Trained Pipelines

Danish

Available trained pipelines for Danish

da_core_news_sm
Release Details
Latest: 3.8.0

Danish pipeline optimized for CPU. Components: tok2vec, morphologizer, parser, lemmatizer (trainable_lemmatizer), senter, ner, attribute_ruler.

Language daDanish
Type coreVocabulary, syntax, entities
Genre newswritten text (news, media)
Size sm11 MB
Components tok2vec, morphologizer, parser, lemmatizer, senter, attribute_ruler, ner
Pipeline tok2vec, morphologizer, parser, lemmatizer, attribute_ruler, ner
Vectors 0 keys, 0 unique vectors (0 dimensions)
Download Link da_core_news_sm-3.8.0-py3-none-any.whl
Sources UD Danish DDT v2.8 (Johannsen, Anders; Martínez Alonso, Héctor; Plank, Barbara)
DaNE (Rasmus Hvingelby, Amalie B. Pauli, Maria Barrett, Christina Rosted, Lasse M. Lidegaard, Anders Søgaard)
Author Explosion
License CC BY-SA 4.0

Try out the modelspaCy v3.7 · Python 3 · via Binder

import spacy
from spacy.lang.da.examples import sentences

nlp = spacy.load("da_core_news_sm")
doc = nlp(sentences[0])
print(doc.text)
for token in doc:
print(token.text, token.pos_, token.dep_)

TOKEN_ACCTokenization1.00
TOKEN_P1.00
TOKEN_R1.00
TOKEN_F1.00
POS_ACCPart-of-speech tags (coarse grained tags, Token.pos)0.95
MORPH_ACCMorphological analysis0.94
MORPH_MICRO_P0.96
MORPH_MICRO_R0.95
MORPH_MICRO_F0.95
SENTS_PSentence segmentation (precision)0.88
SENTS_RSentence segmentation (recall)0.88
SENTS_FSentence segmentation (F-score)0.88
DEP_UASUnlabeled dependencies0.80
DEP_LASLabeled dependencies0.76
LEMMA_ACCLemmatization0.94
TAG_ACCPart-of-speech tags (fine grained tags, Token.tag)0.95
ENTS_PNamed entities (precision)0.74
ENTS_RNamed entities (recall)0.71
ENTS_FNamed entities (F-score)0.72

The statistical components included in this model package assign the following labels. The labels are specific to the corpus that the model was trained on. To see the description of a label, you can use spacy.explain.

tok2vec
morphologizer AdpType=Prep|POS=ADP, Definite=Ind|Gender=Com|Number=Sing|POS=NOUN, Mood=Ind|POS=AUX|Tense=Pres|VerbForm=Fin|Voice=Act, POS=PROPN, Definite=Ind|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Definite=Def|Gender=Neut|Number=Sing|POS=NOUN, POS=SCONJ, Definite=Def|Gender=Com|Number=Sing|POS=NOUN, Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin|Voice=Act, POS=ADV, Number=Plur|POS=DET|PronType=Dem, Degree=Pos|Number=Plur|POS=ADJ, Definite=Ind|Gender=Com|Number=Plur|POS=NOUN, POS=PUNCT, POS=CCONJ, Definite=Ind|Degree=Cmp|Number=Sing|POS=ADJ, Degree=Cmp|POS=ADJ, POS=PRON|PartType=Inf, Gender=Com|Number=Sing|POS=DET|PronType=Ind, Definite=Ind|Degree=Pos|Number=Sing|POS=ADJ, Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs, Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN, Definite=Def|Degree=Pos|Number=Sing|POS=ADJ, Gender=Neut|Number=Sing|POS=DET|PronType=Dem, Degree=Pos|POS=ADV, Definite=Def|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN, POS=PRON|PronType=Dem, NumType=Card|POS=NUM, Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ, Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=3|PronType=Prs, Degree=Pos|Gender=Com|Number=Sing|POS=ADJ, Case=Nom|Gender=Com|Number=Sing|POS=PRON|Person=3|PronType=Prs, NumType=Ord|POS=ADJ, Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes, Mood=Ind|POS=AUX|Tense=Past|VerbForm=Fin|Voice=Act, POS=VERB|VerbForm=Inf|Voice=Act, Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin|Voice=Act, POS=NOUN, Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin|Voice=Pass, POS=ADP|PartType=Inf, Degree=Pos|POS=ADJ, Definite=Def|Gender=Com|Number=Plur|POS=NOUN, Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs, Case=Gen|Definite=Def|Gender=Com|Number=Sing|POS=NOUN, POS=AUX|VerbForm=Inf|Voice=Act, Definite=Ind|Degree=Pos|Gender=Com|Number=Sing|POS=ADJ, Gender=Com|Number=Sing|POS=DET|PronType=Dem, Number=Plur|POS=DET|PronType=Ind, Gender=Com|Number=Sing|POS=PRON|PronType=Ind, Case=Acc|POS=PRON|Person=3|PronType=Prs|Reflex=Yes, POS=PART|PartType=Inf, Gender=Neut|Number=Sing|POS=DET|PronType=Ind, Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Gen|Definite=Def|Gender=Neut|Number=Sing|POS=NOUN, Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Nom|Gender=Com|Number=Sing|POS=PRON|Person=1|PronType=Prs, Case=Nom|Gender=Com|POS=PRON|PronType=Ind, Gender=Neut|Number=Sing|POS=PRON|PronType=Ind, Mood=Imp|POS=VERB, Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs, Definite=Ind|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part, POS=X, Case=Nom|Gender=Com|Number=Plur|POS=PRON|Person=1|PronType=Prs, Case=Gen|Definite=Def|Gender=Com|Number=Plur|POS=NOUN, POS=VERB|Tense=Pres|VerbForm=Part, Number=Plur|POS=PRON|PronType=Int,Rel, POS=VERB|VerbForm=Inf|Voice=Pass, Case=Gen|Definite=Ind|Gender=Com|Number=Sing|POS=NOUN, Degree=Cmp|POS=ADV, POS=ADV|PartType=Inf, Degree=Sup|POS=ADV, Number=Plur|POS=PRON|PronType=Dem, Number=Plur|POS=PRON|PronType=Ind, Definite=Def|Gender=Neut|Number=Plur|POS=NOUN, Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=1|PronType=Prs, Case=Gen|POS=PROPN, POS=ADP, Degree=Cmp|Number=Plur|POS=ADJ, Definite=Def|Degree=Sup|POS=ADJ, Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs, Degree=Pos|Number=Sing|POS=ADJ, Number=Plur|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes, Gender=Com|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs|Style=Form, Number=Plur|POS=PRON|PronType=Rcp, Case=Gen|Degree=Cmp|POS=ADJ, POS=SPACE, Case=Gen|Definite=Def|Gender=Neut|Number=Plur|POS=NOUN, Number[psor]=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs, POS=INTJ, Number=Plur|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs, Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ, Gender=Neut|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs|Style=Form, Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=2|PronType=Prs, Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, Case=Gen|Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN, Number=Sing|POS=PRON|PronType=Int,Rel, Number=Plur|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs|Style=Form, Gender=Neut|Number=Sing|POS=PRON|PronType=Int,Rel, Definite=Def|Degree=Sup|Number=Plur|POS=ADJ, Case=Nom|Gender=Com|Number=Sing|POS=PRON|Person=2|PronType=Prs, Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes, Definite=Ind|Number=Sing|POS=NOUN, Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Number=Plur|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes, POS=SYM, Case=Nom|Gender=Com|POS=PRON|Person=2|Polite=Form|PronType=Prs, Degree=Sup|POS=ADJ, Number=Plur|POS=DET|PronType=Ind|Style=Arch, Case=Gen|Gender=Com|Number=Sing|POS=DET|PronType=Dem, Foreign=Yes|POS=X, POS=DET|Person=2|Polite=Form|Poss=Yes|PronType=Prs, Gender=Neut|Number=Sing|POS=PRON|PronType=Dem, Case=Acc|Gender=Com|Number=Plur|POS=PRON|Person=1|PronType=Prs, Case=Gen|Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN, Case=Gen|POS=PRON|PronType=Int,Rel, Gender=Com|Number=Sing|POS=PRON|PronType=Dem, Abbr=Yes|POS=X, Case=Gen|Definite=Ind|Gender=Com|Number=Plur|POS=NOUN, Definite=Def|Degree=Abs|POS=ADJ, Definite=Ind|Degree=Sup|Number=Sing|POS=ADJ, Definite=Ind|POS=NOUN, Gender=Com|Number=Plur|POS=NOUN, Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs, Gender=Com|POS=PRON|PronType=Int,Rel, Case=Nom|Gender=Com|Number=Plur|POS=PRON|Person=2|PronType=Prs, Degree=Abs|POS=ADV, POS=VERB|VerbForm=Ger, POS=VERB|Tense=Past|VerbForm=Part, Definite=Def|Degree=Sup|Number=Sing|POS=ADJ, Number=Plur|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs|Style=Form, Case=Gen|Definite=Def|Degree=Pos|Number=Sing|POS=ADJ, Case=Gen|Degree=Pos|Number=Plur|POS=ADJ, Case=Acc|Gender=Com|POS=PRON|Person=2|Polite=Form|PronType=Prs, Gender=Com|Number=Sing|POS=PRON|PronType=Int,Rel, POS=VERB|Tense=Pres, Case=Gen|Number=Plur|POS=DET|PronType=Ind, Number[psor]=Plur|POS=DET|Person=2|Poss=Yes|PronType=Prs, POS=PRON|Person=2|Polite=Form|Poss=Yes|PronType=Prs, Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, POS=AUX|Tense=Pres|VerbForm=Part, Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin|Voice=Pass, Gender=Com|Number=Sing|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes, Degree=Sup|Number=Plur|POS=ADJ, Case=Acc|Gender=Com|Number=Plur|POS=PRON|Person=2|PronType=Prs, Gender=Neut|Number=Sing|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes, Definite=Ind|Number=Plur|POS=NOUN, Case=Gen|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Mood=Imp|POS=AUX, Gender=Com|Number=Sing|Number[psor]=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Prs, Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Definite=Def|Gender=Com|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Number=Plur|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, Case=Gen|Gender=Com|Number=Sing|POS=DET|PronType=Ind, Case=Gen|POS=NOUN, Number[psor]=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs, POS=DET|PronType=Dem, Definite=Def|Number=Plur|POS=NOUN
parser ROOT, acl:relcl, advcl, advmod, advmod:lmod, amod, appos, aux, case, cc, ccomp, compound:prt, conj, cop, dep, det, expl, fixed, flat, iobj, list, mark, nmod, nmod:poss, nsubj, nummod, obj, obl, obl:lmod, obl:tmod, punct, xcomp
attribute_ruler
ner LOC, MISC, ORG, PER

da_core_news_md
Release Details
Latest: 3.8.0

Danish pipeline optimized for CPU. Components: tok2vec, morphologizer, parser, lemmatizer (trainable_lemmatizer), senter, ner, attribute_ruler.

Language daDanish
Type coreVocabulary, syntax, entities, vectors
Genre newswritten text (news, media)
Size md40 MB
Components tok2vec, morphologizer, parser, lemmatizer, senter, attribute_ruler, ner
Pipeline tok2vec, morphologizer, parser, lemmatizer, attribute_ruler, ner
Vectors 500k keys, 20k unique vectors (300 dimensions)
Download Link da_core_news_md-3.8.0-py3-none-any.whl
Sources UD Danish DDT v2.8 (Johannsen, Anders; Martínez Alonso, Héctor; Plank, Barbara)
DaNE (Rasmus Hvingelby, Amalie B. Pauli, Maria Barrett, Christina Rosted, Lasse M. Lidegaard, Anders Søgaard)
Explosion fastText Vectors (cbow, OSCAR Common Crawl + Wikipedia) (Explosion)
Author Explosion
License CC BY-SA 4.0

TOKEN_ACCTokenization1.00
TOKEN_P1.00
TOKEN_R1.00
TOKEN_F1.00
POS_ACCPart-of-speech tags (coarse grained tags, Token.pos)0.96
MORPH_ACCMorphological analysis0.95
MORPH_MICRO_P0.97
MORPH_MICRO_R0.96
MORPH_MICRO_F0.97
SENTS_PSentence segmentation (precision)0.90
SENTS_RSentence segmentation (recall)0.88
SENTS_FSentence segmentation (F-score)0.89
DEP_UASUnlabeled dependencies0.82
DEP_LASLabeled dependencies0.78
LEMMA_ACCLemmatization0.94
TAG_ACCPart-of-speech tags (fine grained tags, Token.tag)0.96
ENTS_PNamed entities (precision)0.81
ENTS_RNamed entities (recall)0.79
ENTS_FNamed entities (F-score)0.80

The statistical components included in this model package assign the following labels. The labels are specific to the corpus that the model was trained on. To see the description of a label, you can use spacy.explain.

tok2vec
morphologizer AdpType=Prep|POS=ADP, Definite=Ind|Gender=Com|Number=Sing|POS=NOUN, Mood=Ind|POS=AUX|Tense=Pres|VerbForm=Fin|Voice=Act, POS=PROPN, Definite=Ind|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Definite=Def|Gender=Neut|Number=Sing|POS=NOUN, POS=SCONJ, Definite=Def|Gender=Com|Number=Sing|POS=NOUN, Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin|Voice=Act, POS=ADV, Number=Plur|POS=DET|PronType=Dem, Degree=Pos|Number=Plur|POS=ADJ, Definite=Ind|Gender=Com|Number=Plur|POS=NOUN, POS=PUNCT, POS=CCONJ, Definite=Ind|Degree=Cmp|Number=Sing|POS=ADJ, Degree=Cmp|POS=ADJ, POS=PRON|PartType=Inf, Gender=Com|Number=Sing|POS=DET|PronType=Ind, Definite=Ind|Degree=Pos|Number=Sing|POS=ADJ, Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs, Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN, Definite=Def|Degree=Pos|Number=Sing|POS=ADJ, Gender=Neut|Number=Sing|POS=DET|PronType=Dem, Degree=Pos|POS=ADV, Definite=Def|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN, POS=PRON|PronType=Dem, NumType=Card|POS=NUM, Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ, Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=3|PronType=Prs, Degree=Pos|Gender=Com|Number=Sing|POS=ADJ, Case=Nom|Gender=Com|Number=Sing|POS=PRON|Person=3|PronType=Prs, NumType=Ord|POS=ADJ, Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes, Mood=Ind|POS=AUX|Tense=Past|VerbForm=Fin|Voice=Act, POS=VERB|VerbForm=Inf|Voice=Act, Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin|Voice=Act, POS=NOUN, Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin|Voice=Pass, POS=ADP|PartType=Inf, Degree=Pos|POS=ADJ, Definite=Def|Gender=Com|Number=Plur|POS=NOUN, Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs, Case=Gen|Definite=Def|Gender=Com|Number=Sing|POS=NOUN, POS=AUX|VerbForm=Inf|Voice=Act, Definite=Ind|Degree=Pos|Gender=Com|Number=Sing|POS=ADJ, Gender=Com|Number=Sing|POS=DET|PronType=Dem, Number=Plur|POS=DET|PronType=Ind, Gender=Com|Number=Sing|POS=PRON|PronType=Ind, Case=Acc|POS=PRON|Person=3|PronType=Prs|Reflex=Yes, POS=PART|PartType=Inf, Gender=Neut|Number=Sing|POS=DET|PronType=Ind, Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Gen|Definite=Def|Gender=Neut|Number=Sing|POS=NOUN, Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Nom|Gender=Com|Number=Sing|POS=PRON|Person=1|PronType=Prs, Case=Nom|Gender=Com|POS=PRON|PronType=Ind, Gender=Neut|Number=Sing|POS=PRON|PronType=Ind, Mood=Imp|POS=VERB, Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs, Definite=Ind|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part, POS=X, Case=Nom|Gender=Com|Number=Plur|POS=PRON|Person=1|PronType=Prs, Case=Gen|Definite=Def|Gender=Com|Number=Plur|POS=NOUN, POS=VERB|Tense=Pres|VerbForm=Part, Number=Plur|POS=PRON|PronType=Int,Rel, POS=VERB|VerbForm=Inf|Voice=Pass, Case=Gen|Definite=Ind|Gender=Com|Number=Sing|POS=NOUN, Degree=Cmp|POS=ADV, POS=ADV|PartType=Inf, Degree=Sup|POS=ADV, Number=Plur|POS=PRON|PronType=Dem, Number=Plur|POS=PRON|PronType=Ind, Definite=Def|Gender=Neut|Number=Plur|POS=NOUN, Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=1|PronType=Prs, Case=Gen|POS=PROPN, POS=ADP, Degree=Cmp|Number=Plur|POS=ADJ, Definite=Def|Degree=Sup|POS=ADJ, Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs, Degree=Pos|Number=Sing|POS=ADJ, Number=Plur|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes, Gender=Com|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs|Style=Form, Number=Plur|POS=PRON|PronType=Rcp, Case=Gen|Degree=Cmp|POS=ADJ, POS=SPACE, Case=Gen|Definite=Def|Gender=Neut|Number=Plur|POS=NOUN, Number[psor]=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs, POS=INTJ, Number=Plur|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs, Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ, Gender=Neut|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs|Style=Form, Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=2|PronType=Prs, Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, Case=Gen|Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN, Number=Sing|POS=PRON|PronType=Int,Rel, Number=Plur|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs|Style=Form, Gender=Neut|Number=Sing|POS=PRON|PronType=Int,Rel, Definite=Def|Degree=Sup|Number=Plur|POS=ADJ, Case=Nom|Gender=Com|Number=Sing|POS=PRON|Person=2|PronType=Prs, Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes, Definite=Ind|Number=Sing|POS=NOUN, Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Number=Plur|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes, POS=SYM, Case=Nom|Gender=Com|POS=PRON|Person=2|Polite=Form|PronType=Prs, Degree=Sup|POS=ADJ, Number=Plur|POS=DET|PronType=Ind|Style=Arch, Case=Gen|Gender=Com|Number=Sing|POS=DET|PronType=Dem, Foreign=Yes|POS=X, POS=DET|Person=2|Polite=Form|Poss=Yes|PronType=Prs, Gender=Neut|Number=Sing|POS=PRON|PronType=Dem, Case=Acc|Gender=Com|Number=Plur|POS=PRON|Person=1|PronType=Prs, Case=Gen|Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN, Case=Gen|POS=PRON|PronType=Int,Rel, Gender=Com|Number=Sing|POS=PRON|PronType=Dem, Abbr=Yes|POS=X, Case=Gen|Definite=Ind|Gender=Com|Number=Plur|POS=NOUN, Definite=Def|Degree=Abs|POS=ADJ, Definite=Ind|Degree=Sup|Number=Sing|POS=ADJ, Definite=Ind|POS=NOUN, Gender=Com|Number=Plur|POS=NOUN, Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs, Gender=Com|POS=PRON|PronType=Int,Rel, Case=Nom|Gender=Com|Number=Plur|POS=PRON|Person=2|PronType=Prs, Degree=Abs|POS=ADV, POS=VERB|VerbForm=Ger, POS=VERB|Tense=Past|VerbForm=Part, Definite=Def|Degree=Sup|Number=Sing|POS=ADJ, Number=Plur|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs|Style=Form, Case=Gen|Definite=Def|Degree=Pos|Number=Sing|POS=ADJ, Case=Gen|Degree=Pos|Number=Plur|POS=ADJ, Case=Acc|Gender=Com|POS=PRON|Person=2|Polite=Form|PronType=Prs, Gender=Com|Number=Sing|POS=PRON|PronType=Int,Rel, POS=VERB|Tense=Pres, Case=Gen|Number=Plur|POS=DET|PronType=Ind, Number[psor]=Plur|POS=DET|Person=2|Poss=Yes|PronType=Prs, POS=PRON|Person=2|Polite=Form|Poss=Yes|PronType=Prs, Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, POS=AUX|Tense=Pres|VerbForm=Part, Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin|Voice=Pass, Gender=Com|Number=Sing|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes, Degree=Sup|Number=Plur|POS=ADJ, Case=Acc|Gender=Com|Number=Plur|POS=PRON|Person=2|PronType=Prs, Gender=Neut|Number=Sing|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes, Definite=Ind|Number=Plur|POS=NOUN, Case=Gen|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Mood=Imp|POS=AUX, Gender=Com|Number=Sing|Number[psor]=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Prs, Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Definite=Def|Gender=Com|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Number=Plur|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, Case=Gen|Gender=Com|Number=Sing|POS=DET|PronType=Ind, Case=Gen|POS=NOUN, Number[psor]=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs, POS=DET|PronType=Dem, Definite=Def|Number=Plur|POS=NOUN
parser ROOT, acl:relcl, advcl, advmod, advmod:lmod, amod, appos, aux, case, cc, ccomp, compound:prt, conj, cop, dep, det, expl, fixed, flat, iobj, list, mark, nmod, nmod:poss, nsubj, nummod, obj, obl, obl:lmod, obl:tmod, punct, xcomp
attribute_ruler
ner LOC, MISC, ORG, PER

da_core_news_lg
Release Details
Latest: 3.8.0

Danish pipeline optimized for CPU. Components: tok2vec, morphologizer, parser, lemmatizer (trainable_lemmatizer), senter, ner, attribute_ruler.

Language daDanish
Type coreVocabulary, syntax, entities, vectors
Genre newswritten text (news, media)
Size lg540 MB
Components tok2vec, morphologizer, parser, lemmatizer, senter, attribute_ruler, ner
Pipeline tok2vec, morphologizer, parser, lemmatizer, attribute_ruler, ner
Vectors 500k keys, 500k unique vectors (300 dimensions)
Download Link da_core_news_lg-3.8.0-py3-none-any.whl
Sources UD Danish DDT v2.8 (Johannsen, Anders; Martínez Alonso, Héctor; Plank, Barbara)
DaNE (Rasmus Hvingelby, Amalie B. Pauli, Maria Barrett, Christina Rosted, Lasse M. Lidegaard, Anders Søgaard)
Explosion fastText Vectors (cbow, OSCAR Common Crawl + Wikipedia) (Explosion)
Author Explosion
License CC BY-SA 4.0

TOKEN_ACCTokenization1.00
TOKEN_P1.00
TOKEN_R1.00
TOKEN_F1.00
POS_ACCPart-of-speech tags (coarse grained tags, Token.pos)0.96
MORPH_ACCMorphological analysis0.95
MORPH_MICRO_P0.97
MORPH_MICRO_R0.97
MORPH_MICRO_F0.97
SENTS_PSentence segmentation (precision)0.90
SENTS_RSentence segmentation (recall)0.89
SENTS_FSentence segmentation (F-score)0.89
DEP_UASUnlabeled dependencies0.83
DEP_LASLabeled dependencies0.79
LEMMA_ACCLemmatization0.95
TAG_ACCPart-of-speech tags (fine grained tags, Token.tag)0.96
ENTS_PNamed entities (precision)0.82
ENTS_RNamed entities (recall)0.83
ENTS_FNamed entities (F-score)0.82

The statistical components included in this model package assign the following labels. The labels are specific to the corpus that the model was trained on. To see the description of a label, you can use spacy.explain.

tok2vec
morphologizer AdpType=Prep|POS=ADP, Definite=Ind|Gender=Com|Number=Sing|POS=NOUN, Mood=Ind|POS=AUX|Tense=Pres|VerbForm=Fin|Voice=Act, POS=PROPN, Definite=Ind|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Definite=Def|Gender=Neut|Number=Sing|POS=NOUN, POS=SCONJ, Definite=Def|Gender=Com|Number=Sing|POS=NOUN, Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin|Voice=Act, POS=ADV, Number=Plur|POS=DET|PronType=Dem, Degree=Pos|Number=Plur|POS=ADJ, Definite=Ind|Gender=Com|Number=Plur|POS=NOUN, POS=PUNCT, POS=CCONJ, Definite=Ind|Degree=Cmp|Number=Sing|POS=ADJ, Degree=Cmp|POS=ADJ, POS=PRON|PartType=Inf, Gender=Com|Number=Sing|POS=DET|PronType=Ind, Definite=Ind|Degree=Pos|Number=Sing|POS=ADJ, Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs, Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN, Definite=Def|Degree=Pos|Number=Sing|POS=ADJ, Gender=Neut|Number=Sing|POS=DET|PronType=Dem, Degree=Pos|POS=ADV, Definite=Def|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN, POS=PRON|PronType=Dem, NumType=Card|POS=NUM, Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ, Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=3|PronType=Prs, Degree=Pos|Gender=Com|Number=Sing|POS=ADJ, Case=Nom|Gender=Com|Number=Sing|POS=PRON|Person=3|PronType=Prs, NumType=Ord|POS=ADJ, Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes, Mood=Ind|POS=AUX|Tense=Past|VerbForm=Fin|Voice=Act, POS=VERB|VerbForm=Inf|Voice=Act, Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin|Voice=Act, POS=NOUN, Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin|Voice=Pass, POS=ADP|PartType=Inf, Degree=Pos|POS=ADJ, Definite=Def|Gender=Com|Number=Plur|POS=NOUN, Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs, Case=Gen|Definite=Def|Gender=Com|Number=Sing|POS=NOUN, POS=AUX|VerbForm=Inf|Voice=Act, Definite=Ind|Degree=Pos|Gender=Com|Number=Sing|POS=ADJ, Gender=Com|Number=Sing|POS=DET|PronType=Dem, Number=Plur|POS=DET|PronType=Ind, Gender=Com|Number=Sing|POS=PRON|PronType=Ind, Case=Acc|POS=PRON|Person=3|PronType=Prs|Reflex=Yes, POS=PART|PartType=Inf, Gender=Neut|Number=Sing|POS=DET|PronType=Ind, Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Gen|Definite=Def|Gender=Neut|Number=Sing|POS=NOUN, Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Nom|Gender=Com|Number=Sing|POS=PRON|Person=1|PronType=Prs, Case=Nom|Gender=Com|POS=PRON|PronType=Ind, Gender=Neut|Number=Sing|POS=PRON|PronType=Ind, Mood=Imp|POS=VERB, Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs, Definite=Ind|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part, POS=X, Case=Nom|Gender=Com|Number=Plur|POS=PRON|Person=1|PronType=Prs, Case=Gen|Definite=Def|Gender=Com|Number=Plur|POS=NOUN, POS=VERB|Tense=Pres|VerbForm=Part, Number=Plur|POS=PRON|PronType=Int,Rel, POS=VERB|VerbForm=Inf|Voice=Pass, Case=Gen|Definite=Ind|Gender=Com|Number=Sing|POS=NOUN, Degree=Cmp|POS=ADV, POS=ADV|PartType=Inf, Degree=Sup|POS=ADV, Number=Plur|POS=PRON|PronType=Dem, Number=Plur|POS=PRON|PronType=Ind, Definite=Def|Gender=Neut|Number=Plur|POS=NOUN, Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=1|PronType=Prs, Case=Gen|POS=PROPN, POS=ADP, Degree=Cmp|Number=Plur|POS=ADJ, Definite=Def|Degree=Sup|POS=ADJ, Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs, Degree=Pos|Number=Sing|POS=ADJ, Number=Plur|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes, Gender=Com|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs|Style=Form, Number=Plur|POS=PRON|PronType=Rcp, Case=Gen|Degree=Cmp|POS=ADJ, POS=SPACE, Case=Gen|Definite=Def|Gender=Neut|Number=Plur|POS=NOUN, Number[psor]=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs, POS=INTJ, Number=Plur|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs, Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ, Gender=Neut|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs|Style=Form, Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=2|PronType=Prs, Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, Case=Gen|Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN, Number=Sing|POS=PRON|PronType=Int,Rel, Number=Plur|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs|Style=Form, Gender=Neut|Number=Sing|POS=PRON|PronType=Int,Rel, Definite=Def|Degree=Sup|Number=Plur|POS=ADJ, Case=Nom|Gender=Com|Number=Sing|POS=PRON|Person=2|PronType=Prs, Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes, Definite=Ind|Number=Sing|POS=NOUN, Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Number=Plur|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes, POS=SYM, Case=Nom|Gender=Com|POS=PRON|Person=2|Polite=Form|PronType=Prs, Degree=Sup|POS=ADJ, Number=Plur|POS=DET|PronType=Ind|Style=Arch, Case=Gen|Gender=Com|Number=Sing|POS=DET|PronType=Dem, Foreign=Yes|POS=X, POS=DET|Person=2|Polite=Form|Poss=Yes|PronType=Prs, Gender=Neut|Number=Sing|POS=PRON|PronType=Dem, Case=Acc|Gender=Com|Number=Plur|POS=PRON|Person=1|PronType=Prs, Case=Gen|Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN, Case=Gen|POS=PRON|PronType=Int,Rel, Gender=Com|Number=Sing|POS=PRON|PronType=Dem, Abbr=Yes|POS=X, Case=Gen|Definite=Ind|Gender=Com|Number=Plur|POS=NOUN, Definite=Def|Degree=Abs|POS=ADJ, Definite=Ind|Degree=Sup|Number=Sing|POS=ADJ, Definite=Ind|POS=NOUN, Gender=Com|Number=Plur|POS=NOUN, Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs, Gender=Com|POS=PRON|PronType=Int,Rel, Case=Nom|Gender=Com|Number=Plur|POS=PRON|Person=2|PronType=Prs, Degree=Abs|POS=ADV, POS=VERB|VerbForm=Ger, POS=VERB|Tense=Past|VerbForm=Part, Definite=Def|Degree=Sup|Number=Sing|POS=ADJ, Number=Plur|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs|Style=Form, Case=Gen|Definite=Def|Degree=Pos|Number=Sing|POS=ADJ, Case=Gen|Degree=Pos|Number=Plur|POS=ADJ, Case=Acc|Gender=Com|POS=PRON|Person=2|Polite=Form|PronType=Prs, Gender=Com|Number=Sing|POS=PRON|PronType=Int,Rel, POS=VERB|Tense=Pres, Case=Gen|Number=Plur|POS=DET|PronType=Ind, Number[psor]=Plur|POS=DET|Person=2|Poss=Yes|PronType=Prs, POS=PRON|Person=2|Polite=Form|Poss=Yes|PronType=Prs, Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, POS=AUX|Tense=Pres|VerbForm=Part, Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin|Voice=Pass, Gender=Com|Number=Sing|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes, Degree=Sup|Number=Plur|POS=ADJ, Case=Acc|Gender=Com|Number=Plur|POS=PRON|Person=2|PronType=Prs, Gender=Neut|Number=Sing|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes, Definite=Ind|Number=Plur|POS=NOUN, Case=Gen|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Mood=Imp|POS=AUX, Gender=Com|Number=Sing|Number[psor]=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Prs, Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Definite=Def|Gender=Com|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Number=Plur|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, Case=Gen|Gender=Com|Number=Sing|POS=DET|PronType=Ind, Case=Gen|POS=NOUN, Number[psor]=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs, POS=DET|PronType=Dem, Definite=Def|Number=Plur|POS=NOUN
parser ROOT, acl:relcl, advcl, advmod, advmod:lmod, amod, appos, aux, case, cc, ccomp, compound:prt, conj, cop, dep, det, expl, fixed, flat, iobj, list, mark, nmod, nmod:poss, nsubj, nummod, obj, obl, obl:lmod, obl:tmod, punct, xcomp
attribute_ruler
ner LOC, MISC, ORG, PER

da_core_news_trf
Release Details
Latest: 3.8.0

Danish transformer pipeline (Transformer(name=‘vesteinn/DanskBERT’, piece_encoder=‘xlm-roberta-sentencepiece’, stride=120, type=‘xlm-roberta’, width=768, window=152, vocab_size=50005)). Components: transformer, morphologizer, parser, lemmatizer (trainable_lemmatizer), ner, attribute_ruler.

Language daDanish
Type coreVocabulary, syntax, entities
Genre newswritten text (news, media)
Size trf420 MB
Components transformer, morphologizer, parser, lemmatizer, attribute_ruler, ner
Pipeline transformer, morphologizer, parser, lemmatizer, attribute_ruler, ner
Vectors 0 keys, 0 unique vectors (0 dimensions)
Download Link da_core_news_trf-3.8.0-py3-none-any.whl
Sources UD Danish DDT v2.8 (Johannsen, Anders; Martínez Alonso, Héctor; Plank, Barbara)
DaNE (Rasmus Hvingelby, Amalie B. Pauli, Maria Barrett, Christina Rosted, Lasse M. Lidegaard, Anders Søgaard)
vesteinn/DanskBERT (Snæbjarnarson, Vésteinn and Simonsen, Annika and Glavaš, Goran and Vulić, Ivan)
Author Explosion
License CC BY-SA 4.0

TOKEN_ACCTokenization1.00
TOKEN_P1.00
TOKEN_R1.00
TOKEN_F1.00
POS_ACCPart-of-speech tags (coarse grained tags, Token.pos)0.99
MORPH_ACCMorphological analysis0.98
MORPH_MICRO_P0.99
MORPH_MICRO_R0.99
MORPH_MICRO_F0.99
SENTS_PSentence segmentation (precision)0.93
SENTS_RSentence segmentation (recall)0.93
SENTS_FSentence segmentation (F-score)0.93
DEP_UASUnlabeled dependencies0.90
DEP_LASLabeled dependencies0.87
LEMMA_ACCLemmatization0.96
TAG_ACCPart-of-speech tags (fine grained tags, Token.tag)0.99
ENTS_PNamed entities (precision)0.89
ENTS_RNamed entities (recall)0.92
ENTS_FNamed entities (F-score)0.90

The statistical components included in this model package assign the following labels. The labels are specific to the corpus that the model was trained on. To see the description of a label, you can use spacy.explain.

transformer
morphologizer AdpType=Prep|POS=ADP, Definite=Ind|Gender=Com|Number=Sing|POS=NOUN, Mood=Ind|POS=AUX|Tense=Pres|VerbForm=Fin|Voice=Act, POS=PROPN, Definite=Ind|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Definite=Def|Gender=Neut|Number=Sing|POS=NOUN, POS=SCONJ, Definite=Def|Gender=Com|Number=Sing|POS=NOUN, Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin|Voice=Act, POS=ADV, Number=Plur|POS=DET|PronType=Dem, Degree=Pos|Number=Plur|POS=ADJ, Definite=Ind|Gender=Com|Number=Plur|POS=NOUN, POS=PUNCT, POS=CCONJ, Definite=Ind|Degree=Cmp|Number=Sing|POS=ADJ, Degree=Cmp|POS=ADJ, POS=PRON|PartType=Inf, Gender=Com|Number=Sing|POS=DET|PronType=Ind, Definite=Ind|Degree=Pos|Number=Sing|POS=ADJ, Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs, Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN, Definite=Def|Degree=Pos|Number=Sing|POS=ADJ, Gender=Neut|Number=Sing|POS=DET|PronType=Dem, Degree=Pos|POS=ADV, Definite=Def|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN, POS=PRON|PronType=Dem, NumType=Card|POS=NUM, Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ, Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=3|PronType=Prs, Degree=Pos|Gender=Com|Number=Sing|POS=ADJ, Case=Nom|Gender=Com|Number=Sing|POS=PRON|Person=3|PronType=Prs, NumType=Ord|POS=ADJ, Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes, Mood=Ind|POS=AUX|Tense=Past|VerbForm=Fin|Voice=Act, POS=VERB|VerbForm=Inf|Voice=Act, Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin|Voice=Act, POS=NOUN, Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin|Voice=Pass, POS=ADP|PartType=Inf, Degree=Pos|POS=ADJ, Definite=Def|Gender=Com|Number=Plur|POS=NOUN, Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs, Case=Gen|Definite=Def|Gender=Com|Number=Sing|POS=NOUN, POS=AUX|VerbForm=Inf|Voice=Act, Definite=Ind|Degree=Pos|Gender=Com|Number=Sing|POS=ADJ, Gender=Com|Number=Sing|POS=DET|PronType=Dem, Number=Plur|POS=DET|PronType=Ind, Gender=Com|Number=Sing|POS=PRON|PronType=Ind, Case=Acc|POS=PRON|Person=3|PronType=Prs|Reflex=Yes, POS=PART|PartType=Inf, Gender=Neut|Number=Sing|POS=DET|PronType=Ind, Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Gen|Definite=Def|Gender=Neut|Number=Sing|POS=NOUN, Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Nom|Gender=Com|Number=Sing|POS=PRON|Person=1|PronType=Prs, Case=Nom|Gender=Com|POS=PRON|PronType=Ind, Gender=Neut|Number=Sing|POS=PRON|PronType=Ind, Mood=Imp|POS=VERB, Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs, Definite=Ind|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part, POS=X, Case=Nom|Gender=Com|Number=Plur|POS=PRON|Person=1|PronType=Prs, Case=Gen|Definite=Def|Gender=Com|Number=Plur|POS=NOUN, POS=VERB|Tense=Pres|VerbForm=Part, Number=Plur|POS=PRON|PronType=Int,Rel, POS=VERB|VerbForm=Inf|Voice=Pass, Case=Gen|Definite=Ind|Gender=Com|Number=Sing|POS=NOUN, Degree=Cmp|POS=ADV, POS=ADV|PartType=Inf, Degree=Sup|POS=ADV, Number=Plur|POS=PRON|PronType=Dem, Number=Plur|POS=PRON|PronType=Ind, Definite=Def|Gender=Neut|Number=Plur|POS=NOUN, Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=1|PronType=Prs, Case=Gen|POS=PROPN, POS=ADP, Degree=Cmp|Number=Plur|POS=ADJ, Definite=Def|Degree=Sup|POS=ADJ, Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs, Degree=Pos|Number=Sing|POS=ADJ, Number=Plur|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes, Gender=Com|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs|Style=Form, Number=Plur|POS=PRON|PronType=Rcp, Case=Gen|Degree=Cmp|POS=ADJ, Case=Gen|Definite=Def|Gender=Neut|Number=Plur|POS=NOUN, Number[psor]=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs, POS=INTJ, Number=Plur|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs, Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ, Gender=Neut|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs|Style=Form, Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=2|PronType=Prs, Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, Case=Gen|Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN, Number=Sing|POS=PRON|PronType=Int,Rel, Number=Plur|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs|Style=Form, Gender=Neut|Number=Sing|POS=PRON|PronType=Int,Rel, Definite=Def|Degree=Sup|Number=Plur|POS=ADJ, Case=Nom|Gender=Com|Number=Sing|POS=PRON|Person=2|PronType=Prs, Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes, Definite=Ind|Number=Sing|POS=NOUN, Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Number=Plur|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes, POS=SYM, Case=Nom|Gender=Com|POS=PRON|Person=2|Polite=Form|PronType=Prs, Degree=Sup|POS=ADJ, Number=Plur|POS=DET|PronType=Ind|Style=Arch, Case=Gen|Gender=Com|Number=Sing|POS=DET|PronType=Dem, Foreign=Yes|POS=X, POS=DET|Person=2|Polite=Form|Poss=Yes|PronType=Prs, Gender=Neut|Number=Sing|POS=PRON|PronType=Dem, Case=Acc|Gender=Com|Number=Plur|POS=PRON|Person=1|PronType=Prs, Case=Gen|Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN, Case=Gen|POS=PRON|PronType=Int,Rel, Gender=Com|Number=Sing|POS=PRON|PronType=Dem, Abbr=Yes|POS=X, Case=Gen|Definite=Ind|Gender=Com|Number=Plur|POS=NOUN, Definite=Def|Degree=Abs|POS=ADJ, Definite=Ind|Degree=Sup|Number=Sing|POS=ADJ, Definite=Ind|POS=NOUN, Gender=Com|Number=Plur|POS=NOUN, Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs, Gender=Com|POS=PRON|PronType=Int,Rel, Case=Nom|Gender=Com|Number=Plur|POS=PRON|Person=2|PronType=Prs, Degree=Abs|POS=ADV, POS=VERB|VerbForm=Ger, POS=VERB|Tense=Past|VerbForm=Part, Definite=Def|Degree=Sup|Number=Sing|POS=ADJ, Number=Plur|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs|Style=Form, Case=Gen|Definite=Def|Degree=Pos|Number=Sing|POS=ADJ, Case=Gen|Degree=Pos|Number=Plur|POS=ADJ, Case=Acc|Gender=Com|POS=PRON|Person=2|Polite=Form|PronType=Prs, Gender=Com|Number=Sing|POS=PRON|PronType=Int,Rel, POS=VERB|Tense=Pres, Case=Gen|Number=Plur|POS=DET|PronType=Ind, Number[psor]=Plur|POS=DET|Person=2|Poss=Yes|PronType=Prs, POS=PRON|Person=2|Polite=Form|Poss=Yes|PronType=Prs, Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, POS=AUX|Tense=Pres|VerbForm=Part, Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin|Voice=Pass, Gender=Com|Number=Sing|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes, Degree=Sup|Number=Plur|POS=ADJ, Case=Acc|Gender=Com|Number=Plur|POS=PRON|Person=2|PronType=Prs, Gender=Neut|Number=Sing|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes, Definite=Ind|Number=Plur|POS=NOUN, Case=Gen|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Mood=Imp|POS=AUX, Gender=Com|Number=Sing|Number[psor]=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Prs, Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Definite=Def|Gender=Com|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Number=Plur|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, Case=Gen|Gender=Com|Number=Sing|POS=DET|PronType=Ind, Case=Gen|POS=NOUN, Number[psor]=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs, POS=DET|PronType=Dem, Definite=Def|Number=Plur|POS=NOUN
parser ROOT, acl:relcl, advcl, advmod, advmod:lmod, amod, appos, aux, case, cc, ccomp, compound:prt, conj, cop, dep, det, expl, fixed, flat, iobj, list, mark, nmod, nmod:poss, nsubj, nummod, obj, obl, obl:lmod, obl:tmod, punct, xcomp
attribute_ruler
ner LOC, MISC, ORG, PER