{ "lang":"es", "name":"bsc_demo_trf", "version":"3.4.0", "description":"Spanish transformer-based (PlanTL-GOB-ES/roberta-base-bne) Spacy pipeline by BSC. Components: transformer, morphologizer, parser, ner, lemmatizer, text classification.", "author":"Text Mining Unit (TeMU) at the Barcelona Supercomputing Center (bsc-temu@bsc.es)", "email":"For further information, send an email to plantl-gob-es@bsc.es", "url":"https://huggingface.co/cognition-intelligence/es_bsc_demo_trf", "license":"mit", "spacy_version":">=3.4.1,<4.0.0", "spacy_git_version":"Unknown", "vectors":{ "width":0, "vectors":0, "keys":0, "name":null }, "labels":{ "transformer":[ ], "tagger":[ "ADJ", "ADP", "ADV", "AUX", "CCONJ", "DET", "INTJ", "NOUN", "NUM", "PART", "PRON", "PROPN", "PUNCT", "SCONJ", "SYM", "VERB", "X", "ao0fp0", "ao0fs0", "ao0mp0", "ao0ms0", "aq0000", "aq00p0", "aq00s0", "aq0cc0", "aq0cn0", "aq0cp0", "aq0cs0", "aq0fp0", "aq0fpp", "aq0fs0", "aq0fsp", "aq0fsp-B2", "aq0mn0", "aq0mp0", "aq0mpp", "aq0ms0", "aq0msp", "cc", "cs", "da0fp0", "da0fs0", "da0m00", "da0mp0", "da0ms0", "da0ns0", "dd0cp0", "dd0cs0", "dd0fp0", "dd0fs0", "dd0mp0", "dd0ms0", "de0cn0", "di00p0", "di0cp0", "di0cs0", "di0fp0", "di0fs0", "di0mp0", "di0ms0", "dn00p0", "dn0cp0", "dn0cs0", "dn0fp0", "dn0fs0", "dn0mp0", "dn0ms0", "dp1cps", "dp1css", "dp1fpp", "dp1fsp", "dp1mpp", "dp1msp", "dp1mss", "dp2cps", "dp2css", "dp2fpp", "dp2fsp", "dp3cp0", "dp3cs0", "dp3fs0", "dp3mp0", "dp3ms0", "dt0cn0", "dt0fs0", "dt0ms0", "faa", "fat", "fc", "fd", "fe", "fg", "fh", "fia", "fit", "fp", "fpa", "fpt", "fs", "fx", "fz", "i", "nc00000", "nccn000", "nccp000", "nccs000", "ncf0000", "ncfn000", "ncfp000", "ncfs000", "ncfs00a", "ncmn000", "ncmp000", "ncms00", "ncms000", "np00000", "np0000a", "np0000l", "np0000o", "np0000p", "p0000000", "p010p000", "p010s000", "p020s000", "p0300000", "pd0cp000", "pd0cs000", "pd0fp000", "pd0fs000", "pd0mp000", "pd0ms000", "pd0ns000", "pe000000", "pi000000", "pi00s000", "pi0cp000", "pi0cs000", "pi0fp000", "pi0fs000", "pi0mp0", "pi0mp000", "pi0ms0", "pi0ms000", "pn0cp000", "pn0cs000", "pn0fp000", "pn0fs000", "pn0mp000", "pn0ms000", "pp1cn000", "pp1cp000", "pp1cs000", "pp1csn00", "pp1cso00", "pp1fs000", "pp1mp000", "pp2cp000", "pp2cp00p", "pp2cs000", "pp2cs00p", "pp2csn00", "pp2cso00", "pp300000", "pp30p000", "pp30sa00", "pp3cn000", "pp3cna00", "pp3cno00", "pp3cpa00", "pp3cpd00", "pp3csa00", "pp3csd00", "pp3fp000", "pp3fpa00", "pp3fs000", "pp3fsa00", "pp3mp000", "pp3mpa00", "pp3ms000", "pp3msa00", "pp3ns000", "pr00000", "pr000000", "pr0cn000", "pr0cp000", "pr0cs000", "pr0fp000", "pr0fs000", "pr0mp000", "pr0ms000", "pt000000", "pt0cp000", "pt0cs000", "pt0fp000", "pt0mp000", "pt0ms000", "px1fp0p0", "px1fs0p0", "px1fs0s0", "px1mp0p0", "px1ms0p0", "px1ms0s0", "px2fs0s0", "px2mp000", "px2ms0s0", "px3fp000", "px3fs000", "px3mp000", "px3ms000", "px3ns000", "rg", "rn", "spcms", "sps00", "vag0000", "vaic1p0", "vaic3p0", "vaic3s0", "vaif1p0", "vaif1s0", "vaif2s0", "vaif3p0", "vaif3s0", "vaii1p0", "vaii1s0", "vaii2s0", "vaii3p0", "vaii3s0", "vaip1p0", "vaip1s0", "vaip2s0", "vaip3p0", "vaip3s0", "vais3p0", "vais3s0", "vam02s0", "vam03s0", "van0000", "vap00sm", "vasi1p0", "vasi1s0", "vasi3p0", "vasi3s0", "vasp1p0", "vasp1s0", "vasp3p0", "vasp3s0", "vmg0000", "vmic1p0", "vmic1s0", "vmic2s0", "vmic3p0", "vmic3s0", "vmif1p0", "vmif1s0", "vmif2s0", "vmif3p0", "vmif3s0", "vmii1p0", "vmii1s0", "vmii2s0", "vmii3p0", "vmii3s0", "vmip1p0", "vmip1s0", "vmip2p0", "vmip2s0", "vmip3p0", "vmip3s0", "vmip3sm", "vmis1p0", "vmis1s0", "vmis2s0", "vmis3p0", "vmis3s0", "vmm01p0", "vmm02p0", "vmm02s0", "vmm03p0", "vmm03s0", "vmn0000", "vmp00fs", "vmp00ms", "vmp00pf", "vmp00pm", "vmp00sf", "vmp00sm", "vmsi1p0", "vmsi1s0", "vmsi3p0", "vmsi3s0", "vmsp1p0", "vmsp1s0", "vmsp2p0", "vmsp2s0", "vmsp3p0", "vmsp3s0", "vsg0000", "vsic1s0", "vsic2s0", "vsic3p0", "vsic3s0", "vsif1s0", "vsif3p0", "vsif3s0", "vsii1p0", "vsii1s0", "vsii3p0", "vsii3s0", "vsip1p0", "vsip1s0", "vsip2s0", "vsip3p0", "vsip3s0", "vsis1s0", "vsis3p0", "vsis3s0", "vsm02s0", "vsm03s0", "vsn0000", "vsp00sm", "vssi3p0", "vssi3s0", "vssp1p0", "vssp1s0", "vssp2s0", "vssp3p0", "vssp3s0", "w", "z", "zm", "zp", "zu" ], "morphologizer":[ "Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art", "Gender=Fem|Number=Plur|POS=NOUN", "POS=ADP", "Gender=Masc|Number=Sing|POS=NOUN", "POS=CCONJ", "POS=PROPN", "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin", "NumForm=Digit|NumType=Card|POS=NUM", "Gender=Masc|Number=Plur|POS=NOUN", "NumForm=Digit|POS=NOUN", "Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art", "POS=NOUN", "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin", "POS=PUNCT|PunctType=Comm", "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin", "POS=ADV", "Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art", "POS=PUNCT|PunctType=Peri", "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin", "Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art", "Case=Acc|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes", "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin", "Number=Plur|POS=ADJ", "Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs", "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin", "Number=Sing|POS=ADJ", "POS=PRON|PronType=Int,Rel", "Number=Sing|POS=DET|PronType=Tot", "Gender=Fem|Number=Sing|POS=NOUN", "Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art", "Gender=Masc|Number=Sing|POS=ADJ", "POS=SCONJ", "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin", "Number=Plur|POS=NOUN", "POS=AUX|VerbForm=Inf", "POS=VERB|VerbForm=Inf", "Gender=Masc|Number=Plur|POS=PRON|PronType=Ind", "Gender=Masc|Number=Plur|POS=DET|PronType=Ind", "Gender=Fem|Number=Sing|POS=DET|PronType=Dem", "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art", "Gender=Fem|Number=Sing|POS=ADJ|VerbForm=Part", "Gender=Fem|Number=Sing|POS=ADJ", "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin", "POS=PUNCT|PunctType=Quot", "POS=ADV|Polarity=Neg", "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin", "POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes", "NumType=Card|Number=Plur|POS=NUM", "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin", "Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part", "Number=Sing|POS=PRON|PronType=Int,Rel", "Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part", "Gender=Fem|Number=Plur|POS=DET|PronType=Tot", "Gender=Fem|Number=Plur|POS=ADJ", "Case=Acc,Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs", "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin", "Definite=Ind|Gender=Fem|Number=Plur|POS=DET|PronType=Art", "Case=Acc,Nom|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs", "Gender=Masc|Number=Sing|POS=DET|PronType=Dem", "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin", "Case=Acc|Definite=Def|Gender=Masc|Number=Sing|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs", "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin", "POS=VERB|VerbForm=Ger", "Degree=Cmp|POS=ADV", "Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs", "Gender=Masc|Number=Plur|POS=ADJ|VerbForm=Part", "Gender=Masc|Number=Plur|POS=DET|PronType=Dem", "Gender=Masc|Number=Plur|POS=ADJ", "Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ", "Gender=Fem|Number=Sing|POS=PRON|PronType=Dem", "AdvType=Tim|POS=NOUN", "Number=Sing|POS=NOUN", "Gender=Fem|Number=Sing|POS=PRON|PronType=Ind", "Mood=Cnd|Number=Sing|POS=VERB|Person=1|VerbForm=Fin", "Gender=Masc|Number=Sing|POS=ADJ|VerbForm=Part", "NumType=Card|POS=NUM", "Gender=Masc|Number=Sing|POS=DET|PronType=Tot", "Number=Plur|POS=PRON|PronType=Ind", "Gender=Fem|Number=Plur|POS=ADJ|VerbForm=Part", "Gender=Masc|Number=Sing|POS=DET|PronType=Ind", "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin", "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin", "Number=Plur|POS=PRON|PronType=Int,Rel", "Case=Dat|Number=Sing|POS=PRON|Person=3|PronType=Prs", "POS=PART", "Degree=Cmp|Number=Sing|POS=ADJ", "Gender=Fem|Number=Sing|POS=DET|PronType=Ind", "Number=Sing|POS=DET|PronType=Ind", "Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Ind", "Mood=Cnd|Number=Plur|POS=AUX|Person=3|VerbForm=Fin", "NumForm=Digit|POS=SYM", "Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin", "Gender=Fem|Number=Plur|POS=PRON|PronType=Dem", "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin", "AdvType=Tim|POS=ADJ", "Mood=Cnd|Number=Sing|POS=AUX|Person=1|VerbForm=Fin", "POS=PUNCT|PunctSide=Ini|PunctType=Brck", "POS=PUNCT|PunctSide=Fin|PunctType=Brck", "Gender=Fem|Number=Plur|POS=DET|PronType=Ind", "NumForm=Digit|NumType=Frac|POS=NUM", "Gender=Fem|Number=Sing|POS=PRON|Poss=Yes|PronType=Int,Rel", "POS=PUNCT", "POS=ADJ", "Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin", "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin", "Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs", "Gender=Fem|Number=Plur|POS=DET|PronType=Dem", "Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Dem", "Gender=Masc|Number=Plur|POS=PRON|PronType=Tot", "POS=PRON|PronType=Ind", "Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs", "Gender=Fem|NumType=Ord|Number=Plur|POS=ADJ", "Number=Plur|POS=DET|PronType=Ind", "Number=Plur|POS=DET|PronType=Dem", "Degree=Sup|Gender=Masc|Number=Plur|POS=ADJ", "Gender=Masc|Number=Sing|POS=PRON|PronType=Ind", "Number=Sing|POS=PRON|PronType=Dem", "Gender=Fem|Number=Plur|POS=PRON|PronType=Ind", "Gender=Masc|Number=Plur|POS=DET|PronType=Tot", "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin", "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin", "Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part", "Gender=Masc|NumType=Ord|Number=Sing|POS=ADJ", "Gender=Masc|NumType=Ord|Number=Plur|POS=ADJ", "Gender=Masc|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part", "Case=Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes", "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin", "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin", "Degree=Cmp|Number=Plur|POS=ADJ", "POS=AUX|VerbForm=Ger", "Gender=Fem|POS=NOUN", "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin", "Gender=Masc|Number=Sing|POS=PRON|Poss=Yes|PronType=Int,Rel", "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin", "Gender=Fem|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs", "Case=Dat|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs", "Definite=Ind|Gender=Masc|Number=Plur|POS=DET|PronType=Art", "POS=PUNCT|PunctType=Colo", "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin", "Mood=Imp|Number=Plur|POS=VERB|Person=3|VerbForm=Fin", "Gender=Fem|Number=Sing|POS=DET|PronType=Neg", "Gender=Masc|Number=Sing|POS=PRON|PronType=Dem", "Case=Acc|Gender=Masc|Number=Plur|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs", "Case=Acc|Gender=Fem|Number=Plur|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs", "Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part", "Number=Sing|POS=PRON|PronType=Neg", "POS=PUNCT|PunctType=Semi", "Case=Dat|Number=Plur|POS=PRON|Person=3|PronType=Prs", "Number=Sing|POS=PRON|PronType=Ind", "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin", "Case=Acc,Nom|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs", "POS=INTJ", "Gender=Masc|NumType=Card|Number=Sing|POS=PRON|PronType=Dem", "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin", "Degree=Sup|Gender=Masc|Number=Sing|POS=ADJ", "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin", "Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs", "POS=PUNCT|PunctType=Dash", "Case=Acc|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs", "Mood=Cnd|Number=Plur|POS=VERB|Person=1|VerbForm=Fin", "Gender=Masc|Number=Sing|POS=DET|PronType=Neg", "Gender=Fem|NumType=Card|Number=Plur|POS=NUM", "Gender=Masc|Number=Sing|POS=PRON|PronType=Tot", "Gender=Masc|NumType=Card|Number=Plur|POS=NUM", "Gender=Masc|POS=NOUN", "Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Ind", "Gender=Fem|NumType=Card|Number=Plur|POS=DET|PronType=Ind", "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin", "POS=NOUN|VerbForm=Inf", "Case=Dat|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes", "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin", "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin", "Gender=Masc|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs", "Gender=Masc|NumType=Card|Number=Sing|POS=NUM", "Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin", "Gender=Masc|Number=Plur|POS=PRON|Poss=Yes|PronType=Int,Rel", "Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Dem", "Mood=Imp|Number=Sing|POS=VERB|Person=3|VerbForm=Fin", "Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin", "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin", "Gender=Masc|Number=Sing|POS=PRON|PronType=Neg", "Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs", "Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs", "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Past|VerbForm=Fin", "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Past|VerbForm=Fin", "Degree=Abs|Gender=Masc|Number=Sing|POS=ADJ", "Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs", "Case=Acc,Nom|Gender=Masc|Number=Plur|POS=PRON|Person=1|PronType=Prs", "Mood=Imp|Number=Sing|POS=AUX|Person=3|VerbForm=Fin", "Case=Acc|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes", "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin", "Gender=Masc|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs", "Gender=Fem|Number=Sing|POS=DET|PronType=Tot", "POS=DET|PronType=Ind", "POS=DET|PronType=Int,Rel", "AdvType=Tim|POS=ADV", "Mood=Cnd|Number=Sing|POS=AUX|Person=3|VerbForm=Fin", "POS=PUNCT|PunctSide=Ini|PunctType=Qest", "POS=PUNCT|PunctSide=Fin|PunctType=Qest", "Case=Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs", "Number=Plur|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs", "Gender=Masc|NumType=Card|Number=Sing|POS=DET|PronType=Ind", "Mood=Cnd|Number=Plur|POS=VERB|Person=3|VerbForm=Fin", "Degree=Abs|Gender=Fem|Number=Sing|POS=ADJ", "Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin", "Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes", "POS=PUNCT|PunctSide=Ini|PunctType=Excl", "POS=PUNCT|PunctSide=Fin|PunctType=Excl", "Mood=Cnd|Number=Sing|POS=VERB|Person=3|VerbForm=Fin", "Gender=Fem|Number=Sing|POS=PRON|PronType=Tot", "Gender=Masc|Number=Plur|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs", "Mood=Imp|Number=Plur|POS=VERB|Person=1|VerbForm=Fin", "Gender=Masc|NumType=Card|Number=Plur|POS=PRON|PronType=Ind", "Gender=Masc|NumType=Card|Number=Sing|POS=PRON|PronType=Ind", "Gender=Masc|Number=Plur|POS=PRON|PronType=Dem", "Degree=Abs|Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Ind", "Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Pre|PronType=Prs", "Definite=Ind|Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Art", "Gender=Fem|NumType=Card|Number=Sing|POS=NUM", "Case=Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes", "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin", "Gender=Fem|Number=Plur|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs", "POS=SCONJ|PronType=Int,Rel", "Case=Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs", "Case=Acc|POS=PRON|Person=3|PrepCase=Pre|PronType=Prs|Reflex=Yes", "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin", "NumType=Card|Number=Sing|POS=DET|PronType=Ind", "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin", "Case=Acc|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs", "Case=Acc,Nom|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs", "Number=Sing|POS=DET|PronType=Dem", "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin", "Gender=Fem|Number=Sing|POS=PRON|PronType=Neg", "Degree=Sup|Gender=Fem|Number=Sing|POS=ADJ", "Case=Nom|Number=Sing|POS=PRON|Person=2|PronType=Prs", "Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs", "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin", "Gender=Masc|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Ind", "Case=Acc,Nom|Number=Sing|POS=PRON|Person=2|Polite=Form|PronType=Prs", "Gender=Masc|NumType=Card|Number=Sing|POS=PRON|PronType=Int,Rel", "Gender=Fem|NumType=Card|Number=Plur|POS=PRON|PronType=Ind", "Case=Acc,Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes", "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin", "Case=Dat|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs", "Mood=Cnd|Number=Sing|POS=VERB|Person=2|VerbForm=Fin", "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin", "Mood=Cnd|Number=Plur|POS=AUX|Person=1|VerbForm=Fin", "NumType=Card|Number=Plur|POS=PRON|PronType=Ind", "Gender=Masc|NumType=Card|Number=Sing|POS=DET|PronType=Dem", "Degree=Abs|Gender=Masc|Number=Sing|POS=DET|PronType=Ind", "Gender=Fem|Number=Plur|POS=PRON|Poss=Yes|PronType=Int,Rel", "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Past|VerbForm=Fin", "Case=Acc,Nom|Number=Plur|POS=PRON|Person=2|Polite=Form|PronType=Prs", "Mood=Imp|Number=Sing|POS=AUX|Person=2|VerbForm=Fin", "Gender=Fem|Number=Sing|Number[psor]=Sing|POS=PRON|Person=2|Poss=Yes|PronType=Ind", "NumType=Card|Number=Sing|POS=NUM", "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Past|VerbForm=Fin", "Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Imp|VerbForm=Fin", "Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin", "Case=Com|Number=Sing|POS=PRON|Person=2|PrepCase=Pre|PronType=Prs", "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Imp|VerbForm=Fin", "Case=Acc|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes", "Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes", "Case=Acc|Number=Sing|POS=PRON|Person=2|PrepCase=Pre|PronType=Prs", "Mood=Cnd|Number=Sing|POS=AUX|Person=2|VerbForm=Fin", "Mood=Sub|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin", "Number=Sing|POS=NOUN|VerbForm=Fin", "Case=Dat|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes", "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin", "Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Int,Rel", "Mood=Sub|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin", "Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Fut|VerbForm=Fin", "Gender=Fem|Number=Plur|POS=PRON|PronType=Tot", "Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Int,Rel", "POS=SYM", "Number=Sing|POS=VERB|VerbForm=Fin", "POS=VERB|VerbForm=Fin", "Degree=Abs|Gender=Masc|Number=Plur|POS=ADJ", "Degree=Abs|Gender=Fem|Number=Plur|POS=ADJ", "Gender=Masc|Number=Sing|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs", "Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin", "Gender=Fem|NumType=Card|Number=Plur|POS=DET|PronType=Dem", "Definite=Ind|Gender=Masc|NumType=Card|Number=Sing|POS=DET|PronType=Art", "Degree=Sup|Gender=Fem|Number=Plur|POS=ADJ", "Number=Plur|POS=PRON|PronType=Dem", "Case=Acc,Dat|Gender=Masc|Number=Plur|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs", "Gender=Masc|Number=Sing|POS=AUX|VerbForm=Fin", "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Past|VerbForm=Fin", "Gender=Masc|NumType=Card|Number=Sing|POS=DET|PronType=Int,Rel", "Gender=Masc|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs", "Gender=Masc|NumType=Card|Number=Plur|POS=PRON|PronType=Int,Rel", "Gender=Masc|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs", "Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes", "Mood=Ind|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin", "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin", "Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs", "Gender=Fem|NumType=Card|Number=Sing|POS=PRON|PronType=Ind", "Definite=Def|Foreign=Yes|POS=DET|PronType=Art", "Case=Com|POS=PRON|Person=3|PrepCase=Pre|PronType=Prs|Reflex=Yes", "Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes", "Case=Dat|Number=Plur|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs", "Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin", "NumForm=Digit|NumType=Frac|POS=SYM", "Gender=Masc|NumType=Card|Number=Plur|POS=PRON|PronType=Dem", "Gender=Fem|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs", "Mood=Sub|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin", "Case=Acc|Gender=Masc|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes", "NumType=Card|Number=Plur|POS=DET|PronType=Ind", "Gender=Fem|Number=Sing|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs", "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|Typo=Yes|VerbForm=Fin", "Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin", "Gender=Fem|Number=Plur|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs", "Number=Sing|POS=PRON|PronType=Tot", "AdvType=Tim|Gender=Masc|Number=Sing|POS=NOUN", "POS=AUX|VerbForm=Fin", "Gender=Fem|NumType=Card|Number=Plur|POS=PRON|PronType=Int,Rel", "Gender=Fem|Number=Sing|Number[psor]=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Ind", "Case=Dat|Number=Plur|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes", "Gender=Fem|Number=Sing|Number[psor]=Plur|POS=DET|Person=2|Poss=Yes|PronType=Prs", "Case=Acc|Number=Plur|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs", "Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin", "POS=PRON|PronType=Dem", "Gender=Masc|Number=Plur|POS=DET|PronType=Art", "Foreign=Yes|POS=X", "Degree=Abs|Gender=Masc|NumType=Card|Number=Plur|POS=PRON|PronType=Ind", "Gender=Fem|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Ind", "Definite=Def|Foreign=Yes|Gender=Fem|Number=Sing|POS=DET|PronType=Art", "Foreign=Yes|POS=NOUN", "Foreign=Yes|POS=ADP", "Foreign=Yes|POS=CCONJ", "Foreign=Yes|POS=PROPN", "Case=Com|Number=Sing|POS=PRON|Person=1|PrepCase=Pre|PronType=Prs", "Gender=Fem|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs", "Gender=Masc|Number=Sing|Number[psor]=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Ind", "Gender=Masc|Number=Sing|POS=NOUN|VerbForm=Part", "Case=Com|POS=PRON|Person=3|PronType=Prs|Reflex=Yes", "Gender=Fem|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Ind", "Case=Acc,Dat|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs", "Gender=Masc|Number=Plur|POS=PRON|Person=2|Poss=Yes|PronType=Ind", "Number=Sing|POS=DET|PronType=Int,Rel", "Gender=Fem|NumType=Card|Number=Sing|POS=PRON|PronType=Dem", "Number=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs", "Gender=Masc|POS=ADJ", "Gender=Fem|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs", "Mood=Imp|Number=Plur|POS=VERB|Person=2|VerbForm=Fin", "Gender=Fem|Number=Plur|Number[psor]=Plur|POS=DET|Person=2|Poss=Yes|PronType=Prs", "POS=X", "Gender=Masc|Number=Sing|Number[psor]=Sing|POS=PRON|Person=2|Poss=Yes|PronType=Ind", "Gender=Fem|Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs", "Number=Plur|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs", "Degree=Cmp|POS=ADJ", "Case=Acc|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs", "Case=Acc,Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs", "Gender=Masc|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Ind", "POS=NOUN|PunctType=Comm", "POS=PRON|PronType=Neg", "Case=Acc,Dat|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs", "Gender=Fem|Number=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Prs" ], "lemmatizer":[ ], "parser":[ "ROOT", "acl", "advcl", "advmod", "amod", "appos", "aux", "case", "cc", "ccomp", "compound", "conj", "cop", "csubj", "dep", "det", "expl:impers", "expl:pass", "expl:pv", "fixed", "flat", "iobj", "mark", "nmod", "nsubj", "nummod", "obj", "obl", "parataxis", "punct", "xcomp" ], "ner":[ "LOC", "MISC", "ORG", "PER" ], "textcat_multilabel":[ "Econom\u00eda", "Entretenimiento", "Historia", "Humanidades", "Derecho", "Matem\u00e1ticas", "M\u00fasica", "Filosof\u00eda", "Pol\u00edtica", "Religi\u00f3n", "Deporte", "Ciencia_y_Tecnolog\u00eda" ] }, "pipeline":[ "transformer", "tagger", "morphologizer", "lemmatizer", "parser", "ner", "textcat_multilabel" ], "components":[ "transformer", "tagger", "morphologizer", "lemmatizer", "parser", "ner", "textcat_multilabel" ], "disabled":[ ], "performance":{ "tag_acc":0.9634184236, "pos_acc":0.9913932728, "morph_acc":0.9869205345, "morph_per_feat":{ "Definite":{ "p":0.9987087518, "r":0.9989954076, "f":0.9988520591 }, "Gender":{ "p":0.9965911475, "r":0.9928422153, "f":0.9947131491 }, "Number":{ "p":0.9984093731, "r":0.9950123724, "f":0.9967079783 }, "PronType":{ "p":0.9978835979, "r":0.9958717358, "f":0.9968766518 }, "PunctType":{ "p":0.9998395121, "r":0.9996790757, "f":0.9997592875 }, "VerbForm":{ "p":0.9954395345, "r":0.9930969564, "f":0.9942668656 }, "Mood":{ "p":0.9922403004, "r":0.9885286783, "f":0.9903810119 }, "Person":{ "p":0.996673087, "r":0.9935416303, "f":0.9951048951 }, "Tense":{ "p":0.9947283979, "r":0.9924536931, "f":0.9935897436 }, "NumForm":{ "p":0.985, "r":0.9720394737, "f":0.9784768212 }, "NumType":{ "p":0.9802575107, "r":0.9694397284, "f":0.9748186086 }, "Poss":{ "p":1.0, "r":0.9981718464, "f":0.9990850869 }, "PunctSide":{ "p":0.993697479, "r":0.993697479, "f":0.993697479 }, "Case":{ "p":0.9532062392, "r":0.9548611111, "f":0.9540329575 }, "PrepCase":{ "p":0.998960499, "r":0.9968879668, "f":0.9979231568 }, "Reflex":{ "p":0.971563981, "r":0.9951456311, "f":0.9832134293 }, "Degree":{ "p":0.9962962963, "r":0.9572953737, "f":0.9764065336 }, "Polarity":{ "p":1.0, "r":0.993485342, "f":0.9967320261 }, "AdvType":{ "p":0.9829545455, "r":0.9251336898, "f":0.9531680441 }, "Number[psor]":{ "p":1.0, "r":1.0, "f":1.0 }, "Foreign":{ "p":0.0, "r":0.0, "f":0.0 } }, "lemma_acc":0.9822731424, "dep_uas":0.9363091301, "dep_las":0.9155384862, "dep_las_per_type":{ "det":{ "p":0.9834597687, "r":0.9818723616, "f":0.982665424 }, "nsubj":{ "p":0.941775837, "r":0.9497247706, "f":0.9457336013 }, "case":{ "p":0.9671310699, "r":0.9696229997, "f":0.9683754317 }, "amod":{ "p":0.9478291317, "r":0.9474973749, "f":0.9476632242 }, "nmod":{ "p":0.8807045637, "r":0.8804695838, "f":0.880587058 }, "mark":{ "p":0.9353778751, "r":0.9510022272, "f":0.9431253451 }, "acl":{ "p":0.8363636364, "r":0.8363636364, "f":0.8363636364 }, "advcl":{ "p":0.7170542636, "r":0.687732342, "f":0.7020872865 }, "nummod":{ "p":0.9194139194, "r":0.8996415771, "f":0.9094202899 }, "obj":{ "p":0.8999352332, "r":0.9052117264, "f":0.9025657681 }, "obl":{ "p":0.8047182176, "r":0.7974025974, "f":0.8010437052 }, "fixed":{ "p":0.8536585366, "r":0.8375314861, "f":0.8455181182 }, "cc":{ "p":0.9553695955, "r":0.9520500347, "f":0.9537069266 }, "conj":{ "p":0.806640625, "r":0.797810689, "f":0.8022013597 }, "root":{ "p":0.9328978622, "r":0.953276699, "f":0.9429771909 }, "flat":{ "p":0.9451737452, "r":0.9322162986, "f":0.9386503067 }, "xcomp":{ "p":0.8587699317, "r":0.8548752834, "f":0.8568181818 }, "advmod":{ "p":0.8593306863, "r":0.8564160543, "f":0.8578708947 }, "compound":{ "p":0.8818181818, "r":0.7886178862, "f":0.8326180258 }, "expl:pv":{ "p":0.8300283286, "r":0.8878787879, "f":0.8579795022 }, "cop":{ "p":0.8997867804, "r":0.9094827586, "f":0.9046087889 }, "ccomp":{ "p":0.85509839, "r":0.8934579439, "f":0.873857404 }, "iobj":{ "p":0.7604166667, "r":0.691943128, "f":0.7245657568 }, "appos":{ "p":0.8047752809, "r":0.8185714286, "f":0.8116147309 }, "expl:pass":{ "p":0.871657754, "r":0.8402061856, "f":0.8556430446 }, "csubj":{ "p":0.8172043011, "r":0.8085106383, "f":0.8128342246 }, "aux":{ "p":0.9682299546, "r":0.9653092006, "f":0.9667673716 }, "parataxis":{ "p":0.6206896552, "r":0.4285714286, "f":0.5070422535 }, "expl:impers":{ "p":0.7222222222, "r":0.7222222222, "f":0.7222222222 }, "dep":{ "p":0.0147058824, "r":0.1111111111, "f":0.025974026 }, "acl:relcl":{ "p":0.0, "r":0.0, "f":0.0 }, "nsubj:pass":{ "p":0.0, "r":0.0, "f":0.0 }, "aux:pass":{ "p":0.0, "r":0.0, "f":0.0 }, "expl":{ "p":0.0, "r":0.0, "f":0.0 } }, "sents_p":0.953087886, "sents_r":0.973907767, "sents_f":0.9633853541, "ents_f":0.8781681524, "ents_p":0.8780146802, "ents_r":0.8783216783, "ents_per_type":{ "ORG":{ "p":0.8802129547, "r":0.8763250883, "f":0.8782647189 }, "PER":{ "p":0.9317226891, "r":0.9506966774, "f":0.9411140584 }, "MISC":{ "p":0.75, "r":0.6339622642, "f":0.6871165644 }, "LOC":{ "p":0.8333333333, "r":0.8773584906, "f":0.8547794118 } }, "cats_auc_per_type":{ "Econom\u00eda":0.9292071956, "Entretenimiento":0.6988482385, "Historia":0.8589588528, "Humanidades":0.8117551025, "Derecho":0.9108688352, "Matem\u00e1ticas":0.9728208441, "M\u00fasica":0.9563541544, "Filosof\u00eda":0.890438499, "Pol\u00edtica":0.9459947568, "Religi\u00f3n":0.8125507855, "Deporte":0.9187207389, "Ciencia_y_Tecnolog\u00eda":0.8965851167 }, "transformer_loss":5515.8493238971, "tagger_loss":377.3159603488, "morphologizer_loss":268.9696209724, "parser_loss":4762.8823194744, "ner_loss":86.0915327399 }, "requirements":[ "spacy-transformers>=1.1.8,<2.0.0" ] }