tl_hash_transition / README.md
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metadata
tags:
  - spacy
  - token-classification
language:
  - tl
license: mit
model-index:
  - name: tl_hash_transition
    results:
      - task:
          name: TAG
          type: token-classification
        metrics:
          - name: TAG (XPOS) Accuracy
            type: accuracy
            value: 0.9104595639
      - task:
          name: POS
          type: token-classification
        metrics:
          - name: POS (UPOS) Accuracy
            type: accuracy
            value: 0.9518314405
      - task:
          name: MORPH
          type: token-classification
        metrics:
          - name: Morph (UFeats) Accuracy
            type: accuracy
            value: 0.9545440697
      - task:
          name: LEMMA
          type: token-classification
        metrics:
          - name: Lemma Accuracy
            type: accuracy
            value: 0.898907308
      - task:
          name: UNLABELED_DEPENDENCIES
          type: token-classification
        metrics:
          - name: Unlabeled Attachment Score (UAS)
            type: f_score
            value: 0.839771627
      - task:
          name: LABELED_DEPENDENCIES
          type: token-classification
        metrics:
          - name: Labeled Attachment Score (LAS)
            type: f_score
            value: 0.7760871373
      - task:
          name: SENTS
          type: token-classification
        metrics:
          - name: Sentences F-Score
            type: f_score
            value: 0.9977571291

UD Parser (Multilingual context-sensitive vectors + transition-based parser)

This is the spaCy pipeline trained on UD-NewsCrawl. It uses multi hash embeddings using floret. It is trained using a transition-based parser based on Honnibal and Johnson (2015) and can perform dependency parsing, lemmatization, and morphological annotation. The trainable lemmatizer is based on Muller et al. (2015). More information can be found in this blog post.

Feature Description
Name tl_hash_transition
Version 0.0.0
spaCy >=3.8.0,<3.9.0
Default Pipeline tok2vec, trainable_lemmatizer, morphologizer, tagger, parser
Components tok2vec, trainable_lemmatizer, morphologizer, tagger, parser
Vectors -1 keys, 200000 unique vectors (200 dimensions)
Sources UD_Tagalog-NewsCrawl (Angelina A. Aquino and Lester James V. Miranda and Elsie Marie T. Or)
License MIT
Author Lester James V. Miranda

Label Scheme

View label scheme (1103 labels for 3 components)
Component Labels
morphologizer POS=PART, POS=PUNCT, POS=ADV|Polarity=Neg, POS=PART|PartType=Int, Case=Nom|Number=Sing|POS=PRON|Person=3|PronType=Prs, POS=ADV, POS=ADJ, Case=Nom|POS=DET, POS=NOUN, Case=Gen|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs, Aspect=Imp|Mood=Ind|POS=VERB|Voice=Pass, POS=PROPN, POS=VERB, POS=NUM, POS=CCONJ, Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Gen|POS=ADP, Case=Nom|Number=Sing|POS=PRON|Person=2|PronType=Prs, Case=Loc|POS=ADP, Case=Dat|Number=Sing|POS=PRON|Person=2|PronType=Prs, Case=Gen|Clusivity=Ex|Number=Plur|POS=PRON|Person=1|PronType=Prs, POS=SCONJ, POS=ADV|PronType=Int, Case=Nom|Clusivity=Ex|Number=Plur|POS=PRON|Person=1|PronType=Prs, Aspect=Perf|Mood=Ind|POS=VERB|Voice=Act, POS=PART|Polite=Form, Aspect=Perf|Mood=Pot|POS=VERB|Voice=Lfoc, Case=Gen|Number=Plur|POS=PRON|Person=2|PronType=Prs, Case=Gen|Number=Sing|POS=PRON|Person=1|PronType=Prs, POS=VERB|Polarity=Neg, Aspect=Perf|Mood=Ind|POS=VERB|Voice=Pass, POS=DET, NumType=Card|POS=NUM, Case=Dat|Number=Sing|POS=ADP, Aspect=Imp|Mood=Pot|POS=VERB|Voice=Act, Number=Plur|POS=DET, POS=PRON|PronType=Int, Aspect=Imp|Mood=Pot|POS=VERB|Voice=Pass, Case=Nom|Number=Plur|POS=PRON|Person=2|PronType=Prs, Aspect=Imp|Mood=Pot|POS=VERB|Voice=Lfoc, Case=Loc|Deixis=Prox|POS=PRON|PronType=Dem, Case=Nom|Number=Sing|POS=DET, Aspect=Imp|Mood=Ind|POS=VERB|Voice=Act, Case=Dat|Clusivity=In|Number=Plur|POS=PRON|Person=1|PronType=Prs, Case=Gen|Number=Sing|POS=ADP, Aspect=Perf|Mood=Pot|POS=VERB|Voice=Pass, Case=Nom|Deixis=Prox|POS=PRON|PronType=Dem, Case=Dat|Number=Sing|POS=PRON|Person=3|PronType=Prs, POS=PRON, Case=Nom|Deixis=Remt|POS=PRON|PronType=Dem, Case=Gen|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Gen|Number=Sing|POS=PRON|Person=2|PronType=Prs, POS=ADP, Case=Dat|Number=Sing|POS=PRON|Person=1|PronType=Prs, Case=Gen|Clusivity=In|Number=Plur|POS=PRON|Person=1|PronType=Prs, Case=Loc|POS=ADV|PronType=Int, Case=Loc|POS=PROPN, POS=SYM, POS=PROPN|PronType=Int, POS=PROPN|PartType=Int, Case=Gen|Deixis=Prox|POS=PRON|PronType=Dem, NumType=Ord|POS=ADJ, Aspect=Perf|Mood=Pot|POS=VERB|Voice=Act, Aspect=Perf|Mood=Ind|POS=NOUN|Voice=Pass, Aspect=Perf|Mood=Ind|POS=VERB|Typo=Yes|Voice=Act, Case=Gen|Number=Plur|POS=ADP, Aspect=Perf|Mood=Ind|POS=VERB|Voice=Bfoc, Case=Dat|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Dat|Clusivity=Ex|Number=Plur|POS=PRON|Person=1|PronType=Prs, Case=Nom|POS=PRON|PronType=Int, Aspect=Perf|Mood=Ind|POS=VERB|Voice=Lfoc, Case=Loc|Deixis=Remt|POS=PRON|PronType=Dem, Case=Gen|POS=PROPN, Case=Nom|Number=Plur|POS=DET, Aspect=Perf|Mood=Ind|POS=ADJ|Voice=Pass, NumType=Frac|POS=NUM, Case=Nom|Clusivity=In|Number=Dual|POS=PRON|Person=1|PronType=Prs, POS=INTJ, Case=Gen|POS=ADP|Typo=Yes, Aspect=Perf|Mood=Ind|POS=PRON|Voice=Act, Case=Nom|Deixis=Med|POS=PRON|PronType=Dem, Aspect=Perf|Mood=Ind|POS=VERB|Voice=Cau, Aspect=Imp|Mood=Ind|POS=VERB|Voice=Bfoc, Aspect=Imp|Mood=Pot|POS=VERB|Voice=Bfoc, Degree=Sup|POS=ADJ, Case=Loc|POS=NOUN|Typo=Yes, Case=Nom|Number=Sing|POS=DET|Typo=Yes, Aspect=Imp|Mood=Ind|POS=VERB|Voice=Lfoc, Case=Gen|Number=Sing|POS=PROPN, Case=Dat|Number=Plur|POS=PRON|Person=2|PronType=Prs, Case=Loc|Deixis=Med|POS=PRON|PronType=Dem, Case=Dat|Number=Plur|POS=ADP, Case=Nom|Clusivity=In|Number=Plur|POS=PRON|Person=1|PronType=Prs, Aspect=Imp|Mood=Pot|POS=VERB|Voice=Cau, NumType=Ord|POS=PROPN, POS=NOUN|Typo=Yes, POS=PROPN|Typo=Yes, Aspect=Imp|Mood=Ind|POS=VERB|Voice=Cau, Number=Plur|POS=PROPN, Aspect=Perf|Mood=Ind|POS=NOUN|Voice=Act, Case=Loc|Deixis=Prox|POS=SCONJ|PronType=Dem, Case=Loc|Deixis=Prox|POS=NOUN|PronType=Dem, NumType=Card|POS=ADV, Case=Nom|Deixis=Remt|POS=PROPN|PronType=Dem, Aspect=Imp|Mood=Pot|POS=NOUN|Voice=Act, Aspect=Imp|Mood=Pot|POS=ADV|Voice=Pass, Case=Dat|Clusivity=Ex|Number=Plur|POS=ADJ|Person=1|PronType=Prs, NumType=Card|POS=PROPN, Case=Dat|Number=Sing|POS=NOUN|Person=1|PronType=Prs, Aspect=Imp|Mood=Pot|POS=PROPN|Voice=Pass, Deixis=Remt|POS=PROPN|PronType=Dem, Deixis=Remt|POS=PRON|PronType=Dem, Aspect=Perf|Mood=Ind|POS=PROPN|Voice=Pass, Aspect=Imp|Mood=Pot|POS=NOUN|Voice=Pass, POS=NOUN|PronType=Int, Case=Nom|POS=PRON|PronType=Ind, Aspect=Perf|Mood=Ind|POS=NOUN|Voice=Lfoc, Case=Gen|Number=Sing|POS=DET, Case=Gen|POS=SCONJ|Typo=Yes, Case=Gen|POS=PART, POS=VERB|Typo=Yes, Case=Gen|Number=Plur|POS=PRON|Person=2|PronType=Prs|Typo=Yes, POS=PART|Typo=Yes, Aspect=Perf|Mood=Ind|POS=PRON|Voice=Pass, NumType=Card|POS=NOUN, POS=SCONJ|Typo=Yes, Abbr=Yes|POS=ADJ, POS=ADV|Typo=Yes, Case=Gen|Deixis=Remt|POS=ADV|PronType=Dem, Number=Plur|POS=VERB, Aspect=Imp|Mood=Pot|Number=Plur|POS=VERB|Voice=Pass, POS=NUM|PronType=Int, POS=X, Abbr=Yes|POS=PROPN, Degree=Equ|POS=ADJ, Case=Dat|Number=Sing|POS=ADJ|Person=2|PronType=Prs, POS=CCONJ|Typo=Yes, Case=Gen|Number=Sing|POS=ADP|Typo=Yes, POS=ADJ|Typo=Yes, POS=PRON|PronType=Dem, NumType=Ord|POS=NUM, Case=Dat|Clusivity=Ex|Number=Plur|POS=VERB|Person=1|PronType=Prs, Case=Nom|Number=Dual|POS=PRON|Person=2|PronType=Prs, Case=Loc|Deixis=Prox|POS=ADV|PronType=Dem, Aspect=Perf|Mood=Ind|POS=VERB, POS=DET|Typo=Yes, Case=Loc|Deixis=Remt|POS=ADV|PronType=Dem, Aspect=Perf|Mood=Ind|POS=X, NumType=Ord|POS=ADV, Aspect=Imp|Mood=Pot|POS=SCONJ|Voice=Act, Case=Loc|POS=NOUN, Degree=Sup|POS=ADV, Case=Gen|Number=Sing|POS=PRON|Person=1|PronType=Prs|Typo=Yes, Case=Gen|POS=PART|Typo=Yes, Aspect=Perf|Mood=Ind|POS=VERB|Typo=Yes|Voice=Pass, Aspect=Imp|Mood=Pot|POS=VERB, Case=Dat|Number=Sing|POS=NOUN|Person=3|PronType=Prs, Number=Plur|POS=NOUN, Case=Dat|Number=Sing|POS=NOUN, Aspect=Imp|Mood=Pot|POS=NOUN|Voice=Bfoc, Case=Gen|Deixis=Remt|POS=PRON|PronType=Dem, Deixis=Med|POS=PRON|PronType=Dem, POS=PRON|PronType=Tot, Case=Nom|Number=Sing|POS=NOUN|Person=3|PronType=Prs, Aspect=Imp|Mood=Pot|POS=NOUN|Voice=Lfoc, NumType=Frac|POS=NOUN, NumType=Card|POS=ADJ, Case=Gen|Number=Sing|POS=PROPN|Person=2|PronType=Prs, Case=Nom|Number=Sing|POS=PROPN|Person=1|PronType=Prs, Case=Nom|POS=PROPN, Case=Gen|Number=Sing|POS=VERB, Deixis=Prox|POS=PRON|PronType=Dem, Aspect=Imp|Mood=Pot|POS=PROPN|Voice=Lfoc, Case=Nom|Deixis=Remt|POS=NOUN|PronType=Dem, Case=Dat|POS=ADP, Case=Loc|POS=VERB|PronType=Int, POS=PRON|Person=1, Aspect=Perf|Mood=Ind|POS=SCONJ|Voice=Pass, Degree=Sup|POS=VERB, Aspect=Imp|Mood=Ind|POS=SCONJ|Voice=Act, Case=Gen|Number=Plur|POS=NOUN|Person=2|PronType=Prs, Aspect=Imp|Mood=Ind|POS=NOUN|Voice=Act, Case=Gen|Number=Sing|POS=ADV|Person=2|PronType=Prs, Case=Loc|POS=NOUN|PronType=Int, Aspect=Imp|Mood=Pot|POS=ADP|Voice=Act, Case=Gen|Deixis=Prox|POS=ADV|PronType=Dem, Aspect=Imp|Mood=Ind|POS=ADV|Voice=Pass, POS=SCONJ|PronType=Int, Degree=Abs|POS=ADJ, Case=Gen|Clusivity=In|Number=Plur|POS=ADP|Person=1|PronType=Prs, Aspect=Imp|Mood=Pot|POS=ADJ|Voice=Pass, Aspect=Perf|Mood=Ind|POS=ADV|Voice=Act, NumType=Card|POS=NUM|PronType=Int, Aspect=Perf|Mood=Pot|POS=VERB|Voice=Cau, Aspect=Perf|Mood=Pot|POS=VERB|Voice=Bfoc, Aspect=Perf|Mood=Pot|POS=NOUN|Voice=Pass, Aspect=Imp|Mood=Pot|POS=ADV|Voice=Act, Deixis=Remt|POS=ADV|PronType=Dem, Deixis=Prox|POS=ADJ|PronType=Dem, Deixis=Prox|POS=ADV|PronType=Dem, Aspect=Imp|Mood=Ind|POS=NOUN|Voice=Lfoc, Case=Loc|POS=PART, Deixis=Remt|POS=VERB|PronType=Dem, Aspect=Imp|Mood=Pot|POS=ADJ|Voice=Lfoc, NumType=Card|POS=VERB, POS=ADP|Typo=Yes, Case=Nom|POS=PART|Typo=Yes, Case=Nom|Number=Plur|POS=PART, Aspect=Imp|Mood=Ind|POS=NOUN|Voice=Pass, NumType=Sets|POS=ADV, Case=Gen|Deixis=Remt|POS=SCONJ|PronType=Dem, Aspect=Imp|Mood=Ind|POS=NOUN|Voice=Bfoc, Case=Nom|Number=Sing|POS=PROPN|Person=3|PronType=Prs, Aspect=Imp|Mood=Pot|POS=ADJ|Voice=Act, Case=Nom|Deixis=Med|POS=VERB|PronType=Dem, Case=Nom|Number=Plur|POS=NOUN|Person=2|PronType=Prs, Aspect=Imp|Mood=Pot|POS=PRON|Voice=Act, Aspect=Imp|Mood=Ind|POS=PROPN|Voice=Act, Case=Dat|Number=Sing|POS=ADV|Person=3|PronType=Prs, Case=Loc|Deixis=Prox|POS=CCONJ|PronType=Dem, Case=Nom|POS=DET|Typo=Yes, Case=Loc|POS=PRON|PronType=Int, Case=Nom|Number=Plur|POS=PRON|Person=1|PronType=Prs, POS=CCONJ|Polarity=Neg, Case=Loc|Deixis=Remt|POS=VERB|PronType=Dem, Case=Nom|POS=ADP, Degree=Sup|NumType=Ord|POS=ADJ, Degree=Cmp|POS=ADV, NumType=Dist|POS=ADV, Aspect=Imp|Mood=Ind|Number=Plur|POS=VERB|Voice=Act, NumType=Dist|POS=ADJ, Aspect=Perf|Mood=Ind|Number=Plur|POS=VERB|Voice=Act, Case=Dat|Number=Plur|POS=PRON|Person=3|PronType=Prs|Typo=Yes, Case=Gen|POS=DET|Typo=Yes, Case=Nom|Deixis=Prox|POS=PART|PronType=Dem, Case=Gen,Nom|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Gen|POS=SCONJ, Aspect=Perf|Mood=Pot|POS=VERB|Typo=Yes|Voice=Pass, Case=Gen|POS=NOUN, Case=Dat|Clusivity=Ex|Number=Plur|POS=NOUN|Person=1|PronType=Prs, NumType=Ord|POS=ADJ|Typo=Yes, Case=Gen|Deixis=Prox|POS=PRON|PronType=Dem|Typo=Yes, NumType=Sets|POS=NUM, Aspect=Perf|Mood=Ind|POS=ADV|Voice=Pass, Abbr=Yes|Case=Nom|Number=Sing|POS=PRON|Person=3|PronType=Prs, POS=ADJ|Polarity=Neg, Case=Nom|POS=NOUN|PronType=Ind, NumType=Ord|POS=NOUN, POS=CCONJ|PartType=Int, Aspect=Perf|Mood=Ind|POS=X|Voice=Act, Case=Nom|Number=Dual|POS=NOUN|Person=2|PronType=Prs, Aspect=Imp|Mood=Pot|POS=VERB|Typo=Yes|Voice=Lfoc, Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs|Typo=Yes, Case=Nom|Number=Sing|POS=NOUN|Person=1|PronType=Prs, NumType=Dist|POS=NUM, Number=Plur|POS=PRON|PronType=Ind, Case=Gen|Number=Sing|POS=NOUN|Person=1|PronType=Prs, Case=Nom|Deixis=Remt|POS=PRON|PronType=Dem|Typo=Yes, Case=Nom|Number=Sing|POS=ADV|Person=3|PronType=Prs, Case=Nom|Number=Sing|POS=ADP, Abbr=Yes|POS=NOUN, Case=Gen|Deixis=Remt|POS=ADP|PronType=Dem, POS=PRON|PronType=Ind, POS=VERB|Polarity=Neg|Typo=Yes, POS=ADP|Polarity=Neg, Case=Loc|POS=ADV|PronType=Int|Typo=Yes, Case=Nom|Deixis=Med|POS=PROPN|PronType=Dem, Case=Loc|Deixis=Remt|POS=NOUN|PronType=Dem, Case=Gen|Number=Plur|POS=NOUN|Person=3|PronType=Prs, Aspect=Imp|Mood=Pot|POS=VERB|Typo=Yes|Voice=Pass, Case=Nom|Clusivity=In|Number=Dual|POS=PRON|Person=1|PronType=Prs|Typo=Yes, Case=Gen|Number=Plur|POS=ADP|Person=3|PronType=Prs, Case=Gen|Deixis=Med|POS=PRON|PronType=Dem, Case=Nom|Clusivity=Ex|Number=Dual|POS=PRON|Person=1|PronType=Prs, Number=Sing|POS=ADV, Case=Dat|POS=PRON|PronType=Int, Aspect=Imp|Mood=Ind|POS=PROPN|Voice=Pass, Aspect=Imp|Mood=Pot|POS=VERB|Typo=Yes|Voice=Act, Number=Plur|POS=PRON|PronType=Int, Case=Nom|POS=VERB, Case=Nom|POS=ADV|PronType=Ind, Aspect=Imp|Mood=Ind|POS=NUM|Voice=Act, Case=Nom|Number=Plur|POS=PROPN|Person=1|PronType=Prs, Aspect=Perf|Mood=Pot|POS=NOUN|Voice=Act, Case=Gen|Deixis=Prox|POS=ADP|PronType=Dem, POS=SCONJ|Polarity=Neg, Aspect=Imp|Mood=Ind|POS=ADJ|Voice=Act, Case=Loc|POS=ADP|Typo=Yes, NumType=Ord|POS=VERB, Case=Nom|POS=SCONJ, Aspect=Perf|Mood=Ind|NumType=Ord|POS=VERB|Voice=Act, Case=Nom|Clusivity=Ex|Number=Plur|POS=NOUN|Person=1|PronType=Prs, Degree=Cmp|POS=VERB, Case=Nom|Number=Sing|POS=PRON|Person=3|PronType=Prs|Typo=Yes, NumType=Sets|POS=NOUN, Aspect=Perf|Mood=Ind|POS=ADP|Voice=Act, Aspect=Imp|Mood=Pot|POS=PROPN|Voice=Act, Case=Dat|Number=Sing|POS=NOUN|Person=2|PronType=Prs, NumType=Ord|POS=INTJ, Case=Nom|Number=Plur|POS=ADJ|Person=2|PronType=Prs, Aspect=Imp|Mood=Pot|POS=ADP|Voice=Pass, Case=Nom|POS=ADV|PronType=Int, Degree=Sup|POS=NOUN, Case=Gen|Number=Sing|POS=PART, Aspect=Perf|Mood=Ind|POS=ADP|Voice=Pass, Number=Plur|POS=ADV, Case=Loc|Number=Plur|POS=ADP|Typo=Yes, Case=Nom|POS=ADV, Case=Gen|Number=Plur|POS=PROPN|Person=2|PronType=Prs, Case=Loc|POS=ADV, Case=Nom|Number=Plur|POS=NOUN|Person=1|PronType=Prs, POS=ADJ|PronType=Int, POS=NOUN|Polarity=Neg, POS=CCONJ|PronType=Int, Case=Gen|POS=ADV, POS=ADV|PronType=Ind, POS=PROPN|Polarity=Neg, Deixis=Prox|POS=VERB|PronType=Dem, Case=Nom|Number=Plur|POS=PRON|Person=2|PronType=Prs|Typo=Yes, Case=Loc|Deixis=Remt|POS=PROPN|PronType=Dem, Aspect=Imp|Mood=Pot|POS=SCONJ|Voice=Pass, Case=Dat|Clusivity=Ex|Number=Plur|POS=NUM|Person=1|PronType=Prs, POS=PRON|PronType=Int|Typo=Yes, Aspect=Imp|Mood=Ind|POS=ADJ|Voice=Pass, Case=Loc|Deixis=Prox|POS=DET|PronType=Dem, Case=Dat,Loc|Number=Sing|POS=PRON|Person=2|PronType=Prs, Case=Gen|Number=Sing|POS=PRON|Person=3|PronType=Prs|Typo=Yes, Aspect=Perf|Case=Gen|Mood=Ind|POS=VERB|Typo=Yes|Voice=Cau, Case=Gen|Number=Plur|POS=PRON, Case=Nom|Deixis=Prox|POS=NUM|PronType=Dem, Case=Dat,Gen|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Dat,Loc|Clusivity=In|Number=Plur|POS=PRON|Person=1|PronType=Prs, Case=Loc|POS=SCONJ|PronType=Int, POS=PART|Polite=Form|Typo=Yes, Abbr=Yes|POS=ADV|Polarity=Neg, NumType=Card|POS=PART, Case=Nom|POS=ADP|Typo=Yes, Case=Dat|Number=Sing|POS=PROPN|Person=3|PronType=Prs, Case=Dat|Number=Sing|POS=ADV|Person=2|PronType=Prs, Case=Nom|Clusivity=In|Number=Plur|POS=VERB|Person=1|PronType=Prs, Case=Gen|POS=VERB, Case=Nom|Deixis=Prox|POS=PROPN|PronType=Dem, Case=Nom|Number=Sing|POS=PROPN|Person=2|PronType=Prs, Case=Dat|Clusivity=In|Number=Plur|POS=NOUN|Person=1|PronType=Prs, Number=Plur|POS=DET|Typo=Yes, Case=Gen|POS=ADJ, NumType=Frac|POS=ADJ, Case=Gen|POS=PRON|PronType=Ind, POS=ADV|PartType=Int, Case=Nom|Deixis=Prox|POS=NOUN|PronType=Dem, Degree=Abs|POS=VERB, Deixis=Med|POS=VERB|PronType=Dem, NumType=Card|POS=PRON, Case=Gen|Deixis=Remt|POS=ADJ|PronType=Dem, Aspect=Imp|Mood=Pot|POS=DET|Voice=Pass, Case=Loc|Deixis=Remt|POS=DET|PronType=Dem, Case=Loc|POS=VERB, Degree=Cmp|POS=ADJ, Degree=Abs|POS=SCONJ, NumType=Dist|POS=ADP, Case=Dat|Number=Plur|POS=PART|Person=3|PronType=Prs, Deixis=Remt|POS=NOUN|PronType=Dem, Case=Gen|Deixis=Prox|POS=DET|PronType=Dem, POS=ADV|Polarity=Neg|Typo=Yes, Case=Gen|Number=Plur|POS=PRON|Person=3|PronType=Prs|Typo=Yes, Aspect=Perf|Mood=Ind|POS=VERB|Typo=Yes|Voice=Bfoc, Degree=Sup|POS=PROPN, Case=Loc|Deixis=Med|POS=ADV|PronType=Dem, Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs|Typo=Yes, Case=Nom|Number=Plur|POS=PROPN|Person=3|PronType=Prs, Case=Nom|POS=PROPN|PronType=Ind, Case=Nom|Deixis=Prox|POS=VERB|PronType=Dem, Case=Gen|Number=Sing|POS=VERB|Person=1|PronType=Prs, Case=Nom|Clusivity=In|Number=Dual|POS=ADJ|Person=1|PronType=Prs, Case=Gen|Number=Sing|POS=ADV, Deixis=Med|POS=ADV|PronType=Dem, POS=ADV|PartType=Int|Polarity=Neg, Degree=Abs|POS=ADV, Case=Dat|POS=ADP|Typo=Yes, POS=VERB|PronType=Int, Case=Gen|Number=Plur|POS=ADP|Typo=Yes, Case=Nom|Deixis=Remt|POS=DET|PronType=Dem, Case=Gen|POS=ADV|Typo=Yes, Aspect=Imp|Mood=Pot|POS=ADV|Voice=Lfoc, Aspect=Imp|Case=Loc|Mood=Pot|POS=SCONJ|PronType=Int|Voice=Pass, Case=Gen|Number=Sing|POS=DET|Typo=Yes, Case=Nom|Deixis=Med|POS=NOUN|PronType=Dem, Aspect=Imp|Mood=Pot|POS=PRON|Voice=Pass, Case=Nom|Deixis=Remt|POS=NUM|PronType=Dem, Case=Nom|Deixis=Remt|POS=ADV|PronType=Dem, Case=Gen|Deixis=Med|POS=ADV|PronType=Dem, Aspect=Perf|Case=Gen|Mood=Ind|POS=VERB|Voice=Pass, Degree=Equ|POS=ADV, NumType=Card|POS=DET, Case=Gen|Deixis=Remt|POS=ADV|PronType=Dem|Typo=Yes, Abbr=Yes|Case=Nom|POS=PRON|PronType=Int, POS=INTJ|Polite=Form, Aspect=Perf|Mood=Ind|POS=ADJ|Voice=Act, Case=Nom|Clusivity=In|Number=Plur|POS=PART|Person=1|PronType=Prs, Case=Nom|POS=NOUN, Aspect=Imp|Mood=Ind|POS=VERB|Polarity=Neg|Voice=Pass, Aspect=Imp|Mood=Ind|POS=VERB|Typo=Yes|Voice=Pass, Case=Loc|Deixis=Med|POS=PRON|PronType=Dem|Typo=Yes, Aspect=Imp|Mood=Pot|POS=NOUN|Voice=Cau, Case=Nom|Number=Sing|POS=VERB|Person=2|PronType=Prs, Degree=Sup|POS=ADJ|Typo=Yes, Deixis=Prox|POS=PROPN|PronType=Dem, Case=Nom|Number=Plur|POS=ADP, Case=Nom|Number=Plur|POS=ADV|Person=2|PronType=Prs, Case=Loc|POS=PRON, Case=Nom|POS=PROPN|PronType=Int, Aspect=Imp|Mood=Ind|POS=VERB|Typo=Yes|Voice=Lfoc, Deixis=Prox|POS=ADV|PronType=Dem|Typo=Yes, POS=PRON|Typo=Yes, Abbr=Yes|Case=Gen|Number=Plur|POS=PRON|Person=2|PronType=Prs, Abbr=Yes|POS=ADV, Abbr=Yes|NumType=Card|POS=NUM, Deixis=Prox|POS=NUM|PronType=Dem, Deixis=Remt|POS=SCONJ|PronType=Dem, NumType=Card|POS=NUM|Typo=Yes, Case=Nom|POS=PRON|PronType=Ind|Typo=Yes, Case=Gen|Number=Sing|POS=PART|Person=3|PronType=Prs, Case=Dat,Loc|Number=Sing|POS=ADP|Person=2|PronType=Prs, Case=Nom|Number=Sing|POS=PART|Person=3|PronType=Prs, Aspect=Perf|Mood=Ind|POS=PART|Voice=Pass, Case=Gen|Deixis=Prox|POS=NUM|PronType=Dem, Aspect=Imp|Mood=Ind|POS=PRON|Voice=Pass, Case=Loc|Deixis=Prox|POS=PROPN|PronType=Dem, Case=Gen|Number=Sing|POS=PROPN|Person=3|PronType=Prs, Case=Gen|Number=Sing|POS=NOUN|Person=3|PronType=Prs, Case=Loc|POS=PUNCT, Case=Nom|Number=Plur|POS=DET|Typo=Yes, Aspect=Imp|Mood=Ind|POS=VERB|Typo=Yes|Voice=Act, Aspect=Imp|Mood=Ind|POS=ADV|Voice=Act, Case=Nom|Number=Sing|POS=PRON
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ADJ__Case=Dat|Number=Sing|Person=2|PronType=Prs, ADJ__Case=Gen|Deixis=Remt|PronType=Dem, ADJ__Case=Nom|Clusivity=In|Number=Dual|Person=1|PronType=Prs, ADJ__Case=Nom|Number=Plur|Person=2|PronType=Prs, ADJ__Degree=Abs, ADJ__Degree=Cmp, ADJ__Degree=Equ, ADJ__Degree=Sup, ADJ__NumType=Card, ADJ__NumType=Dist, ADJ__NumType=Ord, ADJ__Polarity=Neg, ADJ__PronType=Int, ADJ__Typo=Yes, ADP, ADP_ADP, ADP_CCONJ, ADP_PART, ADP_PART__Case=Gen|Deixis=Prox|PronType=Dem, ADP_PART__Case=Gen|Deixis=Remt|PronType=Dem, ADP_PRON_PART__Case=Dat,Loc|Number=Sing|Person=2|PronType=Prs, ADP_PRON__Case=Dat,Loc|Clusivity=In|Number=Plur|Person=1|PronType=Prs, ADP_PRON__Case=Dat,Loc|Number=Sing|Person=2|PronType=Prs, ADP_PRON__Case=Dat|Number=Sing|Person=1|PronType=Prs, ADP_PRON__Case=Loc, ADP__Aspect=Imp|Mood=Pot|Voice=Act, ADP__Aspect=Imp|Mood=Pot|Voice=Pass, ADP__Aspect=Perf|Mood=Ind|Voice=Act, ADP__Aspect=Perf|Mood=Ind|Voice=Pass, ADP__Case=Dat, ADP__Case=Dat|Number=Plur, ADP__Case=Dat|Number=Sing, ADP__Case=Dat|Typo=Yes, ADP__Case=Gen, ADP__Case=Gen|Clusivity=In|Number=Plur|Person=1|PronType=Prs, ADP__Case=Gen|Number=Plur, ADP__Case=Gen|Number=Plur|Person=3|PronType=Prs, ADP__Case=Gen|Number=Plur|Typo=Yes, ADP__Case=Gen|Number=Sing, ADP__Case=Gen|Number=Sing|Typo=Yes, ADP__Case=Gen|Typo=Yes, ADP__Case=Loc, ADP__Case=Loc|Number=Plur|Typo=Yes, ADP__Case=Loc|Typo=Yes, ADP__Case=Nom, ADP__Case=Nom|Number=Plur, ADP__Case=Nom|Number=Sing, ADP__Case=Nom|Typo=Yes, ADP__NumType=Dist, ADP__Polarity=Neg, ADP__Typo=Yes, ADV, ADV_ADP, ADV_ADP__Case=Gen, ADV_ADV, ADV_CCONJ, ADV_DET, ADV_DET__Case=Loc|PronType=Int, ADV_DET__Case=Nom, ADV_DET__Number=Sing, ADV_PART, ADV_PART__Aspect=Imp|Mood=Pot|Voice=Pass, ADV_PART__Aspect=Perf|Mood=Ind|Voice=Pass, ADV_PART__Case=Dat|Number=Sing|Person=2|PronType=Prs, ADV_PART__Case=Dat|Number=Sing|Person=3|PronType=Prs, ADV_PART__Case=Gen, ADV_PART__Case=Gen|Deixis=Med|PronType=Dem, ADV_PART__Case=Gen|Deixis=Prox|PronType=Dem, ADV_PART__Case=Gen|Deixis=Remt|PronType=Dem, ADV_PART__Case=Gen|Deixis=Remt|PronType=Dem|Typo=Yes, ADV_PART__Case=Gen|Typo=Yes, ADV_PART__Case=Loc, ADV_PART__Case=Loc|PronType=Int, ADV_PART__Case=Nom|Deixis=Remt|PronType=Dem, ADV_PART__Case=Nom|Number=Plur|Person=2|PronType=Prs, ADV_PART__Case=Nom|Number=Sing|Person=3|PronType=Prs, ADV_PART__Deixis=Med|PronType=Dem, ADV_PART__Deixis=Prox|PronType=Dem, ADV_PART__Deixis=Prox|PronType=Dem|Typo=Yes, ADV_PART__Deixis=Remt|PronType=Dem, ADV_PART__NumType=Card, ADV_PART__NumType=Dist, ADV_PART__NumType=Ord, ADV_PART__PartType=Int|Polarity=Neg, ADV_PART__Polarity=Neg, ADV_PART__PronType=Int, ADV_PART__Typo=Yes, ADV_VERB_PART__Aspect=Imp|Mood=Ind|Polarity=Neg|Voice=Pass, ADV_X, ADV__Abbr=Yes, ADV__Abbr=Yes|Polarity=Neg, ADV__Aspect=Imp|Mood=Ind|Voice=Act, ADV__Aspect=Imp|Mood=Ind|Voice=Pass, ADV__Aspect=Imp|Mood=Pot|Voice=Act, ADV__Aspect=Imp|Mood=Pot|Voice=Lfoc, ADV__Aspect=Imp|Mood=Pot|Voice=Pass, ADV__Aspect=Perf|Mood=Ind|Voice=Act, ADV__Aspect=Perf|Mood=Ind|Voice=Pass, ADV__Case=Dat|Number=Sing|Person=3|PronType=Prs, ADV__Case=Gen, ADV__Case=Gen|Deixis=Prox|PronType=Dem, ADV__Case=Gen|Deixis=Remt|PronType=Dem, ADV__Case=Gen|Deixis=Remt|PronType=Dem|Typo=Yes, ADV__Case=Gen|Number=Sing, ADV__Case=Gen|Number=Sing|Person=2|PronType=Prs, ADV__Case=Gen|Typo=Yes, ADV__Case=Loc, ADV__Case=Loc|Deixis=Med|PronType=Dem, ADV__Case=Loc|Deixis=Prox|PronType=Dem, ADV__Case=Loc|Deixis=Remt|PronType=Dem, ADV__Case=Loc|PronType=Int, ADV__Case=Loc|PronType=Int|Typo=Yes, ADV__Case=Nom|Deixis=Remt|PronType=Dem, ADV__Case=Nom|PronType=Ind, ADV__Case=Nom|PronType=Int, ADV__Degree=Abs, ADV__Degree=Cmp, ADV__Degree=Equ, ADV__Degree=Sup, ADV__Deixis=Med|PronType=Dem, ADV__Deixis=Prox|PronType=Dem, ADV__Deixis=Remt|PronType=Dem, ADV__NumType=Card, ADV__NumType=Dist, ADV__NumType=Ord, ADV__NumType=Sets, ADV__Number=Plur, ADV__PartType=Int, ADV__Polarity=Neg, ADV__Polarity=Neg|Typo=Yes, ADV__PronType=Ind, ADV__PronType=Int, ADV__Typo=Yes, Aspect=Imp|Mood=Ind|Voice=Lfoc, CCONJ, CCONJ_ADV__Polarity=Neg, CCONJ_CCONJ, CCONJ__Case=Loc|Deixis=Prox|PronType=Dem, CCONJ__PronType=Int, CCONJ__Typo=Yes, DET, DET_PART, DET_PART__Case=Gen|Deixis=Prox|PronType=Dem, DET_PART__Case=Nom|Deixis=Remt|PronType=Dem, DET__Aspect=Imp|Mood=Pot|Voice=Pass, DET__Case=Gen|Number=Sing, DET__Case=Gen|Number=Sing|Typo=Yes, DET__Case=Gen|Typo=Yes, DET__Case=Loc|Deixis=Prox|PronType=Dem, DET__Case=Loc|Deixis=Remt|PronType=Dem, DET__Case=Nom, DET__Case=Nom|Number=Plur, DET__Case=Nom|Number=Plur|Typo=Yes, DET__Case=Nom|Number=Sing, DET__Case=Nom|Number=Sing|Typo=Yes, DET__Case=Nom|Typo=Yes, DET__NumType=Card, DET__Number=Plur, DET__Number=Plur|Typo=Yes, DET__Typo=Yes, INTJ, INTJ_PART, INTJ__NumType=Ord, INTJ__Polite=Form, NOUN, NOUN_ADP, NOUN_CCONJ, NOUN_CCONJ__Case=Nom|Deixis=Prox|PronType=Dem, NOUN_CCONJ__NumType=Ord, NOUN_DET__Case=Nom, NOUN_NOUN_PART, NOUN_PART, NOUN_PART__Aspect=Imp|Mood=Pot|Voice=Act, NOUN_PART__Aspect=Imp|Mood=Pot|Voice=Lfoc, NOUN_PART__Aspect=Imp|Mood=Pot|Voice=Pass, NOUN_PART__Case=Dat|Number=Sing|Person=3|PronType=Prs, NOUN_PART__Case=Gen, NOUN_PART__Case=Gen|Number=Plur|Person=3|PronType=Prs, NOUN_PART__Case=Loc, NOUN_PART__Case=Nom|Clusivity=Ex|Number=Plur|Person=1|PronType=Prs, NOUN_PART__Case=Nom|Number=Plur|Person=2|PronType=Prs, NOUN_PART__Case=Nom|Number=Sing|Person=1|PronType=Prs, NOUN_PART__Case=Nom|Number=Sing|Person=3|PronType=Prs, NOUN_PART__Case=Nom|PronType=Ind, NOUN_PART__Degree=Sup, NOUN_PART__NumType=Card, NOUN_PART__NumType=Ord, NOUN_PART__PronType=Int, NOUN_PART__Typo=Yes, NOUN_X, NOUN__Abbr=Yes, NOUN__Aspect=Imp|Mood=Ind|Voice=Act, NOUN__Aspect=Imp|Mood=Ind|Voice=Bfoc, NOUN__Aspect=Imp|Mood=Ind|Voice=Lfoc, NOUN__Aspect=Imp|Mood=Ind|Voice=Pass, NOUN__Aspect=Imp|Mood=Pot|Voice=Act, NOUN__Aspect=Imp|Mood=Pot|Voice=Bfoc, NOUN__Aspect=Imp|Mood=Pot|Voice=Cau, NOUN__Aspect=Imp|Mood=Pot|Voice=Lfoc, NOUN__Aspect=Imp|Mood=Pot|Voice=Pass, NOUN__Aspect=Perf|Mood=Ind|Voice=Act, NOUN__Aspect=Perf|Mood=Ind|Voice=Lfoc, NOUN__Aspect=Perf|Mood=Ind|Voice=Pass, NOUN__Aspect=Perf|Mood=Pot|Voice=Act, NOUN__Aspect=Perf|Mood=Pot|Voice=Pass, NOUN__Case=Dat|Clusivity=Ex|Number=Plur|Person=1|PronType=Prs, NOUN__Case=Dat|Clusivity=In|Number=Plur|Person=1|PronType=Prs, NOUN__Case=Dat|Number=Sing, NOUN__Case=Dat|Number=Sing|Person=1|PronType=Prs, NOUN__Case=Dat|Number=Sing|Person=2|PronType=Prs, NOUN__Case=Dat|Number=Sing|Person=3|PronType=Prs, NOUN__Case=Gen, NOUN__Case=Gen|Number=Plur|Person=2|PronType=Prs, NOUN__Case=Gen|Number=Sing|Person=1|PronType=Prs, NOUN__Case=Gen|Number=Sing|Person=3|PronType=Prs, NOUN__Case=Loc, NOUN__Case=Loc|Deixis=Prox|PronType=Dem, NOUN__Case=Loc|Deixis=Remt|PronType=Dem, NOUN__Case=Loc|PronType=Int, NOUN__Case=Loc|Typo=Yes, NOUN__Case=Nom|Deixis=Med|PronType=Dem, NOUN__Case=Nom|Deixis=Prox|PronType=Dem, NOUN__Case=Nom|Deixis=Remt|PronType=Dem, NOUN__Case=Nom|Number=Dual|Person=2|PronType=Prs, NOUN__Case=Nom|Number=Plur|Person=1|PronType=Prs, NOUN__Case=Nom|Number=Plur|Person=2|PronType=Prs, NOUN__Case=Nom|Number=Sing|Person=1|PronType=Prs, NOUN__Case=Nom|Number=Sing|Person=3|PronType=Prs, NOUN__Case=Nom|PronType=Ind, NOUN__Deixis=Remt|PronType=Dem, NOUN__NumType=Card, NOUN__NumType=Frac, NOUN__NumType=Ord, NOUN__NumType=Sets, NOUN__Number=Plur, NOUN__Polarity=Neg, NOUN__PronType=Int, NOUN__Typo=Yes, NUM, NUM_CCONJ, NUM_CCONJ__NumType=Card, NUM_DET__NumType=Card|Typo=Yes, NUM_NOUN__NumType=Card, NUM_PART, NUM_PART__Case=Gen|Deixis=Prox|PronType=Dem, NUM_PART__Case=Nom|Deixis=Prox|PronType=Dem, NUM_PART__Case=Nom|Deixis=Remt|PronType=Dem, NUM_PART__Deixis=Prox|PronType=Dem, NUM_PART__NumType=Card, NUM_PART__NumType=Dist, NUM_PART__NumType=Ord, NUM_PART__PronType=Int, NUM_PUNCT_NOUN__NumType=Card, NUM__Abbr=Yes|NumType=Card, NUM__Aspect=Imp|Mood=Ind|Voice=Act, NUM__Case=Dat|Clusivity=Ex|Number=Plur|Person=1|PronType=Prs, NUM__Deixis=Prox|PronType=Dem, NUM__NumType=Card, NUM__NumType=Card|PronType=Int, NUM__NumType=Dist, NUM__NumType=Frac, NUM__NumType=Ord, NUM__NumType=Sets, NUM__PronType=Int, NumType=Ord, NumType=Ord__NumType=Ord, PART, PART_CCONJ, PART_CCONJ__PartType=Int, PART_DET__PartType=Int, PART_PART, PART_PART__PartType=Int, PART_PART__Polite=Form, PART__Aspect=Perf|Mood=Ind|Voice=Pass, PART__Case=Gen, PART__Case=Gen|Number=Sing, PART__Case=Gen|Typo=Yes, PART__Case=Loc, PART__Case=Nom|Number=Plur, PART__Case=Nom|Typo=Yes, PART__PartType=Int, PART__Polite=Form, PART__Polite=Form|Typo=Yes, PART__Typo=Yes, PRON, PRON_ADP__Case=Dat,Gen|Number=Plur|Person=3|PronType=Prs, PRON_ADV, PRON_ADV__Case=Dat|Number=Sing|Person=3|PronType=Prs, PRON_ADV__Case=Gen|Deixis=Prox|PronType=Dem, PRON_AUX, PRON_CCONJ, PRON_DET__Abbr=Yes|Case=Nom|Number=Sing|Person=3|PronType=Prs, PRON_DET__Case=Gen,Nom|Number=Sing|Person=3|PronType=Prs, PRON_DET__Case=Gen|Number=Sing|Person=3|PronType=Prs, PRON_DET__Case=Nom|Number=Sing|Person=1|PronType=Prs, PRON_DET__Case=Nom|Number=Sing|Person=3|PronType=Prs, PRON_DET__Case=Nom|PronType=Int, PRON_DET__PronType=Int, PRON_PART, PRON_PART__Aspect=Imp|Mood=Pot|Voice=Pass, PRON_PART__Aspect=Perf|Mood=Ind|Voice=Act, PRON_PART__Case=Dat|Clusivity=Ex|Number=Plur|Person=1|PronType=Prs, PRON_PART__Case=Dat|Clusivity=In|Number=Plur|Person=1|PronType=Prs, PRON_PART__Case=Dat|Number=Plur|Person=2|PronType=Prs, PRON_PART__Case=Dat|Number=Plur|Person=3|PronType=Prs, PRON_PART__Case=Dat|Number=Plur|Person=3|PronType=Prs|Typo=Yes, PRON_PART__Case=Dat|Number=Sing|Person=1|PronType=Prs, PRON_PART__Case=Dat|Number=Sing|Person=2|PronType=Prs, PRON_PART__Case=Dat|Number=Sing|Person=3|PronType=Prs, PRON_PART__Case=Dat|PronType=Int, PRON_PART__Case=Gen|Clusivity=Ex|Number=Plur|Person=1|PronType=Prs, PRON_PART__Case=Gen|Clusivity=In|Number=Plur|Person=1|PronType=Prs, PRON_PART__Case=Gen|Deixis=Prox|PronType=Dem, PRON_PART__Case=Gen|Deixis=Remt|PronType=Dem, PRON_PART__Case=Gen|Number=Plur|Person=2|PronType=Prs, PRON_PART__Case=Gen|Number=Plur|Person=3|PronType=Prs, PRON_PART__Case=Gen|Number=Sing|Person=1|PronType=Prs, PRON_PART__Case=Gen|Number=Sing|Person=1|PronType=Prs|Typo=Yes, PRON_PART__Case=Gen|Number=Sing|Person=2|PronType=Prs, PRON_PART__Case=Gen|Number=Sing|Person=3|PronType=Prs, PRON_PART__Case=Loc|Deixis=Med|PronType=Dem, PRON_PART__Case=Loc|Deixis=Prox|PronType=Dem, PRON_PART__Case=Loc|PronType=Int, PRON_PART__Case=Nom|Clusivity=Ex|Number=Plur|Person=1|PronType=Prs, PRON_PART__Case=Nom|Clusivity=In|Number=Dual|Person=1|PronType=Prs, PRON_PART__Case=Nom|Clusivity=In|Number=Plur|Person=1|PronType=Prs, PRON_PART__Case=Nom|Deixis=Med|PronType=Dem, PRON_PART__Case=Nom|Deixis=Prox|PronType=Dem, PRON_PART__Case=Nom|Deixis=Remt|PronType=Dem, PRON_PART__Case=Nom|Deixis=Remt|PronType=Dem|Typo=Yes, PRON_PART__Case=Nom|Number=Plur|Person=2|PronType=Prs, PRON_PART__Case=Nom|Number=Plur|Person=3|PronType=Prs, PRON_PART__Case=Nom|Number=Sing|Person=1|PronType=Prs, PRON_PART__Case=Nom|Number=Sing|Person=2|PronType=Prs, PRON_PART__Case=Nom|Number=Sing|Person=3|PronType=Prs, PRON_PART__Case=Nom|PronType=Ind, PRON_PART__Case=Nom|PronType=Int, PRON_PART__Deixis=Prox|PronType=Dem, PRON_PART__Person=1, PRON_PART__PronType=Int, PRON_VERB, PRON_X__Case=Nom|Number=Sing|Person=1|PronType=Prs, PRON__Abbr=Yes|Case=Gen|Number=Plur|Person=2|PronType=Prs, PRON__Abbr=Yes|Case=Nom|PronType=Int, PRON__Aspect=Imp|Mood=Ind|Voice=Pass, PRON__Aspect=Imp|Mood=Pot|Voice=Act, PRON__Aspect=Imp|Mood=Pot|Voice=Pass, PRON__Aspect=Perf|Mood=Ind|Voice=Act, PRON__Aspect=Perf|Mood=Ind|Voice=Pass, PRON__Case=Dat|Clusivity=Ex|Number=Plur|Person=1|PronType=Prs, PRON__Case=Dat|Clusivity=In|Number=Plur|Person=1|PronType=Prs, PRON__Case=Dat|Number=Plur|Person=2|PronType=Prs, PRON__Case=Dat|Number=Plur|Person=3|PronType=Prs, PRON__Case=Dat|Number=Sing|Person=1|PronType=Prs, PRON__Case=Dat|Number=Sing|Person=2|PronType=Prs, PRON__Case=Dat|Number=Sing|Person=3|PronType=Prs, PRON__Case=Dat|PronType=Int, PRON__Case=Gen|Clusivity=Ex|Number=Plur|Person=1|PronType=Prs, PRON__Case=Gen|Clusivity=In|Number=Plur|Person=1|PronType=Prs, PRON__Case=Gen|Deixis=Med|PronType=Dem, PRON__Case=Gen|Deixis=Prox|PronType=Dem, PRON__Case=Gen|Deixis=Prox|PronType=Dem|Typo=Yes, PRON__Case=Gen|Deixis=Remt|PronType=Dem, PRON__Case=Gen|Number=Plur, PRON__Case=Gen|Number=Plur|Person=2|PronType=Prs, PRON__Case=Gen|Number=Plur|Person=2|PronType=Prs|Typo=Yes, PRON__Case=Gen|Number=Plur|Person=3|PronType=Prs, PRON__Case=Gen|Number=Plur|Person=3|PronType=Prs|Typo=Yes, PRON__Case=Gen|Number=Sing|Person=1|PronType=Prs, PRON__Case=Gen|Number=Sing|Person=1|PronType=Prs|Typo=Yes, PRON__Case=Gen|Number=Sing|Person=2|PronType=Prs, PRON__Case=Gen|Number=Sing|Person=3|PronType=Prs, PRON__Case=Gen|Number=Sing|Person=3|PronType=Prs|Typo=Yes, PRON__Case=Gen|PronType=Ind, PRON__Case=Loc|Deixis=Med|PronType=Dem, PRON__Case=Loc|Deixis=Med|PronType=Dem|Typo=Yes, PRON__Case=Loc|Deixis=Prox|PronType=Dem, PRON__Case=Loc|Deixis=Remt|PronType=Dem, PRON__Case=Loc|PronType=Int, PRON__Case=Nom|Clusivity=Ex|Number=Dual|Person=1|PronType=Prs, PRON__Case=Nom|Clusivity=Ex|Number=Plur|Person=1|PronType=Prs, PRON__Case=Nom|Clusivity=In|Number=Dual|Person=1|PronType=Prs, PRON__Case=Nom|Clusivity=In|Number=Dual|Person=1|PronType=Prs|Typo=Yes, PRON__Case=Nom|Clusivity=In|Number=Plur|Person=1|PronType=Prs, PRON__Case=Nom|Deixis=Med|PronType=Dem, PRON__Case=Nom|Deixis=Prox|PronType=Dem, PRON__Case=Nom|Deixis=Remt|PronType=Dem, PRON__Case=Nom|Deixis=Remt|PronType=Dem|Typo=Yes, PRON__Case=Nom|Number=Dual|Person=2|PronType=Prs, PRON__Case=Nom|Number=Plur|Person=1|PronType=Prs, PRON__Case=Nom|Number=Plur|Person=2|PronType=Prs, PRON__Case=Nom|Number=Plur|Person=2|PronType=Prs|Typo=Yes, PRON__Case=Nom|Number=Plur|Person=3|PronType=Prs, PRON__Case=Nom|Number=Plur|Person=3|PronType=Prs|Typo=Yes, PRON__Case=Nom|Number=Sing, PRON__Case=Nom|Number=Sing|Person=1|PronType=Prs, PRON__Case=Nom|Number=Sing|Person=1|PronType=Prs|Typo=Yes, PRON__Case=Nom|Number=Sing|Person=2|PronType=Prs, PRON__Case=Nom|Number=Sing|Person=3|PronType=Prs, PRON__Case=Nom|Number=Sing|Person=3|PronType=Prs|Typo=Yes, PRON__Case=Nom|PronType=Ind, PRON__Case=Nom|PronType=Ind|Typo=Yes, PRON__Case=Nom|PronType=Int, PRON__Deixis=Med|PronType=Dem, PRON__Deixis=Prox|PronType=Dem, PRON__Deixis=Remt|PronType=Dem, PRON__NumType=Card, PRON__Number=Plur|PronType=Ind, PRON__Number=Plur|PronType=Int, PRON__PronType=Dem, PRON__PronType=Ind, PRON__PronType=Int, PRON__PronType=Int|Typo=Yes, PRON__PronType=Tot, PRON__Typo=Yes, PROPN, PROPN_ADP, PROPN_DET__Case=Nom|PronType=Int, PROPN_PART, PROPN_PART__Case=Dat|Number=Sing|Person=3|PronType=Prs, PROPN_PART__Case=Nom|Deixis=Remt|PronType=Dem, PROPN_PART__NumType=Ord, PROPN_PROPN, PROPN_PROPN__Case=Nom|Number=Sing|Person=1|PronType=Prs, PROPN_X, PROPN_X__Aspect=Perf|Mood=Ind|Voice=Pass, PROPN__Abbr=Yes, PROPN__Aspect=Imp|Mood=Ind|Voice=Act, PROPN__Aspect=Imp|Mood=Ind|Voice=Pass, PROPN__Aspect=Imp|Mood=Pot|Voice=Act, PROPN__Aspect=Imp|Mood=Pot|Voice=Lfoc, PROPN__Aspect=Imp|Mood=Pot|Voice=Pass, PROPN__Aspect=Perf|Mood=Ind|Voice=Pass, PROPN__Case=Dat|Number=Sing|Person=3|PronType=Prs, PROPN__Case=Gen, PROPN__Case=Gen|Number=Plur|Person=2|PronType=Prs, PROPN__Case=Gen|Number=Sing, PROPN__Case=Gen|Number=Sing|Person=2|PronType=Prs, PROPN__Case=Gen|Number=Sing|Person=3|PronType=Prs, PROPN__Case=Loc, PROPN__Case=Loc|Deixis=Prox|PronType=Dem, PROPN__Case=Loc|Deixis=Remt|PronType=Dem, PROPN__Case=Nom, PROPN__Case=Nom|Deixis=Med|PronType=Dem, PROPN__Case=Nom|Deixis=Prox|PronType=Dem, PROPN__Case=Nom|Deixis=Remt|PronType=Dem, PROPN__Case=Nom|Number=Plur|Person=1|PronType=Prs, PROPN__Case=Nom|Number=Plur|Person=3|PronType=Prs, PROPN__Case=Nom|Number=Sing|Person=1|PronType=Prs, PROPN__Case=Nom|Number=Sing|Person=2|PronType=Prs, PROPN__Case=Nom|Number=Sing|Person=3|PronType=Prs, PROPN__Case=Nom|PronType=Ind, PROPN__Degree=Sup, PROPN__Deixis=Prox|PronType=Dem, PROPN__Deixis=Remt|PronType=Dem, PROPN__NumType=Card, PROPN__NumType=Ord, PROPN__Number=Plur, PROPN__PartType=Int, PROPN__Polarity=Neg, PROPN__PronType=Int, PROPN__Typo=Yes, PUNCT, PUNCT__Case=Loc, SCONJ, SCONJ_ADP, SCONJ_ADV, SCONJ_ADV__Aspect=Imp|Case=Loc|Mood=Pot|PronType=Int|Voice=Pass, SCONJ_ADV__Polarity=Neg, SCONJ_ADV__Typo=Yes, SCONJ_CCONJ, SCONJ_CCONJ__Degree=Abs, SCONJ_PART, SCONJ_PART__Case=Gen|Deixis=Remt|PronType=Dem, SCONJ_PART__Case=Loc|PronType=Int, SCONJ_PART__Deixis=Remt|PronType=Dem, SCONJ__Aspect=Imp|Mood=Ind|Voice=Act, SCONJ__Aspect=Imp|Mood=Pot|Voice=Act, SCONJ__Aspect=Imp|Mood=Pot|Voice=Pass, SCONJ__Aspect=Perf|Mood=Ind|Voice=Pass, SCONJ__Case=Gen, SCONJ__Case=Gen|Deixis=Remt|PronType=Dem, SCONJ__Case=Gen|Typo=Yes, SCONJ__Case=Loc|Deixis=Prox|PronType=Dem, SCONJ__Case=Loc|PronType=Int, SCONJ__Case=Nom, SCONJ__Degree=Abs, SCONJ__PronType=Int, SCONJ__Typo=Yes, SYM, VERB, VERB_ADP__Aspect=Perf|Case=Gen|Mood=Ind|Typo=Yes|Voice=Cau, VERB_ADP__Aspect=Perf|Case=Gen|Mood=Ind|Voice=Pass, VERB_ADP__Case=Gen, VERB_ADV__Aspect=Perf|Mood=Ind|Voice=Act, VERB_ADV__Aspect=Perf|Mood=Ind|Voice=Pass, VERB_CCONJ, VERB_CCONJ__Aspect=Imp|Mood=Pot|Voice=Act, VERB_DET, VERB_DET__Case=Nom, VERB_DET__Polarity=Neg, VERB_PART, VERB_PART_NOUN, VERB_PART_NOUN__Aspect=Imp|Mood=Ind|Voice=Cau, VERB_PART_VERB, VERB_PART_VERB__Polarity=Neg, VERB_PART__Aspect=Imp|Mood=Ind|Typo=Yes|Voice=Act, VERB_PART__Aspect=Imp|Mood=Ind|Voice=Act, VERB_PART__Aspect=Imp|Mood=Ind|Voice=Bfoc, VERB_PART__Aspect=Imp|Mood=Ind|Voice=Cau, VERB_PART__Aspect=Imp|Mood=Ind|Voice=Lfoc, VERB_PART__Aspect=Imp|Mood=Ind|Voice=Pass, VERB_PART__Aspect=Imp|Mood=Pot|Typo=Yes|Voice=Lfoc, VERB_PART__Aspect=Imp|Mood=Pot|Typo=Yes|Voice=Pass, VERB_PART__Aspect=Imp|Mood=Pot|Voice=Act, VERB_PART__Aspect=Imp|Mood=Pot|Voice=Cau, VERB_PART__Aspect=Imp|Mood=Pot|Voice=Lfoc, VERB_PART__Aspect=Imp|Mood=Pot|Voice=Pass, VERB_PART__Aspect=Perf|Mood=Ind|Voice=Act, VERB_PART__Aspect=Perf|Mood=Ind|Voice=Bfoc, VERB_PART__Aspect=Perf|Mood=Ind|Voice=Cau, VERB_PART__Aspect=Perf|Mood=Ind|Voice=Lfoc, VERB_PART__Aspect=Perf|Mood=Ind|Voice=Pass, VERB_PART__Aspect=Perf|Mood=Pot|Voice=Act, VERB_PART__Aspect=Perf|Mood=Pot|Voice=Pass, VERB_PART__Case=Dat|Clusivity=Ex|Number=Plur|Person=1|PronType=Prs, VERB_PART__Case=Nom|Deixis=Prox|PronType=Dem, VERB_PART__Degree=Sup, VERB_PART__Polarity=Neg, VERB_PART__Typo=Yes, VERB_PRON, VERB_PRON__Case=Gen|Number=Sing|Person=1|PronType=Prs, VERB_X, VERB_X__Aspect=Imp|Mood=Ind|Voice=Pass, VERB_X__Aspect=Imp|Mood=Pot|Voice=Act, VERB_X__Aspect=Imp|Mood=Pot|Voice=Pass, VERB_X__Aspect=Perf|Mood=Ind|Voice=Act, VERB_X__Aspect=Perf|Mood=Ind|Voice=Pass, VERB_X__Typo=Yes, VERB__Aspect=Imp|Mood=Ind|Number=Plur|Voice=Act, VERB__Aspect=Imp|Mood=Ind|Typo=Yes|Voice=Lfoc, VERB__Aspect=Imp|Mood=Ind|Typo=Yes|Voice=Pass, VERB__Aspect=Imp|Mood=Ind|Voice=Act, VERB__Aspect=Imp|Mood=Ind|Voice=Bfoc, VERB__Aspect=Imp|Mood=Ind|Voice=Cau, VERB__Aspect=Imp|Mood=Ind|Voice=Lfoc, VERB__Aspect=Imp|Mood=Ind|Voice=Pass, VERB__Aspect=Imp|Mood=Pot, VERB__Aspect=Imp|Mood=Pot|Number=Plur|Voice=Pass, VERB__Aspect=Imp|Mood=Pot|Typo=Yes|Voice=Act, VERB__Aspect=Imp|Mood=Pot|Typo=Yes|Voice=Lfoc, VERB__Aspect=Imp|Mood=Pot|Typo=Yes|Voice=Pass, VERB__Aspect=Imp|Mood=Pot|Voice=Act, VERB__Aspect=Imp|Mood=Pot|Voice=Bfoc, VERB__Aspect=Imp|Mood=Pot|Voice=Cau, VERB__Aspect=Imp|Mood=Pot|Voice=Lfoc, VERB__Aspect=Imp|Mood=Pot|Voice=Pass, VERB__Aspect=Perf|Mood=Ind, VERB__Aspect=Perf|Mood=Ind|NumType=Ord|Voice=Act, VERB__Aspect=Perf|Mood=Ind|Number=Plur|Voice=Act, VERB__Aspect=Perf|Mood=Ind|Typo=Yes|Voice=Act, VERB__Aspect=Perf|Mood=Ind|Typo=Yes|Voice=Bfoc, VERB__Aspect=Perf|Mood=Ind|Typo=Yes|Voice=Pass, VERB__Aspect=Perf|Mood=Ind|Voice=Act, VERB__Aspect=Perf|Mood=Ind|Voice=Bfoc, VERB__Aspect=Perf|Mood=Ind|Voice=Cau, VERB__Aspect=Perf|Mood=Ind|Voice=Lfoc, VERB__Aspect=Perf|Mood=Ind|Voice=Pass, VERB__Aspect=Perf|Mood=Pot|Typo=Yes|Voice=Pass, VERB__Aspect=Perf|Mood=Pot|Voice=Act, VERB__Aspect=Perf|Mood=Pot|Voice=Bfoc, VERB__Aspect=Perf|Mood=Pot|Voice=Cau, VERB__Aspect=Perf|Mood=Pot|Voice=Lfoc, VERB__Aspect=Perf|Mood=Pot|Voice=Pass, VERB__Case=Gen|Number=Sing, VERB__Case=Loc, VERB__Case=Loc|Deixis=Remt|PronType=Dem, VERB__Case=Loc|PronType=Int, VERB__Case=Nom|Clusivity=In|Number=Plur|Person=1|PronType=Prs, VERB__Case=Nom|Deixis=Med|PronType=Dem, VERB__Case=Nom|Deixis=Prox|PronType=Dem, VERB__Case=Nom|Number=Sing|Person=2|PronType=Prs, VERB__Degree=Abs, VERB__Degree=Cmp, VERB__Degree=Sup, VERB__Deixis=Med|PronType=Dem, VERB__Deixis=Prox|PronType=Dem, VERB__Deixis=Remt|PronType=Dem, VERB__NumType=Card, VERB__NumType=Ord, VERB__Number=Plur, VERB__Polarity=Neg, VERB__Polarity=Neg|Typo=Yes, VERB__PronType=Int, VERB__Typo=Yes, X, X__Aspect=Perf|Mood=Ind, X__Aspect=Perf|Mood=Ind|Voice=Act, fixed__Case=Loc, nsubj_PART__Case=Nom|Number=Sing|Person=3|PronType=Prs
parser ROOT, acl, acl:relcl, advcl, advmod, amod, appos, case, cc, ccomp, compound, compound:redup, conj, dep, det, discourse, dislocated, fixed, flat, goeswith, list, mark, nmod, nmod:poss, nsubj, nummod, obj, obj:agent, obl, orphan, parataxis, punct, vocative, xcomp

Accuracy

Type Score
LEMMA_ACC 89.89
POS_ACC 95.18
MORPH_ACC 95.45
TAG_ACC 91.05
DEP_UAS 83.98
DEP_LAS 77.61
SENTS_P 99.81
SENTS_R 99.74
SENTS_F 99.78