nb_core_news_md-2.3.0

Details: https://spacy.io/models/nb#nb_core_news_md

File checksum: e326dfffc295df516e4a76aa81166ccf391b16abd5ee9b2bca6a75fad23c8947

Norwegian multi-task CNN trained on the UD Norwegian Dependency Treebank and NorNE. Assigns context-specific token vectors, POS tags, dependency parses and named entities. Word vectors trained using FastText CBOW on Wikipedia and OSCAR (Common Crawl).

Feature	Description
Name	nb_core_news_md
Version	2.3.0
spaCy	>=2.3.0,<2.4.0
Model size	43 MB
Pipeline	tagger, parser, ner
Vectors	500000 keys, 20000 unique vectors (300 dimensions)
Sources	UD Norwegian Bokmaal (from NorNE) (Øvrelid, Lilja; Jørgensen, Fredrik; Hohle, Petter) NorNE: Norwegian Named Entities (commit: 5e4059dc) (Language Technology Group (University of Oslo)) OSCAR (Common Crawl) Wikipedia (20200301)
License	MIT
Author	Explosion

Label Scheme

Component	Labels
tagger	ADJ, ADJ__Abbr=Yes, ADJ__Abbr=Yes|Degree=Pos, ADJ__Case=Gen|Definite=Def|Degree=Pos|Number=Sing, ADJ__Case=Gen|Definite=Def|Number=Sing|VerbForm=Part, ADJ__Case=Gen|Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing, ADJ__Case=Gen|Definite=Ind|Degree=Pos|Number=Sing, ADJ__Case=Gen|Degree=Cmp, ADJ__Case=Gen|Degree=Pos|Number=Plur, ADJ__Definite=Def|Degree=Pos|Gender=Masc|Number=Sing, ADJ__Definite=Def|Degree=Pos|Number=Sing, ADJ__Definite=Def|Degree=Sup, ADJ__Definite=Def|Number=Sing|VerbForm=Part, ADJ__Definite=Ind|Degree=Pos, ADJ__Definite=Ind|Degree=Pos|Gender=Masc|Number=Sing, ADJ__Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing, ADJ__Definite=Ind|Degree=Pos|Number=Sing, ADJ__Definite=Ind|Degree=Sup, ADJ__Definite=Ind|Gender=Masc|Number=Sing|VerbForm=Part, ADJ__Definite=Ind|Gender=Neut|Number=Sing, ADJ__Definite=Ind|Gender=Neut|Number=Sing|VerbForm=Part, ADJ__Definite=Ind|Number=Sing, ADJ__Definite=Ind|Number=Sing|VerbForm=Part, ADJ__Degree=Cmp, ADJ__Degree=Pos, ADJ__Degree=Pos|Number=Plur, ADJ__Degree=Sup, ADJ__Number=Plur, ADJ__Number=Plur|VerbForm=Part, ADJ__Number=Sing|VerbForm=Part, ADJ__VerbForm=Part, ADP, ADP__Abbr=Yes, ADV, ADV__Abbr=Yes, AUX__Mood=Imp|VerbForm=Fin, AUX__Mood=Ind|Tense=Past|VerbForm=Fin, AUX__Mood=Ind|Tense=Pres|VerbForm=Fin, AUX__VerbForm=Inf, AUX__VerbForm=Part, CCONJ, DET__Case=Gen|Definite=Ind|Gender=Masc|Number=Sing|PronType=Dem, DET__Case=Gen|Gender=Fem|Number=Sing|PronType=Dem, DET__Case=Gen|Gender=Masc|Number=Sing|PronType=Art, DET__Case=Gen|Gender=Masc|Number=Sing|PronType=Dem, DET__Case=Gen|Gender=Neut|Number=Sing|PronType=Dem, DET__Case=Gen|Number=Plur|PronType=Dem, DET__Case=Gen|Number=Plur|PronType=Tot, DET__Definite=Def|Number=Sing|PronType=Dem, DET__Definite=Def|PronType=Dem, DET__Definite=Def|PronType=Prs, DET__Definite=Ind|Gender=Fem|Number=Sing|PronType=Dem, DET__Definite=Ind|Gender=Fem|Number=Sing|PronType=Prs, DET__Definite=Ind|Gender=Masc|Number=Sing|PronType=Dem, DET__Definite=Ind|Gender=Masc|Number=Sing|PronType=Prs, DET__Definite=Ind|Gender=Neut|Number=Sing|PronType=Dem, DET__Definite=Ind|Gender=Neut|Number=Sing|PronType=Prs, DET__Gender=Fem|Number=Sing|PronType=Art, DET__Gender=Fem|Number=Sing|PronType=Dem, DET__Gender=Fem|Number=Sing|PronType=Ind, DET__Gender=Fem|Number=Sing|PronType=Int, DET__Gender=Fem|Number=Sing|PronType=Prs, DET__Gender=Fem|Number=Sing|PronType=Tot, DET__Gender=Masc|Number=Sing|Polarity=Neg|PronType=Neg, DET__Gender=Masc|Number=Sing|PronType=Art, DET__Gender=Masc|Number=Sing|PronType=Dem, DET__Gender=Masc|Number=Sing|PronType=Ind, DET__Gender=Masc|Number=Sing|PronType=Int, DET__Gender=Masc|Number=Sing|PronType=Tot, DET__Gender=Neut|Number=Sing|Polarity=Neg|PronType=Neg, DET__Gender=Neut|Number=Sing|PronType=Art, DET__Gender=Neut|Number=Sing|PronType=Dem, DET__Gender=Neut|Number=Sing|PronType=Dem,Ind, DET__Gender=Neut|Number=Sing|PronType=Ind, DET__Gender=Neut|Number=Sing|PronType=Int, DET__Gender=Neut|Number=Sing|PronType=Tot, DET__Number=Plur|Polarity=Neg|PronType=Neg, DET__Number=Plur|PronType=Art, DET__Number=Plur|PronType=Dem, DET__Number=Plur|PronType=Ind, DET__Number=Plur|PronType=Int, DET__Number=Plur|PronType=Prs, DET__Number=Plur|PronType=Tot, DET__PronType=Ind, DET__PronType=Prs, INTJ, NOUN, NOUN__Abbr=Yes, NOUN__Abbr=Yes|Case=Gen, NOUN__Abbr=Yes|Definite=Def,Ind|Gender=Masc|Number=Plur,Sing, NOUN__Abbr=Yes|Definite=Def,Ind|Gender=Masc|Number=Sing, NOUN__Abbr=Yes|Definite=Def,Ind|Gender=Neut|Number=Plur,Sing, NOUN__Abbr=Yes|Gender=Masc, NOUN__Case=Gen, NOUN__Case=Gen|Definite=Def|Gender=Fem|Number=Plur, NOUN__Case=Gen|Definite=Def|Gender=Fem|Number=Sing, NOUN__Case=Gen|Definite=Def|Gender=Masc|Number=Plur, NOUN__Case=Gen|Definite=Def|Gender=Masc|Number=Sing, NOUN__Case=Gen|Definite=Def|Gender=Neut|Number=Plur, NOUN__Case=Gen|Definite=Def|Gender=Neut|Number=Sing, NOUN__Case=Gen|Definite=Ind|Gender=Fem|Number=Plur, NOUN__Case=Gen|Definite=Ind|Gender=Fem|Number=Sing, NOUN__Case=Gen|Definite=Ind|Gender=Masc|Number=Plur, NOUN__Case=Gen|Definite=Ind|Gender=Masc|Number=Sing, NOUN__Case=Gen|Definite=Ind|Gender=Neut|Number=Plur, NOUN__Case=Gen|Definite=Ind|Gender=Neut|Number=Sing, NOUN__Case=Gen|Gender=Fem, NOUN__Definite=Def|Gender=Fem|Number=Plur, NOUN__Definite=Def|Gender=Fem|Number=Sing, NOUN__Definite=Def|Gender=Masc|Number=Plur, NOUN__Definite=Def|Gender=Masc|Number=Sing, NOUN__Definite=Def|Gender=Neut|Number=Plur, NOUN__Definite=Def|Gender=Neut|Number=Sing, NOUN__Definite=Def|Number=Plur, NOUN__Definite=Ind|Gender=Fem|Number=Plur, NOUN__Definite=Ind|Gender=Fem|Number=Sing, NOUN__Definite=Ind|Gender=Masc, NOUN__Definite=Ind|Gender=Masc|Number=Plur, NOUN__Definite=Ind|Gender=Masc|Number=Sing, NOUN__Definite=Ind|Gender=Neut|Number=Plur, NOUN__Definite=Ind|Gender=Neut|Number=Sing, NOUN__Definite=Ind|Number=Plur, NOUN__Gender=Fem, NOUN__Gender=Masc, NOUN__Gender=Masc|Number=Sing, NOUN__Gender=Neut, NOUN__Number=Plur, NUM__Case=Gen|Number=Plur|NumType=Card, NUM__Definite=Def|NumType=Card, NUM__Definite=Def|Number=Sing|NumType=Card, NUM__Gender=Fem|Number=Sing|NumType=Card, NUM__Gender=Masc|Number=Sing|NumType=Card, NUM__Gender=Neut|Number=Sing|NumType=Card, NUM__NumType=Card, NUM__Number=Plur|NumType=Card, NUM__Number=Sing|NumType=Card, PART, PART__Polarity=Neg, PRON__Animacy=Hum|Case=Acc|Gender=Fem|Number=Sing|Person=3|PronType=Prs, PRON__Animacy=Hum|Case=Acc|Gender=Masc|Number=Sing|Person=3|PronType=Prs, PRON__Animacy=Hum|Case=Acc|Number=Plur|Person=1|PronType=Prs, PRON__Animacy=Hum|Case=Acc|Number=Plur|Person=2|PronType=Prs, PRON__Animacy=Hum|Case=Acc|Number=Sing|Person=1|PronType=Prs, PRON__Animacy=Hum|Case=Acc|Number=Sing|Person=2|PronType=Prs, PRON__Animacy=Hum|Case=Gen,Nom|Number=Sing|PronType=Art,Prs, PRON__Animacy=Hum|Case=Gen|Number=Sing|PronType=Art,Prs, PRON__Animacy=Hum|Case=Nom|Gender=Fem|Number=Sing|Person=3|PronType=Prs, PRON__Animacy=Hum|Case=Nom|Gender=Masc|Number=Sing|Person=3|PronType=Prs, PRON__Animacy=Hum|Case=Nom|Number=Plur|Person=1|PronType=Prs, PRON__Animacy=Hum|Case=Nom|Number=Plur|Person=2|PronType=Prs, PRON__Animacy=Hum|Case=Nom|Number=Sing|Person=1|PronType=Prs, PRON__Animacy=Hum|Case=Nom|Number=Sing|Person=2|PronType=Prs, PRON__Animacy=Hum|Case=Nom|Number=Sing|PronType=Prs, PRON__Animacy=Hum|Number=Plur|PronType=Rcp, PRON__Animacy=Hum|Number=Sing|PronType=Art,Prs, PRON__Animacy=Hum|Poss=Yes|PronType=Int, PRON__Animacy=Hum|PronType=Int, PRON__Case=Acc|Number=Plur|Person=3|PronType=Prs, PRON__Case=Acc|PronType=Prs|Reflex=Yes, PRON__Case=Nom|Number=Plur|Person=3|PronType=Prs, PRON__Gender=Fem,Masc|Number=Sing|Person=3|Polarity=Neg|PronType=Neg,Prs, PRON__Gender=Fem,Masc|Number=Sing|Person=3|PronType=Ind,Prs, PRON__Gender=Fem,Masc|Number=Sing|Person=3|PronType=Prs, PRON__Gender=Fem,Masc|Number=Sing|Person=3|PronType=Prs,Tot, PRON__Gender=Fem|Number=Sing|Poss=Yes|PronType=Prs, PRON__Gender=Masc|Number=Sing|Poss=Yes|PronType=Prs, PRON__Gender=Neut|Number=Sing|Person=3|PronType=Ind,Prs, PRON__Gender=Neut|Number=Sing|Person=3|PronType=Prs, PRON__Gender=Neut|Number=Sing|Poss=Yes|PronType=Prs, PRON__Number=Plur|Person=3|Polarity=Neg|PronType=Neg,Prs, PRON__Number=Plur|Person=3|PronType=Ind,Prs, PRON__Number=Plur|Person=3|PronType=Prs, PRON__Number=Plur|Person=3|PronType=Prs,Tot, PRON__Number=Plur|Poss=Yes|PronType=Prs, PRON__Number=Plur|Poss=Yes|PronType=Rcp, PRON__Number=Sing|Polarity=Neg|PronType=Neg, PRON__PronType=Int, PRON__PronType=Prs, PRON__PronType=Rel, PROPN, PROPN__Abbr=Yes, PROPN__Abbr=Yes|Case=Gen, PROPN__Case=Gen, PROPN__Case=Gen|Gender=Fem, PROPN__Case=Gen|Gender=Masc, PROPN__Case=Gen|Gender=Neut, PROPN__Gender=Fem, PROPN__Gender=Masc, PROPN__Gender=Neut, PUNCT, SCONJ, SYM, VERB__Abbr=Yes|Mood=Ind|Tense=Pres|VerbForm=Fin, VERB__Definite=Ind|Number=Sing|VerbForm=Part, VERB__Mood=Imp|VerbForm=Fin, VERB__Mood=Ind|Tense=Past|VerbForm=Fin, VERB__Mood=Ind|Tense=Past|VerbForm=Fin|Voice=Pass, VERB__Mood=Ind|Tense=Pres|VerbForm=Fin, VERB__Mood=Ind|Tense=Pres|VerbForm=Fin|Voice=Pass, VERB__VerbForm=Inf, VERB__VerbForm=Inf|Voice=Pass, VERB__VerbForm=Part, X, _SP
parser	ROOT, acl, acl:cleft, acl:relcl, advcl, advmod, amod, appos, aux, aux:pass, case, cc, ccomp, compound, compound:prt, conj, cop, csubj, dep, det, discourse, expl, flat:foreign, flat:name, iobj, mark, nmod, nsubj, nsubj:pass, nummod, obj, obl, orphan, parataxis, punct, xcomp
ner	LOC, MISC, ORG, PER

Accuracy

Type	Score
LAS	87.17
UAS	90.01
TOKEN_ACC	99.69
TAGS_ACC	95.26
ENTS_F	84.00
ENTS_P	84.12
ENTS_R	83.87

Installation

pip install spacy
python -m spacy download nb_core_news_md