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es_bsc_demo_trf

Token Classification
spaCy
Spanish
Eval Results (legacy)
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Update spaCy pipeline

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  1. .gitattributes +6 -0
  2. README.md +125 -0
  3. config.cfg +264 -0
  4. es_bsc_demo_trf-any-py3-none-any.whl +3 -0
  5. lemmatizer/lookups/lookups.bin +3 -0
  6. meta.json +1132 -0
  7. morphologizer/cfg +724 -0
  8. morphologizer/model +3 -0
  9. ner/cfg +13 -0
  10. ner/model +0 -0
  11. ner/moves +1 -0
  12. parser/cfg +13 -0
  13. parser/model +3 -0
  14. parser/moves +1 -0
  15. tagger/cfg +339 -0
  16. tagger/model +3 -0
  17. textcat_multilabel/cfg +17 -0
  18. textcat_multilabel/model +3 -0
  19. tokenizer +3 -0
  20. transformer/cfg +3 -0
  21. transformer/model +3 -0
  22. vocab/key2row +1 -0
  23. vocab/lookups.bin +3 -0
  24. vocab/strings.json +0 -0
  25. vocab/vectors +0 -0
  26. vocab/vectors.cfg +3 -0
.gitattributes CHANGED
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+ es_bsc_demo_trf-any-py3-none-any.whl filter=lfs diff=lfs merge=lfs -text
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+ transformer/model filter=lfs diff=lfs merge=lfs -text
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+ parser/model filter=lfs diff=lfs merge=lfs -text
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+ textcat_multilabel/model filter=lfs diff=lfs merge=lfs -text
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+ tagger/model filter=lfs diff=lfs merge=lfs -text
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+ morphologizer/model filter=lfs diff=lfs merge=lfs -text
README.md ADDED
@@ -0,0 +1,125 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ tags:
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+ - spacy
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+ - token-classification
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+ - text-classification
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+ language:
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+ - es
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+ license: mit
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+ model-index:
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+ - name: es_bsc_demo_trf
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+ results:
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+ - task:
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+ name: NER
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+ type: token-classification
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+ metrics:
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+ - name: NER Precision
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+ type: precision
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+ value: 0.8780146802
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+ - name: NER Recall
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+ type: recall
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+ value: 0.8783216783
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+ - name: NER F Score
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+ type: f_score
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+ value: 0.8781681524
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+ - task:
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+ name: TAG
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+ type: token-classification
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+ metrics:
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+ - name: TAG (XPOS) Accuracy
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+ type: accuracy
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+ value: 0.9634184236
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+ - task:
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+ name: POS
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+ type: token-classification
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+ metrics:
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+ - name: POS (UPOS) Accuracy
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+ type: accuracy
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+ value: 0.9913932728
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+ - task:
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+ name: MORPH
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+ type: token-classification
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+ metrics:
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+ - name: Morph (UFeats) Accuracy
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+ type: accuracy
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+ value: 0.9869205345
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+ - task:
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+ name: LEMMA
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+ type: token-classification
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+ metrics:
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+ - name: Lemma Accuracy
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+ type: accuracy
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+ value: 0.9822731424
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+ - task:
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+ name: UNLABELED_DEPENDENCIES
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+ type: token-classification
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+ metrics:
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+ - name: Unlabeled Attachment Score (UAS)
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+ type: f_score
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+ value: 0.9363091301
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+ - task:
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+ name: LABELED_DEPENDENCIES
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+ type: token-classification
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+ metrics:
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+ - name: Labeled Attachment Score (LAS)
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+ type: f_score
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+ value: 0.9155384862
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+ - task:
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+ name: SENTS
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+ type: token-classification
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+ metrics:
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+ - name: Sentences F-Score
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+ type: f_score
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+ value: 0.9633853541
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+ ---
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+ Spanish transformer-based (PlanTL-GOB-ES/roberta-base-bne) Spacy pipeline by BSC. Components: transformer, morphologizer, parser, ner, lemmatizer, text classification.
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+
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+ | Feature | Description |
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+ | --- | --- |
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+ | **Name** | `es_bsc_demo_trf` |
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+ | **Version** | `3.4.0` |
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+ | **spaCy** | `>=3.4.1,<3.5.0` |
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+ | **Default Pipeline** | `transformer`, `tagger`, `morphologizer`, `lemmatizer`, `parser`, `ner` |
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+ | **Components** | `transformer`, `tagger`, `morphologizer`, `lemmatizer`, `parser`, `ner` |
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+ | **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
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+ | **Sources** | n/a |
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+ | **License** | `Apache License, Version 2.0` |
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+ | **Author** | [Text Mining Unit (TeMU) at the Barcelona Supercomputing Center (bsc-temu@bsc.es)](https://huggingface.co/PlanTL-GOB-ES/es_bsc_es_trf) |
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+
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+ ### Label Scheme
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+
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+ <details>
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+
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+ <summary>View label scheme (727 labels for 5 components)</summary>
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+
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+ | Component | Labels |
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+ | --- | --- |
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+ | **`transformer`** | `PlanTL-GOB-ES/roberta-base-bne` |
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+ | **`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` |
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+ | **`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` |
100
+ | **`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` |
101
+ | **`ner`** | `LOC`, `MISC`, `ORG`, `PER` |
102
+
103
+ </details>
104
+
105
+ ### Accuracy
106
+
107
+ | Type | Score |
108
+ | --- | --- |
109
+ | `TAG_ACC` | 96.34 |
110
+ | `POS_ACC` | 99.14 |
111
+ | `MORPH_ACC` | 98.69 |
112
+ | `LEMMA_ACC` | 98.23 |
113
+ | `DEP_UAS` | 93.63 |
114
+ | `DEP_LAS` | 91.55 |
115
+ | `SENTS_P` | 95.31 |
116
+ | `SENTS_R` | 97.39 |
117
+ | `SENTS_F` | 96.34 |
118
+ | `ENTS_F` | 87.82 |
119
+ | `ENTS_P` | 87.80 |
120
+ | `ENTS_R` | 87.83 |
121
+ | `TRANSFORMER_LOSS` | 551584.93 |
122
+ | `TAGGER_LOSS` | 37731.60 |
123
+ | `MORPHOLOGIZER_LOSS` | 26896.96 |
124
+ | `PARSER_LOSS` | 476288.23 |
125
+ | `NER_LOSS` | 8609.15 |
config.cfg ADDED
@@ -0,0 +1,264 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [paths]
2
+ train = "corpus/ANCORA_es/train.spacy"
3
+ dev = "corpus/ANCORA_es/dev.spacy"
4
+ vectors = null
5
+ init_tok2vec = null
6
+
7
+ [system]
8
+ gpu_allocator = "pytorch"
9
+ seed = 0
10
+
11
+ [nlp]
12
+ lang = "es"
13
+ pipeline = ["transformer","tagger","morphologizer","lemmatizer","parser","ner","textcat_multilabel"]
14
+ batch_size = 16
15
+ disabled = []
16
+ before_creation = null
17
+ after_creation = null
18
+ after_pipeline_creation = null
19
+ tokenizer = {"@tokenizers":"spacy.Tokenizer.v1"}
20
+
21
+ [components]
22
+
23
+ [components.lemmatizer]
24
+ factory = "lemmatizer"
25
+ mode = "rule"
26
+ model = null
27
+ overwrite = false
28
+ scorer = {"@scorers":"spacy.lemmatizer_scorer.v1"}
29
+
30
+ [components.morphologizer]
31
+ factory = "morphologizer"
32
+ extend = false
33
+ overwrite = true
34
+ scorer = {"@scorers":"spacy.morphologizer_scorer.v1"}
35
+
36
+ [components.morphologizer.model]
37
+ @architectures = "spacy.Tagger.v2"
38
+ nO = null
39
+ normalize = false
40
+
41
+ [components.morphologizer.model.tok2vec]
42
+ @architectures = "spacy-transformers.TransformerListener.v1"
43
+ grad_factor = 1.0
44
+ pooling = {"@layers":"reduce_mean.v1"}
45
+ upstream = "*"
46
+
47
+ [components.ner]
48
+ factory = "ner"
49
+ incorrect_spans_key = null
50
+ moves = null
51
+ scorer = {"@scorers":"spacy.ner_scorer.v1"}
52
+ update_with_oracle_cut_size = 100
53
+
54
+ [components.ner.model]
55
+ @architectures = "spacy.TransitionBasedParser.v2"
56
+ state_type = "ner"
57
+ extra_state_tokens = false
58
+ hidden_width = 64
59
+ maxout_pieces = 2
60
+ use_upper = false
61
+ nO = null
62
+
63
+ [components.ner.model.tok2vec]
64
+ @architectures = "spacy-transformers.TransformerListener.v1"
65
+ grad_factor = 1.0
66
+ pooling = {"@layers":"reduce_mean.v1"}
67
+ upstream = "*"
68
+
69
+ [components.parser]
70
+ factory = "parser"
71
+ learn_tokens = false
72
+ min_action_freq = 30
73
+ moves = null
74
+ scorer = {"@scorers":"spacy.parser_scorer.v1"}
75
+ update_with_oracle_cut_size = 100
76
+
77
+ [components.parser.model]
78
+ @architectures = "spacy.TransitionBasedParser.v2"
79
+ state_type = "parser"
80
+ extra_state_tokens = false
81
+ hidden_width = 128
82
+ maxout_pieces = 3
83
+ use_upper = false
84
+ nO = null
85
+
86
+ [components.parser.model.tok2vec]
87
+ @architectures = "spacy-transformers.TransformerListener.v1"
88
+ grad_factor = 1.0
89
+ pooling = {"@layers":"reduce_mean.v1"}
90
+ upstream = "*"
91
+
92
+ [components.tagger]
93
+ factory = "tagger"
94
+ neg_prefix = "!"
95
+ overwrite = false
96
+ scorer = {"@scorers":"spacy.tagger_scorer.v1"}
97
+
98
+ [components.tagger.model]
99
+ @architectures = "spacy.Tagger.v2"
100
+ nO = null
101
+ normalize = false
102
+
103
+ [components.tagger.model.tok2vec]
104
+ @architectures = "spacy-transformers.TransformerListener.v1"
105
+ grad_factor = 1.0
106
+ pooling = {"@layers":"reduce_mean.v1"}
107
+ upstream = "*"
108
+
109
+ [components.textcat_multilabel]
110
+ factory = "textcat_multilabel"
111
+ scorer = {"@scorers":"spacy.textcat_multilabel_scorer.v1"}
112
+ threshold = 0.5
113
+
114
+ [components.textcat_multilabel.model]
115
+ @architectures = "spacy.TextCatEnsemble.v2"
116
+ nO = null
117
+
118
+ [components.textcat_multilabel.model.linear_model]
119
+ @architectures = "spacy.TextCatBOW.v1"
120
+ exclusive_classes = false
121
+ ngram_size = 1
122
+ no_output_layer = false
123
+ nO = null
124
+
125
+ [components.textcat_multilabel.model.tok2vec]
126
+ @architectures = "spacy.Tok2Vec.v2"
127
+
128
+ [components.textcat_multilabel.model.tok2vec.embed]
129
+ @architectures = "spacy.MultiHashEmbed.v1"
130
+ width = 64
131
+ rows = [2000,2000,1000,1000,1000,1000]
132
+ attrs = ["ORTH","LOWER","PREFIX","SUFFIX","SHAPE","ID"]
133
+ include_static_vectors = false
134
+
135
+ [components.textcat_multilabel.model.tok2vec.encode]
136
+ @architectures = "spacy.MaxoutWindowEncoder.v2"
137
+ width = 64
138
+ window_size = 1
139
+ maxout_pieces = 3
140
+ depth = 2
141
+
142
+ [components.transformer]
143
+ factory = "transformer"
144
+ max_batch_items = 4096
145
+ set_extra_annotations = {"@annotation_setters":"spacy-transformers.null_annotation_setter.v1"}
146
+
147
+ [components.transformer.model]
148
+ @architectures = "spacy-transformers.TransformerModel.v3"
149
+ name = "PlanTL-GOB-ES/roberta-base-bne"
150
+ mixed_precision = false
151
+
152
+ [components.transformer.model.get_spans]
153
+ @span_getters = "spacy-transformers.strided_spans.v1"
154
+ window = 128
155
+ stride = 96
156
+
157
+ [components.transformer.model.grad_scaler_config]
158
+
159
+ [components.transformer.model.tokenizer_config]
160
+ use_fast = true
161
+
162
+ [components.transformer.model.transformer_config]
163
+
164
+ [corpora]
165
+
166
+ [corpora.dev]
167
+ @readers = "spacy.Corpus.v1"
168
+ path = ${paths.dev}
169
+ max_length = 0
170
+ gold_preproc = false
171
+ limit = 0
172
+ augmenter = null
173
+
174
+ [corpora.train]
175
+ @readers = "spacy.Corpus.v1"
176
+ path = ${paths.train}
177
+ max_length = 0
178
+ gold_preproc = false
179
+ limit = 0
180
+ augmenter = null
181
+
182
+ [training]
183
+ accumulate_gradient = 3
184
+ dev_corpus = "corpora.dev"
185
+ train_corpus = "corpora.train"
186
+ seed = ${system.seed}
187
+ gpu_allocator = ${system.gpu_allocator}
188
+ dropout = 0.1
189
+ patience = 1600
190
+ max_epochs = 0
191
+ max_steps = 25000
192
+ eval_frequency = 200
193
+ frozen_components = []
194
+ annotating_components = []
195
+ before_to_disk = null
196
+
197
+ [training.batcher]
198
+ @batchers = "spacy.batch_by_padded.v1"
199
+ discard_oversize = true
200
+ size = 1000
201
+ buffer = 512
202
+ get_length = null
203
+
204
+ [training.logger]
205
+ @loggers = "spacy.ConsoleLogger.v1"
206
+ progress_bar = false
207
+
208
+ [training.optimizer]
209
+ @optimizers = "Adam.v1"
210
+ beta1 = 0.9
211
+ beta2 = 0.999
212
+ L2_is_weight_decay = true
213
+ L2 = 0.01
214
+ grad_clip = 1.0
215
+ use_averages = false
216
+ eps = 0.00000001
217
+
218
+ [training.optimizer.learn_rate]
219
+ @schedules = "warmup_linear.v1"
220
+ warmup_steps = 250
221
+ total_steps = 20000
222
+ initial_rate = 0.00005
223
+
224
+ [training.score_weights]
225
+ tag_acc = 0.1
226
+ pos_acc = 0.05
227
+ morph_acc = 0.05
228
+ morph_per_feat = null
229
+ lemma_acc = 0.1
230
+ dep_uas = 0.05
231
+ dep_las = 0.05
232
+ dep_las_per_type = null
233
+ sents_p = null
234
+ sents_r = null
235
+ sents_f = 0.0
236
+ ents_f = 0.1
237
+ ents_p = 0.0
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+ ents_r = 0.0
239
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+ cats_score = 0.5
241
+ cats_score_desc = null
242
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243
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244
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245
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+ cats_macro_f = null
248
+ cats_macro_auc = null
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+ cats_f_per_type = null
250
+ cats_macro_auc_per_type = null
251
+
252
+ [pretraining]
253
+
254
+ [initialize]
255
+ vectors = ${paths.vectors}
256
+ init_tok2vec = ${paths.init_tok2vec}
257
+ vocab_data = null
258
+ lookups = null
259
+ before_init = null
260
+ after_init = null
261
+
262
+ [initialize.components]
263
+
264
+ [initialize.tokenizer]
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+ size 458889774
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1
+ {
2
+ "lang":"es",
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+ "name":"bsc_demo_trf",
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+ "version":"3.4.0",
5
+ "description":"Spanish transformer-based (PlanTL-GOB-ES/roberta-base-bne) Spacy pipeline by BSC. Components: transformer, morphologizer, parser, ner, lemmatizer, text classification.",
6
+ "author":"Text Mining Unit (TeMU) at the Barcelona Supercomputing Center (bsc-temu@bsc.es)",
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+ "email":"For further information, send an email to plantl-gob-es@bsc.es",
8
+ "url":"https://huggingface.co/PlanTL-GOB-ES/es_bsc_es_trf",
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+ "w",
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+ "Gender=Fem|Number=Plur|POS=NOUN",
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+ "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin",
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+ "Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art",
375
+ "POS=PUNCT|PunctType=Peri",
376
+ "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin",
377
+ "Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art",
378
+ "Case=Acc|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes",
379
+ "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
380
+ "Number=Plur|POS=ADJ",
381
+ "Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs",
382
+ "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
383
+ "Number=Sing|POS=ADJ",
384
+ "POS=PRON|PronType=Int,Rel",
385
+ "Number=Sing|POS=DET|PronType=Tot",
386
+ "Gender=Fem|Number=Sing|POS=NOUN",
387
+ "Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art",
388
+ "Gender=Masc|Number=Sing|POS=ADJ",
389
+ "POS=SCONJ",
390
+ "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
391
+ "Number=Plur|POS=NOUN",
392
+ "POS=AUX|VerbForm=Inf",
393
+ "POS=VERB|VerbForm=Inf",
394
+ "Gender=Masc|Number=Plur|POS=PRON|PronType=Ind",
395
+ "Gender=Masc|Number=Plur|POS=DET|PronType=Ind",
396
+ "Gender=Fem|Number=Sing|POS=DET|PronType=Dem",
397
+ "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art",
398
+ "Gender=Fem|Number=Sing|POS=ADJ|VerbForm=Part",
399
+ "Gender=Fem|Number=Sing|POS=ADJ",
400
+ "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
401
+ "POS=PUNCT|PunctType=Quot",
402
+ "POS=ADV|Polarity=Neg",
403
+ "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
404
+ "POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes",
405
+ "NumType=Card|Number=Plur|POS=NUM",
406
+ "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin",
407
+ "Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part",
408
+ "Number=Sing|POS=PRON|PronType=Int,Rel",
409
+ "Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part",
410
+ "Gender=Fem|Number=Plur|POS=DET|PronType=Tot",
411
+ "Gender=Fem|Number=Plur|POS=ADJ",
412
+ "Case=Acc,Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
413
+ "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
414
+ "Definite=Ind|Gender=Fem|Number=Plur|POS=DET|PronType=Art",
415
+ "Case=Acc,Nom|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs",
416
+ "Gender=Masc|Number=Sing|POS=DET|PronType=Dem",
417
+ "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
418
+ "Case=Acc|Definite=Def|Gender=Masc|Number=Sing|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs",
419
+ "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
420
+ "POS=VERB|VerbForm=Ger",
421
+ "Degree=Cmp|POS=ADV",
422
+ "Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs",
423
+ "Gender=Masc|Number=Plur|POS=ADJ|VerbForm=Part",
424
+ "Gender=Masc|Number=Plur|POS=DET|PronType=Dem",
425
+ "Gender=Masc|Number=Plur|POS=ADJ",
426
+ "Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ",
427
+ "Gender=Fem|Number=Sing|POS=PRON|PronType=Dem",
428
+ "AdvType=Tim|POS=NOUN",
429
+ "Number=Sing|POS=NOUN",
430
+ "Gender=Fem|Number=Sing|POS=PRON|PronType=Ind",
431
+ "Mood=Cnd|Number=Sing|POS=VERB|Person=1|VerbForm=Fin",
432
+ "Gender=Masc|Number=Sing|POS=ADJ|VerbForm=Part",
433
+ "NumType=Card|POS=NUM",
434
+ "Gender=Masc|Number=Sing|POS=DET|PronType=Tot",
435
+ "Number=Plur|POS=PRON|PronType=Ind",
436
+ "Gender=Fem|Number=Plur|POS=ADJ|VerbForm=Part",
437
+ "Gender=Masc|Number=Sing|POS=DET|PronType=Ind",
438
+ "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin",
439
+ "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin",
440
+ "Number=Plur|POS=PRON|PronType=Int,Rel",
441
+ "Case=Dat|Number=Sing|POS=PRON|Person=3|PronType=Prs",
442
+ "POS=PART",
443
+ "Degree=Cmp|Number=Sing|POS=ADJ",
444
+ "Gender=Fem|Number=Sing|POS=DET|PronType=Ind",
445
+ "Number=Sing|POS=DET|PronType=Ind",
446
+ "Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Ind",
447
+ "Mood=Cnd|Number=Plur|POS=AUX|Person=3|VerbForm=Fin",
448
+ "NumForm=Digit|POS=SYM",
449
+ "Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin",
450
+ "Gender=Fem|Number=Plur|POS=PRON|PronType=Dem",
451
+ "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin",
452
+ "AdvType=Tim|POS=ADJ",
453
+ "Mood=Cnd|Number=Sing|POS=AUX|Person=1|VerbForm=Fin",
454
+ "POS=PUNCT|PunctSide=Ini|PunctType=Brck",
455
+ "POS=PUNCT|PunctSide=Fin|PunctType=Brck",
456
+ "Gender=Fem|Number=Plur|POS=DET|PronType=Ind",
457
+ "NumForm=Digit|NumType=Frac|POS=NUM",
458
+ "Gender=Fem|Number=Sing|POS=PRON|Poss=Yes|PronType=Int,Rel",
459
+ "POS=PUNCT",
460
+ "POS=ADJ",
461
+ "Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
462
+ "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin",
463
+ "Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs",
464
+ "Gender=Fem|Number=Plur|POS=DET|PronType=Dem",
465
+ "Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Dem",
466
+ "Gender=Masc|Number=Plur|POS=PRON|PronType=Tot",
467
+ "POS=PRON|PronType=Ind",
468
+ "Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs",
469
+ "Gender=Fem|NumType=Ord|Number=Plur|POS=ADJ",
470
+ "Number=Plur|POS=DET|PronType=Ind",
471
+ "Number=Plur|POS=DET|PronType=Dem",
472
+ "Degree=Sup|Gender=Masc|Number=Plur|POS=ADJ",
473
+ "Gender=Masc|Number=Sing|POS=PRON|PronType=Ind",
474
+ "Number=Sing|POS=PRON|PronType=Dem",
475
+ "Gender=Fem|Number=Plur|POS=PRON|PronType=Ind",
476
+ "Gender=Masc|Number=Plur|POS=DET|PronType=Tot",
477
+ "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin",
478
+ "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin",
479
+ "Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part",
480
+ "Gender=Masc|NumType=Ord|Number=Sing|POS=ADJ",
481
+ "Gender=Masc|NumType=Ord|Number=Plur|POS=ADJ",
482
+ "Gender=Masc|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part",
483
+ "Case=Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes",
484
+ "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
485
+ "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
486
+ "Degree=Cmp|Number=Plur|POS=ADJ",
487
+ "POS=AUX|VerbForm=Ger",
488
+ "Gender=Fem|POS=NOUN",
489
+ "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin",
490
+ "Gender=Masc|Number=Sing|POS=PRON|Poss=Yes|PronType=Int,Rel",
491
+ "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin",
492
+ "Gender=Fem|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs",
493
+ "Case=Dat|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs",
494
+ "Definite=Ind|Gender=Masc|Number=Plur|POS=DET|PronType=Art",
495
+ "POS=PUNCT|PunctType=Colo",
496
+ "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
497
+ "Mood=Imp|Number=Plur|POS=VERB|Person=3|VerbForm=Fin",
498
+ "Gender=Fem|Number=Sing|POS=DET|PronType=Neg",
499
+ "Gender=Masc|Number=Sing|POS=PRON|PronType=Dem",
500
+ "Case=Acc|Gender=Masc|Number=Plur|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs",
501
+ "Case=Acc|Gender=Fem|Number=Plur|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs",
502
+ "Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part",
503
+ "Number=Sing|POS=PRON|PronType=Neg",
504
+ "POS=PUNCT|PunctType=Semi",
505
+ "Case=Dat|Number=Plur|POS=PRON|Person=3|PronType=Prs",
506
+ "Number=Sing|POS=PRON|PronType=Ind",
507
+ "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin",
508
+ "Case=Acc,Nom|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs",
509
+ "POS=INTJ",
510
+ "Gender=Masc|NumType=Card|Number=Sing|POS=PRON|PronType=Dem",
511
+ "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin",
512
+ "Degree=Sup|Gender=Masc|Number=Sing|POS=ADJ",
513
+ "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
514
+ "Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs",
515
+ "POS=PUNCT|PunctType=Dash",
516
+ "Case=Acc|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs",
517
+ "Mood=Cnd|Number=Plur|POS=VERB|Person=1|VerbForm=Fin",
518
+ "Gender=Masc|Number=Sing|POS=DET|PronType=Neg",
519
+ "Gender=Fem|NumType=Card|Number=Plur|POS=NUM",
520
+ "Gender=Masc|Number=Sing|POS=PRON|PronType=Tot",
521
+ "Gender=Masc|NumType=Card|Number=Plur|POS=NUM",
522
+ "Gender=Masc|POS=NOUN",
523
+ "Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Ind",
524
+ "Gender=Fem|NumType=Card|Number=Plur|POS=DET|PronType=Ind",
525
+ "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin",
526
+ "POS=NOUN|VerbForm=Inf",
527
+ "Case=Dat|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes",
528
+ "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin",
529
+ "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin",
530
+ "Gender=Masc|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs",
531
+ "Gender=Masc|NumType=Card|Number=Sing|POS=NUM",
532
+ "Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin",
533
+ "Gender=Masc|Number=Plur|POS=PRON|Poss=Yes|PronType=Int,Rel",
534
+ "Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Dem",
535
+ "Mood=Imp|Number=Sing|POS=VERB|Person=3|VerbForm=Fin",
536
+ "Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
537
+ "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin",
538
+ "Gender=Masc|Number=Sing|POS=PRON|PronType=Neg",
539
+ "Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs",
540
+ "Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs",
541
+ "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Past|VerbForm=Fin",
542
+ "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Past|VerbForm=Fin",
543
+ "Degree=Abs|Gender=Masc|Number=Sing|POS=ADJ",
544
+ "Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs",
545
+ "Case=Acc,Nom|Gender=Masc|Number=Plur|POS=PRON|Person=1|PronType=Prs",
546
+ "Mood=Imp|Number=Sing|POS=AUX|Person=3|VerbForm=Fin",
547
+ "Case=Acc|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes",
548
+ "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
549
+ "Gender=Masc|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs",
550
+ "Gender=Fem|Number=Sing|POS=DET|PronType=Tot",
551
+ "POS=DET|PronType=Ind",
552
+ "POS=DET|PronType=Int,Rel",
553
+ "AdvType=Tim|POS=ADV",
554
+ "Mood=Cnd|Number=Sing|POS=AUX|Person=3|VerbForm=Fin",
555
+ "POS=PUNCT|PunctSide=Ini|PunctType=Qest",
556
+ "POS=PUNCT|PunctSide=Fin|PunctType=Qest",
557
+ "Case=Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs",
558
+ "Number=Plur|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs",
559
+ "Gender=Masc|NumType=Card|Number=Sing|POS=DET|PronType=Ind",
560
+ "Mood=Cnd|Number=Plur|POS=VERB|Person=3|VerbForm=Fin",
561
+ "Degree=Abs|Gender=Fem|Number=Sing|POS=ADJ",
562
+ "Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin",
563
+ "Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes",
564
+ "POS=PUNCT|PunctSide=Ini|PunctType=Excl",
565
+ "POS=PUNCT|PunctSide=Fin|PunctType=Excl",
566
+ "Mood=Cnd|Number=Sing|POS=VERB|Person=3|VerbForm=Fin",
567
+ "Gender=Fem|Number=Sing|POS=PRON|PronType=Tot",
568
+ "Gender=Masc|Number=Plur|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs",
569
+ "Mood=Imp|Number=Plur|POS=VERB|Person=1|VerbForm=Fin",
570
+ "Gender=Masc|NumType=Card|Number=Plur|POS=PRON|PronType=Ind",
571
+ "Gender=Masc|NumType=Card|Number=Sing|POS=PRON|PronType=Ind",
572
+ "Gender=Masc|Number=Plur|POS=PRON|PronType=Dem",
573
+ "Degree=Abs|Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Ind",
574
+ "Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Pre|PronType=Prs",
575
+ "Definite=Ind|Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Art",
576
+ "Gender=Fem|NumType=Card|Number=Sing|POS=NUM",
577
+ "Case=Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes",
578
+ "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin",
579
+ "Gender=Fem|Number=Plur|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs",
580
+ "POS=SCONJ|PronType=Int,Rel",
581
+ "Case=Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs",
582
+ "Case=Acc|POS=PRON|Person=3|PrepCase=Pre|PronType=Prs|Reflex=Yes",
583
+ "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin",
584
+ "NumType=Card|Number=Sing|POS=DET|PronType=Ind",
585
+ "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin",
586
+ "Case=Acc|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs",
587
+ "Case=Acc,Nom|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs",
588
+ "Number=Sing|POS=DET|PronType=Dem",
589
+ "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin",
590
+ "Gender=Fem|Number=Sing|POS=PRON|PronType=Neg",
591
+ "Degree=Sup|Gender=Fem|Number=Sing|POS=ADJ",
592
+ "Case=Nom|Number=Sing|POS=PRON|Person=2|PronType=Prs",
593
+ "Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs",
594
+ "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin",
595
+ "Gender=Masc|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Ind",
596
+ "Case=Acc,Nom|Number=Sing|POS=PRON|Person=2|Polite=Form|PronType=Prs",
597
+ "Gender=Masc|NumType=Card|Number=Sing|POS=PRON|PronType=Int,Rel",
598
+ "Gender=Fem|NumType=Card|Number=Plur|POS=PRON|PronType=Ind",
599
+ "Case=Acc,Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes",
600
+ "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin",
601
+ "Case=Dat|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs",
602
+ "Mood=Cnd|Number=Sing|POS=VERB|Person=2|VerbForm=Fin",
603
+ "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin",
604
+ "Mood=Cnd|Number=Plur|POS=AUX|Person=1|VerbForm=Fin",
605
+ "NumType=Card|Number=Plur|POS=PRON|PronType=Ind",
606
+ "Gender=Masc|NumType=Card|Number=Sing|POS=DET|PronType=Dem",
607
+ "Degree=Abs|Gender=Masc|Number=Sing|POS=DET|PronType=Ind",
608
+ "Gender=Fem|Number=Plur|POS=PRON|Poss=Yes|PronType=Int,Rel",
609
+ "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Past|VerbForm=Fin",
610
+ "Case=Acc,Nom|Number=Plur|POS=PRON|Person=2|Polite=Form|PronType=Prs",
611
+ "Mood=Imp|Number=Sing|POS=AUX|Person=2|VerbForm=Fin",
612
+ "Gender=Fem|Number=Sing|Number[psor]=Sing|POS=PRON|Person=2|Poss=Yes|PronType=Ind",
613
+ "NumType=Card|Number=Sing|POS=NUM",
614
+ "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Past|VerbForm=Fin",
615
+ "Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Imp|VerbForm=Fin",
616
+ "Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin",
617
+ "Case=Com|Number=Sing|POS=PRON|Person=2|PrepCase=Pre|PronType=Prs",
618
+ "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Imp|VerbForm=Fin",
619
+ "Case=Acc|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes",
620
+ "Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes",
621
+ "Case=Acc|Number=Sing|POS=PRON|Person=2|PrepCase=Pre|PronType=Prs",
622
+ "Mood=Cnd|Number=Sing|POS=AUX|Person=2|VerbForm=Fin",
623
+ "Mood=Sub|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin",
624
+ "Number=Sing|POS=NOUN|VerbForm=Fin",
625
+ "Case=Dat|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes",
626
+ "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin",
627
+ "Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Int,Rel",
628
+ "Mood=Sub|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin",
629
+ "Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Fut|VerbForm=Fin",
630
+ "Gender=Fem|Number=Plur|POS=PRON|PronType=Tot",
631
+ "Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Int,Rel",
632
+ "POS=SYM",
633
+ "Number=Sing|POS=VERB|VerbForm=Fin",
634
+ "POS=VERB|VerbForm=Fin",
635
+ "Degree=Abs|Gender=Masc|Number=Plur|POS=ADJ",
636
+ "Degree=Abs|Gender=Fem|Number=Plur|POS=ADJ",
637
+ "Gender=Masc|Number=Sing|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs",
638
+ "Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin",
639
+ "Gender=Fem|NumType=Card|Number=Plur|POS=DET|PronType=Dem",
640
+ "Definite=Ind|Gender=Masc|NumType=Card|Number=Sing|POS=DET|PronType=Art",
641
+ "Degree=Sup|Gender=Fem|Number=Plur|POS=ADJ",
642
+ "Number=Plur|POS=PRON|PronType=Dem",
643
+ "Case=Acc,Dat|Gender=Masc|Number=Plur|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs",
644
+ "Gender=Masc|Number=Sing|POS=AUX|VerbForm=Fin",
645
+ "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Past|VerbForm=Fin",
646
+ "Gender=Masc|NumType=Card|Number=Sing|POS=DET|PronType=Int,Rel",
647
+ "Gender=Masc|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs",
648
+ "Gender=Masc|NumType=Card|Number=Plur|POS=PRON|PronType=Int,Rel",
649
+ "Gender=Masc|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs",
650
+ "Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes",
651
+ "Mood=Ind|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
652
+ "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin",
653
+ "Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs",
654
+ "Gender=Fem|NumType=Card|Number=Sing|POS=PRON|PronType=Ind",
655
+ "Definite=Def|Foreign=Yes|POS=DET|PronType=Art",
656
+ "Case=Com|POS=PRON|Person=3|PrepCase=Pre|PronType=Prs|Reflex=Yes",
657
+ "Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes",
658
+ "Case=Dat|Number=Plur|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs",
659
+ "Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
660
+ "NumForm=Digit|NumType=Frac|POS=SYM",
661
+ "Gender=Masc|NumType=Card|Number=Plur|POS=PRON|PronType=Dem",
662
+ "Gender=Fem|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs",
663
+ "Mood=Sub|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin",
664
+ "Case=Acc|Gender=Masc|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes",
665
+ "NumType=Card|Number=Plur|POS=DET|PronType=Ind",
666
+ "Gender=Fem|Number=Sing|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs",
667
+ "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|Typo=Yes|VerbForm=Fin",
668
+ "Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
669
+ "Gender=Fem|Number=Plur|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs",
670
+ "Number=Sing|POS=PRON|PronType=Tot",
671
+ "AdvType=Tim|Gender=Masc|Number=Sing|POS=NOUN",
672
+ "POS=AUX|VerbForm=Fin",
673
+ "Gender=Fem|NumType=Card|Number=Plur|POS=PRON|PronType=Int,Rel",
674
+ "Gender=Fem|Number=Sing|Number[psor]=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Ind",
675
+ "Case=Dat|Number=Plur|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes",
676
+ "Gender=Fem|Number=Sing|Number[psor]=Plur|POS=DET|Person=2|Poss=Yes|PronType=Prs",
677
+ "Case=Acc|Number=Plur|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs",
678
+ "Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin",
679
+ "POS=PRON|PronType=Dem",
680
+ "Gender=Masc|Number=Plur|POS=DET|PronType=Art",
681
+ "Foreign=Yes|POS=X",
682
+ "Degree=Abs|Gender=Masc|NumType=Card|Number=Plur|POS=PRON|PronType=Ind",
683
+ "Gender=Fem|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Ind",
684
+ "Definite=Def|Foreign=Yes|Gender=Fem|Number=Sing|POS=DET|PronType=Art",
685
+ "Foreign=Yes|POS=NOUN",
686
+ "Foreign=Yes|POS=ADP",
687
+ "Foreign=Yes|POS=CCONJ",
688
+ "Foreign=Yes|POS=PROPN",
689
+ "Case=Com|Number=Sing|POS=PRON|Person=1|PrepCase=Pre|PronType=Prs",
690
+ "Gender=Fem|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs",
691
+ "Gender=Masc|Number=Sing|Number[psor]=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Ind",
692
+ "Gender=Masc|Number=Sing|POS=NOUN|VerbForm=Part",
693
+ "Case=Com|POS=PRON|Person=3|PronType=Prs|Reflex=Yes",
694
+ "Gender=Fem|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Ind",
695
+ "Case=Acc,Dat|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs",
696
+ "Gender=Masc|Number=Plur|POS=PRON|Person=2|Poss=Yes|PronType=Ind",
697
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698
+ "Gender=Fem|NumType=Card|Number=Sing|POS=PRON|PronType=Dem",
699
+ "Number=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs",
700
+ "Gender=Masc|POS=ADJ",
701
+ "Gender=Fem|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs",
702
+ "Mood=Imp|Number=Plur|POS=VERB|Person=2|VerbForm=Fin",
703
+ "Gender=Fem|Number=Plur|Number[psor]=Plur|POS=DET|Person=2|Poss=Yes|PronType=Prs",
704
+ "POS=X",
705
+ "Gender=Masc|Number=Sing|Number[psor]=Sing|POS=PRON|Person=2|Poss=Yes|PronType=Ind",
706
+ "Gender=Fem|Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs",
707
+ "Number=Plur|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs",
708
+ "Degree=Cmp|POS=ADJ",
709
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710
+ "Case=Acc,Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs",
711
+ "Gender=Masc|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Ind",
712
+ "POS=NOUN|PunctType=Comm",
713
+ "POS=PRON|PronType=Neg",
714
+ "Case=Acc,Dat|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs",
715
+ "Gender=Fem|Number=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Prs"
716
+ ],
717
+ "lemmatizer":[
718
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719
+ ],
720
+ "parser":[
721
+ "ROOT",
722
+ "acl",
723
+ "advcl",
724
+ "advmod",
725
+ "amod",
726
+ "appos",
727
+ "aux",
728
+ "case",
729
+ "cc",
730
+ "ccomp",
731
+ "compound",
732
+ "conj",
733
+ "cop",
734
+ "csubj",
735
+ "dep",
736
+ "det",
737
+ "expl:impers",
738
+ "expl:pass",
739
+ "expl:pv",
740
+ "fixed",
741
+ "flat",
742
+ "iobj",
743
+ "mark",
744
+ "nmod",
745
+ "nsubj",
746
+ "nummod",
747
+ "obj",
748
+ "obl",
749
+ "parataxis",
750
+ "punct",
751
+ "xcomp"
752
+ ],
753
+ "ner":[
754
+ "LOC",
755
+ "MISC",
756
+ "ORG",
757
+ "PER"
758
+ ],
759
+ "textcat_multilabel":[
760
+ "Econom\u00eda",
761
+ "Entretenimiento",
762
+ "Historia",
763
+ "Humanidades",
764
+ "Derecho",
765
+ "Matem\u00e1ticas",
766
+ "M\u00fasica",
767
+ "Filosof\u00eda",
768
+ "Pol\u00edtica",
769
+ "Religi\u00f3n",
770
+ "Deporte",
771
+ "Ciencia_y_Tecnolog\u00eda"
772
+ ]
773
+ },
774
+ "pipeline":[
775
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776
+ "tagger",
777
+ "morphologizer",
778
+ "lemmatizer",
779
+ "parser",
780
+ "ner",
781
+ "textcat_multilabel"
782
+ ],
783
+ "components":[
784
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785
+ "tagger",
786
+ "morphologizer",
787
+ "lemmatizer",
788
+ "parser",
789
+ "ner",
790
+ "textcat_multilabel"
791
+ ],
792
+ "disabled":[
793
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794
+ ],
795
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+ "cats_auc_per_type":{
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1124
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+ "ner_loss":86.0915327399
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+ },
1129
+ "requirements":[
1130
+ "spacy-transformers>=1.1.8,<1.2.0"
1131
+ ]
1132
+ }
morphologizer/cfg ADDED
@@ -0,0 +1,724 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "extend":false,
3
+ "labels_morph":{
4
+ "Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art":"Definite=Def|Gender=Fem|Number=Plur|PronType=Art",
5
+ "Gender=Fem|Number=Plur|POS=NOUN":"Gender=Fem|Number=Plur",
6
+ "POS=ADP":"",
7
+ "Gender=Masc|Number=Sing|POS=NOUN":"Gender=Masc|Number=Sing",
8
+ "POS=CCONJ":"",
9
+ "POS=PROPN":"",
10
+ "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin",
11
+ "NumForm=Digit|NumType=Card|POS=NUM":"NumForm=Digit|NumType=Card",
12
+ "Gender=Masc|Number=Plur|POS=NOUN":"Gender=Masc|Number=Plur",
13
+ "NumForm=Digit|POS=NOUN":"NumForm=Digit",
14
+ "Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art":"Definite=Def|Gender=Masc|Number=Sing|PronType=Art",
15
+ "POS=NOUN":"",
16
+ "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Imp|VerbForm=Fin",
17
+ "POS=PUNCT|PunctType=Comm":"PunctType=Comm",
18
+ "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
19
+ "POS=ADV":"",
20
+ "Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art":"Definite=Ind|Gender=Masc|Number=Sing|PronType=Art",
21
+ "POS=PUNCT|PunctType=Peri":"PunctType=Peri",
22
+ "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Imp|VerbForm=Fin",
23
+ "Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art":"Definite=Def|Gender=Masc|Number=Plur|PronType=Art",
24
+ "Case=Acc|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes":"Case=Acc|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes",
25
+ "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
26
+ "Number=Plur|POS=ADJ":"Number=Plur",
27
+ "Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs":"Number=Sing|Person=3|Poss=Yes|PronType=Prs",
28
+ "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
29
+ "Number=Sing|POS=ADJ":"Number=Sing",
30
+ "POS=PRON|PronType=Int,Rel":"PronType=Int,Rel",
31
+ "Number=Sing|POS=DET|PronType=Tot":"Number=Sing|PronType=Tot",
32
+ "Gender=Fem|Number=Sing|POS=NOUN":"Gender=Fem|Number=Sing",
33
+ "Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art":"Definite=Def|Gender=Fem|Number=Sing|PronType=Art",
34
+ "Gender=Masc|Number=Sing|POS=ADJ":"Gender=Masc|Number=Sing",
35
+ "POS=SCONJ":"",
36
+ "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
37
+ "Number=Plur|POS=NOUN":"Number=Plur",
38
+ "POS=AUX|VerbForm=Inf":"VerbForm=Inf",
39
+ "POS=VERB|VerbForm=Inf":"VerbForm=Inf",
40
+ "Gender=Masc|Number=Plur|POS=PRON|PronType=Ind":"Gender=Masc|Number=Plur|PronType=Ind",
41
+ "Gender=Masc|Number=Plur|POS=DET|PronType=Ind":"Gender=Masc|Number=Plur|PronType=Ind",
42
+ "Gender=Fem|Number=Sing|POS=DET|PronType=Dem":"Gender=Fem|Number=Sing|PronType=Dem",
43
+ "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art":"Definite=Ind|Gender=Fem|Number=Sing|PronType=Art",
44
+ "Gender=Fem|Number=Sing|POS=ADJ|VerbForm=Part":"Gender=Fem|Number=Sing|VerbForm=Part",
45
+ "Gender=Fem|Number=Sing|POS=ADJ":"Gender=Fem|Number=Sing",
46
+ "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
47
+ "POS=PUNCT|PunctType=Quot":"PunctType=Quot",
48
+ "POS=ADV|Polarity=Neg":"Polarity=Neg",
49
+ "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
50
+ "POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes":"Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes",
51
+ "NumType=Card|Number=Plur|POS=NUM":"NumType=Card|Number=Plur",
52
+ "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
53
+ "Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Fem|Number=Sing|Tense=Past|VerbForm=Part",
54
+ "Number=Sing|POS=PRON|PronType=Int,Rel":"Number=Sing|PronType=Int,Rel",
55
+ "Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Masc|Number=Sing|Tense=Past|VerbForm=Part",
56
+ "Gender=Fem|Number=Plur|POS=DET|PronType=Tot":"Gender=Fem|Number=Plur|PronType=Tot",
57
+ "Gender=Fem|Number=Plur|POS=ADJ":"Gender=Fem|Number=Plur",
58
+ "Case=Acc,Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Acc,Nom|Gender=Masc|Number=Sing|Person=3|PronType=Prs",
59
+ "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
60
+ "Definite=Ind|Gender=Fem|Number=Plur|POS=DET|PronType=Art":"Definite=Ind|Gender=Fem|Number=Plur|PronType=Art",
61
+ "Case=Acc,Nom|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Case=Acc,Nom|Gender=Fem|Number=Plur|Person=3|PronType=Prs",
62
+ "Gender=Masc|Number=Sing|POS=DET|PronType=Dem":"Gender=Masc|Number=Sing|PronType=Dem",
63
+ "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
64
+ "Case=Acc|Definite=Def|Gender=Masc|Number=Sing|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs":"Case=Acc|Definite=Def|Gender=Masc|Number=Sing|Person=3|PrepCase=Npr|PronType=Prs",
65
+ "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
66
+ "POS=VERB|VerbForm=Ger":"VerbForm=Ger",
67
+ "Degree=Cmp|POS=ADV":"Degree=Cmp",
68
+ "Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs":"Number=Plur|Person=3|Poss=Yes|PronType=Prs",
69
+ "Gender=Masc|Number=Plur|POS=ADJ|VerbForm=Part":"Gender=Masc|Number=Plur|VerbForm=Part",
70
+ "Gender=Masc|Number=Plur|POS=DET|PronType=Dem":"Gender=Masc|Number=Plur|PronType=Dem",
71
+ "Gender=Masc|Number=Plur|POS=ADJ":"Gender=Masc|Number=Plur",
72
+ "Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ":"Gender=Fem|NumType=Ord|Number=Sing",
73
+ "Gender=Fem|Number=Sing|POS=PRON|PronType=Dem":"Gender=Fem|Number=Sing|PronType=Dem",
74
+ "AdvType=Tim|POS=NOUN":"AdvType=Tim",
75
+ "Number=Sing|POS=NOUN":"Number=Sing",
76
+ "Gender=Fem|Number=Sing|POS=PRON|PronType=Ind":"Gender=Fem|Number=Sing|PronType=Ind",
77
+ "Mood=Cnd|Number=Sing|POS=VERB|Person=1|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=1|VerbForm=Fin",
78
+ "Gender=Masc|Number=Sing|POS=ADJ|VerbForm=Part":"Gender=Masc|Number=Sing|VerbForm=Part",
79
+ "NumType=Card|POS=NUM":"NumType=Card",
80
+ "Gender=Masc|Number=Sing|POS=DET|PronType=Tot":"Gender=Masc|Number=Sing|PronType=Tot",
81
+ "Number=Plur|POS=PRON|PronType=Ind":"Number=Plur|PronType=Ind",
82
+ "Gender=Fem|Number=Plur|POS=ADJ|VerbForm=Part":"Gender=Fem|Number=Plur|VerbForm=Part",
83
+ "Gender=Masc|Number=Sing|POS=DET|PronType=Ind":"Gender=Masc|Number=Sing|PronType=Ind",
84
+ "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Fut|VerbForm=Fin",
85
+ "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Fut|VerbForm=Fin",
86
+ "Number=Plur|POS=PRON|PronType=Int,Rel":"Number=Plur|PronType=Int,Rel",
87
+ "Case=Dat|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Dat|Number=Sing|Person=3|PronType=Prs",
88
+ "POS=PART":"",
89
+ "Degree=Cmp|Number=Sing|POS=ADJ":"Degree=Cmp|Number=Sing",
90
+ "Gender=Fem|Number=Sing|POS=DET|PronType=Ind":"Gender=Fem|Number=Sing|PronType=Ind",
91
+ "Number=Sing|POS=DET|PronType=Ind":"Number=Sing|PronType=Ind",
92
+ "Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Ind":"Gender=Masc|NumType=Card|Number=Plur|PronType=Ind",
93
+ "Mood=Cnd|Number=Plur|POS=AUX|Person=3|VerbForm=Fin":"Mood=Cnd|Number=Plur|Person=3|VerbForm=Fin",
94
+ "NumForm=Digit|POS=SYM":"NumForm=Digit",
95
+ "Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin":"Mood=Imp|Number=Sing|Person=2|VerbForm=Fin",
96
+ "Gender=Fem|Number=Plur|POS=PRON|PronType=Dem":"Gender=Fem|Number=Plur|PronType=Dem",
97
+ "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Fut|VerbForm=Fin",
98
+ "AdvType=Tim|POS=ADJ":"AdvType=Tim",
99
+ "Mood=Cnd|Number=Sing|POS=AUX|Person=1|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=1|VerbForm=Fin",
100
+ "POS=PUNCT|PunctSide=Ini|PunctType=Brck":"PunctSide=Ini|PunctType=Brck",
101
+ "POS=PUNCT|PunctSide=Fin|PunctType=Brck":"PunctSide=Fin|PunctType=Brck",
102
+ "Gender=Fem|Number=Plur|POS=DET|PronType=Ind":"Gender=Fem|Number=Plur|PronType=Ind",
103
+ "NumForm=Digit|NumType=Frac|POS=NUM":"NumForm=Digit|NumType=Frac",
104
+ "Gender=Fem|Number=Sing|POS=PRON|Poss=Yes|PronType=Int,Rel":"Gender=Fem|Number=Sing|Poss=Yes|PronType=Int,Rel",
105
+ "POS=PUNCT":"",
106
+ "POS=ADJ":"",
107
+ "Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
108
+ "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=1|Tense=Imp|VerbForm=Fin",
109
+ "Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs":"Case=Acc|Gender=Fem|Number=Sing|Person=3|PrepCase=Npr|PronType=Prs",
110
+ "Gender=Fem|Number=Plur|POS=DET|PronType=Dem":"Gender=Fem|Number=Plur|PronType=Dem",
111
+ "Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Dem":"Gender=Masc|NumType=Card|Number=Plur|PronType=Dem",
112
+ "Gender=Masc|Number=Plur|POS=PRON|PronType=Tot":"Gender=Masc|Number=Plur|PronType=Tot",
113
+ "POS=PRON|PronType=Ind":"PronType=Ind",
114
+ "Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs":"Case=Acc|Gender=Masc|Number=Sing|Person=3|PrepCase=Npr|PronType=Prs",
115
+ "Gender=Fem|NumType=Ord|Number=Plur|POS=ADJ":"Gender=Fem|NumType=Ord|Number=Plur",
116
+ "Number=Plur|POS=DET|PronType=Ind":"Number=Plur|PronType=Ind",
117
+ "Number=Plur|POS=DET|PronType=Dem":"Number=Plur|PronType=Dem",
118
+ "Degree=Sup|Gender=Masc|Number=Plur|POS=ADJ":"Degree=Sup|Gender=Masc|Number=Plur",
119
+ "Gender=Masc|Number=Sing|POS=PRON|PronType=Ind":"Gender=Masc|Number=Sing|PronType=Ind",
120
+ "Number=Sing|POS=PRON|PronType=Dem":"Number=Sing|PronType=Dem",
121
+ "Gender=Fem|Number=Plur|POS=PRON|PronType=Ind":"Gender=Fem|Number=Plur|PronType=Ind",
122
+ "Gender=Masc|Number=Plur|POS=DET|PronType=Tot":"Gender=Masc|Number=Plur|PronType=Tot",
123
+ "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin",
124
+ "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin",
125
+ "Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Masc|Number=Plur|Tense=Past|VerbForm=Part",
126
+ "Gender=Masc|NumType=Ord|Number=Sing|POS=ADJ":"Gender=Masc|NumType=Ord|Number=Sing",
127
+ "Gender=Masc|NumType=Ord|Number=Plur|POS=ADJ":"Gender=Masc|NumType=Ord|Number=Plur",
128
+ "Gender=Masc|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part":"Gender=Masc|Number=Sing|Tense=Past|VerbForm=Part",
129
+ "Case=Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes":"Case=Dat|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes",
130
+ "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
131
+ "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
132
+ "Degree=Cmp|Number=Plur|POS=ADJ":"Degree=Cmp|Number=Plur",
133
+ "POS=AUX|VerbForm=Ger":"VerbForm=Ger",
134
+ "Gender=Fem|POS=NOUN":"Gender=Fem",
135
+ "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Imp|VerbForm=Fin",
136
+ "Gender=Masc|Number=Sing|POS=PRON|Poss=Yes|PronType=Int,Rel":"Gender=Masc|Number=Sing|Poss=Yes|PronType=Int,Rel",
137
+ "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Imp|VerbForm=Fin",
138
+ "Gender=Fem|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Sing|Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs",
139
+ "Case=Dat|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs":"Case=Dat|Number=Plur|Person=1|PrepCase=Npr|PronType=Prs",
140
+ "Definite=Ind|Gender=Masc|Number=Plur|POS=DET|PronType=Art":"Definite=Ind|Gender=Masc|Number=Plur|PronType=Art",
141
+ "POS=PUNCT|PunctType=Colo":"PunctType=Colo",
142
+ "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
143
+ "Mood=Imp|Number=Plur|POS=VERB|Person=3|VerbForm=Fin":"Mood=Imp|Number=Plur|Person=3|VerbForm=Fin",
144
+ "Gender=Fem|Number=Sing|POS=DET|PronType=Neg":"Gender=Fem|Number=Sing|PronType=Neg",
145
+ "Gender=Masc|Number=Sing|POS=PRON|PronType=Dem":"Gender=Masc|Number=Sing|PronType=Dem",
146
+ "Case=Acc|Gender=Masc|Number=Plur|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs":"Case=Acc|Gender=Masc|Number=Plur|Person=3|PrepCase=Npr|PronType=Prs",
147
+ "Case=Acc|Gender=Fem|Number=Plur|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs":"Case=Acc|Gender=Fem|Number=Plur|Person=3|PrepCase=Npr|PronType=Prs",
148
+ "Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Fem|Number=Plur|Tense=Past|VerbForm=Part",
149
+ "Number=Sing|POS=PRON|PronType=Neg":"Number=Sing|PronType=Neg",
150
+ "POS=PUNCT|PunctType=Semi":"PunctType=Semi",
151
+ "Case=Dat|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Case=Dat|Number=Plur|Person=3|PronType=Prs",
152
+ "Number=Sing|POS=PRON|PronType=Ind":"Number=Sing|PronType=Ind",
153
+ "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=3|Tense=Imp|VerbForm=Fin",
154
+ "Case=Acc,Nom|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Case=Acc,Nom|Gender=Masc|Number=Plur|Person=3|PronType=Prs",
155
+ "POS=INTJ":"",
156
+ "Gender=Masc|NumType=Card|Number=Sing|POS=PRON|PronType=Dem":"Gender=Masc|NumType=Card|Number=Sing|PronType=Dem",
157
+ "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Fut|VerbForm=Fin",
158
+ "Degree=Sup|Gender=Masc|Number=Sing|POS=ADJ":"Degree=Sup|Gender=Masc|Number=Sing",
159
+ "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
160
+ "Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs":"Number=Plur|Person=3|Poss=Yes|PronType=Prs",
161
+ "POS=PUNCT|PunctType=Dash":"PunctType=Dash",
162
+ "Case=Acc|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs":"Case=Acc|Number=Plur|Person=1|PrepCase=Npr|PronType=Prs",
163
+ "Mood=Cnd|Number=Plur|POS=VERB|Person=1|VerbForm=Fin":"Mood=Cnd|Number=Plur|Person=1|VerbForm=Fin",
164
+ "Gender=Masc|Number=Sing|POS=DET|PronType=Neg":"Gender=Masc|Number=Sing|PronType=Neg",
165
+ "Gender=Fem|NumType=Card|Number=Plur|POS=NUM":"Gender=Fem|NumType=Card|Number=Plur",
166
+ "Gender=Masc|Number=Sing|POS=PRON|PronType=Tot":"Gender=Masc|Number=Sing|PronType=Tot",
167
+ "Gender=Masc|NumType=Card|Number=Plur|POS=NUM":"Gender=Masc|NumType=Card|Number=Plur",
168
+ "Gender=Masc|POS=NOUN":"Gender=Masc",
169
+ "Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Ind":"Gender=Fem|NumType=Card|Number=Sing|PronType=Ind",
170
+ "Gender=Fem|NumType=Card|Number=Plur|POS=DET|PronType=Ind":"Gender=Fem|NumType=Card|Number=Plur|PronType=Ind",
171
+ "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin",
172
+ "POS=NOUN|VerbForm=Inf":"VerbForm=Inf",
173
+ "Case=Dat|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes":"Case=Dat|Number=Plur|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes",
174
+ "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Imp|VerbForm=Fin",
175
+ "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin",
176
+ "Gender=Masc|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Sing|Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs",
177
+ "Gender=Masc|NumType=Card|Number=Sing|POS=NUM":"Gender=Masc|NumType=Card|Number=Sing",
178
+ "Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=1|Tense=Imp|VerbForm=Fin",
179
+ "Gender=Masc|Number=Plur|POS=PRON|Poss=Yes|PronType=Int,Rel":"Gender=Masc|Number=Plur|Poss=Yes|PronType=Int,Rel",
180
+ "Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Dem":"Gender=Fem|NumType=Card|Number=Sing|PronType=Dem",
181
+ "Mood=Imp|Number=Sing|POS=VERB|Person=3|VerbForm=Fin":"Mood=Imp|Number=Sing|Person=3|VerbForm=Fin",
182
+ "Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
183
+ "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Fut|VerbForm=Fin",
184
+ "Gender=Masc|Number=Sing|POS=PRON|PronType=Neg":"Gender=Masc|Number=Sing|PronType=Neg",
185
+ "Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs":"Case=Acc|Number=Sing|Person=1|PrepCase=Npr|PronType=Prs",
186
+ "Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs":"Case=Nom|Number=Sing|Person=1|PronType=Prs",
187
+ "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Past|VerbForm=Fin",
188
+ "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Past|VerbForm=Fin",
189
+ "Degree=Abs|Gender=Masc|Number=Sing|POS=ADJ":"Degree=Abs|Gender=Masc|Number=Sing",
190
+ "Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs":"Number=Sing|Number[psor]=Sing|Person=1|Poss=Yes|PronType=Prs",
191
+ "Case=Acc,Nom|Gender=Masc|Number=Plur|POS=PRON|Person=1|PronType=Prs":"Case=Acc,Nom|Gender=Masc|Number=Plur|Person=1|PronType=Prs",
192
+ "Mood=Imp|Number=Sing|POS=AUX|Person=3|VerbForm=Fin":"Mood=Imp|Number=Sing|Person=3|VerbForm=Fin",
193
+ "Case=Acc|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes":"Case=Acc|Number=Plur|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes",
194
+ "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
195
+ "Gender=Masc|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Sing|Person=3|Poss=Yes|PronType=Prs",
196
+ "Gender=Fem|Number=Sing|POS=DET|PronType=Tot":"Gender=Fem|Number=Sing|PronType=Tot",
197
+ "POS=DET|PronType=Ind":"PronType=Ind",
198
+ "POS=DET|PronType=Int,Rel":"PronType=Int,Rel",
199
+ "AdvType=Tim|POS=ADV":"AdvType=Tim",
200
+ "Mood=Cnd|Number=Sing|POS=AUX|Person=3|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=3|VerbForm=Fin",
201
+ "POS=PUNCT|PunctSide=Ini|PunctType=Qest":"PunctSide=Ini|PunctType=Qest",
202
+ "POS=PUNCT|PunctSide=Fin|PunctType=Qest":"PunctSide=Fin|PunctType=Qest",
203
+ "Case=Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs":"Case=Dat|Number=Sing|Person=1|PrepCase=Npr|PronType=Prs",
204
+ "Number=Plur|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs":"Number=Plur|Number[psor]=Sing|Person=1|Poss=Yes|PronType=Prs",
205
+ "Gender=Masc|NumType=Card|Number=Sing|POS=DET|PronType=Ind":"Gender=Masc|NumType=Card|Number=Sing|PronType=Ind",
206
+ "Mood=Cnd|Number=Plur|POS=VERB|Person=3|VerbForm=Fin":"Mood=Cnd|Number=Plur|Person=3|VerbForm=Fin",
207
+ "Degree=Abs|Gender=Fem|Number=Sing|POS=ADJ":"Degree=Abs|Gender=Fem|Number=Sing",
208
+ "Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=1|Tense=Imp|VerbForm=Fin",
209
+ "Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes":"Case=Acc|Number=Sing|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes",
210
+ "POS=PUNCT|PunctSide=Ini|PunctType=Excl":"PunctSide=Ini|PunctType=Excl",
211
+ "POS=PUNCT|PunctSide=Fin|PunctType=Excl":"PunctSide=Fin|PunctType=Excl",
212
+ "Mood=Cnd|Number=Sing|POS=VERB|Person=3|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=3|VerbForm=Fin",
213
+ "Gender=Fem|Number=Sing|POS=PRON|PronType=Tot":"Gender=Fem|Number=Sing|PronType=Tot",
214
+ "Gender=Masc|Number=Plur|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Plur|Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs",
215
+ "Mood=Imp|Number=Plur|POS=VERB|Person=1|VerbForm=Fin":"Mood=Imp|Number=Plur|Person=1|VerbForm=Fin",
216
+ "Gender=Masc|NumType=Card|Number=Plur|POS=PRON|PronType=Ind":"Gender=Masc|NumType=Card|Number=Plur|PronType=Ind",
217
+ "Gender=Masc|NumType=Card|Number=Sing|POS=PRON|PronType=Ind":"Gender=Masc|NumType=Card|Number=Sing|PronType=Ind",
218
+ "Gender=Masc|Number=Plur|POS=PRON|PronType=Dem":"Gender=Masc|Number=Plur|PronType=Dem",
219
+ "Degree=Abs|Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Ind":"Degree=Abs|Gender=Masc|NumType=Card|Number=Plur|PronType=Ind",
220
+ "Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Pre|PronType=Prs":"Case=Acc|Number=Sing|Person=1|PrepCase=Pre|PronType=Prs",
221
+ "Definite=Ind|Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Art":"Definite=Ind|Gender=Fem|NumType=Card|Number=Sing|PronType=Art",
222
+ "Gender=Fem|NumType=Card|Number=Sing|POS=NUM":"Gender=Fem|NumType=Card|Number=Sing",
223
+ "Case=Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes":"Case=Dat|Number=Sing|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes",
224
+ "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=3|Tense=Imp|VerbForm=Fin",
225
+ "Gender=Fem|Number=Plur|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Plur|Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs",
226
+ "POS=SCONJ|PronType=Int,Rel":"PronType=Int,Rel",
227
+ "Case=Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs":"Case=Dat|Person=3|PrepCase=Npr|PronType=Prs",
228
+ "Case=Acc|POS=PRON|Person=3|PrepCase=Pre|PronType=Prs|Reflex=Yes":"Case=Acc|Person=3|PrepCase=Pre|PronType=Prs|Reflex=Yes",
229
+ "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=2|Tense=Pres|VerbForm=Fin",
230
+ "NumType=Card|Number=Sing|POS=DET|PronType=Ind":"NumType=Card|Number=Sing|PronType=Ind",
231
+ "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Imp|VerbForm=Fin",
232
+ "Case=Acc|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs":"Case=Acc|Number=Sing|Person=2|PrepCase=Npr|PronType=Prs",
233
+ "Case=Acc,Nom|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Acc,Nom|Gender=Fem|Number=Sing|Person=3|PronType=Prs",
234
+ "Number=Sing|POS=DET|PronType=Dem":"Number=Sing|PronType=Dem",
235
+ "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin",
236
+ "Gender=Fem|Number=Sing|POS=PRON|PronType=Neg":"Gender=Fem|Number=Sing|PronType=Neg",
237
+ "Degree=Sup|Gender=Fem|Number=Sing|POS=ADJ":"Degree=Sup|Gender=Fem|Number=Sing",
238
+ "Case=Nom|Number=Sing|POS=PRON|Person=2|PronType=Prs":"Case=Nom|Number=Sing|Person=2|PronType=Prs",
239
+ "Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs":"Number=Sing|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Prs",
240
+ "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Fut|VerbForm=Fin",
241
+ "Gender=Masc|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Ind":"Gender=Masc|Number=Sing|Number[psor]=Sing|Person=1|Poss=Yes|PronType=Ind",
242
+ "Case=Acc,Nom|Number=Sing|POS=PRON|Person=2|Polite=Form|PronType=Prs":"Case=Acc,Nom|Number=Sing|Person=2|Polite=Form|PronType=Prs",
243
+ "Gender=Masc|NumType=Card|Number=Sing|POS=PRON|PronType=Int,Rel":"Gender=Masc|NumType=Card|Number=Sing|PronType=Int,Rel",
244
+ "Gender=Fem|NumType=Card|Number=Plur|POS=PRON|PronType=Ind":"Gender=Fem|NumType=Card|Number=Plur|PronType=Ind",
245
+ "Case=Acc,Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes":"Case=Acc,Dat|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes",
246
+ "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
247
+ "Case=Dat|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs":"Case=Dat|Number=Sing|Person=2|PrepCase=Npr|PronType=Prs",
248
+ "Mood=Cnd|Number=Sing|POS=VERB|Person=2|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=2|VerbForm=Fin",
249
+ "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Fut|VerbForm=Fin",
250
+ "Mood=Cnd|Number=Plur|POS=AUX|Person=1|VerbForm=Fin":"Mood=Cnd|Number=Plur|Person=1|VerbForm=Fin",
251
+ "NumType=Card|Number=Plur|POS=PRON|PronType=Ind":"NumType=Card|Number=Plur|PronType=Ind",
252
+ "Gender=Masc|NumType=Card|Number=Sing|POS=DET|PronType=Dem":"Gender=Masc|NumType=Card|Number=Sing|PronType=Dem",
253
+ "Degree=Abs|Gender=Masc|Number=Sing|POS=DET|PronType=Ind":"Degree=Abs|Gender=Masc|Number=Sing|PronType=Ind",
254
+ "Gender=Fem|Number=Plur|POS=PRON|Poss=Yes|PronType=Int,Rel":"Gender=Fem|Number=Plur|Poss=Yes|PronType=Int,Rel",
255
+ "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Past|VerbForm=Fin",
256
+ "Case=Acc,Nom|Number=Plur|POS=PRON|Person=2|Polite=Form|PronType=Prs":"Case=Acc,Nom|Number=Plur|Person=2|Polite=Form|PronType=Prs",
257
+ "Mood=Imp|Number=Sing|POS=AUX|Person=2|VerbForm=Fin":"Mood=Imp|Number=Sing|Person=2|VerbForm=Fin",
258
+ "Gender=Fem|Number=Sing|Number[psor]=Sing|POS=PRON|Person=2|Poss=Yes|PronType=Ind":"Gender=Fem|Number=Sing|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Ind",
259
+ "NumType=Card|Number=Sing|POS=NUM":"NumType=Card|Number=Sing",
260
+ "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=2|Tense=Past|VerbForm=Fin",
261
+ "Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=2|Tense=Imp|VerbForm=Fin",
262
+ "Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=2|Tense=Pres|VerbForm=Fin",
263
+ "Case=Com|Number=Sing|POS=PRON|Person=2|PrepCase=Pre|PronType=Prs":"Case=Com|Number=Sing|Person=2|PrepCase=Pre|PronType=Prs",
264
+ "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=2|Tense=Imp|VerbForm=Fin",
265
+ "Case=Acc|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes":"Case=Acc|Number=Sing|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes",
266
+ "Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes":"Number=Sing|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes",
267
+ "Case=Acc|Number=Sing|POS=PRON|Person=2|PrepCase=Pre|PronType=Prs":"Case=Acc|Number=Sing|Person=2|PrepCase=Pre|PronType=Prs",
268
+ "Mood=Cnd|Number=Sing|POS=AUX|Person=2|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=2|VerbForm=Fin",
269
+ "Mood=Sub|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=2|Tense=Pres|VerbForm=Fin",
270
+ "Number=Sing|POS=NOUN|VerbForm=Fin":"Number=Sing|VerbForm=Fin",
271
+ "Case=Dat|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes":"Case=Dat|Number=Sing|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes",
272
+ "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=2|Tense=Fut|VerbForm=Fin",
273
+ "Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Int,Rel":"Gender=Fem|NumType=Card|Number=Sing|PronType=Int,Rel",
274
+ "Mood=Sub|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=2|Tense=Pres|VerbForm=Fin",
275
+ "Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=2|Tense=Fut|VerbForm=Fin",
276
+ "Gender=Fem|Number=Plur|POS=PRON|PronType=Tot":"Gender=Fem|Number=Plur|PronType=Tot",
277
+ "Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Int,Rel":"Gender=Masc|NumType=Card|Number=Plur|PronType=Int,Rel",
278
+ "POS=SYM":"",
279
+ "Number=Sing|POS=VERB|VerbForm=Fin":"Number=Sing|VerbForm=Fin",
280
+ "POS=VERB|VerbForm=Fin":"VerbForm=Fin",
281
+ "Degree=Abs|Gender=Masc|Number=Plur|POS=ADJ":"Degree=Abs|Gender=Masc|Number=Plur",
282
+ "Degree=Abs|Gender=Fem|Number=Plur|POS=ADJ":"Degree=Abs|Gender=Fem|Number=Plur",
283
+ "Gender=Masc|Number=Sing|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Sing|Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs",
284
+ "Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=1|Tense=Imp|VerbForm=Fin",
285
+ "Gender=Fem|NumType=Card|Number=Plur|POS=DET|PronType=Dem":"Gender=Fem|NumType=Card|Number=Plur|PronType=Dem",
286
+ "Definite=Ind|Gender=Masc|NumType=Card|Number=Sing|POS=DET|PronType=Art":"Definite=Ind|Gender=Masc|NumType=Card|Number=Sing|PronType=Art",
287
+ "Degree=Sup|Gender=Fem|Number=Plur|POS=ADJ":"Degree=Sup|Gender=Fem|Number=Plur",
288
+ "Number=Plur|POS=PRON|PronType=Dem":"Number=Plur|PronType=Dem",
289
+ "Case=Acc,Dat|Gender=Masc|Number=Plur|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs":"Case=Acc,Dat|Gender=Masc|Number=Plur|Person=2|PrepCase=Npr|PronType=Prs",
290
+ "Gender=Masc|Number=Sing|POS=AUX|VerbForm=Fin":"Gender=Masc|Number=Sing|VerbForm=Fin",
291
+ "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Past|VerbForm=Fin",
292
+ "Gender=Masc|NumType=Card|Number=Sing|POS=DET|PronType=Int,Rel":"Gender=Masc|NumType=Card|Number=Sing|PronType=Int,Rel",
293
+ "Gender=Masc|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Plur|Person=3|Poss=Yes|PronType=Prs",
294
+ "Gender=Masc|NumType=Card|Number=Plur|POS=PRON|PronType=Int,Rel":"Gender=Masc|NumType=Card|Number=Plur|PronType=Int,Rel",
295
+ "Gender=Masc|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Sing|Person=3|Poss=Yes|PronType=Prs",
296
+ "Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes":"Number=Plur|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes",
297
+ "Mood=Ind|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Ind|Person=3|Tense=Pres|VerbForm=Fin",
298
+ "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Fut|VerbForm=Fin",
299
+ "Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs":"Number=Sing|Person=3|Poss=Yes|PronType=Prs",
300
+ "Gender=Fem|NumType=Card|Number=Sing|POS=PRON|PronType=Ind":"Gender=Fem|NumType=Card|Number=Sing|PronType=Ind",
301
+ "Definite=Def|Foreign=Yes|POS=DET|PronType=Art":"Definite=Def|Foreign=Yes|PronType=Art",
302
+ "Case=Com|POS=PRON|Person=3|PrepCase=Pre|PronType=Prs|Reflex=Yes":"Case=Com|Person=3|PrepCase=Pre|PronType=Prs|Reflex=Yes",
303
+ "Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes":"Number=Sing|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes",
304
+ "Case=Dat|Number=Plur|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs":"Case=Dat|Number=Plur|Person=2|PrepCase=Npr|PronType=Prs",
305
+ "Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
306
+ "NumForm=Digit|NumType=Frac|POS=SYM":"NumForm=Digit|NumType=Frac",
307
+ "Gender=Masc|NumType=Card|Number=Plur|POS=PRON|PronType=Dem":"Gender=Masc|NumType=Card|Number=Plur|PronType=Dem",
308
+ "Gender=Fem|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Sing|Person=3|Poss=Yes|PronType=Prs",
309
+ "Mood=Sub|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
310
+ "Case=Acc|Gender=Masc|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes":"Case=Acc|Gender=Masc|Number=Plur|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes",
311
+ "NumType=Card|Number=Plur|POS=DET|PronType=Ind":"NumType=Card|Number=Plur|PronType=Ind",
312
+ "Gender=Fem|Number=Sing|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Sing|Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs",
313
+ "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|Typo=Yes|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Pres|Typo=Yes|VerbForm=Fin",
314
+ "Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Gender=Masc|Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
315
+ "Gender=Fem|Number=Plur|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Plur|Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs",
316
+ "Number=Sing|POS=PRON|PronType=Tot":"Number=Sing|PronType=Tot",
317
+ "AdvType=Tim|Gender=Masc|Number=Sing|POS=NOUN":"AdvType=Tim|Gender=Masc|Number=Sing",
318
+ "POS=AUX|VerbForm=Fin":"VerbForm=Fin",
319
+ "Gender=Fem|NumType=Card|Number=Plur|POS=PRON|PronType=Int,Rel":"Gender=Fem|NumType=Card|Number=Plur|PronType=Int,Rel",
320
+ "Gender=Fem|Number=Sing|Number[psor]=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Ind":"Gender=Fem|Number=Sing|Number[psor]=Sing|Person=1|Poss=Yes|PronType=Ind",
321
+ "Case=Dat|Number=Plur|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes":"Case=Dat|Number=Plur|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes",
322
+ "Gender=Fem|Number=Sing|Number[psor]=Plur|POS=DET|Person=2|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Sing|Number[psor]=Plur|Person=2|Poss=Yes|PronType=Prs",
323
+ "Case=Acc|Number=Plur|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs":"Case=Acc|Number=Plur|Person=2|PrepCase=Npr|PronType=Prs",
324
+ "Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
325
+ "POS=PRON|PronType=Dem":"PronType=Dem",
326
+ "Gender=Masc|Number=Plur|POS=DET|PronType=Art":"Gender=Masc|Number=Plur|PronType=Art",
327
+ "Foreign=Yes|POS=X":"Foreign=Yes",
328
+ "Degree=Abs|Gender=Masc|NumType=Card|Number=Plur|POS=PRON|PronType=Ind":"Degree=Abs|Gender=Masc|NumType=Card|Number=Plur|PronType=Ind",
329
+ "Gender=Fem|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Ind":"Gender=Fem|Number=Sing|Number[psor]=Sing|Person=1|Poss=Yes|PronType=Ind",
330
+ "Definite=Def|Foreign=Yes|Gender=Fem|Number=Sing|POS=DET|PronType=Art":"Definite=Def|Foreign=Yes|Gender=Fem|Number=Sing|PronType=Art",
331
+ "Foreign=Yes|POS=NOUN":"Foreign=Yes",
332
+ "Foreign=Yes|POS=ADP":"Foreign=Yes",
333
+ "Foreign=Yes|POS=CCONJ":"Foreign=Yes",
334
+ "Foreign=Yes|POS=PROPN":"Foreign=Yes",
335
+ "Case=Com|Number=Sing|POS=PRON|Person=1|PrepCase=Pre|PronType=Prs":"Case=Com|Number=Sing|Person=1|PrepCase=Pre|PronType=Prs",
336
+ "Gender=Fem|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Plur|Person=3|Poss=Yes|PronType=Prs",
337
+ "Gender=Masc|Number=Sing|Number[psor]=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Ind":"Gender=Masc|Number=Sing|Number[psor]=Sing|Person=1|Poss=Yes|PronType=Ind",
338
+ "Gender=Masc|Number=Sing|POS=NOUN|VerbForm=Part":"Gender=Masc|Number=Sing|VerbForm=Part",
339
+ "Case=Com|POS=PRON|Person=3|PronType=Prs|Reflex=Yes":"Case=Com|Person=3|PronType=Prs|Reflex=Yes",
340
+ "Gender=Fem|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Ind":"Gender=Fem|Number=Sing|Person=3|Poss=Yes|PronType=Ind",
341
+ "Case=Acc,Dat|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs":"Case=Acc,Dat|Number=Sing|Person=2|PrepCase=Npr|PronType=Prs",
342
+ "Gender=Masc|Number=Plur|POS=PRON|Person=2|Poss=Yes|PronType=Ind":"Gender=Masc|Number=Plur|Person=2|Poss=Yes|PronType=Ind",
343
+ "Number=Sing|POS=DET|PronType=Int,Rel":"Number=Sing|PronType=Int,Rel",
344
+ "Gender=Fem|NumType=Card|Number=Sing|POS=PRON|PronType=Dem":"Gender=Fem|NumType=Card|Number=Sing|PronType=Dem",
345
+ "Number=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs":"Number=Sing|Person=1|Poss=Yes|PronType=Prs",
346
+ "Gender=Masc|POS=ADJ":"Gender=Masc",
347
+ "Gender=Fem|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Sing|Person=3|Poss=Yes|PronType=Prs",
348
+ "Mood=Imp|Number=Plur|POS=VERB|Person=2|VerbForm=Fin":"Mood=Imp|Number=Plur|Person=2|VerbForm=Fin",
349
+ "Gender=Fem|Number=Plur|Number[psor]=Plur|POS=DET|Person=2|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Plur|Number[psor]=Plur|Person=2|Poss=Yes|PronType=Prs",
350
+ "POS=X":"",
351
+ "Gender=Masc|Number=Sing|Number[psor]=Sing|POS=PRON|Person=2|Poss=Yes|PronType=Ind":"Gender=Masc|Number=Sing|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Ind",
352
+ "Gender=Fem|Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Plur|Person=3|Poss=Yes|PronType=Prs",
353
+ "Number=Plur|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs":"Number=Plur|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Prs",
354
+ "Degree=Cmp|POS=ADJ":"Degree=Cmp",
355
+ "Case=Acc|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs":"Case=Acc|Person=3|PrepCase=Npr|PronType=Prs",
356
+ "Case=Acc,Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs":"Case=Acc,Dat|Number=Sing|Person=1|PrepCase=Npr|PronType=Prs",
357
+ "Gender=Masc|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Ind":"Gender=Masc|Number=Sing|Person=3|Poss=Yes|PronType=Ind",
358
+ "POS=NOUN|PunctType=Comm":"PunctType=Comm",
359
+ "POS=PRON|PronType=Neg":"PronType=Neg",
360
+ "Case=Acc,Dat|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs":"Case=Acc,Dat|Number=Plur|Person=1|PrepCase=Npr|PronType=Prs",
361
+ "Gender=Fem|Number=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Sing|Person=1|Poss=Yes|PronType=Prs"
362
+ },
363
+ "labels_pos":{
364
+ "Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art":90,
365
+ "Gender=Fem|Number=Plur|POS=NOUN":92,
366
+ "POS=ADP":85,
367
+ "Gender=Masc|Number=Sing|POS=NOUN":92,
368
+ "POS=CCONJ":89,
369
+ "POS=PROPN":96,
370
+ "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":100,
371
+ "NumForm=Digit|NumType=Card|POS=NUM":93,
372
+ "Gender=Masc|Number=Plur|POS=NOUN":92,
373
+ "NumForm=Digit|POS=NOUN":92,
374
+ "Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art":90,
375
+ "POS=NOUN":92,
376
+ "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":100,
377
+ "POS=PUNCT|PunctType=Comm":97,
378
+ "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":100,
379
+ "POS=ADV":86,
380
+ "Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art":90,
381
+ "POS=PUNCT|PunctType=Peri":97,
382
+ "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin":87,
383
+ "Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art":90,
384
+ "Case=Acc|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes":95,
385
+ "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":100,
386
+ "Number=Plur|POS=ADJ":84,
387
+ "Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs":90,
388
+ "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":100,
389
+ "Number=Sing|POS=ADJ":84,
390
+ "POS=PRON|PronType=Int,Rel":95,
391
+ "Number=Sing|POS=DET|PronType=Tot":90,
392
+ "Gender=Fem|Number=Sing|POS=NOUN":92,
393
+ "Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art":90,
394
+ "Gender=Masc|Number=Sing|POS=ADJ":84,
395
+ "POS=SCONJ":98,
396
+ "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":100,
397
+ "Number=Plur|POS=NOUN":92,
398
+ "POS=AUX|VerbForm=Inf":87,
399
+ "POS=VERB|VerbForm=Inf":100,
400
+ "Gender=Masc|Number=Plur|POS=PRON|PronType=Ind":95,
401
+ "Gender=Masc|Number=Plur|POS=DET|PronType=Ind":90,
402
+ "Gender=Fem|Number=Sing|POS=DET|PronType=Dem":90,
403
+ "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art":90,
404
+ "Gender=Fem|Number=Sing|POS=ADJ|VerbForm=Part":84,
405
+ "Gender=Fem|Number=Sing|POS=ADJ":84,
406
+ "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":100,
407
+ "POS=PUNCT|PunctType=Quot":97,
408
+ "POS=ADV|Polarity=Neg":86,
409
+ "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":87,
410
+ "POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes":95,
411
+ "NumType=Card|Number=Plur|POS=NUM":93,
412
+ "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin":87,
413
+ "Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":100,
414
+ "Number=Sing|POS=PRON|PronType=Int,Rel":95,
415
+ "Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":100,
416
+ "Gender=Fem|Number=Plur|POS=DET|PronType=Tot":90,
417
+ "Gender=Fem|Number=Plur|POS=ADJ":84,
418
+ "Case=Acc,Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":95,
419
+ "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":100,
420
+ "Definite=Ind|Gender=Fem|Number=Plur|POS=DET|PronType=Art":90,
421
+ "Case=Acc,Nom|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs":95,
422
+ "Gender=Masc|Number=Sing|POS=DET|PronType=Dem":90,
423
+ "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":100,
424
+ "Case=Acc|Definite=Def|Gender=Masc|Number=Sing|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs":95,
425
+ "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":87,
426
+ "POS=VERB|VerbForm=Ger":100,
427
+ "Degree=Cmp|POS=ADV":86,
428
+ "Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs":90,
429
+ "Gender=Masc|Number=Plur|POS=ADJ|VerbForm=Part":84,
430
+ "Gender=Masc|Number=Plur|POS=DET|PronType=Dem":90,
431
+ "Gender=Masc|Number=Plur|POS=ADJ":84,
432
+ "Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ":84,
433
+ "Gender=Fem|Number=Sing|POS=PRON|PronType=Dem":95,
434
+ "AdvType=Tim|POS=NOUN":92,
435
+ "Number=Sing|POS=NOUN":92,
436
+ "Gender=Fem|Number=Sing|POS=PRON|PronType=Ind":95,
437
+ "Mood=Cnd|Number=Sing|POS=VERB|Person=1|VerbForm=Fin":100,
438
+ "Gender=Masc|Number=Sing|POS=ADJ|VerbForm=Part":84,
439
+ "NumType=Card|POS=NUM":93,
440
+ "Gender=Masc|Number=Sing|POS=DET|PronType=Tot":90,
441
+ "Number=Plur|POS=PRON|PronType=Ind":95,
442
+ "Gender=Fem|Number=Plur|POS=ADJ|VerbForm=Part":84,
443
+ "Gender=Masc|Number=Sing|POS=DET|PronType=Ind":90,
444
+ "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin":100,
445
+ "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin":87,
446
+ "Number=Plur|POS=PRON|PronType=Int,Rel":95,
447
+ "Case=Dat|Number=Sing|POS=PRON|Person=3|PronType=Prs":95,
448
+ "POS=PART":94,
449
+ "Degree=Cmp|Number=Sing|POS=ADJ":84,
450
+ "Gender=Fem|Number=Sing|POS=DET|PronType=Ind":90,
451
+ "Number=Sing|POS=DET|PronType=Ind":90,
452
+ "Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Ind":90,
453
+ "Mood=Cnd|Number=Plur|POS=AUX|Person=3|VerbForm=Fin":87,
454
+ "NumForm=Digit|POS=SYM":99,
455
+ "Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin":100,
456
+ "Gender=Fem|Number=Plur|POS=PRON|PronType=Dem":95,
457
+ "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin":100,
458
+ "AdvType=Tim|POS=ADJ":84,
459
+ "Mood=Cnd|Number=Sing|POS=AUX|Person=1|VerbForm=Fin":87,
460
+ "POS=PUNCT|PunctSide=Ini|PunctType=Brck":97,
461
+ "POS=PUNCT|PunctSide=Fin|PunctType=Brck":97,
462
+ "Gender=Fem|Number=Plur|POS=DET|PronType=Ind":90,
463
+ "NumForm=Digit|NumType=Frac|POS=NUM":93,
464
+ "Gender=Fem|Number=Sing|POS=PRON|Poss=Yes|PronType=Int,Rel":95,
465
+ "POS=PUNCT":97,
466
+ "POS=ADJ":84,
467
+ "Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":87,
468
+ "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin":100,
469
+ "Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs":95,
470
+ "Gender=Fem|Number=Plur|POS=DET|PronType=Dem":90,
471
+ "Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Dem":90,
472
+ "Gender=Masc|Number=Plur|POS=PRON|PronType=Tot":95,
473
+ "POS=PRON|PronType=Ind":95,
474
+ "Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs":95,
475
+ "Gender=Fem|NumType=Ord|Number=Plur|POS=ADJ":84,
476
+ "Number=Plur|POS=DET|PronType=Ind":90,
477
+ "Number=Plur|POS=DET|PronType=Dem":90,
478
+ "Degree=Sup|Gender=Masc|Number=Plur|POS=ADJ":84,
479
+ "Gender=Masc|Number=Sing|POS=PRON|PronType=Ind":95,
480
+ "Number=Sing|POS=PRON|PronType=Dem":95,
481
+ "Gender=Fem|Number=Plur|POS=PRON|PronType=Ind":95,
482
+ "Gender=Masc|Number=Plur|POS=DET|PronType=Tot":90,
483
+ "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":100,
484
+ "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin":87,
485
+ "Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":100,
486
+ "Gender=Masc|NumType=Ord|Number=Sing|POS=ADJ":84,
487
+ "Gender=Masc|NumType=Ord|Number=Plur|POS=ADJ":84,
488
+ "Gender=Masc|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part":87,
489
+ "Case=Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes":95,
490
+ "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":87,
491
+ "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":100,
492
+ "Degree=Cmp|Number=Plur|POS=ADJ":84,
493
+ "POS=AUX|VerbForm=Ger":87,
494
+ "Gender=Fem|POS=NOUN":92,
495
+ "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin":100,
496
+ "Gender=Masc|Number=Sing|POS=PRON|Poss=Yes|PronType=Int,Rel":95,
497
+ "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin":87,
498
+ "Gender=Fem|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs":90,
499
+ "Case=Dat|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs":95,
500
+ "Definite=Ind|Gender=Masc|Number=Plur|POS=DET|PronType=Art":90,
501
+ "POS=PUNCT|PunctType=Colo":97,
502
+ "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":87,
503
+ "Mood=Imp|Number=Plur|POS=VERB|Person=3|VerbForm=Fin":100,
504
+ "Gender=Fem|Number=Sing|POS=DET|PronType=Neg":90,
505
+ "Gender=Masc|Number=Sing|POS=PRON|PronType=Dem":95,
506
+ "Case=Acc|Gender=Masc|Number=Plur|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs":95,
507
+ "Case=Acc|Gender=Fem|Number=Plur|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs":95,
508
+ "Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":100,
509
+ "Number=Sing|POS=PRON|PronType=Neg":95,
510
+ "POS=PUNCT|PunctType=Semi":97,
511
+ "Case=Dat|Number=Plur|POS=PRON|Person=3|PronType=Prs":95,
512
+ "Number=Sing|POS=PRON|PronType=Ind":95,
513
+ "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":100,
514
+ "Case=Acc,Nom|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs":95,
515
+ "POS=INTJ":91,
516
+ "Gender=Masc|NumType=Card|Number=Sing|POS=PRON|PronType=Dem":95,
517
+ "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin":87,
518
+ "Degree=Sup|Gender=Masc|Number=Sing|POS=ADJ":84,
519
+ "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":87,
520
+ "Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs":95,
521
+ "POS=PUNCT|PunctType=Dash":97,
522
+ "Case=Acc|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs":95,
523
+ "Mood=Cnd|Number=Plur|POS=VERB|Person=1|VerbForm=Fin":100,
524
+ "Gender=Masc|Number=Sing|POS=DET|PronType=Neg":90,
525
+ "Gender=Fem|NumType=Card|Number=Plur|POS=NUM":93,
526
+ "Gender=Masc|Number=Sing|POS=PRON|PronType=Tot":95,
527
+ "Gender=Masc|NumType=Card|Number=Plur|POS=NUM":93,
528
+ "Gender=Masc|POS=NOUN":92,
529
+ "Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Ind":90,
530
+ "Gender=Fem|NumType=Card|Number=Plur|POS=DET|PronType=Ind":90,
531
+ "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin":87,
532
+ "POS=NOUN|VerbForm=Inf":92,
533
+ "Case=Dat|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes":95,
534
+ "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin":87,
535
+ "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":100,
536
+ "Gender=Masc|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs":90,
537
+ "Gender=Masc|NumType=Card|Number=Sing|POS=NUM":93,
538
+ "Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin":87,
539
+ "Gender=Masc|Number=Plur|POS=PRON|Poss=Yes|PronType=Int,Rel":95,
540
+ "Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Dem":90,
541
+ "Mood=Imp|Number=Sing|POS=VERB|Person=3|VerbForm=Fin":100,
542
+ "Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":100,
543
+ "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin":100,
544
+ "Gender=Masc|Number=Sing|POS=PRON|PronType=Neg":95,
545
+ "Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs":95,
546
+ "Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs":95,
547
+ "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Past|VerbForm=Fin":100,
548
+ "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Past|VerbForm=Fin":100,
549
+ "Degree=Abs|Gender=Masc|Number=Sing|POS=ADJ":84,
550
+ "Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs":90,
551
+ "Case=Acc,Nom|Gender=Masc|Number=Plur|POS=PRON|Person=1|PronType=Prs":95,
552
+ "Mood=Imp|Number=Sing|POS=AUX|Person=3|VerbForm=Fin":87,
553
+ "Case=Acc|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes":95,
554
+ "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":87,
555
+ "Gender=Masc|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs":90,
556
+ "Gender=Fem|Number=Sing|POS=DET|PronType=Tot":90,
557
+ "POS=DET|PronType=Ind":90,
558
+ "POS=DET|PronType=Int,Rel":90,
559
+ "AdvType=Tim|POS=ADV":86,
560
+ "Mood=Cnd|Number=Sing|POS=AUX|Person=3|VerbForm=Fin":87,
561
+ "POS=PUNCT|PunctSide=Ini|PunctType=Qest":97,
562
+ "POS=PUNCT|PunctSide=Fin|PunctType=Qest":97,
563
+ "Case=Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs":95,
564
+ "Number=Plur|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs":90,
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