|Number=Sing|Person=3|PronType=Prs, SCONJ_PRON__Gender=Masc|Number=Plur|PronType=Dem, SCONJ_PRON__Gender=Masc|Number=Sing|PronType=Dem, SCONJ__Definite=Ind|Gender=Fem|Number=Sing|PronType=Art, SCONJ__Gender=Masc|Number=Sing, SCONJ__VerbForm=Ger, SYM, VERB, VERB_PRON__Case=Acc|Gender=Fem|Mood=Cnd|Number=Sing|Person=3|PronType=Prs|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Fem|Mood=Ind|Number=Plur,Sing|Person=1,3|PronType=Prs|Tense=Imp|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Fem|Mood=Ind|Number=Plur,Sing|Person=1,3|PronType=Prs|Tense=Past|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Fem|Mood=Ind|Number=Plur,Sing|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Fem|Mood=Ind|Number=Plur,Sing|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Fem|Mood=Ind|Number=Plur,Sing|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Fem|Mood=Ind|Number=Plur|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Fem|Mood=Ind|Number=Plur|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Fem|Mood=Ind|Number=Plur|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Fem|Mood=Ind|Number=Plur|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin|Voice=Pass, VERB_PRON__Case=Acc|Gender=Fem|Mood=Ind|Number=Plur|Person=3|PronType=Prs|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Fem|Mood=Ind|Number=Sing|Person=1,3|PronType=Prs|Tense=Past|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Fem|Mood=Ind|Number=Sing|Person=1,3|PronType=Prs|Tense=Pres|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Fem|Mood=Ind|Number=Sing|Person=1|PronType=Prs|Tense=Past|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Fem|Mood=Ind|Number=Sing|Person=3|PronType=Prs|Tense=Fut|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Fem|Mood=Ind|Number=Sing|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Fem|Mood=Ind|Number=Sing|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Fem|Mood=Ind|Number=Sing|Person=3|PronType=Prs|Tense=Pqp|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Fem|Mood=Ind|Number=Sing|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Fem|Mood=Ind|Number=Sing|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin|Voice=Pass, VERB_PRON__Case=Acc|Gender=Fem|Mood=Sub|Number=Plur|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin|Voice=Pass, VERB_PRON__Case=Acc|Gender=Fem|Number=Plur|Person=3|PronType=Prs|VerbForm=Ger, VERB_PRON__Case=Acc|Gender=Fem|Number=Plur|Person=3|PronType=Prs|VerbForm=Inf, VERB_PRON__Case=Acc|Gender=Fem|Number=Plur|Person=3|PronType=Prs|VerbForm=Inf|Voice=Pass, VERB_PRON__Case=Acc|Gender=Fem|Number=Sing|Person=3|PronType=Prs|VerbForm=Ger, VERB_PRON__Case=Acc|Gender=Fem|Number=Sing|Person=3|PronType=Prs|VerbForm=Inf, VERB_PRON__Case=Acc|Gender=Fem|Number=Sing|PronType=Prs|VerbForm=Inf, VERB_PRON__Case=Acc|Gender=Masc|Mood=Ind|Number=Plur,Sing|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Masc|Mood=Ind|Number=Plur,Sing|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Masc|Mood=Ind|Number=Plur,Sing|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Masc|Mood=Ind|Number=Plur|Person=1|PronType=Prs|Tense=Pres|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Masc|Mood=Ind|Number=Plur|Person=3|PronType=Prs|Tense=Fut|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Masc|Mood=Ind|Number=Plur|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Masc|Mood=Ind|Number=Plur|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Masc|Mood=Ind|Number=Plur|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|Person=1,3|PronType=Prs|Tense=Past|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|Person=1|PronType=Prs|Tense=Pres|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|Person=2|PronType=Prs|Tense=Past|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|Person=3|PronType=Prs|Tense=Fut|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin|Voice=Pass, VERB_PRON__Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|Person=3|PronType=Prs|Tense=Pqp|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Masc|Mood=Sub|Number=Plur|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Masc|Mood=Sub|Number=Plur|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin|Voice=Pass, VERB_PRON__Case=Acc|Gender=Masc|Mood=Sub|Number=Sing|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Masc|Number=Plur,Sing|Person=1,3|PronType=Prs|VerbForm=Inf, VERB_PRON__Case=Acc|Gender=Masc|Number=Plur,Sing|Person=3|PronType=Prs|VerbForm=Inf, VERB_PRON__Case=Acc|Gender=Masc|Number=Plur|Person=1|PronType=Prs|VerbForm=Inf, VERB_PRON__Case=Acc|Gender=Masc|Number=Plur|Person=3|PronType=Prs|VerbForm=Ger, VERB_PRON__Case=Acc|Gender=Masc|Number=Plur|Person=3|PronType=Prs|VerbForm=Inf, VERB_PRON__Case=Acc|Gender=Masc|Number=Sing|Person=1|PronType=Prs|VerbForm=Inf, VERB_PRON__Case=Acc|Gender=Masc|Number=Sing|Person=3|PronType=Prs|VerbForm=Ger, VERB_PRON__Case=Acc|Gender=Masc|Number=Sing|Person=3|PronType=Prs|VerbForm=Inf, VERB_PRON__Case=Acc|Gender=Masc|PronType=Prs|VerbForm=Inf, VERB_PRON__Case=Acc|Gender=Unsp|Mood=Ind|Number=Plur,Sing|Person=1,3|PronType=Prs|Tense=Imp|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Unsp|Mood=Ind|Number=Plur,Sing|Person=1,3|PronType=Prs|Tense=Past|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Unsp|Mood=Ind|Number=Plur,Sing|Person=1,3|PronType=Prs|Tense=Pres|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Unsp|Mood=Ind|Number=Plur|Person=1,3|PronType=Prs|Tense=Pres|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Unsp|Mood=Ind|Number=Plur|Person=1|PronType=Prs|Tense=Past|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Unsp|Mood=Ind|Number=Plur|Person=1|PronType=Prs|Tense=Pres|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Unsp|Mood=Ind|Number=Plur|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Unsp|Mood=Ind|Number=Plur|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Unsp|Mood=Ind|Number=Sing|Person=1,3|PronType=Prs|Tense=Past|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Unsp|Mood=Ind|Number=Sing|Person=1|PronType=Prs|Tense=Past|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Unsp|Mood=Ind|Number=Sing|Person=3|PronType=Prs|Tense=Fut|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Unsp|Mood=Ind|Number=Sing|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Unsp|Mood=Ind|Number=Sing|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Unsp|Mood=Ind|Number=Sing|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Unsp|Mood=Ind|Number=Sing|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin|Voice=Pass, VERB_PRON__Case=Acc|Gender=Unsp|Mood=Sub|Number=Plur|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Unsp|Mood=Sub|Number=Sing|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Unsp|Number=Plur|Person=1|PronType=Prs|VerbForm=Inf, VERB_PRON__Case=Acc|Gender=Unsp|Number=Plur|Person=2|PronType=Prs|VerbForm=Inf, VERB_PRON__Case=Acc|Gender=Unsp|Number=Plur|Person=3|PronType=Prs|VerbForm=Inf, VERB_PRON__Case=Acc|Gender=Unsp|Number=Sing|Person=1|PronType=Prs|VerbForm=Inf, VERB_PRON__Case=Acc|Gender=Unsp|Number=Sing|Person=3|PronType=Prs|VerbForm=Ger, VERB_PRON__Case=Acc|Gender=Unsp|Number=Sing|Person=3|PronType=Prs|VerbForm=Inf, VERB_PRON__Case=Acc|Gender=Unsp|PronType=Prs|VerbForm=Ger, VERB_PRON__Case=Acc|Gender=Unsp|PronType=Prs|VerbForm=Inf, VERB_PRON__Case=Acc|PronType=Prs|VerbForm=Ger, VERB_PRON__Case=Dat|Gender=Fem|Mood=Ind|Number=Plur|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, VERB_PRON__Case=Dat|Gender=Fem|Mood=Ind|Number=Sing|Person=1,3|PronType=Prs|Tense=Pres|VerbForm=Fin, VERB_PRON__Case=Dat|Gender=Fem|Mood=Ind|Number=Sing|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin, VERB_PRON__Case=Dat|Gender=Fem|Mood=Ind|Number=Sing|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin, VERB_PRON__Case=Dat|Gender=Fem|Mood=Ind|Number=Sing|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, VERB_PRON__Case=Dat|Gender=Fem|Number=Plur|Person=3|PronType=Prs|VerbForm=Inf, VERB_PRON__Case=Dat|Gender=Fem|Number=Sing|Person=3|PronType=Prs|VerbForm=Ger, VERB_PRON__Case=Dat|Gender=Fem|Number=Sing|Person=3|PronType=Prs|VerbForm=Inf, VERB_PRON__Case=Dat|Gender=Masc|Mood=Cnd|Number=Sing|Person=1,3|PronType=Prs|VerbForm=Fin, VERB_PRON__Case=Dat|Gender=Masc|Mood=Cnd|Number=Sing|Person=3|PronType=Prs|VerbForm=Fin, VERB_PRON__Case=Dat|Gender=Masc|Mood=Ind|Number=Plur,Sing|Person=1,3|PronType=Prs|Tense=Past|VerbForm=Fin, VERB_PRON__Case=Dat|Gender=Masc|Mood=Ind|Number=Plur,Sing|Person=1,3|PronType=Prs|Tense=Pres|VerbForm=Fin, VERB_PRON__Case=Dat|Gender=Masc|Mood=Ind|Number=Plur,Sing|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin, VERB_PRON__Case=Dat|Gender=Masc|Mood=Ind|Number=Plur,Sing|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin, VERB_PRON__Case=Dat|Gender=Masc|Mood=Ind|Number=Plur|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin, VERB_PRON__Case=Dat|Gender=Masc|Mood=Ind|Number=Plur|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, VERB_PRON__Case=Dat|Gender=Masc|Mood=Ind|Number=Sing|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin, VERB_PRON__Case=Dat|Gender=Masc|Mood=Ind|Number=Sing|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, VERB_PRON__Case=Dat|Gender=Masc|Number=Plur|Person=3|PronType=Prs|VerbForm=Inf, VERB_PRON__Case=Dat|Gender=Masc|Number=Sing|Person=3|PronType=Prs|VerbForm=Ger, VERB_PRON__Case=Dat|Gender=Masc|Number=Sing|Person=3|PronType=Prs|VerbForm=Inf, VERB_PRON__Case=Dat|Gender=Unsp|Mood=Cnd|Number=Sing|Person=1,3|PronType=Prs|VerbForm=Fin, VERB_PRON__Case=Dat|Gender=Unsp|Mood=Ind|Number=Plur,Sing|Person=1,3|PronType=Prs|Tense=Past|VerbForm=Fin, VERB_PRON__Case=Dat|Gender=Unsp|Mood=Ind|Number=Plur,Sing|Person=1,3|PronType=Prs|Tense=Pres|VerbForm=Fin, VERB_PRON__Case=Dat|Gender=Unsp|Mood=Ind|Number=Plur|Person=1|PronType=Prs|Tense=Pres|VerbForm=Fin, VERB_PRON__Case=Dat|Gender=Unsp|Mood=Ind|Number=Plur|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, VERB_PRON__Case=Dat|Gender=Unsp|Mood=Ind|Number=Sing|Person=1,3|PronType=Prs|Tense=Past|VerbForm=Fin, VERB_PRON__Case=Dat|Gender=Unsp|Mood=Ind|Number=Sing|Person=1,3|PronType=Prs|Tense=Pres|VerbForm=Fin, VERB_PRON__Case=Dat|Gender=Unsp|Mood=Ind|Number=Sing|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin, VERB_PRON__Case=Dat|Gender=Unsp|Number=Plur|Person=1|PronType=Prs|VerbForm=Inf, VERB_PRON__Case=Dat|Gender=Unsp|Number=Sing|Person=3|PronType=Prs|VerbForm=Ger, VERB_PRON__Case=Dat|Gender=Unsp|Number=Sing|Person=3|PronType=Prs|VerbForm=Inf, VERB_PRON__Gender=Unsp|Mood=Sub|Number=Sing|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, VERB_PRON__Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin, VERB__Gender=Fem|Number=Plur, VERB__Gender=Fem|Number=Plur|VerbForm=Part, VERB__Gender=Fem|Number=Plur|VerbForm=Part|Voice=Pass, VERB__Gender=Fem|Number=Sing, VERB__Gender=Fem|Number=Sing|VerbForm=Part, VERB__Gender=Fem|Number=Sing|VerbForm=Part|Voice=Pass, VERB__Gender=Masc|Mood=Ind|Number=Sing|Person=3|VerbForm=Fin, VERB__Gender=Masc|Number=Plur, VERB__Gender=Masc|Number=Plur|VerbForm=Part, VERB__Gender=Masc|Number=Plur|VerbForm=Part|Voice=Pass, VERB__Gender=Masc|Number=Sing, VERB__Gender=Masc|Number=Sing|VerbForm=Part, VERB__Gender=Masc|Number=Sing|VerbForm=Part|Voice=Pass, VERB__Mood=Cnd|Number=Plur|Person=1|VerbForm=Fin, VERB__Mood=Cnd|Number=Plur|Person=3|VerbForm=Fin, VERB__Mood=Cnd|Number=Plur|Person=3|VerbForm=Fin|Voice=Pass, VERB__Mood=Cnd|Number=Sing|Person=1|VerbForm=Fin, VERB__Mood=Cnd|Number=Sing|Person=3|VerbForm=Fin, VERB__Mood=Cnd|Number=Sing|Person=3|VerbForm=Fin|Voice=Pass, VERB__Mood=Cnd|Number=Sing|VerbForm=Fin, VERB__Mood=Cnd|VerbForm=Fin, VERB__Mood=Imp|Number=Sing|Person=2|VerbForm=Fin, VERB__Mood=Ind|Number=Plur|Person=1|Tense=Fut|VerbForm=Fin, VERB__Mood=Ind|Number=Plur|Person=1|Tense=Imp|VerbForm=Fin, VERB__Mood=Ind|Number=Plur|Person=1|Tense=Past|VerbForm=Fin, VERB__Mood=Ind|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin, VERB__Mood=Ind|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin, VERB__Mood=Ind|Number=Plur|Person=3|Tense=Fut|VerbForm=Fin, VERB__Mood=Ind|Number=Plur|Person=3|Tense=Imp|VerbForm=Fin, VERB__Mood=Ind|Number=Plur|Person=3|Tense=Imp|VerbForm=Fin|Voice=Pass, VERB__Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin, VERB__Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin|Voice=Pass, VERB__Mood=Ind|Number=Plur|Person=3|Tense=Pqp|VerbForm=Fin, VERB__Mood=Ind|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin, VERB__Mood=Ind|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin|Voice=Pass, VERB__Mood=Ind|Number=Plur|Person=3|VerbForm=Fin, VERB__Mood=Ind|Number=Sing|Person=1|Tense=Fut|VerbForm=Fin, VERB__Mood=Ind|Number=Sing|Person=1|Tense=Imp|VerbForm=Fin, VERB__Mood=Ind|Number=Sing|Person=1|Tense=Past|VerbForm=Fin, VERB__Mood=Ind|Number=Sing|Person=1|Tense=Pqp|VerbForm=Fin, VERB__Mood=Ind|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin, VERB__Mood=Ind|Number=Sing|Person=2|Tense=Fut|VerbForm=Fin, VERB__Mood=Ind|Number=Sing|Person=2|Tense=Past|VerbForm=Fin, VERB__Mood=Ind|Number=Sing|Person=2|Tense=Pres|VerbForm=Fin, VERB__Mood=Ind|Number=Sing|Person=3|Tense=Fut|VerbForm=Fin, VERB__Mood=Ind|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin, VERB__Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin, VERB__Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin|Voice=Pass, VERB__Mood=Ind|Number=Sing|Person=3|Tense=Pqp|VerbForm=Fin, VERB__Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin, VERB__Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin|Voice=Pass, VERB__Mood=Ind|Number=Sing|Tense=Imp|VerbForm=Fin, VERB__Mood=Ind|Number=Sing|Tense=Pqp|VerbForm=Fin, VERB__Mood=Ind|Tense=Imp|VerbForm=Fin, VERB__Mood=Sub|Number=Plur|Person=1|Tense=Fut|VerbForm=Fin, VERB__Mood=Sub|Number=Plur|Person=1|Tense=Imp|VerbForm=Fin, VERB__Mood=Sub|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin, VERB__Mood=Sub|Number=Plur|Person=3|Tense=Fut|VerbForm=Fin, VERB__Mood=Sub|Number=Plur|Person=3|Tense=Imp|VerbForm=Fin, VERB__Mood=Sub|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin, VERB__Mood=Sub|Number=Sing|Person=1|Tense=Fut|VerbForm=Fin, VERB__Mood=Sub|Number=Sing|Person=1|Tense=Imp|VerbForm=Fin, VERB__Mood=Sub|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin, VERB__Mood=Sub|Number=Sing|Person=3|Tense=Fut|VerbForm=Fin, VERB__Mood=Sub|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin, VERB__Mood=Sub|Number=Sing|Person=3|Tense=Past|VerbForm=Fin, VERB__Mood=Sub|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin, VERB__Mood=Sub|Number=Sing|Tense=Fut|VerbForm=Fin, VERB__Mood=Sub|Number=Sing|Tense=Pres|VerbForm=Fin, VERB__Mood=Sub|Tense=Pres|VerbForm=Fin, VERB__Number=Plur|Person=1|VerbForm=Inf, VERB__Number=Plur|Person=3|Tense=Pres|VerbForm=Inf, VERB__Number=Plur|Person=3|VerbForm=Inf, VERB__Number=Sing, VERB__Number=Sing|Person=1|VerbForm=Inf, VERB__Number=Sing|Person=1|VerbForm=Inf|Voice=Pass, VERB__Number=Sing|Person=3|VerbForm=Inf, VERB__Number=Sing|Person=3|VerbForm=Inf|Voice=Pass, VERB__Number=Sing|VerbForm=Part|Voice=Pass, VERB__VerbForm=Fin, VERB__VerbForm=Ger, VERB__VerbForm=Inf, VERB__VerbForm=Inf|Voice=Pass, VERB__VerbForm=Part, VERB__VerbForm=Part|Voice=Pass, X, X__Gender=Fem|Number=Plur, X__Gender=Fem|Number=Sing, X__Gender=Masc|Number=Sing, X__Number=Sing, _SP
|
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
|
ner
| LOC, MISC, ORG, PER
|
Accuracy
| Type | Score |
|---|---|
LAS
| 87.22 |
UAS
| 90.95 |
TOKEN_ACC
| 99.88 |
TAGS_ACC
| 94.85 |
ENTS_F
| 90.72 |
ENTS_P
| 90.85 |
ENTS_R
| 90.58 |
Because the model is trained on Wikipedia, it may perform inconsistently on many genres, such as social media text. The NER accuracy refers to the "silver standard" annotations in the WikiNER corpus. Accuracy on these annotations tends to be higher than correct human annotations.
Installation
pip install spacy
python -m spacy download pt_core_news_md