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Pre-release

@explosion-bot explosion-bot released this Oct 16, 2020 · 25 commits to master since this release

Downloads

Details: https://nightly.spacy.io/models/zh#zh_core_web_trf

File checksum: d779c45e1b6bc6d2d039c2db5fc4c61fd1e715d5bed3161a3a0827788b1267b1

Chinese transformer pipeline (bert-base-chinese). Components: transformer, tagger, parser, ner, attribute_ruler.

Feature Description
Name zh_core_web_trf
Version 3.0.0a0
spaCy >=3.0.0a40,<3.1.0
Model size 398 MB
Default Pipeline transformer, tagger, parser, ner, attribute_ruler
Components transformer, tagger, parser, ner, attribute_ruler
Vectors 0 keys, 0 unique vectors (0 dimensions)
Sources OntoNotes 5
License MIT
Author Explosion

Label Scheme

View label scheme (99 labels for 3 components)
Component Labels
tagger AD, AS, BA, CC, CD, CS, DEC, DEG, DER, DEV, DT, ETC, FW, IJ, INF, JJ, LB, LC, M, MSP, NN, NR, NT, OD, ON, P, PN, PU, SB, SP, URL, VA, VC, VE, VV, X
parser ROOT, acl, advcl:loc, advmod, advmod:dvp, advmod:loc, advmod:rcomp, amod, amod:ordmod, appos, aux:asp, aux:ba, aux:modal, aux:prtmod, auxpass, case, cc, ccomp, compound:nn, compound:vc, conj, cop, dep, det, discourse, dobj, etc, mark, mark:clf, name, neg, nmod, nmod:assmod, nmod:poss, nmod:prep, nmod:range, nmod:tmod, nmod:topic, nsubj, nsubj:xsubj, nsubjpass, nummod, parataxis:prnmod, punct, xcomp
ner CARDINAL, DATE, EVENT, FAC, GPE, LANGUAGE, LAW, LOC, MONEY, NORP, ORDINAL, ORG, PERCENT, PERSON, PRODUCT, QUANTITY, TIME, WORK_OF_ART

Accuracy

Type Score
TOK 97.88
TAG 92.48
POS 0.00
MORPH 0.00
UAS 77.18
LAS 73.36
NER_P 75.37
NER_R 75.78
NER_F 75.58
SENT_P 67.50
SENT_R 67.65
SENT_F 67.58

Installation

pip install spacy-nightly --pre
python -m spacy download zh_core_web_trf
Assets 3
Pre-release

@explosion-bot explosion-bot released this Oct 15, 2020 · 25 commits to master since this release

Downloads

Details: https://nightly.spacy.io/models/fr#fr_dep_news_trf

File checksum: 737ee3bf391cecac75ed0931e32f23fd4d5ea9ad200cfd2af720d323a9e5dc75

French transformer pipeline (camembert-base). Components: transformer, morphologizer, parser, attribute_ruler, lemmatizer.

Feature Description
Name fr_dep_news_trf
Version 3.0.0a0
spaCy >=3.0.0a40,<3.1.0
Model size 381 MB
Default Pipeline transformer, morphologizer, parser, attribute_ruler, lemmatizer
Components transformer, morphologizer, parser, attribute_ruler, lemmatizer
Vectors 0 keys, 0 unique vectors (0 dimensions)
Sources UD French Sequoia v2.5 (Candito, Marie; Seddah, Djamé; Perrier, Guy; Guillaume, Bruno)
License LGPL-LR
Author Explosion

Label Scheme

View label scheme (235 labels for 2 components)
Component Labels
morphologizer _, POS=PROPN, Gender=Fem|Number=Sing|POS=DET|PronType=Dem, Gender=Fem|Number=Sing|POS=NOUN, Number=Plur|POS=PRON|Person=1, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, POS=SCONJ, POS=ADP, Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art, NumType=Ord|POS=ADJ, Gender=Masc|Number=Sing|POS=NOUN, POS=PUNCT, Gender=Masc|Number=Sing|POS=PROPN, Number=Plur|POS=ADJ, Gender=Masc|Number=Plur|POS=NOUN, Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Number=Sing|POS=ADJ, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, POS=ADV, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Gender=Fem|Number=Sing|POS=PROPN, Definite=Def|Number=Sing|POS=DET|PronType=Art, NumType=Card|POS=NUM, Definite=Def|Number=Plur|POS=DET|PronType=Art, Gender=Masc|Number=Plur|POS=ADJ, POS=CCONJ, Gender=Fem|Number=Plur|POS=NOUN, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Gender=Fem|Number=Plur|POS=ADJ, POS=ADJ, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, POS=PRON|PronType=Rel, Number=Sing|POS=DET|Poss=Yes, Definite=Def|Gender=Masc|Number=Sing|POS=ADP|PronType=Art, Definite=Def|Number=Plur|POS=ADP|PronType=Art, Definite=Ind|Number=Plur|POS=DET|PronType=Art, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, POS=VERB|VerbForm=Inf, Gender=Fem|Number=Sing|POS=ADJ, Gender=Masc|Number=Sing|POS=PRON|Person=3, Number=Plur|POS=DET, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|POS=ADJ, Gender=Masc|Number=Sing|POS=DET|PronType=Dem, POS=ADV|PronType=Int, POS=VERB|Tense=Pres|VerbForm=Part, Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Gender=Masc|POS=ADJ, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin, Number=Plur|POS=DET|Poss=Yes, POS=AUX|VerbForm=Inf, Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Gender=Masc|POS=VERB|Tense=Past|VerbForm=Part, POS=ADV|Polarity=Neg, Definite=Ind|Number=Sing|POS=DET|PronType=Art, Gender=Fem|Number=Sing|POS=PRON|Person=3, POS=PRON|Person=3|Reflex=Yes, Gender=Masc|POS=NOUN, POS=AUX|Tense=Past|VerbForm=Part, POS=PRON|Person=3, Number=Plur|POS=NOUN, NumType=Ord|Number=Sing|POS=ADJ, POS=VERB|Tense=Past|VerbForm=Part, POS=AUX|Tense=Pres|VerbForm=Part, Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Number=Sing|POS=PRON|Person=3, Number=Sing|POS=NOUN, Gender=Masc|Number=Plur|POS=PRON|Person=3, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ, Number=Plur|POS=PROPN, Number=Sing|POS=PROPN, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Plur|POS=PRON|PronType=Dem, Gender=Masc|Number=Sing|POS=DET, Gender=Fem|Number=Sing|POS=DET|Poss=Yes, Gender=Masc|POS=PRON, POS=NOUN, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Number=Plur|POS=PRON, Gender=Masc|NumType=Ord|Number=Plur|POS=ADJ, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin, Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Number=Sing|POS=PRON, Number=Sing|POS=PRON|PronType=Dem, Mood=Ind|POS=VERB|VerbForm=Fin, Number=Plur|POS=DET|PronType=Dem, Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs, Gender=Masc|Number=Sing|POS=PRON, Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Dem, Number=Sing|POS=PRON|Person=2|PronType=Prs, Gender=Masc|Number=Sing|POS=PRON|PronType=Rel, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Gender=Masc|NumType=Ord|Number=Sing|POS=ADJ, POS=PRON, POS=NUM, Gender=Fem|POS=NOUN, Gender=Fem|Number=Plur|POS=PRON, Number=Plur|POS=PRON|Person=3, Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Number=Sing|POS=PRON|Person=1, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Gender=Fem|Number=Sing|POS=PRON, Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, POS=INTJ, Number=Plur|POS=PRON|Person=2, NumType=Card|POS=PRON, Definite=Ind|Gender=Fem|Number=Plur|POS=DET|PronType=Art, Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, NumType=Card|POS=NOUN, POS=PRON|PronType=Int, Gender=Fem|Number=Plur|POS=PRON|Person=3, Gender=Fem|Number=Sing|POS=DET, Mood=Cnd|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Gender=Fem|Number=Plur|POS=DET, Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Definite=Ind|Gender=Masc|Number=Plur|POS=DET|PronType=Art, Mood=Cnd|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|POS=PRON|PronType=Dem, Gender=Masc|Number=Plur|POS=PROPN, Mood=Cnd|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Gender=Fem|Number=Sing|POS=PRON|PronType=Dem, Number=Sing|POS=DET, Gender=Masc|NumType=Card|Number=Plur|POS=NOUN, Gender=Fem|Number=Plur|POS=PRON|PronType=Dem, Mood=Ind|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Gender=Fem|POS=PRON, Gender=Masc|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Gender=Fem|Number=Sing|POS=PRON|PronType=Rel, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, Mood=Cnd|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part, POS=X, POS=SYM, Mood=Imp|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|POS=DET|PronType=Int, Gender=Fem|Number=Plur|POS=DET|PronType=Int, POS=DET, Gender=Masc|Number=Plur|POS=PRON, POS=PART, Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Mood=Ind|POS=VERB|Person=3|VerbForm=Fin, Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Mood=Cnd|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin, Gender=Fem|Number=Sing|POS=DET|PronType=Int, Gender=Masc|Number=Plur|POS=DET, Gender=Fem|Number=Plur|POS=PRON|PronType=Rel, Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Gender=Masc|Number=Plur|POS=PRON|PronType=Rel, POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Gender=Fem|NumType=Ord|Number=Plur|POS=ADJ, Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin, Mood=Imp|POS=VERB|Tense=Pres|VerbForm=Fin, Number=Plur|POS=PRON|Person=2|Reflex=Yes, Mood=Cnd|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Number=Plur|POS=PRON|Person=1|Reflex=Yes, Gender=Masc|NumType=Card|Number=Sing|POS=NOUN, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin, Number=Sing|POS=PRON|Person=1|Reflex=Yes, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Gender=Masc|POS=PROPN, Mood=Cnd|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Number=Plur|POS=PRON|Person=1|PronType=Prs, Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Number=Plur|POS=PRON|Person=2|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin, Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs, Number=Sing|POS=PRON|Person=1|PronType=Prs, Mood=Cnd|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Mood=Imp|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Mood=Sub|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Imp|VerbForm=Fin, Gender=Fem|POS=ADV, Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Imp|VerbForm=Fin, Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Gender=Fem|Number=Plur|POS=PROPN, Gender=Masc|NumType=Card|POS=NUM
parser ROOT, acl, acl:relcl, advcl, advmod, amod, appos, aux:pass, aux:tense, case, cc, ccomp, conj, cop, dep, det, expl:comp, expl:pass, expl:subj, fixed, flat:foreign, flat:name, iobj, mark, nmod, nsubj, nsubj:pass, nummod, obj, obl:agent, obl:arg, obl:mod, parataxis, punct, vocative, xcomp

Accuracy

Type Score
TOK 99.90
TAG 95.74
POS 98.64
MORPH 98.07
LEMMA 91.19
UAS 94.79
LAS 92.71
SENT_P 93.72
SENT_R 94.17
SENT_F 93.95

Installation

pip install spacy-nightly --pre
python -m spacy download fr_dep_news_trf
Assets 3
Pre-release

@explosion-bot explosion-bot released this Oct 15, 2020 · 25 commits to master since this release

Downloads

Details: https://nightly.spacy.io/models/es#es_dep_news_trf

File checksum: c63a55941d22ebbe901b7f1ecea7e4c0681c1465c1d0fc4be5b1605bdca6da28

Spanish transformer pipeline (dccuchile/bert-base-spanish-wwm-cased). Components: transformer, morphologizer, parser, attribute_ruler, lemmatizer.

Feature Description
Name es_dep_news_trf
Version 3.0.0a0
spaCy >=3.0.0a40,<3.1.0
Model size 395 MB
Default Pipeline transformer, morphologizer, parser, attribute_ruler, lemmatizer
Components transformer, morphologizer, parser, attribute_ruler, lemmatizer
Vectors 0 keys, 0 unique vectors (0 dimensions)
Sources UD Spanish AnCora v2.5 (Martínez Alonso, Héctor; Zeman, Daniel)
License GNU GPL 3.0
Author Explosion

Label Scheme

View label scheme (409 labels for 2 components)
Component Labels
morphologizer _, Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Gender=Masc|Number=Sing|POS=NOUN, AdpType=Preppron|POS=ADP, Gender=Masc|Number=Sing|POS=ADJ, AdpType=Prep|POS=ADP, Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art, POS=PROPN, Case=Acc,Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, POS=VERB|VerbForm=Inf, Gender=Fem|Number=Sing|POS=DET|PronType=Dem, Gender=Fem|Number=Sing|POS=NOUN, Gender=Fem|Number=Plur|POS=NOUN, Gender=Fem|Number=Plur|POS=DET|PronType=Ind, POS=PRON|PronType=Int,Rel, Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art, POS=SCONJ, POS=NOUN, Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art, Number=Plur|POS=NOUN, Gender=Masc|Number=Plur|POS=DET|PronType=Ind, Gender=Masc|Number=Plur|POS=NOUN, POS=PUNCT|PunctType=Peri, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, POS=PUNCT|PunctType=Comm, Case=Acc|Gender=Fem|Number=Sing|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Inf, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Number=Plur|POS=ADJ, POS=CCONJ, Gender=Masc|Number=Plur|POS=PRON|PronType=Ind, POS=ADV, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin, Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Dem, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Number=Sing|POS=ADJ, Gender=Masc|Number=Plur|POS=ADJ|VerbForm=Part, Gender=Masc|Number=Plur|POS=PRON|PronType=Tot, POS=PRON|PronType=Ind, POS=ADV|Polarity=Neg, Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs, Gender=Fem|Number=Sing|POS=ADJ, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Number=Plur|POS=PRON|PronType=Int,Rel, POS=PUNCT|PunctType=Quot, POS=PUNCT, Gender=Masc|Number=Sing|POS=ADJ|VerbForm=Part, POS=PUNCT|PunctSide=Ini|PunctType=Brck, POS=PUNCT|PunctSide=Fin|PunctType=Brck, NumForm=Digit|NumType=Card|POS=NUM, NumType=Card|POS=NUM, POS=VERB|VerbForm=Ger, Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Gender=Masc|Number=Sing|POS=DET|PronType=Dem, Gender=Fem|NumType=Ord|Number=Plur|POS=ADJ, Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs, Number=Sing|POS=NOUN, Gender=Masc|Number=Plur|POS=ADJ, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin, Gender=Fem|Number=Sing|POS=ADJ|VerbForm=Part, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Degree=Cmp|POS=ADV, POS=AUX|VerbForm=Inf, Number=Plur|POS=DET|PronType=Ind, Number=Plur|POS=DET|PronType=Dem, Degree=Cmp|Number=Sing|POS=ADJ, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin, Case=Acc,Dat|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, Degree=Sup|Gender=Masc|Number=Plur|POS=ADJ, Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art, AdvType=Tim|POS=NOUN, AdpType=Prep|POS=ADV, Gender=Masc|Number=Sing|POS=PRON|PronType=Ind, NumType=Card|Number=Plur|POS=NUM, AdpType=Preppron|POS=ADV, Case=Acc|Gender=Masc|Number=Sing|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Inf, NumForm=Digit|POS=NOUN, Number=Sing|POS=PRON|PronType=Dem, AdpType=Preppron|Gender=Masc|Number=Sing|POS=ADJ, Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs, Gender=Fem|Number=Plur|POS=ADJ, Gender=Fem|Number=Plur|POS=PRON|PronType=Ind, Gender=Masc|Number=Plur|POS=DET|PronType=Tot, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Gender=Masc|NumType=Ord|Number=Sing|POS=ADJ, Gender=Masc|NumType=Ord|Number=Plur|POS=ADJ, Gender=Masc|Number=Plur|POS=DET|PronType=Dem, Gender=Masc|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part, Number=Sing|POS=DET|PronType=Tot, Gender=Fem|Number=Sing|POS=PRON|PronType=Ind, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Degree=Cmp|Number=Plur|POS=ADJ, POS=AUX|VerbForm=Ger, Gender=Fem|POS=NOUN, Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ, AdvType=Tim|POS=ADJ, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, Gender=Fem|Number=Plur|POS=ADJ|VerbForm=Part, Gender=Fem|Number=Plur|POS=DET|PronType=Dem, Gender=Masc|Number=Sing|POS=PRON|Poss=Yes|PronType=Int,Rel, Number=Sing|POS=PRON|PronType=Int,Rel, POS=ADJ, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Gender=Fem|Number=Plur|POS=DET|PronType=Tot, Case=Acc,Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Definite=Ind|Gender=Fem|Number=Plur|POS=DET|PronType=Art, Case=Acc,Nom|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Case=Acc|Definite=Def|Gender=Masc|Number=Sing|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs, Gender=Fem|Number=Sing|POS=PRON|PronType=Dem, Mood=Cnd|Number=Sing|POS=VERB|Person=1|VerbForm=Fin, Gender=Masc|Number=Sing|POS=DET|PronType=Tot, Number=Plur|POS=PRON|PronType=Ind, Gender=Masc|Number=Sing|POS=DET|PronType=Ind, Case=Dat|Number=Sing|POS=PRON|Person=3|PronType=Prs, POS=PART, Gender=Fem|Number=Sing|POS=DET|PronType=Ind, Number=Sing|POS=DET|PronType=Ind, Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Ind, Mood=Cnd|Number=Plur|POS=AUX|Person=3|VerbForm=Fin, NumForm=Digit|POS=SYM, Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin, Case=Dat|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf, Gender=Fem|Number=Plur|POS=PRON|PronType=Dem, Mood=Cnd|Number=Sing|POS=AUX|Person=1|VerbForm=Fin, NumForm=Digit|NumType=Frac|POS=NUM, Gender=Fem|Number=Sing|POS=PRON|Poss=Yes|PronType=Int,Rel, Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, Gender=Fem|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs, Case=Acc,Dat|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs, Definite=Ind|Gender=Masc|Number=Plur|POS=DET|PronType=Art, POS=PUNCT|PunctType=Colo, Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Mood=Imp|Number=Plur|POS=VERB|Person=3|VerbForm=Fin, Gender=Fem|Number=Sing|POS=DET|PronType=Neg, Gender=Masc|Number=Sing|POS=PRON|PronType=Dem, Case=Acc|Gender=Masc|Number=Plur|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs, Case=Acc|Gender=Fem|Number=Plur|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs, Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Case=Acc|Gender=Fem|Number=Sing|POS=AUX|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Inf, Number=Sing|POS=PRON|PronType=Neg, POS=PUNCT|PunctType=Semi, Case=Dat|Number=Plur|POS=PRON|Person=3|PronType=Prs, Number=Sing|POS=PRON|PronType=Ind, Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Case=Acc,Nom|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs, POS=INTJ, Gender=Masc|NumType=Card|Number=Sing|POS=PRON|PronType=Dem, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin, Degree=Sup|Gender=Masc|Number=Sing|POS=ADJ, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, AdpType=Prep|POS=ADJ, Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs, POS=PUNCT|PunctType=Dash, Mood=Cnd|Number=Plur|POS=VERB|Person=1|VerbForm=Fin, Gender=Masc|Number=Sing|POS=DET|PronType=Neg, Gender=Fem|NumType=Card|Number=Plur|POS=NUM, Case=Acc|Gender=Fem|Number=Plur|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Inf, Gender=Masc|Number=Sing|POS=PRON|PronType=Tot, Gender=Masc|NumType=Card|Number=Plur|POS=NUM, Gender=Masc|POS=NOUN, Case=Acc,Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs, Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Ind, Gender=Fem|NumType=Card|Number=Plur|POS=DET|PronType=Ind, Case=Acc,Dat|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Ger, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, POS=NOUN|VerbForm=Inf, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Gender=Masc|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs, Gender=Masc|NumType=Card|Number=Sing|POS=NUM, Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, Gender=Masc|Number=Plur|POS=PRON|Poss=Yes|PronType=Int,Rel, Case=Acc|Gender=Masc|Number=Plur|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Inf, Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Dem, Mood=Imp|Number=Sing|POS=VERB|Person=3|VerbForm=Fin, Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin, Gender=Masc|Number=Sing|POS=PRON|PronType=Neg, Case=Acc,Dat|Number=Plur|POS=VERB|Person=1|PrepCase=Npr|PronType=Prs|VerbForm=Inf, Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Past|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Past|VerbForm=Fin, Degree=Abs|Gender=Masc|Number=Sing|POS=ADJ, Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs, Case=Acc,Nom|Gender=Masc|Number=Plur|POS=PRON|Person=1|PronType=Prs, Mood=Imp|Number=Sing|POS=AUX|Person=3|VerbForm=Fin, Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs, Gender=Fem|Number=Sing|POS=DET|PronType=Tot, POS=DET|PronType=Ind, POS=DET|PronType=Int,Rel, AdvType=Tim|POS=ADV, Mood=Cnd|Number=Sing|POS=AUX|Person=3|VerbForm=Fin, POS=PUNCT|PunctSide=Ini|PunctType=Qest, POS=PUNCT|PunctSide=Fin|PunctType=Qest, Number=Plur|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs, Gender=Masc|NumType=Card|Number=Sing|POS=DET|PronType=Ind, Mood=Cnd|Number=Plur|POS=VERB|Person=3|VerbForm=Fin, Case=Acc|Gender=Fem|Number=Sing|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Ger, Degree=Abs|Gender=Fem|Number=Sing|POS=ADJ, Case=Acc,Dat|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes, Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, Case=Acc,Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes, POS=PUNCT|PunctSide=Ini|PunctType=Excl, POS=PUNCT|PunctSide=Fin|PunctType=Excl, Mood=Cnd|Number=Sing|POS=VERB|Person=3|VerbForm=Fin, Case=Acc,Dat|Mood=Imp|Number=Sing|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Fin, Gender=Fem|Number=Sing|POS=PRON|PronType=Tot, Gender=Masc|Number=Plur|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs, Mood=Imp|Number=Plur|POS=VERB|Person=1|VerbForm=Fin, Gender=Masc|NumType=Card|Number=Plur|POS=PRON|PronType=Ind, Gender=Masc|NumType=Card|Number=Sing|POS=PRON|PronType=Ind, Gender=Masc|Number=Plur|POS=PRON|PronType=Dem, Case=Dat|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf, Degree=Abs|Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Ind, Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Pre|PronType=Prs, Case=Acc,Dat|Mood=Imp|Number=Plur|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Fin, Definite=Ind|Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Art, Gender=Fem|NumType=Card|Number=Sing|POS=NUM, Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, Gender=Fem|Number=Plur|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs, POS=SCONJ|PronType=Int,Rel, Case=Acc|POS=PRON|Person=3|PrepCase=Pre|PronType=Prs|Reflex=Yes, Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Case=Acc,Dat|Number=Sing|POS=VERB|Person=1|PrepCase=Npr|PronType=Prs|VerbForm=Inf, NumType=Card|Number=Sing|POS=DET|PronType=Ind, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, Case=Acc,Dat|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs, Case=Acc,Nom|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, Number=Sing|POS=DET|PronType=Dem, Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, POS=SYM, Gender=Fem|Number=Sing|POS=PRON|PronType=Neg, Case=Acc|Gender=Masc|Number=Sing|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Ger, Degree=Sup|Gender=Fem|Number=Sing|POS=ADJ, Case=Nom|Number=Sing|POS=PRON|Person=2|PronType=Prs, Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, Case=Acc|Gender=Masc|Mood=Imp|Number=Sing|POS=VERB|Person=2,3|PrepCase=Npr|PronType=Prs|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin, Gender=Masc|Number=Sing|Number[psor]=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Ind, Case=Acc,Nom|Number=Sing|POS=PRON|Person=2|Polite=Form|PronType=Prs, Case=Acc|Gender=Masc|Number=Plur|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Ger, Gender=Masc|NumType=Card|Number=Sing|POS=PRON|PronType=Int,Rel, Gender=Fem|NumType=Card|Number=Plur|POS=PRON|PronType=Ind, Case=Acc,Dat|Number=Plur|POS=VERB|Person=1|PrepCase=Npr|PronType=Prs|VerbForm=Ger, Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Mood=Cnd|Number=Sing|POS=VERB|Person=2|VerbForm=Fin, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin, Mood=Cnd|Number=Plur|POS=AUX|Person=1|VerbForm=Fin, NumType=Card|Number=Plur|POS=PRON|PronType=Ind, Gender=Masc|NumType=Card|Number=Sing|POS=DET|PronType=Dem, Degree=Abs|Gender=Masc|Number=Sing|POS=DET|PronType=Ind, Gender=Fem|Number=Plur|POS=PRON|Poss=Yes|PronType=Int,Rel, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Past|VerbForm=Fin, Case=Acc,Nom|Number=Plur|POS=PRON|Person=2|Polite=Form|PronType=Prs, Mood=Imp|Number=Sing|POS=AUX|Person=2|VerbForm=Fin, Case=Acc,Dat|Number=Sing|POS=VERB|Person=2|PrepCase=Npr|PronType=Prs|VerbForm=Inf, Gender=Fem|Number=Sing|Number[psor]=Sing|POS=PRON|Person=2|Poss=Yes|PronType=Ind, NumType=Card|Number=Sing|POS=NUM, Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Past|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Imp|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin, Case=Com|Number=Sing|POS=PRON|Person=2|PrepCase=Pre|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Imp|VerbForm=Fin, Case=Acc,Dat|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes, Case=Acc|Number=Sing|POS=PRON|Person=2|PrepCase=Pre|PronType=Prs, Mood=Cnd|Number=Sing|POS=AUX|Person=2|VerbForm=Fin, Mood=Sub|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin, Number=Sing|POS=NOUN|VerbForm=Fin, Case=Acc,Dat|Mood=Imp|Number=Plur,Sing|POS=VERB|Person=1,2|PrepCase=Npr|PronType=Prs|VerbForm=Fin, Case=Acc,Dat|Mood=Imp|Number=Sing|POS=VERB|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Fin, Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin, Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Int,Rel, Mood=Sub|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Fut|VerbForm=Fin, Gender=Fem|Number=Plur|POS=PRON|PronType=Tot, Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Int,Rel, Case=Dat|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger, Number=Sing|POS=VERB|VerbForm=Fin, POS=VERB|VerbForm=Fin, Degree=Abs|Gender=Masc|Number=Plur|POS=ADJ, Degree=Abs|Gender=Fem|Number=Plur|POS=ADJ, Case=Acc,Dat|POS=AUX|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Ger, Gender=Masc|Number=Sing|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs, AdpType=Prep|Degree=Cmp|POS=ADV, Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, Gender=Fem|NumType=Card|Number=Plur|POS=DET|PronType=Dem, Definite=Ind|Gender=Masc|NumType=Card|Number=Sing|POS=DET|PronType=Art, Degree=Sup|Gender=Fem|Number=Plur|POS=ADJ, Number=Plur|POS=PRON|PronType=Dem, Case=Acc,Dat|Gender=Masc|Number=Plur|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs, Case=Acc|Gender=Fem|Number=Plur|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Ger, Gender=Masc|Number=Sing|POS=AUX|VerbForm=Fin, Case=Acc,Dat|POS=AUX|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Past|VerbForm=Fin, Gender=Masc|NumType=Card|Number=Sing|POS=DET|PronType=Int,Rel, Gender=Masc|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs, Case=Acc,Dat|Mood=Imp|Number=Sing|POS=VERB|Person=1,3|PrepCase=Npr|PronType=Prs|VerbForm=Fin, Gender=Masc|NumType=Card|Number=Plur|POS=PRON|PronType=Int,Rel, Gender=Masc|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Gender=Masc|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Ind, Mood=Ind|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Case=Acc,Dat|Number=Plur|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs, Gender=Masc|NumType=Card|Number=Plur|POS=PRON|PronType=Dem, Gender=Fem|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs, Mood=Sub|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin, Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Case=Acc,Dat|Number=Sing|POS=VERB|Person=2|PrepCase=Npr|PronType=Prs|PunctType=Quot|VerbForm=Inf, Case=Com|POS=PRON|Person=3|PrepCase=Pre|PronType=Prs|Reflex=Yes, NumForm=Digit|NumType=Frac|POS=SYM, Case=Dat|Number=Sing|POS=AUX|Person=3|PronType=Prs|VerbForm=Inf, Case=Acc|Gender=Masc|Number=Sing|POS=AUX|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Inf, Gender=Fem|NumType=Card|Number=Sing|POS=PRON|PronType=Ind, Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Case=Acc,Dat|Gender=Masc|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs, Gender=Fem|Number=Sing|Number[psor]=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Ind, Case=Acc,Dat|Number=Plur|POS=VERB|Person=2|PrepCase=Npr|PronType=Prs|VerbForm=Inf, Number=Sing|POS=PRON|PronType=Tot, Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin, Case=Dat|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger, NumType=Card|Number=Plur|POS=DET|PronType=Ind, POS=PRON|PronType=Dem, POS=AUX|VerbForm=Fin, Gender=Fem|NumType=Card|Number=Plur|POS=PRON|PronType=Int,Rel, Gender=Fem|Number=Sing|Number[psor]=Plur|POS=DET|Person=2|Poss=Yes|PronType=Prs, Gender=Fem|Number=Plur|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs, Case=Acc|Gender=Fem|Number=Plur|POS=AUX|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Inf, Case=Acc|Gender=Masc|Number=Plur|POS=AUX|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Inf, AdvType=Tim|Gender=Masc|Number=Sing|POS=NOUN, Gender=Fem|Number=Sing|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs, Gender=Fem|NumType=Card|Number=Sing|POS=PRON|PronType=Dem, Gender=Fem|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Ind, Gender=Masc|Number=Sing|Number[psor]=Sing|POS=PRON|Person=2|Poss=Yes|PronType=Ind, Gender=Fem|Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Gender=Masc|Number=Plur|POS=DET|PronType=Art, Gender=Masc|Number=Sing|POS=NOUN|VerbForm=Part, Case=Acc|Gender=Masc|Number=Sing|POS=AUX|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Ger, Gender=Masc|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Ind, Case=Acc,Dat|Number=Sing|POS=VERB|Person=1|PrepCase=Npr|PronType=Prs|VerbForm=Ger, Case=Acc|Gender=Masc|Mood=Imp|Number=Plur|POS=VERB|Person=1,3|PrepCase=Npr|PronType=Prs|VerbForm=Fin, Gender=Fem|Number=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Prs, Case=Com|Number=Sing|POS=PRON|Person=1|PrepCase=Pre|PronType=Prs, POS=X, Case=Com|POS=PRON|Person=3|PronType=Prs|Reflex=Yes, POS=ADP, Case=Acc|Gender=Masc|Mood=Imp|Number=Plur,Sing|POS=VERB|Person=1,3|PrepCase=Npr|PronType=Prs|VerbForm=Fin, Case=Acc,Dat|Number=Sing|POS=AUX|Person=1|PrepCase=Npr|PronType=Prs|VerbForm=Inf, Case=Acc|Gender=Masc|Mood=Imp|Number=Sing|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Fin, Mood=Imp|Number=Plur|POS=VERB|Person=2|VerbForm=Fin, Gender=Masc|Number=Plur|POS=PRON|Person=2|Poss=Yes|PronType=Ind, Case=Dat|Mood=Imp|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Fin, Gender=Fem|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Case=Acc,Dat|Mood=Imp|Number=Sing|POS=VERB|Person=2,3|PrepCase=Npr|PronType=Prs|VerbForm=Fin, Gender=Fem|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs, Case=Acc,Dat|Number=Plur|POS=VERB|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Ger, Gender=Fem|Number=Plur|Number[psor]=Plur|POS=DET|Person=2|Poss=Yes|PronType=Prs, Number=Plur|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, POS=NOUN|PunctType=Comm, Degree=Cmp|POS=ADJ, Gender=Masc|POS=ADJ, Degree=Abs|Gender=Masc|NumType=Card|Number=Plur|POS=PRON|PronType=Ind, POS=PRON|PronType=Neg, Gender=Fem|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Ind, Number=Sing|POS=DET|PronType=Int,Rel
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

Accuracy

Type Score
TOK 100.00
TAG 98.15
POS 99.09
MORPH 98.76
LEMMA 80.04
UAS 94.59
LAS 92.91
SENT_P 96.59
SENT_R 97.76
SENT_F 97.18

Installation

pip install spacy-nightly --pre
python -m spacy download es_dep_news_trf
Assets 3
Pre-release

@explosion-bot explosion-bot released this Oct 15, 2020 · 25 commits to master since this release

Downloads

Details: https://nightly.spacy.io/models/en#en_core_web_trf

File checksum: 21cb237d11a10655264975e94afb265b6d2dfad2d6a81a52d339b4dc51ee99b2

English transformer pipeline (roberta-base). Components: transformer, tagger, parser, ner, attribute_ruler, lemmatizer.

Feature Description
Name en_core_web_trf
Version 3.0.0a0
spaCy >=3.0.0a40,<3.1.0
Model size 438 MB
Default Pipeline transformer, tagger, parser, ner, attribute_ruler, lemmatizer
Components transformer, tagger, parser, ner, attribute_ruler, lemmatizer
Vectors 0 keys, 0 unique vectors (0 dimensions)
Sources OntoNotes 5
License MIT
Author Explosion

Label Scheme

View label scheme (112 labels for 3 components)
Component Labels
tagger $, '', ,, -LRB-, -RRB-, ., :, ADD, AFX, CC, CD, DT, EX, FW, HYPH, IN, JJ, JJR, JJS, LS, MD, NFP, NN, NNP, NNPS, NNS, PDT, POS, PRP, PRP$, RB, RBR, RBS, RP, SYM, TO, UH, VB, VBD, VBG, VBN, VBP, VBZ, WDT, WP, WP$, WRB, XX, ````
parser ROOT, acl, acomp, advcl, advmod, agent, amod, appos, attr, aux, auxpass, case, cc, ccomp, compound, conj, csubj, csubjpass, dative, dep, det, dobj, expl, intj, mark, meta, neg, nmod, npadvmod, nsubj, nsubjpass, nummod, oprd, parataxis, pcomp, pobj, poss, preconj, predet, prep, prt, punct, quantmod, relcl, xcomp
ner CARDINAL, DATE, EVENT, FAC, GPE, LANGUAGE, LAW, LOC, MONEY, NORP, ORDINAL, ORG, PERCENT, PERSON, PRODUCT, QUANTITY, TIME, WORK_OF_ART

Accuracy

Type Score
TOK 99.97
TAG 97.77
POS 0.00
MORPH 0.00
LEMMA 0.00
UAS 95.01
LAS 93.60
NER_P 89.53
NER_R 89.28
NER_F 89.41
SENT_P 94.11
SENT_R 84.94
SENT_F 89.29

Installation

pip install spacy-nightly --pre
python -m spacy download en_core_web_trf
Assets 3
Pre-release

@explosion-bot explosion-bot released this Oct 15, 2020 · 25 commits to master since this release

Downloads

Details: https://nightly.spacy.io/models/de#de_dep_news_trf

File checksum: caee81109d1cde8045f4292db9716c210fd0bfed57a2c98b32ed351dc014928a

German transformer pipeline (bert-base-german-cased). Components: transformer, tagger, morphologizer, parser, attribute_ruler, lemmatizer.

Feature Description
Name de_dep_news_trf
Version 3.0.0a0
spaCy >=3.0.0a40,<3.1.0
Model size 393 MB
Default Pipeline transformer, tagger, morphologizer, parser, attribute_ruler, lemmatizer
Components transformer, tagger, morphologizer, parser, attribute_ruler, lemmatizer
Vectors 0 keys, 0 unique vectors (0 dimensions)
Sources TIGER Corpus
License MIT
Author Explosion

Label Scheme

View label scheme (768 labels for 3 components)
Component Labels
tagger $(, $,, $., ADJA, ADJD, ADV, APPO, APPR, APPRART, APZR, ART, CARD, FM, ITJ, KOKOM, KON, KOUI, KOUS, NE, NN, NNE, PDAT, PDS, PIAT, PIS, PPER, PPOSAT, PPOSS, PRELAT, PRELS, PRF, PROAV, PTKA, PTKANT, PTKNEG, PTKVZ, PTKZU, PWAT, PWAV, PWS, TRUNC, VAFIN, VAIMP, VAINF, VAPP, VMFIN, VMINF, VMPP, VVFIN, VVIMP, VVINF, VVIZU, VVPP, XY
morphologizer _, POS=PUNCT, Case=Nom|Gender=Masc|Number=Sing|POS=PROPN, Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, POS=ADV, Case=Nom|Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Case=Nom|Degree=Pos|Gender=Masc|Number=Sing|POS=ADJ, Case=Nom|Gender=Masc|Number=Sing|POS=NOUN, Case=Nom|Gender=Masc|Number=Plur|POS=NOUN, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Case=Acc|Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Case=Acc|Gender=Masc|Number=Sing|POS=NOUN, POS=ADP, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Case=Acc|Degree=Pos|Gender=Fem|Number=Sing|POS=ADJ, Case=Acc|Gender=Fem|Number=Sing|POS=NOUN, Case=Acc|Gender=Fem|Number=Sing|POS=DET|Poss=Yes|PronType=Prs, Case=Nom|Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Case=Acc|Definite=Def|Gender=Neut|Number=Sing|POS=DET|PronType=Art, Case=Acc|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ, Case=Acc|Gender=Neut|Number=Sing|POS=NOUN, Case=Dat|Gender=Neut|Number=Sing|POS=PROPN, POS=VERB|VerbForm=Part, Case=Dat|Gender=Fem|Number=Plur|POS=NOUN, Foreign=Yes|POS=X, Degree=Pos|POS=ADV, Case=Dat|Gender=Neut|Number=Sing|POS=ADP, Case=Dat|Gender=Neut|Number=Sing|POS=NOUN, Case=Dat|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ, Case=Dat|Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Case=Dat|Degree=Pos|Gender=Masc|Number=Sing|POS=ADJ, Case=Dat|Gender=Masc|Number=Sing|POS=NOUN, POS=CCONJ, POS=SCONJ, Case=Acc|Definite=Ind|Gender=Neut|Number=Sing|POS=DET|PronType=Art, POS=VERB|VerbForm=Inf, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Case=Nom|Gender=Masc|Number=Plur|POS=DET|Poss=Yes|PronType=Prs, Case=Nom|Gender=Fem|Number=Plur|POS=DET|PronType=Dem, Case=Nom|Gender=Fem|Number=Plur|POS=NOUN, Case=Acc|Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Case=Acc|Degree=Sup|Gender=Fem|Number=Sing|POS=ADJ, Case=Gen|Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Case=Gen|Gender=Fem|Number=Sing|POS=NOUN, Case=Dat|Gender=Fem|Number=Sing|POS=DET|Poss=Yes|PronType=Prs, Case=Dat|Gender=Fem|Number=Sing|POS=NOUN, POS=PART, Case=Nom|Gender=Masc|Number=Plur|POS=DET|PronType=Ind, Case=Nom|Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art, Case=Dat|Definite=Def|Number=Plur|POS=DET|PronType=Art, Case=Dat|Number=Plur|POS=PROPN, POS=PRON|PronType=Ind, Case=Dat|Number=Plur|POS=PRON|Person=3|PronType=Prs|Reflex=Yes, Case=Acc|Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Case=Acc|Gender=Masc|Number=Sing|POS=PROPN, Case=Dat|Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Case=Gen|Definite=Def|Gender=Neut|Number=Sing|POS=DET|PronType=Art, Case=Gen|Gender=Neut|Number=Sing|POS=NOUN, Case=Nom|Number=Sing|POS=PROPN, Case=Dat|Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art, Case=Dat|Gender=Masc|Number=Plur|POS=NOUN, POS=NUM, Case=Dat|Gender=Neut|Number=Plur|POS=NOUN, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Case=Dat|Gender=Masc|Number=Sing|POS=ADP, Gender=Neut|POS=NOUN, Case=Acc|Number=Sing|POS=PROPN, Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs|Reflex=Yes, Case=Nom|Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Case=Nom|Gender=Fem|Number=Sing|POS=NOUN, Case=Gen|Definite=Def|Number=Plur|POS=DET|PronType=Art, Case=Acc|Gender=Fem|Number=Plur|POS=NOUN, Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Case=Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Gen|Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Case=Gen|Gender=Masc|Number=Sing|POS=NOUN, Case=Nom|Definite=Def|Number=Plur|POS=DET|PronType=Art, Case=Nom|Number=Plur|POS=NOUN, Case=Acc|Gender=Masc|Number=Sing|POS=DET|Poss=Yes|PronType=Prs, Case=Dat|Definite=Def|Gender=Neut|Number=Sing|POS=DET|PronType=Art, Case=Nom|Number=Plur|POS=PRON|PronType=Ind, Case=Dat|Gender=Masc|Number=Sing|POS=DET|Poss=Yes|PronType=Prs, Case=Acc|Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art, POS=PROPN, Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, POS=INTJ, Case=Nom|Gender=Neut|Number=Sing|POS=PRON|PronType=Dem, Case=Nom|Gender=Neut|Number=Sing|POS=DET|Poss=Yes|PronType=Prs, Case=Nom|Gender=Neut|Number=Sing|POS=NOUN, Case=Acc|Number=Sing|POS=PRON|Person=3|PronType=Prs|Reflex=Yes, Case=Nom|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs, Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Case=Nom|Gender=Masc|Number=Sing|POS=PRON|PronType=Rel, Case=Acc|Gender=Masc|Number=Sing|POS=PRON|PronType=Ind, Case=Nom|Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Case=Nom|Degree=Pos|Gender=Fem|Number=Sing|POS=ADJ, Case=Dat|Degree=Pos|Gender=Fem|Number=Plur|POS=ADJ, Case=Acc|Gender=Masc|Number=Plur|POS=DET|PronType=Ind, Case=Acc|Gender=Masc|Number=Plur|POS=NOUN, Case=Nom|Gender=Masc|Number=Plur|POS=PRON|PronType=Rel, Case=Nom|Gender=Masc|Number=Sing|POS=PRON|PronType=Ind, Case=Dat|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Nom|Gender=Neut|Number=Plur|POS=NOUN, Case=Acc|Gender=Neut|Number=Plur|POS=PRON|PronType=Rel, Case=Dat|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Dat|Gender=Masc|Number=Sing|POS=PRON|PronType=Rel, Gender=Masc|POS=NOUN, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Case=Nom|Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art, Case=Nom|Gender=Fem|Number=Sing|POS=DET|PronType=Int, Case=Gen|Gender=Masc|Number=Sing|POS=PROPN, POS=SCONJ|PronType=Int, Case=Acc|Gender=Fem|Number=Plur|POS=DET|Poss=Yes|PronType=Prs, Case=Dat|Degree=Pos|Gender=Masc|Number=Plur|POS=ADJ, Case=Nom|Number=Sing|POS=PRON|PronType=Ind, Case=Gen|Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art, Case=Gen|Gender=Fem|Number=Plur|POS=NOUN, Case=Dat|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Dat|Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Case=Nom|Gender=Masc|Number=Sing|POS=DET|PronType=Ind, Case=Dat|Degree=Pos|Gender=Fem|Number=Sing|POS=ADJ, Case=Acc|Gender=Neut|Number=Sing|POS=DET|Poss=Yes|PronType=Prs, Case=Dat|Gender=Neut|Number=Sing|POS=PRON|PronType=Ind, Case=Dat|Degree=Cmp|Gender=Fem|Number=Plur|POS=ADJ, Case=Nom|Degree=Pos|Gender=Masc|Number=Plur|POS=ADJ, Gender=Neut|POS=PRON|PronType=Ind, Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Dat|Number=Plur|POS=DET|Poss=Yes|PronType=Prs, Case=Dat|Number=Plur|POS=NOUN, Case=Dat|Gender=Masc|Number=Sing|POS=PRON|PronType=Ind, Case=Nom|Gender=Fem|Number=Sing|POS=DET|Poss=Yes|PronType=Prs, Case=Dat|Gender=Masc|Number=Sing|POS=PROPN, Case=Gen|Gender=Masc|Number=Sing|POS=PRON|PronType=Dem, Case=Dat|Gender=Fem|Number=Sing|POS=ADP, Case=Acc|Gender=Fem|Number=Plur|POS=DET|PronType=Int, Case=Gen|Number=Plur|POS=PROPN, Case=Acc|Gender=Fem|Number=Plur|POS=DET|PronType=Dem, Case=Acc|Gender=Neut|Number=Plur|POS=NOUN, Case=Acc|Degree=Pos|Gender=Masc|Number=Sing|POS=ADJ, Case=Nom|Definite=Def|Gender=Neut|Number=Plur|POS=DET|PronType=Art, Case=Gen|Gender=Neut|Number=Sing|POS=DET|Poss=Yes|PronType=Prs, Degree=Cmp|POS=ADV, Case=Nom|Gender=Neut|Number=Plur|POS=PRON|PronType=Dem, Case=Gen|Definite=Ind|Gender=Neut|Number=Sing|POS=DET|PronType=Art, Case=Acc|Gender=Neut|Number=Sing|POS=ADP, Case=Dat|Number=Plur|POS=PRON|Person=1|PronType=Prs, Case=Acc|Gender=Neut|Number=Sing|POS=PRON|PronType=Int, POS=X, Case=Dat|Definite=Ind|Gender=Neut|Number=Sing|POS=DET|PronType=Art, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, Case=Gen|Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art, Case=Gen|Gender=Masc|Number=Plur|POS=NOUN, Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Acc|Degree=Sup|Gender=Masc|Number=Sing|POS=ADJ, Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Gen|Gender=Masc|Number=Plur|POS=DET|Poss=Yes|PronType=Prs, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, Case=Gen|Number=Sing|POS=PROPN, Case=Nom|Definite=Def|Gender=Neut|Number=Sing|POS=DET|PronType=Art, Case=Nom|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ, Case=Dat|Gender=Fem|Number=Plur|POS=PRON|PronType=Rel, Case=Acc|Degree=Pos|Gender=Masc|Number=Plur|POS=ADJ, Case=Nom|Gender=Fem|Number=Plur|POS=DET|PronType=Ind, Case=Gen|Gender=Neut|Number=Sing|POS=PROPN, Case=Gen|Gender=Masc|Number=Sing|POS=DET|PronType=Rel, Case=Nom|Gender=Neut|Number=Sing|POS=PRON|PronType=Int, Case=Acc|Gender=Neut|Number=Sing|POS=DET|PronType=Ind, Case=Gen|Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Case=Dat|Degree=Sup|Gender=Fem|Number=Sing|POS=ADJ, Case=Gen|Number=Plur|POS=NOUN, Case=Gen|Degree=Pos|Gender=Masc|Number=Sing|POS=ADJ, Case=Gen|Number=Plur|POS=DET|Poss=Yes|PronType=Prs, Case=Acc|Number=Plur|POS=PRON|PronType=Rel, Case=Nom|Degree=Pos|Gender=Fem|Number=Plur|POS=ADJ, Case=Gen|Degree=Pos|Gender=Fem|Number=Sing|POS=ADJ, Case=Gen|Definite=Def|Gender=Neut|Number=Plur|POS=DET|PronType=Art, Case=Gen|Degree=Pos|Gender=Neut|Number=Plur|POS=ADJ, Case=Gen|Gender=Neut|Number=Plur|POS=NOUN, Case=Nom|Gender=Fem|Number=Plur|POS=PRON|PronType=Ind, Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, Case=Nom|Degree=Pos|Number=Plur|POS=ADJ, Case=Nom|Number=Plur|POS=PRON|PronType=Rel, Case=Nom|Gender=Fem|Number=Sing|POS=PRON|PronType=Rel, Case=Acc|Degree=Pos|Gender=Neut|Number=Plur|POS=ADJ, Case=Dat|Degree=Pos|Gender=Neut|Number=Plur|POS=ADJ, Case=Acc|Definite=Def|Gender=Neut|Number=Plur|POS=DET|PronType=Art, Case=Acc|Degree=Sup|Gender=Neut|Number=Plur|POS=ADJ, Case=Nom|Degree=Sup|Gender=Masc|Number=Sing|POS=ADJ, Case=Nom|Gender=Fem|Number=Plur|POS=PRON|PronType=Rel, POS=DET|PronType=Ind, Case=Gen|Degree=Pos|Gender=Fem|Number=Plur|POS=ADJ, Case=Nom|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Acc|Gender=Masc|Number=Sing|POS=DET|PronType=Dem, Case=Dat|Gender=Fem|Number=Plur|POS=DET|Poss=Yes|PronType=Prs, Case=Acc|Gender=Neut|Number=Sing|POS=PROPN, Case=Nom|Gender=Fem|Number=Sing|POS=PROPN, Case=Acc|Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art, Case=Dat|Definite=Def|Gender=Neut|Number=Plur|POS=DET|PronType=Art, Case=Nom|Gender=Neut|Number=Plur|POS=DET|PronType=Ind, Case=Dat|Number=Sing|POS=DET|Poss=Yes|PronType=Prs, Case=Dat|Number=Sing|POS=NOUN, Case=Nom|Definite=Ind|Gender=Neut|Number=Sing|POS=DET|PronType=Art, Degree=Pos|POS=ADJ, Case=Acc|Gender=Fem|Number=Sing|POS=PROPN, Case=Acc|Degree=Pos|Number=Plur|POS=ADJ, Case=Acc|Number=Plur|POS=NOUN, Case=Dat|Number=Plur|POS=PRON|PronType=Rel, Case=Acc|Gender=Neut|Number=Sing|POS=PRON|PronType=Dem, Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Past|VerbForm=Fin, Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Nom|Degree=Pos|Gender=Neut|Number=Plur|POS=ADJ, Case=Acc|Gender=Neut|Number=Sing|POS=PRON|PronType=Rel, Case=Nom|Gender=Neut|Number=Plur|POS=PRON|PronType=Rel, POS=AUX|VerbForm=Inf, Case=Acc|Gender=Neut|Number=Plur|POS=DET|PronType=Dem, Case=Nom|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Case=Nom|Number=Plur|POS=PRON|Person=1|PronType=Prs, Case=Acc|Gender=Fem|Number=Plur|POS=DET|PronType=Ind, Case=Nom|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Acc|POS=PRON|Person=3|PronType=Prs, Case=Gen|Gender=Fem|Number=Sing|POS=DET|Poss=Yes|PronType=Prs, Case=Acc|Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art, Case=Dat|Gender=Fem|Number=Sing|POS=PROPN, Case=Gen|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ, Case=Acc|Gender=Fem|Number=Sing|POS=DET|PronType=Ind, Case=Acc|Degree=Pos|Gender=Fem|Number=Plur|POS=ADJ, Case=Nom|Gender=Neut|Number=Sing|POS=PRON|PronType=Rel, Case=Gen|Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Case=Nom|Gender=Fem|Number=Sing|POS=DET|PronType=Dem, Case=Dat|Gender=Neut|Number=Sing|POS=DET|Poss=Yes|PronType=Prs, Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, POS=ADV|PronType=Int, Case=Nom|Gender=Masc|Number=Sing|POS=PRON|PronType=Int, Case=Dat|Gender=Masc|Number=Sing|POS=PRON|PronType=Int, POS=AUX|VerbForm=Part, Case=Dat|Gender=Neut|Number=Plur|POS=DET|PronType=Ind, Case=Dat|Number=Plur|POS=PRON|PronType=Ind, Case=Nom|Number=Plur|POS=DET|PronType=Dem, Case=Dat|Gender=Neut|Number=Sing|POS=DET|PronType=Dem, Case=Dat|Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art, Case=Gen|Gender=Fem|Number=Sing|POS=PROPN, Case=Dat|Number=Sing|POS=PRON|Person=3|PronType=Prs|Reflex=Yes, Case=Acc|Number=Plur|POS=PRON|Person=1|PronType=Prs, Case=Acc|Degree=Cmp|Gender=Fem|Number=Sing|POS=ADJ, Case=Gen|Gender=Masc|Number=Sing|POS=DET|PronType=Dem, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Case=Dat|Gender=Fem|Number=Plur|POS=DET|PronType=Dem, Case=Nom|Gender=Neut|Number=Sing|POS=DET|PronType=Ind, Case=Dat|Number=Sing|POS=PRON|Person=1|PronType=Prs|Reflex=Yes, Case=Acc|Number=Sing|POS=PRON|Person=1|PronType=Prs, Case=Dat|Degree=Pos|Number=Plur|POS=ADJ, Case=Dat|Number=Sing|POS=PRON|Person=1|PronType=Prs, Case=Nom|Gender=Neut|Number=Sing|POS=PRON|PronType=Ind, Case=Nom|Gender=Neut|Number=Sing|POS=PROPN, Case=Nom|Number=Plur|POS=DET|PronType=Ind, Degree=Sup|POS=ADV, Case=Dat|Gender=Masc|Number=Plur|POS=PRON|PronType=Rel, Case=Nom|Gender=Fem|Number=Sing|POS=PRON|PronType=Ind, Case=Acc|Gender=Fem|Number=Plur|POS=PRON|PronType=Rel, Case=Nom|Number=Sing|POS=NOUN, Case=Acc|Definite=Def|Number=Plur|POS=DET|PronType=Art, Case=Gen|Number=Sing|POS=NOUN, Case=Nom|Gender=Fem|Number=Sing|POS=DET|PronType=Ind, Case=Nom|Degree=Cmp|Gender=Fem|Number=Sing|POS=ADJ, Case=Dat|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Acc|Gender=Masc|Number=Plur|POS=DET|Poss=Yes|PronType=Prs, Case=Gen|Degree=Cmp|Gender=Masc|Number=Sing|POS=ADJ, Case=Nom|Number=Plur|POS=PRON|PronType=Dem, Case=Nom|Gender=Fem|Number=Sing|POS=PRON|PronType=Dem, Case=Acc|Gender=Masc|Number=Sing|POS=DET|PronType=Ind, Case=Acc|Number=Plur|POS=PRON|PronType=Ind, Case=Dat|Number=Plur|POS=DET|PronType=Ind, Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Case=Dat|Gender=Neut|Number=Sing|POS=PRON|PronType=Rel, Definite=Ind|Gender=Neut|Number=Sing|POS=DET|PronType=Art, Case=Dat|Gender=Neut|Number=Plur|POS=DET|Poss=Yes|PronType=Prs, Case=Dat|Gender=Fem|Number=Sing|POS=DET|PronType=Ind, Case=Acc|Degree=Cmp|Gender=Masc|Number=Plur|POS=ADJ, Gender=Fem|POS=NOUN, Case=Gen|Degree=Sup|Gender=Fem|Number=Plur|POS=ADJ, Case=Dat|Degree=Cmp|Gender=Fem|Number=Sing|POS=ADJ, Case=Dat|Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Case=Nom|Gender=Masc|Number=Sing|POS=DET|Poss=Yes|PronType=Prs, Case=Dat|Degree=Sup|Gender=Masc|Number=Sing|POS=ADJ, Case=Gen|Gender=Masc|Number=Plur|POS=DET|PronType=Dem, Case=Gen|Gender=Fem|Number=Sing|POS=DET|PronType=Ind, Case=Acc|Gender=Neut|Number=Plur|POS=DET|PronType=Ind, Case=Nom|Gender=Masc|Number=Plur|POS=PRON|PronType=Dem, Case=Gen|Gender=Neut|Number=Plur|POS=DET|PronType=Ind, Case=Nom|Degree=Sup|Gender=Masc|Number=Plur|POS=ADJ, Case=Acc|Gender=Fem|Number=Sing|POS=PRON|PronType=Rel, Case=Nom|Degree=Cmp|Number=Plur|POS=ADJ, Case=Gen|Gender=Fem|Number=Sing|POS=DET|PronType=Rel, Case=Dat|Gender=Fem|Number=Plur|POS=PROPN, Case=Dat|Number=Sing|POS=PROPN, Case=Gen|Degree=Pos|Gender=Masc|Number=Plur|POS=ADJ, Case=Dat|Gender=Masc|Number=Plur|POS=DET|PronType=Ind, Case=Dat|Gender=Masc|Number=Sing|POS=DET|PronType=Dem, Case=Dat|Gender=Neut|Number=Plur|POS=PRON|PronType=Rel, Case=Nom|Gender=Neut|Number=Sing|POS=DET|PronType=Dem, Case=Acc|Gender=Neut|Number=Sing|POS=PRON|PronType=Ind, Case=Nom|Number=Plur|POS=PROPN, Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Case=Acc|Number=Plur|POS=PRON|Person=1|PronType=Prs|Reflex=Yes, Case=Gen|Gender=Fem|Number=Plur|POS=PRON|PronType=Rel, Case=Gen|Gender=Masc|Number=Plur|POS=DET|PronType=Rel, Case=Gen|Gender=Neut|Number=Plur|POS=DET|Poss=Yes|PronType=Prs, Case=Gen|Number=Plur|POS=DET|PronType=Rel, Case=Dat|Degree=Sup|Gender=Fem|Number=Plur|POS=ADJ, Case=Nom|Gender=Neut|Number=Plur|POS=DET|PronType=Dem, Case=Nom|Degree=Cmp|Gender=Neut|Number=Plur|POS=ADJ, Case=Nom|Gender=Fem|Number=Plur|POS=PROPN, Case=Dat|Gender=Fem|Number=Plur|POS=DET|PronType=Ind, Case=Nom|Degree=Sup|Gender=Fem|Number=Sing|POS=ADJ, Case=Gen|Degree=Pos|Number=Plur|POS=ADJ, Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Acc|Gender=Fem|Number=Sing|POS=DET|PronType=Dem, Case=Gen|Gender=Fem|Number=Sing|POS=DET|PronType=Dem, Case=Dat|Gender=Fem|Number=Plur|POS=PRON|PronType=Ind, Case=Nom|Degree=Cmp|Gender=Fem|Number=Plur|POS=ADJ, Case=Dat|Number=Plur|POS=PRON|PronType=Dem, Case=Nom|Gender=Masc|Number=Sing|POS=PRON|PronType=Dem, Case=Acc|Degree=Cmp|Gender=Masc|Number=Sing|POS=ADJ, Case=Acc|Number=Plur|POS=DET|PronType=Dem, Case=Nom|Gender=Fem|Number=Plur|POS=DET|Poss=Yes|PronType=Prs, Case=Acc|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Dat|Gender=Fem|Number=Sing|POS=PRON|PronType=Rel, Gender=Masc|Number=Sing|POS=NOUN, Case=Gen|Gender=Neut|Number=Sing|POS=DET|PronType=Dem, Case=Gen|Gender=Masc|Number=Sing|POS=DET|Poss=Yes|PronType=Prs, Case=Nom|Definite=Ind|Number=Sing|POS=DET|PronType=Art, Case=Acc|Number=Plur|POS=PRON|Poss=Yes|PronType=Prs, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Case=Dat|Gender=Fem|Number=Sing|POS=DET|PronType=Int, Case=Nom|Gender=Masc|Number=Sing|POS=DET|PronType=Dem, Gender=Fem|Number=Sing|POS=DET|Poss=Yes|PronType=Prs, Gender=Fem|Number=Sing|POS=NOUN, Case=Gen|Gender=Fem|Number=Plur|POS=DET|Poss=Yes|PronType=Prs, Case=Gen|Gender=Fem|Number=Plur|POS=PRON|PronType=Dem, Case=Acc|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Gen|Gender=Fem|Number=Sing|POS=DET|PronType=Int, Case=Dat|Gender=Fem|Number=Sing|POS=DET|PronType=Dem, Case=Dat|Gender=Masc|Number=Sing|POS=DET|PronType=Ind, Case=Acc|Gender=Neut|Number=Plur|POS=DET|Poss=Yes|PronType=Prs, Case=Nom|Gender=Fem|Number=Sing|POS=DET|PronType=Rel, Case=Gen|Gender=Fem|Number=Plur|POS=DET|PronType=Ind, Case=Dat|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Acc|Degree=Cmp|Number=Plur|POS=ADJ, Case=Gen|Number=Plur|POS=PRON|PronType=Dem, Case=Nom|Gender=Neut|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Acc|Gender=Fem|Number=Sing|POS=PRON|PronType=Ind, Case=Acc|Degree=Sup|Gender=Neut|Number=Sing|POS=ADJ, Case=Acc|Degree=Cmp|Gender=Fem|Number=Plur|POS=ADJ, Case=Dat|Gender=Neut|Number=Plur|POS=DET|PronType=Dem, Case=Acc|Gender=Masc|Number=Plur|POS=PRON|PronType=Ind, Case=Nom|Gender=Masc|Number=Plur|POS=PRON|PronType=Ind, Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Past|VerbForm=Fin, Case=Nom|Gender=Fem|Number=Plur|POS=PRON|PronType=Dem, Gender=Masc|Number=Plur|POS=NOUN, Case=Nom|Degree=Cmp|Gender=Neut|Number=Sing|POS=ADJ, Gender=Neut|POS=PROPN, Case=Acc|Gender=Neut|Number=Plur|POS=PROPN, Case=Gen|Degree=Sup|Gender=Neut|Number=Plur|POS=ADJ, Case=Dat|Degree=Sup|Gender=Neut|Number=Plur|POS=ADJ, Degree=Pos|Gender=Fem|Number=Sing|POS=ADJ, Case=Dat|Gender=Neut|Number=Plur|POS=PRON|Person=3|PronType=Prs, Gender=Masc|POS=PROPN, Case=Dat|Gender=Masc|Number=Sing|POS=PRON|PronType=Dem, Case=Nom|POS=PROPN, Case=Acc|Gender=Masc|Number=Plur|POS=DET|PronType=Dem, Case=Nom|Gender=Neut|Number=Plur|POS=PRON|PronType=Ind, Case=Gen|Gender=Neut|Number=Plur|POS=DET|PronType=Dem, Case=Gen|Gender=Masc|Number=Plur|POS=PRON|PronType=Dem, Case=Acc|Gender=Neut|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Dat|Gender=Masc|Number=Plur|POS=DET|PronType=Dem, Case=Dat|Gender=Masc|Number=Plur|POS=DET|Poss=Yes|PronType=Prs, Case=Gen|Gender=Masc|Number=Plur|POS=DET|PronType=Ind, Case=Acc|Gender=Masc|Number=Plur|POS=PRON|PronType=Rel, Case=Acc|Gender=Neut|Number=Plur|POS=DET|PronType=Int, Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Case=Acc|Gender=Neut|Number=Sing|POS=DET|PronType=Dem, Case=Gen|Degree=Cmp|Gender=Masc|Number=Plur|POS=ADJ, Case=Gen|Gender=Fem|Number=Sing|POS=PRON|PronType=Dem, Case=Dat|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Gen|Degree=Sup|Gender=Masc|Number=Plur|POS=ADJ, Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=1|PronType=Prs, Case=Gen|Gender=Neut|Number=Sing|POS=DET|PronType=Rel, Case=Acc|Gender=Fem|Number=Plur|POS=PROPN, Case=Acc|Number=Plur|POS=PROPN, Case=Nom|Gender=Neut|Number=Plur|POS=DET|Poss=Yes|PronType=Prs, Case=Acc|Number=Plur|POS=DET|PronType=Ind, Case=Dat|Definite=Ind|Number=Sing|POS=DET|PronType=Art, Case=Dat|Number=Sing|POS=PRON|PronType=Rel, Case=Gen|Degree=Cmp|Gender=Neut|Number=Plur|POS=ADJ, Case=Dat|Number=Sing|POS=ADP, Case=Gen|Gender=Fem|Number=Plur|POS=DET|PronType=Rel, Mood=Imp|Number=Sing|POS=VERB|Person=2, Case=Nom|Degree=Cmp|Gender=Masc|Number=Plur|POS=ADJ, Case=Nom|Degree=Cmp|Gender=Masc|Number=Sing|POS=ADJ, Case=Gen|Gender=Fem|Number=Plur|POS=PROPN, Case=Acc|Gender=Masc|POS=NOUN, Case=Dat|Degree=Sup|Gender=Neut|Number=Sing|POS=ADJ, Case=Dat|Gender=Fem|Number=Sing|POS=PRON|PronType=Ind, Case=Dat|Degree=Cmp|Gender=Neut|Number=Sing|POS=ADJ, Case=Gen|Gender=Neut|Number=Sing|POS=PRON|PronType=Ind, Case=Acc|Degree=Sup|Gender=Fem|Number=Plur|POS=ADJ, Case=Acc|Degree=Cmp|Gender=Neut|Number=Sing|POS=ADJ, Case=Gen|Degree=Sup|Gender=Masc|Number=Sing|POS=ADJ, Case=Gen|Degree=Sup|Gender=Neut|Number=Sing|POS=ADJ, Gender=Neut|Number=Sing|POS=NOUN, POS=NOUN, Case=Dat|Gender=Neut|Number=Sing|POS=DET|PronType=Int, Case=Nom|Gender=Fem|Number=Sing|POS=PRON|Person=1|PronType=Prs, Case=Nom|Gender=Masc|Number=Plur|POS=DET|PronType=Dem, Case=Gen|Number=Sing|POS=DET|PronType=Rel, Case=Gen|Gender=Fem|Number=Plur|POS=DET|PronType=Dem, Case=Dat|POS=PROPN, Case=Gen|Definite=Def|POS=DET|PronType=Art, Case=Gen|POS=PROPN, Case=Acc|Number=Sing|POS=NOUN, Case=Gen|Degree=Sup|Gender=Fem|Number=Sing|POS=ADJ, Case=Dat|Degree=Cmp|Gender=Masc|Number=Sing|POS=ADJ, Mood=Imp|Number=Plur|POS=VERB|Person=2, Case=Dat|Degree=Cmp|Gender=Masc|Number=Plur|POS=ADJ, Case=Dat|Number=Plur|POS=PRON|Person=1|PronType=Prs|Reflex=Yes, Case=Nom|Gender=Masc|Number=Sing|POS=PRON|Person=1|PronType=Prs, Case=Acc|Gender=Masc|Number=Sing|POS=PRON|PronType=Rel, Case=Nom|Gender=Masc|Number=Plur|POS=PRON|Person=1|PronType=Prs, Case=Gen|Gender=Neut|Number=Sing|POS=PRON|PronType=Dem, Case=Gen|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Gen|Degree=Cmp|Gender=Fem|Number=Sing|POS=ADJ, Case=Nom|Gender=Masc|Number=Sing|POS=DET|PronType=Int, Case=Gen|POS=PRON|PronType=Dem, Definite=Ind|POS=DET|PronType=Art, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Past|VerbForm=Fin, Case=Nom|Degree=Sup|Gender=Neut|Number=Plur|POS=ADJ, Case=Acc|Gender=Masc|Number=Sing|POS=DET|PronType=Int, Case=Dat|POS=PRON|PronType=Dem, Gender=Masc|Number=Sing|POS=PROPN, Case=Gen|Degree=Cmp|Gender=Neut|Number=Sing|POS=ADJ, Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Poss=Yes|PronType=Prs, Case=Acc|Gender=Fem|Number=Sing|POS=PRON|PronType=Dem, Gender=Neut|Number=Sing|POS=PROPN, Case=Dat|Gender=Neut|Number=Sing|POS=PRON|PronType=Dem, Case=Dat|Number=Sing|POS=PRON|PronType=Dem, Case=Dat|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Dat|Degree=Cmp|Number=Sing|POS=ADJ, Case=Dat|Degree=Pos|Number=Sing|POS=ADJ, POS=DET|Poss=Yes|PronType=Prs, Case=Gen|Number=Sing|POS=PRON|PronType=Dem, Gender=Fem|Number=Sing|POS=PROPN, Case=Nom|Degree=Sup|Gender=Neut|Number=Sing|POS=ADJ, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Past|VerbForm=Fin, Case=Nom|Gender=Masc|Number=Plur|POS=PROPN, Case=Nom|Degree=Sup|Gender=Fem|Number=Plur|POS=ADJ, Case=Nom|Number=Sing|POS=PRON|Person=2|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Case=Acc|Number=Plur|POS=PRON|PronType=Dem, Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Past|VerbForm=Fin, Case=Nom|Number=Plur|POS=PRON|PronType=Int, Case=Nom|POS=PRON|Person=3|PronType=Prs, Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin, Case=Nom|Gender=Fem|Number=Sing|POS=PRON|Person=2|PronType=Prs, Case=Dat|Number=Sing|POS=PRON|Person=2|PronType=Prs, Case=Acc|Number=Sing|POS=PRON|Person=2|PronType=Prs, Case=Nom|Number=Sing|POS=PRON|PronType=Int, Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Past|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Past|VerbForm=Fin, Case=Nom|Gender=Masc|Number=Plur|POS=PRON|PronType=Int, Case=Dat|Gender=Masc|Number=Plur|POS=PRON|PronType=Ind, Case=Nom|Number=Sing|POS=DET|Poss=Yes|PronType=Prs, Case=Gen|Gender=Neut|Number=Plur|POS=DET|PronType=Rel, Case=Acc|Gender=Neut|Number=Sing|POS=DET|PronType=Int, Case=Acc|Gender=Fem|Number=Plur|POS=PRON|PronType=Ind, Case=Dat|Degree=Sup|Gender=Masc|Number=Plur|POS=ADJ, Case=Acc|Number=Plur|POS=DET|Poss=Yes|PronType=Prs, Case=Dat|Gender=Masc|Number=Sing|POS=PRON|Person=1|PronType=Prs, Case=Dat|Gender=Neut|Number=Plur|POS=PRON|PronType=Ind, Case=Dat|Gender=Fem|Number=Plur|POS=PRON|PronType=Dem, Case=Gen|Number=Plur|POS=DET|PronType=Ind, Case=Gen|Gender=Masc|Number=Sing|POS=DET|PronType=Ind, Case=Dat|Gender=Fem|Number=Sing|POS=PRON|PronType=Dem, Case=Dat|Gender=Neut|Number=Sing|POS=DET|PronType=Ind, Case=Gen|Degree=Cmp|Gender=Fem|Number=Plur|POS=ADJ, Case=Acc|Degree=Cmp|Gender=Neut|Number=Plur|POS=ADJ, Case=Acc|Gender=Masc|Number=Sing|POS=PRON|PronType=Dem, Case=Dat|Gender=Masc|Number=Sing|POS=DET|PronType=Int, Case=Nom|Number=Plur|POS=DET|Poss=Yes|PronType=Prs, Case=Acc|Number=Sing|POS=PRON|PronType=Ind, Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Case=Gen|Number=Plur|POS=DET|PronType=Dem, Gender=Neut|POS=DET|PronType=Ind, Case=Dat|Number=Sing|POS=PRON|PronType=Ind, Case=Nom|Number=Plur|POS=PRON|Person=2|PronType=Prs, Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Case=Dat|Number=Plur|POS=PRON|Person=2|PronType=Prs, Case=Acc|Number=Sing|POS=PRON|Person=1|PronType=Prs|Reflex=Yes, Case=Nom|Gender=Masc|Number=Sing|POS=PRON|Poss=Yes|PronType=Prs, Case=Nom|Gender=Masc|Number=Sing|POS=PRON|Person=2|PronType=Prs, Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=2|PronType=Prs, Case=Nom|Gender=Neut|Number=Sing|POS=DET|PronType=Int, Case=Dat|Gender=Neut|Number=Plur|POS=DET|PronType=Int, Case=Acc|Gender=Fem|Number=Sing|POS=DET|PronType=Int, Case=Gen|Number=Plur|POS=PRON|PronType=Ind, Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Case=Acc|Number=Sing|POS=PRON|PronType=Int, Case=Nom|Gender=Fem|Number=Plur|POS=PRON|Person=1|PronType=Prs, Case=Acc|POS=PRON|PronType=Dem, Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Past|VerbForm=Fin, Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Past|VerbForm=Fin, Case=Acc|Degree=Sup|Gender=Masc|Number=Plur|POS=ADJ, Case=Acc|Gender=Masc|Number=Plur|POS=PRON|PronType=Dem, Case=Gen|Degree=Pos|POS=ADJ, Case=Acc|Gender=Fem|Number=Plur|POS=PRON|PronType=Dem, Case=Gen|Number=Plur|POS=PRON|Poss=Yes|PronType=Prs, Case=Dat|Gender=Neut|Number=Plur|POS=PRON|PronType=Dem, Mood=Imp|Number=Plur|POS=AUX|Person=2, Case=Dat|Number=Sing|POS=PRON|PronType=Int, Mood=Sub|Number=Sing|POS=VERB|Person=2|Tense=Past|VerbForm=Fin, Case=Acc|Number=Sing|POS=PRON|Person=2|PronType=Prs|Reflex=Yes, Case=Dat|Gender=Fem|Number=Plur|POS=DET|PronType=Int, Case=Dat|Gender=Masc|Number=Plur|POS=PROPN, Case=Acc|Gender=Neut|Number=Plur|POS=PRON|PronType=Dem, Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Case=Acc|Number=Sing|POS=PRON|PronType=Rel, Case=Acc|Number=Sing|POS=PRON|PronType=Dem, Case=Nom|Number=Sing|POS=PRON|PronType=Rel, Case=Dat|Degree=Cmp|Gender=Neut|Number=Plur|POS=ADJ, Case=Dat|Definite=Def|Number=Sing|POS=DET|PronType=Art, Gender=Neut|Number=Plur|POS=NOUN, Case=Dat|Degree=Cmp|Number=Plur|POS=ADJ, Gender=Fem|POS=PROPN, Case=Acc|Gender=Neut|Number=Plur|POS=PRON|PronType=Int, Case=Gen|Definite=Def|Number=Sing|POS=DET|PronType=Art, Case=Gen|Degree=Pos|Number=Sing|POS=ADJ, Case=Nom|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Nom|Gender=Fem|Number=Plur|POS=DET|PronType=Int, Case=Gen|Gender=Neut|Number=Sing|POS=DET|PronType=Ind, Gender=Fem|Number=Plur|POS=NOUN, Gender=Fem|POS=PRON|PronType=Ind, Case=Nom|Definite=Def|Number=Sing|POS=DET|PronType=Art, Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Past|VerbForm=Fin, Case=Nom|Gender=Neut|Number=Sing|POS=DET|PronType=Rel, Case=Dat|Degree=Sup|Number=Plur|POS=ADJ, Case=Nom|Degree=Pos|Number=Sing|POS=ADJ, Case=Acc|Degree=Sup|Number=Plur|POS=ADJ, Case=Nom|Gender=Neut|Number=Plur|POS=PROPN, Case=Dat|Gender=Neut|Number=Plur|POS=PROPN, Case=Acc|Gender=Neut|Number=Plur|POS=PRON|Poss=Yes|PronType=Prs, Case=Acc|Number=Plur|POS=PRON|Person=2|PronType=Prs, Case=Dat|Number=Sing|POS=DET|PronType=Ind, Case=Nom|Gender=Fem|Number=Sing|POS=DET, Case=Nom|Gender=Masc|POS=NOUN, Case=Nom|POS=NOUN, Case=Gen|POS=NOUN, Degree=Cmp|Gender=Fem|Number=Sing|POS=ADJ, Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ, Degree=Pos|Gender=Masc|Number=Sing|POS=ADJ, Case=Acc|Definite=Def|POS=DET|PronType=Art, Case=Acc|POS=PROPN, Case=Nom|Number=Plur|POS=DET|PronType=Int, Case=Gen|Degree=Cmp|Number=Plur|POS=ADJ, Case=Acc|Gender=Neut|POS=NOUN, Case=Gen|POS=DET|PronType=Rel, Case=Dat|Number=Sing|POS=PRON|Poss=Yes|PronType=Prs, POS=DET|PronType=Int, Definite=Ind|Gender=Neut|POS=DET|PronType=Art, Case=Dat|POS=NOUN, Case=Acc|Definite=Ind|Number=Sing|POS=DET|PronType=Art, Case=Nom|Gender=Neut|POS=NOUN, Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Case=Dat|Number=Plur|POS=DET|PronType=Dem, Case=Acc|Gender=Masc|Number=Sing|POS=PRON|PronType=Int, Case=Nom|Gender=Masc|Number=Sing|POS=DET|PronType=Rel, Case=Acc|Gender=Masc|Number=Plur|POS=PROPN, Case=Acc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Acc|Gender=Fem|Number=Plur|POS=PRON|PronType=Int, Case=Acc|Gender=Masc|Number=Plur|POS=DET|PronType=Int, Case=Gen|Number=Sing|POS=PRON|PronType=Ind, Case=Acc|POS=NOUN, Case=Gen|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Gen|Gender=Neut|Number=Plur|POS=PRON|PronType=Dem, Case=Gen|Gender=Masc|Number=Sing|POS=PRON|PronType=Ind, Case=Gen|Gender=Neut|Number=Plur|POS=PROPN, Case=Nom|Definite=Def|POS=DET|PronType=Art, Case=Nom|Degree=Pos|POS=ADJ, Gender=Fem|Number=Sing|POS=DET|PronType=Ind, Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=1|PronType=Prs, Case=Acc|Gender=Masc|Number=Plur|POS=PRON|Person=1|PronType=Prs, Degree=Pos|Gender=Fem|Number=Plur|POS=ADJ, Case=Nom|Gender=Masc|Number=Plur|POS=DET|PronType=Int, Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art, Case=Acc|Number=Plur|POS=PRON|Person=2|PronType=Prs|Reflex=Yes, Case=Gen|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Gen|Definite=Ind|Number=Sing|POS=DET|PronType=Art, Case=Gen|Gender=Fem|Number=Sing|POS=PRON|PronType=Ind, Case=Gen|Number=Sing|POS=DET|Poss=Yes|PronType=Prs, Case=Dat|Gender=Masc|Number=Plur|POS=PRON|PronType=Dem, Case=Dat|Gender=Neut|POS=NOUN, Case=Acc|Gender=Neut|Number=Plur|POS=PRON|PronType=Ind, Case=Dat|Gender=Masc|Number=Plur|POS=DET|PronType=Int, Case=Acc|Definite=Def|Number=Sing|POS=DET|PronType=Art, Case=Nom|Gender=Masc|Number=Plur|POS=DET|PronType=Rel, Degree=Cmp|POS=ADJ, Case=Dat|Gender=Neut|Number=Sing|POS=PRON|Poss=Yes|PronType=Prs, Case=Nom|Gender=Fem|Number=Sing|POS=PRON|Poss=Yes|PronType=Prs, Case=Dat|Gender=Fem|Number=Sing|POS=PRON|Poss=Yes|PronType=Prs, Case=Acc|Number=Sing|POS=DET|Poss=Yes|PronType=Prs, POS=ADJ, Case=Nom|Gender=Neut|Number=Plur|POS=DET|PronType=Int, Case=Acc|Degree=Pos|POS=ADJ, Case=Gen|POS=PRON|PronType=Int, Case=Acc|Definite=Ind|Gender=Neut|Number=Plur|POS=DET|PronType=Art, Definite=Def|Number=Plur|POS=DET|PronType=Art, Degree=Pos|Number=Plur|POS=ADJ, Number=Plur|POS=NOUN, POS=PRON|PronType=Int, Case=Gen|Degree=Sup|Number=Plur|POS=ADJ, Case=Dat|Gender=Masc|POS=NOUN, Gender=Fem|Number=Plur|POS=DET|PronType=Ind, Gender=Fem|POS=DET|PronType=Dem, Case=Acc|POS=PRON|PronType=Ind, Case=Gen|Number=Sing|POS=DET|PronType=Int, Case=Gen|Gender=Neut|Number=Plur|POS=PRON|PronType=Rel, Case=Nom|Gender=Fem|POS=NOUN, Case=Nom|Number=Sing|POS=PRON|Person=3|PronType=Prs|Reflex=Yes, Mood=Sub|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin, Case=Gen|Gender=Neut|Number=Sing|POS=PRON|PronType=Rel, Case=Nom|Gender=Masc|Number=Sing|POS=ADP, Case=Nom|Gender=Masc|POS=PROPN, Definite=Def|POS=DET|PronType=Art, Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Past|VerbForm=Fin, Case=Acc|Degree=Pos|Number=Sing|POS=ADJ, Case=Acc|Number=Sing|POS=DET|PronType=Ind, Case=Nom|Number=Sing|POS=PRON|PronType=Dem, Case=Nom|Number=Sing|POS=DET|PronType=Ind, Case=Dat|Gender=Fem|Number=Sing|POS=PRON|Person=1|PronType=Prs, Case=Dat|POS=PRON|Person=3|PronType=Prs, Case=Dat|POS=PRON|Person=3|PronType=Prs|Reflex=Yes, Mood=Imp|Number=Sing|POS=AUX|Person=2, Gender=Fem|Number=Sing|POS=DET|PronType=Dem, Case=Gen|Gender=Masc|Number=Sing|POS=PRON|PronType=Rel, Case=Acc|Gender=Masc|Number=Sing|POS=ADP, Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Mood=Sub|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Case=Nom|Degree=Sup|Number=Plur|POS=ADJ, Case=Gen|Gender=Masc|Number=Plur|POS=PROPN, Case=Acc|Gender=Fem|Number=Plur|POS=PRON|Person=1|PronType=Prs, Gender=Fem|Number=Plur|POS=DET|Poss=Yes|PronType=Prs, Case=Dat|Gender=Masc|POS=PROPN, Case=Gen|Gender=Fem|Number=Sing|POS=DET, Case=Gen|Gender=Fem|Number=Sing|POS=PRON|PronType=Rel, Case=Acc|Gender=Fem|Number=Sing|POS=PRON|PronType=Int, Case=Nom|POS=PRON|PronType=Ind, Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs|Reflex=Yes, Case=Gen|Definite=Def|Gender=Fem|POS=DET|PronType=Art, Case=Gen|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Acc|Gender=Masc|Number=Plur|POS=PRON|Person=2|PronType=Prs, Case=Gen|POS=DET|PronType=Dem, Case=Nom|Gender=Masc|Number=Plur|POS=PRON|Poss=Yes|PronType=Prs, Gender=Masc|POS=PRON|PronType=Ind, Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Nom|Gender=Fem|POS=PRON|PronType=Ind, Case=Nom|Gender=Fem|POS=PROPN, Gender=Neut|Number=Plur|POS=PROPN, Gender=Masc|Number=Sing|POS=PRON|PronType=Ind
parser ROOT, ac, adc, ag, ams, app, avc, cc, cd, cj, cm, cp, cvc, da, dep, dm, ep, ju, mnr, mo, ng, nk, nmc, oa, oc, og, op, par, pd, pg, ph, pm, pnc, punct, rc, re, rs, sb, sbp, svp, uc, vo

Accuracy

Type Score
TOK 99.98
TAG 99.02
POS 99.15
MORPH 97.04
LEMMA 73.00
UAS 95.78
LAS 94.64
SENT_P 95.15
SENT_R 93.36
SENT_F 94.25

Installation

pip install spacy-nightly --pre
python -m spacy download de_dep_news_trf
Assets 3
Pre-release

@explosion-bot explosion-bot released this Oct 14, 2020 · 136 commits to master since this release

Downloads

Details: https://nightly.spacy.io/models/nl#nl_core_news_sm

File checksum: cbc8922aacdadf432048a52982b525db402e16e056d146dd12d629c96536e1c9

Dutch pipeline optimized for CPU. Components: tok2vec, morphologizer, tagger, parser, senter, ner, attribute_ruler, lemmatizer.

Feature Description
Name nl_core_news_sm
Version 3.0.0a0
spaCy >=3.0.0a41,<3.1.0
Model size 21 MB
Default Pipeline tok2vec, morphologizer, tagger, parser, ner, attribute_ruler, lemmatizer
Components tok2vec, morphologizer, tagger, parser, senter, ner, attribute_ruler, lemmatizer
Vectors 0 keys, 0 unique vectors (0 dimensions)
Sources UD Dutch LassySmall v2.5
Dutch NER Annotations for UD LassySmall (NLP Town)
UD Dutch LassySmall v2.5
License CC BY-SA 4.0
Author Explosion

Label Scheme

View label scheme (319 labels for 5 components)
Component Labels
morphologizer _, POS=PRON|Person=3|PronType=Dem, Number=Sing|POS=AUX|Tense=Pres|VerbForm=Fin, POS=ADV, POS=VERB|VerbForm=Part, POS=PUNCT, Number=Sing|POS=AUX|Tense=Past|VerbForm=Fin, POS=ADP, POS=NUM, Number=Plur|POS=NOUN, POS=VERB|VerbForm=Inf, POS=SCONJ, Definite=Def|POS=DET, Gender=Com|Number=Sing|POS=NOUN, Number=Sing|POS=VERB|Tense=Pres|VerbForm=Fin, Degree=Pos|POS=ADJ, Gender=Neut|Number=Sing|POS=PROPN, Gender=Com|Number=Sing|POS=PROPN, POS=AUX|VerbForm=Inf, Number=Sing|POS=VERB|Tense=Past|VerbForm=Fin, POS=DET, Gender=Neut|Number=Sing|POS=NOUN, POS=PRON|Person=3|PronType=Prs, POS=CCONJ, Number=Plur|POS=VERB|Tense=Pres|VerbForm=Fin, POS=PRON|Person=3|PronType=Ind, Degree=Cmp|POS=ADJ, Case=Nom|POS=PRON|Person=1|PronType=Prs, Definite=Ind|POS=DET, Case=Nom|POS=PRON|Person=3|PronType=Prs, POS=PRON|Person=3|Poss=Yes|PronType=Prs, Number=Plur|POS=AUX|Tense=Pres|VerbForm=Fin, POS=PRON|PronType=Rel, Case=Acc|POS=PRON|Person=1|PronType=Prs, Number=Plur|POS=VERB|Tense=Past|VerbForm=Fin, Gender=Com,Neut|Number=Sing|POS=NOUN, Case=Acc|POS=PRON|Person=3|PronType=Prs|Reflex=Yes, Case=Acc|POS=PRON|Person=3|PronType=Prs, POS=PROPN, POS=PRON|PronType=Ind, POS=PRON|Person=3|PronType=Int, Case=Acc|POS=PRON|PronType=Rcp, Number=Plur|POS=AUX|Tense=Past|VerbForm=Fin, Number=Sing|POS=NOUN, POS=PRON|Person=1|Poss=Yes|PronType=Prs, POS=SYM, Abbr=Yes|POS=X, Gender=Com,Neut|Number=Sing|POS=PROPN, Degree=Sup|POS=ADJ, Foreign=Yes|POS=X, POS=ADJ, Number=Sing|POS=PROPN, POS=PRON|PronType=Dem, POS=AUX|VerbForm=Part, POS=PRON|Person=3|PronType=Rel, Number=Plur|POS=PROPN, POS=PRON|Person=2|Poss=Yes|PronType=Prs, Case=Dat|POS=PRON|PronType=Dem, Case=Nom|POS=PRON|Person=2|PronType=Prs, POS=X, POS=INTJ, Case=Gen|POS=PRON|Person=3|Poss=Yes|PronType=Prs, POS=PRON|PronType=Int, Case=Acc|POS=PRON|Person=2|PronType=Prs, POS=PRON|Person=2|PronType=Prs, Case=Gen|POS=PRON|Person=2|PronType=Prs
tagger ADJ|nom|basis|met-e|mv-n, ADJ|nom|basis|met-e|zonder-n|bijz, ADJ|nom|basis|met-e|zonder-n|stan, ADJ|nom|basis|zonder|mv-n, ADJ|nom|basis|zonder|zonder-n, ADJ|nom|comp|met-e|mv-n, ADJ|nom|comp|met-e|zonder-n|stan, ADJ|nom|sup|met-e|mv-n, ADJ|nom|sup|met-e|zonder-n|stan, ADJ|nom|sup|zonder|zonder-n, ADJ|postnom|basis|met-s, ADJ|postnom|basis|zonder, ADJ|postnom|comp|met-s, ADJ|prenom|basis|met-e|bijz, ADJ|prenom|basis|met-e|stan, ADJ|prenom|basis|zonder, ADJ|prenom|comp|met-e|stan, ADJ|prenom|comp|zonder, ADJ|prenom|sup|met-e|stan, ADJ|vrij|basis|zonder, ADJ|vrij|comp|zonder, ADJ|vrij|dim|zonder, ADJ|vrij|sup|zonder, BW, LET, LID|bep|dat|evmo, LID|bep|gen|evmo, LID|bep|gen|rest3, LID|bep|stan|evon, LID|bep|stan|rest, LID|onbep|stan|agr, N|eigen|ev|basis|gen, N|eigen|ev|basis|genus|stan, N|eigen|ev|basis|onz|stan, N|eigen|ev|basis|zijd|stan, N|eigen|ev|dim|onz|stan, N|eigen|mv|basis, N|soort|ev|basis|dat, N|soort|ev|basis|gen, N|soort|ev|basis|genus|stan, N|soort|ev|basis|onz|stan, N|soort|ev|basis|zijd|stan, N|soort|ev|dim|onz|stan, N|soort|mv|basis, N|soort|mv|dim, SPEC|afgebr, SPEC|afk, SPEC|deeleigen, SPEC|enof, SPEC|meta, SPEC|symb, SPEC|vreemd, TSW, TW|hoofd|nom|mv-n|basis, TW|hoofd|nom|mv-n|dim, TW|hoofd|nom|zonder-n|basis, TW|hoofd|nom|zonder-n|dim, TW|hoofd|prenom|stan, TW|hoofd|vrij, TW|rang|nom|mv-n, TW|rang|nom|zonder-n, TW|rang|prenom|stan, VG|neven, VG|onder, VNW|aanw|adv-pron|obl|vol|3o|getal, VNW|aanw|adv-pron|stan|red|3|getal, VNW|aanw|det|dat|nom|met-e|zonder-n, VNW|aanw|det|dat|prenom|met-e|evmo, VNW|aanw|det|gen|prenom|met-e|rest3, VNW|aanw|det|stan|nom|met-e|mv-n, VNW|aanw|det|stan|nom|met-e|zonder-n, VNW|aanw|det|stan|prenom|met-e|rest, VNW|aanw|det|stan|prenom|zonder|agr, VNW|aanw|det|stan|prenom|zonder|evon, VNW|aanw|det|stan|prenom|zonder|rest, VNW|aanw|det|stan|vrij|zonder, VNW|aanw|pron|gen|vol|3m|ev, VNW|aanw|pron|stan|vol|3o|ev, VNW|aanw|pron|stan|vol|3|getal, VNW|betr|det|stan|nom|met-e|zonder-n, VNW|betr|det|stan|nom|zonder|zonder-n, VNW|betr|pron|stan|vol|3|ev, VNW|betr|pron|stan|vol|persoon|getal, VNW|bez|det|gen|vol|3|ev|prenom|met-e|rest3, VNW|bez|det|stan|nadr|2v|mv|prenom|zonder|agr, VNW|bez|det|stan|red|1|ev|prenom|zonder|agr, VNW|bez|det|stan|red|2v|ev|prenom|zonder|agr, VNW|bez|det|stan|red|3|ev|prenom|zonder|agr, VNW|bez|det|stan|vol|1|ev|prenom|zonder|agr, VNW|bez|det|stan|vol|1|mv|prenom|met-e|rest, VNW|bez|det|stan|vol|1|mv|prenom|zonder|evon, VNW|bez|det|stan|vol|2v|ev|prenom|zonder|agr, VNW|bez|det|stan|vol|2|getal|prenom|zonder|agr, VNW|bez|det|stan|vol|3m|ev|nom|met-e|zonder-n, VNW|bez|det|stan|vol|3m|ev|prenom|met-e|rest, VNW|bez|det|stan|vol|3p|mv|prenom|met-e|rest, VNW|bez|det|stan|vol|3v|ev|nom|met-e|zonder-n, VNW|bez|det|stan|vol|3v|ev|prenom|met-e|rest, VNW|bez|det|stan|vol|3|ev|prenom|zonder|agr, VNW|bez|det|stan|vol|3|mv|prenom|zonder|agr, VNW|onbep|adv-pron|gen|red|3|getal, VNW|onbep|adv-pron|obl|vol|3o|getal, VNW|onbep|det|stan|nom|met-e|mv-n, VNW|onbep|det|stan|nom|met-e|zonder-n, VNW|onbep|det|stan|prenom|met-e|agr, VNW|onbep|det|stan|prenom|met-e|evz, VNW|onbep|det|stan|prenom|met-e|mv, VNW|onbep|det|stan|prenom|met-e|rest, VNW|onbep|det|stan|prenom|zonder|agr, VNW|onbep|det|stan|prenom|zonder|evon, VNW|onbep|det|stan|vrij|zonder, VNW|onbep|grad|gen|nom|met-e|mv-n|basis, VNW|onbep|grad|stan|nom|met-e|mv-n|basis, VNW|onbep|grad|stan|nom|met-e|mv-n|sup, VNW|onbep|grad|stan|nom|met-e|zonder-n|basis, VNW|onbep|grad|stan|nom|met-e|zonder-n|sup, VNW|onbep|grad|stan|prenom|met-e|agr|basis, VNW|onbep|grad|stan|prenom|met-e|agr|comp, VNW|onbep|grad|stan|prenom|met-e|agr|sup, VNW|onbep|grad|stan|prenom|met-e|mv|basis, VNW|onbep|grad|stan|prenom|zonder|agr|basis, VNW|onbep|grad|stan|prenom|zonder|agr|comp, VNW|onbep|grad|stan|vrij|zonder|basis, VNW|onbep|grad|stan|vrij|zonder|comp, VNW|onbep|grad|stan|vrij|zonder|sup, VNW|onbep|pron|gen|vol|3p|ev, VNW|onbep|pron|stan|vol|3o|ev, VNW|onbep|pron|stan|vol|3p|ev, VNW|pers|pron|gen|vol|2|getal, VNW|pers|pron|nomin|nadr|3m|ev|masc, VNW|pers|pron|nomin|nadr|3v|ev|fem, VNW|pers|pron|nomin|red|1|mv, VNW|pers|pron|nomin|red|2v|ev, VNW|pers|pron|nomin|red|2|getal, VNW|pers|pron|nomin|red|3p|ev|masc, VNW|pers|pron|nomin|red|3|ev|masc, VNW|pers|pron|nomin|vol|1|ev, VNW|pers|pron|nomin|vol|1|mv, VNW|pers|pron|nomin|vol|2b|getal, VNW|pers|pron|nomin|vol|2v|ev, VNW|pers|pron|nomin|vol|2|getal, VNW|pers|pron|nomin|vol|3p|mv, VNW|pers|pron|nomin|vol|3v|ev|fem, VNW|pers|pron|nomin|vol|3|ev|masc, VNW|pers|pron|obl|nadr|3m|ev|masc, VNW|pers|pron|obl|red|3|ev|masc, VNW|pers|pron|obl|vol|2v|ev, VNW|pers|pron|obl|vol|3p|mv, VNW|pers|pron|obl|vol|3|ev|masc, VNW|pers|pron|obl|vol|3|getal|fem, VNW|pers|pron|stan|nadr|2v|mv, VNW|pers|pron|stan|red|3|ev|fem, VNW|pers|pron|stan|red|3|ev|onz, VNW|pers|pron|stan|red|3|mv, VNW|pr|pron|obl|nadr|1|ev, VNW|pr|pron|obl|nadr|2v|getal, VNW|pr|pron|obl|nadr|2|getal, VNW|pr|pron|obl|red|1|ev, VNW|pr|pron|obl|red|2v|getal, VNW|pr|pron|obl|vol|1|ev, VNW|pr|pron|obl|vol|1|mv, VNW|pr|pron|obl|vol|2|getal, VNW|recip|pron|gen|vol|persoon|mv, VNW|recip|pron|obl|vol|persoon|mv, VNW|refl|pron|obl|nadr|3|getal, VNW|refl|pron|obl|red|3|getal, VNW|vb|adv-pron|obl|vol|3o|getal, VNW|vb|det|stan|nom|met-e|zonder-n, VNW|vb|det|stan|prenom|met-e|rest, VNW|vb|det|stan|prenom|zonder|evon, VNW|vb|pron|gen|vol|3m|ev, VNW|vb|pron|gen|vol|3p|mv, VNW|vb|pron|gen|vol|3v|ev, VNW|vb|pron|stan|vol|3o|ev, VNW|vb|pron|stan|vol|3p|getal, VZ|fin, VZ|init, VZ|versm, WW|inf|nom|zonder|zonder-n, WW|inf|prenom|met-e, WW|inf|vrij|zonder, WW|od|nom|met-e|mv-n, WW|od|nom|met-e|zonder-n, WW|od|prenom|met-e, WW|od|prenom|zonder, WW|od|vrij|zonder, WW|pv|conj|ev, WW|pv|tgw|ev, WW|pv|tgw|met-t, WW|pv|tgw|mv, WW|pv|verl|ev, WW|pv|verl|mv, WW|vd|nom|met-e|mv-n, WW|vd|nom|met-e|zonder-n, WW|vd|prenom|met-e, WW|vd|prenom|zonder, WW|vd|vrij|zonder
parser ROOT, acl, acl:relcl, advcl, advmod, amod, appos, aux, aux:pass, case, cc, ccomp, compound:prt, conj, cop, csubj, dep, det, expl, expl:pv, fixed, flat, iobj, mark, nmod, nmod:poss, nsubj, nsubj:pass, nummod, obj, obl, obl:agent, orphan, parataxis, punct, xcomp
senter I, S
ner CARDINAL, DATE, EVENT, FAC, GPE, LANGUAGE, LAW, LOC, MONEY, NORP, ORDINAL, ORG, PERCENT, PERSON, PRODUCT, QUANTITY, TIME, WORK_OF_ART

Accuracy

Type Score
TOK 100.00
TAG 93.50
POS 95.38
MORPH 94.60
LEMMA 85.12
UAS 84.80
LAS 79.93
NER_P 70.95
NER_R 69.92
NER_F 70.43
SENT_P 83.33
SENT_R 87.16
SENT_F 85.20

Installation

pip install spacy-nightly --pre
python -m spacy download nl_core_news_sm
Assets 3
Pre-release

@explosion-bot explosion-bot released this Oct 14, 2020 · 136 commits to master since this release

Downloads

Details: https://nightly.spacy.io/models/nl#nl_core_news_md

File checksum: 976cf9463f856ef9ebb9e5be1bace2320fc64bc0a5a042d016c9c7b1cbd1cd6f

Dutch pipeline optimized for CPU. Components: tok2vec, morphologizer, tagger, parser, senter, ner, attribute_ruler, lemmatizer.

Feature Description
Name nl_core_news_md
Version 3.0.0a0
spaCy >=3.0.0a41,<3.1.0
Model size 50 MB
Default Pipeline tok2vec, morphologizer, tagger, parser, ner, attribute_ruler, lemmatizer
Components tok2vec, morphologizer, tagger, parser, senter, ner, attribute_ruler, lemmatizer
Vectors 500000 keys, 20000 unique vectors (300 dimensions)
Sources UD Dutch LassySmall v2.5
Dutch NER Annotations for UD LassySmall (NLP Town)
UD Dutch LassySmall v2.5
License CC BY-SA 4.0
Author Explosion

Label Scheme

View label scheme (319 labels for 5 components)
Component Labels
morphologizer _, POS=PRON|Person=3|PronType=Dem, Number=Sing|POS=AUX|Tense=Pres|VerbForm=Fin, POS=ADV, POS=VERB|VerbForm=Part, POS=PUNCT, Number=Sing|POS=AUX|Tense=Past|VerbForm=Fin, POS=ADP, POS=NUM, Number=Plur|POS=NOUN, POS=VERB|VerbForm=Inf, POS=SCONJ, Definite=Def|POS=DET, Gender=Com|Number=Sing|POS=NOUN, Number=Sing|POS=VERB|Tense=Pres|VerbForm=Fin, Degree=Pos|POS=ADJ, Gender=Neut|Number=Sing|POS=PROPN, Gender=Com|Number=Sing|POS=PROPN, POS=AUX|VerbForm=Inf, Number=Sing|POS=VERB|Tense=Past|VerbForm=Fin, POS=DET, Gender=Neut|Number=Sing|POS=NOUN, POS=PRON|Person=3|PronType=Prs, POS=CCONJ, Number=Plur|POS=VERB|Tense=Pres|VerbForm=Fin, POS=PRON|Person=3|PronType=Ind, Degree=Cmp|POS=ADJ, Case=Nom|POS=PRON|Person=1|PronType=Prs, Definite=Ind|POS=DET, Case=Nom|POS=PRON|Person=3|PronType=Prs, POS=PRON|Person=3|Poss=Yes|PronType=Prs, Number=Plur|POS=AUX|Tense=Pres|VerbForm=Fin, POS=PRON|PronType=Rel, Case=Acc|POS=PRON|Person=1|PronType=Prs, Number=Plur|POS=VERB|Tense=Past|VerbForm=Fin, Gender=Com,Neut|Number=Sing|POS=NOUN, Case=Acc|POS=PRON|Person=3|PronType=Prs|Reflex=Yes, Case=Acc|POS=PRON|Person=3|PronType=Prs, POS=PROPN, POS=PRON|PronType=Ind, POS=PRON|Person=3|PronType=Int, Case=Acc|POS=PRON|PronType=Rcp, Number=Plur|POS=AUX|Tense=Past|VerbForm=Fin, Number=Sing|POS=NOUN, POS=PRON|Person=1|Poss=Yes|PronType=Prs, POS=SYM, Abbr=Yes|POS=X, Gender=Com,Neut|Number=Sing|POS=PROPN, Degree=Sup|POS=ADJ, Foreign=Yes|POS=X, POS=ADJ, Number=Sing|POS=PROPN, POS=PRON|PronType=Dem, POS=AUX|VerbForm=Part, POS=PRON|Person=3|PronType=Rel, Number=Plur|POS=PROPN, POS=PRON|Person=2|Poss=Yes|PronType=Prs, Case=Dat|POS=PRON|PronType=Dem, Case=Nom|POS=PRON|Person=2|PronType=Prs, POS=X, POS=INTJ, Case=Gen|POS=PRON|Person=3|Poss=Yes|PronType=Prs, POS=PRON|PronType=Int, Case=Acc|POS=PRON|Person=2|PronType=Prs, POS=PRON|Person=2|PronType=Prs, Case=Gen|POS=PRON|Person=2|PronType=Prs
tagger ADJ|nom|basis|met-e|mv-n, ADJ|nom|basis|met-e|zonder-n|bijz, ADJ|nom|basis|met-e|zonder-n|stan, ADJ|nom|basis|zonder|mv-n, ADJ|nom|basis|zonder|zonder-n, ADJ|nom|comp|met-e|mv-n, ADJ|nom|comp|met-e|zonder-n|stan, ADJ|nom|sup|met-e|mv-n, ADJ|nom|sup|met-e|zonder-n|stan, ADJ|nom|sup|zonder|zonder-n, ADJ|postnom|basis|met-s, ADJ|postnom|basis|zonder, ADJ|postnom|comp|met-s, ADJ|prenom|basis|met-e|bijz, ADJ|prenom|basis|met-e|stan, ADJ|prenom|basis|zonder, ADJ|prenom|comp|met-e|stan, ADJ|prenom|comp|zonder, ADJ|prenom|sup|met-e|stan, ADJ|vrij|basis|zonder, ADJ|vrij|comp|zonder, ADJ|vrij|dim|zonder, ADJ|vrij|sup|zonder, BW, LET, LID|bep|dat|evmo, LID|bep|gen|evmo, LID|bep|gen|rest3, LID|bep|stan|evon, LID|bep|stan|rest, LID|onbep|stan|agr, N|eigen|ev|basis|gen, N|eigen|ev|basis|genus|stan, N|eigen|ev|basis|onz|stan, N|eigen|ev|basis|zijd|stan, N|eigen|ev|dim|onz|stan, N|eigen|mv|basis, N|soort|ev|basis|dat, N|soort|ev|basis|gen, N|soort|ev|basis|genus|stan, N|soort|ev|basis|onz|stan, N|soort|ev|basis|zijd|stan, N|soort|ev|dim|onz|stan, N|soort|mv|basis, N|soort|mv|dim, SPEC|afgebr, SPEC|afk, SPEC|deeleigen, SPEC|enof, SPEC|meta, SPEC|symb, SPEC|vreemd, TSW, TW|hoofd|nom|mv-n|basis, TW|hoofd|nom|mv-n|dim, TW|hoofd|nom|zonder-n|basis, TW|hoofd|nom|zonder-n|dim, TW|hoofd|prenom|stan, TW|hoofd|vrij, TW|rang|nom|mv-n, TW|rang|nom|zonder-n, TW|rang|prenom|stan, VG|neven, VG|onder, VNW|aanw|adv-pron|obl|vol|3o|getal, VNW|aanw|adv-pron|stan|red|3|getal, VNW|aanw|det|dat|nom|met-e|zonder-n, VNW|aanw|det|dat|prenom|met-e|evmo, VNW|aanw|det|gen|prenom|met-e|rest3, VNW|aanw|det|stan|nom|met-e|mv-n, VNW|aanw|det|stan|nom|met-e|zonder-n, VNW|aanw|det|stan|prenom|met-e|rest, VNW|aanw|det|stan|prenom|zonder|agr, VNW|aanw|det|stan|prenom|zonder|evon, VNW|aanw|det|stan|prenom|zonder|rest, VNW|aanw|det|stan|vrij|zonder, VNW|aanw|pron|gen|vol|3m|ev, VNW|aanw|pron|stan|vol|3o|ev, VNW|aanw|pron|stan|vol|3|getal, VNW|betr|det|stan|nom|met-e|zonder-n, VNW|betr|det|stan|nom|zonder|zonder-n, VNW|betr|pron|stan|vol|3|ev, VNW|betr|pron|stan|vol|persoon|getal, VNW|bez|det|gen|vol|3|ev|prenom|met-e|rest3, VNW|bez|det|stan|nadr|2v|mv|prenom|zonder|agr, VNW|bez|det|stan|red|1|ev|prenom|zonder|agr, VNW|bez|det|stan|red|2v|ev|prenom|zonder|agr, VNW|bez|det|stan|red|3|ev|prenom|zonder|agr, VNW|bez|det|stan|vol|1|ev|prenom|zonder|agr, VNW|bez|det|stan|vol|1|mv|prenom|met-e|rest, VNW|bez|det|stan|vol|1|mv|prenom|zonder|evon, VNW|bez|det|stan|vol|2v|ev|prenom|zonder|agr, VNW|bez|det|stan|vol|2|getal|prenom|zonder|agr, VNW|bez|det|stan|vol|3m|ev|nom|met-e|zonder-n, VNW|bez|det|stan|vol|3m|ev|prenom|met-e|rest, VNW|bez|det|stan|vol|3p|mv|prenom|met-e|rest, VNW|bez|det|stan|vol|3v|ev|nom|met-e|zonder-n, VNW|bez|det|stan|vol|3v|ev|prenom|met-e|rest, VNW|bez|det|stan|vol|3|ev|prenom|zonder|agr, VNW|bez|det|stan|vol|3|mv|prenom|zonder|agr, VNW|onbep|adv-pron|gen|red|3|getal, VNW|onbep|adv-pron|obl|vol|3o|getal, VNW|onbep|det|stan|nom|met-e|mv-n, VNW|onbep|det|stan|nom|met-e|zonder-n, VNW|onbep|det|stan|prenom|met-e|agr, VNW|onbep|det|stan|prenom|met-e|evz, VNW|onbep|det|stan|prenom|met-e|mv, VNW|onbep|det|stan|prenom|met-e|rest, VNW|onbep|det|stan|prenom|zonder|agr, VNW|onbep|det|stan|prenom|zonder|evon, VNW|onbep|det|stan|vrij|zonder, VNW|onbep|grad|gen|nom|met-e|mv-n|basis, VNW|onbep|grad|stan|nom|met-e|mv-n|basis, VNW|onbep|grad|stan|nom|met-e|mv-n|sup, VNW|onbep|grad|stan|nom|met-e|zonder-n|basis, VNW|onbep|grad|stan|nom|met-e|zonder-n|sup, VNW|onbep|grad|stan|prenom|met-e|agr|basis, VNW|onbep|grad|stan|prenom|met-e|agr|comp, VNW|onbep|grad|stan|prenom|met-e|agr|sup, VNW|onbep|grad|stan|prenom|met-e|mv|basis, VNW|onbep|grad|stan|prenom|zonder|agr|basis, VNW|onbep|grad|stan|prenom|zonder|agr|comp, VNW|onbep|grad|stan|vrij|zonder|basis, VNW|onbep|grad|stan|vrij|zonder|comp, VNW|onbep|grad|stan|vrij|zonder|sup, VNW|onbep|pron|gen|vol|3p|ev, VNW|onbep|pron|stan|vol|3o|ev, VNW|onbep|pron|stan|vol|3p|ev, VNW|pers|pron|gen|vol|2|getal, VNW|pers|pron|nomin|nadr|3m|ev|masc, VNW|pers|pron|nomin|nadr|3v|ev|fem, VNW|pers|pron|nomin|red|1|mv, VNW|pers|pron|nomin|red|2v|ev, VNW|pers|pron|nomin|red|2|getal, VNW|pers|pron|nomin|red|3p|ev|masc, VNW|pers|pron|nomin|red|3|ev|masc, VNW|pers|pron|nomin|vol|1|ev, VNW|pers|pron|nomin|vol|1|mv, VNW|pers|pron|nomin|vol|2b|getal, VNW|pers|pron|nomin|vol|2v|ev, VNW|pers|pron|nomin|vol|2|getal, VNW|pers|pron|nomin|vol|3p|mv, VNW|pers|pron|nomin|vol|3v|ev|fem, VNW|pers|pron|nomin|vol|3|ev|masc, VNW|pers|pron|obl|nadr|3m|ev|masc, VNW|pers|pron|obl|red|3|ev|masc, VNW|pers|pron|obl|vol|2v|ev, VNW|pers|pron|obl|vol|3p|mv, VNW|pers|pron|obl|vol|3|ev|masc, VNW|pers|pron|obl|vol|3|getal|fem, VNW|pers|pron|stan|nadr|2v|mv, VNW|pers|pron|stan|red|3|ev|fem, VNW|pers|pron|stan|red|3|ev|onz, VNW|pers|pron|stan|red|3|mv, VNW|pr|pron|obl|nadr|1|ev, VNW|pr|pron|obl|nadr|2v|getal, VNW|pr|pron|obl|nadr|2|getal, VNW|pr|pron|obl|red|1|ev, VNW|pr|pron|obl|red|2v|getal, VNW|pr|pron|obl|vol|1|ev, VNW|pr|pron|obl|vol|1|mv, VNW|pr|pron|obl|vol|2|getal, VNW|recip|pron|gen|vol|persoon|mv, VNW|recip|pron|obl|vol|persoon|mv, VNW|refl|pron|obl|nadr|3|getal, VNW|refl|pron|obl|red|3|getal, VNW|vb|adv-pron|obl|vol|3o|getal, VNW|vb|det|stan|nom|met-e|zonder-n, VNW|vb|det|stan|prenom|met-e|rest, VNW|vb|det|stan|prenom|zonder|evon, VNW|vb|pron|gen|vol|3m|ev, VNW|vb|pron|gen|vol|3p|mv, VNW|vb|pron|gen|vol|3v|ev, VNW|vb|pron|stan|vol|3o|ev, VNW|vb|pron|stan|vol|3p|getal, VZ|fin, VZ|init, VZ|versm, WW|inf|nom|zonder|zonder-n, WW|inf|prenom|met-e, WW|inf|vrij|zonder, WW|od|nom|met-e|mv-n, WW|od|nom|met-e|zonder-n, WW|od|prenom|met-e, WW|od|prenom|zonder, WW|od|vrij|zonder, WW|pv|conj|ev, WW|pv|tgw|ev, WW|pv|tgw|met-t, WW|pv|tgw|mv, WW|pv|verl|ev, WW|pv|verl|mv, WW|vd|nom|met-e|mv-n, WW|vd|nom|met-e|zonder-n, WW|vd|prenom|met-e, WW|vd|prenom|zonder, WW|vd|vrij|zonder
parser ROOT, acl, acl:relcl, advcl, advmod, amod, appos, aux, aux:pass, case, cc, ccomp, compound:prt, conj, cop, csubj, dep, det, expl, expl:pv, fixed, flat, iobj, mark, nmod, nmod:poss, nsubj, nsubj:pass, nummod, obj, obl, obl:agent, orphan, parataxis, punct, xcomp
senter I, S
ner CARDINAL, DATE, EVENT, FAC, GPE, LANGUAGE, LAW, LOC, MONEY, NORP, ORDINAL, ORG, PERCENT, PERSON, PRODUCT, QUANTITY, TIME, WORK_OF_ART

Accuracy

Type Score
TOK 100.00
TAG 94.40
POS 96.24
MORPH 95.36
LEMMA 85.34
UAS 86.49
LAS 81.95
NER_P 75.34
NER_R 73.10
NER_F 74.20
SENT_P 86.12
SENT_R 89.02
SENT_F 87.55

Installation

pip install spacy-nightly --pre
python -m spacy download nl_core_news_md
Assets 3
Pre-release

@explosion-bot explosion-bot released this Oct 14, 2020 · 136 commits to master since this release

Downloads

Details: https://nightly.spacy.io/models/nl#nl_core_news_lg

File checksum: 50519a188dd317e8109812649161c4f56fac4cece84ce23a1682815b11107fdf

Dutch pipeline optimized for CPU. Components: tok2vec, morphologizer, tagger, parser, senter, ner, attribute_ruler, lemmatizer.

Feature Description
Name nl_core_news_lg
Version 3.0.0a0
spaCy >=3.0.0a41,<3.1.0
Model size 551 MB
Default Pipeline tok2vec, morphologizer, tagger, parser, ner, attribute_ruler, lemmatizer
Components tok2vec, morphologizer, tagger, parser, senter, ner, attribute_ruler, lemmatizer
Vectors 500000 keys, 500000 unique vectors (300 dimensions)
Sources UD Dutch LassySmall v2.5
Dutch NER Annotations for UD LassySmall (NLP Town)
UD Dutch LassySmall v2.5
License CC BY-SA 4.0
Author Explosion

Label Scheme

View label scheme (319 labels for 5 components)
Component Labels
morphologizer _, POS=PRON|Person=3|PronType=Dem, Number=Sing|POS=AUX|Tense=Pres|VerbForm=Fin, POS=ADV, POS=VERB|VerbForm=Part, POS=PUNCT, Number=Sing|POS=AUX|Tense=Past|VerbForm=Fin, POS=ADP, POS=NUM, Number=Plur|POS=NOUN, POS=VERB|VerbForm=Inf, POS=SCONJ, Definite=Def|POS=DET, Gender=Com|Number=Sing|POS=NOUN, Number=Sing|POS=VERB|Tense=Pres|VerbForm=Fin, Degree=Pos|POS=ADJ, Gender=Neut|Number=Sing|POS=PROPN, Gender=Com|Number=Sing|POS=PROPN, POS=AUX|VerbForm=Inf, Number=Sing|POS=VERB|Tense=Past|VerbForm=Fin, POS=DET, Gender=Neut|Number=Sing|POS=NOUN, POS=PRON|Person=3|PronType=Prs, POS=CCONJ, Number=Plur|POS=VERB|Tense=Pres|VerbForm=Fin, POS=PRON|Person=3|PronType=Ind, Degree=Cmp|POS=ADJ, Case=Nom|POS=PRON|Person=1|PronType=Prs, Definite=Ind|POS=DET, Case=Nom|POS=PRON|Person=3|PronType=Prs, POS=PRON|Person=3|Poss=Yes|PronType=Prs, Number=Plur|POS=AUX|Tense=Pres|VerbForm=Fin, POS=PRON|PronType=Rel, Case=Acc|POS=PRON|Person=1|PronType=Prs, Number=Plur|POS=VERB|Tense=Past|VerbForm=Fin, Gender=Com,Neut|Number=Sing|POS=NOUN, Case=Acc|POS=PRON|Person=3|PronType=Prs|Reflex=Yes, Case=Acc|POS=PRON|Person=3|PronType=Prs, POS=PROPN, POS=PRON|PronType=Ind, POS=PRON|Person=3|PronType=Int, Case=Acc|POS=PRON|PronType=Rcp, Number=Plur|POS=AUX|Tense=Past|VerbForm=Fin, Number=Sing|POS=NOUN, POS=PRON|Person=1|Poss=Yes|PronType=Prs, POS=SYM, Abbr=Yes|POS=X, Gender=Com,Neut|Number=Sing|POS=PROPN, Degree=Sup|POS=ADJ, Foreign=Yes|POS=X, POS=ADJ, Number=Sing|POS=PROPN, POS=PRON|PronType=Dem, POS=AUX|VerbForm=Part, POS=PRON|Person=3|PronType=Rel, Number=Plur|POS=PROPN, POS=PRON|Person=2|Poss=Yes|PronType=Prs, Case=Dat|POS=PRON|PronType=Dem, Case=Nom|POS=PRON|Person=2|PronType=Prs, POS=X, POS=INTJ, Case=Gen|POS=PRON|Person=3|Poss=Yes|PronType=Prs, POS=PRON|PronType=Int, Case=Acc|POS=PRON|Person=2|PronType=Prs, POS=PRON|Person=2|PronType=Prs, Case=Gen|POS=PRON|Person=2|PronType=Prs
tagger ADJ|nom|basis|met-e|mv-n, ADJ|nom|basis|met-e|zonder-n|bijz, ADJ|nom|basis|met-e|zonder-n|stan, ADJ|nom|basis|zonder|mv-n, ADJ|nom|basis|zonder|zonder-n, ADJ|nom|comp|met-e|mv-n, ADJ|nom|comp|met-e|zonder-n|stan, ADJ|nom|sup|met-e|mv-n, ADJ|nom|sup|met-e|zonder-n|stan, ADJ|nom|sup|zonder|zonder-n, ADJ|postnom|basis|met-s, ADJ|postnom|basis|zonder, ADJ|postnom|comp|met-s, ADJ|prenom|basis|met-e|bijz, ADJ|prenom|basis|met-e|stan, ADJ|prenom|basis|zonder, ADJ|prenom|comp|met-e|stan, ADJ|prenom|comp|zonder, ADJ|prenom|sup|met-e|stan, ADJ|vrij|basis|zonder, ADJ|vrij|comp|zonder, ADJ|vrij|dim|zonder, ADJ|vrij|sup|zonder, BW, LET, LID|bep|dat|evmo, LID|bep|gen|evmo, LID|bep|gen|rest3, LID|bep|stan|evon, LID|bep|stan|rest, LID|onbep|stan|agr, N|eigen|ev|basis|gen, N|eigen|ev|basis|genus|stan, N|eigen|ev|basis|onz|stan, N|eigen|ev|basis|zijd|stan, N|eigen|ev|dim|onz|stan, N|eigen|mv|basis, N|soort|ev|basis|dat, N|soort|ev|basis|gen, N|soort|ev|basis|genus|stan, N|soort|ev|basis|onz|stan, N|soort|ev|basis|zijd|stan, N|soort|ev|dim|onz|stan, N|soort|mv|basis, N|soort|mv|dim, SPEC|afgebr, SPEC|afk, SPEC|deeleigen, SPEC|enof, SPEC|meta, SPEC|symb, SPEC|vreemd, TSW, TW|hoofd|nom|mv-n|basis, TW|hoofd|nom|mv-n|dim, TW|hoofd|nom|zonder-n|basis, TW|hoofd|nom|zonder-n|dim, TW|hoofd|prenom|stan, TW|hoofd|vrij, TW|rang|nom|mv-n, TW|rang|nom|zonder-n, TW|rang|prenom|stan, VG|neven, VG|onder, VNW|aanw|adv-pron|obl|vol|3o|getal, VNW|aanw|adv-pron|stan|red|3|getal, VNW|aanw|det|dat|nom|met-e|zonder-n, VNW|aanw|det|dat|prenom|met-e|evmo, VNW|aanw|det|gen|prenom|met-e|rest3, VNW|aanw|det|stan|nom|met-e|mv-n, VNW|aanw|det|stan|nom|met-e|zonder-n, VNW|aanw|det|stan|prenom|met-e|rest, VNW|aanw|det|stan|prenom|zonder|agr, VNW|aanw|det|stan|prenom|zonder|evon, VNW|aanw|det|stan|prenom|zonder|rest, VNW|aanw|det|stan|vrij|zonder, VNW|aanw|pron|gen|vol|3m|ev, VNW|aanw|pron|stan|vol|3o|ev, VNW|aanw|pron|stan|vol|3|getal, VNW|betr|det|stan|nom|met-e|zonder-n, VNW|betr|det|stan|nom|zonder|zonder-n, VNW|betr|pron|stan|vol|3|ev, VNW|betr|pron|stan|vol|persoon|getal, VNW|bez|det|gen|vol|3|ev|prenom|met-e|rest3, VNW|bez|det|stan|nadr|2v|mv|prenom|zonder|agr, VNW|bez|det|stan|red|1|ev|prenom|zonder|agr, VNW|bez|det|stan|red|2v|ev|prenom|zonder|agr, VNW|bez|det|stan|red|3|ev|prenom|zonder|agr, VNW|bez|det|stan|vol|1|ev|prenom|zonder|agr, VNW|bez|det|stan|vol|1|mv|prenom|met-e|rest, VNW|bez|det|stan|vol|1|mv|prenom|zonder|evon, VNW|bez|det|stan|vol|2v|ev|prenom|zonder|agr, VNW|bez|det|stan|vol|2|getal|prenom|zonder|agr, VNW|bez|det|stan|vol|3m|ev|nom|met-e|zonder-n, VNW|bez|det|stan|vol|3m|ev|prenom|met-e|rest, VNW|bez|det|stan|vol|3p|mv|prenom|met-e|rest, VNW|bez|det|stan|vol|3v|ev|nom|met-e|zonder-n, VNW|bez|det|stan|vol|3v|ev|prenom|met-e|rest, VNW|bez|det|stan|vol|3|ev|prenom|zonder|agr, VNW|bez|det|stan|vol|3|mv|prenom|zonder|agr, VNW|onbep|adv-pron|gen|red|3|getal, VNW|onbep|adv-pron|obl|vol|3o|getal, VNW|onbep|det|stan|nom|met-e|mv-n, VNW|onbep|det|stan|nom|met-e|zonder-n, VNW|onbep|det|stan|prenom|met-e|agr, VNW|onbep|det|stan|prenom|met-e|evz, VNW|onbep|det|stan|prenom|met-e|mv, VNW|onbep|det|stan|prenom|met-e|rest, VNW|onbep|det|stan|prenom|zonder|agr, VNW|onbep|det|stan|prenom|zonder|evon, VNW|onbep|det|stan|vrij|zonder, VNW|onbep|grad|gen|nom|met-e|mv-n|basis, VNW|onbep|grad|stan|nom|met-e|mv-n|basis, VNW|onbep|grad|stan|nom|met-e|mv-n|sup, VNW|onbep|grad|stan|nom|met-e|zonder-n|basis, VNW|onbep|grad|stan|nom|met-e|zonder-n|sup, VNW|onbep|grad|stan|prenom|met-e|agr|basis, VNW|onbep|grad|stan|prenom|met-e|agr|comp, VNW|onbep|grad|stan|prenom|met-e|agr|sup, VNW|onbep|grad|stan|prenom|met-e|mv|basis, VNW|onbep|grad|stan|prenom|zonder|agr|basis, VNW|onbep|grad|stan|prenom|zonder|agr|comp, VNW|onbep|grad|stan|vrij|zonder|basis, VNW|onbep|grad|stan|vrij|zonder|comp, VNW|onbep|grad|stan|vrij|zonder|sup, VNW|onbep|pron|gen|vol|3p|ev, VNW|onbep|pron|stan|vol|3o|ev, VNW|onbep|pron|stan|vol|3p|ev, VNW|pers|pron|gen|vol|2|getal, VNW|pers|pron|nomin|nadr|3m|ev|masc, VNW|pers|pron|nomin|nadr|3v|ev|fem, VNW|pers|pron|nomin|red|1|mv, VNW|pers|pron|nomin|red|2v|ev, VNW|pers|pron|nomin|red|2|getal, VNW|pers|pron|nomin|red|3p|ev|masc, VNW|pers|pron|nomin|red|3|ev|masc, VNW|pers|pron|nomin|vol|1|ev, VNW|pers|pron|nomin|vol|1|mv, VNW|pers|pron|nomin|vol|2b|getal, VNW|pers|pron|nomin|vol|2v|ev, VNW|pers|pron|nomin|vol|2|getal, VNW|pers|pron|nomin|vol|3p|mv, VNW|pers|pron|nomin|vol|3v|ev|fem, VNW|pers|pron|nomin|vol|3|ev|masc, VNW|pers|pron|obl|nadr|3m|ev|masc, VNW|pers|pron|obl|red|3|ev|masc, VNW|pers|pron|obl|vol|2v|ev, VNW|pers|pron|obl|vol|3p|mv, VNW|pers|pron|obl|vol|3|ev|masc, VNW|pers|pron|obl|vol|3|getal|fem, VNW|pers|pron|stan|nadr|2v|mv, VNW|pers|pron|stan|red|3|ev|fem, VNW|pers|pron|stan|red|3|ev|onz, VNW|pers|pron|stan|red|3|mv, VNW|pr|pron|obl|nadr|1|ev, VNW|pr|pron|obl|nadr|2v|getal, VNW|pr|pron|obl|nadr|2|getal, VNW|pr|pron|obl|red|1|ev, VNW|pr|pron|obl|red|2v|getal, VNW|pr|pron|obl|vol|1|ev, VNW|pr|pron|obl|vol|1|mv, VNW|pr|pron|obl|vol|2|getal, VNW|recip|pron|gen|vol|persoon|mv, VNW|recip|pron|obl|vol|persoon|mv, VNW|refl|pron|obl|nadr|3|getal, VNW|refl|pron|obl|red|3|getal, VNW|vb|adv-pron|obl|vol|3o|getal, VNW|vb|det|stan|nom|met-e|zonder-n, VNW|vb|det|stan|prenom|met-e|rest, VNW|vb|det|stan|prenom|zonder|evon, VNW|vb|pron|gen|vol|3m|ev, VNW|vb|pron|gen|vol|3p|mv, VNW|vb|pron|gen|vol|3v|ev, VNW|vb|pron|stan|vol|3o|ev, VNW|vb|pron|stan|vol|3p|getal, VZ|fin, VZ|init, VZ|versm, WW|inf|nom|zonder|zonder-n, WW|inf|prenom|met-e, WW|inf|vrij|zonder, WW|od|nom|met-e|mv-n, WW|od|nom|met-e|zonder-n, WW|od|prenom|met-e, WW|od|prenom|zonder, WW|od|vrij|zonder, WW|pv|conj|ev, WW|pv|tgw|ev, WW|pv|tgw|met-t, WW|pv|tgw|mv, WW|pv|verl|ev, WW|pv|verl|mv, WW|vd|nom|met-e|mv-n, WW|vd|nom|met-e|zonder-n, WW|vd|prenom|met-e, WW|vd|prenom|zonder, WW|vd|vrij|zonder
parser ROOT, acl, acl:relcl, advcl, advmod, amod, appos, aux, aux:pass, case, cc, ccomp, compound:prt, conj, cop, csubj, dep, det, expl, expl:pv, fixed, flat, iobj, mark, nmod, nmod:poss, nsubj, nsubj:pass, nummod, obj, obl, obl:agent, orphan, parataxis, punct, xcomp
senter I, S
ner CARDINAL, DATE, EVENT, FAC, GPE, LANGUAGE, LAW, LOC, MONEY, NORP, ORDINAL, ORG, PERCENT, PERSON, PRODUCT, QUANTITY, TIME, WORK_OF_ART

Accuracy

Type Score
TOK 100.00
TAG 94.86
POS 96.36
MORPH 95.88
LEMMA 85.38
UAS 86.59
LAS 82.27
NER_P 77.33
NER_R 74.55
NER_F 75.92
SENT_P 85.78
SENT_R 88.74
SENT_F 87.24

Installation

pip install spacy-nightly --pre
python -m spacy download nl_core_news_lg
Assets 3
Pre-release

@explosion-bot explosion-bot released this Oct 14, 2020 · 231 commits to master since this release

Downloads

Details: https://nightly.spacy.io/models/fr#fr_core_news_sm

File checksum: 9b9769aeefe16c2db3b6331d7957c1f73b1cd2566b38c6e4da93d4d49f8022e4

French pipeline optimized for CPU. Components: tok2vec, morphologizer, parser, senter, ner, attribute_ruler, lemmatizer.

Feature Description
Name fr_core_news_sm
Version 3.0.0a0
spaCy >=3.0.0a41,<3.1.0
Model size 20 MB
Default Pipeline tok2vec, morphologizer, parser, ner, attribute_ruler, lemmatizer
Components tok2vec, morphologizer, parser, senter, ner, attribute_ruler, lemmatizer
Vectors 0 keys, 0 unique vectors (0 dimensions)
Sources UD French Sequoia v2.5 (Candito, Marie; Seddah, Djamé; Perrier, Guy; Guillaume, Bruno)
WikiNER
License LGPL
Author Explosion

Label Scheme

View label scheme (241 labels for 4 components)
Component Labels
morphologizer _, POS=PROPN, Gender=Fem|Number=Sing|POS=DET|PronType=Dem, Gender=Fem|Number=Sing|POS=NOUN, Number=Plur|POS=PRON|Person=1, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, POS=SCONJ, POS=ADP, Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art, NumType=Ord|POS=ADJ, Gender=Masc|Number=Sing|POS=NOUN, POS=PUNCT, Gender=Masc|Number=Sing|POS=PROPN, Number=Plur|POS=ADJ, Gender=Masc|Number=Plur|POS=NOUN, Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Number=Sing|POS=ADJ, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, POS=ADV, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Gender=Fem|Number=Sing|POS=PROPN, Definite=Def|Number=Sing|POS=DET|PronType=Art, NumType=Card|POS=NUM, Definite=Def|Number=Plur|POS=DET|PronType=Art, Gender=Masc|Number=Plur|POS=ADJ, POS=CCONJ, Gender=Fem|Number=Plur|POS=NOUN, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Gender=Fem|Number=Plur|POS=ADJ, POS=ADJ, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, POS=PRON|PronType=Rel, Number=Sing|POS=DET|Poss=Yes, Definite=Def|Gender=Masc|Number=Sing|POS=ADP|PronType=Art, Definite=Def|Number=Plur|POS=ADP|PronType=Art, Definite=Ind|Number=Plur|POS=DET|PronType=Art, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, POS=VERB|VerbForm=Inf, Gender=Fem|Number=Sing|POS=ADJ, Gender=Masc|Number=Sing|POS=PRON|Person=3, Number=Plur|POS=DET, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|POS=ADJ, Gender=Masc|Number=Sing|POS=DET|PronType=Dem, POS=ADV|PronType=Int, POS=VERB|Tense=Pres|VerbForm=Part, Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Gender=Masc|POS=ADJ, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin, Number=Plur|POS=DET|Poss=Yes, POS=AUX|VerbForm=Inf, Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Gender=Masc|POS=VERB|Tense=Past|VerbForm=Part, POS=ADV|Polarity=Neg, Definite=Ind|Number=Sing|POS=DET|PronType=Art, Gender=Fem|Number=Sing|POS=PRON|Person=3, POS=PRON|Person=3|Reflex=Yes, Gender=Masc|POS=NOUN, POS=AUX|Tense=Past|VerbForm=Part, POS=PRON|Person=3, Number=Plur|POS=NOUN, NumType=Ord|Number=Sing|POS=ADJ, POS=VERB|Tense=Past|VerbForm=Part, POS=AUX|Tense=Pres|VerbForm=Part, Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Number=Sing|POS=PRON|Person=3, Number=Sing|POS=NOUN, Gender=Masc|Number=Plur|POS=PRON|Person=3, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ, Number=Plur|POS=PROPN, Number=Sing|POS=PROPN, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Plur|POS=PRON|PronType=Dem, Gender=Masc|Number=Sing|POS=DET, Gender=Fem|Number=Sing|POS=DET|Poss=Yes, Gender=Masc|POS=PRON, POS=NOUN, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Number=Plur|POS=PRON, Gender=Masc|NumType=Ord|Number=Plur|POS=ADJ, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin, Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Number=Sing|POS=PRON, Number=Sing|POS=PRON|PronType=Dem, Mood=Ind|POS=VERB|VerbForm=Fin, Number=Plur|POS=DET|PronType=Dem, Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs, Gender=Masc|Number=Sing|POS=PRON, Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Dem, Number=Sing|POS=PRON|Person=2|PronType=Prs, Gender=Masc|Number=Sing|POS=PRON|PronType=Rel, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Gender=Masc|NumType=Ord|Number=Sing|POS=ADJ, POS=PRON, POS=NUM, Gender=Fem|POS=NOUN, Gender=Fem|Number=Plur|POS=PRON, Number=Plur|POS=PRON|Person=3, Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Number=Sing|POS=PRON|Person=1, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Gender=Fem|Number=Sing|POS=PRON, Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, POS=INTJ, Number=Plur|POS=PRON|Person=2, NumType=Card|POS=PRON, Definite=Ind|Gender=Fem|Number=Plur|POS=DET|PronType=Art, Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, NumType=Card|POS=NOUN, POS=PRON|PronType=Int, Gender=Fem|Number=Plur|POS=PRON|Person=3, Gender=Fem|Number=Sing|POS=DET, Mood=Cnd|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Gender=Fem|Number=Plur|POS=DET, Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Definite=Ind|Gender=Masc|Number=Plur|POS=DET|PronType=Art, Mood=Cnd|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|POS=PRON|PronType=Dem, Gender=Masc|Number=Plur|POS=PROPN, Mood=Cnd|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Gender=Fem|Number=Sing|POS=PRON|PronType=Dem, Number=Sing|POS=DET, Gender=Masc|NumType=Card|Number=Plur|POS=NOUN, Gender=Fem|Number=Plur|POS=PRON|PronType=Dem, Mood=Ind|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Gender=Fem|POS=PRON, Gender=Masc|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Gender=Fem|Number=Sing|POS=PRON|PronType=Rel, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, Mood=Cnd|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part, POS=X, POS=SYM, Mood=Imp|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|POS=DET|PronType=Int, Gender=Fem|Number=Plur|POS=DET|PronType=Int, POS=DET, Gender=Masc|Number=Plur|POS=PRON, POS=PART, Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Mood=Ind|POS=VERB|Person=3|VerbForm=Fin, Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Mood=Cnd|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin, Gender=Fem|Number=Sing|POS=DET|PronType=Int, Gender=Masc|Number=Plur|POS=DET, Gender=Fem|Number=Plur|POS=PRON|PronType=Rel, Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Gender=Masc|Number=Plur|POS=PRON|PronType=Rel, POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Gender=Fem|NumType=Ord|Number=Plur|POS=ADJ, Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin, Mood=Imp|POS=VERB|Tense=Pres|VerbForm=Fin, Number=Plur|POS=PRON|Person=2|Reflex=Yes, Mood=Cnd|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Number=Plur|POS=PRON|Person=1|Reflex=Yes, Gender=Masc|NumType=Card|Number=Sing|POS=NOUN, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin, Number=Sing|POS=PRON|Person=1|Reflex=Yes, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Gender=Masc|POS=PROPN, Mood=Cnd|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Number=Plur|POS=PRON|Person=1|PronType=Prs, Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Number=Plur|POS=PRON|Person=2|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin, Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs, Number=Sing|POS=PRON|Person=1|PronType=Prs, Mood=Cnd|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Mood=Imp|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Mood=Sub|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Imp|VerbForm=Fin, Gender=Fem|POS=ADV, Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Imp|VerbForm=Fin, Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Gender=Fem|Number=Plur|POS=PROPN, Gender=Masc|NumType=Card|POS=NUM
parser ROOT, acl, acl:relcl, advcl, advmod, amod, appos, aux:pass, aux:tense, case, cc, ccomp, conj, cop, dep, det, expl:comp, expl:pass, expl:subj, fixed, flat:foreign, flat:name, iobj, mark, nmod, nsubj, nsubj:pass, nummod, obj, obl:agent, obl:arg, obl:mod, parataxis, punct, vocative, xcomp
senter I, S
ner LOC, MISC, ORG, PER

Accuracy

Type Score
TOK 100.00
TAG 93.47
POS 96.34
MORPH 95.48
LEMMA 90.27
UAS 87.88
LAS 84.13
NER_P 81.26
NER_R 80.65
NER_F 80.95
SENT_P 86.75
SENT_R 90.17
SENT_F 87.35

Installation

pip install spacy-nightly --pre
python -m spacy download fr_core_news_sm
Assets 3
Pre-release

@explosion-bot explosion-bot released this Oct 14, 2020 · 231 commits to master since this release

Downloads

Details: https://nightly.spacy.io/models/fr#fr_core_news_md

File checksum: 6d35d7bd88568f89e959d3c679a825543615b05d40969581c6ac4382a8197e57

French pipeline optimized for CPU. Components: tok2vec, morphologizer, parser, senter, ner, attribute_ruler, lemmatizer.

Feature Description
Name fr_core_news_md
Version 3.0.0a0
spaCy >=3.0.0a41,<3.1.0
Model size 50 MB
Default Pipeline tok2vec, morphologizer, parser, ner, attribute_ruler, lemmatizer
Components tok2vec, morphologizer, parser, senter, ner, attribute_ruler, lemmatizer
Vectors 500000 keys, 20000 unique vectors (300 dimensions)
Sources UD French Sequoia v2.5 (Candito, Marie; Seddah, Djamé; Perrier, Guy; Guillaume, Bruno)
WikiNER
License LGPL
Author Explosion

Label Scheme

View label scheme (241 labels for 4 components)
Component Labels
morphologizer _, POS=PROPN, Gender=Fem|Number=Sing|POS=DET|PronType=Dem, Gender=Fem|Number=Sing|POS=NOUN, Number=Plur|POS=PRON|Person=1, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, POS=SCONJ, POS=ADP, Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art, NumType=Ord|POS=ADJ, Gender=Masc|Number=Sing|POS=NOUN, POS=PUNCT, Gender=Masc|Number=Sing|POS=PROPN, Number=Plur|POS=ADJ, Gender=Masc|Number=Plur|POS=NOUN, Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Number=Sing|POS=ADJ, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, POS=ADV, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Gender=Fem|Number=Sing|POS=PROPN, Definite=Def|Number=Sing|POS=DET|PronType=Art, NumType=Card|POS=NUM, Definite=Def|Number=Plur|POS=DET|PronType=Art, Gender=Masc|Number=Plur|POS=ADJ, POS=CCONJ, Gender=Fem|Number=Plur|POS=NOUN, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Gender=Fem|Number=Plur|POS=ADJ, POS=ADJ, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, POS=PRON|PronType=Rel, Number=Sing|POS=DET|Poss=Yes, Definite=Def|Gender=Masc|Number=Sing|POS=ADP|PronType=Art, Definite=Def|Number=Plur|POS=ADP|PronType=Art, Definite=Ind|Number=Plur|POS=DET|PronType=Art, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, POS=VERB|VerbForm=Inf, Gender=Fem|Number=Sing|POS=ADJ, Gender=Masc|Number=Sing|POS=PRON|Person=3, Number=Plur|POS=DET, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|POS=ADJ, Gender=Masc|Number=Sing|POS=DET|PronType=Dem, POS=ADV|PronType=Int, POS=VERB|Tense=Pres|VerbForm=Part, Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Gender=Masc|POS=ADJ, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin, Number=Plur|POS=DET|Poss=Yes, POS=AUX|VerbForm=Inf, Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Gender=Masc|POS=VERB|Tense=Past|VerbForm=Part, POS=ADV|Polarity=Neg, Definite=Ind|Number=Sing|POS=DET|PronType=Art, Gender=Fem|Number=Sing|POS=PRON|Person=3, POS=PRON|Person=3|Reflex=Yes, Gender=Masc|POS=NOUN, POS=AUX|Tense=Past|VerbForm=Part, POS=PRON|Person=3, Number=Plur|POS=NOUN, NumType=Ord|Number=Sing|POS=ADJ, POS=VERB|Tense=Past|VerbForm=Part, POS=AUX|Tense=Pres|VerbForm=Part, Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Number=Sing|POS=PRON|Person=3, Number=Sing|POS=NOUN, Gender=Masc|Number=Plur|POS=PRON|Person=3, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ, Number=Plur|POS=PROPN, Number=Sing|POS=PROPN, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Plur|POS=PRON|PronType=Dem, Gender=Masc|Number=Sing|POS=DET, Gender=Fem|Number=Sing|POS=DET|Poss=Yes, Gender=Masc|POS=PRON, POS=NOUN, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Number=Plur|POS=PRON, Gender=Masc|NumType=Ord|Number=Plur|POS=ADJ, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin, Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Number=Sing|POS=PRON, Number=Sing|POS=PRON|PronType=Dem, Mood=Ind|POS=VERB|VerbForm=Fin, Number=Plur|POS=DET|PronType=Dem, Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs, Gender=Masc|Number=Sing|POS=PRON, Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Dem, Number=Sing|POS=PRON|Person=2|PronType=Prs, Gender=Masc|Number=Sing|POS=PRON|PronType=Rel, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Gender=Masc|NumType=Ord|Number=Sing|POS=ADJ, POS=PRON, POS=NUM, Gender=Fem|POS=NOUN, Gender=Fem|Number=Plur|POS=PRON, Number=Plur|POS=PRON|Person=3, Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Number=Sing|POS=PRON|Person=1, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Gender=Fem|Number=Sing|POS=PRON, Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, POS=INTJ, Number=Plur|POS=PRON|Person=2, NumType=Card|POS=PRON, Definite=Ind|Gender=Fem|Number=Plur|POS=DET|PronType=Art, Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, NumType=Card|POS=NOUN, POS=PRON|PronType=Int, Gender=Fem|Number=Plur|POS=PRON|Person=3, Gender=Fem|Number=Sing|POS=DET, Mood=Cnd|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Gender=Fem|Number=Plur|POS=DET, Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Definite=Ind|Gender=Masc|Number=Plur|POS=DET|PronType=Art, Mood=Cnd|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|POS=PRON|PronType=Dem, Gender=Masc|Number=Plur|POS=PROPN, Mood=Cnd|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Gender=Fem|Number=Sing|POS=PRON|PronType=Dem, Number=Sing|POS=DET, Gender=Masc|NumType=Card|Number=Plur|POS=NOUN, Gender=Fem|Number=Plur|POS=PRON|PronType=Dem, Mood=Ind|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Gender=Fem|POS=PRON, Gender=Masc|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Gender=Fem|Number=Sing|POS=PRON|PronType=Rel, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, Mood=Cnd|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part, POS=X, POS=SYM, Mood=Imp|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|POS=DET|PronType=Int, Gender=Fem|Number=Plur|POS=DET|PronType=Int, POS=DET, Gender=Masc|Number=Plur|POS=PRON, POS=PART, Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Mood=Ind|POS=VERB|Person=3|VerbForm=Fin, Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Mood=Cnd|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin, Gender=Fem|Number=Sing|POS=DET|PronType=Int, Gender=Masc|Number=Plur|POS=DET, Gender=Fem|Number=Plur|POS=PRON|PronType=Rel, Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Gender=Masc|Number=Plur|POS=PRON|PronType=Rel, POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Gender=Fem|NumType=Ord|Number=Plur|POS=ADJ, Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin, Mood=Imp|POS=VERB|Tense=Pres|VerbForm=Fin, Number=Plur|POS=PRON|Person=2|Reflex=Yes, Mood=Cnd|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Number=Plur|POS=PRON|Person=1|Reflex=Yes, Gender=Masc|NumType=Card|Number=Sing|POS=NOUN, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin, Number=Sing|POS=PRON|Person=1|Reflex=Yes, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Gender=Masc|POS=PROPN, Mood=Cnd|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Number=Plur|POS=PRON|Person=1|PronType=Prs, Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Number=Plur|POS=PRON|Person=2|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin, Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs, Number=Sing|POS=PRON|Person=1|PronType=Prs, Mood=Cnd|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Mood=Imp|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Mood=Sub|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Imp|VerbForm=Fin, Gender=Fem|POS=ADV, Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Imp|VerbForm=Fin, Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Gender=Fem|Number=Plur|POS=PROPN, Gender=Masc|NumType=Card|POS=NUM
parser ROOT, acl, acl:relcl, advcl, advmod, amod, appos, aux:pass, aux:tense, case, cc, ccomp, conj, cop, dep, det, expl:comp, expl:pass, expl:subj, fixed, flat:foreign, flat:name, iobj, mark, nmod, nsubj, nsubj:pass, nummod, obj, obl:agent, obl:arg, obl:mod, parataxis, punct, vocative, xcomp
senter I, S
ner LOC, MISC, ORG, PER

Accuracy

Type Score
TOK 100.00
TAG 94.54
POS 97.41
MORPH 96.66
LEMMA 90.74
UAS 90.05
LAS 86.33
NER_P 83.68
NER_R 83.13
NER_F 83.40
SENT_P 87.65
SENT_R 91.70
SENT_F 89.63

Installation

pip install spacy-nightly --pre
python -m spacy download fr_core_news_md
Assets 3
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