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fr_trf_nrp

Token Classification
spaCy
French
Eval Results
Model card Files Community
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Update spaCy pipeline

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  1. .gitattributes +5 -0
  2. README.md +59 -0
  3. base_transformer/cfg +3 -0
  4. base_transformer/model +3 -0
  5. config.cfg +269 -0
  6. fr_trf_nrp-any-py3-none-any.whl +3 -0
  7. meta.json +619 -0
  8. morphologizer/cfg +497 -0
  9. morphologizer/model +0 -0
  10. ner/cfg +13 -0
  11. ner/model +0 -0
  12. ner/moves +1 -0
  13. ner_transformer/cfg +3 -0
  14. ner_transformer/model +3 -0
  15. parser/cfg +13 -0
  16. parser/model +3 -0
  17. parser/moves +1 -0
  18. tagger/cfg +254 -0
  19. tagger/model +0 -0
  20. tokenizer +1 -0
  21. trainable_lemmatizer/cfg +330 -0
  22. trainable_lemmatizer/model +3 -0
  23. trainable_lemmatizer/trees +0 -0
  24. use_custom_tokenizer.py +13 -0
  25. vocab/key2row +1 -0
  26. vocab/lookups.bin +3 -0
  27. vocab/strings.json +0 -0
  28. vocab/vectors +0 -0
  29. vocab/vectors.cfg +3 -0
.gitattributes CHANGED
@@ -33,3 +33,8 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
 
 
 
 
 
 
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  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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+ base_transformer/model filter=lfs diff=lfs merge=lfs -text
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+ fr_trf_nrp-any-py3-none-any.whl filter=lfs diff=lfs merge=lfs -text
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+ ner_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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+ trainable_lemmatizer/model filter=lfs diff=lfs merge=lfs -text
README.md ADDED
@@ -0,0 +1,59 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ tags:
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+ - spacy
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+ - token-classification
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+ language:
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+ - fr
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+ model-index:
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+ - name: fr_trf_nrp
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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: 0.9688149688
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+ - name: NER Recall
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+ type: recall
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+ value: 0.9789915966
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+ - name: NER F Score
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+ type: f_score
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+ value: 0.973876698
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+ ---
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+ | Feature | Description |
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+ | --- | --- |
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+ | **Name** | `fr_trf_nrp` |
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+ | **Version** | `0.0.0` |
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+ | **spaCy** | `>=3.8.3,<3.9.0` |
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+ | **Default Pipeline** | `ner_transformer`, `ner`, `merge_entities`, `base_transformer`, `morphologizer`, `tagger`, `parser`, `trainable_lemmatizer` |
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+ | **Components** | `ner_transformer`, `ner`, `merge_entities`, `base_transformer`, `morphologizer`, `tagger`, `parser`, `trainable_lemmatizer` |
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+ | **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
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+ | **Sources** | n/a |
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+ | **License** | n/a |
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+ | **Author** | [n/a]() |
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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 (533 labels for 4 components)</summary>
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+
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+ | Component | Labels |
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+ | --- | --- |
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+ | **`ner`** | `LOC`, `ORG`, `PER` |
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+ | **`morphologizer`** | `POS=PROPN`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Dem`, `Gender=Fem\|Number=Sing\|POS=NOUN`, `Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `POS=SCONJ`, `POS=ADP`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `NumType=Ord\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=NOUN`, `POS=PUNCT`, `Gender=Masc\|Number=Sing\|POS=PROPN`, `Number=Plur\|POS=ADJ`, `Gender=Masc\|Number=Plur\|POS=NOUN`, `Definite=Ind\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Number=Sing\|POS=ADJ`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `POS=ADV`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=PROPN`, `Definite=Def\|Number=Sing\|POS=DET\|PronType=Art`, `NumType=Card\|POS=NUM`, `Definite=Def\|Number=Plur\|POS=DET\|PronType=Art`, `Gender=Masc\|Number=Plur\|POS=ADJ`, `POS=CCONJ`, `Gender=Fem\|Number=Plur\|POS=NOUN`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Gender=Fem\|Number=Plur\|POS=ADJ`, `POS=ADJ`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `POS=PRON\|PronType=Rel`, `ExtPos=CCONJ\|POS=CCONJ`, `Number=Sing\|POS=DET\|Poss=Yes`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=ADP\|PronType=Art`, `ExtPos=ADV\|POS=ADV`, `Definite=Def\|Number=Plur\|POS=ADP\|PronType=Art`, `Definite=Ind\|Number=Plur\|POS=DET\|PronType=Art`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `POS=VERB\|VerbForm=Inf`, `Gender=Fem\|Number=Sing\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Number=Plur\|POS=DET`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Dem`, `POS=ADV\|PronType=Int`, `ExtPos=SCONJ\|POS=SCONJ`, `POS=VERB\|Tense=Pres\|VerbForm=Part`, `Definite=Ind\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Masc\|POS=ADJ`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Number=Plur\|POS=DET\|Poss=Yes`, `POS=AUX\|VerbForm=Inf`, `Gender=Masc\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `POS=ADV\|Polarity=Neg`, `Definite=Ind\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `POS=PRON\|Person=3\|PronType=Prs\|Reflex=Yes`, `Gender=Masc\|POS=NOUN`, `POS=AUX\|Tense=Past\|VerbForm=Part`, `POS=PRON\|Person=3\|PronType=Prs`, `Number=Plur\|POS=NOUN`, `ExtPos=ADV\|POS=ADP`, `NumType=Ord\|Number=Sing\|POS=ADJ`, `ExtPos=ADP\|POS=ADV\|Polarity=Neg`, `POS=VERB\|Tense=Past\|VerbForm=Part`, `POS=AUX\|Tense=Pres\|VerbForm=Part`, `Number=Sing\|POS=PRON\|Person=3\|PronType=Dem`, `Number=Sing\|POS=NOUN`, `Gender=Masc\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|NumType=Ord\|Number=Sing\|POS=ADJ`, `Number=Plur\|POS=PROPN`, `Number=Sing\|POS=PROPN`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Dem`, `Gender=Masc\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Gender=Masc\|Number=Sing\|POS=DET`, `Gender=Fem\|Number=Sing\|POS=DET\|Poss=Yes`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Ind`, `POS=NOUN`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `ExtPos=ADP\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `ExtPos=PRON\|POS=ADV`, `Number=Plur\|POS=PRON\|Person=3\|PronType=Ind`, `Gender=Masc\|NumType=Ord\|Number=Plur\|POS=ADJ`, `ExtPos=ADP\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Number=Sing\|POS=PRON\|PronType=Neg`, `Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Number=Sing\|POS=PRON\|Person=3\|PronType=Ind`, `Mood=Ind\|POS=VERB\|VerbForm=Fin`, `Number=Plur\|POS=DET\|PronType=Dem`, `Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Ind`, `ExtPos=ADP\|POS=ADP`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Dem`, `Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Rel`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `ExtPos=ADJ\|POS=CCONJ`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Definite=Ind\|ExtPos=ADV\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Masc\|NumType=Ord\|Number=Sing\|POS=ADJ`, `POS=NUM`, `Gender=Fem\|POS=NOUN`, `Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=DET\|Polarity=Neg`, `Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs\|Reflex=Yes`, `Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Ind`, `Definite=Def\|ExtPos=ADV\|Gender=Masc\|Number=Sing\|POS=ADP\|PronType=Art`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `POS=INTJ`, `Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `ExtPos=SCONJ\|POS=ADV`, `ExtPos=DET\|POS=ADP`, `Definite=Ind\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `NumType=Card\|POS=NOUN`, `Gender=Fem\|Number=Sing\|POS=VERB\|Tense=Past\|Typo=Yes\|VerbForm=Part\|Voice=Pass`, `POS=PRON\|PronType=Int`, `Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Fem\|Number=Sing\|POS=DET`, `Gender=Masc\|Number=Sing\|POS=NOUN\|Typo=Yes`, `Mood=Cnd\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=DET`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Definite=Ind\|Gender=Masc\|Number=Plur\|POS=DET\|PronType=Art`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=PROPN`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Dem`, `Number=Sing\|POS=DET`, `Gender=Masc\|NumType=Card\|Number=Plur\|POS=NOUN`, `Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Dem`, `Mood=Ind\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Rel`, `ExtPos=CCONJ\|POS=ADV`, `Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs\|Reflex=Yes`, `Gender=Fem\|Number=Sing\|POS=NOUN\|Typo=Yes`, `ExtPos=ADP\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=DET\|Polarity=Neg`, `ExtPos=CCONJ\|POS=ADP`, `Definite=Def\|ExtPos=ADV\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=AUX\|Tense=Past\|VerbForm=Part`, `Foreign=Yes\|POS=X`, `POS=SYM`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Int`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Int`, `POS=DET`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Rel`, `Definite=Ind\|ExtPos=ADV\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|POS=VERB\|Person=3\|VerbForm=Fin`, `ExtPos=DET\|POS=ADV\|Polarity=Neg`, `Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `POS=ADJ\|Typo=Yes`, `POS=X`, `ExtPos=SCONJ\|POS=ADP`, `ExtPos=ADJ\|POS=X`, `ExtPos=ADJ\|POS=ADP`, `POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `ExtPos=CCONJ\|POS=SYM`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Int`, `Gender=Masc\|Number=Plur\|POS=DET`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Rel`, `ExtPos=ADV\|Gender=Masc\|Number=Sing\|POS=NOUN`, `ExtPos=ADP\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=VERB\|Tense=Past\|Typo=Yes\|VerbForm=Part\|Voice=Pass`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Imp\|Typo=Yes\|VerbForm=Fin`, `Gender=Fem\|NumType=Ord\|Number=Plur\|POS=ADJ`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|Tense=Fut\|VerbForm=Fin`, `Mood=Imp\|POS=VERB\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Ind`, `Number=Plur\|POS=PRON\|Person=2\|PronType=Prs\|Reflex=Yes`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|Person=1\|PronType=Prs\|Reflex=Yes`, `Gender=Masc\|NumType=Card\|Number=Sing\|POS=NOUN`, `ExtPos=PRON\|POS=ADP`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Number=Sing\|POS=PRON\|Person=1\|PronType=Prs\|Reflex=Yes`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `ExtPos=ADV\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|Typo=Yes\|VerbForm=Fin`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `ExtPos=ADV\|POS=ADV\|Polarity=Neg`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Neg`, `ExtPos=ADV\|Gender=Masc\|Number=Sing\|POS=ADJ`, `ExtPos=ADV\|Number=Sing\|POS=PRON\|Person=3\|PronType=Dem`, `ExtPos=PRON\|POS=PRON\|PronType=Rel`, `Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs\|Typo=Yes`, `Gender=Masc\|POS=PROPN`, `Mood=Cnd\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|Typo=Yes\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=VERB\|Tense=Past\|Typo=Yes\|VerbForm=Part\|Voice=Pass`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `ExtPos=SCONJ\|Gender=Masc\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `ExtPos=ADV\|POS=X`, `Mood=Cnd\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `ExtPos=CCONJ\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|Typo=Yes\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `ExtPos=INTJ\|POS=INTJ`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|Tense=Imp\|VerbForm=Fin`, `Number=Sing\|POS=PRON\|PronType=Rel`, `Gender=Fem\|Number=Plur\|Number[psor]=Plur\|POS=PRON\|Person=3\|Person[psor]=1\|Poss=Yes\|PronType=Prs`, `ExtPos=PROPN\|Gender=Masc\|Number=Sing\|POS=NOUN`, `ExtPos=PROPN\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=ADP\|PronType=Art\|Typo=Yes`, `ExtPos=PROPN\|Gender=Fem\|Number=Sing\|POS=NOUN`, `ExtPos=ADV\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Fem\|Number=Plur\|POS=PROPN`, `Gender=Fem\|Number=Plur\|POS=VERB\|Tense=Past\|Typo=Yes\|VerbForm=Part\|Voice=Pass`, `ExtPos=ADJ\|Gender=Masc\|NumType=Card\|POS=NUM` |
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+ | **`tagger`** | `ADJ`, `ADJ__ExtPos=ADV\|Gender=Masc\|Number=Sing`, `ADJ__Gender=Fem\|Number=Plur`, `ADJ__Gender=Fem\|Number=Plur\|NumType=Ord`, `ADJ__Gender=Fem\|Number=Sing`, `ADJ__Gender=Fem\|Number=Sing\|NumType=Ord`, `ADJ__Gender=Masc`, `ADJ__Gender=Masc\|Number=Plur`, `ADJ__Gender=Masc\|Number=Plur\|NumType=Ord`, `ADJ__Gender=Masc\|Number=Sing`, `ADJ__Gender=Masc\|Number=Sing\|NumType=Ord`, `ADJ__NumType=Ord`, `ADJ__Number=Plur`, `ADJ__Number=Sing`, `ADJ__Number=Sing\|NumType=Ord`, `ADJ__Typo=Yes`, `ADP`, `ADP_DET__Definite=Def\|ExtPos=ADV\|Gender=Masc\|Number=Sing\|PronType=Art`, `ADP_DET__Definite=Def\|Gender=Masc\|Number=Sing\|PronType=Art`, `ADP_DET__Definite=Def\|Gender=Masc\|Number=Sing\|PronType=Art\|Typo=Yes`, `ADP_DET__Definite=Def\|Number=Plur\|PronType=Art`, `ADP_PRON__Gender=Fem\|Number=Plur\|PronType=Rel`, `ADP_PRON__Gender=Masc\|Number=Plur\|PronType=Rel`, `ADP_PRON__Gender=Masc\|Number=Sing\|PronType=Rel`, `ADP__ExtPos=ADJ`, `ADP__ExtPos=ADP`, `ADP__ExtPos=ADV`, `ADP__ExtPos=CCONJ`, `ADP__ExtPos=DET`, `ADP__ExtPos=PRON`, `ADP__ExtPos=SCONJ`, `ADV`, `ADV__ExtPos=ADP\|Polarity=Neg`, `ADV__ExtPos=ADV`, `ADV__ExtPos=ADV\|Polarity=Neg`, `ADV__ExtPos=CCONJ`, `ADV__ExtPos=DET\|Polarity=Neg`, `ADV__ExtPos=PRON`, `ADV__ExtPos=SCONJ`, `ADV__Polarity=Neg`, `ADV__PronType=Int`, `AUX__Gender=Masc\|Number=Sing\|Tense=Past\|VerbForm=Part`, `AUX__Mood=Cnd\|Number=Plur\|Person=3\|Tense=Pres\|VerbForm=Fin`, `AUX__Mood=Cnd\|Number=Sing\|Person=1\|Tense=Pres\|VerbForm=Fin`, `AUX__Mood=Cnd\|Number=Sing\|Person=3\|Tense=Pres\|VerbForm=Fin`, `AUX__Mood=Ind\|Number=Plur\|Person=1\|Tense=Fut\|VerbForm=Fin`, `AUX__Mood=Ind\|Number=Plur\|Person=1\|Tense=Imp\|VerbForm=Fin`, `AUX__Mood=Ind\|Number=Plur\|Person=1\|Tense=Pres\|VerbForm=Fin`, `AUX__Mood=Ind\|Number=Plur\|Person=2\|Tense=Pres\|VerbForm=Fin`, `AUX__Mood=Ind\|Number=Plur\|Person=3\|Tense=Fut\|VerbForm=Fin`, `AUX__Mood=Ind\|Number=Plur\|Person=3\|Tense=Imp\|VerbForm=Fin`, `AUX__Mood=Ind\|Number=Plur\|Person=3\|Tense=Past\|VerbForm=Fin`, `AUX__Mood=Ind\|Number=Plur\|Person=3\|Tense=Pres\|Typo=Yes\|VerbForm=Fin`, `AUX__Mood=Ind\|Number=Plur\|Person=3\|Tense=Pres\|VerbForm=Fin`, `AUX__Mood=Ind\|Number=Sing\|Person=1\|Tense=Imp\|VerbForm=Fin`, `AUX__Mood=Ind\|Number=Sing\|Person=1\|Tense=Pres\|VerbForm=Fin`, `AUX__Mood=Ind\|Number=Sing\|Person=3\|Tense=Fut\|VerbForm=Fin`, `AUX__Mood=Ind\|Number=Sing\|Person=3\|Tense=Imp\|Typo=Yes\|VerbForm=Fin`, `AUX__Mood=Ind\|Number=Sing\|Person=3\|Tense=Imp\|VerbForm=Fin`, `AUX__Mood=Ind\|Number=Sing\|Person=3\|Tense=Past\|VerbForm=Fin`, `AUX__Mood=Ind\|Number=Sing\|Person=3\|Tense=Pres\|VerbForm=Fin`, `AUX__Mood=Sub\|Number=Plur\|Person=1\|Tense=Pres\|VerbForm=Fin`, `AUX__Mood=Sub\|Number=Plur\|Person=2\|Tense=Pres\|VerbForm=Fin`, `AUX__Mood=Sub\|Number=Plur\|Person=3\|Tense=Pres\|VerbForm=Fin`, `AUX__Mood=Sub\|Number=Sing\|Person=1\|Tense=Pres\|VerbForm=Fin`, `AUX__Mood=Sub\|Number=Sing\|Person=3\|Tense=Pres\|Typo=Yes\|VerbForm=Fin`, `AUX__Mood=Sub\|Number=Sing\|Person=3\|Tense=Pres\|VerbForm=Fin`, `AUX__Tense=Past\|VerbForm=Part`, `AUX__Tense=Pres\|VerbForm=Part`, `AUX__VerbForm=Inf`, `CCONJ`, `CCONJ__ExtPos=ADJ`, `CCONJ__ExtPos=CCONJ`, `DET`, `DET__Definite=Def\|ExtPos=ADV\|Gender=Masc\|Number=Sing\|PronType=Art`, `DET__Definite=Def\|Gender=Fem\|Number=Sing\|PronType=Art`, `DET__Definite=Def\|Gender=Masc\|Number=Sing\|PronType=Art`, `DET__Definite=Def\|Number=Plur\|PronType=Art`, `DET__Definite=Def\|Number=Sing\|PronType=Art`, `DET__Definite=Ind\|ExtPos=ADV\|Gender=Fem\|Number=Sing\|PronType=Art`, `DET__Definite=Ind\|ExtPos=ADV\|Gender=Masc\|Number=Sing\|PronType=Art`, `DET__Definite=Ind\|Gender=Fem\|Number=Plur\|PronType=Art`, `DET__Definite=Ind\|Gender=Fem\|Number=Sing\|PronType=Art`, `DET__Definite=Ind\|Gender=Masc\|Number=Plur\|PronType=Art`, `DET__Definite=Ind\|Gender=Masc\|Number=Sing\|PronType=Art`, `DET__Definite=Ind\|Number=Plur\|PronType=Art`, `DET__Definite=Ind\|Number=Sing\|PronType=Art`, `DET__Gender=Fem\|Number=Plur`, `DET__Gender=Fem\|Number=Plur\|PronType=Int`, `DET__Gender=Fem\|Number=Sing`, `DET__Gender=Fem\|Number=Sing\|Polarity=Neg`, `DET__Gender=Fem\|Number=Sing\|Poss=Yes`, `DET__Gender=Fem\|Number=Sing\|PronType=Dem`, `DET__Gender=Fem\|Number=Sing\|PronType=Int`, `DET__Gender=Masc\|Number=Plur`, `DET__Gender=Masc\|Number=Sing`, `DET__Gender=Masc\|Number=Sing\|Polarity=Neg`, `DET__Gender=Masc\|Number=Sing\|PronType=Dem`, `DET__Gender=Masc\|Number=Sing\|PronType=Int`, `DET__Number=Plur`, `DET__Number=Plur\|Poss=Yes`, `DET__Number=Plur\|PronType=Dem`, `DET__Number=Sing`, `DET__Number=Sing\|Poss=Yes`, `INTJ`, `INTJ__ExtPos=INTJ`, `NOUN`, `NOUN__ExtPos=ADP\|Gender=Fem\|Number=Sing`, `NOUN__ExtPos=ADV\|Gender=Masc\|Number=Sing`, `NOUN__ExtPos=PROPN\|Gender=Fem\|Number=Sing`, `NOUN__ExtPos=PROPN\|Gender=Masc\|Number=Plur`, `NOUN__ExtPos=PROPN\|Gender=Masc\|Number=Sing`, `NOUN__Gender=Fem`, `NOUN__Gender=Fem\|Number=Plur`, `NOUN__Gender=Fem\|Number=Sing`, `NOUN__Gender=Fem\|Number=Sing\|Typo=Yes`, `NOUN__Gender=Masc`, `NOUN__Gender=Masc\|Number=Plur`, `NOUN__Gender=Masc\|Number=Plur\|NumType=Card`, `NOUN__Gender=Masc\|Number=Sing`, `NOUN__Gender=Masc\|Number=Sing\|NumType=Card`, `NOUN__Gender=Masc\|Number=Sing\|Typo=Yes`, `NOUN__NumType=Card`, `NOUN__Number=Plur`, `NOUN__Number=Sing`, `NUM`, `NUM__ExtPos=ADJ\|Gender=Masc\|NumType=Card`, `NUM__NumType=Card`, `PRON__ExtPos=ADP\|Gender=Masc\|Number=Sing\|Person=3\|PronType=Prs`, `PRON__ExtPos=ADP\|Number=Sing\|Person=3\|PronType=Prs`, `PRON__ExtPos=ADP\|Person=3\|PronType=Prs`, `PRON__ExtPos=ADV\|Gender=Masc\|Number=Sing\|Person=3\|PronType=Prs`, `PRON__ExtPos=ADV\|Number=Sing\|Person=3\|PronType=Dem`, `PRON__ExtPos=ADV\|Person=3\|PronType=Prs`, `PRON__ExtPos=CCONJ\|Person=3\|PronType=Prs`, `PRON__ExtPos=PRON\|PronType=Rel`, `PRON__Gender=Fem\|Number=Plur\|Number[psor]=Plur\|Person=3\|Person[psor]=1\|Poss=Yes\|PronType=Prs`, `PRON__Gender=Fem\|Number=Plur\|Person=3\|PronType=Dem`, `PRON__Gender=Fem\|Number=Plur\|Person=3\|PronType=Ind`, `PRON__Gender=Fem\|Number=Plur\|Person=3\|PronType=Prs`, `PRON__Gender=Fem\|Number=Plur\|Person=3\|PronType=Prs\|Typo=Yes`, `PRON__Gender=Fem\|Number=Plur\|PronType=Rel`, `PRON__Gender=Fem\|Number=Sing\|Person=3\|PronType=Dem`, `PRON__Gender=Fem\|Number=Sing\|Person=3\|PronType=Ind`, `PRON__Gender=Fem\|Number=Sing\|Person=3\|PronType=Prs`, `PRON__Gender=Fem\|Number=Sing\|Person=3\|PronType=Prs\|Reflex=Yes`, `PRON__Gender=Fem\|Number=Sing\|PronType=Rel`, `PRON__Gender=Masc\|Number=Plur\|Person=3\|PronType=Dem`, `PRON__Gender=Masc\|Number=Plur\|Person=3\|PronType=Ind`, `PRON__Gender=Masc\|Number=Plur\|Person=3\|PronType=Prs`, `PRON__Gender=Masc\|Number=Plur\|Person=3\|PronType=Prs\|Reflex=Yes`, `PRON__Gender=Masc\|Number=Plur\|PronType=Rel`, `PRON__Gender=Masc\|Number=Sing\|Person=3\|PronType=Dem`, `PRON__Gender=Masc\|Number=Sing\|Person=3\|PronType=Ind`, `PRON__Gender=Masc\|Number=Sing\|Person=3\|PronType=Prs`, `PRON__Gender=Masc\|Number=Sing\|PronType=Neg`, `PRON__Gender=Masc\|Number=Sing\|PronType=Rel`, `PRON__Number=Plur\|Person=1\|PronType=Prs`, `PRON__Number=Plur\|Person=1\|PronType=Prs\|Reflex=Yes`, `PRON__Number=Plur\|Person=2\|PronType=Prs`, `PRON__Number=Plur\|Person=2\|PronType=Prs\|Reflex=Yes`, `PRON__Number=Plur\|Person=3\|PronType=Ind`, `PRON__Number=Plur\|Person=3\|PronType=Prs`, `PRON__Number=Sing\|Person=1\|PronType=Prs`, `PRON__Number=Sing\|Person=1\|PronType=Prs\|Reflex=Yes`, `PRON__Number=Sing\|Person=2\|PronType=Prs`, `PRON__Number=Sing\|Person=3\|PronType=Dem`, `PRON__Number=Sing\|Person=3\|PronType=Ind`, `PRON__Number=Sing\|Person=3\|PronType=Prs`, `PRON__Number=Sing\|PronType=Neg`, `PRON__Number=Sing\|PronType=Rel`, `PRON__Person=3\|PronType=Prs`, `PRON__Person=3\|PronType=Prs\|Reflex=Yes`, `PRON__PronType=Int`, `PRON__PronType=Rel`, `PROPN`, `PROPN__Gender=Fem\|Number=Plur`, `PROPN__Gender=Fem\|Number=Sing`, `PROPN__Gender=Masc`, `PROPN__Gender=Masc\|Number=Plur`, `PROPN__Gender=Masc\|Number=Sing`, `PROPN__Number=Plur`, `PROPN__Number=Sing`, `PUNCT`, `SCONJ`, `SCONJ__ExtPos=SCONJ`, `SYM`, `SYM__ExtPos=CCONJ`, `VERB__ExtPos=SCONJ\|Gender=Masc\|Number=Sing\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `VERB__Gender=Fem\|Number=Plur\|Tense=Past\|Typo=Yes\|VerbForm=Part\|Voice=Pass`, `VERB__Gender=Fem\|Number=Plur\|Tense=Past\|VerbForm=Part`, `VERB__Gender=Fem\|Number=Plur\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `VERB__Gender=Fem\|Number=Sing\|Tense=Past\|Typo=Yes\|VerbForm=Part\|Voice=Pass`, `VERB__Gender=Fem\|Number=Sing\|Tense=Past\|VerbForm=Part`, `VERB__Gender=Fem\|Number=Sing\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `VERB__Gender=Masc\|Number=Plur\|Tense=Past\|Typo=Yes\|VerbForm=Part\|Voice=Pass`, `VERB__Gender=Masc\|Number=Plur\|Tense=Past\|VerbForm=Part`, `VERB__Gender=Masc\|Number=Plur\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `VERB__Gender=Masc\|Number=Sing\|Tense=Past\|Typo=Yes\|VerbForm=Part\|Voice=Pass`, `VERB__Gender=Masc\|Number=Sing\|Tense=Past\|VerbForm=Part`, `VERB__Gender=Masc\|Number=Sing\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `VERB__Gender=Masc\|Tense=Past\|VerbForm=Part`, `VERB__Gender=Masc\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `VERB__Mood=Cnd\|Number=Plur\|Person=1\|Tense=Pres\|VerbForm=Fin`, `VERB__Mood=Cnd\|Number=Plur\|Person=2\|Tense=Pres\|VerbForm=Fin`, `VERB__Mood=Cnd\|Number=Plur\|Person=3\|Tense=Pres\|VerbForm=Fin`, `VERB__Mood=Cnd\|Number=Sing\|Person=1\|Tense=Pres\|VerbForm=Fin`, `VERB__Mood=Cnd\|Number=Sing\|Person=3\|Tense=Pres\|VerbForm=Fin`, `VERB__Mood=Imp\|Number=Plur\|Person=1\|Tense=Pres\|VerbForm=Fin`, `VERB__Mood=Imp\|Number=Plur\|Person=2\|Tense=Pres\|VerbForm=Fin`, `VERB__Mood=Imp\|Tense=Pres\|VerbForm=Fin`, `VERB__Mood=Ind\|Number=Plur\|Person=1\|Tense=Fut\|VerbForm=Fin`, `VERB__Mood=Ind\|Number=Plur\|Person=1\|Tense=Imp\|VerbForm=Fin`, `VERB__Mood=Ind\|Number=Plur\|Person=1\|Tense=Pres\|VerbForm=Fin`, `VERB__Mood=Ind\|Number=Plur\|Person=2\|Tense=Fut\|VerbForm=Fin`, `VERB__Mood=Ind\|Number=Plur\|Person=2\|Tense=Imp\|VerbForm=Fin`, `VERB__Mood=Ind\|Number=Plur\|Person=2\|Tense=Pres\|VerbForm=Fin`, `VERB__Mood=Ind\|Number=Plur\|Person=3\|Tense=Fut\|VerbForm=Fin`, `VERB__Mood=Ind\|Number=Plur\|Person=3\|Tense=Imp\|VerbForm=Fin`, `VERB__Mood=Ind\|Number=Plur\|Person=3\|Tense=Past\|VerbForm=Fin`, `VERB__Mood=Ind\|Number=Plur\|Person=3\|Tense=Pres\|Typo=Yes\|VerbForm=Fin`, `VERB__Mood=Ind\|Number=Plur\|Person=3\|Tense=Pres\|VerbForm=Fin`, `VERB__Mood=Ind\|Number=Sing\|Person=1\|Tense=Fut\|VerbForm=Fin`, `VERB__Mood=Ind\|Number=Sing\|Person=1\|Tense=Imp\|VerbForm=Fin`, `VERB__Mood=Ind\|Number=Sing\|Person=1\|Tense=Pres\|VerbForm=Fin`, `VERB__Mood=Ind\|Number=Sing\|Person=3\|Tense=Fut\|VerbForm=Fin`, `VERB__Mood=Ind\|Number=Sing\|Person=3\|Tense=Imp\|VerbForm=Fin`, `VERB__Mood=Ind\|Number=Sing\|Person=3\|Tense=Past\|VerbForm=Fin`, `VERB__Mood=Ind\|Number=Sing\|Person=3\|Tense=Pres\|VerbForm=Fin`, `VERB__Mood=Ind\|Person=3\|Tense=Pres\|VerbForm=Fin`, `VERB__Mood=Ind\|Person=3\|VerbForm=Fin`, `VERB__Mood=Ind\|VerbForm=Fin`, `VERB__Mood=Sub\|Number=Plur\|Person=3\|Tense=Pres\|VerbForm=Fin`, `VERB__Mood=Sub\|Number=Sing\|Person=1\|Tense=Pres\|VerbForm=Fin`, `VERB__Mood=Sub\|Number=Sing\|Person=3\|Tense=Past\|VerbForm=Fin`, `VERB__Mood=Sub\|Number=Sing\|Person=3\|Tense=Pres\|VerbForm=Fin`, `VERB__Number=Plur\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `VERB__Number=Sing\|Tense=Past\|VerbForm=Part`, `VERB__Number=Sing\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `VERB__Tense=Past\|VerbForm=Part`, `VERB__Tense=Past\|VerbForm=Part\|Voice=Pass`, `VERB__Tense=Pres\|VerbForm=Part`, `VERB__VerbForm=Inf`, `X`, `X__ExtPos=ADJ`, `X__ExtPos=ADV`, `X__Foreign=Yes` |
47
+ | **`parser`** | `ROOT`, `acl`, `acl:relcl`, `advcl`, `advmod`, `amod`, `appos`, `aux:pass`, `aux:tense`, `case`, `cc`, `ccomp`, `conj`, `cop`, `csubj`, `dep`, `det`, `expl:comp`, `expl:pass`, `expl:pv`, `expl:subj`, `fixed`, `flat:foreign`, `flat:name`, `iobj`, `mark`, `nmod`, `nsubj`, `nsubj:pass`, `nummod`, `obj`, `obl:agent`, `obl:arg`, `obl:mod`, `parataxis`, `parataxis:insert`, `punct`, `vocative`, `xcomp` |
48
+
49
+ </details>
50
+
51
+ ### Accuracy
52
+
53
+ | Type | Score |
54
+ | --- | --- |
55
+ | `ENTS_F` | 97.39 |
56
+ | `ENTS_P` | 96.88 |
57
+ | `ENTS_R` | 97.90 |
58
+ | `NER_TRANSFORMER_LOSS` | 2373.89 |
59
+ | `NER_LOSS` | 9945.98 |
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+ [paths]
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+ train = "./data/training/fr/reviewed_annotations-11-2024/train.spacy"
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+ dev = "./data/training/fr/reviewed_annotations-11-2024/dev.spacy"
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+ [system]
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+ seed = 17
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+ [nlp]
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+ lang = "fr"
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+ pipeline = ["ner_transformer","ner","merge_entities","base_transformer","morphologizer","tagger","parser","trainable_lemmatizer"]
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+ batch_size = 512
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+ [components]
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+ max_batch_items = 4096
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+ set_extra_annotations = {"@annotation_setters":"spacy-transformers.null_annotation_setter.v1"}
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+ name = "almanach/camembertav2-base"
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+ seed = ${system.seed}
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+ dropout = 0.1
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+ patience = 4800
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+ max_epochs = 0
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+ eval_frequency = 200
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+ stop = 1000
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+ compound = 1.001
216
+ t = 0.0
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+
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+ [training.logger]
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+ @loggers = "spacy.ConsoleLogger.v3"
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+ progress_bar = "train"
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+ console_output = true
222
+ output_file = null
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+ [training.optimizer]
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+ @optimizers = "Adam.v1"
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+ beta1 = 0.9
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+ beta2 = 0.999
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+ L2 = 0.01
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+ grad_clip = 1.0
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+ use_averages = false
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+ [training.optimizer.learn_rate]
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+ [initialize]
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+ vectors = ${paths.vectors}
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+ init_tok2vec = ${paths.init_tok2vec}
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+ after_init = null
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+
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+ [initialize.components]
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+
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+ [initialize.tokenizer]
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+ "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin",
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+ "ExtPos=ADJ|POS=CCONJ",
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+ "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
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+ "Definite=Ind|ExtPos=ADV|Gender=Masc|Number=Sing|POS=DET|PronType=Art",
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+ "Gender=Fem|Number=Sing|POS=DET",
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+ "Gender=Masc|Number=Sing|POS=NOUN|Typo=Yes",
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+ "Mood=Cnd|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
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+ "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
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+ "Definite=Ind|Gender=Masc|Number=Plur|POS=DET|PronType=Art",
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+ "Mood=Cnd|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
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+ "Gender=Masc|Number=Plur|POS=PROPN",
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+ "Mood=Cnd|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
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+ "Number=Sing|POS=DET",
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+ "Mood=Ind|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
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+ "Gender=Fem|Number=Sing|POS=PRON|PronType=Rel",
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+ "Gender=Fem|Number=Sing|POS=NOUN|Typo=Yes",
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+ "ExtPos=ADV|Gender=Masc|Number=Sing|POS=NOUN",
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+ "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin",
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+ "Mood=Imp|POS=VERB|Tense=Pres|VerbForm=Fin",
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+ "Number=Plur|POS=PRON|Person=2|PronType=Prs|Reflex=Yes",
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+ "Number=Plur|POS=PRON|Person=1|PronType=Prs|Reflex=Yes",
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+ "Gender=Masc|NumType=Card|Number=Sing|POS=NOUN",
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+ "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
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+ "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin",
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+ "Number=Sing|POS=PRON|Person=1|PronType=Prs|Reflex=Yes",
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+ "ExtPos=ADV|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
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+ "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin",
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+ "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|Typo=Yes|VerbForm=Fin",
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+ "Gender=Masc|Number=Plur|POS=VERB|Tense=Past|Typo=Yes|VerbForm=Part|Voice=Pass",
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+ "Number=Sing|POS=VERB|Tense=Past|VerbForm=Part",
264
+ "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Imp|VerbForm=Fin",
265
+ "Number=Sing|POS=PRON|PronType=Rel",
266
+ "Gender=Fem|Number=Plur|Number[psor]=Plur|POS=PRON|Person=3|Person[psor]=1|Poss=Yes|PronType=Prs",
267
+ "ExtPos=PROPN|Gender=Masc|Number=Sing|POS=NOUN",
268
+ "ExtPos=PROPN|Gender=Masc|Number=Plur|POS=NOUN",
269
+ "Definite=Def|Gender=Masc|Number=Sing|POS=ADP|PronType=Art|Typo=Yes",
270
+ "ExtPos=PROPN|Gender=Fem|Number=Sing|POS=NOUN",
271
+ "ExtPos=ADV|POS=PRON|Person=3|PronType=Prs",
272
+ "Gender=Fem|Number=Plur|POS=PROPN",
273
+ "Gender=Fem|Number=Plur|POS=VERB|Tense=Past|Typo=Yes|VerbForm=Part|Voice=Pass",
274
+ "ExtPos=ADJ|Gender=Masc|NumType=Card|POS=NUM"
275
+ ],
276
+ "tagger":[
277
+ "ADJ",
278
+ "ADJ__ExtPos=ADV|Gender=Masc|Number=Sing",
279
+ "ADJ__Gender=Fem|Number=Plur",
280
+ "ADJ__Gender=Fem|Number=Plur|NumType=Ord",
281
+ "ADJ__Gender=Fem|Number=Sing",
282
+ "ADJ__Gender=Fem|Number=Sing|NumType=Ord",
283
+ "ADJ__Gender=Masc",
284
+ "ADJ__Gender=Masc|Number=Plur",
285
+ "ADJ__Gender=Masc|Number=Plur|NumType=Ord",
286
+ "ADJ__Gender=Masc|Number=Sing",
287
+ "ADJ__Gender=Masc|Number=Sing|NumType=Ord",
288
+ "ADJ__NumType=Ord",
289
+ "ADJ__Number=Plur",
290
+ "ADJ__Number=Sing",
291
+ "ADJ__Number=Sing|NumType=Ord",
292
+ "ADJ__Typo=Yes",
293
+ "ADP",
294
+ "ADP_DET__Definite=Def|ExtPos=ADV|Gender=Masc|Number=Sing|PronType=Art",
295
+ "ADP_DET__Definite=Def|Gender=Masc|Number=Sing|PronType=Art",
296
+ "ADP_DET__Definite=Def|Gender=Masc|Number=Sing|PronType=Art|Typo=Yes",
297
+ "ADP_DET__Definite=Def|Number=Plur|PronType=Art",
298
+ "ADP_PRON__Gender=Fem|Number=Plur|PronType=Rel",
299
+ "ADP_PRON__Gender=Masc|Number=Plur|PronType=Rel",
300
+ "ADP_PRON__Gender=Masc|Number=Sing|PronType=Rel",
301
+ "ADP__ExtPos=ADJ",
302
+ "ADP__ExtPos=ADP",
303
+ "ADP__ExtPos=ADV",
304
+ "ADP__ExtPos=CCONJ",
305
+ "ADP__ExtPos=DET",
306
+ "ADP__ExtPos=PRON",
307
+ "ADP__ExtPos=SCONJ",
308
+ "ADV",
309
+ "ADV__ExtPos=ADP|Polarity=Neg",
310
+ "ADV__ExtPos=ADV",
311
+ "ADV__ExtPos=ADV|Polarity=Neg",
312
+ "ADV__ExtPos=CCONJ",
313
+ "ADV__ExtPos=DET|Polarity=Neg",
314
+ "ADV__ExtPos=PRON",
315
+ "ADV__ExtPos=SCONJ",
316
+ "ADV__Polarity=Neg",
317
+ "ADV__PronType=Int",
318
+ "AUX__Gender=Masc|Number=Sing|Tense=Past|VerbForm=Part",
319
+ "AUX__Mood=Cnd|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
320
+ "AUX__Mood=Cnd|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
321
+ "AUX__Mood=Cnd|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
322
+ "AUX__Mood=Ind|Number=Plur|Person=1|Tense=Fut|VerbForm=Fin",
323
+ "AUX__Mood=Ind|Number=Plur|Person=1|Tense=Imp|VerbForm=Fin",
324
+ "AUX__Mood=Ind|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
325
+ "AUX__Mood=Ind|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
326
+ "AUX__Mood=Ind|Number=Plur|Person=3|Tense=Fut|VerbForm=Fin",
327
+ "AUX__Mood=Ind|Number=Plur|Person=3|Tense=Imp|VerbForm=Fin",
328
+ "AUX__Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin",
329
+ "AUX__Mood=Ind|Number=Plur|Person=3|Tense=Pres|Typo=Yes|VerbForm=Fin",
330
+ "AUX__Mood=Ind|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
331
+ "AUX__Mood=Ind|Number=Sing|Person=1|Tense=Imp|VerbForm=Fin",
332
+ "AUX__Mood=Ind|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
333
+ "AUX__Mood=Ind|Number=Sing|Person=3|Tense=Fut|VerbForm=Fin",
334
+ "AUX__Mood=Ind|Number=Sing|Person=3|Tense=Imp|Typo=Yes|VerbForm=Fin",
335
+ "AUX__Mood=Ind|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin",
336
+ "AUX__Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
337
+ "AUX__Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
338
+ "AUX__Mood=Sub|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
339
+ "AUX__Mood=Sub|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
340
+ "AUX__Mood=Sub|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
341
+ "AUX__Mood=Sub|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
342
+ "AUX__Mood=Sub|Number=Sing|Person=3|Tense=Pres|Typo=Yes|VerbForm=Fin",
343
+ "AUX__Mood=Sub|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
344
+ "AUX__Tense=Past|VerbForm=Part",
345
+ "AUX__Tense=Pres|VerbForm=Part",
346
+ "AUX__VerbForm=Inf",
347
+ "CCONJ",
348
+ "CCONJ__ExtPos=ADJ",
349
+ "CCONJ__ExtPos=CCONJ",
350
+ "DET",
351
+ "DET__Definite=Def|ExtPos=ADV|Gender=Masc|Number=Sing|PronType=Art",
352
+ "DET__Definite=Def|Gender=Fem|Number=Sing|PronType=Art",
353
+ "DET__Definite=Def|Gender=Masc|Number=Sing|PronType=Art",
354
+ "DET__Definite=Def|Number=Plur|PronType=Art",
355
+ "DET__Definite=Def|Number=Sing|PronType=Art",
356
+ "DET__Definite=Ind|ExtPos=ADV|Gender=Fem|Number=Sing|PronType=Art",
357
+ "DET__Definite=Ind|ExtPos=ADV|Gender=Masc|Number=Sing|PronType=Art",
358
+ "DET__Definite=Ind|Gender=Fem|Number=Plur|PronType=Art",
359
+ "DET__Definite=Ind|Gender=Fem|Number=Sing|PronType=Art",
360
+ "DET__Definite=Ind|Gender=Masc|Number=Plur|PronType=Art",
361
+ "DET__Definite=Ind|Gender=Masc|Number=Sing|PronType=Art",
362
+ "DET__Definite=Ind|Number=Plur|PronType=Art",
363
+ "DET__Definite=Ind|Number=Sing|PronType=Art",
364
+ "DET__Gender=Fem|Number=Plur",
365
+ "DET__Gender=Fem|Number=Plur|PronType=Int",
366
+ "DET__Gender=Fem|Number=Sing",
367
+ "DET__Gender=Fem|Number=Sing|Polarity=Neg",
368
+ "DET__Gender=Fem|Number=Sing|Poss=Yes",
369
+ "DET__Gender=Fem|Number=Sing|PronType=Dem",
370
+ "DET__Gender=Fem|Number=Sing|PronType=Int",
371
+ "DET__Gender=Masc|Number=Plur",
372
+ "DET__Gender=Masc|Number=Sing",
373
+ "DET__Gender=Masc|Number=Sing|Polarity=Neg",
374
+ "DET__Gender=Masc|Number=Sing|PronType=Dem",
375
+ "DET__Gender=Masc|Number=Sing|PronType=Int",
376
+ "DET__Number=Plur",
377
+ "DET__Number=Plur|Poss=Yes",
378
+ "DET__Number=Plur|PronType=Dem",
379
+ "DET__Number=Sing",
380
+ "DET__Number=Sing|Poss=Yes",
381
+ "INTJ",
382
+ "INTJ__ExtPos=INTJ",
383
+ "NOUN",
384
+ "NOUN__ExtPos=ADP|Gender=Fem|Number=Sing",
385
+ "NOUN__ExtPos=ADV|Gender=Masc|Number=Sing",
386
+ "NOUN__ExtPos=PROPN|Gender=Fem|Number=Sing",
387
+ "NOUN__ExtPos=PROPN|Gender=Masc|Number=Plur",
388
+ "NOUN__ExtPos=PROPN|Gender=Masc|Number=Sing",
389
+ "NOUN__Gender=Fem",
390
+ "NOUN__Gender=Fem|Number=Plur",
391
+ "NOUN__Gender=Fem|Number=Sing",
392
+ "NOUN__Gender=Fem|Number=Sing|Typo=Yes",
393
+ "NOUN__Gender=Masc",
394
+ "NOUN__Gender=Masc|Number=Plur",
395
+ "NOUN__Gender=Masc|Number=Plur|NumType=Card",
396
+ "NOUN__Gender=Masc|Number=Sing",
397
+ "NOUN__Gender=Masc|Number=Sing|NumType=Card",
398
+ "NOUN__Gender=Masc|Number=Sing|Typo=Yes",
399
+ "NOUN__NumType=Card",
400
+ "NOUN__Number=Plur",
401
+ "NOUN__Number=Sing",
402
+ "NUM",
403
+ "NUM__ExtPos=ADJ|Gender=Masc|NumType=Card",
404
+ "NUM__NumType=Card",
405
+ "PRON__ExtPos=ADP|Gender=Masc|Number=Sing|Person=3|PronType=Prs",
406
+ "PRON__ExtPos=ADP|Number=Sing|Person=3|PronType=Prs",
407
+ "PRON__ExtPos=ADP|Person=3|PronType=Prs",
408
+ "PRON__ExtPos=ADV|Gender=Masc|Number=Sing|Person=3|PronType=Prs",
409
+ "PRON__ExtPos=ADV|Number=Sing|Person=3|PronType=Dem",
410
+ "PRON__ExtPos=ADV|Person=3|PronType=Prs",
411
+ "PRON__ExtPos=CCONJ|Person=3|PronType=Prs",
412
+ "PRON__ExtPos=PRON|PronType=Rel",
413
+ "PRON__Gender=Fem|Number=Plur|Number[psor]=Plur|Person=3|Person[psor]=1|Poss=Yes|PronType=Prs",
414
+ "PRON__Gender=Fem|Number=Plur|Person=3|PronType=Dem",
415
+ "PRON__Gender=Fem|Number=Plur|Person=3|PronType=Ind",
416
+ "PRON__Gender=Fem|Number=Plur|Person=3|PronType=Prs",
417
+ "PRON__Gender=Fem|Number=Plur|Person=3|PronType=Prs|Typo=Yes",
418
+ "PRON__Gender=Fem|Number=Plur|PronType=Rel",
419
+ "PRON__Gender=Fem|Number=Sing|Person=3|PronType=Dem",
420
+ "PRON__Gender=Fem|Number=Sing|Person=3|PronType=Ind",
421
+ "PRON__Gender=Fem|Number=Sing|Person=3|PronType=Prs",
422
+ "PRON__Gender=Fem|Number=Sing|Person=3|PronType=Prs|Reflex=Yes",
423
+ "PRON__Gender=Fem|Number=Sing|PronType=Rel",
424
+ "PRON__Gender=Masc|Number=Plur|Person=3|PronType=Dem",
425
+ "PRON__Gender=Masc|Number=Plur|Person=3|PronType=Ind",
426
+ "PRON__Gender=Masc|Number=Plur|Person=3|PronType=Prs",
427
+ "PRON__Gender=Masc|Number=Plur|Person=3|PronType=Prs|Reflex=Yes",
428
+ "PRON__Gender=Masc|Number=Plur|PronType=Rel",
429
+ "PRON__Gender=Masc|Number=Sing|Person=3|PronType=Dem",
430
+ "PRON__Gender=Masc|Number=Sing|Person=3|PronType=Ind",
431
+ "PRON__Gender=Masc|Number=Sing|Person=3|PronType=Prs",
432
+ "PRON__Gender=Masc|Number=Sing|PronType=Neg",
433
+ "PRON__Gender=Masc|Number=Sing|PronType=Rel",
434
+ "PRON__Number=Plur|Person=1|PronType=Prs",
435
+ "PRON__Number=Plur|Person=1|PronType=Prs|Reflex=Yes",
436
+ "PRON__Number=Plur|Person=2|PronType=Prs",
437
+ "PRON__Number=Plur|Person=2|PronType=Prs|Reflex=Yes",
438
+ "PRON__Number=Plur|Person=3|PronType=Ind",
439
+ "PRON__Number=Plur|Person=3|PronType=Prs",
440
+ "PRON__Number=Sing|Person=1|PronType=Prs",
441
+ "PRON__Number=Sing|Person=1|PronType=Prs|Reflex=Yes",
442
+ "PRON__Number=Sing|Person=2|PronType=Prs",
443
+ "PRON__Number=Sing|Person=3|PronType=Dem",
444
+ "PRON__Number=Sing|Person=3|PronType=Ind",
445
+ "PRON__Number=Sing|Person=3|PronType=Prs",
446
+ "PRON__Number=Sing|PronType=Neg",
447
+ "PRON__Number=Sing|PronType=Rel",
448
+ "PRON__Person=3|PronType=Prs",
449
+ "PRON__Person=3|PronType=Prs|Reflex=Yes",
450
+ "PRON__PronType=Int",
451
+ "PRON__PronType=Rel",
452
+ "PROPN",
453
+ "PROPN__Gender=Fem|Number=Plur",
454
+ "PROPN__Gender=Fem|Number=Sing",
455
+ "PROPN__Gender=Masc",
456
+ "PROPN__Gender=Masc|Number=Plur",
457
+ "PROPN__Gender=Masc|Number=Sing",
458
+ "PROPN__Number=Plur",
459
+ "PROPN__Number=Sing",
460
+ "PUNCT",
461
+ "SCONJ",
462
+ "SCONJ__ExtPos=SCONJ",
463
+ "SYM",
464
+ "SYM__ExtPos=CCONJ",
465
+ "VERB__ExtPos=SCONJ|Gender=Masc|Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass",
466
+ "VERB__Gender=Fem|Number=Plur|Tense=Past|Typo=Yes|VerbForm=Part|Voice=Pass",
467
+ "VERB__Gender=Fem|Number=Plur|Tense=Past|VerbForm=Part",
468
+ "VERB__Gender=Fem|Number=Plur|Tense=Past|VerbForm=Part|Voice=Pass",
469
+ "VERB__Gender=Fem|Number=Sing|Tense=Past|Typo=Yes|VerbForm=Part|Voice=Pass",
470
+ "VERB__Gender=Fem|Number=Sing|Tense=Past|VerbForm=Part",
471
+ "VERB__Gender=Fem|Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass",
472
+ "VERB__Gender=Masc|Number=Plur|Tense=Past|Typo=Yes|VerbForm=Part|Voice=Pass",
473
+ "VERB__Gender=Masc|Number=Plur|Tense=Past|VerbForm=Part",
474
+ "VERB__Gender=Masc|Number=Plur|Tense=Past|VerbForm=Part|Voice=Pass",
475
+ "VERB__Gender=Masc|Number=Sing|Tense=Past|Typo=Yes|VerbForm=Part|Voice=Pass",
476
+ "VERB__Gender=Masc|Number=Sing|Tense=Past|VerbForm=Part",
477
+ "VERB__Gender=Masc|Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass",
478
+ "VERB__Gender=Masc|Tense=Past|VerbForm=Part",
479
+ "VERB__Gender=Masc|Tense=Past|VerbForm=Part|Voice=Pass",
480
+ "VERB__Mood=Cnd|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
481
+ "VERB__Mood=Cnd|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
482
+ "VERB__Mood=Cnd|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
483
+ "VERB__Mood=Cnd|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
484
+ "VERB__Mood=Cnd|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
485
+ "VERB__Mood=Imp|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
486
+ "VERB__Mood=Imp|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
487
+ "VERB__Mood=Imp|Tense=Pres|VerbForm=Fin",
488
+ "VERB__Mood=Ind|Number=Plur|Person=1|Tense=Fut|VerbForm=Fin",
489
+ "VERB__Mood=Ind|Number=Plur|Person=1|Tense=Imp|VerbForm=Fin",
490
+ "VERB__Mood=Ind|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
491
+ "VERB__Mood=Ind|Number=Plur|Person=2|Tense=Fut|VerbForm=Fin",
492
+ "VERB__Mood=Ind|Number=Plur|Person=2|Tense=Imp|VerbForm=Fin",
493
+ "VERB__Mood=Ind|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
494
+ "VERB__Mood=Ind|Number=Plur|Person=3|Tense=Fut|VerbForm=Fin",
495
+ "VERB__Mood=Ind|Number=Plur|Person=3|Tense=Imp|VerbForm=Fin",
496
+ "VERB__Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin",
497
+ "VERB__Mood=Ind|Number=Plur|Person=3|Tense=Pres|Typo=Yes|VerbForm=Fin",
498
+ "VERB__Mood=Ind|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
499
+ "VERB__Mood=Ind|Number=Sing|Person=1|Tense=Fut|VerbForm=Fin",
500
+ "VERB__Mood=Ind|Number=Sing|Person=1|Tense=Imp|VerbForm=Fin",
501
+ "VERB__Mood=Ind|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
502
+ "VERB__Mood=Ind|Number=Sing|Person=3|Tense=Fut|VerbForm=Fin",
503
+ "VERB__Mood=Ind|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin",
504
+ "VERB__Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
505
+ "VERB__Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
506
+ "VERB__Mood=Ind|Person=3|Tense=Pres|VerbForm=Fin",
507
+ "VERB__Mood=Ind|Person=3|VerbForm=Fin",
508
+ "VERB__Mood=Ind|VerbForm=Fin",
509
+ "VERB__Mood=Sub|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
510
+ "VERB__Mood=Sub|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
511
+ "VERB__Mood=Sub|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
512
+ "VERB__Mood=Sub|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
513
+ "VERB__Number=Plur|Tense=Past|VerbForm=Part|Voice=Pass",
514
+ "VERB__Number=Sing|Tense=Past|VerbForm=Part",
515
+ "VERB__Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass",
516
+ "VERB__Tense=Past|VerbForm=Part",
517
+ "VERB__Tense=Past|VerbForm=Part|Voice=Pass",
518
+ "VERB__Tense=Pres|VerbForm=Part",
519
+ "VERB__VerbForm=Inf",
520
+ "X",
521
+ "X__ExtPos=ADJ",
522
+ "X__ExtPos=ADV",
523
+ "X__Foreign=Yes"
524
+ ],
525
+ "parser":[
526
+ "ROOT",
527
+ "acl",
528
+ "acl:relcl",
529
+ "advcl",
530
+ "advmod",
531
+ "amod",
532
+ "appos",
533
+ "aux:pass",
534
+ "aux:tense",
535
+ "case",
536
+ "cc",
537
+ "ccomp",
538
+ "conj",
539
+ "cop",
540
+ "csubj",
541
+ "dep",
542
+ "det",
543
+ "expl:comp",
544
+ "expl:pass",
545
+ "expl:pv",
546
+ "expl:subj",
547
+ "fixed",
548
+ "flat:foreign",
549
+ "flat:name",
550
+ "iobj",
551
+ "mark",
552
+ "nmod",
553
+ "nsubj",
554
+ "nsubj:pass",
555
+ "nummod",
556
+ "obj",
557
+ "obl:agent",
558
+ "obl:arg",
559
+ "obl:mod",
560
+ "parataxis",
561
+ "parataxis:insert",
562
+ "punct",
563
+ "vocative",
564
+ "xcomp"
565
+ ]
566
+ },
567
+ "pipeline":[
568
+ "ner_transformer",
569
+ "ner",
570
+ "merge_entities",
571
+ "base_transformer",
572
+ "morphologizer",
573
+ "tagger",
574
+ "parser",
575
+ "trainable_lemmatizer"
576
+ ],
577
+ "components":[
578
+ "ner_transformer",
579
+ "ner",
580
+ "merge_entities",
581
+ "base_transformer",
582
+ "morphologizer",
583
+ "tagger",
584
+ "parser",
585
+ "trainable_lemmatizer"
586
+ ],
587
+ "disabled":[
588
+
589
+ ],
590
+ "performance":{
591
+ "ents_f":0.973876698,
592
+ "ents_p":0.9688149688,
593
+ "ents_r":0.9789915966,
594
+ "ents_per_type":{
595
+ "ORG":{
596
+ "p":0.9562043796,
597
+ "r":0.9562043796,
598
+ "f":0.9562043796
599
+ },
600
+ "LOC":{
601
+ "p":0.9813084112,
602
+ "r":0.9952606635,
603
+ "f":0.9882352941
604
+ },
605
+ "PER":{
606
+ "p":0.9615384615,
607
+ "r":0.9765625,
608
+ "f":0.9689922481
609
+ }
610
+ },
611
+ "ner_transformer_loss":23.7388525084,
612
+ "ner_loss":99.4598413509
613
+ },
614
+ "requirements":[
615
+ "spacy-transformers>=1.3.5,<1.4.0",
616
+ "spacy>=3.8.3,<3.9.0",
617
+ "spacy>=3.8.3,<3.9.0"
618
+ ]
619
+ }
morphologizer/cfg ADDED
@@ -0,0 +1,497 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "extend":false,
3
+ "label_smoothing":0.0,
4
+ "labels_morph":{
5
+ "POS=PROPN":"",
6
+ "Gender=Fem|Number=Sing|POS=DET|PronType=Dem":"Gender=Fem|Number=Sing|PronType=Dem",
7
+ "Gender=Fem|Number=Sing|POS=NOUN":"Gender=Fem|Number=Sing",
8
+ "Number=Plur|POS=PRON|Person=1|PronType=Prs":"Number=Plur|Person=1|PronType=Prs",
9
+ "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
10
+ "POS=SCONJ":"",
11
+ "POS=ADP":"",
12
+ "Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art":"Definite=Def|Gender=Masc|Number=Sing|PronType=Art",
13
+ "NumType=Ord|POS=ADJ":"NumType=Ord",
14
+ "Gender=Masc|Number=Sing|POS=NOUN":"Gender=Masc|Number=Sing",
15
+ "POS=PUNCT":"",
16
+ "Gender=Masc|Number=Sing|POS=PROPN":"Gender=Masc|Number=Sing",
17
+ "Number=Plur|POS=ADJ":"Number=Plur",
18
+ "Gender=Masc|Number=Plur|POS=NOUN":"Gender=Masc|Number=Plur",
19
+ "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art":"Definite=Ind|Gender=Fem|Number=Sing|PronType=Art",
20
+ "Number=Sing|POS=ADJ":"Number=Sing",
21
+ "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin",
22
+ "POS=ADV":"",
23
+ "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
24
+ "Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":"Gender=Fem|Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass",
25
+ "Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art":"Definite=Def|Gender=Fem|Number=Sing|PronType=Art",
26
+ "Gender=Fem|Number=Sing|POS=PROPN":"Gender=Fem|Number=Sing",
27
+ "Definite=Def|Number=Sing|POS=DET|PronType=Art":"Definite=Def|Number=Sing|PronType=Art",
28
+ "NumType=Card|POS=NUM":"NumType=Card",
29
+ "Definite=Def|Number=Plur|POS=DET|PronType=Art":"Definite=Def|Number=Plur|PronType=Art",
30
+ "Gender=Masc|Number=Plur|POS=ADJ":"Gender=Masc|Number=Plur",
31
+ "POS=CCONJ":"",
32
+ "Gender=Fem|Number=Plur|POS=NOUN":"Gender=Fem|Number=Plur",
33
+ "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin",
34
+ "Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":"Gender=Masc|Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass",
35
+ "Gender=Fem|Number=Plur|POS=ADJ":"Gender=Fem|Number=Plur",
36
+ "POS=ADJ":"",
37
+ "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
38
+ "POS=PRON|PronType=Rel":"PronType=Rel",
39
+ "ExtPos=CCONJ|POS=CCONJ":"ExtPos=CCONJ",
40
+ "Number=Sing|POS=DET|Poss=Yes":"Number=Sing|Poss=Yes",
41
+ "Definite=Def|Gender=Masc|Number=Sing|POS=ADP|PronType=Art":"Definite=Def|Gender=Masc|Number=Sing|PronType=Art",
42
+ "ExtPos=ADV|POS=ADV":"ExtPos=ADV",
43
+ "Definite=Def|Number=Plur|POS=ADP|PronType=Art":"Definite=Def|Number=Plur|PronType=Art",
44
+ "Definite=Ind|Number=Plur|POS=DET|PronType=Art":"Definite=Ind|Number=Plur|PronType=Art",
45
+ "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin",
46
+ "Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":"Gender=Masc|Number=Plur|Tense=Past|VerbForm=Part|Voice=Pass",
47
+ "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
48
+ "Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Masc|Number=Sing|Tense=Past|VerbForm=Part",
49
+ "POS=VERB|VerbForm=Inf":"VerbForm=Inf",
50
+ "Gender=Fem|Number=Sing|POS=ADJ":"Gender=Fem|Number=Sing",
51
+ "Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Gender=Masc|Number=Sing|Person=3|PronType=Prs",
52
+ "Number=Plur|POS=DET":"Number=Plur",
53
+ "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
54
+ "Gender=Masc|Number=Sing|POS=ADJ":"Gender=Masc|Number=Sing",
55
+ "Gender=Masc|Number=Sing|POS=DET|PronType=Dem":"Gender=Masc|Number=Sing|PronType=Dem",
56
+ "POS=ADV|PronType=Int":"PronType=Int",
57
+ "ExtPos=SCONJ|POS=SCONJ":"ExtPos=SCONJ",
58
+ "POS=VERB|Tense=Pres|VerbForm=Part":"Tense=Pres|VerbForm=Part",
59
+ "Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art":"Definite=Ind|Gender=Masc|Number=Sing|PronType=Art",
60
+ "Gender=Masc|POS=ADJ":"Gender=Masc",
61
+ "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Fut|VerbForm=Fin",
62
+ "Number=Plur|POS=DET|Poss=Yes":"Number=Plur|Poss=Yes",
63
+ "POS=AUX|VerbForm=Inf":"VerbForm=Inf",
64
+ "Gender=Masc|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":"Gender=Masc|Tense=Past|VerbForm=Part|Voice=Pass",
65
+ "POS=ADV|Polarity=Neg":"Polarity=Neg",
66
+ "Definite=Ind|Number=Sing|POS=DET|PronType=Art":"Definite=Ind|Number=Sing|PronType=Art",
67
+ "Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Gender=Fem|Number=Sing|Person=3|PronType=Prs",
68
+ "POS=PRON|Person=3|PronType=Prs|Reflex=Yes":"Person=3|PronType=Prs|Reflex=Yes",
69
+ "Gender=Masc|POS=NOUN":"Gender=Masc",
70
+ "POS=AUX|Tense=Past|VerbForm=Part":"Tense=Past|VerbForm=Part",
71
+ "POS=PRON|Person=3|PronType=Prs":"Person=3|PronType=Prs",
72
+ "Number=Plur|POS=NOUN":"Number=Plur",
73
+ "ExtPos=ADV|POS=ADP":"ExtPos=ADV",
74
+ "NumType=Ord|Number=Sing|POS=ADJ":"NumType=Ord|Number=Sing",
75
+ "ExtPos=ADP|POS=ADV|Polarity=Neg":"ExtPos=ADP|Polarity=Neg",
76
+ "POS=VERB|Tense=Past|VerbForm=Part":"Tense=Past|VerbForm=Part",
77
+ "POS=AUX|Tense=Pres|VerbForm=Part":"Tense=Pres|VerbForm=Part",
78
+ "Number=Sing|POS=PRON|Person=3|PronType=Dem":"Number=Sing|Person=3|PronType=Dem",
79
+ "Number=Sing|POS=NOUN":"Number=Sing",
80
+ "Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Masc|Number=Plur|Tense=Past|VerbForm=Part",
81
+ "Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Gender=Masc|Number=Plur|Person=3|PronType=Prs",
82
+ "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Imp|VerbForm=Fin",
83
+ "Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ":"Gender=Fem|NumType=Ord|Number=Sing",
84
+ "Number=Plur|POS=PROPN":"Number=Plur",
85
+ "Number=Sing|POS=PROPN":"Number=Sing",
86
+ "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin",
87
+ "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
88
+ "Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Dem":"Gender=Masc|Number=Plur|Person=3|PronType=Dem",
89
+ "Gender=Masc|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Masc|Tense=Past|VerbForm=Part",
90
+ "Gender=Masc|Number=Sing|POS=DET":"Gender=Masc|Number=Sing",
91
+ "Gender=Fem|Number=Sing|POS=DET|Poss=Yes":"Gender=Fem|Number=Sing|Poss=Yes",
92
+ "Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Ind":"Gender=Masc|Number=Sing|Person=3|PronType=Ind",
93
+ "POS=NOUN":"",
94
+ "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Fut|VerbForm=Fin",
95
+ "ExtPos=ADP|Gender=Fem|Number=Sing|POS=NOUN":"ExtPos=ADP|Gender=Fem|Number=Sing",
96
+ "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Fut|VerbForm=Fin",
97
+ "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
98
+ "ExtPos=PRON|POS=ADV":"ExtPos=PRON",
99
+ "Number=Plur|POS=PRON|Person=3|PronType=Ind":"Number=Plur|Person=3|PronType=Ind",
100
+ "Gender=Masc|NumType=Ord|Number=Plur|POS=ADJ":"Gender=Masc|NumType=Ord|Number=Plur",
101
+ "ExtPos=ADP|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"ExtPos=ADP|Gender=Masc|Number=Sing|Person=3|PronType=Prs",
102
+ "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Fut|VerbForm=Fin",
103
+ "Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":"Gender=Fem|Number=Plur|Tense=Past|VerbForm=Part|Voice=Pass",
104
+ "Number=Sing|POS=PRON|PronType=Neg":"Number=Sing|PronType=Neg",
105
+ "Number=Sing|POS=PRON|Person=3|PronType=Prs":"Number=Sing|Person=3|PronType=Prs",
106
+ "Number=Sing|POS=PRON|Person=3|PronType=Ind":"Number=Sing|Person=3|PronType=Ind",
107
+ "Mood=Ind|POS=VERB|VerbForm=Fin":"Mood=Ind|VerbForm=Fin",
108
+ "Number=Plur|POS=DET|PronType=Dem":"Number=Plur|PronType=Dem",
109
+ "Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Ind":"Gender=Masc|Number=Plur|Person=3|PronType=Ind",
110
+ "ExtPos=ADP|POS=ADP":"ExtPos=ADP",
111
+ "Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Dem":"Gender=Masc|Number=Sing|Person=3|PronType=Dem",
112
+ "Number=Sing|POS=PRON|Person=2|PronType=Prs":"Number=Sing|Person=2|PronType=Prs",
113
+ "Gender=Masc|Number=Sing|POS=PRON|PronType=Rel":"Gender=Masc|Number=Sing|PronType=Rel",
114
+ "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Imp|VerbForm=Fin",
115
+ "ExtPos=ADJ|POS=CCONJ":"ExtPos=ADJ",
116
+ "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
117
+ "Definite=Ind|ExtPos=ADV|Gender=Masc|Number=Sing|POS=DET|PronType=Art":"Definite=Ind|ExtPos=ADV|Gender=Masc|Number=Sing|PronType=Art",
118
+ "Gender=Masc|NumType=Ord|Number=Sing|POS=ADJ":"Gender=Masc|NumType=Ord|Number=Sing",
119
+ "POS=NUM":"",
120
+ "Gender=Fem|POS=NOUN":"Gender=Fem",
121
+ "Number=Plur|POS=PRON|Person=3|PronType=Prs":"Number=Plur|Person=3|PronType=Prs",
122
+ "Gender=Masc|Number=Sing|POS=DET|Polarity=Neg":"Gender=Masc|Number=Sing|Polarity=Neg",
123
+ "Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":"Number=Plur|Tense=Past|VerbForm=Part|Voice=Pass",
124
+ "Number=Sing|POS=PRON|Person=1|PronType=Prs":"Number=Sing|Person=1|PronType=Prs",
125
+ "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
126
+ "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
127
+ "Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs|Reflex=Yes":"Gender=Fem|Number=Sing|Person=3|PronType=Prs|Reflex=Yes",
128
+ "Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Ind":"Gender=Fem|Number=Sing|Person=3|PronType=Ind",
129
+ "Definite=Def|ExtPos=ADV|Gender=Masc|Number=Sing|POS=ADP|PronType=Art":"Definite=Def|ExtPos=ADV|Gender=Masc|Number=Sing|PronType=Art",
130
+ "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
131
+ "Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Fem|Number=Sing|Tense=Past|VerbForm=Part",
132
+ "POS=INTJ":"",
133
+ "Number=Plur|POS=PRON|Person=2|PronType=Prs":"Number=Plur|Person=2|PronType=Prs",
134
+ "ExtPos=SCONJ|POS=ADV":"ExtPos=SCONJ",
135
+ "ExtPos=DET|POS=ADP":"ExtPos=DET",
136
+ "Definite=Ind|Gender=Fem|Number=Plur|POS=DET|PronType=Art":"Definite=Ind|Gender=Fem|Number=Plur|PronType=Art",
137
+ "Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Fem|Number=Plur|Tense=Past|VerbForm=Part",
138
+ "NumType=Card|POS=NOUN":"NumType=Card",
139
+ "Gender=Fem|Number=Sing|POS=VERB|Tense=Past|Typo=Yes|VerbForm=Part|Voice=Pass":"Gender=Fem|Number=Sing|Tense=Past|Typo=Yes|VerbForm=Part|Voice=Pass",
140
+ "POS=PRON|PronType=Int":"PronType=Int",
141
+ "Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Gender=Fem|Number=Plur|Person=3|PronType=Prs",
142
+ "Gender=Fem|Number=Sing|POS=DET":"Gender=Fem|Number=Sing",
143
+ "Gender=Masc|Number=Sing|POS=NOUN|Typo=Yes":"Gender=Masc|Number=Sing|Typo=Yes",
144
+ "Mood=Cnd|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
145
+ "Gender=Fem|Number=Plur|POS=DET":"Gender=Fem|Number=Plur",
146
+ "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
147
+ "Definite=Ind|Gender=Masc|Number=Plur|POS=DET|PronType=Art":"Definite=Ind|Gender=Masc|Number=Plur|PronType=Art",
148
+ "Mood=Cnd|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
149
+ "Gender=Masc|Number=Plur|POS=PROPN":"Gender=Masc|Number=Plur",
150
+ "Mood=Cnd|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Cnd|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
151
+ "Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Dem":"Gender=Fem|Number=Sing|Person=3|PronType=Dem",
152
+ "Number=Sing|POS=DET":"Number=Sing",
153
+ "Gender=Masc|NumType=Card|Number=Plur|POS=NOUN":"Gender=Masc|NumType=Card|Number=Plur",
154
+ "Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Dem":"Gender=Fem|Number=Plur|Person=3|PronType=Dem",
155
+ "Mood=Ind|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Ind|Person=3|Tense=Pres|VerbForm=Fin",
156
+ "Gender=Fem|Number=Sing|POS=PRON|PronType=Rel":"Gender=Fem|Number=Sing|PronType=Rel",
157
+ "ExtPos=CCONJ|POS=ADV":"ExtPos=CCONJ",
158
+ "Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs|Reflex=Yes":"Gender=Masc|Number=Plur|Person=3|PronType=Prs|Reflex=Yes",
159
+ "Gender=Fem|Number=Sing|POS=NOUN|Typo=Yes":"Gender=Fem|Number=Sing|Typo=Yes",
160
+ "ExtPos=ADP|Number=Sing|POS=PRON|Person=3|PronType=Prs":"ExtPos=ADP|Number=Sing|Person=3|PronType=Prs",
161
+ "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Imp|VerbForm=Fin",
162
+ "Mood=Cnd|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Cnd|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
163
+ "Gender=Fem|Number=Sing|POS=DET|Polarity=Neg":"Gender=Fem|Number=Sing|Polarity=Neg",
164
+ "ExtPos=CCONJ|POS=ADP":"ExtPos=CCONJ",
165
+ "Definite=Def|ExtPos=ADV|Gender=Masc|Number=Sing|POS=DET|PronType=Art":"Definite=Def|ExtPos=ADV|Gender=Masc|Number=Sing|PronType=Art",
166
+ "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
167
+ "Gender=Masc|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part":"Gender=Masc|Number=Sing|Tense=Past|VerbForm=Part",
168
+ "Foreign=Yes|POS=X":"Foreign=Yes",
169
+ "POS=SYM":"",
170
+ "Mood=Imp|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Imp|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
171
+ "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
172
+ "Gender=Masc|Number=Sing|POS=DET|PronType=Int":"Gender=Masc|Number=Sing|PronType=Int",
173
+ "Gender=Fem|Number=Plur|POS=DET|PronType=Int":"Gender=Fem|Number=Plur|PronType=Int",
174
+ "POS=DET":"",
175
+ "Gender=Masc|Number=Plur|POS=PRON|PronType=Rel":"Gender=Masc|Number=Plur|PronType=Rel",
176
+ "Definite=Ind|ExtPos=ADV|Gender=Fem|Number=Sing|POS=DET|PronType=Art":"Definite=Ind|ExtPos=ADV|Gender=Fem|Number=Sing|PronType=Art",
177
+ "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
178
+ "Mood=Ind|POS=VERB|Person=3|VerbForm=Fin":"Mood=Ind|Person=3|VerbForm=Fin",
179
+ "ExtPos=DET|POS=ADV|Polarity=Neg":"ExtPos=DET|Polarity=Neg",
180
+ "Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":"Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass",
181
+ "POS=ADJ|Typo=Yes":"Typo=Yes",
182
+ "POS=X":"",
183
+ "ExtPos=SCONJ|POS=ADP":"ExtPos=SCONJ",
184
+ "ExtPos=ADJ|POS=X":"ExtPos=ADJ",
185
+ "ExtPos=ADJ|POS=ADP":"ExtPos=ADJ",
186
+ "POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":"Tense=Past|VerbForm=Part|Voice=Pass",
187
+ "ExtPos=CCONJ|POS=SYM":"ExtPos=CCONJ",
188
+ "Mood=Cnd|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Cnd|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
189
+ "Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
190
+ "Gender=Fem|Number=Sing|POS=DET|PronType=Int":"Gender=Fem|Number=Sing|PronType=Int",
191
+ "Gender=Masc|Number=Plur|POS=DET":"Gender=Masc|Number=Plur",
192
+ "Gender=Fem|Number=Plur|POS=PRON|PronType=Rel":"Gender=Fem|Number=Plur|PronType=Rel",
193
+ "ExtPos=ADV|Gender=Masc|Number=Sing|POS=NOUN":"ExtPos=ADV|Gender=Masc|Number=Sing",
194
+ "ExtPos=ADP|POS=PRON|Person=3|PronType=Prs":"ExtPos=ADP|Person=3|PronType=Prs",
195
+ "Gender=Masc|Number=Sing|POS=VERB|Tense=Past|Typo=Yes|VerbForm=Part|Voice=Pass":"Gender=Masc|Number=Sing|Tense=Past|Typo=Yes|VerbForm=Part|Voice=Pass",
196
+ "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|Typo=Yes|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Imp|Typo=Yes|VerbForm=Fin",
197
+ "Gender=Fem|NumType=Ord|Number=Plur|POS=ADJ":"Gender=Fem|NumType=Ord|Number=Plur",
198
+ "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=2|Tense=Fut|VerbForm=Fin",
199
+ "Mood=Imp|POS=VERB|Tense=Pres|VerbForm=Fin":"Mood=Imp|Tense=Pres|VerbForm=Fin",
200
+ "Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Ind":"Gender=Fem|Number=Plur|Person=3|PronType=Ind",
201
+ "Number=Plur|POS=PRON|Person=2|PronType=Prs|Reflex=Yes":"Number=Plur|Person=2|PronType=Prs|Reflex=Yes",
202
+ "Mood=Cnd|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
203
+ "Number=Plur|POS=PRON|Person=1|PronType=Prs|Reflex=Yes":"Number=Plur|Person=1|PronType=Prs|Reflex=Yes",
204
+ "Gender=Masc|NumType=Card|Number=Sing|POS=NOUN":"Gender=Masc|NumType=Card|Number=Sing",
205
+ "ExtPos=PRON|POS=ADP":"ExtPos=PRON",
206
+ "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
207
+ "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Fut|VerbForm=Fin",
208
+ "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Fut|VerbForm=Fin",
209
+ "Number=Sing|POS=PRON|Person=1|PronType=Prs|Reflex=Yes":"Number=Sing|Person=1|PronType=Prs|Reflex=Yes",
210
+ "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Imp|VerbForm=Fin",
211
+ "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Imp|VerbForm=Fin",
212
+ "ExtPos=ADV|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"ExtPos=ADV|Gender=Masc|Number=Sing|Person=3|PronType=Prs",
213
+ "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Imp|VerbForm=Fin",
214
+ "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|Typo=Yes|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Pres|Typo=Yes|VerbForm=Fin",
215
+ "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
216
+ "ExtPos=ADV|POS=ADV|Polarity=Neg":"ExtPos=ADV|Polarity=Neg",
217
+ "Gender=Masc|Number=Sing|POS=PRON|PronType=Neg":"Gender=Masc|Number=Sing|PronType=Neg",
218
+ "ExtPos=ADV|Gender=Masc|Number=Sing|POS=ADJ":"ExtPos=ADV|Gender=Masc|Number=Sing",
219
+ "ExtPos=ADV|Number=Sing|POS=PRON|Person=3|PronType=Dem":"ExtPos=ADV|Number=Sing|Person=3|PronType=Dem",
220
+ "ExtPos=PRON|POS=PRON|PronType=Rel":"ExtPos=PRON|PronType=Rel",
221
+ "Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs|Typo=Yes":"Gender=Fem|Number=Plur|Person=3|PronType=Prs|Typo=Yes",
222
+ "Gender=Masc|POS=PROPN":"Gender=Masc",
223
+ "Mood=Cnd|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Cnd|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
224
+ "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|Typo=Yes|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Pres|Typo=Yes|VerbForm=Fin",
225
+ "Gender=Masc|Number=Plur|POS=VERB|Tense=Past|Typo=Yes|VerbForm=Part|Voice=Pass":"Gender=Masc|Number=Plur|Tense=Past|Typo=Yes|VerbForm=Part|Voice=Pass",
226
+ "Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
227
+ "ExtPos=SCONJ|Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":"ExtPos=SCONJ|Gender=Masc|Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass",
228
+ "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Fut|VerbForm=Fin",
229
+ "ExtPos=ADV|POS=X":"ExtPos=ADV",
230
+ "Mood=Cnd|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
231
+ "ExtPos=CCONJ|POS=PRON|Person=3|PronType=Prs":"ExtPos=CCONJ|Person=3|PronType=Prs",
232
+ "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|Typo=Yes|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=3|Tense=Pres|Typo=Yes|VerbForm=Fin",
233
+ "Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
234
+ "ExtPos=INTJ|POS=INTJ":"ExtPos=INTJ",
235
+ "Mood=Imp|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Imp|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
236
+ "Mood=Sub|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
237
+ "Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":"Number=Sing|Tense=Past|VerbForm=Part",
238
+ "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=2|Tense=Imp|VerbForm=Fin",
239
+ "Number=Sing|POS=PRON|PronType=Rel":"Number=Sing|PronType=Rel",
240
+ "Gender=Fem|Number=Plur|Number[psor]=Plur|POS=PRON|Person=3|Person[psor]=1|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Plur|Number[psor]=Plur|Person=3|Person[psor]=1|Poss=Yes|PronType=Prs",
241
+ "ExtPos=PROPN|Gender=Masc|Number=Sing|POS=NOUN":"ExtPos=PROPN|Gender=Masc|Number=Sing",
242
+ "ExtPos=PROPN|Gender=Masc|Number=Plur|POS=NOUN":"ExtPos=PROPN|Gender=Masc|Number=Plur",
243
+ "Definite=Def|Gender=Masc|Number=Sing|POS=ADP|PronType=Art|Typo=Yes":"Definite=Def|Gender=Masc|Number=Sing|PronType=Art|Typo=Yes",
244
+ "ExtPos=PROPN|Gender=Fem|Number=Sing|POS=NOUN":"ExtPos=PROPN|Gender=Fem|Number=Sing",
245
+ "ExtPos=ADV|POS=PRON|Person=3|PronType=Prs":"ExtPos=ADV|Person=3|PronType=Prs",
246
+ "Gender=Fem|Number=Plur|POS=PROPN":"Gender=Fem|Number=Plur",
247
+ "Gender=Fem|Number=Plur|POS=VERB|Tense=Past|Typo=Yes|VerbForm=Part|Voice=Pass":"Gender=Fem|Number=Plur|Tense=Past|Typo=Yes|VerbForm=Part|Voice=Pass",
248
+ "ExtPos=ADJ|Gender=Masc|NumType=Card|POS=NUM":"ExtPos=ADJ|Gender=Masc|NumType=Card"
249
+ },
250
+ "labels_pos":{
251
+ "POS=PROPN":96,
252
+ "Gender=Fem|Number=Sing|POS=DET|PronType=Dem":90,
253
+ "Gender=Fem|Number=Sing|POS=NOUN":92,
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+ "Number=Plur|POS=PRON|Person=1|PronType=Prs":95,
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+ "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":100,
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+ "POS=SCONJ":98,
257
+ "POS=ADP":85,
258
+ "Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art":90,
259
+ "NumType=Ord|POS=ADJ":84,
260
+ "Gender=Masc|Number=Sing|POS=NOUN":92,
261
+ "POS=PUNCT":97,
262
+ "Gender=Masc|Number=Sing|POS=PROPN":96,
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+ "Number=Plur|POS=ADJ":84,
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+ "Gender=Masc|Number=Plur|POS=NOUN":92,
265
+ "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art":90,
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+ "Number=Sing|POS=ADJ":84,
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+ "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":100,
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+ "POS=ADV":86,
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+ "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin":87,
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+ "Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":100,
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+ "Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art":90,
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+ "Gender=Fem|Number=Sing|POS=PROPN":96,
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+ "Definite=Def|Number=Sing|POS=DET|PronType=Art":90,
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+ "NumType=Card|POS=NUM":93,
275
+ "Definite=Def|Number=Plur|POS=DET|PronType=Art":90,
276
+ "Gender=Masc|Number=Plur|POS=ADJ":84,
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+ "POS=CCONJ":89,
278
+ "Gender=Fem|Number=Plur|POS=NOUN":92,
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+ "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":100,
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+ "Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":100,
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+ "Gender=Fem|Number=Plur|POS=ADJ":84,
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+ "POS=ADJ":84,
283
+ "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":100,
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+ "POS=PRON|PronType=Rel":95,
285
+ "ExtPos=CCONJ|POS=CCONJ":89,
286
+ "Number=Sing|POS=DET|Poss=Yes":90,
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+ "Definite=Def|Gender=Masc|Number=Sing|POS=ADP|PronType=Art":85,
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+ "ExtPos=ADV|POS=ADV":86,
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+ "Definite=Def|Number=Plur|POS=ADP|PronType=Art":85,
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+ "Definite=Ind|Number=Plur|POS=DET|PronType=Art":90,
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+ "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin":87,
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+ "Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":100,
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+ "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":87,
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+ "Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":100,
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+ "POS=VERB|VerbForm=Inf":100,
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+ "Gender=Fem|Number=Sing|POS=ADJ":84,
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+ "Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":95,
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+ "Number=Plur|POS=DET":90,
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+ "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":87,
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+ "Gender=Masc|Number=Sing|POS=ADJ":84,
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+ "Gender=Masc|Number=Sing|POS=DET|PronType=Dem":90,
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+ "POS=ADV|PronType=Int":86,
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+ "ExtPos=SCONJ|POS=SCONJ":98,
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+ "POS=VERB|Tense=Pres|VerbForm=Part":100,
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+ "Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art":90,
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+ "Gender=Masc|POS=ADJ":84,
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+ "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin":100,
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+ "Number=Plur|POS=DET|Poss=Yes":90,
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+ "POS=AUX|VerbForm=Inf":87,
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+ "Gender=Masc|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":100,
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+ "POS=ADV|Polarity=Neg":86,
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+ "Definite=Ind|Number=Sing|POS=DET|PronType=Art":90,
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+ "Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs":95,
314
+ "POS=PRON|Person=3|PronType=Prs|Reflex=Yes":95,
315
+ "Gender=Masc|POS=NOUN":92,
316
+ "POS=AUX|Tense=Past|VerbForm=Part":87,
317
+ "POS=PRON|Person=3|PronType=Prs":95,
318
+ "Number=Plur|POS=NOUN":92,
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+ "ExtPos=ADV|POS=ADP":85,
320
+ "NumType=Ord|Number=Sing|POS=ADJ":84,
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+ "ExtPos=ADP|POS=ADV|Polarity=Neg":86,
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+ "POS=VERB|Tense=Past|VerbForm=Part":100,
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+ "POS=AUX|Tense=Pres|VerbForm=Part":87,
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+ "Number=Sing|POS=PRON|Person=3|PronType=Dem":95,
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+ "Number=Sing|POS=NOUN":92,
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+ "Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":100,
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+ "Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs":95,
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+ "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":100,
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+ "Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ":84,
330
+ "Number=Plur|POS=PROPN":96,
331
+ "Number=Sing|POS=PROPN":96,
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+ "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin":87,
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+ "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":100,
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+ "Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Dem":95,
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+ "Gender=Masc|POS=VERB|Tense=Past|VerbForm=Part":100,
336
+ "Gender=Masc|Number=Sing|POS=DET":90,
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+ "Gender=Fem|Number=Sing|POS=DET|Poss=Yes":90,
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+ "Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Ind":95,
339
+ "POS=NOUN":92,
340
+ "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin":100,
341
+ "ExtPos=ADP|Gender=Fem|Number=Sing|POS=NOUN":92,
342
+ "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin":87,
343
+ "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":100,
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+ "ExtPos=PRON|POS=ADV":86,
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+ "Number=Plur|POS=PRON|Person=3|PronType=Ind":95,
346
+ "Gender=Masc|NumType=Ord|Number=Plur|POS=ADJ":84,
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+ "ExtPos=ADP|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":95,
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+ "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin":87,
349
+ "Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":100,
350
+ "Number=Sing|POS=PRON|PronType=Neg":95,
351
+ "Number=Sing|POS=PRON|Person=3|PronType=Prs":95,
352
+ "Number=Sing|POS=PRON|Person=3|PronType=Ind":95,
353
+ "Mood=Ind|POS=VERB|VerbForm=Fin":100,
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+ "Number=Plur|POS=DET|PronType=Dem":90,
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+ "Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Ind":95,
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+ "ExtPos=ADP|POS=ADP":85,
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+ "Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Dem":95,
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+ "Number=Sing|POS=PRON|Person=2|PronType=Prs":95,
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+ "Gender=Masc|Number=Sing|POS=PRON|PronType=Rel":95,
360
+ "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin":87,
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+ "ExtPos=ADJ|POS=CCONJ":89,
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+ "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":87,
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+ "Definite=Ind|ExtPos=ADV|Gender=Masc|Number=Sing|POS=DET|PronType=Art":90,
364
+ "Gender=Masc|NumType=Ord|Number=Sing|POS=ADJ":84,
365
+ "POS=NUM":93,
366
+ "Gender=Fem|POS=NOUN":92,
367
+ "Number=Plur|POS=PRON|Person=3|PronType=Prs":95,
368
+ "Gender=Masc|Number=Sing|POS=DET|Polarity=Neg":90,
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+ "Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":100,
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+ "Number=Sing|POS=PRON|Person=1|PronType=Prs":95,
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+ "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":100,
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+ "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":100,
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+ "Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs|Reflex=Yes":95,
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+ "Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Ind":95,
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+ "Definite=Def|ExtPos=ADV|Gender=Masc|Number=Sing|POS=ADP|PronType=Art":85,
376
+ "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":100,
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+ "Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":100,
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+ "POS=INTJ":91,
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+ "Number=Plur|POS=PRON|Person=2|PronType=Prs":95,
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+ "ExtPos=SCONJ|POS=ADV":86,
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+ "ExtPos=DET|POS=ADP":85,
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+ "Definite=Ind|Gender=Fem|Number=Plur|POS=DET|PronType=Art":90,
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+ "Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":100,
384
+ "NumType=Card|POS=NOUN":92,
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+ "Gender=Fem|Number=Sing|POS=VERB|Tense=Past|Typo=Yes|VerbForm=Part|Voice=Pass":100,
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+ "POS=PRON|PronType=Int":95,
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+ "Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs":95,
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+ "Gender=Fem|Number=Sing|POS=DET":90,
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+ "Gender=Masc|Number=Sing|POS=NOUN|Typo=Yes":92,
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+ "Mood=Cnd|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":87,
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+ "Gender=Fem|Number=Plur|POS=DET":90,
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+ "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":100,
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+ "Definite=Ind|Gender=Masc|Number=Plur|POS=DET|PronType=Art":90,
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+ "Mood=Cnd|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":100,
395
+ "Gender=Masc|Number=Plur|POS=PROPN":96,
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+ "Mood=Cnd|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":100,
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+ "Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Dem":95,
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+ "Number=Sing|POS=DET":90,
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+ "Gender=Masc|NumType=Card|Number=Plur|POS=NOUN":92,
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+ "Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Dem":95,
401
+ "Mood=Ind|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":100,
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+ "Gender=Fem|Number=Sing|POS=PRON|PronType=Rel":95,
403
+ "ExtPos=CCONJ|POS=ADV":86,
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+ "Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs|Reflex=Yes":95,
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+ "Gender=Fem|Number=Sing|POS=NOUN|Typo=Yes":92,
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+ "ExtPos=ADP|Number=Sing|POS=PRON|Person=3|PronType=Prs":95,
407
+ "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin":87,
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+ "Mood=Cnd|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":100,
409
+ "Gender=Fem|Number=Sing|POS=DET|Polarity=Neg":90,
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+ "ExtPos=CCONJ|POS=ADP":85,
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+ "Definite=Def|ExtPos=ADV|Gender=Masc|Number=Sing|POS=DET|PronType=Art":90,
412
+ "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":87,
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+ "Gender=Masc|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part":87,
414
+ "Foreign=Yes|POS=X":101,
415
+ "POS=SYM":99,
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+ "Mood=Imp|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":100,
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+ "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":100,
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+ "Gender=Masc|Number=Sing|POS=DET|PronType=Int":90,
419
+ "Gender=Fem|Number=Plur|POS=DET|PronType=Int":90,
420
+ "POS=DET":90,
421
+ "Gender=Masc|Number=Plur|POS=PRON|PronType=Rel":95,
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+ "Definite=Ind|ExtPos=ADV|Gender=Fem|Number=Sing|POS=DET|PronType=Art":90,
423
+ "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":87,
424
+ "Mood=Ind|POS=VERB|Person=3|VerbForm=Fin":100,
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+ "ExtPos=DET|POS=ADV|Polarity=Neg":86,
426
+ "Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":100,
427
+ "POS=ADJ|Typo=Yes":84,
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+ "SCONJ__ExtPos=SCONJ",
190
+ "SYM",
191
+ "SYM__ExtPos=CCONJ",
192
+ "VERB__ExtPos=SCONJ|Gender=Masc|Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass",
193
+ "VERB__Gender=Fem|Number=Plur|Tense=Past|Typo=Yes|VerbForm=Part|Voice=Pass",
194
+ "VERB__Gender=Fem|Number=Plur|Tense=Past|VerbForm=Part",
195
+ "VERB__Gender=Fem|Number=Plur|Tense=Past|VerbForm=Part|Voice=Pass",
196
+ "VERB__Gender=Fem|Number=Sing|Tense=Past|Typo=Yes|VerbForm=Part|Voice=Pass",
197
+ "VERB__Gender=Fem|Number=Sing|Tense=Past|VerbForm=Part",
198
+ "VERB__Gender=Fem|Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass",
199
+ "VERB__Gender=Masc|Number=Plur|Tense=Past|Typo=Yes|VerbForm=Part|Voice=Pass",
200
+ "VERB__Gender=Masc|Number=Plur|Tense=Past|VerbForm=Part",
201
+ "VERB__Gender=Masc|Number=Plur|Tense=Past|VerbForm=Part|Voice=Pass",
202
+ "VERB__Gender=Masc|Number=Sing|Tense=Past|Typo=Yes|VerbForm=Part|Voice=Pass",
203
+ "VERB__Gender=Masc|Number=Sing|Tense=Past|VerbForm=Part",
204
+ "VERB__Gender=Masc|Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass",
205
+ "VERB__Gender=Masc|Tense=Past|VerbForm=Part",
206
+ "VERB__Gender=Masc|Tense=Past|VerbForm=Part|Voice=Pass",
207
+ "VERB__Mood=Cnd|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
208
+ "VERB__Mood=Cnd|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
209
+ "VERB__Mood=Cnd|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
210
+ "VERB__Mood=Cnd|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
211
+ "VERB__Mood=Cnd|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
212
+ "VERB__Mood=Imp|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
213
+ "VERB__Mood=Imp|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
214
+ "VERB__Mood=Imp|Tense=Pres|VerbForm=Fin",
215
+ "VERB__Mood=Ind|Number=Plur|Person=1|Tense=Fut|VerbForm=Fin",
216
+ "VERB__Mood=Ind|Number=Plur|Person=1|Tense=Imp|VerbForm=Fin",
217
+ "VERB__Mood=Ind|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
218
+ "VERB__Mood=Ind|Number=Plur|Person=2|Tense=Fut|VerbForm=Fin",
219
+ "VERB__Mood=Ind|Number=Plur|Person=2|Tense=Imp|VerbForm=Fin",
220
+ "VERB__Mood=Ind|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
221
+ "VERB__Mood=Ind|Number=Plur|Person=3|Tense=Fut|VerbForm=Fin",
222
+ "VERB__Mood=Ind|Number=Plur|Person=3|Tense=Imp|VerbForm=Fin",
223
+ "VERB__Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin",
224
+ "VERB__Mood=Ind|Number=Plur|Person=3|Tense=Pres|Typo=Yes|VerbForm=Fin",
225
+ "VERB__Mood=Ind|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
226
+ "VERB__Mood=Ind|Number=Sing|Person=1|Tense=Fut|VerbForm=Fin",
227
+ "VERB__Mood=Ind|Number=Sing|Person=1|Tense=Imp|VerbForm=Fin",
228
+ "VERB__Mood=Ind|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
229
+ "VERB__Mood=Ind|Number=Sing|Person=3|Tense=Fut|VerbForm=Fin",
230
+ "VERB__Mood=Ind|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin",
231
+ "VERB__Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
232
+ "VERB__Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
233
+ "VERB__Mood=Ind|Person=3|Tense=Pres|VerbForm=Fin",
234
+ "VERB__Mood=Ind|Person=3|VerbForm=Fin",
235
+ "VERB__Mood=Ind|VerbForm=Fin",
236
+ "VERB__Mood=Sub|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
237
+ "VERB__Mood=Sub|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
238
+ "VERB__Mood=Sub|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
239
+ "VERB__Mood=Sub|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
240
+ "VERB__Number=Plur|Tense=Past|VerbForm=Part|Voice=Pass",
241
+ "VERB__Number=Sing|Tense=Past|VerbForm=Part",
242
+ "VERB__Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass",
243
+ "VERB__Tense=Past|VerbForm=Part",
244
+ "VERB__Tense=Past|VerbForm=Part|Voice=Pass",
245
+ "VERB__Tense=Pres|VerbForm=Part",
246
+ "VERB__VerbForm=Inf",
247
+ "X",
248
+ "X__ExtPos=ADJ",
249
+ "X__ExtPos=ADV",
250
+ "X__Foreign=Yes"
251
+ ],
252
+ "neg_prefix":"!",
253
+ "overwrite":false
254
+ }
tagger/model ADDED
Binary file (760 kB). View file
 
tokenizer ADDED
@@ -0,0 +1 @@
 
 
1
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trainable_lemmatizer/model ADDED
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use_custom_tokenizer.py ADDED
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+ from spacy.util import registry
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+
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+ def make_customize_tokenizer():
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+ def customize_tokenizer(nlp):
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+ return custom_tokenizer(nlp)
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+
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+ return customize_tokenizer
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