Details: https://spacy.io/models/es#es_core_news_md
File checksum:
9ffa3171231b4d53fcc73bdb44c0378e69090d66bea7620b4c55609afd8d15ce
Spanish multi-task CNN trained on UD Spanish AnCora 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 | es_core_news_md
|
| Version | 2.3.1
|
| spaCy | >=2.3.0,<2.4.0
|
| Model size | 45 MB |
| Pipeline | tagger, parser, ner
|
| Vectors | 500000 keys, 20000 unique vectors (300 dimensions) |
| Sources | UD Spanish AnCora v2.5 (Martínez Alonso, Héctor; Zeman, Daniel) WikiNER OSCAR (Common Crawl) Wikipedia (20200301) |
| License | GPL
|
| Author | Explosion |
Label Scheme
| Component | Labels |
|---|---|
tagger
| ADJ, ADJ__AdpType=Prep, ADJ__AdpType=Preppron|Gender=Masc|Number=Sing, ADJ__AdvType=Tim, ADJ__Degree=Abs|Gender=Fem|Number=Plur, ADJ__Degree=Abs|Gender=Fem|Number=Sing, ADJ__Degree=Abs|Gender=Masc|Number=Plur, ADJ__Degree=Abs|Gender=Masc|Number=Sing, ADJ__Degree=Cmp, ADJ__Degree=Cmp|Number=Plur, ADJ__Degree=Cmp|Number=Sing, ADJ__Degree=Sup|Gender=Fem|Number=Plur, ADJ__Degree=Sup|Gender=Fem|Number=Sing, ADJ__Degree=Sup|Gender=Masc|Number=Plur, ADJ__Degree=Sup|Gender=Masc|Number=Sing, ADJ__Gender=Fem|Number=Plur, ADJ__Gender=Fem|Number=Plur|NumType=Ord, ADJ__Gender=Fem|Number=Plur|VerbForm=Part, ADJ__Gender=Fem|Number=Sing, ADJ__Gender=Fem|Number=Sing|NumType=Ord, ADJ__Gender=Fem|Number=Sing|VerbForm=Part, ADJ__Gender=Masc, ADJ__Gender=Masc|Number=Plur, ADJ__Gender=Masc|Number=Plur|NumType=Ord, ADJ__Gender=Masc|Number=Plur|VerbForm=Part, ADJ__Gender=Masc|Number=Sing, ADJ__Gender=Masc|Number=Sing|NumType=Ord, ADJ__Gender=Masc|Number=Sing|VerbForm=Part, ADJ__Number=Plur, ADJ__Number=Sing, ADP__AdpType=Prep, ADP__AdpType=Preppron, ADV, ADV__AdpType=Prep, ADV__AdpType=Preppron, ADV__AdpType=Prep|Degree=Cmp, ADV__AdvType=Tim, ADV__Case=Acc|Person=3|PrepCase=Pre|PronType=Prs|Reflex=Yes, ADV__Degree=Cmp, ADV__Polarity=Neg, AUX, AUX_PRON__Case=Acc,Dat|Number=Plur|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Ger, AUX_PRON__Case=Acc,Dat|Number=Plur|Person=1|PrepCase=Npr|PronType=Prs|VerbForm=Inf, AUX_PRON__Case=Acc,Dat|Number=Plur|Person=2|PrepCase=Npr|PronType=Prs|VerbForm=Inf, AUX_PRON__Case=Acc,Dat|Number=Sing|Person=1|PrepCase=Npr|PronType=Prs|VerbForm=Ger, AUX_PRON__Case=Acc,Dat|Number=Sing|Person=1|PrepCase=Npr|PronType=Prs|VerbForm=Inf, AUX_PRON__Case=Acc,Dat|Number=Sing|Person=2|PrepCase=Npr|PronType=Prs|VerbForm=Inf, AUX_PRON__Case=Acc,Dat|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Ger, AUX_PRON__Case=Acc,Dat|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, AUX_PRON__Case=Acc|Gender=Fem|Number=Plur|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Inf, AUX_PRON__Case=Acc|Gender=Fem|Number=Sing|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Inf, AUX_PRON__Case=Acc|Gender=Masc|Number=Plur|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Inf, AUX_PRON__Case=Acc|Gender=Masc|Number=Sing|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Ger, AUX_PRON__Case=Acc|Gender=Masc|Number=Sing|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Inf, AUX_PRON__Case=Dat|Number=Plur|Person=3|PronType=Prs|VerbForm=Ger, AUX_PRON__Case=Dat|Number=Plur|Person=3|PronType=Prs|VerbForm=Inf, AUX_PRON__Case=Dat|Number=Sing|Person=3|PronType=Prs|VerbForm=Ger, AUX_PRON__Case=Dat|Number=Sing|Person=3|PronType=Prs|VerbForm=Inf, AUX__Gender=Fem|Number=Plur|Tense=Past|VerbForm=Part, AUX__Gender=Fem|Number=Sing|Tense=Past|VerbForm=Part, AUX__Gender=Masc|Number=Plur|Tense=Past|VerbForm=Part, AUX__Gender=Masc|Number=Sing|Tense=Past|VerbForm=Part, AUX__Mood=Cnd|Number=Plur|Person=1|VerbForm=Fin, AUX__Mood=Cnd|Number=Plur|Person=3|VerbForm=Fin, AUX__Mood=Cnd|Number=Sing|Person=1|VerbForm=Fin, AUX__Mood=Cnd|Number=Sing|Person=2|VerbForm=Fin, AUX__Mood=Cnd|Number=Sing|Person=3|VerbForm=Fin, AUX__Mood=Imp|Number=Plur|Person=3|VerbForm=Fin, AUX__Mood=Imp|Number=Sing|Person=2|VerbForm=Fin, AUX__Mood=Imp|Number=Sing|Person=3|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=2|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=Pres|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=Pres|VerbForm=Fin, AUX__Mood=Ind|Number=Sing|Person=2|Tense=Fut|VerbForm=Fin, AUX__Mood=Ind|Number=Sing|Person=2|Tense=Imp|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=Pres|VerbForm=Fin, AUX__Mood=Sub|Number=Plur|Person=1|Tense=Imp|VerbForm=Fin, AUX__Mood=Sub|Number=Plur|Person=1|Tense=Pres|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=1|Tense=Pres|VerbForm=Fin, AUX__Mood=Sub|Number=Sing|Person=2|Tense=Pres|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__Number=Sing|VerbForm=Fin, AUX__VerbForm=Ger, AUX__VerbForm=Inf, CCONJ, DET__Case=Acc|Definite=Def|Gender=Masc|Number=Sing|Person=3|PrepCase=Npr|PronType=Prs, DET__Case=Acc|Gender=Masc|Number=Sing|Person=3|PrepCase=Npr|PronType=Prs, DET__Case=Dat|Number=Plur|Person=3|PronType=Prs, 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=Ind|Gender=Fem|Number=Plur|PronType=Art, DET__Definite=Ind|Gender=Fem|Number=Sing|NumType=Card|PronType=Art, DET__Definite=Ind|Gender=Fem|Number=Sing|PronType=Art, DET__Definite=Ind|Gender=Masc|Number=Plur|PronType=Art, DET__Definite=Ind|Gender=Masc|Number=Sing|NumType=Card|PronType=Art, DET__Definite=Ind|Gender=Masc|Number=Sing|PronType=Art, DET__Degree=Abs|Gender=Masc|Number=Plur|NumType=Card|PronType=Ind, DET__Degree=Abs|Gender=Masc|Number=Sing|PronType=Ind, DET__Gender=Fem|Number=Plur|NumType=Card|PronType=Dem, DET__Gender=Fem|Number=Plur|NumType=Card|PronType=Ind, DET__Gender=Fem|Number=Plur|Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs, DET__Gender=Fem|Number=Plur|Number[psor]=Plur|Person=2|Poss=Yes|PronType=Prs, DET__Gender=Fem|Number=Plur|Person=3|Poss=Yes|PronType=Prs, DET__Gender=Fem|Number=Plur|PronType=Dem, DET__Gender=Fem|Number=Plur|PronType=Ind, DET__Gender=Fem|Number=Plur|PronType=Tot, DET__Gender=Fem|Number=Sing|NumType=Card|PronType=Dem, DET__Gender=Fem|Number=Sing|NumType=Card|PronType=Ind, DET__Gender=Fem|Number=Sing|NumType=Card|PronType=Int,Rel, DET__Gender=Fem|Number=Sing|Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs, DET__Gender=Fem|Number=Sing|Number[psor]=Plur|Person=2|Poss=Yes|PronType=Prs, DET__Gender=Fem|Number=Sing|Number[psor]=Sing|Person=1|Poss=Yes|PronType=Ind, DET__Gender=Fem|Number=Sing|Person=3|Poss=Yes|PronType=Ind, DET__Gender=Fem|Number=Sing|Person=3|Poss=Yes|PronType=Prs, DET__Gender=Fem|Number=Sing|PronType=Dem, DET__Gender=Fem|Number=Sing|PronType=Ind, DET__Gender=Fem|Number=Sing|PronType=Neg, DET__Gender=Fem|Number=Sing|PronType=Tot, DET__Gender=Masc|Number=Plur|NumType=Card|PronType=Dem, DET__Gender=Masc|Number=Plur|NumType=Card|PronType=Ind, DET__Gender=Masc|Number=Plur|NumType=Card|PronType=Int,Rel, DET__Gender=Masc|Number=Plur|Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs, DET__Gender=Masc|Number=Plur|Person=3|Poss=Yes|PronType=Prs, DET__Gender=Masc|Number=Plur|PronType=Art, DET__Gender=Masc|Number=Plur|PronType=Dem, DET__Gender=Masc|Number=Plur|PronType=Ind, DET__Gender=Masc|Number=Plur|PronType=Tot, DET__Gender=Masc|Number=Sing|NumType=Card|PronType=Dem, DET__Gender=Masc|Number=Sing|NumType=Card|PronType=Ind, DET__Gender=Masc|Number=Sing|NumType=Card|PronType=Int,Rel, DET__Gender=Masc|Number=Sing|Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs, DET__Gender=Masc|Number=Sing|Number[psor]=Sing|Person=1|Poss=Yes|PronType=Ind, DET__Gender=Masc|Number=Sing|Person=3|Poss=Yes|PronType=Ind, DET__Gender=Masc|Number=Sing|Person=3|Poss=Yes|PronType=Prs, DET__Gender=Masc|Number=Sing|PronType=Dem, DET__Gender=Masc|Number=Sing|PronType=Ind, DET__Gender=Masc|Number=Sing|PronType=Neg, DET__Gender=Masc|Number=Sing|PronType=Tot, DET__Number=Plur|NumType=Card|PronType=Ind, DET__Number=Plur|Number[psor]=Sing|Person=1|Poss=Yes|PronType=Prs, DET__Number=Plur|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Prs, DET__Number=Plur|Person=3|Poss=Yes|PronType=Prs, DET__Number=Plur|PronType=Dem, DET__Number=Plur|PronType=Ind, DET__Number=Sing|NumType=Card|PronType=Ind, DET__Number=Sing|Number[psor]=Sing|Person=1|Poss=Yes|PronType=Prs, DET__Number=Sing|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Prs, DET__Number=Sing|Person=3|Poss=Yes|PronType=Prs, DET__Number=Sing|PronType=Dem, DET__Number=Sing|PronType=Ind, DET__Number=Sing|PronType=Int,Rel, DET__Number=Sing|PronType=Tot, DET__PronType=Ind, DET__PronType=Int,Rel, INTJ, NOUN, NOUN__AdvType=Tim, NOUN__AdvType=Tim|Gender=Masc|Number=Sing, NOUN__Case=Acc,Dat|Gender=Masc|Number=Plur|Person=2|PrepCase=Npr|PronType=Prs, NOUN__Case=Acc,Dat|Number=Sing|Person=1|PrepCase=Npr|PronType=Prs, NOUN__Case=Acc,Dat|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes, NOUN__Case=Acc|Number=Sing|Person=2|PrepCase=Pre|PronType=Prs, NOUN__Case=Nom|Number=Sing|Person=1|PronType=Prs, NOUN__Gender=Fem, 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|VerbForm=Fin, NOUN__Gender=Masc|Number=Sing|VerbForm=Part, NOUN__NumForm=Digit, NOUN__Number=Plur, NOUN__Number=Sing, NOUN__Number=Sing|VerbForm=Fin, NOUN__VerbForm=Fin, NUM__Gender=Fem|Number=Plur|NumType=Card, NUM__Gender=Fem|Number=Sing|NumType=Card, NUM__Gender=Fem|Number=Sing|NumType=Ord, NUM__Gender=Masc|Number=Plur|NumType=Card, NUM__Gender=Masc|Number=Sing|NumType=Card, NUM__NumForm=Digit|NumType=Card, NUM__NumForm=Digit|NumType=Frac, NUM__NumType=Card, NUM__Number=Plur|NumType=Card, NUM__Number=Sing|NumType=Card, PART, PRON__Case=Acc,Dat|Gender=Masc|Number=Plur|Person=1|PrepCase=Npr|PronType=Prs, PRON__Case=Acc,Dat|Number=Plur|Person=1|PrepCase=Npr|PronType=Prs, PRON__Case=Acc,Dat|Number=Plur|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes, PRON__Case=Acc,Dat|Number=Plur|Person=2|PrepCase=Npr|PronType=Prs, PRON__Case=Acc,Dat|Number=Sing|Person=1|PrepCase=Npr|PronType=Prs, PRON__Case=Acc,Dat|Number=Sing|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes, PRON__Case=Acc,Dat|Number=Sing|Person=2|PrepCase=Npr|PronType=Prs, PRON__Case=Acc,Dat|Number=Sing|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes, PRON__Case=Acc,Dat|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes, PRON__Case=Acc,Nom|Gender=Fem|Number=Plur|Person=3|PronType=Prs, PRON__Case=Acc,Nom|Gender=Fem|Number=Sing|Person=3|PronType=Prs, PRON__Case=Acc,Nom|Gender=Masc|Number=Plur|Person=1|PronType=Prs, PRON__Case=Acc,Nom|Gender=Masc|Number=Plur|Person=3|PronType=Prs, PRON__Case=Acc,Nom|Gender=Masc|Number=Sing|Person=3|PronType=Prs, PRON__Case=Acc,Nom|Number=Plur|Person=2|Polite=Form|PronType=Prs, PRON__Case=Acc,Nom|Number=Sing|Person=2|Polite=Form|PronType=Prs, PRON__Case=Acc|Gender=Fem|Number=Plur|Person=3|PrepCase=Npr|PronType=Prs, PRON__Case=Acc|Gender=Fem|Number=Sing|Person=3|PrepCase=Npr|PronType=Prs, PRON__Case=Acc|Gender=Masc|Number=Plur|Person=3|PrepCase=Npr|PronType=Prs, PRON__Case=Acc|Gender=Masc|Number=Sing|Person=3|PrepCase=Npr|PronType=Prs, PRON__Case=Acc|Number=Sing|Person=1|PrepCase=Pre|PronType=Prs, PRON__Case=Acc|Number=Sing|Person=2|PrepCase=Pre|PronType=Prs, PRON__Case=Acc|Person=3|PrepCase=Pre|PronType=Prs|Reflex=Yes, PRON__Case=Com|Number=Sing|Person=1|PrepCase=Pre|PronType=Prs, PRON__Case=Com|Number=Sing|Person=2|PrepCase=Pre|PronType=Prs, PRON__Case=Com|Person=3|PrepCase=Pre|PronType=Prs|Reflex=Yes, PRON__Case=Dat|Number=Plur|Person=3|PronType=Prs, PRON__Case=Dat|Number=Sing|Person=3|PronType=Prs, PRON__Case=Nom|Number=Sing|Person=1|PronType=Prs, PRON__Case=Nom|Number=Sing|Person=2|PronType=Prs, PRON__Degree=Abs|Gender=Masc|Number=Plur|NumType=Card|PronType=Ind, PRON__Gender=Fem|Number=Plur|NumType=Card|PronType=Ind, PRON__Gender=Fem|Number=Plur|NumType=Card|PronType=Int,Rel, PRON__Gender=Fem|Number=Plur|Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs, PRON__Gender=Fem|Number=Plur|Person=3|Poss=Yes|PronType=Prs, PRON__Gender=Fem|Number=Plur|Poss=Yes|PronType=Int,Rel, PRON__Gender=Fem|Number=Plur|PronType=Dem, PRON__Gender=Fem|Number=Plur|PronType=Ind, PRON__Gender=Fem|Number=Plur|PronType=Tot, PRON__Gender=Fem|Number=Sing|NumType=Card|PronType=Dem, PRON__Gender=Fem|Number=Sing|NumType=Card|PronType=Ind, PRON__Gender=Fem|Number=Sing|Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs, PRON__Gender=Fem|Number=Sing|Number[psor]=Sing|Person=1|Poss=Yes|PronType=Ind, PRON__Gender=Fem|Number=Sing|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Ind, PRON__Gender=Fem|Number=Sing|Person=1|Poss=Yes|PronType=Prs, PRON__Gender=Fem|Number=Sing|Person=3|Poss=Yes|PronType=Prs, PRON__Gender=Fem|Number=Sing|Poss=Yes|PronType=Int,Rel, PRON__Gender=Fem|Number=Sing|PronType=Dem, PRON__Gender=Fem|Number=Sing|PronType=Ind, PRON__Gender=Fem|Number=Sing|PronType=Neg, PRON__Gender=Fem|Number=Sing|PronType=Tot, PRON__Gender=Masc|Number=Plur|NumType=Card|PronType=Dem, PRON__Gender=Masc|Number=Plur|NumType=Card|PronType=Ind, PRON__Gender=Masc|Number=Plur|NumType=Card|PronType=Int,Rel, PRON__Gender=Masc|Number=Plur|Person=2|Poss=Yes|PronType=Ind, PRON__Gender=Masc|Number=Plur|Poss=Yes|PronType=Int,Rel, PRON__Gender=Masc|Number=Plur|PronType=Dem, PRON__Gender=Masc|Number=Plur|PronType=Ind, PRON__Gender=Masc|Number=Plur|PronType=Tot, PRON__Gender=Masc|Number=Sing|NumType=Card|PronType=Dem, PRON__Gender=Masc|Number=Sing|NumType=Card|PronType=Ind, PRON__Gender=Masc|Number=Sing|NumType=Card|PronType=Int,Rel, PRON__Gender=Masc|Number=Sing|Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs, PRON__Gender=Masc|Number=Sing|Number[psor]=Sing|Person=1|Poss=Yes|PronType=Ind, PRON__Gender=Masc|Number=Sing|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Ind, PRON__Gender=Masc|Number=Sing|Person=3|Poss=Yes|PronType=Prs, PRON__Gender=Masc|Number=Sing|Poss=Yes|PronType=Int,Rel, PRON__Gender=Masc|Number=Sing|PronType=Dem, PRON__Gender=Masc|Number=Sing|PronType=Ind, PRON__Gender=Masc|Number=Sing|PronType=Neg, PRON__Gender=Masc|Number=Sing|PronType=Tot, PRON__Number=Plur|NumType=Card|PronType=Ind, PRON__Number=Plur|Person=3|Poss=Yes|PronType=Prs, PRON__Number=Plur|PronType=Dem, PRON__Number=Plur|PronType=Ind, PRON__Number=Plur|PronType=Int,Rel, PRON__Number=Sing|Person=3|Poss=Yes|PronType=Prs, PRON__Number=Sing|PronType=Dem, PRON__Number=Sing|PronType=Ind, PRON__Number=Sing|PronType=Int,Rel, PRON__Number=Sing|PronType=Neg, PRON__Number=Sing|PronType=Tot, PRON__PronType=Dem, PRON__PronType=Ind, PRON__PronType=Int,Rel, PRON__PronType=Neg, PROPN, PROPN__Case=Acc,Dat|Number=Plur|Person=1|PrepCase=Npr|PronType=Prs, PROPN__Case=Acc,Dat|Number=Sing|Person=2|PrepCase=Npr|PronType=Prs, PROPN__Case=Acc,Dat|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes, PROPN__Case=Acc,Nom|Gender=Fem|Number=Sing|Person=3|PronType=Prs, PROPN__Case=Acc,Nom|Gender=Masc|Number=Sing|Person=3|PronType=Prs, PROPN__Case=Acc|Person=3|PrepCase=Pre|PronType=Prs|Reflex=Yes, PROPN__Case=Dat|Number=Sing|Person=3|PronType=Prs, PROPN__Case=Nom|Number=Sing|Person=1|PronType=Prs, PROPN__Case=Nom|Number=Sing|Person=2|PronType=Prs, PROPN__PronType=Ind, PROPN__VerbForm=Fin, PUNCT, PUNCT_VERB_PRON_PUNCT__Case=Acc,Dat|Number=Sing|Person=2|PrepCase=Npr|PronType=Prs|PunctType=Quot|VerbForm=Inf, PUNCT__PunctSide=Fin|PunctType=Brck, PUNCT__PunctSide=Fin|PunctType=Excl, PUNCT__PunctSide=Fin|PunctType=Qest, PUNCT__PunctSide=Ini|PunctType=Brck, PUNCT__PunctSide=Ini|PunctType=Excl, PUNCT__PunctSide=Ini|PunctType=Qest, PUNCT__PunctType=Colo, PUNCT__PunctType=Comm, PUNCT__PunctType=Dash, PUNCT__PunctType=Peri, PUNCT__PunctType=Quot, PUNCT__PunctType=Semi, SCONJ, SCONJ__PronType=Int,Rel, SYM, SYM__NumForm=Digit, SYM__NumForm=Digit|NumType=Frac, VERB_PRON__Case=Acc,Dat|Mood=Imp|Number=Plur,Sing|Person=1,2|PrepCase=Npr|PronType=Prs|VerbForm=Fin, VERB_PRON__Case=Acc,Dat|Mood=Imp|Number=Plur|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Fin, VERB_PRON__Case=Acc,Dat|Mood=Imp|Number=Sing|Person=1,3|PrepCase=Npr|PronType=Prs|VerbForm=Fin, VERB_PRON__Case=Acc,Dat|Mood=Imp|Number=Sing|Person=2,3|PrepCase=Npr|PronType=Prs|VerbForm=Fin, VERB_PRON__Case=Acc,Dat|Mood=Imp|Number=Sing|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Fin, VERB_PRON__Case=Acc,Dat|Mood=Imp|Number=Sing|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Fin, VERB_PRON__Case=Acc,Dat|Number=Plur|Person=1|PrepCase=Npr|PronType=Prs|VerbForm=Ger, VERB_PRON__Case=Acc,Dat|Number=Plur|Person=1|PrepCase=Npr|PronType=Prs|VerbForm=Inf, VERB_PRON__Case=Acc,Dat|Number=Plur|Person=2|PrepCase=Npr|PronType=Prs|VerbForm=Inf, VERB_PRON__Case=Acc,Dat|Number=Sing|Person=1|PrepCase=Npr|PronType=Prs|VerbForm=Ger, VERB_PRON__Case=Acc,Dat|Number=Sing|Person=1|PrepCase=Npr|PronType=Prs|VerbForm=Inf, VERB_PRON__Case=Acc,Dat|Number=Sing|Person=2|PrepCase=Npr|PronType=Prs|VerbForm=Inf, VERB_PRON__Case=Acc,Dat|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Ger, VERB_PRON__Case=Acc,Dat|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, VERB_PRON__Case=Acc|Gender=Fem|Number=Plur|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Ger, VERB_PRON__Case=Acc|Gender=Fem|Number=Plur|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Inf, VERB_PRON__Case=Acc|Gender=Fem|Number=Sing|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Ger, VERB_PRON__Case=Acc|Gender=Fem|Number=Sing|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Inf, VERB_PRON__Case=Acc|Gender=Masc|Mood=Imp|Number=Plur,Sing|Person=1,3|PrepCase=Npr|PronType=Prs|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Masc|Mood=Imp|Number=Plur|Person=1,3|PrepCase=Npr|PronType=Prs|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Masc|Mood=Imp|Number=Sing|Person=2,3|PrepCase=Npr|PronType=Prs|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Masc|Mood=Imp|Number=Sing|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Fin, VERB_PRON__Case=Acc|Gender=Masc|Number=Plur|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Ger, VERB_PRON__Case=Acc|Gender=Masc|Number=Plur|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Inf, VERB_PRON__Case=Acc|Gender=Masc|Number=Sing|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Ger, VERB_PRON__Case=Acc|Gender=Masc|Number=Sing|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Inf, VERB_PRON__Case=Dat|Mood=Imp|Number=Sing|Person=3|PronType=Prs|VerbForm=Fin, VERB_PRON__Case=Dat|Number=Plur|Person=3|PronType=Prs|VerbForm=Ger, VERB_PRON__Case=Dat|Number=Plur|Person=3|PronType=Prs|VerbForm=Inf, VERB_PRON__Case=Dat|Number=Sing|Person=3|PronType=Prs|VerbForm=Ger, VERB_PRON__Case=Dat|Number=Sing|Person=3|PronType=Prs|VerbForm=Inf, VERB__Case=Acc,Dat|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes, VERB__Case=Com|Person=3|PronType=Prs|Reflex=Yes, VERB__Gender=Fem|Number=Plur|Tense=Past|VerbForm=Part, VERB__Gender=Fem|Number=Sing|Tense=Past|VerbForm=Part, VERB__Gender=Masc|Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin, VERB__Gender=Masc|Number=Plur|Tense=Past|VerbForm=Part, VERB__Gender=Masc|Number=Sing|Tense=Past|VerbForm=Part, VERB__Mood=Cnd|Number=Plur|Person=1|VerbForm=Fin, VERB__Mood=Cnd|Number=Plur|Person=3|VerbForm=Fin, VERB__Mood=Cnd|Number=Sing|Person=1|VerbForm=Fin, VERB__Mood=Cnd|Number=Sing|Person=2|VerbForm=Fin, VERB__Mood=Cnd|Number=Sing|Person=3|VerbForm=Fin, VERB__Mood=Imp|Number=Plur|Person=1|VerbForm=Fin, VERB__Mood=Imp|Number=Plur|Person=2|VerbForm=Fin, VERB__Mood=Imp|Number=Plur|Person=3|VerbForm=Fin, VERB__Mood=Imp|Number=Sing|Person=2|VerbForm=Fin, VERB__Mood=Imp|Number=Sing|Person=3|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=Past|VerbForm=Fin, VERB__Mood=Ind|Number=Plur|Person=3|Tense=Pres|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=Pres|VerbForm=Fin, VERB__Mood=Ind|Number=Sing|Person=2|Tense=Fut|VerbForm=Fin, VERB__Mood=Ind|Number=Sing|Person=2|Tense=Imp|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=Pres|VerbForm=Fin, VERB__Mood=Ind|Person=3|Tense=Pres|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=2|Tense=Pres|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=Imp|VerbForm=Fin, VERB__Mood=Sub|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin, VERB__Mood=Sub|Number=Sing|Person=2|Tense=Pres|VerbForm=Fin, VERB__Mood=Sub|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin, VERB__Mood=Sub|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin, VERB__VerbForm=Ger, VERB__VerbForm=Inf, X, X__NumType=Card, _SP
|
parser
| ROOT, acl, advcl, advmod, amod, appos, aux, case, cc, ccomp, compound, conj, cop, csubj, dep, det, expl:pass, fixed, flat, iobj, mark, nmod, nsubj, nummod, obj, obl, parataxis, punct, xcomp
|
ner
| LOC, MISC, ORG, PER
|
Accuracy
| Type | Score |
|---|---|
LAS
| 88.67 |
UAS
| 91.60 |
TOKEN_ACC
| 99.89 |
TAGS_ACC
| 97.54 |
ENTS_F
| 89.84 |
ENTS_P
| 89.96 |
ENTS_R
| 89.71 |
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 es_core_news_md