{ "lang":"nl", "name":"core_news_md", "version":"3.7.0", "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":">=3.7.0,<3.8.0", "spacy_git_version":"6b4f77441", "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=SPACE", "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", "_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" ], "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":0.9498800436, "sents_p":0.8542678695, "sents_r":0.8830703013, "sents_f":0.8684303351, "dep_uas":0.8682209833, "dep_las":0.8213380639, "dep_las_per_type":{ "nmod:poss":{ "p":0.9357142857, "r":0.9562043796, "f":0.9458483755 }, "nsubj":{ "p":0.847051199, "r":0.8593030901, "f":0.8531331593 }, "aux":{ "p":0.9016393443, "r":0.9046052632, "f":0.9031198686 }, "advmod":{ "p":0.780104712, "r":0.7982142857, "f":0.7890556046 }, "root":{ "p":0.8681471201, "r":0.8974175036, "f":0.8825396825 }, "det":{ "p":0.9426538301, "r":0.9744699264, "f":0.9582978723 }, "amod":{ "p":0.8763250883, "r":0.8888888889, "f":0.8825622776 }, "obl":{ "p":0.7478084963, "r":0.7508463101, "f":0.7493243243 }, "mark":{ "p":0.8824593128, "r":0.8872727273, "f":0.8848594742 }, "ccomp":{ "p":0.7222222222, "r":0.6074766355, "f":0.6598984772 }, "case":{ "p":0.9356701031, "r":0.9610334604, "f":0.9481821981 }, "appos":{ "p":0.703030303, "r":0.703030303, "f":0.703030303 }, "obj":{ "p":0.7543859649, "r":0.7877862595, "f":0.7707244212 }, "compound:prt":{ "p":0.8042328042, "r":0.7136150235, "f":0.7562189055 }, "xcomp":{ "p":0.6764705882, "r":0.6690909091, "f":0.6727605119 }, "flat":{ "p":0.8104426788, "r":0.7571580064, "f":0.7828947368 }, "expl:pv":{ "p":0.8095238095, "r":0.7727272727, "f":0.7906976744 }, "acl":{ "p":0.4868421053, "r":0.3775510204, "f":0.4252873563 }, "advcl":{ "p":0.5165876777, "r":0.490990991, "f":0.5034642032 }, "nummod":{ "p":0.7949526814, "r":0.84, "f":0.8168557536 }, "nmod":{ "p":0.7189597315, "r":0.7452173913, "f":0.731853117 }, "cc":{ "p":0.8388888889, "r":0.8579545455, "f":0.8483146067 }, "conj":{ "p":0.6662068966, "r":0.65625, "f":0.6611909651 }, "nsubj:pass":{ "p":0.8128654971, "r":0.8742138365, "f":0.8424242424 }, "aux:pass":{ "p":0.8723404255, "r":0.9111111111, "f":0.8913043478 }, "cop":{ "p":0.7636363636, "r":0.7692307692, "f":0.7664233577 }, "parataxis":{ "p":0.3796791444, "r":0.2572463768, "f":0.3066954644 }, "acl:relcl":{ "p":0.7005988024, "r":0.7358490566, "f":0.717791411 }, "expl":{ "p":0.4, "r":0.4761904762, "f":0.4347826087 }, "fixed":{ "p":0.721448468, "r":0.4683544304, "f":0.5679824561 }, "dep":{ "p":0.0, "r":0.0, "f":0.0 }, "iobj":{ "p":0.7333333333, "r":0.3333333333, "f":0.4583333333 }, "obl:agent":{ "p":0.8125, "r":0.8965517241, "f":0.8524590164 }, "csubj":{ "p":0.6111111111, "r":0.55, "f":0.5789473684 }, "orphan":{ "p":0.0, "r":0.0, "f":0.0 } }, "ents_p":0.7668579627, "ents_r":0.7392807746, "ents_f":0.7528169014, "ents_per_type":{ "PERSON":{ "p":0.0, "r":0.0, "f":0.0 }, "GPE":{ "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 }, "NORP":{ "p":0.0, "r":0.0, "f":0.0 }, "LAW":{ "p":0.0, "r":0.0, "f":0.0 }, "EVENT":{ "p":0.0, "r":0.0, "f":0.0 }, "DATE":{ "p":0.0, "r":0.0, "f":0.0 }, "LANGUAGE":{ "p":0.0, "r":0.0, "f":0.0 }, "ORDINAL":{ "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 }, "LOC":{ "p":0.0, "r":0.0, "f":0.0 }, "MONEY":{ "p":0.0, "r":0.0, "f":0.0 }, "PRODUCT":{ "p":0.0, "r":0.0, "f":0.0 }, "FAC":{ "p":0.0, "r":0.0, "f":0.0 }, "PERCENT":{ "p":0.0, "r":0.0, "f":0.0 } }, "speed":8964.4417062699, "token_acc":0.999433329, "token_p":0.9974281853, "token_r":0.9975586363, "token_f":0.9974934066, "pos_acc":0.9639258451, "morph_acc":0.9606282037, "morph_micro_p":0.9696730448, "morph_micro_r":0.9506442654, "morph_micro_f":0.9600643752, "morph_per_feat":{ "Person":{ "p":0.9941234084, "r":0.9703632887, "f":0.9820996613 }, "Poss":{ "p":0.9885496183, "r":0.9923371648, "f":0.9904397706 }, "PronType":{ "p":0.9931506849, "r":0.9642560266, "f":0.9784900886 }, "Gender":{ "p":0.9292689364, "r":0.8957008395, "f":0.9121761658 }, "Number":{ "p":0.9779681763, "r":0.9567430025, "f":0.9672391617 }, "Tense":{ "p":0.9761376249, "r":0.9670148433, "f":0.9715548191 }, "VerbForm":{ "p":0.9632058288, "r":0.9514213746, "f":0.9572773353 }, "Degree":{ "p":0.9503649635, "r":0.9353448276, "f":0.942795076 }, "Definite":{ "p":0.9947136564, "r":0.9938380282, "f":0.9942756495 }, "Case":{ "p":1.0, "r":0.9980079681, "f":0.999002991 }, "Reflex":{ "p":1.0, "r":1.0, "f":1.0 }, "Abbr":{ "p":1.0, "r":0.5, "f":0.6666666667 } }, "lemma_acc":0.9542272717 }, "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 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":[ ] }