Update spaCy pipeline

.gitattributes

@@ -33,3 +33,8 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+parser/model filter=lfs diff=lfs merge=lfs -text
+tl_hash_transition-any-py3-none-any.whl filter=lfs diff=lfs merge=lfs -text
+tok2vec/model filter=lfs diff=lfs merge=lfs -text
+trainable_lemmatizer/model filter=lfs diff=lfs merge=lfs -text
+vocab/vectors filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,106 @@
+---
+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
+---
+Parsers for UD-NewsCrawl
+
+| 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](https://huggingface.co/datasets/UD-Filipino/UD_Tagalog-NewsCrawl) (Angelina A. Aquino and Lester James V. Miranda and Elsie Marie T. Or) |
+| **License** | `MIT` |
+| **Author** | [Lester James V. Miranda](https://ljvmiranda921.github.io) |
+
+### Label Scheme
+
+<details>
+
+<summary>View label scheme (1103 labels for 3 components)</summary>
+
+| 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`, 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`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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`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` |
+
+</details>
+
+### 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 |
+| `TOK2VEC_LOSS` | 3819947.59 |
+| `TRAINABLE_LEMMATIZER_LOSS` | 1241780.15 |
+| `MORPHOLOGIZER_LOSS` | 1682381.91 |
+| `TAGGER_LOSS` | 1836999.42 |
+| `PARSER_LOSS` | 4587096.65 |

config.cfg

@@ -0,0 +1,244 @@
+[paths]
+train = "corpus/tl_newscrawl-ud-train.spacy"
+dev = "corpus/tl_newscrawl-ud-dev.spacy"
+vectors = "vectors/floret-tl"
+init_tok2vec = null
+raw_text = null
+
+[system]
+gpu_allocator = null
+seed = 0
+
+[nlp]
+lang = "tl"
+pipeline = ["tok2vec","trainable_lemmatizer","morphologizer","tagger","parser"]
+batch_size = 1000
+disabled = []
+before_creation = null
+after_creation = null
+after_pipeline_creation = null
+tokenizer = {"@tokenizers":"spacy.Tokenizer.v1"}
+vectors = {"@vectors":"spacy.Vectors.v1"}
+
+[components]
+
+[components.morphologizer]
+factory = "morphologizer"
+extend = false
+label_smoothing = 0.05
+overwrite = true
+scorer = {"@scorers":"spacy.morphologizer_scorer.v1"}
+
+[components.morphologizer.model]
+@architectures = "spacy.Tagger.v2"
+nO = null
+normalize = false
+
+[components.morphologizer.model.tok2vec]
+@architectures = "spacy.Tok2VecListener.v1"
+width = ${components.tok2vec.model.encode.width}
+upstream = "*"
+
+[components.parser]
+factory = "parser"
+learn_tokens = false
+min_action_freq = 30
+moves = null
+scorer = {"@scorers":"spacy.parser_scorer.v1"}
+update_with_oracle_cut_size = 100
+
+[components.parser.model]
+@architectures = "spacy.TransitionBasedParser.v2"
+state_type = "parser"
+extra_state_tokens = false
+hidden_width = 128
+maxout_pieces = 3
+use_upper = true
+nO = null
+
+[components.parser.model.tok2vec]
+@architectures = "spacy.Tok2VecListener.v1"
+width = ${components.tok2vec.model.encode.width}
+upstream = "*"
+
+[components.tagger]
+factory = "tagger"
+label_smoothing = 0.05
+neg_prefix = "!"
+overwrite = false
+scorer = {"@scorers":"spacy.tagger_scorer.v1"}
+
+[components.tagger.model]
+@architectures = "spacy.Tagger.v2"
+nO = null
+normalize = false
+
+[components.tagger.model.tok2vec]
+@architectures = "spacy.Tok2VecListener.v1"
+width = ${components.tok2vec.model.encode.width}
+upstream = "*"
+
+[components.tok2vec]
+factory = "tok2vec"
+
+[components.tok2vec.model]
+@architectures = "spacy.Tok2Vec.v2"
+
+[components.tok2vec.model.embed]
+@architectures = "spacy.MultiHashEmbed.v2"
+width = ${components.tok2vec.model.encode.width}
+attrs = ["NORM","PREFIX","SUFFIX","SHAPE"]
+rows = [5000,1000,2500,2500]
+include_static_vectors = true
+
+[components.tok2vec.model.encode]
+@architectures = "spacy.MaxoutWindowEncoder.v2"
+width = 256
+depth = 8
+window_size = 1
+maxout_pieces = 3
+
+[components.trainable_lemmatizer]
+factory = "trainable_lemmatizer"
+backoff = "orth"
+min_tree_freq = 3
+overwrite = false
+scorer = {"@scorers":"spacy.lemmatizer_scorer.v1"}
+top_k = 1
+
+[components.trainable_lemmatizer.model]
+@architectures = "spacy.Tagger.v2"
+nO = null
+normalize = false
+
+[components.trainable_lemmatizer.model.tok2vec]
+@architectures = "spacy.Tok2VecListener.v1"
+width = ${components.tok2vec.model.encode.width}
+upstream = "*"
+
+[corpora]
+
+[corpora.dev]
+@readers = "spacy.Corpus.v1"
+path = ${paths.dev}
+max_length = 0
+gold_preproc = false
+limit = 0
+augmenter = null
+
+[corpora.pretrain]
+@readers = "spacy.JsonlCorpus.v1"
+path = ${paths.raw_text}
+min_length = 5
+max_length = 500
+limit = 0
+
+[corpora.train]
+@readers = "spacy.Corpus.v1"
+path = ${paths.train}
+max_length = 0
+gold_preproc = false
+limit = 0
+augmenter = null
+
+[training]
+dev_corpus = "corpora.dev"
+train_corpus = "corpora.train"
+seed = ${system.seed}
+gpu_allocator = ${system.gpu_allocator}
+dropout = 0.1
+accumulate_gradient = 1
+patience = 1600
+max_epochs = 0
+max_steps = 20000
+eval_frequency = 200
+frozen_components = []
+annotating_components = []
+before_to_disk = null
+before_update = null
+
+[training.batcher]
+@batchers = "spacy.batch_by_words.v1"
+discard_oversize = false
+tolerance = 0.2
+get_length = null
+
+[training.batcher.size]
+@schedules = "compounding.v1"
+start = 100
+stop = 1000
+compound = 1.001
+t = 0.0
+
+[training.logger]
+@loggers = "spacy.ConsoleLogger.v1"
+progress_bar = false
+
+[training.optimizer]
+@optimizers = "Adam.v1"
+beta1 = 0.9
+beta2 = 0.999
+L2_is_weight_decay = true
+L2 = 0.01
+grad_clip = 1.0
+use_averages = false
+eps = 0.00000001
+learn_rate = 0.001
+
+[training.score_weights]
+lemma_acc = 0.26
+pos_acc = 0.12
+morph_acc = 0.12
+morph_per_feat = null
+tag_acc = 0.26
+dep_uas = 0.12
+dep_las = 0.12
+dep_las_per_type = null
+sents_p = null
+sents_r = null
+sents_f = 0.0
+
+[pretraining]
+max_epochs = 1000
+dropout = 0.2
+n_save_every = null
+n_save_epoch = null
+component = "tok2vec"
+layer = ""
+corpus = "corpora.pretrain"
+
+[pretraining.batcher]
+@batchers = "spacy.batch_by_words.v1"
+size = 3000
+discard_oversize = false
+tolerance = 0.2
+get_length = null
+
+[pretraining.objective]
+@architectures = "spacy.PretrainCharacters.v1"
+maxout_pieces = 3
+hidden_size = 300
+n_characters = 4
+
+[pretraining.optimizer]
+@optimizers = "Adam.v1"
+beta1 = 0.9
+beta2 = 0.999
+L2_is_weight_decay = true
+L2 = 0.01
+grad_clip = 1.0
+use_averages = true
+eps = 0.00000001
+learn_rate = 0.001
+
+[initialize]
+vectors = ${paths.vectors}
+init_tok2vec = ${paths.init_tok2vec}
+vocab_data = null
+lookups = null
+before_init = null
+after_init = null
+
+[initialize.components]
+
+[initialize.tokenizer]

meta.json

@@ -0,0 +1,1436 @@
+{
+  "lang":"tl",
+  "name":"hash_transition",
+  "version":"0.0.0",
+  "description":"Parsers for UD-NewsCrawl",
+  "author":"Lester James V. Miranda",
+  "email":"[email protected]",
+  "url":"https://ljvmiranda921.github.io",
+  "license":"MIT",
+  "spacy_version":">=3.8.0,<3.9.0",
+  "spacy_git_version":"b427597",
+  "vectors":{
+    "width":200,
+    "vectors":200000,
+    "keys":-1,
+    "name":"tl_pipeline.vectors"
+  },
+  "labels":{
+    "tok2vec":[
+
+    ],
+    "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"
+    ],
+    "tagger":[
+      "ADJ",
+      "ADJ_ADP__Case=Gen",
+      "ADJ_CCONJ",
+      "ADJ_CCONJ__Degree=Abs",
+      "ADJ_PART",
+      "ADJ_PART_ADJ",
+      "ADJ_PART_ADJ_PART__Degree=Abs",
+      "ADJ_PART_ADJ__Degree=Abs",
+      "ADJ_PART__Aspect=Imp|Mood=Ind|Voice=Act",
+      "ADJ_PART__Aspect=Imp|Mood=Pot|Voice=Pass",
+      "ADJ_PART__Aspect=Perf|Mood=Ind|Voice=Pass",
+      "ADJ_PART__Case=Gen|Deixis=Remt|PronType=Dem",
+      "ADJ_PART__Case=Nom|Number=Plur|Person=2|PronType=Prs",
+      "ADJ_PART__Degree=Abs",
+      "ADJ_PART__Degree=Sup",
+      "ADJ_PART__Degree=Sup|NumType=Ord",
+      "ADJ_PART__Degree=Sup|Typo=Yes",
+      "ADJ_PART__Deixis=Prox|PronType=Dem",
+      "ADJ_PART__NumType=Card",
+      "ADJ_PART__NumType=Frac",
+      "ADJ_PART__NumType=Ord",
+      "ADJ_PART__NumType=Ord|Typo=Yes",
+      "ADJ_PART__Polarity=Neg",
+      "ADJ_PART__Typo=Yes",
+      "ADJ_X",
+      "ADJ__Abbr=Yes",
+      "ADJ__Aspect=Imp|Mood=Ind|Voice=Act",
+      "ADJ__Aspect=Imp|Mood=Ind|Voice=Pass",
+      "ADJ__Aspect=Imp|Mood=Pot|Voice=Act",
+      "ADJ__Aspect=Imp|Mood=Pot|Voice=Lfoc",
+      "ADJ__Aspect=Imp|Mood=Pot|Voice=Pass",
+      "ADJ__Aspect=Perf|Mood=Ind|Voice=Act",
+      "ADJ__Case=Dat|Clusivity=Ex|Number=Plur|Person=1|PronType=Prs",
+      "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"
+    ]
+  },
+  "pipeline":[
+    "tok2vec",
+    "trainable_lemmatizer",
+    "morphologizer",
+    "tagger",
+    "parser"
+  ],
+  "components":[
+    "tok2vec",
+    "trainable_lemmatizer",
+    "morphologizer",
+    "tagger",
+    "parser"
+  ],
+  "disabled":[
+
+  ],
+  "performance":{
+    "lemma_acc":0.898907308,
+    "pos_acc":0.9518314405,
+    "morph_acc":0.9545440697,
+    "morph_per_feat":{
+      "Case":{
+        "p":0.9926678672,
+        "r":0.9853166496,
+        "f":0.988978598
+      },
+      "Number":{
+        "p":0.9974536195,
+        "r":0.992040521,
+        "f":0.9947397061
+      },
+      "Person":{
+        "p":0.9992217899,
+        "r":0.9884526559,
+        "f":0.9938080495
+      },
+      "PronType":{
+        "p":0.9995037221,
+        "r":0.9659472422,
+        "f":0.9824390244
+      },
+      "Polarity":{
+        "p":1.0,
+        "r":0.9660633484,
+        "f":0.9827387802
+      },
+      "Aspect":{
+        "p":0.9392324094,
+        "r":0.9116936875,
+        "f":0.9252581831
+      },
+      "Mood":{
+        "p":0.9398576512,
+        "r":0.9110037944,
+        "f":0.9252058154
+      },
+      "Voice":{
+        "p":0.8395588758,
+        "r":0.8143547274,
+        "f":0.8267647574
+      },
+      "Deixis":{
+        "p":0.9948006932,
+        "r":0.9184,
+        "f":0.9550748752
+      },
+      "NumType":{
+        "p":0.9927536232,
+        "r":0.8838709677,
+        "f":0.9351535836
+      },
+      "Abbr":{
+        "p":0.8571428571,
+        "r":0.0425531915,
+        "f":0.0810810811
+      },
+      "Clusivity":{
+        "p":1.0,
+        "r":0.9733333333,
+        "f":0.9864864865
+      },
+      "Polite":{
+        "p":1.0,
+        "r":0.9642857143,
+        "f":0.9818181818
+      },
+      "PartType":{
+        "p":1.0,
+        "r":0.7659574468,
+        "f":0.8674698795
+      },
+      "Typo":{
+        "p":0.7142857143,
+        "r":0.0862068966,
+        "f":0.1538461538
+      },
+      "Degree":{
+        "p":1.0,
+        "r":0.6388888889,
+        "f":0.7796610169
+      }
+    },
+    "tag_acc":0.9104595639,
+    "dep_uas":0.839771627,
+    "dep_las":0.7760871373,
+    "dep_las_per_type":{
+      "mark":{
+        "p":0.8208446866,
+        "r":0.8027981346,
+        "f":0.8117211182
+      },
+      "nmod":{
+        "p":0.5465066438,
+        "r":0.6384576865,
+        "f":0.5889145497
+      },
+      "advcl":{
+        "p":0.4832985386,
+        "r":0.5054585153,
+        "f":0.4941302028
+      },
+      "nsubj":{
+        "p":0.8073984721,
+        "r":0.8405190456,
+        "f":0.8236259229
+      },
+      "discourse":{
+        "p":0.7569892473,
+        "r":0.7364016736,
+        "f":0.7465535525
+      },
+      "advmod":{
+        "p":0.7834558824,
+        "r":0.8167880414,
+        "f":0.799774817
+      },
+      "root":{
+        "p":0.8453145058,
+        "r":0.8436899423,
+        "f":0.8445014428
+      },
+      "ccomp":{
+        "p":0.5522041763,
+        "r":0.6574585635,
+        "f":0.6002522068
+      },
+      "case":{
+        "p":0.9079782412,
+        "r":0.9040848567,
+        "f":0.9060273663
+      },
+      "det":{
+        "p":0.9539242483,
+        "r":0.9296042618,
+        "f":0.9416072461
+      },
+      "obl":{
+        "p":0.7297979798,
+        "r":0.6836191603,
+        "f":0.7059541985
+      },
+      "xcomp":{
+        "p":0.6976744186,
+        "r":0.5119453925,
+        "f":0.5905511811
+      },
+      "acl:relcl":{
+        "p":0.6835443038,
+        "r":0.6797202797,
+        "f":0.6816269285
+      },
+      "obj:agent":{
+        "p":0.836970475,
+        "r":0.8545216252,
+        "f":0.8456549935
+      },
+      "flat":{
+        "p":0.8298355077,
+        "r":0.8631268437,
+        "f":0.8461538462
+      },
+      "nummod":{
+        "p":0.8575129534,
+        "r":0.793764988,
+        "f":0.8244084682
+      },
+      "nmod:poss":{
+        "p":0.8207343413,
+        "r":0.7414634146,
+        "f":0.7790876474
+      },
+      "acl":{
+        "p":1.0,
+        "r":0.0196078431,
+        "f":0.0384615385
+      },
+      "appos":{
+        "p":0.485,
+        "r":0.5511363636,
+        "f":0.5159574468
+      },
+      "cc":{
+        "p":0.8564650059,
+        "r":0.8474178404,
+        "f":0.8519174041
+      },
+      "conj":{
+        "p":0.661909989,
+        "r":0.6374207188,
+        "f":0.6494345719
+      },
+      "parataxis":{
+        "p":0.2302839117,
+        "r":0.4424242424,
+        "f":0.3029045643
+      },
+      "amod":{
+        "p":0.727532097,
+        "r":0.7223796034,
+        "f":0.7249466951
+      },
+      "fixed":{
+        "p":0.7904040404,
+        "r":0.6924778761,
+        "f":0.7382075472
+      },
+      "obj":{
+        "p":0.7373417722,
+        "r":0.7993138937,
+        "f":0.7670781893
+      },
+      "dislocated":{
+        "p":0.4032258065,
+        "r":0.2976190476,
+        "f":0.3424657534
+      },
+      "compound":{
+        "p":0.4942528736,
+        "r":0.150877193,
+        "f":0.2311827957
+      },
+      "dep":{
+        "p":0.2098765432,
+        "r":0.2394366197,
+        "f":0.2236842105
+      },
+      "compound:redup":{
+        "p":0.487804878,
+        "r":0.5128205128,
+        "f":0.5
+      },
+      "list":{
+        "p":0.1818181818,
+        "r":0.2352941176,
+        "f":0.2051282051
+      },
+      "vocative":{
+        "p":0.4166666667,
+        "r":0.3846153846,
+        "f":0.4
+      },
+      "orphan":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "reparandum":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "expl":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "goeswith":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      }
+    },
+    "sents_p":0.9980769231,
+    "sents_r":0.99743754,
+    "sents_f":0.9977571291,
+    "tok2vec_loss":38199.4758845474,
+    "trainable_lemmatizer_loss":12417.8014602661,
+    "morphologizer_loss":16823.8190917969,
+    "tagger_loss":18369.9941864014,
+    "parser_loss":45870.9664939977
+  },
+  "parent_package":"spacy",
+  "sources":[
+    {
+      "name":"UD_Tagalog-NewsCrawl",
+      "license":"CC BY NC",
+      "author":"Angelina A. Aquino and Lester James V. Miranda and Elsie Marie T. Or",
+      "url":"https://huggingface.co/datasets/UD-Filipino/UD_Tagalog-NewsCrawl"
+    }
+  ],
+  "requirements":[
+
+  ]
+}

morphologizer/cfg

@@ -0,0 +1,881 @@
+{
+  "extend":false,
+  "label_smoothing":0.05,
+  "labels_morph":{
+    "POS=PART":"",
+    "POS=PUNCT":"",
+    "POS=ADV|Polarity=Neg":"Polarity=Neg",
+    "POS=PART|PartType=Int":"PartType=Int",
+    "Case=Nom|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Nom|Number=Sing|Person=3|PronType=Prs",
+    "POS=ADV":"",
+    "POS=ADJ":"",
+    "Case=Nom|POS=DET":"Case=Nom",
+    "POS=NOUN":"",
+    "Case=Gen|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Case=Gen|Number=Plur|Person=3|PronType=Prs",
+    "Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs":"Case=Nom|Number=Sing|Person=1|PronType=Prs",
+    "Aspect=Imp|Mood=Ind|POS=VERB|Voice=Pass":"Aspect=Imp|Mood=Ind|Voice=Pass",
+    "POS=PROPN":"",
+    "POS=VERB":"",
+    "POS=NUM":"",
+    "POS=CCONJ":"",
+    "Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Case=Nom|Number=Plur|Person=3|PronType=Prs",
+    "Case=Gen|POS=ADP":"Case=Gen",
+    "Case=Nom|Number=Sing|POS=PRON|Person=2|PronType=Prs":"Case=Nom|Number=Sing|Person=2|PronType=Prs",
+    "Case=Loc|POS=ADP":"Case=Loc",
+    "Case=Dat|Number=Sing|POS=PRON|Person=2|PronType=Prs":"Case=Dat|Number=Sing|Person=2|PronType=Prs",
+    "Case=Gen|Clusivity=Ex|Number=Plur|POS=PRON|Person=1|PronType=Prs":"Case=Gen|Clusivity=Ex|Number=Plur|Person=1|PronType=Prs",
+    "POS=SCONJ":"",
+    "POS=ADV|PronType=Int":"PronType=Int",
+    "Case=Nom|Clusivity=Ex|Number=Plur|POS=PRON|Person=1|PronType=Prs":"Case=Nom|Clusivity=Ex|Number=Plur|Person=1|PronType=Prs",
+    "Aspect=Perf|Mood=Ind|POS=VERB|Voice=Act":"Aspect=Perf|Mood=Ind|Voice=Act",
+    "POS=PART|Polite=Form":"Polite=Form",
+    "Aspect=Perf|Mood=Pot|POS=VERB|Voice=Lfoc":"Aspect=Perf|Mood=Pot|Voice=Lfoc",
+    "Case=Gen|Number=Plur|POS=PRON|Person=2|PronType=Prs":"Case=Gen|Number=Plur|Person=2|PronType=Prs",
+    "Case=Gen|Number=Sing|POS=PRON|Person=1|PronType=Prs":"Case=Gen|Number=Sing|Person=1|PronType=Prs",
+    "POS=VERB|Polarity=Neg":"Polarity=Neg",
+    "Aspect=Perf|Mood=Ind|POS=VERB|Voice=Pass":"Aspect=Perf|Mood=Ind|Voice=Pass",
+    "POS=DET":"",
+    "NumType=Card|POS=NUM":"NumType=Card",
+    "Case=Dat|Number=Sing|POS=ADP":"Case=Dat|Number=Sing",
+    "Aspect=Imp|Mood=Pot|POS=VERB|Voice=Act":"Aspect=Imp|Mood=Pot|Voice=Act",
+    "Number=Plur|POS=DET":"Number=Plur",
+    "POS=PRON|PronType=Int":"PronType=Int",
+    "Aspect=Imp|Mood=Pot|POS=VERB|Voice=Pass":"Aspect=Imp|Mood=Pot|Voice=Pass",
+    "Case=Nom|Number=Plur|POS=PRON|Person=2|PronType=Prs":"Case=Nom|Number=Plur|Person=2|PronType=Prs",
+    "Aspect=Imp|Mood=Pot|POS=VERB|Voice=Lfoc":"Aspect=Imp|Mood=Pot|Voice=Lfoc",
+    "Case=Loc|Deixis=Prox|POS=PRON|PronType=Dem":"Case=Loc|Deixis=Prox|PronType=Dem",
+    "Case=Nom|Number=Sing|POS=DET":"Case=Nom|Number=Sing",
+    "Aspect=Imp|Mood=Ind|POS=VERB|Voice=Act":"Aspect=Imp|Mood=Ind|Voice=Act",
+    "Case=Dat|Clusivity=In|Number=Plur|POS=PRON|Person=1|PronType=Prs":"Case=Dat|Clusivity=In|Number=Plur|Person=1|PronType=Prs",
+    "Case=Gen|Number=Sing|POS=ADP":"Case=Gen|Number=Sing",
+    "Aspect=Perf|Mood=Pot|POS=VERB|Voice=Pass":"Aspect=Perf|Mood=Pot|Voice=Pass",
+    "Case=Nom|Deixis=Prox|POS=PRON|PronType=Dem":"Case=Nom|Deixis=Prox|PronType=Dem",
+    "Case=Dat|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Dat|Number=Sing|Person=3|PronType=Prs",
+    "POS=PRON":"",
+    "Case=Nom|Deixis=Remt|POS=PRON|PronType=Dem":"Case=Nom|Deixis=Remt|PronType=Dem",
+    "Case=Gen|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Gen|Number=Sing|Person=3|PronType=Prs",
+    "Case=Gen|Number=Sing|POS=PRON|Person=2|PronType=Prs":"Case=Gen|Number=Sing|Person=2|PronType=Prs",
+    "POS=ADP":"",
+    "Case=Dat|Number=Sing|POS=PRON|Person=1|PronType=Prs":"Case=Dat|Number=Sing|Person=1|PronType=Prs",
+    "Case=Gen|Clusivity=In|Number=Plur|POS=PRON|Person=1|PronType=Prs":"Case=Gen|Clusivity=In|Number=Plur|Person=1|PronType=Prs",
+    "Case=Loc|POS=ADV|PronType=Int":"Case=Loc|PronType=Int",
+    "Case=Loc|POS=PROPN":"Case=Loc",
+    "POS=SYM":"",
+    "POS=PROPN|PronType=Int":"PronType=Int",
+    "POS=PROPN|PartType=Int":"PartType=Int",
+    "Case=Gen|Deixis=Prox|POS=PRON|PronType=Dem":"Case=Gen|Deixis=Prox|PronType=Dem",
+    "NumType=Ord|POS=ADJ":"NumType=Ord",
+    "Aspect=Perf|Mood=Pot|POS=VERB|Voice=Act":"Aspect=Perf|Mood=Pot|Voice=Act",
+    "Aspect=Perf|Mood=Ind|POS=NOUN|Voice=Pass":"Aspect=Perf|Mood=Ind|Voice=Pass",
+    "Aspect=Perf|Mood=Ind|POS=VERB|Typo=Yes|Voice=Act":"Aspect=Perf|Mood=Ind|Typo=Yes|Voice=Act",
+    "Case=Gen|Number=Plur|POS=ADP":"Case=Gen|Number=Plur",
+    "Aspect=Perf|Mood=Ind|POS=VERB|Voice=Bfoc":"Aspect=Perf|Mood=Ind|Voice=Bfoc",
+    "Case=Dat|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Case=Dat|Number=Plur|Person=3|PronType=Prs",
+    "Case=Dat|Clusivity=Ex|Number=Plur|POS=PRON|Person=1|PronType=Prs":"Case=Dat|Clusivity=Ex|Number=Plur|Person=1|PronType=Prs",
+    "Case=Nom|POS=PRON|PronType=Int":"Case=Nom|PronType=Int",
+    "Aspect=Perf|Mood=Ind|POS=VERB|Voice=Lfoc":"Aspect=Perf|Mood=Ind|Voice=Lfoc",
+    "Case=Loc|Deixis=Remt|POS=PRON|PronType=Dem":"Case=Loc|Deixis=Remt|PronType=Dem",
+    "Case=Gen|POS=PROPN":"Case=Gen",
+    "Case=Nom|Number=Plur|POS=DET":"Case=Nom|Number=Plur",
+    "Aspect=Perf|Mood=Ind|POS=ADJ|Voice=Pass":"Aspect=Perf|Mood=Ind|Voice=Pass",
+    "NumType=Frac|POS=NUM":"NumType=Frac",
+    "Case=Nom|Clusivity=In|Number=Dual|POS=PRON|Person=1|PronType=Prs":"Case=Nom|Clusivity=In|Number=Dual|Person=1|PronType=Prs",
+    "POS=INTJ":"",
+    "Case=Gen|POS=ADP|Typo=Yes":"Case=Gen|Typo=Yes",
+    "Aspect=Perf|Mood=Ind|POS=PRON|Voice=Act":"Aspect=Perf|Mood=Ind|Voice=Act",
+    "Case=Nom|Deixis=Med|POS=PRON|PronType=Dem":"Case=Nom|Deixis=Med|PronType=Dem",
+    "Aspect=Perf|Mood=Ind|POS=VERB|Voice=Cau":"Aspect=Perf|Mood=Ind|Voice=Cau",
+    "Aspect=Imp|Mood=Ind|POS=VERB|Voice=Bfoc":"Aspect=Imp|Mood=Ind|Voice=Bfoc",
+    "Aspect=Imp|Mood=Pot|POS=VERB|Voice=Bfoc":"Aspect=Imp|Mood=Pot|Voice=Bfoc",
+    "Degree=Sup|POS=ADJ":"Degree=Sup",
+    "Case=Loc|POS=NOUN|Typo=Yes":"Case=Loc|Typo=Yes",
+    "Case=Nom|Number=Sing|POS=DET|Typo=Yes":"Case=Nom|Number=Sing|Typo=Yes",
+    "Aspect=Imp|Mood=Ind|POS=VERB|Voice=Lfoc":"Aspect=Imp|Mood=Ind|Voice=Lfoc",
+    "Case=Gen|Number=Sing|POS=PROPN":"Case=Gen|Number=Sing",
+    "Case=Dat|Number=Plur|POS=PRON|Person=2|PronType=Prs":"Case=Dat|Number=Plur|Person=2|PronType=Prs",
+    "Case=Loc|Deixis=Med|POS=PRON|PronType=Dem":"Case=Loc|Deixis=Med|PronType=Dem",
+    "Case=Dat|Number=Plur|POS=ADP":"Case=Dat|Number=Plur",
+    "Case=Nom|Clusivity=In|Number=Plur|POS=PRON|Person=1|PronType=Prs":"Case=Nom|Clusivity=In|Number=Plur|Person=1|PronType=Prs",
+    "Aspect=Imp|Mood=Pot|POS=VERB|Voice=Cau":"Aspect=Imp|Mood=Pot|Voice=Cau",
+    "NumType=Ord|POS=PROPN":"NumType=Ord",
+    "POS=NOUN|Typo=Yes":"Typo=Yes",
+    "POS=PROPN|Typo=Yes":"Typo=Yes",
+    "Aspect=Imp|Mood=Ind|POS=VERB|Voice=Cau":"Aspect=Imp|Mood=Ind|Voice=Cau",
+    "Number=Plur|POS=PROPN":"Number=Plur",
+    "Aspect=Perf|Mood=Ind|POS=NOUN|Voice=Act":"Aspect=Perf|Mood=Ind|Voice=Act",
+    "Case=Loc|Deixis=Prox|POS=SCONJ|PronType=Dem":"Case=Loc|Deixis=Prox|PronType=Dem",
+    "Case=Loc|Deixis=Prox|POS=NOUN|PronType=Dem":"Case=Loc|Deixis=Prox|PronType=Dem",
+    "NumType=Card|POS=ADV":"NumType=Card",
+    "Case=Nom|Deixis=Remt|POS=PROPN|PronType=Dem":"Case=Nom|Deixis=Remt|PronType=Dem",
+    "Aspect=Imp|Mood=Pot|POS=NOUN|Voice=Act":"Aspect=Imp|Mood=Pot|Voice=Act",
+    "Aspect=Imp|Mood=Pot|POS=ADV|Voice=Pass":"Aspect=Imp|Mood=Pot|Voice=Pass",
+    "Case=Dat|Clusivity=Ex|Number=Plur|POS=ADJ|Person=1|PronType=Prs":"Case=Dat|Clusivity=Ex|Number=Plur|Person=1|PronType=Prs",
+    "NumType=Card|POS=PROPN":"NumType=Card",
+    "Case=Dat|Number=Sing|POS=NOUN|Person=1|PronType=Prs":"Case=Dat|Number=Sing|Person=1|PronType=Prs",
+    "Aspect=Imp|Mood=Pot|POS=PROPN|Voice=Pass":"Aspect=Imp|Mood=Pot|Voice=Pass",
+    "Deixis=Remt|POS=PROPN|PronType=Dem":"Deixis=Remt|PronType=Dem",
+    "Deixis=Remt|POS=PRON|PronType=Dem":"Deixis=Remt|PronType=Dem",
+    "Aspect=Perf|Mood=Ind|POS=PROPN|Voice=Pass":"Aspect=Perf|Mood=Ind|Voice=Pass",
+    "Aspect=Imp|Mood=Pot|POS=NOUN|Voice=Pass":"Aspect=Imp|Mood=Pot|Voice=Pass",
+    "POS=NOUN|PronType=Int":"PronType=Int",
+    "Case=Nom|POS=PRON|PronType=Ind":"Case=Nom|PronType=Ind",
+    "Aspect=Perf|Mood=Ind|POS=NOUN|Voice=Lfoc":"Aspect=Perf|Mood=Ind|Voice=Lfoc",
+    "Case=Gen|Number=Sing|POS=DET":"Case=Gen|Number=Sing",
+    "Case=Gen|POS=SCONJ|Typo=Yes":"Case=Gen|Typo=Yes",
+    "Case=Gen|POS=PART":"Case=Gen",
+    "POS=VERB|Typo=Yes":"Typo=Yes",
+    "Case=Gen|Number=Plur|POS=PRON|Person=2|PronType=Prs|Typo=Yes":"Case=Gen|Number=Plur|Person=2|PronType=Prs|Typo=Yes",
+    "POS=PART|Typo=Yes":"Typo=Yes",
+    "Aspect=Perf|Mood=Ind|POS=PRON|Voice=Pass":"Aspect=Perf|Mood=Ind|Voice=Pass",
+    "NumType=Card|POS=NOUN":"NumType=Card",
+    "POS=SCONJ|Typo=Yes":"Typo=Yes",
+    "Abbr=Yes|POS=ADJ":"Abbr=Yes",
+    "POS=ADV|Typo=Yes":"Typo=Yes",
+    "Case=Gen|Deixis=Remt|POS=ADV|PronType=Dem":"Case=Gen|Deixis=Remt|PronType=Dem",
+    "Number=Plur|POS=VERB":"Number=Plur",
+    "Aspect=Imp|Mood=Pot|Number=Plur|POS=VERB|Voice=Pass":"Aspect=Imp|Mood=Pot|Number=Plur|Voice=Pass",
+    "POS=NUM|PronType=Int":"PronType=Int",
+    "POS=X":"",
+    "Abbr=Yes|POS=PROPN":"Abbr=Yes",
+    "Degree=Equ|POS=ADJ":"Degree=Equ",
+    "Case=Dat|Number=Sing|POS=ADJ|Person=2|PronType=Prs":"Case=Dat|Number=Sing|Person=2|PronType=Prs",
+    "POS=CCONJ|Typo=Yes":"Typo=Yes",
+    "Case=Gen|Number=Sing|POS=ADP|Typo=Yes":"Case=Gen|Number=Sing|Typo=Yes",
+    "POS=ADJ|Typo=Yes":"Typo=Yes",
+    "POS=PRON|PronType=Dem":"PronType=Dem",
+    "NumType=Ord|POS=NUM":"NumType=Ord",
+    "Case=Dat|Clusivity=Ex|Number=Plur|POS=VERB|Person=1|PronType=Prs":"Case=Dat|Clusivity=Ex|Number=Plur|Person=1|PronType=Prs",
+    "Case=Nom|Number=Dual|POS=PRON|Person=2|PronType=Prs":"Case=Nom|Number=Dual|Person=2|PronType=Prs",
+    "Case=Loc|Deixis=Prox|POS=ADV|PronType=Dem":"Case=Loc|Deixis=Prox|PronType=Dem",
+    "Aspect=Perf|Mood=Ind|POS=VERB":"Aspect=Perf|Mood=Ind",
+    "POS=DET|Typo=Yes":"Typo=Yes",
+    "Case=Loc|Deixis=Remt|POS=ADV|PronType=Dem":"Case=Loc|Deixis=Remt|PronType=Dem",
+    "Aspect=Perf|Mood=Ind|POS=X":"Aspect=Perf|Mood=Ind",
+    "NumType=Ord|POS=ADV":"NumType=Ord",
+    "Aspect=Imp|Mood=Pot|POS=SCONJ|Voice=Act":"Aspect=Imp|Mood=Pot|Voice=Act",
+    "Case=Loc|POS=NOUN":"Case=Loc",
+    "Degree=Sup|POS=ADV":"Degree=Sup",
+    "Case=Gen|Number=Sing|POS=PRON|Person=1|PronType=Prs|Typo=Yes":"Case=Gen|Number=Sing|Person=1|PronType=Prs|Typo=Yes",
+    "Case=Gen|POS=PART|Typo=Yes":"Case=Gen|Typo=Yes",
+    "Aspect=Perf|Mood=Ind|POS=VERB|Typo=Yes|Voice=Pass":"Aspect=Perf|Mood=Ind|Typo=Yes|Voice=Pass",
+    "Aspect=Imp|Mood=Pot|POS=VERB":"Aspect=Imp|Mood=Pot",
+    "Case=Dat|Number=Sing|POS=NOUN|Person=3|PronType=Prs":"Case=Dat|Number=Sing|Person=3|PronType=Prs",
+    "Number=Plur|POS=NOUN":"Number=Plur",
+    "Case=Dat|Number=Sing|POS=NOUN":"Case=Dat|Number=Sing",
+    "Aspect=Imp|Mood=Pot|POS=NOUN|Voice=Bfoc":"Aspect=Imp|Mood=Pot|Voice=Bfoc",
+    "Case=Gen|Deixis=Remt|POS=PRON|PronType=Dem":"Case=Gen|Deixis=Remt|PronType=Dem",
+    "Deixis=Med|POS=PRON|PronType=Dem":"Deixis=Med|PronType=Dem",
+    "POS=PRON|PronType=Tot":"PronType=Tot",
+    "Case=Nom|Number=Sing|POS=NOUN|Person=3|PronType=Prs":"Case=Nom|Number=Sing|Person=3|PronType=Prs",
+    "Aspect=Imp|Mood=Pot|POS=NOUN|Voice=Lfoc":"Aspect=Imp|Mood=Pot|Voice=Lfoc",
+    "NumType=Frac|POS=NOUN":"NumType=Frac",
+    "NumType=Card|POS=ADJ":"NumType=Card",
+    "Case=Gen|Number=Sing|POS=PROPN|Person=2|PronType=Prs":"Case=Gen|Number=Sing|Person=2|PronType=Prs",
+    "Case=Nom|Number=Sing|POS=PROPN|Person=1|PronType=Prs":"Case=Nom|Number=Sing|Person=1|PronType=Prs",
+    "Case=Nom|POS=PROPN":"Case=Nom",
+    "Case=Gen|Number=Sing|POS=VERB":"Case=Gen|Number=Sing",
+    "Deixis=Prox|POS=PRON|PronType=Dem":"Deixis=Prox|PronType=Dem",
+    "Aspect=Imp|Mood=Pot|POS=PROPN|Voice=Lfoc":"Aspect=Imp|Mood=Pot|Voice=Lfoc",
+    "Case=Nom|Deixis=Remt|POS=NOUN|PronType=Dem":"Case=Nom|Deixis=Remt|PronType=Dem",
+    "Case=Dat|POS=ADP":"Case=Dat",
+    "Case=Loc|POS=VERB|PronType=Int":"Case=Loc|PronType=Int",
+    "POS=PRON|Person=1":"Person=1",
+    "Aspect=Perf|Mood=Ind|POS=SCONJ|Voice=Pass":"Aspect=Perf|Mood=Ind|Voice=Pass",
+    "Degree=Sup|POS=VERB":"Degree=Sup",
+    "Aspect=Imp|Mood=Ind|POS=SCONJ|Voice=Act":"Aspect=Imp|Mood=Ind|Voice=Act",
+    "Case=Gen|Number=Plur|POS=NOUN|Person=2|PronType=Prs":"Case=Gen|Number=Plur|Person=2|PronType=Prs",
+    "Aspect=Imp|Mood=Ind|POS=NOUN|Voice=Act":"Aspect=Imp|Mood=Ind|Voice=Act",
+    "Case=Gen|Number=Sing|POS=ADV|Person=2|PronType=Prs":"Case=Gen|Number=Sing|Person=2|PronType=Prs",
+    "Case=Loc|POS=NOUN|PronType=Int":"Case=Loc|PronType=Int",
+    "Aspect=Imp|Mood=Pot|POS=ADP|Voice=Act":"Aspect=Imp|Mood=Pot|Voice=Act",
+    "Case=Gen|Deixis=Prox|POS=ADV|PronType=Dem":"Case=Gen|Deixis=Prox|PronType=Dem",
+    "Aspect=Imp|Mood=Ind|POS=ADV|Voice=Pass":"Aspect=Imp|Mood=Ind|Voice=Pass",
+    "POS=SCONJ|PronType=Int":"PronType=Int",
+    "Degree=Abs|POS=ADJ":"Degree=Abs",
+    "Case=Gen|Clusivity=In|Number=Plur|POS=ADP|Person=1|PronType=Prs":"Case=Gen|Clusivity=In|Number=Plur|Person=1|PronType=Prs",
+    "Aspect=Imp|Mood=Pot|POS=ADJ|Voice=Pass":"Aspect=Imp|Mood=Pot|Voice=Pass",
+    "Aspect=Perf|Mood=Ind|POS=ADV|Voice=Act":"Aspect=Perf|Mood=Ind|Voice=Act",
+    "NumType=Card|POS=NUM|PronType=Int":"NumType=Card|PronType=Int",
+    "Aspect=Perf|Mood=Pot|POS=VERB|Voice=Cau":"Aspect=Perf|Mood=Pot|Voice=Cau",
+    "Aspect=Perf|Mood=Pot|POS=VERB|Voice=Bfoc":"Aspect=Perf|Mood=Pot|Voice=Bfoc",
+    "Aspect=Perf|Mood=Pot|POS=NOUN|Voice=Pass":"Aspect=Perf|Mood=Pot|Voice=Pass",
+    "Aspect=Imp|Mood=Pot|POS=ADV|Voice=Act":"Aspect=Imp|Mood=Pot|Voice=Act",
+    "Deixis=Remt|POS=ADV|PronType=Dem":"Deixis=Remt|PronType=Dem",
+    "Deixis=Prox|POS=ADJ|PronType=Dem":"Deixis=Prox|PronType=Dem",
+    "Deixis=Prox|POS=ADV|PronType=Dem":"Deixis=Prox|PronType=Dem",
+    "Aspect=Imp|Mood=Ind|POS=NOUN|Voice=Lfoc":"Aspect=Imp|Mood=Ind|Voice=Lfoc",
+    "Case=Loc|POS=PART":"Case=Loc",
+    "Deixis=Remt|POS=VERB|PronType=Dem":"Deixis=Remt|PronType=Dem",
+    "Aspect=Imp|Mood=Pot|POS=ADJ|Voice=Lfoc":"Aspect=Imp|Mood=Pot|Voice=Lfoc",
+    "NumType=Card|POS=VERB":"NumType=Card",
+    "POS=ADP|Typo=Yes":"Typo=Yes",
+    "Case=Nom|POS=PART|Typo=Yes":"Case=Nom|Typo=Yes",
+    "Case=Nom|Number=Plur|POS=PART":"Case=Nom|Number=Plur",
+    "Aspect=Imp|Mood=Ind|POS=NOUN|Voice=Pass":"Aspect=Imp|Mood=Ind|Voice=Pass",
+    "NumType=Sets|POS=ADV":"NumType=Sets",
+    "Case=Gen|Deixis=Remt|POS=SCONJ|PronType=Dem":"Case=Gen|Deixis=Remt|PronType=Dem",
+    "Aspect=Imp|Mood=Ind|POS=NOUN|Voice=Bfoc":"Aspect=Imp|Mood=Ind|Voice=Bfoc",
+    "Case=Nom|Number=Sing|POS=PROPN|Person=3|PronType=Prs":"Case=Nom|Number=Sing|Person=3|PronType=Prs",
+    "Aspect=Imp|Mood=Pot|POS=ADJ|Voice=Act":"Aspect=Imp|Mood=Pot|Voice=Act",
+    "Case=Nom|Deixis=Med|POS=VERB|PronType=Dem":"Case=Nom|Deixis=Med|PronType=Dem",
+    "Case=Nom|Number=Plur|POS=NOUN|Person=2|PronType=Prs":"Case=Nom|Number=Plur|Person=2|PronType=Prs",
+    "Aspect=Imp|Mood=Pot|POS=PRON|Voice=Act":"Aspect=Imp|Mood=Pot|Voice=Act",
+    "Aspect=Imp|Mood=Ind|POS=PROPN|Voice=Act":"Aspect=Imp|Mood=Ind|Voice=Act",
+    "Case=Dat|Number=Sing|POS=ADV|Person=3|PronType=Prs":"Case=Dat|Number=Sing|Person=3|PronType=Prs",
+    "Case=Loc|Deixis=Prox|POS=CCONJ|PronType=Dem":"Case=Loc|Deixis=Prox|PronType=Dem",
+    "Case=Nom|POS=DET|Typo=Yes":"Case=Nom|Typo=Yes",
+    "Case=Loc|POS=PRON|PronType=Int":"Case=Loc|PronType=Int",
+    "Case=Nom|Number=Plur|POS=PRON|Person=1|PronType=Prs":"Case=Nom|Number=Plur|Person=1|PronType=Prs",
+    "POS=CCONJ|Polarity=Neg":"Polarity=Neg",
+    "Case=Loc|Deixis=Remt|POS=VERB|PronType=Dem":"Case=Loc|Deixis=Remt|PronType=Dem",
+    "Case=Nom|POS=ADP":"Case=Nom",
+    "Degree=Sup|NumType=Ord|POS=ADJ":"Degree=Sup|NumType=Ord",
+    "Degree=Cmp|POS=ADV":"Degree=Cmp",
+    "NumType=Dist|POS=ADV":"NumType=Dist",
+    "Aspect=Imp|Mood=Ind|Number=Plur|POS=VERB|Voice=Act":"Aspect=Imp|Mood=Ind|Number=Plur|Voice=Act",
+    "NumType=Dist|POS=ADJ":"NumType=Dist",
+    "Aspect=Perf|Mood=Ind|Number=Plur|POS=VERB|Voice=Act":"Aspect=Perf|Mood=Ind|Number=Plur|Voice=Act",
+    "Case=Dat|Number=Plur|POS=PRON|Person=3|PronType=Prs|Typo=Yes":"Case=Dat|Number=Plur|Person=3|PronType=Prs|Typo=Yes",
+    "Case=Gen|POS=DET|Typo=Yes":"Case=Gen|Typo=Yes",
+    "Case=Nom|Deixis=Prox|POS=PART|PronType=Dem":"Case=Nom|Deixis=Prox|PronType=Dem",
+    "Case=Gen,Nom|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Gen,Nom|Number=Sing|Person=3|PronType=Prs",
+    "Case=Gen|POS=SCONJ":"Case=Gen",
+    "Aspect=Perf|Mood=Pot|POS=VERB|Typo=Yes|Voice=Pass":"Aspect=Perf|Mood=Pot|Typo=Yes|Voice=Pass",
+    "Case=Gen|POS=NOUN":"Case=Gen",
+    "Case=Dat|Clusivity=Ex|Number=Plur|POS=NOUN|Person=1|PronType=Prs":"Case=Dat|Clusivity=Ex|Number=Plur|Person=1|PronType=Prs",
+    "NumType=Ord|POS=ADJ|Typo=Yes":"NumType=Ord|Typo=Yes",
+    "Case=Gen|Deixis=Prox|POS=PRON|PronType=Dem|Typo=Yes":"Case=Gen|Deixis=Prox|PronType=Dem|Typo=Yes",
+    "NumType=Sets|POS=NUM":"NumType=Sets",
+    "Aspect=Perf|Mood=Ind|POS=ADV|Voice=Pass":"Aspect=Perf|Mood=Ind|Voice=Pass",
+    "Abbr=Yes|Case=Nom|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Abbr=Yes|Case=Nom|Number=Sing|Person=3|PronType=Prs",
+    "POS=ADJ|Polarity=Neg":"Polarity=Neg",
+    "Case=Nom|POS=NOUN|PronType=Ind":"Case=Nom|PronType=Ind",
+    "NumType=Ord|POS=NOUN":"NumType=Ord",
+    "POS=CCONJ|PartType=Int":"PartType=Int",
+    "Aspect=Perf|Mood=Ind|POS=X|Voice=Act":"Aspect=Perf|Mood=Ind|Voice=Act",
+    "Case=Nom|Number=Dual|POS=NOUN|Person=2|PronType=Prs":"Case=Nom|Number=Dual|Person=2|PronType=Prs",
+    "Aspect=Imp|Mood=Pot|POS=VERB|Typo=Yes|Voice=Lfoc":"Aspect=Imp|Mood=Pot|Typo=Yes|Voice=Lfoc",
+    "Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs|Typo=Yes":"Case=Nom|Number=Sing|Person=1|PronType=Prs|Typo=Yes",
+    "Case=Nom|Number=Sing|POS=NOUN|Person=1|PronType=Prs":"Case=Nom|Number=Sing|Person=1|PronType=Prs",
+    "NumType=Dist|POS=NUM":"NumType=Dist",
+    "Number=Plur|POS=PRON|PronType=Ind":"Number=Plur|PronType=Ind",
+    "Case=Gen|Number=Sing|POS=NOUN|Person=1|PronType=Prs":"Case=Gen|Number=Sing|Person=1|PronType=Prs",
+    "Case=Nom|Deixis=Remt|POS=PRON|PronType=Dem|Typo=Yes":"Case=Nom|Deixis=Remt|PronType=Dem|Typo=Yes",
+    "Case=Nom|Number=Sing|POS=ADV|Person=3|PronType=Prs":"Case=Nom|Number=Sing|Person=3|PronType=Prs",
+    "Case=Nom|Number=Sing|POS=ADP":"Case=Nom|Number=Sing",
+    "Abbr=Yes|POS=NOUN":"Abbr=Yes",
+    "Case=Gen|Deixis=Remt|POS=ADP|PronType=Dem":"Case=Gen|Deixis=Remt|PronType=Dem",
+    "POS=PRON|PronType=Ind":"PronType=Ind",
+    "POS=VERB|Polarity=Neg|Typo=Yes":"Polarity=Neg|Typo=Yes",
+    "POS=ADP|Polarity=Neg":"Polarity=Neg",
+    "Case=Loc|POS=ADV|PronType=Int|Typo=Yes":"Case=Loc|PronType=Int|Typo=Yes",
+    "Case=Nom|Deixis=Med|POS=PROPN|PronType=Dem":"Case=Nom|Deixis=Med|PronType=Dem",
+    "Case=Loc|Deixis=Remt|POS=NOUN|PronType=Dem":"Case=Loc|Deixis=Remt|PronType=Dem",
+    "Case=Gen|Number=Plur|POS=NOUN|Person=3|PronType=Prs":"Case=Gen|Number=Plur|Person=3|PronType=Prs",
+    "Aspect=Imp|Mood=Pot|POS=VERB|Typo=Yes|Voice=Pass":"Aspect=Imp|Mood=Pot|Typo=Yes|Voice=Pass",
+    "Case=Nom|Clusivity=In|Number=Dual|POS=PRON|Person=1|PronType=Prs|Typo=Yes":"Case=Nom|Clusivity=In|Number=Dual|Person=1|PronType=Prs|Typo=Yes",
+    "Case=Gen|Number=Plur|POS=ADP|Person=3|PronType=Prs":"Case=Gen|Number=Plur|Person=3|PronType=Prs",
+    "Case=Gen|Deixis=Med|POS=PRON|PronType=Dem":"Case=Gen|Deixis=Med|PronType=Dem",
+    "Case=Nom|Clusivity=Ex|Number=Dual|POS=PRON|Person=1|PronType=Prs":"Case=Nom|Clusivity=Ex|Number=Dual|Person=1|PronType=Prs",
+    "Number=Sing|POS=ADV":"Number=Sing",
+    "Case=Dat|POS=PRON|PronType=Int":"Case=Dat|PronType=Int",
+    "Aspect=Imp|Mood=Ind|POS=PROPN|Voice=Pass":"Aspect=Imp|Mood=Ind|Voice=Pass",
+    "Aspect=Imp|Mood=Pot|POS=VERB|Typo=Yes|Voice=Act":"Aspect=Imp|Mood=Pot|Typo=Yes|Voice=Act",
+    "Number=Plur|POS=PRON|PronType=Int":"Number=Plur|PronType=Int",
+    "Case=Nom|POS=VERB":"Case=Nom",
+    "Case=Nom|POS=ADV|PronType=Ind":"Case=Nom|PronType=Ind",
+    "Aspect=Imp|Mood=Ind|POS=NUM|Voice=Act":"Aspect=Imp|Mood=Ind|Voice=Act",
+    "Case=Nom|Number=Plur|POS=PROPN|Person=1|PronType=Prs":"Case=Nom|Number=Plur|Person=1|PronType=Prs",
+    "Aspect=Perf|Mood=Pot|POS=NOUN|Voice=Act":"Aspect=Perf|Mood=Pot|Voice=Act",
+    "Case=Gen|Deixis=Prox|POS=ADP|PronType=Dem":"Case=Gen|Deixis=Prox|PronType=Dem",
+    "POS=SCONJ|Polarity=Neg":"Polarity=Neg",
+    "Aspect=Imp|Mood=Ind|POS=ADJ|Voice=Act":"Aspect=Imp|Mood=Ind|Voice=Act",
+    "Case=Loc|POS=ADP|Typo=Yes":"Case=Loc|Typo=Yes",
+    "NumType=Ord|POS=VERB":"NumType=Ord",
+    "Case=Nom|POS=SCONJ":"Case=Nom",
+    "Aspect=Perf|Mood=Ind|NumType=Ord|POS=VERB|Voice=Act":"Aspect=Perf|Mood=Ind|NumType=Ord|Voice=Act",
+    "Case=Nom|Clusivity=Ex|Number=Plur|POS=NOUN|Person=1|PronType=Prs":"Case=Nom|Clusivity=Ex|Number=Plur|Person=1|PronType=Prs",
+    "Degree=Cmp|POS=VERB":"Degree=Cmp",
+    "Case=Nom|Number=Sing|POS=PRON|Person=3|PronType=Prs|Typo=Yes":"Case=Nom|Number=Sing|Person=3|PronType=Prs|Typo=Yes",
+    "NumType=Sets|POS=NOUN":"NumType=Sets",
+    "Aspect=Perf|Mood=Ind|POS=ADP|Voice=Act":"Aspect=Perf|Mood=Ind|Voice=Act",
+    "Aspect=Imp|Mood=Pot|POS=PROPN|Voice=Act":"Aspect=Imp|Mood=Pot|Voice=Act",
+    "Case=Dat|Number=Sing|POS=NOUN|Person=2|PronType=Prs":"Case=Dat|Number=Sing|Person=2|PronType=Prs",
+    "NumType=Ord|POS=INTJ":"NumType=Ord",
+    "Case=Nom|Number=Plur|POS=ADJ|Person=2|PronType=Prs":"Case=Nom|Number=Plur|Person=2|PronType=Prs",
+    "Aspect=Imp|Mood=Pot|POS=ADP|Voice=Pass":"Aspect=Imp|Mood=Pot|Voice=Pass",
+    "Case=Nom|POS=ADV|PronType=Int":"Case=Nom|PronType=Int",
+    "Degree=Sup|POS=NOUN":"Degree=Sup",
+    "Case=Gen|Number=Sing|POS=PART":"Case=Gen|Number=Sing",
+    "Aspect=Perf|Mood=Ind|POS=ADP|Voice=Pass":"Aspect=Perf|Mood=Ind|Voice=Pass",
+    "Number=Plur|POS=ADV":"Number=Plur",
+    "Case=Loc|Number=Plur|POS=ADP|Typo=Yes":"Case=Loc|Number=Plur|Typo=Yes",
+    "Case=Nom|POS=ADV":"Case=Nom",
+    "Case=Gen|Number=Plur|POS=PROPN|Person=2|PronType=Prs":"Case=Gen|Number=Plur|Person=2|PronType=Prs",
+    "Case=Loc|POS=ADV":"Case=Loc",
+    "Case=Nom|Number=Plur|POS=NOUN|Person=1|PronType=Prs":"Case=Nom|Number=Plur|Person=1|PronType=Prs",
+    "POS=ADJ|PronType=Int":"PronType=Int",
+    "POS=NOUN|Polarity=Neg":"Polarity=Neg",
+    "POS=CCONJ|PronType=Int":"PronType=Int",
+    "Case=Gen|POS=ADV":"Case=Gen",
+    "POS=ADV|PronType=Ind":"PronType=Ind",
+    "POS=PROPN|Polarity=Neg":"Polarity=Neg",
+    "Deixis=Prox|POS=VERB|PronType=Dem":"Deixis=Prox|PronType=Dem",
+    "Case=Nom|Number=Plur|POS=PRON|Person=2|PronType=Prs|Typo=Yes":"Case=Nom|Number=Plur|Person=2|PronType=Prs|Typo=Yes",
+    "Case=Loc|Deixis=Remt|POS=PROPN|PronType=Dem":"Case=Loc|Deixis=Remt|PronType=Dem",
+    "Aspect=Imp|Mood=Pot|POS=SCONJ|Voice=Pass":"Aspect=Imp|Mood=Pot|Voice=Pass",
+    "Case=Dat|Clusivity=Ex|Number=Plur|POS=NUM|Person=1|PronType=Prs":"Case=Dat|Clusivity=Ex|Number=Plur|Person=1|PronType=Prs",
+    "POS=PRON|PronType=Int|Typo=Yes":"PronType=Int|Typo=Yes",
+    "Aspect=Imp|Mood=Ind|POS=ADJ|Voice=Pass":"Aspect=Imp|Mood=Ind|Voice=Pass",
+    "Case=Loc|Deixis=Prox|POS=DET|PronType=Dem":"Case=Loc|Deixis=Prox|PronType=Dem",
+    "Case=Dat,Loc|Number=Sing|POS=PRON|Person=2|PronType=Prs":"Case=Dat,Loc|Number=Sing|Person=2|PronType=Prs",
+    "Case=Gen|Number=Sing|POS=PRON|Person=3|PronType=Prs|Typo=Yes":"Case=Gen|Number=Sing|Person=3|PronType=Prs|Typo=Yes",
+    "Aspect=Perf|Case=Gen|Mood=Ind|POS=VERB|Typo=Yes|Voice=Cau":"Aspect=Perf|Case=Gen|Mood=Ind|Typo=Yes|Voice=Cau",
+    "Case=Gen|Number=Plur|POS=PRON":"Case=Gen|Number=Plur",
+    "Case=Nom|Deixis=Prox|POS=NUM|PronType=Dem":"Case=Nom|Deixis=Prox|PronType=Dem",
+    "Case=Dat,Gen|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Case=Dat,Gen|Number=Plur|Person=3|PronType=Prs",
+    "Case=Dat,Loc|Clusivity=In|Number=Plur|POS=PRON|Person=1|PronType=Prs":"Case=Dat,Loc|Clusivity=In|Number=Plur|Person=1|PronType=Prs",
+    "Case=Loc|POS=SCONJ|PronType=Int":"Case=Loc|PronType=Int",
+    "POS=PART|Polite=Form|Typo=Yes":"Polite=Form|Typo=Yes",
+    "Abbr=Yes|POS=ADV|Polarity=Neg":"Abbr=Yes|Polarity=Neg",
+    "NumType=Card|POS=PART":"NumType=Card",
+    "Case=Nom|POS=ADP|Typo=Yes":"Case=Nom|Typo=Yes",
+    "Case=Dat|Number=Sing|POS=PROPN|Person=3|PronType=Prs":"Case=Dat|Number=Sing|Person=3|PronType=Prs",
+    "Case=Dat|Number=Sing|POS=ADV|Person=2|PronType=Prs":"Case=Dat|Number=Sing|Person=2|PronType=Prs",
+    "Case=Nom|Clusivity=In|Number=Plur|POS=VERB|Person=1|PronType=Prs":"Case=Nom|Clusivity=In|Number=Plur|Person=1|PronType=Prs",
+    "Case=Gen|POS=VERB":"Case=Gen",
+    "Case=Nom|Deixis=Prox|POS=PROPN|PronType=Dem":"Case=Nom|Deixis=Prox|PronType=Dem",
+    "Case=Nom|Number=Sing|POS=PROPN|Person=2|PronType=Prs":"Case=Nom|Number=Sing|Person=2|PronType=Prs",
+    "Case=Dat|Clusivity=In|Number=Plur|POS=NOUN|Person=1|PronType=Prs":"Case=Dat|Clusivity=In|Number=Plur|Person=1|PronType=Prs",
+    "Number=Plur|POS=DET|Typo=Yes":"Number=Plur|Typo=Yes",
+    "Case=Gen|POS=ADJ":"Case=Gen",
+    "NumType=Frac|POS=ADJ":"NumType=Frac",
+    "Case=Gen|POS=PRON|PronType=Ind":"Case=Gen|PronType=Ind",
+    "POS=ADV|PartType=Int":"PartType=Int",
+    "Case=Nom|Deixis=Prox|POS=NOUN|PronType=Dem":"Case=Nom|Deixis=Prox|PronType=Dem",
+    "Degree=Abs|POS=VERB":"Degree=Abs",
+    "Deixis=Med|POS=VERB|PronType=Dem":"Deixis=Med|PronType=Dem",
+    "NumType=Card|POS=PRON":"NumType=Card",
+    "Case=Gen|Deixis=Remt|POS=ADJ|PronType=Dem":"Case=Gen|Deixis=Remt|PronType=Dem",
+    "Aspect=Imp|Mood=Pot|POS=DET|Voice=Pass":"Aspect=Imp|Mood=Pot|Voice=Pass",
+    "Case=Loc|Deixis=Remt|POS=DET|PronType=Dem":"Case=Loc|Deixis=Remt|PronType=Dem",
+    "Case=Loc|POS=VERB":"Case=Loc",
+    "Degree=Cmp|POS=ADJ":"Degree=Cmp",
+    "Degree=Abs|POS=SCONJ":"Degree=Abs",
+    "NumType=Dist|POS=ADP":"NumType=Dist",
+    "Case=Dat|Number=Plur|POS=PART|Person=3|PronType=Prs":"Case=Dat|Number=Plur|Person=3|PronType=Prs",
+    "Deixis=Remt|POS=NOUN|PronType=Dem":"Deixis=Remt|PronType=Dem",
+    "Case=Gen|Deixis=Prox|POS=DET|PronType=Dem":"Case=Gen|Deixis=Prox|PronType=Dem",
+    "POS=ADV|Polarity=Neg|Typo=Yes":"Polarity=Neg|Typo=Yes",
+    "Case=Gen|Number=Plur|POS=PRON|Person=3|PronType=Prs|Typo=Yes":"Case=Gen|Number=Plur|Person=3|PronType=Prs|Typo=Yes",
+    "Aspect=Perf|Mood=Ind|POS=VERB|Typo=Yes|Voice=Bfoc":"Aspect=Perf|Mood=Ind|Typo=Yes|Voice=Bfoc",
+    "Degree=Sup|POS=PROPN":"Degree=Sup",
+    "Case=Loc|Deixis=Med|POS=ADV|PronType=Dem":"Case=Loc|Deixis=Med|PronType=Dem",
+    "Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs|Typo=Yes":"Case=Nom|Number=Plur|Person=3|PronType=Prs|Typo=Yes",
+    "Case=Nom|Number=Plur|POS=PROPN|Person=3|PronType=Prs":"Case=Nom|Number=Plur|Person=3|PronType=Prs",
+    "Case=Nom|POS=PROPN|PronType=Ind":"Case=Nom|PronType=Ind",
+    "Case=Nom|Deixis=Prox|POS=VERB|PronType=Dem":"Case=Nom|Deixis=Prox|PronType=Dem",
+    "Case=Gen|Number=Sing|POS=VERB|Person=1|PronType=Prs":"Case=Gen|Number=Sing|Person=1|PronType=Prs",
+    "Case=Nom|Clusivity=In|Number=Dual|POS=ADJ|Person=1|PronType=Prs":"Case=Nom|Clusivity=In|Number=Dual|Person=1|PronType=Prs",
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+    "Case=Nom|Number=Sing|POS=PRON":"Case=Nom|Number=Sing"
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+    "Case=Nom|Number=Sing|POS=PRON":95
+  },
+  "overwrite":true
+}

parser/cfg

@@ -0,0 +1,13 @@
+{
+  "moves":null,
+  "update_with_oracle_cut_size":100,
+  "multitasks":[
+
+  ],
+  "min_action_freq":30,
+  "learn_tokens":false,
+  "beam_width":1,
+  "beam_density":0.0,
+  "beam_update_prob":0.0,
+  "incorrect_spans_key":null
+}

parser/model

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+version https://git-lfs.github.com/spec/v1
+oid sha256:afff762729c72262d243aa69447a41fa30339f174ec95b423e3e681b8cff2fa5
+size 1753113

parser/moves

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+��moves��{"0":{"":111561},"1":{"":131021},"2":{"case":32821,"det":19743,"mark":10839,"advmod":7830,"cc":6422,"amod":5937,"punct":5847,"nmod":3856,"nummod":3015,"nsubj":2944,"nmod:poss":2285,"advcl":2244,"obl":2149,"acl:relcl":1676,"compound":973,"dislocated":658,"obj:agent":633,"dep":385,"compound:redup":382,"discourse":246,"parataxis":177,"acl":75,"vocative":52,"advmod||advmod":48,"fixed||case":44,"orphan":39,"obj":34},"3":{"punct":17500,"nsubj":15349,"flat":14207,"nmod":12013,"advmod":11749,"obl":10595,"conj":6808,"obj:agent":5540,"nmod:poss":5474,"obj":4831,"advcl":4819,"acl:relcl":3496,"discourse":3172,"fixed":3153,"ccomp":2973,"xcomp":1718,"case":1661,"appos":1321,"parataxis":1158,"mark":679,"compound":488,"dep":328,"list":321,"acl":223,"nummod":174,"amod":172,"acl:relcl||obj":139,"obl||acl:relcl":118,"nmod||obj":63,"vocative":60,"obj:agent||acl:relcl":60,"goeswith":55,"dislocated":49,"compound:redup":46,"obl||xcomp":45,"orphan":38},"4":{"ROOT":12495}}�cfg��neg_key�

tagger/cfg

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+{
+  "label_smoothing":0.05,
+  "labels":[
+    "ADJ",
+    "ADJ_ADP__Case=Gen",
+    "ADJ_CCONJ",
+    "ADJ_CCONJ__Degree=Abs",
+    "ADJ_PART",
+    "ADJ_PART_ADJ",
+    "ADJ_PART_ADJ_PART__Degree=Abs",
+    "ADJ_PART_ADJ__Degree=Abs",
+    "ADJ_PART__Aspect=Imp|Mood=Ind|Voice=Act",
+    "ADJ_PART__Aspect=Imp|Mood=Pot|Voice=Pass",
+    "ADJ_PART__Aspect=Perf|Mood=Ind|Voice=Pass",
+    "ADJ_PART__Case=Gen|Deixis=Remt|PronType=Dem",
+    "ADJ_PART__Case=Nom|Number=Plur|Person=2|PronType=Prs",
+    "ADJ_PART__Degree=Abs",
+    "ADJ_PART__Degree=Sup",
+    "ADJ_PART__Degree=Sup|NumType=Ord",
+    "ADJ_PART__Degree=Sup|Typo=Yes",
+    "ADJ_PART__Deixis=Prox|PronType=Dem",
+    "ADJ_PART__NumType=Card",
+    "ADJ_PART__NumType=Frac",
+    "ADJ_PART__NumType=Ord",
+    "ADJ_PART__NumType=Ord|Typo=Yes",
+    "ADJ_PART__Polarity=Neg",
+    "ADJ_PART__Typo=Yes",
+    "ADJ_X",
+    "ADJ__Abbr=Yes",
+    "ADJ__Aspect=Imp|Mood=Ind|Voice=Act",
+    "ADJ__Aspect=Imp|Mood=Ind|Voice=Pass",
+    "ADJ__Aspect=Imp|Mood=Pot|Voice=Act",
+    "ADJ__Aspect=Imp|Mood=Pot|Voice=Lfoc",
+    "ADJ__Aspect=Imp|Mood=Pot|Voice=Pass",
+    "ADJ__Aspect=Perf|Mood=Ind|Voice=Act",
+    "ADJ__Case=Dat|Clusivity=Ex|Number=Plur|Person=1|PronType=Prs",
+    "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",
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+    "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",
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+    "ADP_CCONJ",
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+    "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",
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+    "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",
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+    "ADV_PART__Case=Nom|Deixis=Remt|PronType=Dem",
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+    "ADV_PART__NumType=Card",
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+    "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"
+  ],
+  "neg_prefix":"!",
+  "overwrite":false
+}

tl_hash_transition-any-py3-none-any.whl

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+size 181711992

tok2vec/cfg

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+{
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tok2vec/model

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+oid sha256:7e72441e0b49a98821c515a19f79c317f4a48562ce7e5b0b4168e285c63a0570
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trainable_lemmatizer/model

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+oid sha256:5a466a9b1ab4c8a722b84e5ad0e8b9588d40ce6a95e572a883f2aa4a0d6bbd5c
+size 1681230

vocab/key2row

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vocab/lookups.bin

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+version https://git-lfs.github.com/spec/v1
+oid sha256:76be8b528d0075f7aae98d6fa57a6d3c83ae480a8469e668d7b0af968995ac71
+size 1

vocab/vectors

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+oid sha256:cb638720c6bfefc5f527af7ad731e02d638dda1eeb1b510943e4a830df7d6950
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vocab/vectors.cfg

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+{
+  "mode":"floret",
+  "minn":3,
+  "maxn":5,
+  "hash_count":2,
+  "hash_seed":2166136261,
+  "bow":"<",
+  "eow":">",
+  "attr":65
+}