{ "lang":"nl", "name":"core_news_md", "version":"3.2.0", "description":"Dutch pipeline optimized for CPU. Components: tok2vec, morphologizer, tagger, parser, senter, ner, attribute_ruler, lemmatizer.", "author":"Explosion", "email":"contact@explosion.ai", "url":"https://explosion.ai", "license":"CC BY-SA 4.0", "spacy_version":">=3.2.0,<3.3.0", "spacy_git_version":"bb26550e2", "vectors":{ "width":300, "vectors":20000, "keys":500000, "name":"nl_vectors" }, "labels":{ "tok2vec":[ ], "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", "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=INTJ", "Case=Acc|POS=PRON|Person=2|PronType=Prs", "Case=Gen|POS=PRON|Person=3|Poss=Yes|PronType=Prs", "POS=PRON|PronType=Int", "POS=PRON|Person=2|PronType=Prs", "POS=PRON|Person=3", "Case=Gen|POS=PRON|Person=2|PronType=Prs", "POS=X" ], "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|bijz", "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|prenom|sup|zonder", "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|met-e|rest", "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|excl|pron|stan|vol|3|getal", "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|nom|zonder|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" ], "attribute_ruler":[ ], "lemmatizer":[ ], "ner":[ "CARDINAL", "DATE", "EVENT", "FAC", "GPE", "LANGUAGE", "LAW", "LOC", "MONEY", "NORP", "ORDINAL", "ORG", "PERCENT", "PERSON", "PRODUCT", "QUANTITY", "TIME", "WORK_OF_ART" ] }, "pipeline":[ "tok2vec", "morphologizer", "tagger", "parser", "attribute_ruler", "lemmatizer", "ner" ], "components":[ "tok2vec", "morphologizer", "tagger", "parser", "senter", "attribute_ruler", "lemmatizer", "ner" ], "disabled":[ "senter" ], "performance":{ "tag_acc":0.9482224646, "sents_p":0.8472032742, "sents_r":0.8909612626, "sents_f":0.8685314685, "dep_uas":0.8688732323, "dep_las":0.8211769476, "dep_las_per_type":{ "nmod:poss":{ "p":0.9522058824, "r":0.9452554745, "f":0.9487179487 }, "nsubj":{ "p":0.8497072219, "r":0.8586456279, "f":0.8541530412 }, "aux":{ "p":0.9013157895, "r":0.9013157895, "f":0.9013157895 }, "advmod":{ "p":0.7848537005, "r":0.8142857143, "f":0.7992988606 }, "root":{ "p":0.8676671214, "r":0.912482066, "f":0.8895104895 }, "det":{ "p":0.9465937763, "r":0.9740372133, "f":0.9601194284 }, "amod":{ "p":0.8758802817, "r":0.8915770609, "f":0.8836589698 }, "obl":{ "p":0.7556008147, "r":0.7535545024, "f":0.7545762712 }, "mark":{ "p":0.8709677419, "r":0.8836363636, "f":0.8772563177 }, "ccomp":{ "p":0.7222222222, "r":0.6074766355, "f":0.6598984772 }, "case":{ "p":0.9368290669, "r":0.9610334604, "f":0.9487769183 }, "appos":{ "p":0.7060606061, "r":0.7060606061, "f":0.7060606061 }, "obj":{ "p":0.7666666667, "r":0.772519084, "f":0.769581749 }, "compound:prt":{ "p":0.7696335079, "r":0.6901408451, "f":0.7277227723 }, "xcomp":{ "p":0.6373239437, "r":0.6581818182, "f":0.6475849732 }, "flat":{ "p":0.7919911012, "r":0.7550371156, "f":0.773072747 }, "expl:pv":{ "p":0.8, "r":0.8181818182, "f":0.808988764 }, "acl":{ "p":0.5176470588, "r":0.4489795918, "f":0.4808743169 }, "advcl":{ "p":0.5211267606, "r":0.5, "f":0.5103448276 }, "nummod":{ "p":0.7961783439, "r":0.8333333333, "f":0.8143322476 }, "nmod":{ "p":0.7246011755, "r":0.7504347826, "f":0.7372917557 }, "cc":{ "p":0.8579545455, "r":0.8579545455, "f":0.8579545455 }, "conj":{ "p":0.6610407876, "r":0.6385869565, "f":0.6496199032 }, "nsubj:pass":{ "p":0.8, "r":0.8301886792, "f":0.8148148148 }, "aux:pass":{ "p":0.8911917098, "r":0.9555555556, "f":0.9222520107 }, "cop":{ "p":0.7810218978, "r":0.7838827839, "f":0.7824497258 }, "acl:relcl":{ "p":0.6647398844, "r":0.7232704403, "f":0.6927710843 }, "parataxis":{ "p":0.3712871287, "r":0.2717391304, "f":0.3138075314 }, "fixed":{ "p":0.6714285714, "r":0.424954792, "f":0.5204872647 }, "iobj":{ "p":0.5789473684, "r":0.3333333333, "f":0.4230769231 }, "obl:agent":{ "p":0.8666666667, "r":0.8965517241, "f":0.8813559322 }, "expl":{ "p":0.6153846154, "r":0.380952381, "f":0.4705882353 }, "csubj":{ "p":0.5555555556, "r":0.25, "f":0.3448275862 }, "dep":{ "p":0.0, "r":0.0, "f":0.0 }, "orphan":{ "p":0.0, "r":0.0, "f":0.0 } }, "ents_p":0.775862069, "ents_r":0.7468879668, "ents_f":0.7610993658, "ents_per_type":{ "ORG":{ "p":0.0, "r":0.0, "f":0.0 }, "PERSON":{ "p":0.0, "r":0.0, "f":0.0 }, "QUANTITY":{ "p":0.0, "r":0.0, "f":0.0 }, "CARDINAL":{ "p":0.0, "r":0.0, "f":0.0 }, "GPE":{ "p":0.0, "r":0.0, "f":0.0 }, "WORK_OF_ART":{ "p":0.0, "r":0.0, "f":0.0 }, "NORP":{ "p":0.0, "r":0.0, "f":0.0 }, "PRODUCT":{ "p":0.0, "r":0.0, "f":0.0 }, "EVENT":{ "p":0.0, "r":0.0, "f":0.0 }, "FAC":{ "p":0.0, "r":0.0, "f":0.0 }, "DATE":{ "p":0.0, "r":0.0, "f":0.0 }, "ORDINAL":{ "p":0.0, "r":0.0, "f":0.0 }, "LANGUAGE":{ "p":0.0, "r":0.0, "f":0.0 }, "TIME":{ "p":0.0, "r":0.0, "f":0.0 }, "LOC":{ "p":0.0, "r":0.0, "f":0.0 }, "MONEY":{ "p":0.0, "r":0.0, "f":0.0 }, "PERCENT":{ "p":0.0, "r":0.0, "f":0.0 }, "LAW":{ "p":0.0, "r":0.0, "f":0.0 } }, "speed":2996.2278607909, "token_acc":0.9997165842, "token_p":0.9974281853, "token_r":0.9975586363, "token_f":0.9974934066, "pos_acc":0.9646673937, "morph_acc":0.9599947649, "morph_micro_p":0.9697827701, "morph_micro_r":0.951281701, "morph_micro_f":0.9604431471, "morph_per_feat":{ "Person":{ "p":0.9931640625, "r":0.9722753346, "f":0.9826086957 }, "Poss":{ "p":0.9923664122, "r":0.9961685824, "f":0.9942638623 }, "PronType":{ "p":0.9931914894, "r":0.970074813, "f":0.9814970563 }, "Gender":{ "p":0.9223479863, "r":0.8913762401, "f":0.9065976714 }, "Number":{ "p":0.9819737244, "r":0.9621314175, "f":0.9719513117 }, "Tense":{ "p":0.9787353106, "r":0.9615173172, "f":0.9700499168 }, "VerbForm":{ "p":0.9617625637, "r":0.9503418496, "f":0.9560180995 }, "Degree":{ "p":0.9489795918, "r":0.9353448276, "f":0.9421128799 }, "Definite":{ "p":0.9973486522, "r":0.9933978873, "f":0.9953693495 }, "Case":{ "p":0.996007984, "r":0.9940239044, "f":0.9950149551 }, "Reflex":{ "p":1.0, "r":1.0, "f":1.0 }, "Abbr":{ "p":1.0, "r":0.5555555556, "f":0.7142857143 } }, "lemma_acc":0.8150554986 }, "sources":[ { "name":"UD Dutch LassySmall v2.8", "url":"https://github.com/UniversalDependencies/UD_Dutch-LassySmall", "license":"CC BY-SA 4.0", "author":"Bouma, Gosse; van Noord, Gertjan" }, { "name":"Dutch NER Annotations for UD LassySmall", "url":"https://nlp.town", "license":"CC BY-SA 4.0", "author":"NLP Town" }, { "name":"UD Dutch LassySmall v2.8", "url":"https://github.com/UniversalDependencies/UD_Dutch-LassySmall", "license":"CC BY-SA 4.0", "author":"Bouma, Gosse; van Noord, Gertjan" }, { "name":"UD Dutch Alpino v2.8", "url":"https://github.com/UniversalDependencies/UD_Dutch-Alpino", "license":"CC BY-SA 4.0", "author":"Zeman, Daniel; \u017dabokrtsk\u00fd, Zden\u011bk; Bouma, Gosse; van Noord, Gertjan" }, { "name":"spaCy lookups data", "author":"Explosion", "url":"https://github.com/explosion/spacy-lookups-data", "license":"MIT" }, { "name":"Explosion fastText Vectors (cbow, OSCAR Common Crawl + Wikipedia)", "url":"https://spacy.io", "license":"CC0", "author":"Explosion" } ], "requirements":[ ] }