ro-legal-fl 3.6.1

A Spacy Package for Legal Document Processing & Other Resources

A Spacy Package for Legal Document Processing & Other Resources

A spacy language model for Romanian with floret embeddings trained on legal documents and with legal NER capabilities.

Feature	Description
Name	ro_legal_fl
Version	3.6.1
spaCy	>=3.6.1,<3.7.0
Default Pipeline	tok2vec, tagger, morphologizer, parser, lemmatizer, attribute_ruler, ner
Components	tok2vec, tagger, morphologizer, parser, lemmatizer, attribute_ruler, ner
Vectors	-1 keys, 100000 unique vectors (280 dimensions)
Sources	MARCELL legislative corpus, LegalNeRo, RoNEC
License	CC4R https://constantvzw.org/wefts/cc4r.en.html
Author	Sergiu Nisioi

Accuracy

Type	Score
TOK	99.84
TAG	96.27
POS	97.12
MORPH	96.42
LEMMA	95.73
UAS	89.15
LAS	82.46
SENT_P	94.94
SENT_R	95.20
SENT_F	95.07
ENTS_F	78.35
ENTS_P	79.51
ENTS_R	77.23

NER per type

	P	R	F
MONEY	88.52	72.32	79.61
DATETIME	85.31	84.58	84.94
PERSON	76.71	72.40	74.49
QUANTITY	89.27	84.55	86.85
NUMERIC	86.53	81.72	84.06
LEGAL	71.24	83.85	77.03
ORG	69.24	71.96	70.58
ORDINAL	89.14	89.14	89.14
PERIOD	84.39	74.11	78.92
NAT_REL_POL	85.09	77.46	81.10
GPE	81.95	82.75	82.35
WORK_OF_ART	39.15	28.14	32.74
LOC	55.28	52.35	53.78
EVENT	54.89	43.20	48.34
LANGUAGE	80.28	78.08	79.17
FACILITY	60.14	47.98	53.38

Label Scheme

View label scheme (1017 labels for 4 components)

Component	Labels
tagger	ARROW, Af, Afcfp-n, Afcfson, Afcfsrn, Afcmpoy, Afcms-n, Afp, Afp-p-n, Afp-poy, Afp-s-n, Afpf--n, Afpfp-n, Afpfp-ny, Afpfpoy, Afpfpry, Afpfson, Afpfsoy, Afpfsrn, Afpfsry, Afpm--n, Afpmp-n, Afpmpoy, Afpmpry, Afpms-n, Afpmsoy, Afpmsry, Afsfp-n, Afsfsrn, BULLET, COLON, COMMA, Ccssp, Ccsspy, Crssp, Csssp, Cssspy, DASH, DBLQ, Dd3-po---e, Dd3-po---o, Dd3fpo, Dd3fpr, Dd3fpr---e, Dd3fpr---o, Dd3fpr--y, Dd3fso, Dd3fso---e, Dd3fsr, Dd3fsr---e, Dd3fsr---o, Dd3fsr--yo, Dd3mpo, Dd3mpr, Dd3mpr---e, Dd3mpr---o, Dd3mso---e, Dd3msr, Dd3msr---e, Dd3msr---o, Dh1ms, Dh3fp, Dh3fso, Dh3fsr, Dh3mp, Dh3ms, Di3, Di3-----y, Di3--r---e, Di3-po, Di3-po---e, Di3-sr, Di3-sr---e, Di3-sr--y, Di3fp, Di3fpr, Di3fpr---e, Di3fso, Di3fso---e, Di3fsr, Di3fsr---e, Di3mp, Di3mpr, Di3mpr---e, Di3ms, Di3ms----e, Di3mso---e, Di3msr, Di3msr---e, Ds1fp-p, Ds1fp-s, Ds1fsop, Ds1fsos, Ds1fsrp, Ds1fsrs, Ds1fsrs-y, Ds1mp-p, Ds1mp-s, Ds1ms-p, Ds1ms-s, Ds1msrs-y, Ds2---s, Ds2fp-p, Ds2fp-s, Ds2fsrp, Ds2fsrs, Ds2mp-p, Ds2mp-s, Ds2ms-p, Ds2ms-s, Ds3---p, Ds3---s, Ds3---sy, Ds3fp-s, Ds3fsos, Ds3fsrs, Ds3mp-s, Ds3ms-s, Dw3--r---e, Dw3-po---e, Dw3fpr, Dw3fso---e, Dw3fsr, Dw3mpr, Dw3mso---e, Dw3msr, Dz3fsr---e, Dz3mso---e, Dz3msr---e, EQUAL, EXCL, EXCLHELLIP, GE, GT, HELLIP, I, LCURL, LPAR, LSQR, LT, M, Mc-p-d, Mc-p-l, Mc-s-b, Mc-s-d, Mcfp-l, Mcfp-ln, Mcfprln, Mcfprly, Mcfsoln, Mcfsrl, Mcfsrln, Mcfsrly, Mcmp-l, Mcms-ln, Mcmsrl, Mcmsrln, Mcmsrly, Mffprln, Mffsrln, Mlfpo, Mlfpr, Mlmpr, Mo---l, Mo---ln, Mo-s-r, Mofp-ln, Mofpoly, Mofprly, Mofs-l, Mofsoln, Mofsoly, Mofsrln, Mofsrly, Mompoly, Momprly, Moms-l, Moms-ln, Momsoly, Momsrly, Nc, Nc---n, Ncf--n, Ncfp-n, Ncfpoy, Ncfpry, Ncfs-n, Ncfson, Ncfsoy, Ncfsrn, Ncfsry, Ncfsryy, Ncfsvy, Ncm--n, Ncmp-n, Ncmpoy, Ncmpry, Ncms-n, Ncms-ny, Ncms-y, Ncmsoy, Ncmsrn, Ncmsry, Ncmsryy, Ncmsvn, Ncmsvy, Np, Npfson, Npfsoy, Npfsrn, Npfsry, Npmpoy, Npmpry, Npms-n, Npmsoy, Npmsry, PERCENT, PERIOD, PLUS, PLUSMINUS, Pd3-po, Pd3fpr, Pd3fso, Pd3fsr, Pd3mpo, Pd3mpr, Pd3mpr--y, Pd3mso, Pd3msr, Pi3--r, Pi3-po, Pi3-so, Pi3-sr, Pi3fpr, Pi3fso, Pi3fsr, Pi3mpr, Pi3mso, Pi3msr, Pi3msr--y, Pp1-pa--------w, Pp1-pa--y-----w, Pp1-pd--------s, Pp1-pd--------w, Pp1-pd--y-----w, Pp1-pr--------s, Pp1-sa--------s, Pp1-sa--------w, Pp1-sa--y-----w, Pp1-sd--------s, Pp1-sd--------w, Pp1-sd--y-----w, Pp1-sn--------s, Pp2-----------s, Pp2-pa--------w, Pp2-pa--y-----w, Pp2-pd--------w, Pp2-pd--y-----w, Pp2-pr--------s, Pp2-sa--------s, Pp2-sa--------w, Pp2-sa--y-----w, Pp2-sd--------s, Pp2-sd--------w, Pp2-sd--y-----w, Pp2-sn--------s, Pp2-so--------s, Pp2-sr--------s, Pp3-p---------s, Pp3-pd--------w, Pp3-pd--y-----w, Pp3-po--------s, Pp3-sd--------w, Pp3-sd--y-----w, Pp3-so--------s, Pp3fpa--------w, Pp3fpa--y-----w, Pp3fpr--------s, Pp3fs---------s, Pp3fsa--------w, Pp3fsa--y-----w, Pp3fso--------s, Pp3fsr--------s, Pp3fsr--y-----s, Pp3mpa--------w, Pp3mpa--y-----w, Pp3mpr--------s, Pp3ms---------s, Pp3msa--------w, Pp3msa--y-----w, Pp3mso--------s, Pp3msr--------s, Pp3msr--y-----s, Ps1fp-s, Ps1fsrp, Ps1fsrs, Ps1mp-p, Ps1ms-p, Ps2fp-s, Ps2fsrp, Ps2fsrs, Ps3---p, Ps3---s, Ps3fp-s, Ps3fsrs, Ps3mp-s, Ps3ms-s, Pw3--r, Pw3-po, Pw3-so, Pw3fpr, Pw3fso, Pw3mpr, Pw3mso, Px3--a--------s, Px3--a--------w, Px3--a--y-----w, Px3--d--------w, Px3--d--y-----w, Pz3-sr, Pz3fsr, QUEST, QUOT, Qf, Qn, Qs, Qs-y, Qz, Qz-y, RCURL, RPAR, RSQR, Rc, Rgp, Rgpy, Rgs, Rp, Rw, Rw-y, Rz, SCOLON, SLASH, STAR, Sp, Spsa, Spsay, Spsd, Spsg, Td-po, Tdfpr, Tdfso, Tdfsr, Tdmpr, Tdmso, Tdmsr, Tf-so, Tffpoy, Tffpry, Tffs-y, Tfmpoy, Tfms-y, Tfmsoy, Tfmsry, Ti-po, Tifp-y, Tifso, Tifsr, Timso, Timsr, Tsfp, Tsfs, Tsmp, Tsms, UNDERSC, Va--1, Va--1-----y, Va--1p, Va--1s, Va--1s----y, Va--2p, Va--2p----y, Va--2s, Va--2s----y, Va--3, Va--3-----y, Va--3p, Va--3p----y, Va--3s, Va--3s----y, Vag, Vag-------y, Vaii1, Vaii2s, Vaii3p, Vaii3s, Vail3p, Vail3s, Vaip1p, Vaip1s, Vaip2p, Vaip2s, Vaip3p, Vaip3p----y, Vaip3s, Vaip3s----y, Vais3p, Vais3s, Vam-2s, Vanp, Vap--sm, Vasp1p, Vasp1s, Vasp2p, Vasp2s, Vasp3, Vmg, Vmg-------y, Vmii1, Vmii1-----y, Vmii2p, Vmii2s, Vmii3p, Vmii3p----y, Vmii3s, Vmii3s----y, Vmil1, Vmil1p, Vmil2s, Vmil3p, Vmil3p----y, Vmil3s, Vmil3s----y, Vmip1p, Vmip1p----y, Vmip1s, Vmip1s----y, Vmip2p, Vmip2s, Vmip2s----y, Vmip3, Vmip3-----y, Vmip3p, Vmip3s, Vmip3s----y, Vmis1p, Vmis1s, Vmis3p, Vmis3p----y, Vmis3s, Vmis3s----y, Vmm-2p, Vmm-2s, Vmnp, Vmnp------y, Vmp--pf, Vmp--pm, Vmp--sf, Vmp--sm, Vmp--sm---y, Vmsp1p, Vmsp2p, Vmsp2s, Vmsp3, Vmsp3-----y, X, Y, Ya, Yn, Ynfsoy, Ynfsry, Ynmsoy, Ynmsry, Yp, Yp-p, Yp-sr, Yr
morphologizer	Case=Dat,Gen|Definite=Def|Number=Sing|POS=DET|PronType=Art, POS=PROPN, Case=Dat|Number=Sing|POS=PRON|Person=3|PronType=Prs|Strength=Weak, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pqp|VerbForm=Fin, Case=Acc,Nom|Definite=Def|Gender=Fem|Number=Sing|POS=NOUN, Case=Acc,Nom|Gender=Fem|Number=Sing|POS=DET|Person=3|Position=Postnom|PronType=Dem, AdpType=Prep|Case=Acc|POS=ADP, Case=Acc,Nom|Definite=Def|Gender=Masc|NumForm=Word|NumType=Ord|Number=Sing|POS=NUM, Definite=Ind|Gender=Masc|Number=Sing|POS=NOUN, POS=ADV|PronType=Int,Rel, Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs|Strength=Weak, POS=PUNCT, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, POS=CCONJ|Polarity=Pos, Case=Acc,Nom|POS=PRON|Person=3|PronType=Int,Rel, Case=Dat,Gen|Definite=Def|Gender=Fem|Number=Sing|POS=NOUN, Definite=Ind|Gender=Fem|Number=Plur|POS=NOUN, Definite=Ind|Degree=Pos|Number=Plur|POS=ADJ, Case=Acc,Nom|Definite=Ind|Gender=Fem|Number=Sing|POS=NOUN, Mood=Sub|POS=PART|Variant=Short, Mood=Sub|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Case=Acc,Nom|Definite=Def|Gender=Masc|Number=Sing|POS=NOUN, Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs, Case=Acc|POS=PRON|Person=3|PronType=Prs|Reflex=Yes|Strength=Weak, POS=AUX|Tense=Pres|VerbForm=Inf, Gender=Masc|Number=Sing|POS=VERB|VerbForm=Part, POS=ADV, Degree=Pos|POS=ADV, POS=PART|Polarity=Neg, Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Imp|VerbForm=Fin, Mood=Sub|POS=PART, Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs|Strength=Weak|Variant=Short, Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Case=Acc,Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Ind, Case=Acc,Nom|POS=DET|Person=3|Position=Prenom|PronType=Ind, Case=Acc,Nom|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Dem, Definite=Ind|Degree=Pos|Gender=Fem|Number=Plur|POS=ADJ, Case=Acc,Nom|Definite=Def|Gender=Fem|Number=Plur|POS=NOUN, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, Case=Acc,Nom|Gender=Fem|Number=Plur|POS=DET|PronType=Dem, Gender=Fem|Number=Plur|POS=DET|Poss=Yes|PronType=Prs, Case=Dat,Gen|Definite=Def|Gender=Masc|Number=Sing|POS=NOUN, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Definite=Ind|Degree=Pos|Gender=Masc|Number=Sing|POS=ADJ, Case=Acc|Number=Sing|POS=PRON|Person=2|PronType=Prs|Strength=Weak, POS=SCONJ|Polarity=Pos, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Case=Acc,Nom|Definite=Ind|Degree=Pos|Gender=Fem|Number=Sing|POS=ADJ, Case=Acc,Nom|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Ind, Case=Acc,Nom|Gender=Fem|Number=Sing|POS=DET|PronType=Ind, Case=Acc,Nom|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs|Strength=Strong, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pqp|VerbForm=Fin, POS=AUX|Person=3, POS=VERB|Tense=Pres|VerbForm=Inf, Case=Acc,Nom|Number=Sing|POS=PRON|Person=3|PronType=Ind, Case=Acc,Nom|Gender=Fem|Number=Plur|POS=DET|Person=3|PronType=Int,Rel, Case=Acc,Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs|Strength=Strong, Case=Acc,Nom|Gender=Fem|Number=Sing|POS=DET|Person=3|PronType=Dem, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, Case=Acc,Nom|Gender=Masc|Number=Sing|POS=DET|PronType=Ind, Gender=Masc|Number=Sing|POS=DET|Poss=Yes|PronType=Prs, Degree=Pos|POS=ADJ, Case=Acc,Nom|Definite=Def|Gender=Masc|Number=Plur|POS=NOUN, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pqp|VerbForm=Fin, POS=VERB|VerbForm=Ger, Gender=Fem|Number=Sing|POS=DET|Poss=Yes|PronType=Prs, Case=Dat,Gen|Gender=Masc|Number=Sing|POS=DET|PronType=Ind, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Gender=Masc|Number=Sing|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs, POS=PART|PartType=Inf, Case=Dat|POS=PRON|Person=3|PronType=Prs|Reflex=Yes|Strength=Weak|Variant=Short, Case=Acc,Nom|POS=DET|Person=3|Position=Prenom|PronType=Int,Rel, Case=Acc,Nom|Gender=Masc|Number=Plur|POS=DET|Person=3|Position=Prenom|PronType=Dem, Definite=Ind|Gender=Masc|Number=Plur|POS=NOUN, Case=Dat|Number=Sing|POS=PRON|Person=2|PronType=Prs|Strength=Weak|Variant=Short, NumForm=Word|NumType=Card|Number=Plur|POS=NUM, Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs|Strength=Weak, Case=Acc,Nom|Gender=Masc|Number=Plur|POS=DET|Person=3|PronType=Ind, Case=Dat,Gen|Gender=Fem|Number=Sing|POS=DET|PronType=Ind, Case=Dat,Gen|Definite=Ind|Gender=Fem|Number=Sing|POS=NOUN, Gender=Fem|Number=Plur|POS=VERB|VerbForm=Part, POS=ADV|PronType=Neg, AdpType=Prep|Case=Acc|POS=ADP|Variant=Short, Case=Acc,Nom|Definite=Ind|Degree=Sup|Gender=Fem|Number=Sing|POS=ADJ, Case=Acc,Nom|Gender=Masc|Number=Sing|POS=DET|Person=3|Position=Postnom|PronType=Dem, Number=Sing|POS=AUX|Person=2, Case=Acc,Nom|Gender=Masc|Number=Sing|POS=DET|PronType=Dem, Gender=Fem|NumForm=Word|NumType=Card|Number=Plur|POS=NUM, Case=Acc,Nom|Gender=Masc|Number=Sing|POS=DET|Person=3|Position=Prenom|PronType=Dem, Case=Acc,Nom|Gender=Fem|Number=Plur|POS=DET|Person=3|PronType=Ind, Gender=Fem|Number=Sing|POS=VERB|VerbForm=Part, Case=Acc,Nom|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs|Strength=Strong, Definite=Ind|Degree=Pos|Gender=Fem|POS=ADJ, Definite=Ind|Degree=Pos|Number=Sing|POS=ADJ, Case=Dat,Gen|Definite=Ind|Degree=Pos|Gender=Fem|Number=Sing|POS=ADJ, Case=Acc,Nom|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Dem, Case=Acc,Nom|Gender=Masc|Number=Sing|POS=DET|Person=3|PronType=Ind, Case=Acc,Nom|Number=Sing|POS=PRON|Person=3|PronType=Neg, Case=Acc,Nom|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Ind, Gender=Masc|Number=Sing|POS=DET|Person=3|PronType=Emp, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Case=Dat,Gen|Number=Plur|POS=DET|PronType=Dem, Mood=Sub|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, NumForm=Word|NumType=Ord|POS=NUM, AdpType=Prep|Case=Gen|POS=ADP, Case=Dat,Gen|Definite=Def|Gender=Masc|Number=Plur|POS=NOUN, AdpType=Prep|POS=PUNCT, Gender=Masc|Number=Plur|POS=VERB|VerbForm=Part, Case=Dat|Number=Sing|POS=PRON|Person=3|PronType=Prs|Strength=Weak|Variant=Short, Case=Dat|POS=PRON|Person=3|PronType=Prs|Reflex=Yes|Strength=Weak, Case=Dat,Gen|Definite=Def|Gender=Fem|Number=Plur|POS=NOUN, Case=Acc,Nom|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Ind, Gender=Masc|Number=Sing|POS=DET|Person=3|PronType=Ind, Case=Acc,Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Dem, Definite=Ind|Degree=Pos|Gender=Masc|Number=Plur|POS=ADJ, Case=Acc|POS=PRON|Person=3|PronType=Prs|Reflex=Yes|Strength=Strong, Case=Acc,Nom|Gender=Fem|Number=Plur|POS=DET|Person=3|Position=Prenom|PronType=Dem, Case=Acc,Nom|Gender=Fem|Number=Sing|POS=DET|Person=3|PronType=Ind, Case=Acc,Nom|Number=Sing|POS=DET|Person=3|Position=Prenom|PronType=Ind, Case=Acc,Nom|Definite=Ind|Gender=Fem|NumForm=Word|NumType=Card|Number=Sing|POS=NUM, Case=Dat,Gen|Number=Plur|POS=DET|Person=3|PronType=Ind, Case=Dat,Gen|Number=Plur|POS=DET|Person=3|Position=Prenom|PronType=Dem, Case=Acc,Nom|Gender=Masc|Number=Plur|POS=DET|Person=3|Position=Prenom|PronType=Ind, Case=Acc,Nom|Gender=Fem|Number=Plur|POS=DET|Person=3|Position=Prenom|PronType=Ind, Case=Dat,Gen|Gender=Fem|Number=Sing|POS=DET|Person=3|Position=Prenom|PronType=Int,Rel, Gender=Masc|Number=Sing|POS=AUX|VerbForm=Part, POS=VERB|Variant=Short|VerbForm=Ger, Case=Acc|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs|Strength=Weak, Case=Acc,Nom|Gender=Masc|Number=Sing|POS=DET|Person=3|Position=Prenom|PronType=Ind, Gender=Masc|NumForm=Word|NumType=Ord|Number=Sing|POS=NUM, Number=Sing|POS=AUX|Person=3, Case=Acc,Nom|Definite=Def|Gender=Fem|NumForm=Word|NumType=Ord|Number=Sing|POS=NUM, Case=Acc,Nom|Definite=Def|Degree=Pos|Gender=Fem|Number=Sing|POS=ADJ, Case=Dat,Gen|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs|Strength=Strong, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Case=Acc,Nom|Gender=Fem|Number=Sing|POS=DET|Person=3|Position=Prenom|PronType=Dem, Mood=Ind|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, Case=Acc,Nom|Number=Sing|POS=PRON|Person=2|PronType=Prs|Strength=Strong, POS=AUX|Person=1, Case=Dat,Gen|Number=Sing|POS=PRON|Person=2|PronType=Prs|Strength=Strong, Case=Acc|Number=Sing|POS=PRON|Person=2|PronType=Prs|Strength=Strong, Case=Acc,Nom|Gender=Masc|Number=Plur|POS=DET|PronType=Dem, Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs|Strength=Strong, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Case=Acc,Nom|Gender=Fem|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs, POS=PART|Polarity=Neg|Variant=Short, Case=Dat|Number=Sing|POS=PRON|Person=1|PronType=Prs|Strength=Weak, Mood=Ind|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|POS=DET|Person=3|Position=Prenom|PronType=Ind, Case=Acc,Nom|Gender=Masc|NumType=Card|Number=Plur|POS=NUM|PronType=Tot, Mood=Ind|POS=VERB|Person=1|Tense=Pqp|VerbForm=Fin, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Case=Acc|POS=PRON|Person=3|PronType=Prs|Reflex=Yes|Strength=Weak|Variant=Short, Number=Plur|POS=AUX|Person=3, Gender=Fem|NumForm=Word|NumType=Ord|Number=Sing|POS=NUM, Case=Dat,Gen|Definite=Def|Gender=Fem|Number=Sing|POS=PROPN, POS=SCONJ|Polarity=Pos|Variant=Short, Case=Acc,Nom|Number=Plur|POS=PRON|Person=1|PronType=Prs|Strength=Strong, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Case=Acc,Nom|Gender=Fem|Number=Sing|POS=DET|Person=3|Position=Prenom|PronType=Ind, Case=Acc|Number=Sing|POS=PRON|Person=2|PronType=Prs|Strength=Weak|Variant=Short, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin, Case=Acc|Number=Sing|POS=PRON|Person=1|PronType=Prs|Strength=Strong, Case=Dat|Number=Sing|POS=PRON|Person=2|PronType=Prs|Strength=Weak, Case=Acc|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs|Strength=Weak|Variant=Short, Gender=Fem|Number=Plur|POS=DET|Person=3|PronType=Ind, POS=DET|Person=3|PronType=Ind, Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Case=Acc|Number=Plur|POS=PRON|Person=2|PronType=Prs|Strength=Weak, Case=Voc|Definite=Def|Gender=Masc|Number=Sing|POS=NOUN, Case=Acc,Nom|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Dem, Case=Acc,Nom|Definite=Def|Degree=Pos|Gender=Masc|Number=Sing|POS=ADJ, Case=Dat,Gen|Gender=Fem|Number=Sing|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs, Case=Acc,Nom|Gender=Fem|Number=Sing|POS=DET|Person=3|PronType=Emp, Case=Acc,Nom|POS=PRON|Person=3|PronType=Ind, Case=Dat,Gen|Gender=Masc|Number=Sing|POS=DET|PronType=Dem, Definite=Ind|NumForm=Word|NumType=Ord|POS=NUM, Case=Acc,Nom|Definite=Ind|Gender=Masc|NumForm=Word|NumType=Card|Number=Sing|POS=NUM, 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Gender=Fem|Number=Plur|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, Case=Acc,Nom|Gender=Fem|Number=Sing|Number[psor]=Sing|POS=PRON|Person=2|Poss=Yes|PronType=Prs, Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Mood=Sub|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Case=Dat,Gen|Definite=Ind|Gender=Fem|NumForm=Word|NumType=Ord|Number=Sing|POS=NUM, Gender=Fem|Number=Plur|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Case=Acc,Nom|Gender=Fem|Number=Sing|Number[psor]=Plur|POS=DET|Person=2|Poss=Yes|PronType=Prs, Definite=Ind|Gender=Masc|Number=Sing|POS=PROPN, Case=Acc,Nom|Gender=Fem|Number=Sing|Number[psor]=Plur|POS=PRON|Person=2|Poss=Yes|PronType=Prs, Case=Dat,Gen|Definite=Def|Gender=Fem|NumForm=Word|NumType=Ord|Number=Plur|POS=NUM, Definite=Ind|Gender=Masc|Number=Plur|POS=ADJ, Definite=Ind|Gender=Fem|Number=Sing|POS=NOUN, Definite=Ind|Degree=Pos|Gender=Fem|Number=Plur|POS=ADJ|Typo=Yes, Case=Acc,Nom|Definite=Ind|Degree=Pos|Gender=Fem|Number=Sing|POS=ADJ|Typo=Yes, Definite=Ind|Gender=Masc|POS=NOUN|Typo=Yes, Number=Sing|POS=AUX|VerbForm=Part, Case=Dat,Gen|Gender=Fem|NumType=Card|Number=Plur|POS=NUM|PronType=Tot, Definite=Ind|Gender=Fem|Number=Plur|POS=ADJ, Case=Acc,Nom|Definite=Ind|Gender=Fem|NumForm=Word|NumType=Ord|Number=Sing|POS=NUM, POS=ADV|Polarity=Neg, Definite=Ind|Degree=Pos|Gender=Fem|Number=Sing|POS=ADJ, Definite=Ind|Degree=Pos|Gender=Masc|Number=Plur|POS=NOUN, Case=Dat,Gen|Definite=Ind|Gender=Masc|Number=Sing|POS=NOUN, Case=Dat,Gen|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Acc,Nom|Definite=Def|Degree=Pos|Foreign=Yes|Gender=Fem|Number=Sing|POS=ADJ, AdpType=Prep|Case=Acc|Foreign=Yes|POS=ADP, Abbr=Yes|Number=Plur|POS=PRON, Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Ind, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|Variant=Short|VerbForm=Fin, Case=Dat,Gen|Number=Sing|POS=PRON|Person=3|PronType=Prs|Strength=Strong, POS=AUX|Person=1|Variant=Short, Mood=Sub|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Mood=Imp|Number=Sing|POS=AUX|Person=2|VerbForm=Fin, AdpType=Prep|POS=ADP, NumType=Card|POS=NUM, Definite=Def|Gender=Masc|Number=Sing|POS=NOUN, Case=Dat|Number=Plur|POS=PRON|Person=1|PronType=Prs|Strength=Strong, Definite=Ind|Gender=Fem|NumForm=Word|NumType=Ord|Number=Plur|POS=NUM, Case=Dat,Gen|Definite=Def|Degree=Cmp|Gender=Masc|Number=Plur|POS=ADJ, Case=Acc,Nom|Definite=Ind|Gender=Fem|Number=Sing|POS=PROPN, Case=Dat,Gen|Definite=Ind|Gender=Fem|NumForm=Word|NumType=Card|Number=Sing|POS=NUM, Abbr=Yes|Case=Dat,Gen|Definite=Def|Gender=Fem|Number=Sing|POS=NOUN, Gender=Masc|Number=Plur|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, Abbr=Yes|Case=Acc,Nom|Definite=Def|Gender=Fem|Number=Sing|POS=NOUN, Case=Acc,Nom|Definite=Def|Degree=Pos|Gender=Masc|Number=Plur|POS=NOUN, Abbr=Yes|Case=Acc,Nom|Definite=Def|Gender=Masc|Number=Sing|POS=NOUN, Case=Acc,Nom|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Int,Rel, Abbr=Yes|Case=Dat,Gen|Definite=Def|Gender=Masc|Number=Sing|POS=NOUN, Foreign=Yes|POS=VERB|Tense=Pres|VerbForm=Inf, Foreign=Yes|NumForm=Roman|NumType=Ord|Number=Sing|POS=NUM, Case=Dat,Gen|Number=Plur|POS=DET|Person=3|Position=Postnom|PronType=Dem, Case=Dat,Gen|Gender=Fem|Number=Sing|POS=DET|Person=3|PronType=Dem, POS=NOUN|Typo=Yes, Case=Acc,Nom|Definite=Ind|Gender=Fem|Number=Plur|POS=NOUN, Case=Acc,Nom|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Neg|Typo=Yes, Mood=Ind|POS=VERB|Person=1|Tense=Imp|Variant=Short|VerbForm=Fin, Case=Dat,Gen|Number=Sing|POS=PRON|Person=3|PronType=Prs|Strength=Weak|Variant=Short, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|Variant=Short|VerbForm=Fin, Mood=Sub|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Plur|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pqp|Variant=Short|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|Variant=Short|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pqp|VerbForm=Fin, Number=Plur|POS=PRON|Person=3|PronType=Prs|Strength=Strong, Case=Acc,Nom|Definite=Def|Foreign=Yes|Gender=Fem|Number=Sing|POS=NOUN, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pqp|Variant=Short|VerbForm=Fin, Gender=Masc|Number=Sing|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|Variant=Short|VerbForm=Fin, Degree=Pos|POS=ADV|Typo=Yes, Case=Acc,Nom|Definite=Def|Gender=Fem|Number=Sing|POS=PROPN, Gender=Fem|Number=Plur|POS=DET|PronType=Ind|Variant=Short, AdpType=Prep|Case=Acc|POS=ADP|Typo=Yes, Case=Dat,Gen|Definite=Ind|Degree=Pos|Gender=Fem|Number=Sing|POS=ADJ|Typo=Yes, Definite=Ind|Degree=Sup|Gender=Fem|Number=Plur|POS=ADJ, Case=Acc,Nom|Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art|Variant=Short, POS=AUX|Variant=Short|VerbForm=Ger
parser	ROOT, acl, advcl, advcl:tcl, advmod, advmod:tmod, amod, appos, aux, aux:pass, case, cc, cc:preconj, ccomp, ccomp:pmod, compound, conj, cop, csubj, csubj:pass, dep, det, expl, expl:impers, expl:pass, expl:poss, expl:pv, fixed, flat, goeswith, iobj, mark, nmod, nsubj, nsubj:pass, nummod, obj, obl, obl:agent, obl:pmod, obl:tmod, orphan, parataxis, punct, vocative, xcomp
ner	DATETIME, EVENT, FACILITY, GPE, LANGUAGE, LEGAL, LOC, MONEY, NAT_REL_POL, NUMERIC, ORDINAL, ORG, PERIOD, PERSON, QUANTITY, WORK_OF_ART