{ "lang":"fr", "name":"core_news_md", "version":"3.1.0", "description":"French pipeline optimized for CPU. Components: tok2vec, morphologizer, parser, senter, ner, attribute_ruler, lemmatizer.", "author":"Explosion", "email":"contact@explosion.ai", "url":"https://explosion.ai", "license":"LGPL-LR", "spacy_version":">=3.1.0,<3.2.0", "spacy_git_version":"caba63b74", "vectors":{ "width":300, "vectors":20000, "keys":500000, "name":"fr_vectors" }, "labels":{ "tok2vec":[ ], "morphologizer":[ "POS=PROPN", "Gender=Fem|Number=Sing|POS=DET|PronType=Dem", "Gender=Fem|Number=Sing|POS=NOUN", "Number=Plur|POS=PRON|Person=1", "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin", "POS=SCONJ", "POS=ADP", "Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art", "NumType=Ord|POS=ADJ", "Gender=Masc|Number=Sing|POS=NOUN", "POS=PUNCT", "Gender=Masc|Number=Sing|POS=PROPN", "Number=Plur|POS=ADJ", "Gender=Masc|Number=Plur|POS=NOUN", "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art", "Number=Sing|POS=ADJ", "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin", "POS=ADV", "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin", "Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass", "Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art", "Gender=Fem|Number=Sing|POS=PROPN", "Definite=Def|Number=Sing|POS=DET|PronType=Art", "NumType=Card|POS=NUM", "Definite=Def|Number=Plur|POS=DET|PronType=Art", "Gender=Masc|Number=Plur|POS=ADJ", "POS=CCONJ", "Gender=Fem|Number=Plur|POS=NOUN", "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin", "Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part", "Gender=Fem|Number=Plur|POS=ADJ", "POS=ADJ", "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin", "POS=PRON|PronType=Rel", "Number=Sing|POS=DET|Poss=Yes", "Definite=Def|Gender=Masc|Number=Sing|POS=ADP|PronType=Art", "Definite=Def|Number=Plur|POS=ADP|PronType=Art", "Definite=Ind|Number=Plur|POS=DET|PronType=Art", "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin", "Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass", "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin", "POS=VERB|VerbForm=Inf", "Gender=Fem|Number=Sing|POS=ADJ", "Gender=Masc|Number=Sing|POS=PRON|Person=3", "Number=Plur|POS=DET", "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin", "Gender=Masc|Number=Sing|POS=ADJ", "Gender=Masc|Number=Sing|POS=DET|PronType=Dem", "POS=ADV|PronType=Int", "POS=VERB|Tense=Pres|VerbForm=Part", "Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part", "Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art", "Gender=Masc|POS=ADJ", "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin", "Number=Plur|POS=DET|Poss=Yes", "POS=AUX|VerbForm=Inf", "Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass", "Gender=Masc|POS=VERB|Tense=Past|VerbForm=Part", "POS=ADV|Polarity=Neg", "Definite=Ind|Number=Sing|POS=DET|PronType=Art", "Gender=Fem|Number=Sing|POS=PRON|Person=3", "POS=PRON|Person=3|Reflex=Yes", "Gender=Masc|POS=NOUN", "POS=AUX|Tense=Past|VerbForm=Part", "POS=PRON|Person=3", "Number=Plur|POS=NOUN", "NumType=Ord|Number=Sing|POS=ADJ", "POS=VERB|Tense=Past|VerbForm=Part", "POS=AUX|Tense=Pres|VerbForm=Part", "Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part", "Number=Sing|POS=PRON|Person=3", "Number=Sing|POS=NOUN", "Gender=Masc|Number=Plur|POS=PRON|Person=3", "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin", "Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ", "Number=Plur|POS=PROPN", "Number=Sing|POS=PROPN", "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin", "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin", "Gender=Masc|Number=Plur|POS=PRON|PronType=Dem", "Gender=Masc|Number=Sing|POS=DET", "Gender=Fem|Number=Sing|POS=DET|Poss=Yes", "Gender=Masc|POS=PRON", "POS=NOUN", "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin", "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin", "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin", "Number=Plur|POS=PRON", "Gender=Masc|NumType=Ord|Number=Plur|POS=ADJ", "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin", "Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass", "Number=Sing|POS=PRON", "Number=Sing|POS=PRON|PronType=Dem", "Mood=Ind|POS=VERB|VerbForm=Fin", "Number=Plur|POS=DET|PronType=Dem", "Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs", "Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs", "Gender=Masc|Number=Sing|POS=PRON", "Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Dem", "Number=Sing|POS=PRON|Person=2|PronType=Prs", "Gender=Masc|Number=Sing|POS=PRON|PronType=Rel", "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin", "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin", "Gender=Masc|NumType=Ord|Number=Sing|POS=ADJ", "POS=PRON", "POS=NUM", "Gender=Fem|POS=NOUN", "Gender=Fem|Number=Plur|POS=PRON", "Number=Plur|POS=PRON|Person=3", "Number=Sing|POS=VERB|Tense=Past|VerbForm=Part", "Number=Sing|POS=PRON|Person=1", "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin", "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin", "Gender=Fem|Number=Sing|POS=PRON", "Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs", "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin", "POS=INTJ", "Number=Plur|POS=PRON|Person=2", "NumType=Card|POS=PRON", "Definite=Ind|Gender=Fem|Number=Plur|POS=DET|PronType=Art", "Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part", "NumType=Card|POS=NOUN", "POS=PRON|PronType=Int", "Gender=Fem|Number=Plur|POS=PRON|Person=3", "Gender=Fem|Number=Sing|POS=DET", "Mood=Cnd|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin", "Gender=Fem|Number=Plur|POS=DET", "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin", "Definite=Ind|Gender=Masc|Number=Plur|POS=DET|PronType=Art", "Mood=Cnd|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin", "Gender=Masc|Number=Sing|POS=PRON|PronType=Dem", "Gender=Masc|Number=Plur|POS=PROPN", "Mood=Cnd|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin", "Gender=Fem|Number=Sing|POS=PRON|PronType=Dem", "Number=Sing|POS=DET", "Gender=Masc|NumType=Card|Number=Plur|POS=NOUN", "Gender=Fem|Number=Plur|POS=PRON|PronType=Dem", "Mood=Ind|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin", "Gender=Fem|POS=PRON", "Gender=Masc|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass", "Gender=Fem|Number=Sing|POS=PRON|PronType=Rel", "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin", "Mood=Cnd|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin", "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin", "Gender=Masc|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part", "POS=X", "POS=SYM", "Mood=Imp|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin", "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin", "Gender=Masc|Number=Sing|POS=DET|PronType=Int", "Gender=Fem|Number=Plur|POS=DET|PronType=Int", "POS=DET", "Gender=Masc|Number=Plur|POS=PRON", "POS=PART", "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin", "Mood=Ind|POS=VERB|Person=3|VerbForm=Fin", "Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass", "Mood=Cnd|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin", "Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin", "Gender=Fem|Number=Sing|POS=DET|PronType=Int", "Gender=Masc|Number=Plur|POS=DET", "Gender=Fem|Number=Plur|POS=PRON|PronType=Rel", "Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass", "Gender=Masc|Number=Plur|POS=PRON|PronType=Rel", "POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass", "Gender=Fem|NumType=Ord|Number=Plur|POS=ADJ", "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin", "Mood=Imp|POS=VERB|Tense=Pres|VerbForm=Fin", "Number=Plur|POS=PRON|Person=2|Reflex=Yes", "Mood=Cnd|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin", "Number=Plur|POS=PRON|Person=1|Reflex=Yes", "Gender=Masc|NumType=Card|Number=Sing|POS=NOUN", "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin", "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin", "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin", "Number=Sing|POS=PRON|Person=1|Reflex=Yes", "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin", "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin", "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin", "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin", "Gender=Masc|POS=PROPN", "Mood=Cnd|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin", "Number=Plur|POS=PRON|Person=1|PronType=Prs", "Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin", "Number=Plur|POS=PRON|Person=2|PronType=Prs", "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin", "Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs", "Number=Sing|POS=PRON|Person=1|PronType=Prs", "Mood=Cnd|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin", "Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin", "Mood=Imp|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin", "Mood=Sub|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin", "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Imp|VerbForm=Fin", "Gender=Fem|POS=ADV", "Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Imp|VerbForm=Fin", "Number=Plur|POS=VERB|Tense=Past|VerbForm=Part", "Gender=Fem|Number=Plur|POS=PROPN", "Gender=Masc|NumType=Card|POS=NUM" ], "parser":[ "ROOT", "acl", "acl:relcl", "advcl", "advmod", "amod", "appos", "aux:pass", "aux:tense", "case", "cc", "ccomp", "conj", "cop", "dep", "det", "expl:comp", "expl:pass", "expl:subj", "fixed", "flat:foreign", "flat:name", "iobj", "mark", "nmod", "nsubj", "nsubj:pass", "nummod", "obj", "obl:agent", "obl:arg", "obl:mod", "parataxis", "punct", "vocative", "xcomp" ], "senter":[ "I", "S" ], "attribute_ruler":[ ], "lemmatizer":[ ], "ner":[ "LOC", "MISC", "ORG", "PER" ] }, "pipeline":[ "tok2vec", "morphologizer", "parser", "attribute_ruler", "lemmatizer", "ner" ], "components":[ "tok2vec", "morphologizer", "parser", "senter", "attribute_ruler", "lemmatizer", "ner" ], "disabled":[ "senter" ], "performance":{ "token_acc":0.9989751998, "tag_acc":0.9429704807, "pos_acc":0.971820102, "morph_acc":0.9631079967, "lemma_acc":0.9078954127, "dep_uas":0.8916150686, "dep_las":0.8546474637, "sents_p":0.8845208845, "sents_r":0.9042340262, "sents_f":0.8791208791, "speed":5248.8393910966, "morph_per_feat":{ "Definite":{ "p":0.9904831625, "r":0.9868708972, "f":0.9886737304 }, "Number":{ "p":0.9908599142, "r":0.9844329133, "f":0.987635958 }, "PronType":{ "p":0.9967762734, "r":0.9884910486, "f":0.9926163724 }, "Gender":{ "p":0.9807792208, "r":0.9757105943, "f":0.978238342 }, "Mood":{ "p":0.9692028986, "r":0.9502664298, "f":0.9596412556 }, "Person":{ "p":0.9872286079, "r":0.9711055276, "f":0.9791006966 }, "Tense":{ "p":0.9689119171, "r":0.9550561798, "f":0.9619341564 }, "VerbForm":{ "p":0.9823973177, "r":0.9701986755, "f":0.9762598917 }, "NumType":{ "p":0.9858657244, "r":0.9620689655, "f":0.9738219895 }, "Reflex":{ "p":1.0, "r":1.0, "f":1.0 }, "Voice":{ "p":0.906779661, "r":0.9553571429, "f":0.9304347826 }, "Poss":{ "p":1.0, "r":1.0, "f":1.0 }, "Polarity":{ "p":1.0, "r":0.9764705882, "f":0.9880952381 } }, "dep_las_per_type":{ "det":{ "p":0.9781553398, "r":0.9757869249, "f":0.976969697 }, "nsubj":{ "p":0.875, "r":0.8602409639, "f":0.8675577157 }, "aux:tense":{ "p":0.9349593496, "r":0.92, "f":0.9274193548 }, "root":{ "p":0.8902439024, "r":0.8859223301, "f":0.8880778589 }, "obj":{ "p":0.8489425982, "r":0.8338278932, "f":0.8413173653 }, "cc":{ "p":0.8772727273, "r":0.8894009217, "f":0.8832951945 }, "case":{ "p":0.9715061058, "r":0.9754768392, "f":0.9734874235 }, "obl:mod":{ "p":0.6903225806, "r":0.6369047619, "f":0.6625386997 }, "nmod":{ "p":0.7932011331, "r":0.8383233533, "f":0.8151382824 }, "conj":{ "p":0.5338345865, "r":0.5590551181, "f":0.5461538462 }, "nummod":{ "p":0.9090909091, "r":0.8928571429, "f":0.9009009009 }, "amod":{ "p":0.9288389513, "r":0.9051094891, "f":0.9168207024 }, "acl":{ "p":0.6722222222, "r":0.6994219653, "f":0.6855524079 }, "mark":{ "p":0.8818181818, "r":0.8546255507, "f":0.8680089485 }, "xcomp":{ "p":0.8466666667, "r":0.8410596026, "f":0.8438538206 }, "flat:name":{ "p":0.9126213592, "r":0.8952380952, "f":0.9038461538 }, "cop":{ "p":0.8876404494, "r":0.8777777778, "f":0.8826815642 }, "advmod":{ "p":0.8459119497, "r":0.8432601881, "f":0.8445839874 }, "obl:arg":{ "p":0.6774193548, "r":0.6681818182, "f":0.6727688787 }, "appos":{ "p":0.5526315789, "r":0.5060240964, "f":0.5283018868 }, "nsubj:pass":{ "p":0.9024390244, "r":0.8705882353, "f":0.8862275449 }, "aux:pass":{ "p":0.947826087, "r":0.9732142857, "f":0.9603524229 }, "acl:relcl":{ "p":0.6455696203, "r":0.5930232558, "f":0.6181818182 }, "advcl":{ "p":0.5714285714, "r":0.5128205128, "f":0.5405405405 }, "fixed":{ "p":0.7789473684, "r":0.7326732673, "f":0.7551020408 }, "dep":{ "p":0.2608695652, "r":0.5806451613, "f":0.36 }, "expl:subj":{ "p":0.78125, "r":0.78125, "f":0.78125 }, "expl:comp":{ "p":0.6097560976, "r":0.8333333333, "f":0.7042253521 }, "expl:pass":{ "p":0.5, "r":0.1428571429, "f":0.2222222222 }, "ccomp":{ "p":0.7037037037, "r":0.7450980392, "f":0.7238095238 }, "parataxis":{ "p":0.5, "r":0.3928571429, "f":0.44 }, "iobj":{ "p":0.6666666667, "r":0.48, "f":0.5581395349 }, "obl:agent":{ "p":0.9210526316, "r":0.8333333333, "f":0.875 }, "nsubj:caus":{ "p":0.0, "r":0.0, "f":0.0 }, "aux:caus":{ "p":0.0, "r":0.0, "f":0.0 }, "obj:agent":{ "p":0.0, "r":0.0, "f":0.0 }, "goeswith":{ "p":0.0, "r":0.0, "f":0.0 }, "vocative":{ "p":0.8333333333, "r":0.625, "f":0.7142857143 }, "dislocated":{ "p":0.0, "r":0.0, "f":0.0 }, "flat:foreign":{ "p":1.0, "r":0.4285714286, "f":0.6 }, "orphan":{ "p":0.0, "r":0.0, "f":0.0 }, "advcl:cleft":{ "p":0.0, "r":0.0, "f":0.0 }, "csubj":{ "p":0.0, "r":0.0, "f":0.0 } }, "ents_p":0.8342645439, "ents_r":0.8338136984, "ents_f":0.8340390602, "ents_per_type":{ "PER":{ "p":0.8973945931, "r":0.9180339615, "f":0.9075969541 }, "LOC":{ "p":0.8399022936, "r":0.8486154104, "f":0.8442363712 }, "ORG":{ "p":0.7633558341, "r":0.7553435115, "f":0.7593285372 }, "MISC":{ "p":0.7282367838, "r":0.6707974923, "f":0.6983380132 } } }, "sources":[ { "name":"UD French Sequoia v2.5", "url":"https://github.com/UniversalDependencies/UD_French-Sequoia", "license":"LGPL-LR", "author":"Candito, Marie; Seddah, Djam\u00e9; Perrier, Guy; Guillaume, Bruno" }, { "name":"WikiNER", "url":"https://figshare.com/articles/Learning_multilingual_named_entity_recognition_from_Wikipedia/5462500", "license":"CC BY 4.0", "author":"Joel Nothman, Nicky Ringland, Will Radford, Tara Murphy, James R Curran" }, { "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":[ ] }