{ "lang":"nl", "name":"core_news_md", "version":"3.3.0", "description":"Dutch pipeline optimized for CPU. Components: tok2vec, morphologizer, tagger, parser, lemmatizer (trainable_lemmatizer), senter, ner.", "author":"Explosion", "email":"contact@explosion.ai", "url":"https://explosion.ai", "license":"CC BY-SA 4.0", "spacy_version":">=3.3.0.dev0,<3.4.0", "spacy_git_version":"849bef2de", "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" ], "attribute_ruler":[ ], "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", "lemmatizer", "attribute_ruler", "ner" ], "components":[ "tok2vec", "morphologizer", "tagger", "parser", "lemmatizer", "senter", "attribute_ruler", "ner" ], "disabled":[ "senter" ], "performance":{ "tag_acc":0.9481352236, "sents_p":0.8468899522, "sents_r":0.8888091822, "sents_f":0.8673433672, "dep_uas":0.8684343946, "dep_las":0.8217698801, "dep_las_per_type":{ "nmod:poss":{ "p":0.9487179487, "r":0.9452554745, "f":0.9469835466 }, "nsubj":{ "p":0.8507265522, "r":0.8468113083, "f":0.8487644152 }, "aux":{ "p":0.8838709677, "r":0.9013157895, "f":0.8925081433 }, "advmod":{ "p":0.7780656304, "r":0.8044642857, "f":0.7910447761 }, "root":{ "p":0.8591934381, "r":0.9017216643, "f":0.8799439972 }, "det":{ "p":0.9389121339, "r":0.9710082215, "f":0.9546904914 }, "amod":{ "p":0.8591184097, "r":0.8906810036, "f":0.8746150462 }, "obl":{ "p":0.7505016722, "r":0.759647935, "f":0.7550471063 }, "mark":{ "p":0.9027027027, "r":0.9109090909, "f":0.9067873303 }, "ccomp":{ "p":0.6534653465, "r":0.6168224299, "f":0.6346153846 }, "case":{ "p":0.9375258585, "r":0.9597628124, "f":0.9485140226 }, "appos":{ "p":0.6952380952, "r":0.6636363636, "f":0.6790697674 }, "obj":{ "p":0.7549167927, "r":0.7618320611, "f":0.7583586626 }, "compound:prt":{ "p":0.7889447236, "r":0.7370892019, "f":0.7621359223 }, "xcomp":{ "p":0.68359375, "r":0.6363636364, "f":0.65913371 }, "flat":{ "p":0.8029115342, "r":0.7603393425, "f":0.7810457516 }, "expl:pv":{ "p":0.8333333333, "r":0.7954545455, "f":0.8139534884 }, "acl":{ "p":0.5443037975, "r":0.4387755102, "f":0.4858757062 }, "advcl":{ "p":0.567839196, "r":0.509009009, "f":0.5368171021 }, "nummod":{ "p":0.8205128205, "r":0.8533333333, "f":0.8366013072 }, "nmod":{ "p":0.7213930348, "r":0.7565217391, "f":0.7385398981 }, "cc":{ "p":0.8582375479, "r":0.8484848485, "f":0.8533333333 }, "conj":{ "p":0.6833810888, "r":0.6480978261, "f":0.6652719665 }, "nsubj:pass":{ "p":0.8197674419, "r":0.8867924528, "f":0.8519637462 }, "aux:pass":{ "p":0.9116022099, "r":0.9166666667, "f":0.9141274238 }, "cop":{ "p":0.7820069204, "r":0.8278388278, "f":0.8042704626 }, "iobj":{ "p":0.7058823529, "r":0.3636363636, "f":0.48 }, "acl:relcl":{ "p":0.7168674699, "r":0.748427673, "f":0.7323076923 }, "parataxis":{ "p":0.3944954128, "r":0.3115942029, "f":0.3481781377 }, "fixed":{ "p":0.6704545455, "r":0.4267631103, "f":0.5215469613 }, "obl:agent":{ "p":0.9565217391, "r":0.7586206897, "f":0.8461538462 }, "expl":{ "p":0.619047619, "r":0.619047619, "f":0.619047619 }, "csubj":{ "p":0.6666666667, "r":0.4, "f":0.5 }, "dep":{ "p":0.0, "r":0.0, "f":0.0 }, "orphan":{ "p":0.0, "r":0.0, "f":0.0 } }, "ents_p":0.77532097, "ents_r":0.7517289073, "ents_f":0.7633426966, "ents_per_type":{ "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 }, "ORG":{ "p":0.0, "r":0.0, "f":0.0 }, "DATE":{ "p":0.0, "r":0.0, "f":0.0 }, "EVENT":{ "p":0.0, "r":0.0, "f":0.0 }, "NORP":{ "p":0.0, "r":0.0, "f":0.0 }, "GPE":{ "p":0.0, "r":0.0, "f":0.0 }, "ORDINAL":{ "p":0.0, "r":0.0, "f":0.0 }, "LOC":{ "p":0.0, "r":0.0, "f":0.0 }, "FAC":{ "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 }, "WORK_OF_ART":{ "p":0.0, "r":0.0, "f":0.0 }, "MONEY":{ "p":0.0, "r":0.0, "f":0.0 }, "LAW":{ "p":0.0, "r":0.0, "f":0.0 }, "PRODUCT":{ "p":0.0, "r":0.0, "f":0.0 }, "PERCENT":{ "p":0.0, "r":0.0, "f":0.0 } }, "speed":10425.5234641703, "token_acc":0.9997165842, "token_p":0.9974281853, "token_r":0.9975586363, "token_f":0.9974934066, "pos_acc":0.9624427481, "morph_acc":0.9582497164, "morph_micro_p":0.9681380529, "morph_micro_r":0.9476847425, "morph_micro_f":0.957802218, "morph_per_feat":{ "Person":{ "p":0.9922103213, "r":0.9741873805, "f":0.9831162566 }, "Poss":{ "p":0.9849056604, "r":1.0, "f":0.9923954373 }, "PronType":{ "p":0.9906462585, "r":0.9684123026, "f":0.9794031106 }, "Gender":{ "p":0.9252584151, "r":0.8880691936, "f":0.9062824507 }, "Number":{ "p":0.9812423124, "r":0.9552462206, "f":0.9680697763 }, "Tense":{ "p":0.9758698092, "r":0.9560197911, "f":0.9658428214 }, "VerbForm":{ "p":0.9528643945, "r":0.9456639079, "f":0.9492504967 }, "Degree":{ "p":0.9463768116, "r":0.9382183908, "f":0.9422799423 }, "Definite":{ "p":0.9955830389, "r":0.9920774648, "f":0.9938271605 }, "Case":{ "p":0.998003992, "r":0.9960159363, "f":0.9970089731 }, "Reflex":{ "p":1.0, "r":1.0, "f":1.0 }, "Abbr":{ "p":1.0, "r":0.5555555556, "f":0.7142857143 } }, "lemma_acc":0.9396166343 }, "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":"Explosion fastText Vectors (cbow, OSCAR Common Crawl + Wikipedia)", "url":"https://spacy.io", "license":"CC0", "author":"Explosion" } ], "requirements":[ ] }