Phazel commited on 21 days ago

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5ab8fef

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Update spaCy pipeline

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.gitattributes +7 -0
README.md +124 -0
config.cfg +259 -0
fa_core_news_sm-any-py3-none-any.whl +3 -0
meta.json +720 -0
morphologizer/cfg +607 -0
morphologizer/model +3 -0
ner/cfg +13 -0
ner/model +3 -0
ner/moves +1 -0
parser/cfg +13 -0
parser/model +3 -0
parser/moves +1 -0
tagger/cfg +97 -0
tagger/model +0 -0
tok2vec/cfg +3 -0
tok2vec/model +3 -0
tokenizer +1 -0
trainable_lemmatizer/cfg +921 -0
trainable_lemmatizer/model +3 -0
trainable_lemmatizer/trees +3 -0
vocab/key2row +1 -0
vocab/lookups.bin +3 -0
vocab/strings.json +0 -0
vocab/vectors +0 -0
vocab/vectors.cfg +3 -0

.gitattributes CHANGED Viewed

@@ -33,3 +33,10 @@ 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

 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+fa_core_news_sm-any-py3-none-any.whl filter=lfs diff=lfs merge=lfs -text
+morphologizer/model filter=lfs diff=lfs merge=lfs -text
+ner/model filter=lfs diff=lfs merge=lfs -text
+parser/model 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
+trainable_lemmatizer/trees filter=lfs diff=lfs merge=lfs -text

README.md ADDED Viewed

	@@ -0,0 +1,124 @@

+---
+tags:
+- spacy
+- token-classification
+language:
+- fa
+license: cc-by-sa-4.0
+model-index:
+- name: fa_core_news_sm
+  results:
+  - task:
+      name: NER
+      type: token-classification
+    metrics:
+    - name: NER Precision
+      type: precision
+      value: 0.7766570605
+    - name: NER Recall
+      type: recall
+      value: 0.6687344913
+    - name: NER F Score
+      type: f_score
+      value: 0.7186666667
+  - task:
+      name: TAG
+      type: token-classification
+    metrics:
+    - name: TAG (XPOS) Accuracy
+      type: accuracy
+      value: 0.9595584377
+  - task:
+      name: POS
+      type: token-classification
+    metrics:
+    - name: POS (UPOS) Accuracy
+      type: accuracy
+      value: 0.9623659299
+  - task:
+      name: MORPH
+      type: token-classification
+    metrics:
+    - name: Morph (UFeats) Accuracy
+      type: accuracy
+      value: 0.9629100984
+  - task:
+      name: LEMMA
+      type: token-classification
+    metrics:
+    - name: Lemma Accuracy
+      type: accuracy
+      value: 0.9790824766
+  - task:
+      name: UNLABELED_DEPENDENCIES
+      type: token-classification
+    metrics:
+    - name: Unlabeled Attachment Score (UAS)
+      type: f_score
+      value: 0.8969107789
+  - task:
+      name: LABELED_DEPENDENCIES
+      type: token-classification
+    metrics:
+    - name: Labeled Attachment Score (LAS)
+      type: f_score
+      value: 0.8515184307
+  - task:
+      name: SENTS
+      type: token-classification
+    metrics:
+    - name: Sentences F-Score
+      type: f_score
+      value: 0.9924554184
+---
+Persian pipeline optimized for CPU. Components: tok2vec, tagger, morphologizer, trainable_lemmatizer, parser, ner. Entity labels: PER, LOC, ORG, DAT, MON, TIM, PCT.
+| Feature | Description |
+| --- | --- |
+| **Name** | `fa_core_news_sm` |
+| **Version** | `3.8.0` |
+| **spaCy** | `>=3.8.14,<3.9.0` |
+| **Default Pipeline** | `tok2vec`, `tagger`, `morphologizer`, `trainable_lemmatizer`, `parser`, `ner` |
+| **Components** | `tok2vec`, `tagger`, `morphologizer`, `trainable_lemmatizer`, `parser`, `ner` |
+| **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
+| **Sources** | [UD_Persian-PerDT (PerUDT v1.0)](https://github.com/UniversalDependencies/UD_Persian-PerDT) (Mohammad Sadegh Rasooli, Pegah Safari, Amirsaeid Moloodi, Alireza Nourian)<br>[UD_Persian-PerDT NER layer (not-to-release/Dadegan with NER tag/)](https://github.com/UniversalDependencies/UD_Persian-PerDT) (PerDT authors, tagged with Beheshti-NER (Taher, Hoseini, Shamsfard 2020))<br>[spaCy lang/fa language data (stop words originally from HAZM)](https://github.com/explosion/spaCy/tree/master/spacy/lang/fa) (Explosion and spaCy contributors) |
+| **License** | `CC BY-SA 4.0` |
+| **Author** | [Kiyarash Fazeli](https://github.com/Fazel94/spacy-persian) |
+### Label Scheme
+<details>
+<summary>View label scheme (428 labels for 4 components)</summary>
+| Component | Labels |
+| --- | --- |
+| **`tagger`** | `ADJ_AJCM`, `ADJ_AJCM_AUX`, `ADJ_AJCM_AUX_PUNC`, `ADJ_AJP`, `ADJ_AJP_AUX`, `ADJ_AJP_AUX_PUNC`, `ADJ_AJP_AUX_PUNC_PUNC`, `ADJ_AJP_PR_JOPER`, `ADJ_AJP_PR_JOPER_AUX_PUNC`, `ADJ_AJP_PR_JOPER_PUNC`, `ADJ_AJSUP`, `ADR_POSADR`, `ADR_PRADR`, `ADV_SADV`, `AUX`, `AUX_PASS`, `AUX_SUBR`, `CONJ`, `IDEN`, `N_ANM`, `N_ANM_ADR_POSADR`, `N_ANM_ADR_POSADR_PUNC`, `N_ANM_AUX`, `N_ANM_AUX_PUNC`, `N_ANM_AUX_PUNC_PUNC`, `N_ANM_PR_JOPER`, `N_ANM_PR_JOPER_PUNC`, `N_ANM_V_ACT`, `N_IANM`, `N_IANM_AUX`, `N_IANM_AUX_PUNC`, `N_IANM_PR_JOPER`, `N_IANM_PR_JOPER_PUNC`, `N_IANM_PR_SEPER`, `PART`, `POSNUM`, `POSTP`, `PREM_AMBAJ`, `PREM_AMBAJ_N_IANM`, `PREM_DEMAJ`, `PREM_DEMAJ_N_IANM`, `PREM_EXAJ`, `PREM_QUAJ`, `PRENUM`, `PREP`, `PREP_N_IANM`, `PREP_PREM_AMBAJ`, `PREP_PREM_DEMAJ`, `PREP_PR_DEMON`, `PREP_PR_JOPER`, `PREP_PR_JOPER_PUNC`, `PREP_PR_SEPER`, `PR_CREFX`, `PR_CREFX_AUX_PUNC`, `PR_CREFX_PR_JOPER`, `PR_DEMON`, `PR_DEMON_AUX`, `PR_DEMON_AUX_PUNC`, `PR_DEMON_CONJ`, `PR_DEMON_SUBR`, `PR_INTG`, `PR_INTG_AUX`, `PR_INTG_AUX_PUNC`, `PR_JOPER`, `PR_JOPER_PART`, `PR_JOPER_POSTP`, `PR_RECPR`, `PR_SEPER`, `PR_SEPER_AUX`, `PR_SEPER_AUX_PUNC`, `PR_SEPER_AUX_PUNC_PUNC`, `PR_SEPER_POSTP`, `PR_SEPER_POSTP_PUNC`, `PR_SEPER_PR_JOPER`, `PR_UCREFX`, `PR_UCREFX_PR_JOPER`, `PR_UCREFX_PR_JOPER_PUNC`, `PSUS`, `PSUS_ADR_POSADR_PUNC`, `PSUS_PR_JOPER`, `PSUS_PR_JOPER_PUNC`, `PUNC`, `SUBR`, `SUBR_SUBR`, `V_ACT`, `V_ACT_PR_JOPER`, `V_ACT_PR_JOPER_PUNC`, `V_MODL`, `V_MODL_PR_SEPER`, `V_PASS` |
+| **`morphologizer`** | `POS=ADP`, `Number=Sing\|POS=NOUN`, `POS=DET\|PronType=Dem`, `POS=ADJ`, `POS=CCONJ`, `POS=PUNCT`, `Number=Plur\|POS=NOUN`, `Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|Voice=Act`, `Number=Sing\|POS=PROPN`, `POS=PROPN`, `Number=Plur\|POS=VERB\|Person=3\|Tense=Past\|Voice=Act`, `Number=Sing\|POS=PRON`, `POS=INTJ`, `POS=PRON`, `Mood=Imp\|Number=Sing\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin\|Voice=Act`, `POS=NUM`, `POS=ADV`, `Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|Voice=Act`, `Number=Sing\|POS=NOUN\|Person=3\|PronType=Prs`, `POS=SCONJ`, `Number=Sing\|POS=PROPN\|Person=3`, `Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|Voice=Act`, `Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Number=Sing\|POS=VERB\|Person=3\|VerbForm=Part\|Voice=Pass`, `Number=Sing\|POS=AUX\|Person=3`, `Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|Voice=Pass`, `Number=Sing\|POS=VERB\|Person=3\|Tense=Pres`, `Number=Plur\|POS=VERB\|Person=3\|VerbForm=Part\|Voice=Act`, `Number=Sing\|POS=VERB\|Person=3\|Tense=Past`, `Number=Sing\|POS=AUX\|Person=3\|Tense=Pres`, `Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=VERB\|Person=3\|Voice=Act`, `Number=Sing\|POS=VERB\|Person=3\|VerbForm=Part\|Voice=Act`, `Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Part\|Voice=Act`, `Number=Sing\|POS=NUM`, `Number=Plur\|POS=PROPN`, `Number=Sing\|POS=VERB\|Person=3\|Voice=Act`, `Number=Plur,Sing\|POS=NOUN\|Person=1\|PronType=Prs`, `Number=Sing\|POS=VERB\|Person=1\|Tense=Past\|Voice=Act`, `Number=Plur\|POS=VERB\|Person=1\|Voice=Act`, `Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Number=Sing\|POS=NOUN\|Person=1\|PronType=Prs`, `Number=Sing\|POS=AUX\|Person=3\|Polarity=Neg`, `Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Number=Sing\|POS=VERB\|Person=2\|Voice=Act`, `Number=Sing\|POS=VERB\|Person=3`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin\|Voice=Act`, `POS=DET`, `Number=Sing\|POS=NOUN\|Typo=Yes`, `POS=X`, `Number=Sing\|POS=AUX\|Person=3\|Tense=Past`, `POS=ADP\|PronType=Dem`, `Number=Plur\|POS=VERB\|Person=3`, `POS=AUX`, `Number=Plur\|POS=AUX\|Person=3`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|Voice=Act`, `Number=Plur\|POS=VERB\|Person=3\|VerbForm=Part\|Voice=Pass`, `Number=Plur\|POS=VERB\|Person=1\|Polarity=Neg\|VerbForm=Part\|Voice=Act`, `Number=Sing\|POS=VERB\|Person=1`, `Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|Voice=Act`, `Number=Sing\|POS=VERB\|Person=1\|Voice=Act`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `POS=PART`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Number=Plur\|POS=PRON`, `Number=Plur\|POS=VERB\|Person=3\|Polarity=Neg\|VerbForm=Part\|Voice=Act`, `Number=Sing\|POS=VERB\|Person=3\|Polarity=Neg\|Tense=Pres\|Voice=Act`, `Number=Plur\|POS=VERB\|Person=1\|Polarity=Neg\|Voice=Act`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=2\|Polarity=Neg\|Tense=Pres\|VerbForm=Fin\|Voice=Act`, `Number=Sing\|POS=VERB\|Person=1\|VerbForm=Part\|Voice=Act`, `Number=Plur\|POS=VERB\|Person=3\|Polarity=Neg\|Tense=Pres\|Voice=Act`, `Number=Sing\|POS=VERB\|Person=3\|Polarity=Neg\|Tense=Past\|VerbForm=Part\|Voice=Act`, `POS=VERB\|Tense=Pres\|Voice=Act`, `Number=Plur\|POS=VERB\|Person=1\|Tense=Past\|Voice=Act`, `Number=Sing\|POS=VERB\|Person=1\|Polarity=Neg\|VerbForm=Part\|Voice=Act`, `Number=Plur\|POS=VERB\|Person=3\|Polarity=Neg\|Voice=Act`, `Number=Plur\|POS=VERB\|Person=2\|Polarity=Neg\|Tense=Past\|Voice=Act`, `Number=Plur\|POS=VERB\|Person=2\|Tense=Past\|Voice=Act`, `Number=Plur,Sing\|POS=NOUN\|Person=3\|PronType=Prs`, `Number=Plur\|POS=VERB\|Person=1\|Polarity=Neg\|Tense=Pres\|Voice=Act`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=AUX\|Person=3\|Tense=Past`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Polarity=Neg\|Tense=Fut\|VerbForm=Fin`, `Number=Plur\|POS=VERB\|Person=1\|VerbForm=Part\|Voice=Act`, `Number=Sing\|POS=VERB\|Person=3\|Polarity=Neg`, `Number=Sing\|POS=AUX\|Person=1\|Tense=Past`, `Number=Sing\|POS=VERB\|Person=3\|Polarity=Neg\|Tense=Past\|Voice=Act`, `POS=DET\|PronType=Int`, `Number=Sing\|POS=VERB\|Person=3\|Polarity=Neg\|VerbForm=Part\|Voice=Act`, `Number=Plur\|POS=VERB\|Person=3\|Polarity=Neg\|Tense=Past\|Voice=Act`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Number=Sing\|POS=VERB\|Person=1\|Polarity=Neg\|Tense=Pres\|Voice=Act`, `Number=Plur\|POS=VERB\|Person=1`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `POS=VERB\|Polarity=Neg`, `Number=Sing\|POS=VERB\|Person=3\|Polarity=Neg\|Voice=Act`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Polarity=Neg\|Tense=Fut\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `POS=VERB\|Polarity=Neg\|Tense=Pres\|Voice=Act`, `POS=NOUN`, `Mood=Imp\|Number=Sing\|POS=VERB\|Person=1\|Polarity=Neg\|Tense=Pres\|VerbForm=Fin\|Voice=Act`, `POS=AUX\|Polarity=Neg`, `Number=Sing\|POS=VERB\|Person=2\|Tense=Pres\|Voice=Act`, `Number=Plur\|POS=AUX\|Person=3\|Polarity=Neg`, `POS=VERB\|Tense=Pres`, `Number=Sing\|POS=VERB\|Person=3\|Polarity=Neg\|Tense=Past\|Voice=Pass`, `Number=Plur\|POS=VERB\|Person=3\|Polarity=Neg`, `Number=Sing\|POS=VERB\|Person=2\|Tense=Past\|Voice=Act`, `Number=Plur\|POS=VERB\|Person=2\|Voice=Act`, `Number=Plur,Sing\|POS=AUX\|Person=3\|PronType=Prs`, `Number=Plur\|POS=AUX\|Person=2\|Polarity=Neg`, `Number=Sing\|POS=ADJ\|Person=3\|PronType=Prs`, `Number=Plur\|POS=ADJ\|Person=3\|PronType=Prs`, `Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Number=Plur\|POS=VERB\|Person=1\|Polarity=Neg\|Tense=Past\|Voice=Act`, `Number=Sing\|POS=VERB\|Person=3\|Polarity=Neg\|Tense=Past`, `Number=Sing\|POS=AUX\|Person=3\|Polarity=Neg\|Tense=Pres`, `Number=Sing\|POS=VERB\|Person=1\|Polarity=Neg\|Tense=Past\|Voice=Act`, `Number=Plur\|POS=AUX\|Person=1`, `Number=Sing\|POS=VERB\|Person=2`, `Number=Sing\|POS=NOUN\|Person=3`, `Number=Plur\|POS=VERB\|Person=2\|VerbForm=Part\|Voice=Act`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin\|Voice=Act`, `Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|Voice=Act`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Polarity=Neg\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Number=Plur,Sing\|POS=VERB\|Person=3`, `Number=Plur\|POS=ADJ\|Person=2\|PronType=Prs`, `Number=Sing\|POS=AUX\|Person=3\|Voice=Act`, `Number=Sing\|POS=ADJ\|Person=1\|PronType=Prs`, `POS=VERB`, `Number=Sing\|POS=NOUN\|Person=2\|PronType=Prs`, `Number=Sing\|POS=VERB\|Person=1\|Polarity=Neg`, `Number=Plur\|POS=NOUN\|Person=3\|PronType=Prs`, `Number=Sing\|POS=AUX\|Person=1\|Voice=Act`, `Number=Sing\|POS=VERB\|Person=2\|Polarity=Neg\|Tense=Pres\|Voice=Act`, `Number=Plur\|POS=AUX\|Person=2`, `Number=Sing\|POS=AUX\|Person=2`, `Number=Sing\|POS=VERB\|Person=1\|Polarity=Neg\|Voice=Act`, `Number=Sing\|POS=VERB\|Person=2\|Polarity=Neg\|VerbForm=Part\|Voice=Act`, `Mood=Imp\|Number=Sing\|POS=VERB\|Person=2\|Polarity=Neg\|Tense=Pres\|VerbForm=Fin\|Voice=Act`, `Number=Plur\|POS=NOUN\|Person=1\|PronType=Prs`, `Number=Plur\|POS=AUX\|Person=1\|Tense=Past`, `Number=Plur\|POS=ADJ\|Person=1\|PronType=Prs`, `Number=Sing\|POS=ADP`, `Number=Sing\|POS=PROPN\|Person=1\|PronType=Prs`, `Number=Plur\|POS=VERB\|Person=2\|Polarity=Neg\|Voice=Act`, `Number=Plur,Sing\|POS=AUX\|Person=3`, `Number=Sing\|POS=PUNCT\|Person=3`, `Number=Sing\|POS=ADJ\|Person=3`, `Number=Plur,Sing\|POS=NOUN\|Person=2\|PronType=Prs`, `Number=Sing\|POS=PRON\|Person=3`, `Number=Sing\|POS=AUX\|Person=2,3\|PronType=Prs`, `Number=Sing\|POS=ADJ\|Person=2\|PronType=Prs`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=NOUN\|Person=2\|PronType=Prs`, `Number=Sing\|POS=NOUN\|PronType=Dem`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Polarity=Neg\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=2\|Tense=Fut\|VerbForm=Fin`, `Number=Plur,Sing\|POS=NOUN\|Person=3`, `Number=Plur\|POS=VERB\|Person=2`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=2\|Polarity=Neg\|Tense=Fut\|VerbForm=Fin`, `Number=Plur\|POS=AUX\|Person=2\|Voice=Act`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=2\|Tense=Fut\|VerbForm=Fin`, `Number=Plur\|POS=AUX\|Person=3\|Voice=Act`, `Number=Plur\|POS=VERB\|Person=2\|Polarity=Neg\|Tense=Pres\|Voice=Act`, `Number=Sing\|POS=INTJ\|Person=1\|PronType=Prs`, `Number=Plur\|POS=AUX\|Person=1\|Voice=Act`, `Number=Plur\|POS=VERB\|Person=3\|Tense=Past`, `Number=Plur,Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|Voice=Act`, `Number=Sing\|POS=AUX\|Person=1`, `Number=Sing\|POS=PUNCT\|Person=1\|PronType=Prs`, `Number=Sing\|POS=VERB\|Person=2\|Polarity=Neg\|Voice=Act`, `Number=Sing\|POS=AUX\|Person=1\|Polarity=Neg`, `Number=Sing\|POS=PUNCT\|Person=3\|PronType=Prs`, `Number=Sing\|POS=PRON\|Person=1,3\|PronType=Prs`, `Number=Sing\|POS=VERB\|Person=2\|PronType=Prs`, `Number=Sing\|POS=VERB\|Person=2\|VerbForm=Part\|Voice=Act`, `POS=DET\|PronType=Exc`, `Number=Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Past\|Voice=Act`, `Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|Voice=Pass`, `Number=Plur,Sing\|POS=PRON\|Person=2,3\|PronType=Prs`, `Number=Sing\|POS=VERB\|Person=3\|Voice=Pass`, `Number=Plur\|POS=VERB\|Person=2\|Polarity=Neg\|VerbForm=Part\|Voice=Act`, `Number=Plur\|POS=VERB\|Person=3\|Tense=Pres`, `Number=Sing\|POS=VERB\|Person=3\|Polarity=Neg\|VerbForm=Part\|Voice=Pass`, `Number=Sing\|POS=AUX\|Person=2\|Polarity=Neg`, `Number=Plur,Sing\|POS=PUNCT\|Person=1,3\|PronType=Prs`, `Number=Plur,Sing\|POS=PRON\|Person=1,3\|PronType=Prs`, `Number=Sing\|POS=VERB\|Person=1,2\|PronType=Prs\|Tense=Pres\|Voice=Act`, `Number=Sing\|POS=PROPN\|Person=2\|PronType=Prs`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Number=Sing\|POS=PUNCT\|Person=2\|PronType=Prs`, `Number=Plur,Sing\|POS=VERB\|Person=1,2\|PronType=Prs\|Tense=Pres\|Voice=Act`, `Number=Plur\|POS=VERB\|Person=3\|Polarity=Neg\|VerbForm=Part\|Voice=Pass`, `Number=Plur\|POS=PUNCT\|Person=3`, `Number=Plur,Sing\|POS=PROPN\|Person=2\|PronType=Prs`, `Number=Plur,Sing\|POS=VERB\|Person=1`, `Number=Plur,Sing\|POS=PUNCT\|Person=1\|PronType=Prs`, `Number=Plur,Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Number=Sing\|POS=AUX\|Person=2\|Tense=Past`, `Number=Plur,Sing\|POS=PROPN\|Person=1\|PronType=Prs`, `Number=Plur\|POS=PRON\|Person=1,2\|PronType=Prs`, `Number=Sing\|POS=AUX\|Person=3\|PronType=Prs`, `Number=Sing\|POS=VERB\|Person=3\|Polarity=Neg\|Tense=Pres`, `Number=Sing\|POS=VERB\|Person=1,2\|Polarity=Neg\|PronType=Prs\|Tense=Pres\|Voice=Act`, `Number=Plur\|POS=ADJ\|Person=3`, `Number=Plur\|POS=VERB\|Person=3\|Voice=Pass`, `Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|Voice=Pass`, `Number=Sing\|POS=AUX\|Person=2\|Voice=Act`, `Number=Plur\|POS=VERB\|Person=1\|Tense=Pres`, `Number=Plur,Sing\|POS=VERB\|Person=2`, `Number=Sing\|POS=VERB\|Person=1\|PronType=Prs`, `Number=Plur,Sing\|POS=VERB\|Person=1\|PronType=Prs`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin\|Voice=Act`, `Number=Sing\|POS=VERB\|Person=1,3\|PronType=Prs`, `Number=Plur\|POS=AUX\|Person=2\|Tense=Past`, `Number=Plur,Sing\|POS=VERB\|Person=3\|PronType=Prs`, `Number=Sing\|POS=VERB\|Person=2\|Polarity=Neg`, `Number=Sing\|POS=VERB\|Person=2\|Voice=Pass`, `Number=Plur\|POS=VERB\|Person=1\|Polarity=Neg\|Tense=Past`, `Number=Plur\|POS=VERB\|Person=2\|Tense=Past\|Voice=Pass`, `Number=Sing\|POS=VERB\|Person=3\|Polarity=Neg\|Voice=Pass`, `Number=Sing\|POS=VERB\|Person=3\|PronType=Prs`, `Mood=Imp\|Number=Sing\|POS=VERB\|Person=3\|Polarity=Neg\|Tense=Pres\|VerbForm=Fin\|Voice=Act`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=1\|Polarity=Neg\|Tense=Pres\|VerbForm=Fin\|Voice=Act`, `Number=Plur\|POS=AUX\|Person=1\|Polarity=Neg`, `Number=Sing\|POS=VERB\|Voice=Act`, `Mood=Imp\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin\|Voice=Act`, `Number=Plur\|POS=VERB\|Person=3\|Polarity=Neg\|Tense=Pres\|Voice=Pass`, `Number=Sing\|POS=VERB\|Person=1\|Tense=Past`, `Number=Plur,Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Number=Sing\|POS=VERB\|Polarity=Neg\|Tense=Pres\|Voice=Act`, `Mood=Imp\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin\|Voice=Act`, `Number=Sing\|POS=VERB\|Person=2\|Polarity=Neg\|Tense=Past\|Voice=Act`, `Number=Plur\|POS=VERB\|Person=2\|Tense=Pres`, `Number=Sing\|POS=ADP\|Person=1\|PronType=Prs`, `POS=VERB\|Tense=Past\|Voice=Act`, `Number=Sing\|POS=PUNCT`, `Number=Sing\|POS=PRON\|Person=2,3\|PronType=Prs`, `Number=Plur\|POS=NUM`, `Number=Sing\|POS=PROPN\|Person=3\|PronType=Prs`, `Number=Plur,Sing\|POS=VERB\|Person=2,3\|PronType=Prs`, `Number=Plur\|POS=AUX\|Person=1\|PronType=Prs`, `Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|Voice=Pass`, `Number=Plur,Sing\|POS=AUX\|Person=1,3\|PronType=Prs`, `Number=Plur,Sing\|POS=PUNCT\|Person=3\|PronType=Prs`, `Number=Sing\|POS=ADP\|Person=3\|PronType=Prs`, `Number=Plur,Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Pres\|Voice=Act`, `Number=Sing\|POS=AUX`, `Number=Sing\|POS=AUX\|Polarity=Neg`, `Number=Sing\|POS=PRON\|Person=2`, `Number=Plur,Sing\|POS=AUX\|Person=2,3\|PronType=Prs`, `Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Voice=Act`, `Number=Plur,Sing\|POS=VERB\|Person=3\|PronType=Prs\|Voice=Act`, `Number=Plur\|POS=ADJ\|Person=2`, `Number=Sing\|POS=NOUN\|Person=1`, `POS=VERB\|Tense=Past`, `Number=Plur\|POS=PUNCT\|Person=1\|PronType=Prs`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=3\|Polarity=Neg\|Tense=Pres\|VerbForm=Fin\|Voice=Act`, `Number=Plur,Sing\|POS=PUNCT\|Person=2\|PronType=Prs`, `Number=Sing\|POS=VERB\|Person=2\|Tense=Pres`, `Number=Plur\|POS=AUX\|Person=3\|Tense=Pres`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=2\|Polarity=Neg\|Tense=Fut\|VerbForm=Fin`, `Number=Plur\|POS=VERB\|Person=1\|Polarity=Neg`, `Number=Sing\|POS=AUX\|Person=2\|Tense=Pres`, `POS=VERB\|Voice=Pass`, `Mood=Imp\|Number=Sing\|POS=VERB\|Person=3\|Polarity=Neg\|Tense=Past\|VerbForm=Fin\|Voice=Act`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin\|Voice=Act`, `POS=VERB\|Polarity=Neg\|Tense=Pres`, `Number=Sing\|POS=SCONJ`, `Number=Sing\|POS=AUX\|Person=3\|Polarity=Neg\|Tense=Past`, `Number=Sing\|POS=VERB\|Person=1\|VerbForm=Part\|Voice=Pass`, `Number=Plur\|POS=VERB\|Person=2,3\|PronType=Prs`, `Number=Sing\|POS=ADJ\|Person=1`, `Number=Plur\|POS=PRON\|Person=2,3\|PronType=Prs`, `Number=Sing\|POS=VERB\|Tense=Past\|Voice=Act`, `Number=Plur\|POS=PROPN\|Person=1\|PronType=Prs`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=VERB\|Person=1,2\|PronType=Prs`, `Number=Plur\|POS=VERB\|Person=2,3\|PronType=Prs\|Voice=Act`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Polarity=Neg\|Tense=Pres\|VerbForm=Fin`, `Number=Plur,Sing\|POS=VERB\|Person=1,2\|PronType=Prs`, `Number=Plur,Sing\|POS=PRON\|Person=3`, `Number=Plur\|POS=VERB\|Person=3\|Polarity=Neg\|Tense=Pres`, `Number=Sing\|POS=PRON\|Person=1,2\|PronType=Prs`, `Number=Sing\|POS=VERB\|Person=3\|Polarity=Neg\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Number=Plur\|POS=PROPN\|Person=2\|PronType=Prs`, `Number=Sing\|POS=VERB\|Person=1,2\|PronType=Prs`, `Number=Plur,Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|Voice=Act`, `Number=Plur\|POS=VERB\|Person=1\|Voice=Pass`, `Number=Plur\|POS=VERB\|Person=2\|Voice=Pass`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=VERB\|Person=1\|Tense=Past` |
+| **`parser`** | `ROOT`, `acl`, `advcl`, `advmod`, `amod`, `appos`, `aux`, `case`, `cc`, `ccomp`, `compound`, `compound:lvc`, `conj`, `cop`, `csubj`, `dep`, `det`, `fixed`, `flat:name`, `flat:num`, `mark`, `nmod`, `nsubj`, `nsubj:pass`, `nummod`, `obj`, `obl`, `obl:arg`, `parataxis`, `punct`, `vocative`, `xcomp` |
+| **`ner`** | `DAT`, `LOC`, `MON`, `ORG`, `PCT`, `PER`, `TIM` |
+</details>
+### Accuracy
+| Type | Score |
+| --- | --- |
+| `TAG_ACC` | 95.96 |
+| `POS_ACC` | 96.24 |
+| `MORPH_ACC` | 96.29 |
+| `LEMMA_ACC` | 97.91 |
+| `DEP_UAS` | 89.69 |
+| `DEP_LAS` | 85.15 |
+| `SENTS_P` | 99.04 |
+| `SENTS_R` | 99.45 |
+| `SENTS_F` | 99.25 |
+| `TOKEN_ACC` | 99.96 |
+| `TOKEN_P` | 98.86 |
+| `TOKEN_R` | 99.36 |
+| `TOKEN_F` | 99.11 |
+| `ENTS_P` | 77.67 |
+| `ENTS_R` | 66.87 |
+| `ENTS_F` | 71.87 |
+Trained on UD_Persian-PerDT, licensed CC BY-SA 4.0; this pipeline is therefore distributed under CC BY-SA 4.0 with attribution to the treebank authors. The ner component is trained on the NER layer shipped in UD_Persian-PerDT's not-to-release/ directory, so it shares the treebank's genre, tokenization and licence. Those labels are SILVER: the treebank README states they were produced by the BERT-based Beheshti-NER tagger (Taher et al., 2020) with manual corrections to extend recall. They were transferred onto this pipeline's tokenization by difflib alignment at a 99.86% transfer rate (scripts/transfer_perdt_ner.py); spans that could not be aligned exactly were dropped rather than guessed. Labels PER, LOC, ORG and DAT have 1,300 or more training examples each; MON (205), TIM (135) and PCT (121) are thin and their scores in `performance.ents_per_type` should be read before relying on them. Multiword tokens (pronominal clitics, enclitic copulas) were merged with `spacy convert --merge-subtokens`, so a small number of XPOS tags are composite (e.g. N_IANM_PR_JOPER) and ~1.5% of lemmas contain a space. doc.noun_chunks under-fires on this pipeline: spacy/lang/fa/syntax_iterators.py matches ClearNLP labels that do not exist in Universal Dependencies, see docs/upstream/fa-noun-chunks.md.

config.cfg ADDED Viewed

	@@ -0,0 +1,259 @@

+[paths]
+train = "corpus/merged/fa_perdt-ud-train.spacy"
+dev = "corpus/merged/fa_perdt-ud-dev.spacy"
+vectors = null
+init_tok2vec = null
+[system]
+gpu_allocator = null
+seed = 0
+[nlp]
+lang = "fa"
+pipeline = ["tok2vec", "tagger", "morphologizer", "trainable_lemmatizer", "parser", "ner"]
+batch_size = 1000
+disabled = []
+before_creation = null
+after_creation = null
+after_pipeline_creation = null
+[corpora]
+[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 = 400
+frozen_components = []
+annotating_components = []
+before_to_disk = null
+before_update = null
+[initialize]
+vectors = ${paths.vectors}
+init_tok2vec = ${paths.init_tok2vec}
+vocab_data = null
+lookups = null
+before_init = null
+after_init = null
+[components]
+[pretraining]
+[nlp.tokenizer]
+@tokenizers = "spacy.Tokenizer.v1"
+[nlp.vectors]
+@vectors = "spacy.Vectors.v1"
+[corpora.train]
+@readers = "spacy.Corpus.v1"
+path = ${paths.train}
+max_length = 0
+gold_preproc = false
+limit = 0
+augmenter = null
+[corpora.dev]
+@readers = "spacy.Corpus.v1"
+path = ${paths.dev}
+max_length = 0
+gold_preproc = false
+limit = 0
+augmenter = null
+[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 = 1e-08
+learn_rate = 0.001
+[training.batcher]
+@batchers = "spacy.batch_by_words.v1"
+discard_oversize = false
+tolerance = 0.2
+get_length = null
+[training.logger]
+@loggers = "spacy.ConsoleLogger.v1"
+progress_bar = false
+[training.score_weights]
+tag_acc = 0.13
+pos_acc = 0.06
+tag_micro_p = null
+tag_micro_r = null
+tag_micro_f = null
+morph_acc = 0.06
+morph_per_feat = null
+lemma_acc = 0.13
+dep_uas = 0.06
+dep_las = 0.06
+dep_las_per_type = null
+sents_p = null
+sents_r = null
+sents_f = 0.0
+ents_f = 0.5
+ents_p = 0.0
+ents_r = 0.0
+ents_per_type = null
+[initialize.tokenizer]
+[initialize.components]
+[components.tok2vec]
+factory = "tok2vec"
+[components.tagger]
+factory = "tagger"
+label_smoothing = 0.05
+overwrite = false
+neg_prefix = "!"
+[components.morphologizer]
+factory = "morphologizer"
+label_smoothing = 0.05
+overwrite = true
+extend = false
+[components.trainable_lemmatizer]
+factory = "trainable_lemmatizer"
+backoff = "orth"
+min_tree_freq = 3
+overwrite = false
+top_k = 1
+[components.parser]
+factory = "parser"
+moves = null
+update_with_oracle_cut_size = 100
+learn_tokens = false
+min_action_freq = 30
+[components.ner]
+factory = "ner"
+moves = null
+update_with_oracle_cut_size = 100
+incorrect_spans_key = null
+[training.batcher.size]
+@schedules = "compounding.v1"
+start = 100
+stop = 1000
+compound = 1.001
+t = 0.0
+[components.tok2vec.model]
+@architectures = "spacy.Tok2Vec.v2"
+[components.tagger.model]
+@architectures = "spacy.Tagger.v2"
+nO = null
+normalize = false
+[components.tagger.scorer]
+@scorers = "spacy.tagger_scorer.v1"
+[components.morphologizer.model]
+@architectures = "spacy.Tagger.v2"
+nO = null
+normalize = false
+[components.morphologizer.scorer]
+@scorers = "spacy.morphologizer_scorer.v1"
+[components.trainable_lemmatizer.model]
+@architectures = "spacy.Tagger.v2"
+nO = null
+normalize = false
+[components.trainable_lemmatizer.scorer]
+@scorers = "spacy.lemmatizer_scorer.v1"
+[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.scorer]
+@scorers = "spacy.parser_scorer.v1"
+[components.ner.model]
+@architectures = "spacy.TransitionBasedParser.v2"
+state_type = "ner"
+extra_state_tokens = false
+hidden_width = 64
+maxout_pieces = 2
+use_upper = true
+nO = null
+[components.ner.scorer]
+@scorers = "spacy.ner_scorer.v1"
+[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 = false
+[components.tok2vec.model.encode]
+@architectures = "spacy.MaxoutWindowEncoder.v2"
+width = 96
+depth = 4
+window_size = 1
+maxout_pieces = 3
+[components.tagger.model.tok2vec]
+@architectures = "spacy.Tok2VecListener.v1"
+width = ${components.tok2vec.model.encode.width}
+upstream = "*"
+[components.morphologizer.model.tok2vec]
+@architectures = "spacy.Tok2VecListener.v1"
+width = ${components.tok2vec.model.encode.width}
+upstream = "*"
+[components.trainable_lemmatizer.model.tok2vec]
+@architectures = "spacy.Tok2VecListener.v1"
+width = ${components.tok2vec.model.encode.width}
+upstream = "*"
+[components.parser.model.tok2vec]
+@architectures = "spacy.Tok2VecListener.v1"
+width = ${components.tok2vec.model.encode.width}
+upstream = "*"
+[components.ner.model.tok2vec]
+@architectures = "spacy.Tok2Vec.v2"
+[components.ner.model.tok2vec.embed]
+@architectures = "spacy.MultiHashEmbed.v2"
+width = 96
+attrs = ["NORM", "PREFIX", "SUFFIX", "SHAPE"]
+rows = [5000, 1000, 2500, 2500]
+include_static_vectors = false
+[components.ner.model.tok2vec.encode]
+@architectures = "spacy.MaxoutWindowEncoder.v2"
+width = 96
+depth = 4
+window_size = 1
+maxout_pieces = 3

fa_core_news_sm-any-py3-none-any.whl ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:b61407346c699b86b19394eb9d8a30fc38af50ec6a4fd9b0b77308747eae6007
+size 13546488

meta.json ADDED Viewed

	@@ -0,0 +1,720 @@

+{
+  "lang":"fa",
+  "name":"core_news_sm",
+  "version":"3.8.0",
+  "description":"Persian pipeline optimized for CPU. Components: tok2vec, tagger, morphologizer, trainable_lemmatizer, parser, ner. Entity labels: PER, LOC, ORG, DAT, MON, TIM, PCT.",
+  "author":"Kiyarash Fazeli",
+  "email":"kiyarash@nlogn.ir",
+  "url":"https://github.com/Fazel94/spacy-persian",
+  "license":"CC BY-SA 4.0",
+  "spacy_version":">=3.8.14,<3.9.0",
+  "spacy_git_version":"0069cf9",
+  "vectors":{
+    "width":0,
+    "vectors":0,
+    "keys":0,
+    "name":null
+  },
+  "labels":{
+    "tok2vec":[
+    ],
+    "tagger":[
+      "ADJ_AJCM",
+      "ADJ_AJCM_AUX",
+      "ADJ_AJCM_AUX_PUNC",
+      "ADJ_AJP",
+      "ADJ_AJP_AUX",
+      "ADJ_AJP_AUX_PUNC",
+      "ADJ_AJP_AUX_PUNC_PUNC",
+      "ADJ_AJP_PR_JOPER",
+      "ADJ_AJP_PR_JOPER_AUX_PUNC",
+      "ADJ_AJP_PR_JOPER_PUNC",
+      "ADJ_AJSUP",
+      "ADR_POSADR",
+      "ADR_PRADR",
+      "ADV_SADV",
+      "AUX",
+      "AUX_PASS",
+      "AUX_SUBR",
+      "CONJ",
+      "IDEN",
+      "N_ANM",
+      "N_ANM_ADR_POSADR",
+      "N_ANM_ADR_POSADR_PUNC",
+      "N_ANM_AUX",
+      "N_ANM_AUX_PUNC",
+      "N_ANM_AUX_PUNC_PUNC",
+      "N_ANM_PR_JOPER",
+      "N_ANM_PR_JOPER_PUNC",
+      "N_ANM_V_ACT",
+      "N_IANM",
+      "N_IANM_AUX",
+      "N_IANM_AUX_PUNC",
+      "N_IANM_PR_JOPER",
+      "N_IANM_PR_JOPER_PUNC",
+      "N_IANM_PR_SEPER",
+      "PART",
+      "POSNUM",
+      "POSTP",
+      "PREM_AMBAJ",
+      "PREM_AMBAJ_N_IANM",
+      "PREM_DEMAJ",
+      "PREM_DEMAJ_N_IANM",
+      "PREM_EXAJ",
+      "PREM_QUAJ",
+      "PRENUM",
+      "PREP",
+      "PREP_N_IANM",
+      "PREP_PREM_AMBAJ",
+      "PREP_PREM_DEMAJ",
+      "PREP_PR_DEMON",
+      "PREP_PR_JOPER",
+      "PREP_PR_JOPER_PUNC",
+      "PREP_PR_SEPER",
+      "PR_CREFX",
+      "PR_CREFX_AUX_PUNC",
+      "PR_CREFX_PR_JOPER",
+      "PR_DEMON",
+      "PR_DEMON_AUX",
+      "PR_DEMON_AUX_PUNC",
+      "PR_DEMON_CONJ",
+      "PR_DEMON_SUBR",
+      "PR_INTG",
+      "PR_INTG_AUX",
+      "PR_INTG_AUX_PUNC",
+      "PR_JOPER",
+      "PR_JOPER_PART",
+      "PR_JOPER_POSTP",
+      "PR_RECPR",
+      "PR_SEPER",
+      "PR_SEPER_AUX",
+      "PR_SEPER_AUX_PUNC",
+      "PR_SEPER_AUX_PUNC_PUNC",
+      "PR_SEPER_POSTP",
+      "PR_SEPER_POSTP_PUNC",
+      "PR_SEPER_PR_JOPER",
+      "PR_UCREFX",
+      "PR_UCREFX_PR_JOPER",
+      "PR_UCREFX_PR_JOPER_PUNC",
+      "PSUS",
+      "PSUS_ADR_POSADR_PUNC",
+      "PSUS_PR_JOPER",
+      "PSUS_PR_JOPER_PUNC",
+      "PUNC",
+      "SUBR",
+      "SUBR_SUBR",
+      "V_ACT",
+      "V_ACT_PR_JOPER",
+      "V_ACT_PR_JOPER_PUNC",
+      "V_MODL",
+      "V_MODL_PR_SEPER",
+      "V_PASS"
+    ],
+    "morphologizer":[
+      "POS=ADP",
+      "Number=Sing|POS=NOUN",
+      "POS=DET|PronType=Dem",
+      "POS=ADJ",
+      "POS=CCONJ",
+      "POS=PUNCT",
+      "Number=Plur|POS=NOUN",
+      "Number=Sing|POS=VERB|Person=3|Tense=Past|Voice=Act",
+      "Number=Sing|POS=PROPN",
+      "POS=PROPN",
+      "Number=Plur|POS=VERB|Person=3|Tense=Past|Voice=Act",
+      "Number=Sing|POS=PRON",
+      "POS=INTJ",
+      "POS=PRON",
+      "Mood=Imp|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin|Voice=Act",
+      "POS=NUM",
+      "POS=ADV",
+      "Number=Plur|POS=VERB|Person=3|Tense=Pres|Voice=Act",
+      "Number=Sing|POS=NOUN|Person=3|PronType=Prs",
+      "POS=SCONJ",
+      "Number=Sing|POS=PROPN|Person=3",
+      "Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Number=Sing|POS=VERB|Person=3|Tense=Pres|Voice=Act",
+      "Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Part|Voice=Pass",
+      "Number=Sing|POS=VERB|Person=3|VerbForm=Part|Voice=Pass",
+      "Number=Sing|POS=AUX|Person=3",
+      "Number=Sing|POS=VERB|Person=3|Tense=Past|Voice=Pass",
+      "Number=Sing|POS=VERB|Person=3|Tense=Pres",
+      "Number=Plur|POS=VERB|Person=3|VerbForm=Part|Voice=Act",
+      "Number=Sing|POS=VERB|Person=3|Tense=Past",
+      "Number=Sing|POS=AUX|Person=3|Tense=Pres",
+      "Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
+      "Number=Plur|POS=VERB|Person=3|Voice=Act",
+      "Number=Sing|POS=VERB|Person=3|VerbForm=Part|Voice=Act",
+      "Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Part|Voice=Act",
+      "Number=Sing|POS=NUM",
+      "Number=Plur|POS=PROPN",
+      "Number=Sing|POS=VERB|Person=3|Voice=Act",
+      "Number=Plur,Sing|POS=NOUN|Person=1|PronType=Prs",
+      "Number=Sing|POS=VERB|Person=1|Tense=Past|Voice=Act",
+      "Number=Plur|POS=VERB|Person=1|Voice=Act",
+      "Number=Sing|POS=PRON|Person=1|PronType=Prs",
+      "Number=Sing|POS=NOUN|Person=1|PronType=Prs",
+      "Number=Sing|POS=AUX|Person=3|Polarity=Neg",
+      "Number=Sing|POS=PRON|Person=2|PronType=Prs",
+      "Number=Sing|POS=VERB|Person=2|Voice=Act",
+      "Number=Sing|POS=VERB|Person=3",
+      "Mood=Imp|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin|Voice=Act",
+      "POS=DET",
+      "Number=Sing|POS=NOUN|Typo=Yes",
+      "POS=X",
+      "Number=Sing|POS=AUX|Person=3|Tense=Past",
+      "POS=ADP|PronType=Dem",
+      "Number=Plur|POS=VERB|Person=3",
+      "POS=AUX",
+      "Number=Plur|POS=AUX|Person=3",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin",
+      "Number=Plur|POS=VERB|Person=1|Tense=Pres|Voice=Act",
+      "Number=Plur|POS=VERB|Person=3|VerbForm=Part|Voice=Pass",
+      "Number=Plur|POS=VERB|Person=1|Polarity=Neg|VerbForm=Part|Voice=Act",
+      "Number=Sing|POS=VERB|Person=1",
+      "Number=Sing|POS=VERB|Person=1|Tense=Pres|Voice=Act",
+      "Number=Sing|POS=VERB|Person=1|Voice=Act",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin",
+      "POS=PART",
+      "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
+      "Number=Plur|POS=PRON|Person=1|PronType=Prs",
+      "Number=Plur|POS=PRON",
+      "Number=Plur|POS=VERB|Person=3|Polarity=Neg|VerbForm=Part|Voice=Act",
+      "Number=Sing|POS=VERB|Person=3|Polarity=Neg|Tense=Pres|Voice=Act",
+      "Number=Plur|POS=VERB|Person=1|Polarity=Neg|Voice=Act",
+      "Mood=Imp|Number=Plur|POS=VERB|Person=2|Polarity=Neg|Tense=Pres|VerbForm=Fin|Voice=Act",
+      "Number=Sing|POS=VERB|Person=1|VerbForm=Part|Voice=Act",
+      "Number=Plur|POS=VERB|Person=3|Polarity=Neg|Tense=Pres|Voice=Act",
+      "Number=Sing|POS=VERB|Person=3|Polarity=Neg|Tense=Past|VerbForm=Part|Voice=Act",
+      "POS=VERB|Tense=Pres|Voice=Act",
+      "Number=Plur|POS=VERB|Person=1|Tense=Past|Voice=Act",
+      "Number=Sing|POS=VERB|Person=1|Polarity=Neg|VerbForm=Part|Voice=Act",
+      "Number=Plur|POS=VERB|Person=3|Polarity=Neg|Voice=Act",
+      "Number=Plur|POS=VERB|Person=2|Polarity=Neg|Tense=Past|Voice=Act",
+      "Number=Plur|POS=VERB|Person=2|Tense=Past|Voice=Act",
+      "Number=Plur,Sing|POS=NOUN|Person=3|PronType=Prs",
+      "Number=Plur|POS=VERB|Person=1|Polarity=Neg|Tense=Pres|Voice=Act",
+      "Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
+      "Number=Plur|POS=AUX|Person=3|Tense=Past",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=1|Polarity=Neg|Tense=Fut|VerbForm=Fin",
+      "Number=Plur|POS=VERB|Person=1|VerbForm=Part|Voice=Act",
+      "Number=Sing|POS=VERB|Person=3|Polarity=Neg",
+      "Number=Sing|POS=AUX|Person=1|Tense=Past",
+      "Number=Sing|POS=VERB|Person=3|Polarity=Neg|Tense=Past|Voice=Act",
+      "POS=DET|PronType=Int",
+      "Number=Sing|POS=VERB|Person=3|Polarity=Neg|VerbForm=Part|Voice=Act",
+      "Number=Plur|POS=VERB|Person=3|Polarity=Neg|Tense=Past|Voice=Act",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin",
+      "Number=Sing|POS=VERB|Person=1|Polarity=Neg|Tense=Pres|Voice=Act",
+      "Number=Plur|POS=VERB|Person=1",
+      "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
+      "POS=VERB|Polarity=Neg",
+      "Number=Sing|POS=VERB|Person=3|Polarity=Neg|Voice=Act",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=3|Polarity=Neg|Tense=Fut|VerbForm=Fin",
+      "Mood=Sub|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin",
+      "POS=VERB|Polarity=Neg|Tense=Pres|Voice=Act",
+      "POS=NOUN",
+      "Mood=Imp|Number=Sing|POS=VERB|Person=1|Polarity=Neg|Tense=Pres|VerbForm=Fin|Voice=Act",
+      "POS=AUX|Polarity=Neg",
+      "Number=Sing|POS=VERB|Person=2|Tense=Pres|Voice=Act",
+      "Number=Plur|POS=AUX|Person=3|Polarity=Neg",
+      "POS=VERB|Tense=Pres",
+      "Number=Sing|POS=VERB|Person=3|Polarity=Neg|Tense=Past|Voice=Pass",
+      "Number=Plur|POS=VERB|Person=3|Polarity=Neg",
+      "Number=Sing|POS=VERB|Person=2|Tense=Past|Voice=Act",
+      "Number=Plur|POS=VERB|Person=2|Voice=Act",
+      "Number=Plur,Sing|POS=AUX|Person=3|PronType=Prs",
+      "Number=Plur|POS=AUX|Person=2|Polarity=Neg",
+      "Number=Sing|POS=ADJ|Person=3|PronType=Prs",
+      "Number=Plur|POS=ADJ|Person=3|PronType=Prs",
+      "Number=Plur|POS=PRON|Person=2|PronType=Prs",
+      "Number=Plur|POS=VERB|Person=1|Polarity=Neg|Tense=Past|Voice=Act",
+      "Number=Sing|POS=VERB|Person=3|Polarity=Neg|Tense=Past",
+      "Number=Sing|POS=AUX|Person=3|Polarity=Neg|Tense=Pres",
+      "Number=Sing|POS=VERB|Person=1|Polarity=Neg|Tense=Past|Voice=Act",
+      "Number=Plur|POS=AUX|Person=1",
+      "Number=Sing|POS=VERB|Person=2",
+      "Number=Sing|POS=NOUN|Person=3",
+      "Number=Plur|POS=VERB|Person=2|VerbForm=Part|Voice=Act",
+      "Mood=Imp|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin|Voice=Act",
+      "Number=Plur|POS=VERB|Person=2|Tense=Pres|Voice=Act",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=3|Polarity=Neg|Tense=Fut|VerbForm=Fin",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin",
+      "Number=Plur,Sing|POS=VERB|Person=3",
+      "Number=Plur|POS=ADJ|Person=2|PronType=Prs",
+      "Number=Sing|POS=AUX|Person=3|Voice=Act",
+      "Number=Sing|POS=ADJ|Person=1|PronType=Prs",
+      "POS=VERB",
+      "Number=Sing|POS=NOUN|Person=2|PronType=Prs",
+      "Number=Sing|POS=VERB|Person=1|Polarity=Neg",
+      "Number=Plur|POS=NOUN|Person=3|PronType=Prs",
+      "Number=Sing|POS=AUX|Person=1|Voice=Act",
+      "Number=Sing|POS=VERB|Person=2|Polarity=Neg|Tense=Pres|Voice=Act",
+      "Number=Plur|POS=AUX|Person=2",
+      "Number=Sing|POS=AUX|Person=2",
+      "Number=Sing|POS=VERB|Person=1|Polarity=Neg|Voice=Act",
+      "Number=Sing|POS=VERB|Person=2|Polarity=Neg|VerbForm=Part|Voice=Act",
+      "Mood=Imp|Number=Sing|POS=VERB|Person=2|Polarity=Neg|Tense=Pres|VerbForm=Fin|Voice=Act",
+      "Number=Plur|POS=NOUN|Person=1|PronType=Prs",
+      "Number=Plur|POS=AUX|Person=1|Tense=Past",
+      "Number=Plur|POS=ADJ|Person=1|PronType=Prs",
+      "Number=Sing|POS=ADP",
+      "Number=Sing|POS=PROPN|Person=1|PronType=Prs",
+      "Number=Plur|POS=VERB|Person=2|Polarity=Neg|Voice=Act",
+      "Number=Plur,Sing|POS=AUX|Person=3",
+      "Number=Sing|POS=PUNCT|Person=3",
+      "Number=Sing|POS=ADJ|Person=3",
+      "Number=Plur,Sing|POS=NOUN|Person=2|PronType=Prs",
+      "Number=Sing|POS=PRON|Person=3",
+      "Number=Sing|POS=AUX|Person=2,3|PronType=Prs",
+      "Number=Sing|POS=ADJ|Person=2|PronType=Prs",
+      "Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
+      "Number=Plur|POS=NOUN|Person=2|PronType=Prs",
+      "Number=Sing|POS=NOUN|PronType=Dem",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=1|Polarity=Neg|Tense=Fut|VerbForm=Fin",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Fut|VerbForm=Fin",
+      "Number=Plur,Sing|POS=NOUN|Person=3",
+      "Number=Plur|POS=VERB|Person=2",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=2|Polarity=Neg|Tense=Fut|VerbForm=Fin",
+      "Number=Plur|POS=AUX|Person=2|Voice=Act",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Fut|VerbForm=Fin",
+      "Number=Plur|POS=AUX|Person=3|Voice=Act",
+      "Number=Plur|POS=VERB|Person=2|Polarity=Neg|Tense=Pres|Voice=Act",
+      "Number=Sing|POS=INTJ|Person=1|PronType=Prs",
+      "Number=Plur|POS=AUX|Person=1|Voice=Act",
+      "Number=Plur|POS=VERB|Person=3|Tense=Past",
+      "Number=Plur,Sing|POS=VERB|Person=3|PronType=Prs|Tense=Past|Voice=Act",
+      "Number=Sing|POS=AUX|Person=1",
+      "Number=Sing|POS=PUNCT|Person=1|PronType=Prs",
+      "Number=Sing|POS=VERB|Person=2|Polarity=Neg|Voice=Act",
+      "Number=Sing|POS=AUX|Person=1|Polarity=Neg",
+      "Number=Sing|POS=PUNCT|Person=3|PronType=Prs",
+      "Number=Sing|POS=PRON|Person=1,3|PronType=Prs",
+      "Number=Sing|POS=VERB|Person=2|PronType=Prs",
+      "Number=Sing|POS=VERB|Person=2|VerbForm=Part|Voice=Act",
+      "POS=DET|PronType=Exc",
+      "Number=Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Past|Voice=Act",
+      "Number=Sing|POS=VERB|Person=3|Tense=Pres|Voice=Pass",
+      "Number=Plur,Sing|POS=PRON|Person=2,3|PronType=Prs",
+      "Number=Sing|POS=VERB|Person=3|Voice=Pass",
+      "Number=Plur|POS=VERB|Person=2|Polarity=Neg|VerbForm=Part|Voice=Act",
+      "Number=Plur|POS=VERB|Person=3|Tense=Pres",
+      "Number=Sing|POS=VERB|Person=3|Polarity=Neg|VerbForm=Part|Voice=Pass",
+      "Number=Sing|POS=AUX|Person=2|Polarity=Neg",
+      "Number=Plur,Sing|POS=PUNCT|Person=1,3|PronType=Prs",
+      "Number=Plur,Sing|POS=PRON|Person=1,3|PronType=Prs",
+      "Number=Sing|POS=VERB|Person=1,2|PronType=Prs|Tense=Pres|Voice=Act",
+      "Number=Sing|POS=PROPN|Person=2|PronType=Prs",
+      "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
+      "Mood=Sub|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin",
+      "Number=Sing|POS=PUNCT|Person=2|PronType=Prs",
+      "Number=Plur,Sing|POS=VERB|Person=1,2|PronType=Prs|Tense=Pres|Voice=Act",
+      "Number=Plur|POS=VERB|Person=3|Polarity=Neg|VerbForm=Part|Voice=Pass",
+      "Number=Plur|POS=PUNCT|Person=3",
+      "Number=Plur,Sing|POS=PROPN|Person=2|PronType=Prs",
+      "Number=Plur,Sing|POS=VERB|Person=1",
+      "Number=Plur,Sing|POS=PUNCT|Person=1|PronType=Prs",
+      "Number=Plur,Sing|POS=PRON|Person=3|PronType=Prs",
+      "Number=Sing|POS=AUX|Person=2|Tense=Past",
+      "Number=Plur,Sing|POS=PROPN|Person=1|PronType=Prs",
+      "Number=Plur|POS=PRON|Person=1,2|PronType=Prs",
+      "Number=Sing|POS=AUX|Person=3|PronType=Prs",
+      "Number=Sing|POS=VERB|Person=3|Polarity=Neg|Tense=Pres",
+      "Number=Sing|POS=VERB|Person=1,2|Polarity=Neg|PronType=Prs|Tense=Pres|Voice=Act",
+      "Number=Plur|POS=ADJ|Person=3",
+      "Number=Plur|POS=VERB|Person=3|Voice=Pass",
+      "Number=Plur|POS=VERB|Person=1|Tense=Pres|Voice=Pass",
+      "Number=Sing|POS=AUX|Person=2|Voice=Act",
+      "Number=Plur|POS=VERB|Person=1|Tense=Pres",
+      "Number=Plur,Sing|POS=VERB|Person=2",
+      "Number=Sing|POS=VERB|Person=1|PronType=Prs",
+      "Number=Plur,Sing|POS=VERB|Person=1|PronType=Prs",
+      "Mood=Imp|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin|Voice=Act",
+      "Number=Sing|POS=VERB|Person=1,3|PronType=Prs",
+      "Number=Plur|POS=AUX|Person=2|Tense=Past",
+      "Number=Plur,Sing|POS=VERB|Person=3|PronType=Prs",
+      "Number=Sing|POS=VERB|Person=2|Polarity=Neg",
+      "Number=Sing|POS=VERB|Person=2|Voice=Pass",
+      "Number=Plur|POS=VERB|Person=1|Polarity=Neg|Tense=Past",
+      "Number=Plur|POS=VERB|Person=2|Tense=Past|Voice=Pass",
+      "Number=Sing|POS=VERB|Person=3|Polarity=Neg|Voice=Pass",
+      "Number=Sing|POS=VERB|Person=3|PronType=Prs",
+      "Mood=Imp|Number=Sing|POS=VERB|Person=3|Polarity=Neg|Tense=Pres|VerbForm=Fin|Voice=Act",
+      "Mood=Imp|Number=Plur|POS=VERB|Person=1|Polarity=Neg|Tense=Pres|VerbForm=Fin|Voice=Act",
+      "Number=Plur|POS=AUX|Person=1|Polarity=Neg",
+      "Number=Sing|POS=VERB|Voice=Act",
+      "Mood=Imp|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin|Voice=Act",
+      "Number=Plur|POS=VERB|Person=3|Polarity=Neg|Tense=Pres|Voice=Pass",
+      "Number=Sing|POS=VERB|Person=1|Tense=Past",
+      "Number=Plur,Sing|POS=PRON|Person=2|PronType=Prs",
+      "Number=Sing|POS=VERB|Polarity=Neg|Tense=Pres|Voice=Act",
+      "Mood=Imp|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin|Voice=Act",
+      "Number=Sing|POS=VERB|Person=2|Polarity=Neg|Tense=Past|Voice=Act",
+      "Number=Plur|POS=VERB|Person=2|Tense=Pres",
+      "Number=Sing|POS=ADP|Person=1|PronType=Prs",
+      "POS=VERB|Tense=Past|Voice=Act",
+      "Number=Sing|POS=PUNCT",
+      "Number=Sing|POS=PRON|Person=2,3|PronType=Prs",
+      "Number=Plur|POS=NUM",
+      "Number=Sing|POS=PROPN|Person=3|PronType=Prs",
+      "Number=Plur,Sing|POS=VERB|Person=2,3|PronType=Prs",
+      "Number=Plur|POS=AUX|Person=1|PronType=Prs",
+      "Number=Plur|POS=VERB|Person=3|Tense=Pres|Voice=Pass",
+      "Number=Plur,Sing|POS=AUX|Person=1,3|PronType=Prs",
+      "Number=Plur,Sing|POS=PUNCT|Person=3|PronType=Prs",
+      "Number=Sing|POS=ADP|Person=3|PronType=Prs",
+      "Number=Plur,Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Pres|Voice=Act",
+      "Number=Sing|POS=AUX",
+      "Number=Sing|POS=AUX|Polarity=Neg",
+      "Number=Sing|POS=PRON|Person=2",
+      "Number=Plur,Sing|POS=AUX|Person=2,3|PronType=Prs",
+      "Number=Sing|POS=VERB|Person=3|PronType=Prs|Voice=Act",
+      "Number=Plur,Sing|POS=VERB|Person=3|PronType=Prs|Voice=Act",
+      "Number=Plur|POS=ADJ|Person=2",
+      "Number=Sing|POS=NOUN|Person=1",
+      "POS=VERB|Tense=Past",
+      "Number=Plur|POS=PUNCT|Person=1|PronType=Prs",
+      "Mood=Imp|Number=Plur|POS=VERB|Person=3|Polarity=Neg|Tense=Pres|VerbForm=Fin|Voice=Act",
+      "Number=Plur,Sing|POS=PUNCT|Person=2|PronType=Prs",
+      "Number=Sing|POS=VERB|Person=2|Tense=Pres",
+      "Number=Plur|POS=AUX|Person=3|Tense=Pres",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=2|Polarity=Neg|Tense=Fut|VerbForm=Fin",
+      "Number=Plur|POS=VERB|Person=1|Polarity=Neg",
+      "Number=Sing|POS=AUX|Person=2|Tense=Pres",
+      "POS=VERB|Voice=Pass",
+      "Mood=Imp|Number=Sing|POS=VERB|Person=3|Polarity=Neg|Tense=Past|VerbForm=Fin|Voice=Act",
+      "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin|Voice=Act",
+      "POS=VERB|Polarity=Neg|Tense=Pres",
+      "Number=Sing|POS=SCONJ",
+      "Number=Sing|POS=AUX|Person=3|Polarity=Neg|Tense=Past",
+      "Number=Sing|POS=VERB|Person=1|VerbForm=Part|Voice=Pass",
+      "Number=Plur|POS=VERB|Person=2,3|PronType=Prs",
+      "Number=Sing|POS=ADJ|Person=1",
+      "Number=Plur|POS=PRON|Person=2,3|PronType=Prs",
+      "Number=Sing|POS=VERB|Tense=Past|Voice=Act",
+      "Number=Plur|POS=PROPN|Person=1|PronType=Prs",
+      "Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
+      "Number=Plur|POS=VERB|Person=1,2|PronType=Prs",
+      "Number=Plur|POS=VERB|Person=2,3|PronType=Prs|Voice=Act",
+      "Mood=Sub|Number=Sing|POS=VERB|Person=3|Polarity=Neg|Tense=Pres|VerbForm=Fin",
+      "Number=Plur,Sing|POS=VERB|Person=1,2|PronType=Prs",
+      "Number=Plur,Sing|POS=PRON|Person=3",
+      "Number=Plur|POS=VERB|Person=3|Polarity=Neg|Tense=Pres",
+      "Number=Sing|POS=PRON|Person=1,2|PronType=Prs",
+      "Number=Sing|POS=VERB|Person=3|Polarity=Neg|Tense=Past|VerbForm=Part|Voice=Pass",
+      "Number=Plur|POS=PROPN|Person=2|PronType=Prs",
+      "Number=Sing|POS=VERB|Person=1,2|PronType=Prs",
+      "Number=Plur,Sing|POS=VERB|Person=3|PronType=Prs|Tense=Pres|Voice=Act",
+      "Number=Plur|POS=VERB|Person=1|Voice=Pass",
+      "Number=Plur|POS=VERB|Person=2|Voice=Pass",
+      "Mood=Sub|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin",
+      "Number=Plur|POS=VERB|Person=1|Tense=Past"
+    ],
+    "parser":[
+      "ROOT",
+      "acl",
+      "advcl",
+      "advmod",
+      "amod",
+      "appos",
+      "aux",
+      "case",
+      "cc",
+      "ccomp",
+      "compound",
+      "compound:lvc",
+      "conj",
+      "cop",
+      "csubj",
+      "dep",
+      "det",
+      "fixed",
+      "flat:name",
+      "flat:num",
+      "mark",
+      "nmod",
+      "nsubj",
+      "nsubj:pass",
+      "nummod",
+      "obj",
+      "obl",
+      "obl:arg",
+      "parataxis",
+      "punct",
+      "vocative",
+      "xcomp"
+    ],
+    "ner":[
+      "DAT",
+      "LOC",
+      "MON",
+      "ORG",
+      "PCT",
+      "PER",
+      "TIM"
+    ]
+  },
+  "pipeline":[
+    "tok2vec",
+    "tagger",
+    "morphologizer",
+    "trainable_lemmatizer",
+    "parser",
+    "ner"
+  ],
+  "components":[
+    "tok2vec",
+    "tagger",
+    "morphologizer",
+    "trainable_lemmatizer",
+    "parser",
+    "ner"
+  ],
+  "disabled":[
+  ],
+  "performance":{
+    "tag_acc":0.9595584377,
+    "pos_acc":0.9623659299,
+    "morph_acc":0.9629100984,
+    "lemma_acc":0.9790824766,
+    "dep_uas":0.8969107789,
+    "dep_las":0.8515184307,
+    "sents_p":0.9904175222,
+    "sents_r":0.9945017182,
+    "sents_f":0.9924554184,
+    "dep_las_per_type":{
+      "det":{
+        "p":0.9291497976,
+        "r":0.960251046,
+        "f":0.9444444444
+      },
+      "obj":{
+        "p":0.8541202673,
+        "r":0.8125,
+        "f":0.8327904452
+      },
+      "case":{
+        "p":0.9477546228,
+        "r":0.9511045655,
+        "f":0.9494266392
+      },
+      "compound:lvc":{
+        "p":0.9391395593,
+        "r":0.9722976643,
+        "f":0.9554310115
+      },
+      "aux":{
+        "p":0.9850968703,
+        "r":0.9865671642,
+        "f":0.9858314691
+      },
+      "root":{
+        "p":0.9288158795,
+        "r":0.9326460481,
+        "f":0.9307270233
+      },
+      "cc":{
+        "p":0.9371884347,
+        "r":0.94,
+        "f":0.9385921118
+      },
+      "obl":{
+        "p":0.7494553377,
+        "r":0.734519573,
+        "f":0.7419122933
+      },
+      "mark":{
+        "p":0.8871527778,
+        "r":0.8980667838,
+        "f":0.8925764192
+      },
+      "acl":{
+        "p":0.6396917148,
+        "r":0.6535433071,
+        "f":0.6465433301
+      },
+      "obl:arg":{
+        "p":0.7053824363,
+        "r":0.7352362205,
+        "f":0.72
+      },
+      "nmod":{
+        "p":0.8027504912,
+        "r":0.784562212,
+        "f":0.793552146
+      },
+      "conj":{
+        "p":0.7835144928,
+        "r":0.7906764168,
+        "f":0.7870791629
+      },
+      "nsubj":{
+        "p":0.8258706468,
+        "r":0.8383838384,
+        "f":0.8320802005
+      },
+      "amod":{
+        "p":0.821866164,
+        "r":0.8304761905,
+        "f":0.8261487447
+      },
+      "xcomp":{
+        "p":0.8487084871,
+        "r":0.71875,
+        "f":0.7783417936
+      },
+      "nsubj:pass":{
+        "p":0.8823529412,
+        "r":0.75,
+        "f":0.8108108108
+      },
+      "flat:name":{
+        "p":0.6888297872,
+        "r":0.7295774648,
+        "f":0.7086183311
+      },
+      "ccomp":{
+        "p":0.6949685535,
+        "r":0.7269736842,
+        "f":0.7106109325
+      },
+      "advmod":{
+        "p":0.8146453089,
+        "r":0.8337236534,
+        "f":0.8240740741
+      },
+      "dep":{
+        "p":0.780952381,
+        "r":0.8541666667,
+        "f":0.815920398
+      },
+      "nummod":{
+        "p":0.9326241135,
+        "r":0.9740740741,
+        "f":0.9528985507
+      },
+      "cop":{
+        "p":0.7578947368,
+        "r":0.7236180905,
+        "f":0.7403598972
+      },
+      "csubj":{
+        "p":0.6,
+        "r":0.5,
+        "f":0.5454545455
+      },
+      "advcl":{
+        "p":0.6621621622,
+        "r":0.5505617978,
+        "f":0.6012269939
+      },
+      "appos":{
+        "p":0.34375,
+        "r":0.2340425532,
+        "f":0.2784810127
+      },
+      "goeswith":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "fixed":{
+        "p":0.75,
+        "r":1.0,
+        "f":0.8571428571
+      },
+      "flat:num":{
+        "p":0.9473684211,
+        "r":1.0,
+        "f":0.972972973
+      },
+      "vocative":{
+        "p":0.75,
+        "r":0.6,
+        "f":0.6666666667
+      },
+      "parataxis":{
+        "p":0.5,
+        "r":0.6666666667,
+        "f":0.5714285714
+      },
+      "compound":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      }
+    },
+    "token_acc":0.9995823588,
+    "token_p":0.9886401604,
+    "token_r":0.9935781742,
+    "token_f":0.9911030166,
+    "speed":8834.2446500744,
+    "ents_p":0.7766570605,
+    "ents_r":0.6687344913,
+    "ents_f":0.7186666667,
+    "ents_per_type":{
+      "PER":{
+        "p":0.7372881356,
+        "r":0.5858585859,
+        "f":0.6529080675
+      },
+      "LOC":{
+        "p":0.8815789474,
+        "r":0.7362637363,
+        "f":0.8023952096
+      },
+      "MON":{
+        "p":0.7777777778,
+        "r":0.7,
+        "f":0.7368421053
+      },
+      "ORG":{
+        "p":0.695035461,
+        "r":0.6805555556,
+        "f":0.6877192982
+      },
+      "DAT":{
+        "p":0.75,
+        "r":0.7391304348,
+        "f":0.7445255474
+      },
+      "TIM":{
+        "p":0.6666666667,
+        "r":0.6666666667,
+        "f":0.6666666667
+      },
+      "PCT":{
+        "p":0.6666666667,
+        "r":0.5,
+        "f":0.5714285714
+      }
+    }
+  },
+  "sources":[
+    {
+      "name":"UD_Persian-PerDT (PerUDT v1.0)",
+      "url":"https://github.com/UniversalDependencies/UD_Persian-PerDT",
+      "author":"Mohammad Sadegh Rasooli, Pegah Safari, Amirsaeid Moloodi, Alireza Nourian",
+      "license":"CC BY-SA 4.0"
+    },
+    {
+      "name":"UD_Persian-PerDT NER layer (not-to-release/Dadegan with NER tag/)",
+      "url":"https://github.com/UniversalDependencies/UD_Persian-PerDT",
+      "author":"PerDT authors, tagged with Beheshti-NER (Taher, Hoseini, Shamsfard 2020)",
+      "license":"CC BY-SA 4.0"
+    },
+    {
+      "name":"spaCy lang/fa language data (stop words originally from HAZM)",
+      "url":"https://github.com/explosion/spaCy/tree/master/spacy/lang/fa",
+      "author":"Explosion and spaCy contributors",
+      "license":"MIT"
+    }
+  ],
+  "notes":"Trained on UD_Persian-PerDT, licensed CC BY-SA 4.0; this pipeline is therefore distributed under CC BY-SA 4.0 with attribution to the treebank authors. The ner component is trained on the NER layer shipped in UD_Persian-PerDT's not-to-release/ directory, so it shares the treebank's genre, tokenization and licence. Those labels are SILVER: the treebank README states they were produced by the BERT-based Beheshti-NER tagger (Taher et al., 2020) with manual corrections to extend recall. They were transferred onto this pipeline's tokenization by difflib alignment at a 99.86% transfer rate (scripts/transfer_perdt_ner.py); spans that could not be aligned exactly were dropped rather than guessed. Labels PER, LOC, ORG and DAT have 1,300 or more training examples each; MON (205), TIM (135) and PCT (121) are thin and their scores in `performance.ents_per_type` should be read before relying on them. Multiword tokens (pronominal clitics, enclitic copulas) were merged with `spacy convert --merge-subtokens`, so a small number of XPOS tags are composite (e.g. N_IANM_PR_JOPER) and ~1.5% of lemmas contain a space. doc.noun_chunks under-fires on this pipeline: spacy/lang/fa/syntax_iterators.py matches ClearNLP labels that do not exist in Universal Dependencies, see docs/upstream/fa-noun-chunks.md.",
+  "requirements":[
+    "spacy>=3.8.14,<3.9.0"
+  ]
+}

morphologizer/cfg ADDED Viewed

	@@ -0,0 +1,607 @@

+{
+  "extend":false,
+  "label_smoothing":0.05,
+  "labels_morph":{
+    "POS=ADP":"",
+    "Number=Sing|POS=NOUN":"Number=Sing",
+    "POS=DET|PronType=Dem":"PronType=Dem",
+    "POS=ADJ":"",
+    "POS=CCONJ":"",
+    "POS=PUNCT":"",
+    "Number=Plur|POS=NOUN":"Number=Plur",
+    "Number=Sing|POS=VERB|Person=3|Tense=Past|Voice=Act":"Number=Sing|Person=3|Tense=Past|Voice=Act",
+    "Number=Sing|POS=PROPN":"Number=Sing",
+    "POS=PROPN":"",
+    "Number=Plur|POS=VERB|Person=3|Tense=Past|Voice=Act":"Number=Plur|Person=3|Tense=Past|Voice=Act",
+    "Number=Sing|POS=PRON":"Number=Sing",
+    "POS=INTJ":"",
+    "POS=PRON":"",
+    "Mood=Imp|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin|Voice=Act":"Mood=Imp|Number=Sing|Person=2|Tense=Pres|VerbForm=Fin|Voice=Act",
+    "POS=NUM":"",
+    "POS=ADV":"",
+    "Number=Plur|POS=VERB|Person=3|Tense=Pres|Voice=Act":"Number=Plur|Person=3|Tense=Pres|Voice=Act",
+    "Number=Sing|POS=NOUN|Person=3|PronType=Prs":"Number=Sing|Person=3|PronType=Prs",
+    "POS=SCONJ":"",
+    "Number=Sing|POS=PROPN|Person=3":"Number=Sing|Person=3",
+    "Number=Sing|POS=PRON|Person=3|PronType=Prs":"Number=Sing|Person=3|PronType=Prs",
+    "Number=Sing|POS=VERB|Person=3|Tense=Pres|Voice=Act":"Number=Sing|Person=3|Tense=Pres|Voice=Act",
+    "Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Part|Voice=Pass":"Number=Sing|Person=3|Tense=Past|VerbForm=Part|Voice=Pass",
+    "Number=Sing|POS=VERB|Person=3|VerbForm=Part|Voice=Pass":"Number=Sing|Person=3|VerbForm=Part|Voice=Pass",
+    "Number=Sing|POS=AUX|Person=3":"Number=Sing|Person=3",
+    "Number=Sing|POS=VERB|Person=3|Tense=Past|Voice=Pass":"Number=Sing|Person=3|Tense=Past|Voice=Pass",
+    "Number=Sing|POS=VERB|Person=3|Tense=Pres":"Number=Sing|Person=3|Tense=Pres",
+    "Number=Plur|POS=VERB|Person=3|VerbForm=Part|Voice=Act":"Number=Plur|Person=3|VerbForm=Part|Voice=Act",
+    "Number=Sing|POS=VERB|Person=3|Tense=Past":"Number=Sing|Person=3|Tense=Past",
+    "Number=Sing|POS=AUX|Person=3|Tense=Pres":"Number=Sing|Person=3|Tense=Pres",
+    "Number=Plur|POS=PRON|Person=3|PronType=Prs":"Number=Plur|Person=3|PronType=Prs",
+    "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
+    "Number=Plur|POS=VERB|Person=3|Voice=Act":"Number=Plur|Person=3|Voice=Act",
+    "Number=Sing|POS=VERB|Person=3|VerbForm=Part|Voice=Act":"Number=Sing|Person=3|VerbForm=Part|Voice=Act",
+    "Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Part|Voice=Act":"Number=Sing|Person=3|Tense=Past|VerbForm=Part|Voice=Act",
+    "Number=Sing|POS=NUM":"Number=Sing",
+    "Number=Plur|POS=PROPN":"Number=Plur",
+    "Number=Sing|POS=VERB|Person=3|Voice=Act":"Number=Sing|Person=3|Voice=Act",
+    "Number=Plur,Sing|POS=NOUN|Person=1|PronType=Prs":"Number=Plur,Sing|Person=1|PronType=Prs",
+    "Number=Sing|POS=VERB|Person=1|Tense=Past|Voice=Act":"Number=Sing|Person=1|Tense=Past|Voice=Act",
+    "Number=Plur|POS=VERB|Person=1|Voice=Act":"Number=Plur|Person=1|Voice=Act",
+    "Number=Sing|POS=PRON|Person=1|PronType=Prs":"Number=Sing|Person=1|PronType=Prs",
+    "Number=Sing|POS=NOUN|Person=1|PronType=Prs":"Number=Sing|Person=1|PronType=Prs",
+    "Number=Sing|POS=AUX|Person=3|Polarity=Neg":"Number=Sing|Person=3|Polarity=Neg",
+    "Number=Sing|POS=PRON|Person=2|PronType=Prs":"Number=Sing|Person=2|PronType=Prs",
+    "Number=Sing|POS=VERB|Person=2|Voice=Act":"Number=Sing|Person=2|Voice=Act",
+    "Number=Sing|POS=VERB|Person=3":"Number=Sing|Person=3",
+    "Mood=Imp|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin|Voice=Act":"Mood=Imp|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin|Voice=Act",
+    "POS=DET":"",
+    "Number=Sing|POS=NOUN|Typo=Yes":"Number=Sing|Typo=Yes",
+    "POS=X":"",
+    "Number=Sing|POS=AUX|Person=3|Tense=Past":"Number=Sing|Person=3|Tense=Past",
+    "POS=ADP|PronType=Dem":"PronType=Dem",
+    "Number=Plur|POS=VERB|Person=3":"Number=Plur|Person=3",
+    "POS=AUX":"",
+    "Number=Plur|POS=AUX|Person=3":"Number=Plur|Person=3",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Fut|VerbForm=Fin",
+    "Number=Plur|POS=VERB|Person=1|Tense=Pres|Voice=Act":"Number=Plur|Person=1|Tense=Pres|Voice=Act",
+    "Number=Plur|POS=VERB|Person=3|VerbForm=Part|Voice=Pass":"Number=Plur|Person=3|VerbForm=Part|Voice=Pass",
+    "Number=Plur|POS=VERB|Person=1|Polarity=Neg|VerbForm=Part|Voice=Act":"Number=Plur|Person=1|Polarity=Neg|VerbForm=Part|Voice=Act",
+    "Number=Sing|POS=VERB|Person=1":"Number=Sing|Person=1",
+    "Number=Sing|POS=VERB|Person=1|Tense=Pres|Voice=Act":"Number=Sing|Person=1|Tense=Pres|Voice=Act",
+    "Number=Sing|POS=VERB|Person=1|Voice=Act":"Number=Sing|Person=1|Voice=Act",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Fut|VerbForm=Fin",
+    "POS=PART":"",
+    "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "Number=Plur|POS=PRON|Person=1|PronType=Prs":"Number=Plur|Person=1|PronType=Prs",
+    "Number=Plur|POS=PRON":"Number=Plur",
+    "Number=Plur|POS=VERB|Person=3|Polarity=Neg|VerbForm=Part|Voice=Act":"Number=Plur|Person=3|Polarity=Neg|VerbForm=Part|Voice=Act",
+    "Number=Sing|POS=VERB|Person=3|Polarity=Neg|Tense=Pres|Voice=Act":"Number=Sing|Person=3|Polarity=Neg|Tense=Pres|Voice=Act",
+    "Number=Plur|POS=VERB|Person=1|Polarity=Neg|Voice=Act":"Number=Plur|Person=1|Polarity=Neg|Voice=Act",
+    "Mood=Imp|Number=Plur|POS=VERB|Person=2|Polarity=Neg|Tense=Pres|VerbForm=Fin|Voice=Act":"Mood=Imp|Number=Plur|Person=2|Polarity=Neg|Tense=Pres|VerbForm=Fin|Voice=Act",
+    "Number=Sing|POS=VERB|Person=1|VerbForm=Part|Voice=Act":"Number=Sing|Person=1|VerbForm=Part|Voice=Act",
+    "Number=Plur|POS=VERB|Person=3|Polarity=Neg|Tense=Pres|Voice=Act":"Number=Plur|Person=3|Polarity=Neg|Tense=Pres|Voice=Act",
+    "Number=Sing|POS=VERB|Person=3|Polarity=Neg|Tense=Past|VerbForm=Part|Voice=Act":"Number=Sing|Person=3|Polarity=Neg|Tense=Past|VerbForm=Part|Voice=Act",
+    "POS=VERB|Tense=Pres|Voice=Act":"Tense=Pres|Voice=Act",
+    "Number=Plur|POS=VERB|Person=1|Tense=Past|Voice=Act":"Number=Plur|Person=1|Tense=Past|Voice=Act",
+    "Number=Sing|POS=VERB|Person=1|Polarity=Neg|VerbForm=Part|Voice=Act":"Number=Sing|Person=1|Polarity=Neg|VerbForm=Part|Voice=Act",
+    "Number=Plur|POS=VERB|Person=3|Polarity=Neg|Voice=Act":"Number=Plur|Person=3|Polarity=Neg|Voice=Act",
+    "Number=Plur|POS=VERB|Person=2|Polarity=Neg|Tense=Past|Voice=Act":"Number=Plur|Person=2|Polarity=Neg|Tense=Past|Voice=Act",
+    "Number=Plur|POS=VERB|Person=2|Tense=Past|Voice=Act":"Number=Plur|Person=2|Tense=Past|Voice=Act",
+    "Number=Plur,Sing|POS=NOUN|Person=3|PronType=Prs":"Number=Plur,Sing|Person=3|PronType=Prs",
+    "Number=Plur|POS=VERB|Person=1|Polarity=Neg|Tense=Pres|Voice=Act":"Number=Plur|Person=1|Polarity=Neg|Tense=Pres|Voice=Act",
+    "Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
+    "Number=Plur|POS=AUX|Person=3|Tense=Past":"Number=Plur|Person=3|Tense=Past",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=1|Polarity=Neg|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Polarity=Neg|Tense=Fut|VerbForm=Fin",
+    "Number=Plur|POS=VERB|Person=1|VerbForm=Part|Voice=Act":"Number=Plur|Person=1|VerbForm=Part|Voice=Act",
+    "Number=Sing|POS=VERB|Person=3|Polarity=Neg":"Number=Sing|Person=3|Polarity=Neg",
+    "Number=Sing|POS=AUX|Person=1|Tense=Past":"Number=Sing|Person=1|Tense=Past",
+    "Number=Sing|POS=VERB|Person=3|Polarity=Neg|Tense=Past|Voice=Act":"Number=Sing|Person=3|Polarity=Neg|Tense=Past|Voice=Act",
+    "POS=DET|PronType=Int":"PronType=Int",
+    "Number=Sing|POS=VERB|Person=3|Polarity=Neg|VerbForm=Part|Voice=Act":"Number=Sing|Person=3|Polarity=Neg|VerbForm=Part|Voice=Act",
+    "Number=Plur|POS=VERB|Person=3|Polarity=Neg|Tense=Past|Voice=Act":"Number=Plur|Person=3|Polarity=Neg|Tense=Past|Voice=Act",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Fut|VerbForm=Fin",
+    "Number=Sing|POS=VERB|Person=1|Polarity=Neg|Tense=Pres|Voice=Act":"Number=Sing|Person=1|Polarity=Neg|Tense=Pres|Voice=Act",
+    "Number=Plur|POS=VERB|Person=1":"Number=Plur|Person=1",
+    "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "POS=VERB|Polarity=Neg":"Polarity=Neg",
+    "Number=Sing|POS=VERB|Person=3|Polarity=Neg|Voice=Act":"Number=Sing|Person=3|Polarity=Neg|Voice=Act",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=3|Polarity=Neg|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Polarity=Neg|Tense=Fut|VerbForm=Fin",
+    "Mood=Sub|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
+    "POS=VERB|Polarity=Neg|Tense=Pres|Voice=Act":"Polarity=Neg|Tense=Pres|Voice=Act",
+    "POS=NOUN":"",
+    "Mood=Imp|Number=Sing|POS=VERB|Person=1|Polarity=Neg|Tense=Pres|VerbForm=Fin|Voice=Act":"Mood=Imp|Number=Sing|Person=1|Polarity=Neg|Tense=Pres|VerbForm=Fin|Voice=Act",
+    "POS=AUX|Polarity=Neg":"Polarity=Neg",
+    "Number=Sing|POS=VERB|Person=2|Tense=Pres|Voice=Act":"Number=Sing|Person=2|Tense=Pres|Voice=Act",
+    "Number=Plur|POS=AUX|Person=3|Polarity=Neg":"Number=Plur|Person=3|Polarity=Neg",
+    "POS=VERB|Tense=Pres":"Tense=Pres",
+    "Number=Sing|POS=VERB|Person=3|Polarity=Neg|Tense=Past|Voice=Pass":"Number=Sing|Person=3|Polarity=Neg|Tense=Past|Voice=Pass",
+    "Number=Plur|POS=VERB|Person=3|Polarity=Neg":"Number=Plur|Person=3|Polarity=Neg",
+    "Number=Sing|POS=VERB|Person=2|Tense=Past|Voice=Act":"Number=Sing|Person=2|Tense=Past|Voice=Act",
+    "Number=Plur|POS=VERB|Person=2|Voice=Act":"Number=Plur|Person=2|Voice=Act",
+    "Number=Plur,Sing|POS=AUX|Person=3|PronType=Prs":"Number=Plur,Sing|Person=3|PronType=Prs",
+    "Number=Plur|POS=AUX|Person=2|Polarity=Neg":"Number=Plur|Person=2|Polarity=Neg",
+    "Number=Sing|POS=ADJ|Person=3|PronType=Prs":"Number=Sing|Person=3|PronType=Prs",
+    "Number=Plur|POS=ADJ|Person=3|PronType=Prs":"Number=Plur|Person=3|PronType=Prs",
+    "Number=Plur|POS=PRON|Person=2|PronType=Prs":"Number=Plur|Person=2|PronType=Prs",
+    "Number=Plur|POS=VERB|Person=1|Polarity=Neg|Tense=Past|Voice=Act":"Number=Plur|Person=1|Polarity=Neg|Tense=Past|Voice=Act",
+    "Number=Sing|POS=VERB|Person=3|Polarity=Neg|Tense=Past":"Number=Sing|Person=3|Polarity=Neg|Tense=Past",
+    "Number=Sing|POS=AUX|Person=3|Polarity=Neg|Tense=Pres":"Number=Sing|Person=3|Polarity=Neg|Tense=Pres",
+    "Number=Sing|POS=VERB|Person=1|Polarity=Neg|Tense=Past|Voice=Act":"Number=Sing|Person=1|Polarity=Neg|Tense=Past|Voice=Act",
+    "Number=Plur|POS=AUX|Person=1":"Number=Plur|Person=1",
+    "Number=Sing|POS=VERB|Person=2":"Number=Sing|Person=2",
+    "Number=Sing|POS=NOUN|Person=3":"Number=Sing|Person=3",
+    "Number=Plur|POS=VERB|Person=2|VerbForm=Part|Voice=Act":"Number=Plur|Person=2|VerbForm=Part|Voice=Act",
+    "Mood=Imp|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin|Voice=Act":"Mood=Imp|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin|Voice=Act",
+    "Number=Plur|POS=VERB|Person=2|Tense=Pres|Voice=Act":"Number=Plur|Person=2|Tense=Pres|Voice=Act",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=3|Polarity=Neg|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Polarity=Neg|Tense=Fut|VerbForm=Fin",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Fut|VerbForm=Fin",
+    "Number=Plur,Sing|POS=VERB|Person=3":"Number=Plur,Sing|Person=3",
+    "Number=Plur|POS=ADJ|Person=2|PronType=Prs":"Number=Plur|Person=2|PronType=Prs",
+    "Number=Sing|POS=AUX|Person=3|Voice=Act":"Number=Sing|Person=3|Voice=Act",
+    "Number=Sing|POS=ADJ|Person=1|PronType=Prs":"Number=Sing|Person=1|PronType=Prs",
+    "POS=VERB":"",
+    "Number=Sing|POS=NOUN|Person=2|PronType=Prs":"Number=Sing|Person=2|PronType=Prs",
+    "Number=Sing|POS=VERB|Person=1|Polarity=Neg":"Number=Sing|Person=1|Polarity=Neg",
+    "Number=Plur|POS=NOUN|Person=3|PronType=Prs":"Number=Plur|Person=3|PronType=Prs",
+    "Number=Sing|POS=AUX|Person=1|Voice=Act":"Number=Sing|Person=1|Voice=Act",
+    "Number=Sing|POS=VERB|Person=2|Polarity=Neg|Tense=Pres|Voice=Act":"Number=Sing|Person=2|Polarity=Neg|Tense=Pres|Voice=Act",
+    "Number=Plur|POS=AUX|Person=2":"Number=Plur|Person=2",
+    "Number=Sing|POS=AUX|Person=2":"Number=Sing|Person=2",
+    "Number=Sing|POS=VERB|Person=1|Polarity=Neg|Voice=Act":"Number=Sing|Person=1|Polarity=Neg|Voice=Act",
+    "Number=Sing|POS=VERB|Person=2|Polarity=Neg|VerbForm=Part|Voice=Act":"Number=Sing|Person=2|Polarity=Neg|VerbForm=Part|Voice=Act",
+    "Mood=Imp|Number=Sing|POS=VERB|Person=2|Polarity=Neg|Tense=Pres|VerbForm=Fin|Voice=Act":"Mood=Imp|Number=Sing|Person=2|Polarity=Neg|Tense=Pres|VerbForm=Fin|Voice=Act",
+    "Number=Plur|POS=NOUN|Person=1|PronType=Prs":"Number=Plur|Person=1|PronType=Prs",
+    "Number=Plur|POS=AUX|Person=1|Tense=Past":"Number=Plur|Person=1|Tense=Past",
+    "Number=Plur|POS=ADJ|Person=1|PronType=Prs":"Number=Plur|Person=1|PronType=Prs",
+    "Number=Sing|POS=ADP":"Number=Sing",
+    "Number=Sing|POS=PROPN|Person=1|PronType=Prs":"Number=Sing|Person=1|PronType=Prs",
+    "Number=Plur|POS=VERB|Person=2|Polarity=Neg|Voice=Act":"Number=Plur|Person=2|Polarity=Neg|Voice=Act",
+    "Number=Plur,Sing|POS=AUX|Person=3":"Number=Plur,Sing|Person=3",
+    "Number=Sing|POS=PUNCT|Person=3":"Number=Sing|Person=3",
+    "Number=Sing|POS=ADJ|Person=3":"Number=Sing|Person=3",
+    "Number=Plur,Sing|POS=NOUN|Person=2|PronType=Prs":"Number=Plur,Sing|Person=2|PronType=Prs",
+    "Number=Sing|POS=PRON|Person=3":"Number=Sing|Person=3",
+    "Number=Sing|POS=AUX|Person=2,3|PronType=Prs":"Number=Sing|Person=2,3|PronType=Prs",
+    "Number=Sing|POS=ADJ|Person=2|PronType=Prs":"Number=Sing|Person=2|PronType=Prs",
+    "Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
+    "Number=Plur|POS=NOUN|Person=2|PronType=Prs":"Number=Plur|Person=2|PronType=Prs",
+    "Number=Sing|POS=NOUN|PronType=Dem":"Number=Sing|PronType=Dem",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=1|Polarity=Neg|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Polarity=Neg|Tense=Fut|VerbForm=Fin",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=2|Tense=Fut|VerbForm=Fin",
+    "Number=Plur,Sing|POS=NOUN|Person=3":"Number=Plur,Sing|Person=3",
+    "Number=Plur|POS=VERB|Person=2":"Number=Plur|Person=2",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=2|Polarity=Neg|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=2|Polarity=Neg|Tense=Fut|VerbForm=Fin",
+    "Number=Plur|POS=AUX|Person=2|Voice=Act":"Number=Plur|Person=2|Voice=Act",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=2|Tense=Fut|VerbForm=Fin",
+    "Number=Plur|POS=AUX|Person=3|Voice=Act":"Number=Plur|Person=3|Voice=Act",
+    "Number=Plur|POS=VERB|Person=2|Polarity=Neg|Tense=Pres|Voice=Act":"Number=Plur|Person=2|Polarity=Neg|Tense=Pres|Voice=Act",
+    "Number=Sing|POS=INTJ|Person=1|PronType=Prs":"Number=Sing|Person=1|PronType=Prs",
+    "Number=Plur|POS=AUX|Person=1|Voice=Act":"Number=Plur|Person=1|Voice=Act",
+    "Number=Plur|POS=VERB|Person=3|Tense=Past":"Number=Plur|Person=3|Tense=Past",
+    "Number=Plur,Sing|POS=VERB|Person=3|PronType=Prs|Tense=Past|Voice=Act":"Number=Plur,Sing|Person=3|PronType=Prs|Tense=Past|Voice=Act",
+    "Number=Sing|POS=AUX|Person=1":"Number=Sing|Person=1",
+    "Number=Sing|POS=PUNCT|Person=1|PronType=Prs":"Number=Sing|Person=1|PronType=Prs",
+    "Number=Sing|POS=VERB|Person=2|Polarity=Neg|Voice=Act":"Number=Sing|Person=2|Polarity=Neg|Voice=Act",
+    "Number=Sing|POS=AUX|Person=1|Polarity=Neg":"Number=Sing|Person=1|Polarity=Neg",
+    "Number=Sing|POS=PUNCT|Person=3|PronType=Prs":"Number=Sing|Person=3|PronType=Prs",
+    "Number=Sing|POS=PRON|Person=1,3|PronType=Prs":"Number=Sing|Person=1,3|PronType=Prs",
+    "Number=Sing|POS=VERB|Person=2|PronType=Prs":"Number=Sing|Person=2|PronType=Prs",
+    "Number=Sing|POS=VERB|Person=2|VerbForm=Part|Voice=Act":"Number=Sing|Person=2|VerbForm=Part|Voice=Act",
+    "POS=DET|PronType=Exc":"PronType=Exc",
+    "Number=Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Past|Voice=Act":"Number=Sing|Person=1,3|PronType=Prs|Tense=Past|Voice=Act",
+    "Number=Sing|POS=VERB|Person=3|Tense=Pres|Voice=Pass":"Number=Sing|Person=3|Tense=Pres|Voice=Pass",
+    "Number=Plur,Sing|POS=PRON|Person=2,3|PronType=Prs":"Number=Plur,Sing|Person=2,3|PronType=Prs",
+    "Number=Sing|POS=VERB|Person=3|Voice=Pass":"Number=Sing|Person=3|Voice=Pass",
+    "Number=Plur|POS=VERB|Person=2|Polarity=Neg|VerbForm=Part|Voice=Act":"Number=Plur|Person=2|Polarity=Neg|VerbForm=Part|Voice=Act",
+    "Number=Plur|POS=VERB|Person=3|Tense=Pres":"Number=Plur|Person=3|Tense=Pres",
+    "Number=Sing|POS=VERB|Person=3|Polarity=Neg|VerbForm=Part|Voice=Pass":"Number=Sing|Person=3|Polarity=Neg|VerbForm=Part|Voice=Pass",
+    "Number=Sing|POS=AUX|Person=2|Polarity=Neg":"Number=Sing|Person=2|Polarity=Neg",
+    "Number=Plur,Sing|POS=PUNCT|Person=1,3|PronType=Prs":"Number=Plur,Sing|Person=1,3|PronType=Prs",
+    "Number=Plur,Sing|POS=PRON|Person=1,3|PronType=Prs":"Number=Plur,Sing|Person=1,3|PronType=Prs",
+    "Number=Sing|POS=VERB|Person=1,2|PronType=Prs|Tense=Pres|Voice=Act":"Number=Sing|Person=1,2|PronType=Prs|Tense=Pres|Voice=Act",
+    "Number=Sing|POS=PROPN|Person=2|PronType=Prs":"Number=Sing|Person=2|PronType=Prs",
+    "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
+    "Mood=Sub|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=2|Tense=Pres|VerbForm=Fin",
+    "Number=Sing|POS=PUNCT|Person=2|PronType=Prs":"Number=Sing|Person=2|PronType=Prs",
+    "Number=Plur,Sing|POS=VERB|Person=1,2|PronType=Prs|Tense=Pres|Voice=Act":"Number=Plur,Sing|Person=1,2|PronType=Prs|Tense=Pres|Voice=Act",
+    "Number=Plur|POS=VERB|Person=3|Polarity=Neg|VerbForm=Part|Voice=Pass":"Number=Plur|Person=3|Polarity=Neg|VerbForm=Part|Voice=Pass",
+    "Number=Plur|POS=PUNCT|Person=3":"Number=Plur|Person=3",
+    "Number=Plur,Sing|POS=PROPN|Person=2|PronType=Prs":"Number=Plur,Sing|Person=2|PronType=Prs",
+    "Number=Plur,Sing|POS=VERB|Person=1":"Number=Plur,Sing|Person=1",
+    "Number=Plur,Sing|POS=PUNCT|Person=1|PronType=Prs":"Number=Plur,Sing|Person=1|PronType=Prs",
+    "Number=Plur,Sing|POS=PRON|Person=3|PronType=Prs":"Number=Plur,Sing|Person=3|PronType=Prs",
+    "Number=Sing|POS=AUX|Person=2|Tense=Past":"Number=Sing|Person=2|Tense=Past",
+    "Number=Plur,Sing|POS=PROPN|Person=1|PronType=Prs":"Number=Plur,Sing|Person=1|PronType=Prs",
+    "Number=Plur|POS=PRON|Person=1,2|PronType=Prs":"Number=Plur|Person=1,2|PronType=Prs",
+    "Number=Sing|POS=AUX|Person=3|PronType=Prs":"Number=Sing|Person=3|PronType=Prs",
+    "Number=Sing|POS=VERB|Person=3|Polarity=Neg|Tense=Pres":"Number=Sing|Person=3|Polarity=Neg|Tense=Pres",
+    "Number=Sing|POS=VERB|Person=1,2|Polarity=Neg|PronType=Prs|Tense=Pres|Voice=Act":"Number=Sing|Person=1,2|Polarity=Neg|PronType=Prs|Tense=Pres|Voice=Act",
+    "Number=Plur|POS=ADJ|Person=3":"Number=Plur|Person=3",
+    "Number=Plur|POS=VERB|Person=3|Voice=Pass":"Number=Plur|Person=3|Voice=Pass",
+    "Number=Plur|POS=VERB|Person=1|Tense=Pres|Voice=Pass":"Number=Plur|Person=1|Tense=Pres|Voice=Pass",
+    "Number=Sing|POS=AUX|Person=2|Voice=Act":"Number=Sing|Person=2|Voice=Act",
+    "Number=Plur|POS=VERB|Person=1|Tense=Pres":"Number=Plur|Person=1|Tense=Pres",
+    "Number=Plur,Sing|POS=VERB|Person=2":"Number=Plur,Sing|Person=2",
+    "Number=Sing|POS=VERB|Person=1|PronType=Prs":"Number=Sing|Person=1|PronType=Prs",
+    "Number=Plur,Sing|POS=VERB|Person=1|PronType=Prs":"Number=Plur,Sing|Person=1|PronType=Prs",
+    "Mood=Imp|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin|Voice=Act":"Mood=Imp|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin|Voice=Act",
+    "Number=Sing|POS=VERB|Person=1,3|PronType=Prs":"Number=Sing|Person=1,3|PronType=Prs",
+    "Number=Plur|POS=AUX|Person=2|Tense=Past":"Number=Plur|Person=2|Tense=Past",
+    "Number=Plur,Sing|POS=VERB|Person=3|PronType=Prs":"Number=Plur,Sing|Person=3|PronType=Prs",
+    "Number=Sing|POS=VERB|Person=2|Polarity=Neg":"Number=Sing|Person=2|Polarity=Neg",
+    "Number=Sing|POS=VERB|Person=2|Voice=Pass":"Number=Sing|Person=2|Voice=Pass",
+    "Number=Plur|POS=VERB|Person=1|Polarity=Neg|Tense=Past":"Number=Plur|Person=1|Polarity=Neg|Tense=Past",
+    "Number=Plur|POS=VERB|Person=2|Tense=Past|Voice=Pass":"Number=Plur|Person=2|Tense=Past|Voice=Pass",
+    "Number=Sing|POS=VERB|Person=3|Polarity=Neg|Voice=Pass":"Number=Sing|Person=3|Polarity=Neg|Voice=Pass",
+    "Number=Sing|POS=VERB|Person=3|PronType=Prs":"Number=Sing|Person=3|PronType=Prs",
+    "Mood=Imp|Number=Sing|POS=VERB|Person=3|Polarity=Neg|Tense=Pres|VerbForm=Fin|Voice=Act":"Mood=Imp|Number=Sing|Person=3|Polarity=Neg|Tense=Pres|VerbForm=Fin|Voice=Act",
+    "Mood=Imp|Number=Plur|POS=VERB|Person=1|Polarity=Neg|Tense=Pres|VerbForm=Fin|Voice=Act":"Mood=Imp|Number=Plur|Person=1|Polarity=Neg|Tense=Pres|VerbForm=Fin|Voice=Act",
+    "Number=Plur|POS=AUX|Person=1|Polarity=Neg":"Number=Plur|Person=1|Polarity=Neg",
+    "Number=Sing|POS=VERB|Voice=Act":"Number=Sing|Voice=Act",
+    "Mood=Imp|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin|Voice=Act":"Mood=Imp|Number=Sing|Person=3|Tense=Past|VerbForm=Fin|Voice=Act",
+    "Number=Plur|POS=VERB|Person=3|Polarity=Neg|Tense=Pres|Voice=Pass":"Number=Plur|Person=3|Polarity=Neg|Tense=Pres|Voice=Pass",
+    "Number=Sing|POS=VERB|Person=1|Tense=Past":"Number=Sing|Person=1|Tense=Past",
+    "Number=Plur,Sing|POS=PRON|Person=2|PronType=Prs":"Number=Plur,Sing|Person=2|PronType=Prs",
+    "Number=Sing|POS=VERB|Polarity=Neg|Tense=Pres|Voice=Act":"Number=Sing|Polarity=Neg|Tense=Pres|Voice=Act",
+    "Mood=Imp|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin|Voice=Act":"Mood=Imp|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin|Voice=Act",
+    "Number=Sing|POS=VERB|Person=2|Polarity=Neg|Tense=Past|Voice=Act":"Number=Sing|Person=2|Polarity=Neg|Tense=Past|Voice=Act",
+    "Number=Plur|POS=VERB|Person=2|Tense=Pres":"Number=Plur|Person=2|Tense=Pres",
+    "Number=Sing|POS=ADP|Person=1|PronType=Prs":"Number=Sing|Person=1|PronType=Prs",
+    "POS=VERB|Tense=Past|Voice=Act":"Tense=Past|Voice=Act",
+    "Number=Sing|POS=PUNCT":"Number=Sing",
+    "Number=Sing|POS=PRON|Person=2,3|PronType=Prs":"Number=Sing|Person=2,3|PronType=Prs",
+    "Number=Plur|POS=NUM":"Number=Plur",
+    "Number=Sing|POS=PROPN|Person=3|PronType=Prs":"Number=Sing|Person=3|PronType=Prs",
+    "Number=Plur,Sing|POS=VERB|Person=2,3|PronType=Prs":"Number=Plur,Sing|Person=2,3|PronType=Prs",
+    "Number=Plur|POS=AUX|Person=1|PronType=Prs":"Number=Plur|Person=1|PronType=Prs",
+    "Number=Plur|POS=VERB|Person=3|Tense=Pres|Voice=Pass":"Number=Plur|Person=3|Tense=Pres|Voice=Pass",
+    "Number=Plur,Sing|POS=AUX|Person=1,3|PronType=Prs":"Number=Plur,Sing|Person=1,3|PronType=Prs",
+    "Number=Plur,Sing|POS=PUNCT|Person=3|PronType=Prs":"Number=Plur,Sing|Person=3|PronType=Prs",
+    "Number=Sing|POS=ADP|Person=3|PronType=Prs":"Number=Sing|Person=3|PronType=Prs",
+    "Number=Plur,Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Pres|Voice=Act":"Number=Plur,Sing|Person=1,3|PronType=Prs|Tense=Pres|Voice=Act",
+    "Number=Sing|POS=AUX":"Number=Sing",
+    "Number=Sing|POS=AUX|Polarity=Neg":"Number=Sing|Polarity=Neg",
+    "Number=Sing|POS=PRON|Person=2":"Number=Sing|Person=2",
+    "Number=Plur,Sing|POS=AUX|Person=2,3|PronType=Prs":"Number=Plur,Sing|Person=2,3|PronType=Prs",
+    "Number=Sing|POS=VERB|Person=3|PronType=Prs|Voice=Act":"Number=Sing|Person=3|PronType=Prs|Voice=Act",
+    "Number=Plur,Sing|POS=VERB|Person=3|PronType=Prs|Voice=Act":"Number=Plur,Sing|Person=3|PronType=Prs|Voice=Act",
+    "Number=Plur|POS=ADJ|Person=2":"Number=Plur|Person=2",
+    "Number=Sing|POS=NOUN|Person=1":"Number=Sing|Person=1",
+    "POS=VERB|Tense=Past":"Tense=Past",
+    "Number=Plur|POS=PUNCT|Person=1|PronType=Prs":"Number=Plur|Person=1|PronType=Prs",
+    "Mood=Imp|Number=Plur|POS=VERB|Person=3|Polarity=Neg|Tense=Pres|VerbForm=Fin|Voice=Act":"Mood=Imp|Number=Plur|Person=3|Polarity=Neg|Tense=Pres|VerbForm=Fin|Voice=Act",
+    "Number=Plur,Sing|POS=PUNCT|Person=2|PronType=Prs":"Number=Plur,Sing|Person=2|PronType=Prs",
+    "Number=Sing|POS=VERB|Person=2|Tense=Pres":"Number=Sing|Person=2|Tense=Pres",
+    "Number=Plur|POS=AUX|Person=3|Tense=Pres":"Number=Plur|Person=3|Tense=Pres",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=2|Polarity=Neg|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=2|Polarity=Neg|Tense=Fut|VerbForm=Fin",
+    "Number=Plur|POS=VERB|Person=1|Polarity=Neg":"Number=Plur|Person=1|Polarity=Neg",
+    "Number=Sing|POS=AUX|Person=2|Tense=Pres":"Number=Sing|Person=2|Tense=Pres",
+    "POS=VERB|Voice=Pass":"Voice=Pass",
+    "Mood=Imp|Number=Sing|POS=VERB|Person=3|Polarity=Neg|Tense=Past|VerbForm=Fin|Voice=Act":"Mood=Imp|Number=Sing|Person=3|Polarity=Neg|Tense=Past|VerbForm=Fin|Voice=Act",
+    "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin|Voice=Act":"Mood=Sub|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin|Voice=Act",
+    "POS=VERB|Polarity=Neg|Tense=Pres":"Polarity=Neg|Tense=Pres",
+    "Number=Sing|POS=SCONJ":"Number=Sing",
+    "Number=Sing|POS=AUX|Person=3|Polarity=Neg|Tense=Past":"Number=Sing|Person=3|Polarity=Neg|Tense=Past",
+    "Number=Sing|POS=VERB|Person=1|VerbForm=Part|Voice=Pass":"Number=Sing|Person=1|VerbForm=Part|Voice=Pass",
+    "Number=Plur|POS=VERB|Person=2,3|PronType=Prs":"Number=Plur|Person=2,3|PronType=Prs",
+    "Number=Sing|POS=ADJ|Person=1":"Number=Sing|Person=1",
+    "Number=Plur|POS=PRON|Person=2,3|PronType=Prs":"Number=Plur|Person=2,3|PronType=Prs",
+    "Number=Sing|POS=VERB|Tense=Past|Voice=Act":"Number=Sing|Tense=Past|Voice=Act",
+    "Number=Plur|POS=PROPN|Person=1|PronType=Prs":"Number=Plur|Person=1|PronType=Prs",
+    "Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
+    "Number=Plur|POS=VERB|Person=1,2|PronType=Prs":"Number=Plur|Person=1,2|PronType=Prs",
+    "Number=Plur|POS=VERB|Person=2,3|PronType=Prs|Voice=Act":"Number=Plur|Person=2,3|PronType=Prs|Voice=Act",
+    "Mood=Sub|Number=Sing|POS=VERB|Person=3|Polarity=Neg|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=3|Polarity=Neg|Tense=Pres|VerbForm=Fin",
+    "Number=Plur,Sing|POS=VERB|Person=1,2|PronType=Prs":"Number=Plur,Sing|Person=1,2|PronType=Prs",
+    "Number=Plur,Sing|POS=PRON|Person=3":"Number=Plur,Sing|Person=3",
+    "Number=Plur|POS=VERB|Person=3|Polarity=Neg|Tense=Pres":"Number=Plur|Person=3|Polarity=Neg|Tense=Pres",
+    "Number=Sing|POS=PRON|Person=1,2|PronType=Prs":"Number=Sing|Person=1,2|PronType=Prs",
+    "Number=Sing|POS=VERB|Person=3|Polarity=Neg|Tense=Past|VerbForm=Part|Voice=Pass":"Number=Sing|Person=3|Polarity=Neg|Tense=Past|VerbForm=Part|Voice=Pass",
+    "Number=Plur|POS=PROPN|Person=2|PronType=Prs":"Number=Plur|Person=2|PronType=Prs",
+    "Number=Sing|POS=VERB|Person=1,2|PronType=Prs":"Number=Sing|Person=1,2|PronType=Prs",
+    "Number=Plur,Sing|POS=VERB|Person=3|PronType=Prs|Tense=Pres|Voice=Act":"Number=Plur,Sing|Person=3|PronType=Prs|Tense=Pres|Voice=Act",
+    "Number=Plur|POS=VERB|Person=1|Voice=Pass":"Number=Plur|Person=1|Voice=Pass",
+    "Number=Plur|POS=VERB|Person=2|Voice=Pass":"Number=Plur|Person=2|Voice=Pass",
+    "Mood=Sub|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
+    "Number=Plur|POS=VERB|Person=1|Tense=Past":"Number=Plur|Person=1|Tense=Past"
+  },
+  "labels_pos":{
+    "POS=ADP":85,
+    "Number=Sing|POS=NOUN":92,
+    "POS=DET|PronType=Dem":90,
+    "POS=ADJ":84,
+    "POS=CCONJ":89,
+    "POS=PUNCT":97,
+    "Number=Plur|POS=NOUN":92,
+    "Number=Sing|POS=VERB|Person=3|Tense=Past|Voice=Act":100,
+    "Number=Sing|POS=PROPN":96,
+    "POS=PROPN":96,
+    "Number=Plur|POS=VERB|Person=3|Tense=Past|Voice=Act":100,
+    "Number=Sing|POS=PRON":95,
+    "POS=INTJ":91,
+    "POS=PRON":95,
+    "Mood=Imp|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin|Voice=Act":100,
+    "POS=NUM":93,
+    "POS=ADV":86,
+    "Number=Plur|POS=VERB|Person=3|Tense=Pres|Voice=Act":100,
+    "Number=Sing|POS=NOUN|Person=3|PronType=Prs":92,
+    "POS=SCONJ":98,
+    "Number=Sing|POS=PROPN|Person=3":96,
+    "Number=Sing|POS=PRON|Person=3|PronType=Prs":95,
+    "Number=Sing|POS=VERB|Person=3|Tense=Pres|Voice=Act":100,
+    "Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Part|Voice=Pass":100,
+    "Number=Sing|POS=VERB|Person=3|VerbForm=Part|Voice=Pass":100,
+    "Number=Sing|POS=AUX|Person=3":87,
+    "Number=Sing|POS=VERB|Person=3|Tense=Past|Voice=Pass":100,
+    "Number=Sing|POS=VERB|Person=3|Tense=Pres":100,
+    "Number=Plur|POS=VERB|Person=3|VerbForm=Part|Voice=Act":100,
+    "Number=Sing|POS=VERB|Person=3|Tense=Past":100,
+    "Number=Sing|POS=AUX|Person=3|Tense=Pres":87,
+    "Number=Plur|POS=PRON|Person=3|PronType=Prs":95,
+    "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":87,
+    "Number=Plur|POS=VERB|Person=3|Voice=Act":100,
+    "Number=Sing|POS=VERB|Person=3|VerbForm=Part|Voice=Act":100,
+    "Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Part|Voice=Act":100,
+    "Number=Sing|POS=NUM":93,
+    "Number=Plur|POS=PROPN":96,
+    "Number=Sing|POS=VERB|Person=3|Voice=Act":100,
+    "Number=Plur,Sing|POS=NOUN|Person=1|PronType=Prs":92,
+    "Number=Sing|POS=VERB|Person=1|Tense=Past|Voice=Act":100,
+    "Number=Plur|POS=VERB|Person=1|Voice=Act":100,
+    "Number=Sing|POS=PRON|Person=1|PronType=Prs":95,
+    "Number=Sing|POS=NOUN|Person=1|PronType=Prs":92,
+    "Number=Sing|POS=AUX|Person=3|Polarity=Neg":87,
+    "Number=Sing|POS=PRON|Person=2|PronType=Prs":95,
+    "Number=Sing|POS=VERB|Person=2|Voice=Act":100,
+    "Number=Sing|POS=VERB|Person=3":100,
+    "Mood=Imp|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin|Voice=Act":100,
+    "POS=DET":90,
+    "Number=Sing|POS=NOUN|Typo=Yes":92,
+    "POS=X":101,
+    "Number=Sing|POS=AUX|Person=3|Tense=Past":87,
+    "POS=ADP|PronType=Dem":85,
+    "Number=Plur|POS=VERB|Person=3":100,
+    "POS=AUX":87,
+    "Number=Plur|POS=AUX|Person=3":87,
+    "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin":87,
+    "Number=Plur|POS=VERB|Person=1|Tense=Pres|Voice=Act":100,
+    "Number=Plur|POS=VERB|Person=3|VerbForm=Part|Voice=Pass":100,
+    "Number=Plur|POS=VERB|Person=1|Polarity=Neg|VerbForm=Part|Voice=Act":100,
+    "Number=Sing|POS=VERB|Person=1":100,
+    "Number=Sing|POS=VERB|Person=1|Tense=Pres|Voice=Act":100,
+    "Number=Sing|POS=VERB|Person=1|Voice=Act":100,
+    "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin":87,
+    "POS=PART":94,
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+ ��moves��{"0":{"":237417},"1":{"":181976},"2":{"case":49692,"compound:lvc":29538,"obl":24777,"nsubj":24111,"cc":19033,"obj":17789,"obl:arg":16593,"mark":10747,"det":9180,"advmod":7781,"aux":5885,"xcomp":5858,"punct":4941,"nummod":4783,"nmod":1805,"advcl":1587,"amod":1016,"nsubj:pass":469,"case||nmod":200,"obl||conj":162,"vocative":160,"advcl||conj":126,"conj||nsubj":101,"dep":100,"nsubj||conj":75,"nmod||nmod":75,"nsubj||ccomp":63,"nmod||obj":55,"ccomp":45,"advmod||conj":45,"nsubj||csubj":43,"nmod||obl:arg":42,"nmod||nsubj":42,"obl:arg||xcomp":36,"nsubj||acl":35,"obl||ccomp":33,"obj||ccomp":30},"3":{"nmod":49268,"punct":34577,"conj":20796,"amod":19284,"case":13707,"flat:name":7150,"acl":6938,"ccomp":6104,"aux":5697,"cop":4422,"obl:arg":2453,"advcl":2083,"dep":1698,"obl":1118,"appos":879,"csubj":618,"flat:num":565,"acl||obj":496,"acl||nmod":403,"advmod":381,"acl||nsubj":353,"acl||obl":350,"conj||xcomp":321,"acl||obl:arg":255,"xcomp":175,"acl||xcomp":152,"nummod":134,"ccomp||xcomp":132,"fixed":129,"nmod||compound:lvc":101,"cc":100,"nsubj":98,"cc||conj":89,"parataxis":74,"obj":61,"conj||nsubj":57,"nmod||nmod":51,"compound":40,"nmod||conj":39,"nmod||obj":33},"4":{"ROOT":26196}}�cfg��neg_key�

tagger/cfg ADDED Viewed

	@@ -0,0 +1,97 @@

+{
+  "label_smoothing":0.05,
+  "labels":[
+    "ADJ_AJCM",
+    "ADJ_AJCM_AUX",
+    "ADJ_AJCM_AUX_PUNC",
+    "ADJ_AJP",
+    "ADJ_AJP_AUX",
+    "ADJ_AJP_AUX_PUNC",
+    "ADJ_AJP_AUX_PUNC_PUNC",
+    "ADJ_AJP_PR_JOPER",
+    "ADJ_AJP_PR_JOPER_AUX_PUNC",
+    "ADJ_AJP_PR_JOPER_PUNC",
+    "ADJ_AJSUP",
+    "ADR_POSADR",
+    "ADR_PRADR",
+    "ADV_SADV",
+    "AUX",
+    "AUX_PASS",
+    "AUX_SUBR",
+    "CONJ",
+    "IDEN",
+    "N_ANM",
+    "N_ANM_ADR_POSADR",
+    "N_ANM_ADR_POSADR_PUNC",
+    "N_ANM_AUX",
+    "N_ANM_AUX_PUNC",
+    "N_ANM_AUX_PUNC_PUNC",
+    "N_ANM_PR_JOPER",
+    "N_ANM_PR_JOPER_PUNC",
+    "N_ANM_V_ACT",
+    "N_IANM",
+    "N_IANM_AUX",
+    "N_IANM_AUX_PUNC",
+    "N_IANM_PR_JOPER",
+    "N_IANM_PR_JOPER_PUNC",
+    "N_IANM_PR_SEPER",
+    "PART",
+    "POSNUM",
+    "POSTP",
+    "PREM_AMBAJ",
+    "PREM_AMBAJ_N_IANM",
+    "PREM_DEMAJ",
+    "PREM_DEMAJ_N_IANM",
+    "PREM_EXAJ",
+    "PREM_QUAJ",
+    "PRENUM",
+    "PREP",
+    "PREP_N_IANM",
+    "PREP_PREM_AMBAJ",
+    "PREP_PREM_DEMAJ",
+    "PREP_PR_DEMON",
+    "PREP_PR_JOPER",
+    "PREP_PR_JOPER_PUNC",
+    "PREP_PR_SEPER",
+    "PR_CREFX",
+    "PR_CREFX_AUX_PUNC",
+    "PR_CREFX_PR_JOPER",
+    "PR_DEMON",
+    "PR_DEMON_AUX",
+    "PR_DEMON_AUX_PUNC",
+    "PR_DEMON_CONJ",
+    "PR_DEMON_SUBR",
+    "PR_INTG",
+    "PR_INTG_AUX",
+    "PR_INTG_AUX_PUNC",
+    "PR_JOPER",
+    "PR_JOPER_PART",
+    "PR_JOPER_POSTP",
+    "PR_RECPR",
+    "PR_SEPER",
+    "PR_SEPER_AUX",
+    "PR_SEPER_AUX_PUNC",
+    "PR_SEPER_AUX_PUNC_PUNC",
+    "PR_SEPER_POSTP",
+    "PR_SEPER_POSTP_PUNC",
+    "PR_SEPER_PR_JOPER",
+    "PR_UCREFX",
+    "PR_UCREFX_PR_JOPER",
+    "PR_UCREFX_PR_JOPER_PUNC",
+    "PSUS",
+    "PSUS_ADR_POSADR_PUNC",
+    "PSUS_PR_JOPER",
+    "PSUS_PR_JOPER_PUNC",
+    "PUNC",
+    "SUBR",
+    "SUBR_SUBR",
+    "V_ACT",
+    "V_ACT_PR_JOPER",
+    "V_ACT_PR_JOPER_PUNC",
+    "V_MODL",
+    "V_MODL_PR_SEPER",
+    "V_PASS"
+  ],
+  "neg_prefix":"!",
+  "overwrite":false
+}

tagger/model ADDED Viewed

Binary file (35.4 kB). View file

tok2vec/cfg ADDED Viewed

	@@ -0,0 +1,3 @@


1	+ {
2	+
3	+ }

tok2vec/model ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:42cdb71a72090d7ec6f4a6f68f90837a664d611efc2199e323296e1c29105ae3
+size 6009091

tokenizer ADDED Viewed

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trainable_lemmatizer/cfg ADDED Viewed

	@@ -0,0 +1,921 @@

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