github explosion/spacy-models nl_core_news_md-2.3.0

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

File checksum: 8f8a0902ae7292843a6c0886884181e3bab8ebd66f31a049986986515e84ceaa

Dutch multi-task CNN trained on UD Alpino and LassySmall. POS tags and dependency parses from Alpino and LassySmall and NER for LassySmall by NLP Town using the OntoNotes 5 scheme. Assigns word vectors, POS tags, dependency parse and named entities. Word vectors trained using FastText CBOW on Wikipedia and OSCAR (Common Crawl).

Feature Description
Name nl_core_news_md
Version 2.3.0
spaCy >=2.3.0,<2.4.0
Model size 44 MB
Pipeline  tagger, parser, ner
Vectors 500000 keys, 20000 unique vectors (300 dimensions)
Sources UD Dutch Alpino v2.5
UD Dutch LassySmall v2.5
Dutch NER Annotations for UD LassySmall (NLP Town)
OSCAR (Common Crawl)
Wikipedia (20200301)
License CC BY-SA 4.0
Author Explosion and NLP Town

Label Scheme

Component Labels
tagger  ADJ|nom|basis|met-e|mv-n__Degree=Pos, ADJ|nom|basis|met-e|zonder-n|bijz__Degree=Pos, ADJ|nom|basis|met-e|zonder-n|stan__Degree=Pos, ADJ|nom|basis|zonder|mv-n__Degree=Pos, ADJ|nom|basis|zonder|zonder-n__Degree=Pos, ADJ|nom|comp|met-e|mv-n__Degree=Cmp, ADJ|nom|comp|met-e|zonder-n|stan__Degree=Cmp, ADJ|nom|sup|met-e|mv-n__Degree=Sup, ADJ|nom|sup|met-e|zonder-n|stan__Degree=Sup, ADJ|nom|sup|zonder|zonder-n__Degree=Sup, ADJ|postnom|basis|met-s__Degree=Pos, ADJ|postnom|basis|zonder, ADJ|postnom|basis|zonder__Degree=Pos, ADJ|postnom|comp|met-s__Degree=Cmp, ADJ|prenom|basis|met-e|bijz__Degree=Pos, ADJ|prenom|basis|met-e|stan, ADJ|prenom|basis|met-e|stan__Degree=Pos, ADJ|prenom|basis|zonder, ADJ|prenom|basis|zonder__Degree=Pos, ADJ|prenom|comp|met-e|stan__Degree=Cmp, ADJ|prenom|comp|zonder__Degree=Cmp, ADJ|prenom|sup|met-e|stan__Degree=Sup, ADJ|vrij|basis|zonder, ADJ|vrij|basis|zonder__Degree=Pos, ADJ|vrij|comp|zonder__Degree=Cmp, ADJ|vrij|dim|zonder__Degree=Pos, ADJ|vrij|sup|zonder__Degree=Sup, BW, LET, LID|bep|dat|evmo__Definite=Def, LID|bep|gen|evmo__Definite=Def, LID|bep|gen|rest3__Definite=Def, LID|bep|stan|evon__Definite=Def, LID|bep|stan|rest__Definite=Def, LID|onbep|stan|agr__Definite=Ind, N|eigen|ev|basis|gen__Number=Sing, N|eigen|ev|basis|genus|stan__Gender=Com,Neut|Number=Sing, N|eigen|ev|basis|onz|stan__Gender=Neut|Number=Sing, N|eigen|ev|basis|zijd|stan__Gender=Com|Number=Sing, N|eigen|ev|dim|onz|stan__Gender=Neut|Number=Sing, N|eigen|mv|basis__Number=Plur, N|soort|ev|basis|dat__Number=Sing, N|soort|ev|basis|gen__Number=Sing, N|soort|ev|basis|genus|stan__Gender=Com,Neut|Number=Sing, N|soort|ev|basis|onz|stan__Gender=Neut|Number=Sing, N|soort|ev|basis|zijd|stan__Gender=Com|Number=Sing, N|soort|ev|dim|onz|stan__Gender=Neut|Number=Sing, N|soort|mv|basis__Number=Plur, N|soort|mv|dim__Number=Plur, SPEC|afgebr, SPEC|afk__Abbr=Yes, SPEC|deeleigen, SPEC|enof, SPEC|meta, SPEC|symb, SPEC|vreemd__Foreign=Yes, 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|adv-pron|stan|red|3|getal__Person=3|PronType=Dem, VNW|aanw|det|dat|nom|met-e|zonder-n__Case=Dat|PronType=Dem, VNW|aanw|det|dat|prenom|met-e|evmo, VNW|aanw|det|dat|prenom|met-e|evmo__Case=Dat|PronType=Dem, VNW|aanw|det|gen|prenom|met-e|rest3, VNW|aanw|det|stan|nom|met-e|mv-n__PronType=Dem, VNW|aanw|det|stan|nom|met-e|zonder-n, VNW|aanw|det|stan|nom|met-e|zonder-n__PronType=Dem, VNW|aanw|det|stan|prenom|met-e|rest, VNW|aanw|det|stan|prenom|met-e|rest__PronType=Dem, VNW|aanw|det|stan|prenom|zonder|agr, VNW|aanw|det|stan|prenom|zonder|agr__PronType=Dem, VNW|aanw|det|stan|prenom|zonder|evon, VNW|aanw|det|stan|prenom|zonder|rest, VNW|aanw|det|stan|vrij|zonder, VNW|aanw|det|stan|vrij|zonder__PronType=Dem, VNW|aanw|pron|gen|vol|3m|ev, VNW|aanw|pron|stan|vol|3o|ev, VNW|aanw|pron|stan|vol|3o|ev__Person=3|PronType=Dem, VNW|aanw|pron|stan|vol|3|getal__Person=3|PronType=Dem, VNW|betr|det|stan|nom|met-e|zonder-n__PronType=Rel, VNW|betr|det|stan|nom|zonder|zonder-n__PronType=Rel, VNW|betr|pron|stan|vol|3|ev__Person=3|PronType=Rel, VNW|betr|pron|stan|vol|persoon|getal__PronType=Rel, VNW|bez|det|gen|vol|3|ev|prenom|met-e|rest3__Case=Gen|Person=3|Poss=Yes|PronType=Prs, VNW|bez|det|stan|nadr|2v|mv|prenom|zonder|agr__Person=2|Poss=Yes|PronType=Prs, VNW|bez|det|stan|red|1|ev|prenom|zonder|agr__Person=1|Poss=Yes|PronType=Prs, VNW|bez|det|stan|red|2v|ev|prenom|zonder|agr, VNW|bez|det|stan|red|2v|ev|prenom|zonder|agr__Person=2|Poss=Yes|PronType=Prs, VNW|bez|det|stan|red|3|ev|prenom|zonder|agr, VNW|bez|det|stan|red|3|ev|prenom|zonder|agr__Person=3|Poss=Yes|PronType=Prs, VNW|bez|det|stan|vol|1|ev|prenom|zonder|agr, VNW|bez|det|stan|vol|1|ev|prenom|zonder|agr__Person=1|Poss=Yes|PronType=Prs, VNW|bez|det|stan|vol|1|mv|prenom|met-e|rest, VNW|bez|det|stan|vol|1|mv|prenom|met-e|rest__Person=1|Poss=Yes|PronType=Prs, VNW|bez|det|stan|vol|1|mv|prenom|zonder|evon__Person=1|Poss=Yes|PronType=Prs, VNW|bez|det|stan|vol|2v|ev|prenom|zonder|agr__Person=2|Poss=Yes|PronType=Prs, VNW|bez|det|stan|vol|2|getal|prenom|zonder|agr, VNW|bez|det|stan|vol|2|getal|prenom|zonder|agr__Person=2|Poss=Yes|PronType=Prs, VNW|bez|det|stan|vol|3m|ev|nom|met-e|zonder-n__Person=3|Poss=Yes|PronType=Prs, VNW|bez|det|stan|vol|3m|ev|prenom|met-e|rest__Person=3|Poss=Yes|PronType=Prs, VNW|bez|det|stan|vol|3p|mv|prenom|met-e|rest__Person=3|Poss=Yes|PronType=Prs, VNW|bez|det|stan|vol|3v|ev|nom|met-e|zonder-n__Person=3|Poss=Yes|PronType=Prs, VNW|bez|det|stan|vol|3v|ev|prenom|met-e|rest__Person=3|Poss=Yes|PronType=Prs, VNW|bez|det|stan|vol|3|ev|prenom|zonder|agr, VNW|bez|det|stan|vol|3|ev|prenom|zonder|agr__Person=3|Poss=Yes|PronType=Prs, VNW|bez|det|stan|vol|3|mv|prenom|zonder|agr, VNW|bez|det|stan|vol|3|mv|prenom|zonder|agr__Person=3|Poss=Yes|PronType=Prs, 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__PronType=Ind, VNW|onbep|det|stan|nom|met-e|zonder-n__PronType=Ind, VNW|onbep|det|stan|prenom|met-e|agr, VNW|onbep|det|stan|prenom|met-e|agr__PronType=Ind, VNW|onbep|det|stan|prenom|met-e|evz, VNW|onbep|det|stan|prenom|met-e|evz__PronType=Ind, VNW|onbep|det|stan|prenom|met-e|mv, VNW|onbep|det|stan|prenom|met-e|mv__PronType=Ind, VNW|onbep|det|stan|prenom|met-e|rest, VNW|onbep|det|stan|prenom|met-e|rest__PronType=Ind, VNW|onbep|det|stan|prenom|zonder|agr, VNW|onbep|det|stan|prenom|zonder|agr__PronType=Ind, VNW|onbep|det|stan|prenom|zonder|evon, VNW|onbep|det|stan|prenom|zonder|evon__PronType=Ind, VNW|onbep|det|stan|vrij|zonder, VNW|onbep|det|stan|vrij|zonder__PronType=Ind, VNW|onbep|grad|gen|nom|met-e|mv-n|basis, VNW|onbep|grad|stan|nom|met-e|mv-n|basis__PronType=Ind, VNW|onbep|grad|stan|nom|met-e|mv-n|sup__PronType=Ind, VNW|onbep|grad|stan|nom|met-e|zonder-n|basis, VNW|onbep|grad|stan|nom|met-e|zonder-n|basis__PronType=Ind, VNW|onbep|grad|stan|nom|met-e|zonder-n|sup__PronType=Ind, 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|basis__PronType=Ind, VNW|onbep|grad|stan|prenom|zonder|agr|comp, VNW|onbep|grad|stan|prenom|zonder|agr|comp__PronType=Ind, VNW|onbep|grad|stan|vrij|zonder|basis, VNW|onbep|grad|stan|vrij|zonder|basis__PronType=Ind, VNW|onbep|grad|stan|vrij|zonder|comp, VNW|onbep|grad|stan|vrij|zonder|comp__PronType=Ind, VNW|onbep|grad|stan|vrij|zonder|sup, VNW|onbep|grad|stan|vrij|zonder|sup__PronType=Ind, VNW|onbep|pron|gen|vol|3p|ev, VNW|onbep|pron|stan|vol|3o|ev, VNW|onbep|pron|stan|vol|3o|ev__Person=3|PronType=Ind, VNW|onbep|pron|stan|vol|3p|ev__Person=3|PronType=Ind, VNW|pers|pron|gen|vol|2|getal__Case=Gen|Person=2|PronType=Prs, VNW|pers|pron|nomin|nadr|3m|ev|masc__Case=Nom|Person=3|PronType=Prs, VNW|pers|pron|nomin|nadr|3v|ev|fem__Case=Nom|Person=3|PronType=Prs, VNW|pers|pron|nomin|red|1|mv__Case=Nom|Person=1|PronType=Prs, VNW|pers|pron|nomin|red|2v|ev__Case=Nom|Person=2|PronType=Prs, VNW|pers|pron|nomin|red|2|getal__Case=Nom|Person=2|PronType=Prs, VNW|pers|pron|nomin|red|3p|ev|masc__Case=Nom|Person=3|PronType=Prs, VNW|pers|pron|nomin|red|3|ev|masc__Case=Nom|Person=3|PronType=Prs, VNW|pers|pron|nomin|vol|1|ev__Case=Nom|Person=1|PronType=Prs, VNW|pers|pron|nomin|vol|1|mv__Case=Nom|Person=1|PronType=Prs, VNW|pers|pron|nomin|vol|2b|getal__Case=Nom|Person=2|PronType=Prs, VNW|pers|pron|nomin|vol|2v|ev__Case=Nom|Person=2|PronType=Prs, VNW|pers|pron|nomin|vol|2|getal__Case=Nom|Person=2|PronType=Prs, VNW|pers|pron|nomin|vol|3p|mv__Case=Nom|Person=3|PronType=Prs, VNW|pers|pron|nomin|vol|3v|ev|fem__Case=Nom|Person=3|PronType=Prs, VNW|pers|pron|nomin|vol|3|ev|masc__Case=Nom|Person=3|PronType=Prs, VNW|pers|pron|obl|nadr|3m|ev|masc__Case=Acc|Person=3|PronType=Prs, VNW|pers|pron|obl|red|3|ev|masc__Case=Acc|Person=3|PronType=Prs, VNW|pers|pron|obl|vol|2v|ev__Case=Acc|Person=2|PronType=Prs, VNW|pers|pron|obl|vol|3p|mv__Case=Acc|Person=3|PronType=Prs, VNW|pers|pron|obl|vol|3|ev|masc__Case=Acc|Person=3|PronType=Prs, VNW|pers|pron|obl|vol|3|getal|fem__Case=Acc|Person=3|PronType=Prs, VNW|pers|pron|stan|nadr|2v|mv__Person=2|PronType=Prs, VNW|pers|pron|stan|red|3|ev|fem__Person=3|PronType=Prs, VNW|pers|pron|stan|red|3|ev|onz__Person=3|PronType=Prs, VNW|pers|pron|stan|red|3|mv__Person=3|PronType=Prs, VNW|pr|pron|obl|nadr|1|ev__Case=Acc|Person=1|PronType=Prs, VNW|pr|pron|obl|nadr|2v|getal__Case=Acc|Person=2|PronType=Prs, VNW|pr|pron|obl|nadr|2|getal__Case=Acc|Person=2|PronType=Prs, VNW|pr|pron|obl|red|1|ev__Case=Acc|Person=1|PronType=Prs, VNW|pr|pron|obl|red|2v|getal__Case=Acc|Person=2|PronType=Prs, VNW|pr|pron|obl|vol|1|ev__Case=Acc|Person=1|PronType=Prs, VNW|pr|pron|obl|vol|1|mv__Case=Acc|Person=1|PronType=Prs, VNW|pr|pron|obl|vol|2|getal__Case=Acc|Person=2|PronType=Prs, VNW|recip|pron|gen|vol|persoon|mv, VNW|recip|pron|obl|vol|persoon|mv__Case=Acc|PronType=Rcp, VNW|refl|pron|obl|nadr|3|getal__Case=Acc|Person=3|PronType=Prs|Reflex=Yes, VNW|refl|pron|obl|red|3|getal__Case=Acc|Person=3|PronType=Prs|Reflex=Yes, VNW|vb|adv-pron|obl|vol|3o|getal, VNW|vb|det|stan|nom|met-e|zonder-n__PronType=Int, 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__Person=3|PronType=Int, VNW|vb|pron|stan|vol|3p|getal, VNW|vb|pron|stan|vol|3p|getal__Person=3|PronType=Int, VZ|fin, VZ|init, VZ|versm, WW|inf|nom|zonder|zonder-n__VerbForm=Inf, WW|inf|prenom|met-e__VerbForm=Inf, WW|inf|vrij|zonder__VerbForm=Inf, WW|od|nom|met-e|mv-n__VerbForm=Part, WW|od|nom|met-e|zonder-n__VerbForm=Part, WW|od|prenom|met-e__VerbForm=Part, WW|od|prenom|zonder__VerbForm=Part, WW|od|vrij|zonder__VerbForm=Part, WW|pv|conj|ev__Number=Sing|Tense=Pres|VerbForm=Fin, WW|pv|tgw|ev__Number=Sing|Tense=Pres|VerbForm=Fin, WW|pv|tgw|met-t__Number=Sing|Tense=Pres|VerbForm=Fin, WW|pv|tgw|mv__Number=Plur|Tense=Pres|VerbForm=Fin, WW|pv|verl|ev__Number=Sing|Tense=Past|VerbForm=Fin, WW|pv|verl|mv__Number=Plur|Tense=Past|VerbForm=Fin, WW|vd|nom|met-e|mv-n__VerbForm=Part, WW|vd|nom|met-e|zonder-n__VerbForm=Part, WW|vd|prenom|met-e__VerbForm=Part, WW|vd|prenom|zonder__VerbForm=Part, WW|vd|vrij|zonder__VerbForm=Part, _SP
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
ner  CARDINAL, DATE, EVENT, FAC, GPE, LANGUAGE, LAW, LOC, MONEY, NORP, ORDINAL, ORG, PERCENT, PERSON, PRODUCT, QUANTITY, TIME, WORK_OF_ART

Accuracy

Type Score
LAS  83.12
UAS  87.54
TOKEN_ACC  99.75
TAGS_ACC  94.62
ENTS_F  75.83
ENTS_P  75.72
ENTS_R  75.93

Installation

pip install spacy
python -m spacy download nl_core_news_md

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