dominguesm commited on Nov 13, 2022

Commit

56f879e

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1 Parent(s): a3657dd

Update spaCy pipeline

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Files changed (19) hide show

.gitattributes +4 -0
README.md +80 -16
config.cfg +107 -7
meta.json +1054 -27
morphologizer/cfg +0 -0
morphologizer/model +3 -0
ner/model +0 -0
parser/cfg +13 -0
parser/model +3 -0
parser/moves +1 -0
pt_core_news_trf-any-py3-none-any.whl +2 -2
results.json +302 -0
tagger/cfg +41 -0
tagger/model +0 -0
trainable_lemmatizer/cfg +516 -0
trainable_lemmatizer/model +3 -0
trainable_lemmatizer/trees +0 -0
transformer/model +1 -1
vocab/strings.json +0 -0

.gitattributes CHANGED Viewed

@@ -34,3 +34,7 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
 pt_core_news_trf-any-py3-none-any.whl filter=lfs diff=lfs merge=lfs -text
 transformer/model filter=lfs diff=lfs merge=lfs -text

 *tfevents* filter=lfs diff=lfs merge=lfs -text
 pt_core_news_trf-any-py3-none-any.whl filter=lfs diff=lfs merge=lfs -text
 transformer/model filter=lfs diff=lfs merge=lfs -text
+trainable_lemmatizer/model filter=lfs diff=lfs merge=lfs -text
+parser/model 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

README.md CHANGED Viewed

@@ -5,7 +5,7 @@ tags:
 language:
 - pt
 model-index:
-- name: pt_pipeline
   results:
   - task:
       name: NER
@@ -13,38 +13,87 @@ model-index:
     metrics:
     - name: NER Precision
       type: precision
-      value: 0.9274830806
     - name: NER Recall
       type: recall
-      value: 0.9293805645
     - name: NER F Score
       type: f_score
-      value: 0.9284308531
 ---
-Portuguese transformer pipeline ([bert-base-portuguese-cased](https://huggingface.co/neuralmind/bert-base-portuguese-cased)). Components: transformer, ner.
 | Feature | Description |
 | --- | --- |
 | **Name** | `pt_core_news_trf` |
 | **Version** | `3.4.0` |
 | **spaCy** | `>=3.4.3,<3.5.0` |
-| **Default Pipeline** | `transformer`, `ner` |
-| **Components** | `transformer`, `ner` |
 | **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
-| **Sources** | [WikiNER](https://figshare.com/articles/Learning_multilingual_named_entity_recognition_from_Wikipedia/5462500) (Joel Nothman, Nicky Ringland, Will Radford, Tara Murphy, James R Curran) |
-| **License** | `MIT` |
-| **Author** | [Maicon Domingues](http://nlp.rocks) |
 ### Label Scheme
 <details>
-<summary>View label scheme (4 labels for 1 components)</summary>
 | Component | Labels |
 | --- | --- |
 | **`ner`** | `LOC`, `MISC`, `ORG`, `PER` |
 </details>
@@ -52,6 +101,21 @@ Portuguese transformer pipeline ([bert-base-portuguese-cased](https://huggingfac
 | Type | Score |
 | --- | --- |
-| `ENTS_F` | 92.84 |
-| `ENTS_P` | 92.75 |
-| `ENTS_R` | 92.94 |

 language:
 - pt
 model-index:
+- name: pt_core_news_trf
   results:
   - task:
       name: NER
     metrics:
     - name: NER Precision
       type: precision
+      value: 0.0
     - name: NER Recall
       type: recall
+      value: 0.0
     - name: NER F Score
       type: f_score
+      value: 0.0
+  - task:
+      name: TAG
+      type: token-classification
+    metrics:
+    - name: TAG (XPOS) Accuracy
+      type: accuracy
+      value: 0.9782369668
+  - task:
+      name: POS
+      type: token-classification
+    metrics:
+    - name: POS (UPOS) Accuracy
+      type: accuracy
+      value: 0.9780853081
+  - task:
+      name: MORPH
+      type: token-classification
+    metrics:
+    - name: Morph (UFeats) Accuracy
+      type: accuracy
+      value: 0.9611192205
+  - task:
+      name: LEMMA
+      type: token-classification
+    metrics:
+    - name: Lemma Accuracy
+      type: accuracy
+      value: 0.9735006445
+  - task:
+      name: UNLABELED_DEPENDENCIES
+      type: token-classification
+    metrics:
+    - name: Unlabeled Attachment Score (UAS)
+      type: f_score
+      value: 0.9283559578
+  - task:
+      name: LABELED_DEPENDENCIES
+      type: token-classification
+    metrics:
+    - name: Labeled Attachment Score (LAS)
+      type: f_score
+      value: 0.8965578424
+  - task:
+      name: SENTS
+      type: token-classification
+    metrics:
+    - name: Sentences F-Score
+      type: f_score
+      value: 0.9388275276
 ---
 | Feature | Description |
 | --- | --- |
 | **Name** | `pt_core_news_trf` |
 | **Version** | `3.4.0` |
 | **spaCy** | `>=3.4.3,<3.5.0` |
+| **Default Pipeline** | `transformer`, `ner`, `tagger`, `morphologizer`, `trainable_lemmatizer`, `parser` |
+| **Components** | `transformer`, `ner`, `tagger`, `morphologizer`, `trainable_lemmatizer`, `parser` |
 | **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
+| **Sources** | n/a |
+| **License** | n/a |
+| **Author** | [n/a]() |
 ### Label Scheme
 <details>
+<summary>View label scheme (742 labels for 4 components)</summary>
 | Component | Labels |
 | --- | --- |
 | **`ner`** | `LOC`, `MISC`, `ORG`, `PER` |
+| **`tagger`** | `ADJ`, `ADJ_ADJ`, `ADJ_NOUN`, `ADP`, `ADP_ADV`, `ADP_DET`, `ADP_NUM`, `ADP_PRON`, `ADP_PROPN`, `ADV`, `ADV_PRON`, `AUX`, `AUX_PRON`, `CCONJ`, `CCONJ_PRON`, `DET`, `INTJ`, `NOUN`, `NUM`, `PART`, `PART_NOUN`, `PART_NUM`, `PRON`, `PROPN`, `PROPN_PROPN`, `PUNCT`, `SCONJ`, `SCONJ_DET`, `SCONJ_PRON`, `SYM`, `VERB`, `VERB_PRON`, `VERB_PRON_PRON`, `VERB_SCONJ`, `X` |
+| **`morphologizer`** | `Gender=Masc\|Number=Sing\|POS=PROPN`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=ADP\|PronType=Art`, `Gender=Masc\|Number=Sing\|POS=NOUN`, `Gender=Fem\|Number=Sing\|POS=PROPN`, `ExtPos=PROPN\|Gender=Fem\|Number=Sing\|POS=PROPN`, `Number=Sing\|POS=PROPN`, `Gender=Fem\|Number=Sing\|POS=VERB\|VerbForm=Part`, `POS=ADV`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Definite=Ind\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Masc\|Number=Sing\|POS=ADJ\|Typo=Yes`, `POS=PUNCT`, `POS=VERB\|VerbForm=Ger`, `Definite=Ind\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=NOUN`, `Gender=Fem\|Number=Sing\|POS=ADJ`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `NumType=Card\|POS=NUM`, `POS=SYM`, `Definite=Def\|Gender=Masc\|Number=Plur\|POS=ADP\|PronType=Art`, `Gender=Masc\|Number=Plur\|POS=NOUN`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `ExtPos=PROPN\|Gender=Masc\|Number=Sing\|POS=PROPN`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Ind`, `Gender=Masc\|Number=Sing\|POS=ADP\|PronType=Dem`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Rel`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=ADP\|PronType=Art`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `POS=CCONJ`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|VerbForm=Fin`, `POS=SCONJ`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `POS=VERB\|VerbForm=Inf`, `Case=Nom\|Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Acc\|Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `POS=ADV\|Polarity=Neg`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Dem`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Ind`, `Definite=Def\|Gender=Fem\|Number=Plur\|POS=ADP\|PronType=Art`, `Gender=Fem\|Number=Plur\|POS=NOUN`, `Gender=Masc\|Number=Sing\|POS=ADJ`, `POS=ADP`, `Definite=Def\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Art`, `Gender=Masc\|NumType=Ord\|Number=Sing\|POS=ADJ`, `POS=AUX\|VerbForm=Inf`, `Gender=Fem\|Number=Sing\|POS=VERB\|VerbForm=Part\|Voice=Pass`, `Gender=Masc\|Number=Plur\|POS=ADJ`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `ExtPos=CCONJ\|POS=ADV`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Ind`, `POS=AUX\|VerbForm=Ger`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=ADJ`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Definite=Def\|Gender=Masc\|Number=Plur\|POS=DET\|PronType=Art`, `Gender=Masc\|Number=Plur\|POS=VERB\|VerbForm=Part`, `Mood=Sub\|Number=Sing\|POS=VERB\|Tense=Pres\|VerbForm=Fin`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=3\|VerbForm=Fin`, `POS=VERB\|VerbForm=Part`, `Number=Sing\|POS=VERB\|Person=3\|VerbForm=Inf`, `ExtPos=NOUN\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Gender=Masc\|Number=Sing\|POS=VERB\|VerbForm=Part\|Voice=Pass`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Dem`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `Mood=Cnd\|Number=Sing\|POS=AUX\|Person=3\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `ExtPos=ADP\|POS=ADV`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Dem`, `ExtPos=AUX\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Dem`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Rel`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=VERB\|VerbForm=Part`, `ExtPos=CCONJ\|POS=CCONJ`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Number=Sing\|POS=PRON\|PronType=Rel`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Ind`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Prs`, `Case=Nom\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Int`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Tot`, `Case=Nom\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=1\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Prs`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=3\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Tot`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Ind`, `POS=AUX\|VerbForm=Part`, `Number=Plur\|POS=AUX\|Person=3\|VerbForm=Inf`, `Gender=Fem\|Number=Plur\|POS=VERB\|VerbForm=Part\|Voice=Pass`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Rel`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `ExtPos=INTJ\|POS=AUX`, `Number=Sing\|POS=DET\|PronType=Art`, `NumType=Card\|Number=Sing\|POS=NUM`, `ExtPos=PROPN\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Number=Plur\|POS=VERB\|Person=3\|VerbForm=Inf`, `Gender=Fem\|Number=Sing\|POS=NOUN\|Typo=Yes`, `ExtPos=SCONJ\|Gender=Masc\|Number=Sing\|POS=ADP\|PronType=Dem`, `Case=Acc\|POS=PRON\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Rel`, `Gender=Masc\|Number=Sing\|POS=VERB\|VerbForm=Part`, `Gender=Fem\|NumType=Ord\|Number=Sing\|POS=ADJ`, `Number=Plur\|POS=PROPN`, `Gender=Masc\|Number=Plur\|POS=PROPN`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=VERB\|VerbForm=Part\|Voice=Pass`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Dem`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Tot`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Ind`, `Gender=Fem\|Number=Sing\|POS=ADP\|PronType=Dem`, `ExtPos=SCONJ\|POS=ADV`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `ExtPos=PROPN\|Number=Sing\|POS=PROPN`, `Gender=Masc\|NumType=Ord\|Number=Plur\|POS=ADJ`, `Abbr=Yes\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Abbr=Yes\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Gender=Fem\|Number=Plur\|POS=ADP\|PronType=Dem`, `Case=Acc\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=SCONJ\|PronType=Art`, `Number=Sing\|POS=AUX\|Person=3\|VerbForm=Inf`, `Case=Nom\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Cnd\|Number=Plur\|POS=AUX\|Person=3\|VerbForm=Fin`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=SCONJ\|PronType=Art`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Tot`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Case=Acc\|Gender=Masc\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Art`, `ExtPos=AUX\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Case=Dat\|POS=PRON\|PronType=Prs`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art\|Typo=Yes`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Prs`, `Case=Nom\|Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=NOUN\|Typo=Yes`, `Case=Acc\|Gender=Masc\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Gender=Fem\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Gender=Masc\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Ger`, `Case=Dat\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Definite=Def\|Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Ind`, `Gender=Fem\|NumType=Ord\|Number=Plur\|POS=ADJ`, `Definite=Def\|ExtPos=ADV\|Gender=Fem\|Number=Plur\|POS=ADP\|PronType=Art`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Case=Acc\|Gender=Fem\|Number=Sing\|POS=AUX\|Person=3\|PronType=Prs\|VerbForm=Inf`, `ExtPos=PROPN\|Gender=Fem\|Number=Sing\|POS=NOUN`, `ExtPos=CCONJ\|POS=VERB\|VerbForm=Ger`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `ExtPos=ADV\|POS=ADP`, `ExtPos=AUX\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Case=Dat\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Past\|VerbForm=Fin`, `Abbr=Yes\|ExtPos=PROPN\|Gender=Fem\|Number=Sing\|POS=PROPN`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Neg`, `Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Ger`, `ExtPos=SCONJ\|POS=SCONJ`, `Gender=Masc\|Number=Sing\|POS=VERB\|VerbForm=Inf`, `Case=Acc\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Ind`, `Definite=Ind\|Gender=Fem\|Number=Sing\|POS=ADP\|PronType=Art`, `Case=Dat\|Gender=Masc\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Case=Acc\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin\|Voice=Pass`, `Definite=Def\|Gender=Masc\|Number=Plur\|POS=DET\|PronType=Art\|Typo=Yes`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pqp\|VerbForm=Fin`, `Degree=Abs\|Gender=Masc\|Number=Sing\|POS=ADJ`, `ExtPos=NOUN\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Neg`, `ExtPos=PROPN\|Gender=Fem\|Number=Plur\|POS=PROPN`, `Gender=Fem\|Number=Plur\|POS=PROPN`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Dem`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Int`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Past\|VerbForm=Fin`, `Number=Sing\|POS=PRON\|PronType=Int`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Past\|VerbForm=Fin`, `ExtPos=SCONJ\|POS=ADP`, `Definite=Ind\|Gender=Masc\|Number=Sing\|POS=ADP\|PronType=Art`, `ExtPos=PROPN\|Gender=Fem\|Number=Sing\|POS=PROPN\|PronType=Art`, `Mood=Ind\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `ExtPos=NOUN\|POS=ADP`, `Gender=Masc\|NumType=Mult\|Number=Sing\|POS=NUM`, `ExtPos=ADV\|POS=ADV`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Emp`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Int`, `Case=Acc\|Gender=Masc\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `ExtPos=NOUN\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Case=Acc\|Gender=Masc\|POS=PRON\|PronType=Prs`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Rel`, `ExtPos=NOUN\|POS=X`, `POS=X`, `ExtPos=NOUN\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Dem`, `Gender=Masc\|Number=Plur\|POS=ADP\|PronType=Dem`, `Definite=Def\|Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Dem`, `ExtPos=AUX\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Dem`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Emp`, `Gender=Masc\|Number=Sing\|POS=DET`, `ExtPos=ADP\|POS=ADP`, `POS=NOUN`, `Gender=Masc\|NumType=Ord\|Number=Sing\|POS=NOUN`, `Case=Acc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=ADP\|PronType=Art`, `ExtPos=AUX\|Mood=Cnd\|Number=Sing\|POS=VERB\|Person=3\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=ADP\|PronType=Art`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Art`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Typo=Yes\|VerbForm=Inf`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Tot`, `Case=Nom\|Gender=Masc\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Case=Acc\|Gender=Masc\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pqp\|VerbForm=Fin`, `Case=Acc\|Gender=Fem\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pqp\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Masc\|Number=Sing\|POS=ADV\|PronType=Ind`, `POS=ADV\|Typo=Yes`, `Abbr=Yes\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=SCONJ\|PronType=Dem`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=2\|Tense=Past\|VerbForm=Fin`, `Mood=Sub\|Number=Sing\|POS=AUX\|Tense=Imp\|VerbForm=Fin`, `Case=Dat\|Gender=Masc\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `POS=PRON\|PronType=Rel`, `ExtPos=ADV\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Case=Acc\|Gender=Fem\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Case=Acc\|Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Sub\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=ADP\|PronType=Art`, `Mood=Ind\|Number=Sing\|POS=VERB\|Tense=Imp\|VerbForm=Fin`, `Case=Dat\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pqp\|VerbForm=Fin`, `Definite=Def\|ExtPos=CCONJ\|Gender=Masc\|Number=Sing\|POS=ADP\|PronType=Art`, `Definite=Def\|ExtPos=SCONJ\|Gender=Masc\|Number=Sing\|POS=ADP\|PronType=Art`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Case=Acc\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `ExtPos=AUX\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Past\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=ADJ\|Voice=Pass`, `Number=Sing\|POS=ADJ`, `ExtPos=ADV\|Gender=Masc\|Number=Plur\|POS=ADP\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=DET`, `Case=Acc\|Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Mood=Imp\|Number=Sing\|POS=VERB\|Person=2\|VerbForm=Fin`, `Mood=Imp\|Number=Sing\|POS=AUX\|Person=2\|VerbForm=Fin`, `Case=Nom\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `POS=INTJ`, `Number=Sing\|POS=NOUN`, `Case=Nom\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Degree=Cmp\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Case=Nom\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `ExtPos=ADV\|Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Dem`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `ExtPos=PROPN\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `ExtPos=AUX\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Degree=Cmp\|POS=ADV`, `Case=Acc\|Gender=Fem\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Gender=Masc\|Number=Sing\|POS=AUX\|VerbForm=Part`, `Case=Acc\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Rel`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Acc\|Gender=Fem\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Case=Dat\|Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `ExtPos=CCONJ\|POS=ADP`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Rel`, `ExtPos=PROPN\|Gender=Masc\|Number=Sing\|POS=PROPN\|PronType=Art`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=3\|VerbForm=Fin\|Voice=Pass`, `POS=DET\|PronType=Ind`, `Case=Acc\|Number=Sing\|POS=VERB\|Person=1\|PronType=Prs\|VerbForm=Inf`, `ExtPos=NOUN\|Gender=Masc\|Number=Sing\|POS=X`, `Case=Acc\|POS=VERB\|PronType=Prs\|VerbForm=Inf`, `POS=SCONJ\|VerbForm=Ger`, `Abbr=Yes\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Gender=Masc\|NumType=Card\|Number=Plur\|POS=NUM`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Prs`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Neg`, `ExtPos=PROPN\|Gender=Masc\|Number=Sing\|POS=NUM`, `Number=Sing\|POS=NUM`, `Gender=Masc\|Number=Plur\|POS=ADJ\|Typo=Yes`, `Mood=Cnd\|Number=Sing\|POS=VERB\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=DET`, `ExtPos=PROPN\|Gender=Masc\|Number=Plur\|POS=PROPN`, `ExtPos=AUX\|POS=VERB\|VerbForm=Inf`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Dem`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Int`, `ExtPos=ADJ\|POS=X`, `Gender=Fem\|Number=Sing\|POS=X`, `Abbr=Yes\|Gender=Masc\|Number=Sing\|POS=PROPN`, `Gender=Masc\|Number=Sing\|POS=PRON`, `Number=Sing\|POS=ADP`, `Definite=Def\|Gender=Fem\|Number=Plur\|POS=ADP\|PronType=Art\|Typo=Yes`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Rel\|Typo=Yes`, `Case=Dat\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Sub\|Number=Sing\|POS=VERB\|Tense=Fut\|VerbForm=Fin`, `Case=Acc\|Gender=Masc\|Mood=Ind\|Number=Plur,Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `ExtPos=AUX\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `ExtPos=AUX\|Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Abbr=Yes\|Gender=Fem\|Number=Sing\|POS=PROPN`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Dem`, `Case=Acc\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Ger`, `Case=Acc\|Gender=Fem\|POS=PRON\|PronType=Prs`, `Definite=Def\|Gender=Masc\|Number=Plur\|POS=ADP\|PronType=Art\|Typo=Yes`, `ExtPos=AUX\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Definite=Def\|Gender=Masc\|Number=Plur\|POS=SCONJ\|PronType=Art`, `Case=Dat\|Mood=Ind\|Number=Plur,Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Case=Dat\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=ADP\|PronType=Art\|Typo=Yes`, `ExtPos=AUX\|Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Definite=Ind\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art\|Typo=Yes`, `NumType=Ord\|POS=ADJ`, `Gender=Masc\|POS=NOUN`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Int`, `ExtPos=NOUN\|Gender=Masc\|Number=Sing\|POS=PROPN`, `ExtPos=PROPN\|Gender=Masc\|POS=PROPN`, `Gender=Masc\|POS=PROPN`, `Gender=Fem\|Number=Plur\|POS=DET`, `ExtPos=ADJ\|POS=ADP`, `ExtPos=ADJ\|POS=ADV`, `Gender=Masc\|Number=Plur\|POS=PRON`, `Case=Acc\|Gender=Fem\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Definite=Def\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Art\|Typo=Yes`, `ExtPos=ADP\|Gender=Masc\|Number=Sing\|POS=ADP\|PronType=Dem`, `Gender=Masc\|Number=Sing\|POS=SCONJ\|PronType=Rel`, `Gender=Masc\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `ExtPos=AUX\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Past\|VerbForm=Fin`, `Case=Nom\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `ExtPos=NOUN\|POS=ADV`, `Gender=Fem\|Number=Sing\|POS=ADJ\|Typo=Yes`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Int`, `ExtPos=NOUN\|Gender=Fem\|Number=Plur\|POS=NOUN`, `ExtPos=CCONJ\|Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Dem`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Int`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Number=Plur\|POS=AUX\|Person=1\|VerbForm=Inf`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `ExtPos=ADV\|POS=X`, `Gender=Masc\|Number=Sing\|POS=X`, `POS=NUM`, `ExtPos=NOUN\|NumType=Ord\|POS=NUM`, `Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Case=Dat\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Gender=Fem\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Gender=Fem\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Ger`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Case=Nom\|Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `ExtPos=AUX\|POS=VERB\|VerbForm=Ger`, `ExtPos=AUX\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Case=Acc\|POS=VERB\|PronType=Prs\|VerbForm=Ger`, `Case=Nom\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Emp`, `Number=Plur\|POS=VERB\|Person=1\|VerbForm=Inf`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Neg`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin\|Voice=Pass`, `Case=Acc\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Gender=Masc\|Number=Plur\|POS=ADP\|PronType=Art`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Tot`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Int`, `Case=Acc\|Gender=Fem\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Rel`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Art`, `Case=Acc\|Gender=Fem\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Imp\|VerbForm=Fin`, `ExtPos=NOUN\|NumType=Card\|POS=PART`, `ExtPos=NUM\|Gender=Masc\|NumType=Frac\|Number=Sing\|POS=NUM`, `Gender=Masc\|NumType=Card\|Number=Sing\|POS=NUM`, `Number=Plur\|POS=NOUN`, `Case=Acc\|Gender=Masc\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Definite=Ind\|ExtPos=SCONJ\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `ExtPos=NOUN\|Gender=Fem\|Number=Sing\|POS=PROPN`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Mood=Cnd\|Number=Sing\|POS=AUX\|Person=1\|VerbForm=Fin`, `Case=Acc\|Gender=Masc\|Number=Plur,Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|VerbForm=Inf`, `Gender=Masc\|Number=Plur\|POS=DET\|Poss=Yes\|PronType=Prs`, `Number=Sing\|POS=CCONJ`, `Case=Dat\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Definite=Def\|ExtPos=PROPN\|Gender=Masc\|Number=Sing\|POS=ADP\|PronType=Art`, `Definite=Def\|ExtPos=PROPN\|Gender=Fem\|Number=Sing\|POS=ADP\|PronType=Art`, `Degree=Cmp\|Gender=Fem\|Number=Sing\|POS=ADJ`, `Abbr=Yes\|Gender=Fem\|Number=Plur\|POS=NOUN`, `NumType=Card\|POS=ADP`, `ExtPos=AUX\|Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Definite=Def\|ExtPos=ADV\|Gender=Fem\|Number=Sing\|POS=ADP\|PronType=Art`, `Case=Dat\|Gender=Masc\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Tot`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Tot`, `Gender=Masc\|Number=Sing\|POS=PROPN\|Typo=Yes`, `Gender=Masc\|Number=Sing\|POS=ADP\|PronType=Rel`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pqp\|VerbForm=Fin`, `Abbr=Yes\|ExtPos=PROPN\|Gender=Masc\|Number=Sing\|POS=PROPN`, `NumType=Ord\|POS=NUM`, `Case=Acc\|Gender=Fem\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Ger`, `ExtPos=AUX\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Imp\|VerbForm=Fin`, `Case=Acc\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Imp\|VerbForm=Fin`, `Case=Acc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Nom\|Gender=Masc\|Number=Sing\|POS=SCONJ\|Person=3\|PronType=Prs`, `ExtPos=PROPN\|POS=X`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Fut\|VerbForm=Fin`, `ExtPos=NOUN\|POS=NOUN`, `Number=Sing\|POS=PRON\|PronType=Tot`, `Number=Sing\|POS=DET\|PronType=Rel`, `Case=Dat\|Gender=Fem\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Imp\|VerbForm=Fin`, `Definite=Def\|Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Art`, `POS=PRON\|PronType=Int`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=ADJ\|Typo=Yes`, `Case=Dat\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Ger`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Gender=Masc\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Gender=Masc\|Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `ExtPos=AUX\|Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `ExtPos=AUX\|POS=VERB\|VerbForm=Part`, `ExtPos=AUX\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `ExtPos=AUX\|Mood=Sub\|Number=Plur\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `ExtPos=ADP\|Gender=Masc\|Number=Plur\|POS=DET\|PronType=Dem`, `Number=Plur\|POS=ADJ`, `Definite=Def\|POS=ADP\|PronType=Art`, `Number=Sing\|POS=PRON\|PronType=Ind`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `ExtPos=NOUN\|Gender=Masc\|NumType=Frac\|Number=Sing\|POS=NUM`, `Case=Acc\|Gender=Masc\|Mood=Ind\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Definite=Def\|POS=SCONJ\|PronType=Art`, `Case=Acc\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Gender=Masc\|POS=PRON\|PronType=Ind`, `ExtPos=AUX\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pqp\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pqp\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Case=Dat\|Gender=Masc\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Gender=Fem\|Mood=Ind\|Number=Plur,Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Gender=Masc\|POS=VERB\|PronType=Prs\|VerbForm=Inf`, `Case=Acc\|Gender=Fem\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Fut\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=NOUN\|Voice=Pass`, `Gender=Fem\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Case=Acc\|Gender=Masc\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `ExtPos=AUX\|Mood=Cnd\|Number=Plur\|POS=VERB\|Person=3\|VerbForm=Fin`, `Case=Acc\|Gender=Fem\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Case=Acc\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Fut\|VerbForm=Fin`, `ExtPos=AUX\|Number=Sing\|POS=VERB\|Person=3\|VerbForm=Inf`, `Gender=Masc\|Number=Sing\|POS=PART`, `Number=Plur\|POS=DET\|PronType=Ind`, `Case=Acc\|Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Case=Dat\|Gender=Masc\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Gender=Masc\|Number=Sing\|POS=ADV`, `Case=Dat\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=NOUN\|Typo=Yes`, `Case=Dat\|Gender=Masc\|Number=Sing\|POS=AUX\|Person=3\|PronType=Prs\|VerbForm=Ger`, `NumType=Card\|POS=DET`, `Case=Dat\|Mood=Ind\|Number=Plur,Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Case=Acc\|Mood=Ind\|Number=Plur,Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Gender=Fem\|Mood=Ind\|Number=Plur,Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `ExtPos=AUX\|Number=Plur\|POS=VERB\|Person=3\|VerbForm=Inf`, `Case=Dat\|Gender=Masc\|Mood=Ind\|Number=Plur,Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Imp\|VerbForm=Fin`, `POS=PRON\|PronType=Prs`, `ExtPos=PROPN\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Case=Dat\|Gender=Fem\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Case=Dat\|Gender=Masc\|Mood=Ind\|Number=Plur,Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Case=Acc\|Gender=Masc\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Case=Dat\|Gender=Masc\|Mood=Ind\|Number=Plur,Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=AUX\|Tense=Imp\|VerbForm=Fin`, `ExtPos=ADV\|Gender=Masc\|Number=Sing\|POS=ADP\|PronType=Dem`, `POS=VERB\|VerbForm=Inf\|Voice=Pass`, `Case=Acc\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `ExtPos=AUX\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `POS=PRON\|Person=3\|PronType=Prs\|Reflex=Yes`, `Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Inf`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Number=Sing\|POS=PROPN\|PronType=Art`, `Case=Dat\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Case=Acc\|Gender=Masc\|Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|PronType=Prs\|Tense=Imp\|VerbForm=Fin`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=VERB\|Person=1\|PronType=Prs\|VerbForm=Inf`, `Gender=Fem\|Number=Sing\|POS=ADJ\|PronType=Dem`, `Case=Acc\|Gender=Masc\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Imp\|VerbForm=Fin`, `Case=Acc\|Gender=Masc\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Number=Plur\|POS=AUX\|Person=1\|Tense=Past`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin\|Voice=Pass`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Dem`, `POS=PRON\|PronType=Dem`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=ADV\|Person=3\|PronType=Prs`, `POS=PRON\|PronType=Ind`, `Case=Acc\|Gender=Masc\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Fut\|VerbForm=Fin`, `ExtPos=AUX\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `ExtPos=SCONJ\|Gender=Masc\|Number=Sing\|POS=VERB\|VerbForm=Part`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|Typo=Yes\|VerbForm=Fin`, `Case=Acc\|Gender=Fem\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `ExtPos=NOUN\|Gender=Masc\|Number=Plur\|POS=PROPN`, `Case=Dat\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=ADV\|Typo=Yes`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Rel`, `Gender=Masc\|Number=Sing\|POS=SCONJ`, `Definite=Def\|Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Dem`, `Case=Dat\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Case=Acc\|Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin\|Voice=Pass`, `ExtPos=ADP\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Dem`, `ExtPos=CCONJ\|Gender=Masc\|Number=Sing\|POS=ADP\|PronType=Dem`, `Definite=Def\|POS=DET\|PronType=Art`, `Case=Acc\|Gender=Masc\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Imp\|VerbForm=Fin`, `ExtPos=ADV\|Gender=Masc\|Number=Sing\|POS=ADP`, `ExtPos=AUX\|Gender=Masc\|Number=Sing\|POS=VERB\|VerbForm=Part`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pqp\|VerbForm=Fin`, `Case=Acc,Dat\|Gender=Fem\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Case=Dat\|Gender=Fem\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Case=Acc\|Gender=Fem\|Mood=Ind\|Number=Plur,Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Imp\|VerbForm=Fin`, `Case=Dat\|Gender=Fem\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `POS=DET`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Emp`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Art`, `Case=Acc\|Gender=Masc\|Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Gender=Masc\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Degree=Cmp\|POS=ADJ`, `Gender=Fem\|Number=Plur\|POS=ADP\|PronType=Ind`, `Definite=Def\|ExtPos=SCONJ\|Gender=Fem\|Number=Sing\|POS=SCONJ\|PronType=Art`, `Gender=Masc\|Number=Sing\|POS=NOUN\|Typo=Yes`, `ExtPos=PROPN\|POS=ADV`, `Case=Acc\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `ExtPos=PROPN\|Gender=Fem\|Number=Plur\|POS=NOUN`, `Number=Sing\|POS=VERB\|Person=3\|VerbForm=Inf\|Voice=Pass`, `Case=Acc\|Mood=Ind\|Number=Plur,Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Case=Acc\|Number=Plur\|POS=VERB\|Person=2\|PronType=Prs\|VerbForm=Inf`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Gender=Masc\|Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `NumType=Card\|POS=DET\|PronType=Art`, `Gender=Fem,Masc\|Number=Sing\|POS=PROPN`, `Gender=Fem\|NumType=Card\|Number=Plur\|POS=NUM`, `POS=PRON\|PronType=Neg`, `Gender=Fem\|Number=Sing\|POS=SCONJ\|PronType=Dem`, `ExtPos=AUX\|Gender=Masc\|Number=Plur\|POS=VERB\|VerbForm=Part`, `ExtPos=ADJ\|Gender=Fem\|Number=Sing\|POS=X`, `Gender=Fem\|Number=Plur\|POS=NUM`, `Definite=Def\|Gender=Fem\|Number=Plur\|POS=SCONJ\|PronType=Art`, `Case=Dat\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|NumType=Sets\|Number=Sing\|POS=NUM`, `POS=ADV\|PronType=Rel`, `Gender=Masc\|NumType=Ord\|Number=Plur\|POS=ADJ\|Typo=Yes`, `Foreign=Yes\|POS=NOUN`, `Case=Dat\|Gender=Fem\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Ger`, `Case=Acc\|POS=AUX\|PronType=Prs\|VerbForm=Inf`, `ExtPos=INTJ\|POS=ADV\|Polarity=Neg`, `POS=AUX`, `Gender=Masc\|Number=Plur\|POS=NUM`, `Number=Sing\|POS=DET\|PronType=Ind`, `Number=Plur\|POS=PRON\|PronType=Int`, `Abbr=Yes\|Number=Sing\|POS=PROPN`, `Number=Sing\|POS=VERB\|VerbForm=Part\|Voice=Pass`, `Gender=Fem\|Number=Sing\|POS=DET\|Poss=Yes\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=ADP\|PronType=Ind`, `ExtPos=AUX\|Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Prs`, `Case=Acc\|Gender=Fem\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Definite=Ind\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art\|Typo=Yes`, `Case=Acc\|Gender=Fem\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `ExtPos=AUX\|Mood=Sub\|Number=Sing\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Definite=Ind\|Gender=Fem\|Number=Sing\|POS=SCONJ\|PronType=Art\|Typo=Yes`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=3\|VerbForm=Fin\|Voice=Pass`, `ExtPos=NUM\|NumType=Mult\|POS=NUM`, `ExtPos=AUX\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|POS=VERB\|Tense=Imp\|VerbForm=Fin`, `Case=Acc\|Gender=Masc\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=2\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `NumType=Card\|Number=Plur\|POS=NUM`, `ExtPos=AUX\|Mood=Sub\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Gender=Masc\|Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Case=Acc\|Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=2\|Tense=Fut\|VerbForm=Fin`, `ExtPos=NUM\|NumType=Card\|POS=NUM`, `POS=VERB`, `Case=Acc\|Gender=Masc\|Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|PronType=Prs\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=SCONJ\|PronType=Rel`, `Case=Acc\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=VERB\|Typo=Yes\|VerbForm=Part`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|Typo=Yes\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=ADV\|Polarity=Neg`, `Case=Acc\|Gender=Masc\|Mood=Ind\|Number=Plur,Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Imp\|VerbForm=Fin`, `Case=Acc\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Number=Sing\|POS=VERB\|Person=1\|VerbForm=Inf`, `ExtPos=NOUN\|Number=Sing\|POS=PROPN`, `ExtPos=ADP\|POS=DET`, `ExtPos=ADP\|Gender=Fem\|Number=Sing\|POS=ADP\|PronType=Art`, `Abbr=Yes\|ExtPos=PROPN\|Number=Sing\|POS=PROPN`, `ExtPos=AUX\|Gender=Fem\|Number=Sing\|POS=VERB\|VerbForm=Part`, `ExtPos=SCONJ\|Gender=Fem\|Number=Sing\|POS=ADV\|PronType=Ind`, `Case=Dat\|Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Case=Acc\|Number=Plur\|POS=VERB\|Person=1\|PronType=Prs\|VerbForm=Inf`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Art`, `Case=Dat\|Gender=Fem\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=AUX\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Case=Acc\|Gender=Masc\|Number=Plur,Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `ExtPos=PROPN\|Number=Sing\|POS=ADJ`, `Case=Acc\|Gender=Fem\|Number=Sing\|POS=VERB\|PronType=Prs\|VerbForm=Inf`, `Number=Sing\|POS=DET\|PronType=Tot`, `NumType=Range\|POS=NUM`, `Case=Dat\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|POS=VERB\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|PronType=Rel`, `ExtPos=PROPN\|Gender=Masc\|Number=Plur\|POS=ADJ\|Typo=Yes`, `Definite=Def\|ExtPos=PROPN\|Gender=Masc\|Number=Plur\|POS=DET\|PronType=Art`, `Case=Dat\|Gender=Masc\|Mood=Cnd\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Fin`, `Case=Acc\|Gender=Fem\|Mood=Cnd\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Fin`, `ExtPos=AUX\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Number=Sing\|POS=X`, `ExtPos=NOUN\|POS=PROPN`, `Gender=Masc\|Number=Sing\|POS=NUM`, `Case=Dat\|Gender=Fem\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Case=Acc\|Gender=Fem\|Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Mood=Sub\|Number=Sing\|POS=AUX\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Gender=Masc\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Fut\|VerbForm=Fin`, `Abbr=Yes\|ExtPos=PROPN\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Case=Dat\|Gender=Masc\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Ger`, `Case=Acc\|Gender=Masc\|Number=Plur\|POS=VERB\|Person=1\|PronType=Prs\|VerbForm=Inf`, `Case=Dat\|Gender=Masc\|Mood=Ind\|Number=Plur,Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Gender=Fem\|Mood=Ind\|Number=Plur,Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Case=Acc\|Gender=Fem\|Mood=Ind\|Number=Plur,Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Imp\|VerbForm=Fin`, `Number=Sing\|POS=VERB\|Person=1\|VerbForm=Inf\|Voice=Pass`, `Case=Acc\|Gender=Fem\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Imp\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=SCONJ\|PronType=Dem`, `ExtPos=SCONJ\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `NumType=Frac\|POS=NUM`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Case=Dat\|Gender=Fem\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `POS=ADJ`, `Gender=Fem\|Number=Sing\|POS=ADP\|PronType=Ind`, `Gender=Masc\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|VerbForm=Fin`, `Case=Acc\|Gender=Masc\|Mood=Ind\|Number=Plur,Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `ExtPos=AUX\|Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=ADV\|PronType=Rel`, `ExtPos=NOUN\|NumType=Card\|POS=NUM`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Ind\|Typo=Yes`, `Mood=Cnd\|POS=VERB\|VerbForm=Fin`, `Case=Dat\|Gender=Masc\|Mood=Cnd\|Number=Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin\|Voice=Pass`, `Case=Dat\|Gender=Masc\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Imp\|VerbForm=Fin` |
+| **`parser`** | `ROOT`, `acl`, `acl:relcl`, `advcl`, `advmod`, `amod`, `appos`, `aux`, `aux:pass`, `case`, `cc`, `ccomp`, `compound`, `conj`, `cop`, `csubj`, `dep`, `det`, `discourse`, `expl`, `fixed`, `flat`, `flat:foreign`, `flat:name`, `iobj`, `mark`, `nmod`, `nsubj`, `nsubj:pass`, `nummod`, `obj`, `obl`, `obl:agent`, `parataxis`, `punct`, `xcomp` |
 </details>
 | Type | Score |
 | --- | --- |
+| `ENTS_F` | 0.00 |
+| `ENTS_P` | 0.00 |
+| `ENTS_R` | 0.00 |
+| `ENTS_PER_TYPE` | 0.00 |
+| `TAG_ACC` | 97.82 |
+| `POS_ACC` | 97.81 |
+| `MORPH_ACC` | 96.11 |
+| `LEMMA_ACC` | 97.35 |
+| `DEP_UAS` | 92.84 |
+| `DEP_LAS` | 89.66 |
+| `SENTS_P` | 93.49 |
+| `SENTS_R` | 94.28 |
+| `SENTS_F` | 93.88 |
+| `TRANSFORMER_LOSS` | 1491179.25 |
+| `TAGGER_LOSS` | 34267.19 |
+| `MORPHOLOGIZER_LOSS` | 262113.50 |
+| `TRAINABLE_LEMMATIZER_LOSS` | 174370.37 |
+| `PARSER_LOSS` | 1578298.30 |

config.cfg CHANGED Viewed

@@ -1,6 +1,6 @@
 [paths]
-train = "data-train/train.spacy"
-dev = "data-train/dev.spacy"
 vectors = null
 init_tok2vec = null
@@ -10,7 +10,7 @@ seed = 0
 [nlp]
 lang = "pt"
-pipeline = ["transformer","ner"]
 batch_size = 128
 disabled = []
 before_creation = null
@@ -20,6 +20,23 @@ tokenizer = {"@tokenizers":"spacy.Tokenizer.v1"}
 [components]
 [components.ner]
 factory = "ner"
 incorrect_spans_key = null
@@ -37,6 +54,78 @@ use_upper = false
 nO = null
 [components.ner.model.tok2vec]
 @architectures = "spacy-transformers.TransformerListener.v1"
 grad_factor = 1.0
 pooling = {"@layers":"reduce_mean.v1"}
@@ -84,16 +173,16 @@ augmenter = null
 [training]
 accumulate_gradient = 3
 dev_corpus = "corpora.dev"
 train_corpus = "corpora.train"
 seed = ${system.seed}
 gpu_allocator = ${system.gpu_allocator}
 dropout = 0.1
 patience = 600
-max_epochs = 5
 max_steps = 20000
 eval_frequency = 200
-frozen_components = []
 annotating_components = []
 before_to_disk = null
@@ -106,7 +195,7 @@ get_length = null
 [training.logger]
 @loggers = "spacy.ConsoleLogger.v1"
-progress_bar = true
 [training.optimizer]
 @optimizers = "Adam.v1"
@@ -125,10 +214,21 @@ total_steps = 20000
 initial_rate = 0.00005
 [training.score_weights]
-ents_f = 1.0
 ents_p = 0.0
 ents_r = 0.0
 ents_per_type = null
 [pretraining]

 [paths]
+train = "corpus/pt_bosque-ud-train.spacy"
+dev = "corpus/pt_bosque-ud-dev.spacy"
 vectors = null
 init_tok2vec = null
 [nlp]
 lang = "pt"
+pipeline = ["transformer","ner","tagger","morphologizer","trainable_lemmatizer","parser"]
 batch_size = 128
 disabled = []
 before_creation = null
 [components]
+[components.morphologizer]
+factory = "morphologizer"
+extend = false
+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-transformers.TransformerListener.v1"
+grad_factor = 1.0
+pooling = {"@layers":"reduce_mean.v1"}
+upstream = "*"
 [components.ner]
 factory = "ner"
 incorrect_spans_key = null
 nO = null
 [components.ner.model.tok2vec]
+@architectures = "spacy-transformers.Tok2VecTransformer.v3"
+name = "neuralmind/bert-base-portuguese-cased"
+mixed_precision = false
+pooling = {"@layers":"reduce_mean.v1"}
+grad_factor = 1.0
+[components.ner.model.tok2vec.get_spans]
+@span_getters = "spacy-transformers.strided_spans.v1"
+window = 128
+stride = 96
+[components.ner.model.tok2vec.grad_scaler_config]
+[components.ner.model.tok2vec.tokenizer_config]
+use_fast = true
+[components.ner.model.tok2vec.transformer_config]
+[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 = false
+nO = null
+[components.parser.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 1.0
+pooling = {"@layers":"reduce_mean.v1"}
+upstream = "*"
+[components.tagger]
+factory = "tagger"
+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-transformers.TransformerListener.v1"
+grad_factor = 1.0
+pooling = {"@layers":"reduce_mean.v1"}
+upstream = "*"
+[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-transformers.TransformerListener.v1"
 grad_factor = 1.0
 pooling = {"@layers":"reduce_mean.v1"}
 [training]
 accumulate_gradient = 3
+frozen_components = ["ner"]
 dev_corpus = "corpora.dev"
 train_corpus = "corpora.train"
 seed = ${system.seed}
 gpu_allocator = ${system.gpu_allocator}
 dropout = 0.1
 patience = 600
+max_epochs = 0
 max_steps = 20000
 eval_frequency = 200
 annotating_components = []
 before_to_disk = null
 [training.logger]
 @loggers = "spacy.ConsoleLogger.v1"
+progress_bar = false
 [training.optimizer]
 @optimizers = "Adam.v1"
 initial_rate = 0.00005
 [training.score_weights]
+ents_f = 0.2
 ents_p = 0.0
 ents_r = 0.0
 ents_per_type = null
+tag_acc = 0.2
+pos_acc = 0.1
+morph_acc = 0.1
+morph_per_feat = null
+lemma_acc = 0.2
+dep_uas = 0.1
+dep_las = 0.1
+dep_las_per_type = null
+sents_p = null
+sents_r = null
+sents_f = 0.0
 [pretraining]

meta.json CHANGED Viewed

@@ -24,47 +24,1074 @@
       "MISC",
       "ORG",
       "PER"
     ]
   },
   "pipeline":[
     "transformer",
-    "ner"
   ],
   "components":[
     "transformer",
-    "ner"
   ],
   "disabled":[
   ],
   "performance":{
-    "ents_f":0.9284308531,
-    "ents_p":0.9274830806,
-    "ents_r":0.9293805645,
-    "ents_per_type":{
-      "PER":{
-        "p":0.9586249806,
-        "r":0.9580289134,
-        "f":0.9583268543
-      },
-      "MISC":{
-        "p":0.86921797,
-        "r":0.8651871481,
-        "f":0.8671978752
-      },
-      "ORG":{
-        "p":0.9078893019,
-        "r":0.8949511401,
-        "f":0.9013737954
-      },
-      "LOC":{
-        "p":0.9290119227,
-        "r":0.9358735418,
-        "f":0.932430109
       }
     },
-    "transformer_loss":3305.5840961393,
-    "ner_loss":4227.5388049631
   },
   "requirements":[
     "spacy-transformers>=1.1.8,<1.2.0"

       "MISC",
       "ORG",
       "PER"
+    ],
+    "tagger":[
+      "ADJ",
+      "ADJ_ADJ",
+      "ADJ_NOUN",
+      "ADP",
+      "ADP_ADV",
+      "ADP_DET",
+      "ADP_NUM",
+      "ADP_PRON",
+      "ADP_PROPN",
+      "ADV",
+      "ADV_PRON",
+      "AUX",
+      "AUX_PRON",
+      "CCONJ",
+      "CCONJ_PRON",
+      "DET",
+      "INTJ",
+      "NOUN",
+      "NUM",
+      "PART",
+      "PART_NOUN",
+      "PART_NUM",
+      "PRON",
+      "PROPN",
+      "PROPN_PROPN",
+      "PUNCT",
+      "SCONJ",
+      "SCONJ_DET",
+      "SCONJ_PRON",
+      "SYM",
+      "VERB",
+      "VERB_PRON",
+      "VERB_PRON_PRON",
+      "VERB_SCONJ",
+      "X"
+    ],
+    "morphologizer":[
+      "Gender=Masc|Number=Sing|POS=PROPN",
+      "Definite=Def|Gender=Masc|Number=Sing|POS=ADP|PronType=Art",
+      "Gender=Masc|Number=Sing|POS=NOUN",
+      "Gender=Fem|Number=Sing|POS=PROPN",
+      "ExtPos=PROPN|Gender=Fem|Number=Sing|POS=PROPN",
+      "Number=Sing|POS=PROPN",
+      "Gender=Fem|Number=Sing|POS=VERB|VerbForm=Part",
+      "POS=ADV",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
+      "Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art",
+      "Gender=Masc|Number=Sing|POS=ADJ|Typo=Yes",
+      "POS=PUNCT",
+      "POS=VERB|VerbForm=Ger",
+      "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art",
+      "Gender=Fem|Number=Sing|POS=NOUN",
+      "Gender=Fem|Number=Sing|POS=ADJ",
+      "Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art",
+      "NumType=Card|POS=NUM",
+      "POS=SYM",
+      "Definite=Def|Gender=Masc|Number=Plur|POS=ADP|PronType=Art",
+      "Gender=Masc|Number=Plur|POS=NOUN",
+      "Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art",
+      "ExtPos=PROPN|Gender=Masc|Number=Sing|POS=PROPN",
+      "Gender=Masc|Number=Sing|POS=DET|PronType=Ind",
+      "Gender=Masc|Number=Sing|POS=ADP|PronType=Dem",
+      "Gender=Masc|Number=Sing|POS=PRON|PronType=Rel",
+      "Definite=Def|Gender=Fem|Number=Sing|POS=ADP|PronType=Art",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
+      "POS=CCONJ",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=3|VerbForm=Fin",
+      "POS=SCONJ",
+      "Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "POS=VERB|VerbForm=Inf",
+      "Case=Nom|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "Case=Acc|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
+      "POS=ADV|Polarity=Neg",
+      "Gender=Masc|Number=Sing|POS=PRON|PronType=Dem",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
+      "Gender=Fem|Number=Plur|POS=PRON|PronType=Ind",
+      "Definite=Def|Gender=Fem|Number=Plur|POS=ADP|PronType=Art",
+      "Gender=Fem|Number=Plur|POS=NOUN",
+      "Gender=Masc|Number=Sing|POS=ADJ",
+      "POS=ADP",
+      "Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art",
+      "Gender=Masc|NumType=Ord|Number=Sing|POS=ADJ",
+      "POS=AUX|VerbForm=Inf",
+      "Gender=Fem|Number=Sing|POS=VERB|VerbForm=Part|Voice=Pass",
+      "Gender=Masc|Number=Plur|POS=ADJ",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin",
+      "ExtPos=CCONJ|POS=ADV",
+      "Gender=Masc|Number=Plur|POS=DET|PronType=Ind",
+      "POS=AUX|VerbForm=Ger",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin",
+      "Gender=Fem|Number=Plur|POS=ADJ",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin",
+      "Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art",
+      "Gender=Masc|Number=Plur|POS=VERB|VerbForm=Part",
+      "Mood=Sub|Number=Sing|POS=VERB|Tense=Pres|VerbForm=Fin",
+      "Mood=Cnd|Number=Sing|POS=VERB|Person=3|VerbForm=Fin",
+      "POS=VERB|VerbForm=Part",
+      "Number=Sing|POS=VERB|Person=3|VerbForm=Inf",
+      "ExtPos=NOUN|Gender=Fem|Number=Sing|POS=NOUN",
+      "Gender=Masc|Number=Sing|POS=VERB|VerbForm=Part|Voice=Pass",
+      "Gender=Masc|Number=Sing|POS=DET|PronType=Dem",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin",
+      "Mood=Cnd|Number=Sing|POS=AUX|Person=3|VerbForm=Fin",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin",
+      "ExtPos=ADP|POS=ADV",
+      "Gender=Fem|Number=Plur|POS=DET|PronType=Dem",
+      "ExtPos=AUX|Mood=Ind|Number=Plur|POS=VERB|Person=3|VerbForm=Fin",
+      "Gender=Fem|Number=Plur|POS=PRON|PronType=Dem",
+      "Gender=Fem|Number=Plur|POS=PRON|PronType=Rel",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin",
+      "Gender=Fem|Number=Plur|POS=VERB|VerbForm=Part",
+      "ExtPos=CCONJ|POS=CCONJ",
+      "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin",
+      "Number=Sing|POS=PRON|PronType=Rel",
+      "Gender=Masc|Number=Sing|POS=PRON|PronType=Ind",
+      "Gender=Fem|Number=Sing|POS=DET|PronType=Prs",
+      "Case=Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Gender=Masc|Number=Sing|POS=PRON|PronType=Int",
+      "Gender=Masc|Number=Plur|POS=DET|PronType=Tot",
+      "Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs",
+      "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin",
+      "Mood=Cnd|Number=Sing|POS=VERB|Person=1|VerbForm=Fin",
+      "Gender=Fem|Number=Plur|POS=DET|PronType=Prs",
+      "Mood=Cnd|Number=Plur|POS=VERB|Person=3|VerbForm=Fin",
+      "Gender=Fem|Number=Plur|POS=DET|PronType=Tot",
+      "Gender=Fem|Number=Plur|POS=DET|PronType=Ind",
+      "POS=AUX|VerbForm=Part",
+      "Number=Plur|POS=AUX|Person=3|VerbForm=Inf",
+      "Gender=Fem|Number=Plur|POS=VERB|VerbForm=Part|Voice=Pass",
+      "Gender=Fem|Number=Sing|POS=PRON|PronType=Rel",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
+      "ExtPos=INTJ|POS=AUX",
+      "Number=Sing|POS=DET|PronType=Art",
+      "NumType=Card|Number=Sing|POS=NUM",
+      "ExtPos=PROPN|Gender=Masc|Number=Sing|POS=DET|PronType=Art",
+      "Number=Plur|POS=VERB|Person=3|VerbForm=Inf",
+      "Gender=Fem|Number=Sing|POS=NOUN|Typo=Yes",
+      "ExtPos=SCONJ|Gender=Masc|Number=Sing|POS=ADP|PronType=Dem",
+      "Case=Acc|POS=PRON|PronType=Prs",
+      "Gender=Masc|Number=Plur|POS=DET|PronType=Prs",
+      "Gender=Masc|Number=Sing|POS=DET|PronType=Prs",
+      "Gender=Masc|Number=Plur|POS=PRON|PronType=Rel",
+      "Gender=Masc|Number=Sing|POS=VERB|VerbForm=Part",
+      "Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ",
+      "Number=Plur|POS=PROPN",
+      "Gender=Masc|Number=Plur|POS=PROPN",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=3|VerbForm=Fin",
+      "Gender=Masc|Number=Plur|POS=VERB|VerbForm=Part|Voice=Pass",
+      "Gender=Fem|Number=Sing|POS=DET|PronType=Dem",
+      "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
+      "Gender=Fem|Number=Sing|POS=DET|PronType=Tot",
+      "Gender=Fem|Number=Sing|POS=DET|PronType=Ind",
+      "Gender=Fem|Number=Sing|POS=ADP|PronType=Dem",
+      "ExtPos=SCONJ|POS=ADV",
+      "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin",
+      "ExtPos=PROPN|Number=Sing|POS=PROPN",
+      "Gender=Masc|NumType=Ord|Number=Plur|POS=ADJ",
+      "Abbr=Yes|Gender=Fem|Number=Sing|POS=NOUN",
+      "Abbr=Yes|Gender=Masc|Number=Sing|POS=NOUN",
+      "Gender=Fem|Number=Plur|POS=ADP|PronType=Dem",
+      "Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Definite=Def|Gender=Fem|Number=Sing|POS=SCONJ|PronType=Art",
+      "Number=Sing|POS=AUX|Person=3|VerbForm=Inf",
+      "Case=Nom|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Mood=Cnd|Number=Plur|POS=AUX|Person=3|VerbForm=Fin",
+      "Definite=Def|Gender=Masc|Number=Sing|POS=SCONJ|PronType=Art",
+      "Gender=Masc|Number=Sing|POS=DET|PronType=Tot",
+      "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin",
+      "Case=Acc|Gender=Masc|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf",
+      "Definite=Def|Gender=Masc|Number=Sing|POS=PRON|PronType=Art",
+      "ExtPos=AUX|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin",
+      "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin",
+      "Case=Dat|POS=PRON|PronType=Prs",
+      "Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art|Typo=Yes",
+      "Case=Acc|Gender=Masc|Number=Sing|POS=PRON|PronType=Prs",
+      "Case=Nom|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "Gender=Masc|Number=Plur|POS=NOUN|Typo=Yes",
+      "Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin",
+      "Case=Acc|Gender=Fem|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin",
+      "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
+      "Case=Acc|Gender=Masc|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger",
+      "Case=Dat|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Definite=Def|Gender=Masc|Number=Plur|POS=PRON|PronType=Art",
+      "Gender=Fem|Number=Sing|POS=PRON|PronType=Ind",
+      "Gender=Fem|NumType=Ord|Number=Plur|POS=ADJ",
+      "Definite=Def|ExtPos=ADV|Gender=Fem|Number=Plur|POS=ADP|PronType=Art",
+      "Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=1|PronType=Prs",
+      "Case=Acc|Gender=Fem|Number=Sing|POS=AUX|Person=3|PronType=Prs|VerbForm=Inf",
+      "ExtPos=PROPN|Gender=Fem|Number=Sing|POS=NOUN",
+      "ExtPos=CCONJ|POS=VERB|VerbForm=Ger",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
+      "Case=Acc|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin",
+      "Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "ExtPos=ADV|POS=ADP",
+      "ExtPos=AUX|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
+      "Case=Dat|Mood=Ind|Number=Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Past|VerbForm=Fin",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Past|VerbForm=Fin",
+      "Abbr=Yes|ExtPos=PROPN|Gender=Fem|Number=Sing|POS=PROPN",
+      "Gender=Masc|Number=Sing|POS=DET|PronType=Neg",
+      "Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Case=Acc|Gender=Masc|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger",
+      "ExtPos=SCONJ|POS=SCONJ",
+      "Gender=Masc|Number=Sing|POS=VERB|VerbForm=Inf",
+      "Case=Acc|Number=Sing|POS=PRON|Person=1|PronType=Prs",
+      "Gender=Masc|Number=Plur|POS=PRON|PronType=Ind",
+      "Definite=Ind|Gender=Fem|Number=Sing|POS=ADP|PronType=Art",
+      "Case=Dat|Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin",
+      "Case=Acc|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin|Voice=Pass",
+      "Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art|Typo=Yes",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pqp|VerbForm=Fin",
+      "Degree=Abs|Gender=Masc|Number=Sing|POS=ADJ",
+      "ExtPos=NOUN|Gender=Masc|Number=Sing|POS=NOUN",
+      "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
+      "Gender=Fem|Number=Sing|POS=DET|PronType=Neg",
+      "ExtPos=PROPN|Gender=Fem|Number=Plur|POS=PROPN",
+      "Gender=Fem|Number=Plur|POS=PROPN",
+      "Gender=Fem|Number=Sing|POS=PRON|PronType=Dem",
+      "Gender=Fem|Number=Plur|POS=PRON|PronType=Int",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Past|VerbForm=Fin",
+      "Number=Sing|POS=PRON|PronType=Int",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Past|VerbForm=Fin",
+      "ExtPos=SCONJ|POS=ADP",
+      "Definite=Ind|Gender=Masc|Number=Sing|POS=ADP|PronType=Art",
+      "ExtPos=PROPN|Gender=Fem|Number=Sing|POS=PROPN|PronType=Art",
+      "Mood=Ind|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
+      "ExtPos=NOUN|POS=ADP",
+      "Gender=Masc|NumType=Mult|Number=Sing|POS=NUM",
+      "ExtPos=ADV|POS=ADV",
+      "Gender=Masc|Number=Sing|POS=DET|PronType=Emp",
+      "Gender=Fem|Number=Sing|POS=DET|PronType=Int",
+      "Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin",
+      "ExtPos=NOUN|Gender=Masc|Number=Sing|POS=ADJ",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin",
+      "Case=Acc|Gender=Masc|POS=PRON|PronType=Prs",
+      "Gender=Fem|Number=Sing|POS=DET|PronType=Rel",
+      "ExtPos=NOUN|POS=X",
+      "POS=X",
+      "ExtPos=NOUN|Gender=Masc|Number=Plur|POS=NOUN",
+      "Gender=Masc|Number=Plur|POS=PRON|PronType=Dem",
+      "Gender=Masc|Number=Plur|POS=ADP|PronType=Dem",
+      "Definite=Def|Gender=Masc|Number=Plur|POS=PRON|PronType=Dem",
+      "ExtPos=AUX|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin",
+      "Gender=Masc|Number=Plur|POS=DET|PronType=Dem",
+      "Gender=Fem|Number=Sing|POS=DET|PronType=Emp",
+      "Gender=Masc|Number=Sing|POS=DET",
+      "ExtPos=ADP|POS=ADP",
+      "POS=NOUN",
+      "Gender=Masc|NumType=Ord|Number=Sing|POS=NOUN",
+      "Case=Acc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Gender=Masc|Number=Sing|POS=ADP|PronType=Art",
+      "ExtPos=AUX|Mood=Cnd|Number=Sing|POS=VERB|Person=3|VerbForm=Fin",
+      "Gender=Fem|Number=Plur|POS=ADP|PronType=Art",
+      "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin",
+      "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
+      "Gender=Masc|Number=Plur|POS=DET|PronType=Art",
+      "Case=Acc|Gender=Masc|Number=Sing|POS=VERB|Person=3|PronType=Prs|Typo=Yes|VerbForm=Inf",
+      "Gender=Masc|Number=Plur|POS=PRON|PronType=Tot",
+      "Case=Nom|Gender=Masc|Number=Plur|POS=PRON|Person=1|PronType=Prs",
+      "Gender=Masc|Number=Plur|POS=PRON|Person=1|PronType=Prs",
+      "Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Pqp|VerbForm=Fin",
+      "Case=Acc|Gender=Fem|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Pqp|VerbForm=Fin",
+      "Gender=Masc|Number=Sing|POS=DET|PronType=Art",
+      "Gender=Masc|Number=Sing|POS=ADV|PronType=Ind",
+      "POS=ADV|Typo=Yes",
+      "Abbr=Yes|Gender=Masc|Number=Sing|POS=ADJ",
+      "Gender=Masc|Number=Sing|POS=SCONJ|PronType=Dem",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Past|VerbForm=Fin",
+      "Mood=Sub|Number=Sing|POS=AUX|Tense=Imp|VerbForm=Fin",
+      "Case=Dat|Gender=Masc|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf",
+      "POS=PRON|PronType=Rel",
+      "ExtPos=ADV|Gender=Masc|Number=Sing|POS=ADJ",
+      "Case=Acc|Gender=Fem|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin",
+      "Case=Acc|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "Mood=Sub|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
+      "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin",
+      "Gender=Fem|Number=Sing|POS=ADP|PronType=Art",
+      "Mood=Ind|Number=Sing|POS=VERB|Tense=Imp|VerbForm=Fin",
+      "Case=Dat|Gender=Masc|Number=Sing|POS=PRON|Person=1|PronType=Prs",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pqp|VerbForm=Fin",
+      "Definite=Def|ExtPos=CCONJ|Gender=Masc|Number=Sing|POS=ADP|PronType=Art",
+      "Definite=Def|ExtPos=SCONJ|Gender=Masc|Number=Sing|POS=ADP|PronType=Art",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin",
+      "Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=1|PronType=Prs",
+      "ExtPos=AUX|Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Past|VerbForm=Fin",
+      "Gender=Masc|Number=Plur|POS=ADJ|Voice=Pass",
+      "Number=Sing|POS=ADJ",
+      "ExtPos=ADV|Gender=Masc|Number=Plur|POS=ADP|PronType=Art",
+      "Gender=Fem|Number=Sing|POS=DET",
+      "Case=Acc|Mood=Sub|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin",
+      "Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin",
+      "Mood=Imp|Number=Sing|POS=AUX|Person=2|VerbForm=Fin",
+      "Case=Nom|Gender=Fem|Number=Sing|POS=PRON|Person=1|PronType=Prs",
+      "POS=INTJ",
+      "Number=Sing|POS=NOUN",
+      "Case=Nom|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Degree=Cmp|Gender=Masc|Number=Sing|POS=ADJ",
+      "Case=Nom|Gender=Masc|Number=Sing|POS=PRON|Person=1|PronType=Prs",
+      "ExtPos=ADV|Gender=Masc|Number=Sing|POS=PRON|PronType=Dem",
+      "Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
+      "Mood=Ind|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin",
+      "ExtPos=PROPN|Gender=Masc|Number=Sing|POS=NOUN",
+      "Gender=Fem|Number=Sing|POS=DET|PronType=Art",
+      "Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "ExtPos=AUX|Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin",
+      "Degree=Cmp|POS=ADV",
+      "Case=Acc|Gender=Fem|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf",
+      "Gender=Masc|Number=Sing|POS=AUX|VerbForm=Part",
+      "Case=Acc|Number=Plur|POS=PRON|Person=1|PronType=Prs",
+      "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin",
+      "Case=Acc|Gender=Masc|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf",
+      "Gender=Masc|Number=Sing|POS=DET|PronType=Rel",
+      "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin",
+      "Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Case=Acc|Gender=Fem|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf",
+      "Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin",
+      "Case=Dat|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "ExtPos=CCONJ|POS=ADP",
+      "Definite=Def|Gender=Masc|Number=Sing|POS=PRON|PronType=Rel",
+      "ExtPos=PROPN|Gender=Masc|Number=Sing|POS=PROPN|PronType=Art",
+      "Mood=Cnd|Number=Sing|POS=VERB|Person=3|VerbForm=Fin|Voice=Pass",
+      "POS=DET|PronType=Ind",
+      "Case=Acc|Number=Sing|POS=VERB|Person=1|PronType=Prs|VerbForm=Inf",
+      "ExtPos=NOUN|Gender=Masc|Number=Sing|POS=X",
+      "Case=Acc|POS=VERB|PronType=Prs|VerbForm=Inf",
+      "POS=SCONJ|VerbForm=Ger",
+      "Abbr=Yes|Gender=Masc|Number=Plur|POS=NOUN",
+      "Gender=Masc|NumType=Card|Number=Plur|POS=NUM",
+      "Gender=Masc|Number=Plur|POS=PRON|PronType=Prs",
+      "Gender=Fem|Number=Sing|POS=PRON|PronType=Neg",
+      "ExtPos=PROPN|Gender=Masc|Number=Sing|POS=NUM",
+      "Number=Sing|POS=NUM",
+      "Gender=Masc|Number=Plur|POS=ADJ|Typo=Yes",
+      "Mood=Cnd|Number=Sing|POS=VERB|VerbForm=Fin",
+      "Gender=Masc|Number=Plur|POS=DET",
+      "ExtPos=PROPN|Gender=Masc|Number=Plur|POS=PROPN",
+      "ExtPos=AUX|POS=VERB|VerbForm=Inf",
+      "Definite=Def|Gender=Fem|Number=Sing|POS=PRON|PronType=Dem",
+      "Gender=Masc|Number=Plur|POS=PRON|PronType=Int",
+      "ExtPos=ADJ|POS=X",
+      "Gender=Fem|Number=Sing|POS=X",
+      "Abbr=Yes|Gender=Masc|Number=Sing|POS=PROPN",
+      "Gender=Masc|Number=Sing|POS=PRON",
+      "Number=Sing|POS=ADP",
+      "Definite=Def|Gender=Fem|Number=Plur|POS=ADP|PronType=Art|Typo=Yes",
+      "Gender=Fem|Number=Sing|POS=PRON|PronType=Rel|Typo=Yes",
+      "Case=Dat|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Mood=Sub|Number=Sing|POS=VERB|Tense=Fut|VerbForm=Fin",
+      "Case=Acc|Gender=Masc|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin",
+      "ExtPos=AUX|Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
+      "ExtPos=AUX|Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
+      "Abbr=Yes|Gender=Fem|Number=Sing|POS=PROPN",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin",
+      "Definite=Def|Gender=Masc|Number=Sing|POS=PRON|PronType=Dem",
+      "Case=Acc|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger",
+      "Case=Acc|Gender=Fem|POS=PRON|PronType=Prs",
+      "Definite=Def|Gender=Masc|Number=Plur|POS=ADP|PronType=Art|Typo=Yes",
+      "ExtPos=AUX|Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin",
+      "Definite=Def|Gender=Masc|Number=Plur|POS=SCONJ|PronType=Art",
+      "Case=Dat|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Pres|VerbForm=Fin",
+      "Case=Dat|Number=Sing|POS=PRON|Person=1|PronType=Prs",
+      "Definite=Def|Gender=Fem|Number=Sing|POS=ADP|PronType=Art|Typo=Yes",
+      "ExtPos=AUX|Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin",
+      "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art|Typo=Yes",
+      "NumType=Ord|POS=ADJ",
+      "Gender=Masc|POS=NOUN",
+      "Gender=Fem|Number=Plur|POS=DET|PronType=Int",
+      "ExtPos=NOUN|Gender=Masc|Number=Sing|POS=PROPN",
+      "ExtPos=PROPN|Gender=Masc|POS=PROPN",
+      "Gender=Masc|POS=PROPN",
+      "Gender=Fem|Number=Plur|POS=DET",
+      "ExtPos=ADJ|POS=ADP",
+      "ExtPos=ADJ|POS=ADV",
+      "Gender=Masc|Number=Plur|POS=PRON",
+      "Case=Acc|Gender=Fem|Mood=Ind|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin",
+      "Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art|Typo=Yes",
+      "ExtPos=ADP|Gender=Masc|Number=Sing|POS=ADP|PronType=Dem",
+      "Gender=Masc|Number=Sing|POS=SCONJ|PronType=Rel",
+      "Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part",
+      "ExtPos=AUX|Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Past|VerbForm=Fin",
+      "Case=Nom|Number=Plur|POS=PRON|Person=1|PronType=Prs",
+      "ExtPos=NOUN|POS=ADV",
+      "Gender=Fem|Number=Sing|POS=ADJ|Typo=Yes",
+      "Gender=Masc|Number=Sing|POS=DET|PronType=Int",
+      "ExtPos=NOUN|Gender=Fem|Number=Plur|POS=NOUN",
+      "ExtPos=CCONJ|Gender=Masc|Number=Sing|POS=PRON|PronType=Dem",
+      "Gender=Fem|Number=Sing|POS=PRON|PronType=Int",
+      "Gender=Masc|Number=Sing|POS=PRON|PronType=Prs",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin",
+      "Number=Plur|POS=AUX|Person=1|VerbForm=Inf",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin",
+      "ExtPos=ADV|POS=X",
+      "Gender=Masc|Number=Sing|POS=X",
+      "POS=NUM",
+      "ExtPos=NOUN|NumType=Ord|POS=NUM",
+      "Number=Sing|POS=PRON|Person=1|PronType=Prs",
+      "Case=Dat|Gender=Fem|Number=Sing|POS=PRON|Person=1|PronType=Prs",
+      "Gender=Fem|Number=Sing|POS=PRON|Person=1|PronType=Prs",
+      "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
+      "Case=Acc|Gender=Fem|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin",
+      "Case=Nom|Number=Plur|POS=PRON|Person=2|PronType=Prs",
+      "ExtPos=AUX|POS=VERB|VerbForm=Ger",
+      "ExtPos=AUX|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin",
+      "Case=Acc|POS=VERB|PronType=Prs|VerbForm=Ger",
+      "Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "Number=Plur|POS=PRON|Person=1|PronType=Prs",
+      "Gender=Masc|Number=Plur|POS=DET|PronType=Emp",
+      "Number=Plur|POS=VERB|Person=1|VerbForm=Inf",
+      "Gender=Masc|Number=Sing|POS=PRON|PronType=Neg",
+      "Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin|Voice=Pass",
+      "Case=Acc|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf",
+      "Gender=Masc|Number=Plur|POS=ADP|PronType=Art",
+      "Gender=Masc|Number=Sing|POS=PRON|PronType=Tot",
+      "Gender=Masc|Number=Plur|POS=DET|PronType=Int",
+      "Case=Acc|Gender=Fem|Mood=Ind|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Fin",
+      "Gender=Fem|Number=Plur|POS=DET|PronType=Rel",
+      "Gender=Fem|Number=Plur|POS=DET|PronType=Art",
+      "Case=Acc|Gender=Fem|Mood=Ind|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin",
+      "ExtPos=NOUN|NumType=Card|POS=PART",
+      "ExtPos=NUM|Gender=Masc|NumType=Frac|Number=Sing|POS=NUM",
+      "Gender=Masc|NumType=Card|Number=Sing|POS=NUM",
+      "Number=Plur|POS=NOUN",
+      "Case=Acc|Gender=Masc|Mood=Ind|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin",
+      "Definite=Ind|ExtPos=SCONJ|Gender=Fem|Number=Sing|POS=DET|PronType=Art",
+      "ExtPos=NOUN|Gender=Fem|Number=Sing|POS=PROPN",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin",
+      "Mood=Cnd|Number=Sing|POS=AUX|Person=1|VerbForm=Fin",
+      "Case=Acc|Gender=Masc|Number=Plur,Sing|POS=VERB|Person=1,3|PronType=Prs|VerbForm=Inf",
+      "Gender=Masc|Number=Plur|POS=DET|Poss=Yes|PronType=Prs",
+      "Number=Sing|POS=CCONJ",
+      "Case=Dat|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin",
+      "Definite=Def|ExtPos=PROPN|Gender=Masc|Number=Sing|POS=ADP|PronType=Art",
+      "Definite=Def|ExtPos=PROPN|Gender=Fem|Number=Sing|POS=ADP|PronType=Art",
+      "Degree=Cmp|Gender=Fem|Number=Sing|POS=ADJ",
+      "Abbr=Yes|Gender=Fem|Number=Plur|POS=NOUN",
+      "NumType=Card|POS=ADP",
+      "ExtPos=AUX|Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
+      "Definite=Def|ExtPos=ADV|Gender=Fem|Number=Sing|POS=ADP|PronType=Art",
+      "Case=Dat|Gender=Masc|Number=Plur|POS=PRON|Person=1|PronType=Prs",
+      "Gender=Fem|Number=Sing|POS=PRON|PronType=Tot",
+      "Gender=Fem|Number=Plur|POS=PRON|PronType=Tot",
+      "Gender=Masc|Number=Sing|POS=PROPN|Typo=Yes",
+      "Gender=Masc|Number=Sing|POS=ADP|PronType=Rel",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pqp|VerbForm=Fin",
+      "Abbr=Yes|ExtPos=PROPN|Gender=Masc|Number=Sing|POS=PROPN",
+      "NumType=Ord|POS=NUM",
+      "Case=Acc|Gender=Fem|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger",
+      "ExtPos=AUX|Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
+      "Case=Acc|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin",
+      "Case=Acc|Mood=Ind|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin",
+      "Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "Case=Nom|Gender=Masc|Number=Sing|POS=SCONJ|Person=3|PronType=Prs",
+      "ExtPos=PROPN|POS=X",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin",
+      "ExtPos=NOUN|POS=NOUN",
+      "Number=Sing|POS=PRON|PronType=Tot",
+      "Number=Sing|POS=DET|PronType=Rel",
+      "Case=Dat|Gender=Fem|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin",
+      "Definite=Def|Gender=Fem|Number=Plur|POS=PRON|PronType=Art",
+      "POS=PRON|PronType=Int",
+      "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Past|VerbForm=Fin",
+      "Gender=Fem|Number=Plur|POS=ADJ|Typo=Yes",
+      "Case=Dat|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger",
+      "Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
+      "Case=Acc|Gender=Masc|Mood=Ind|Number=Plur|POS=VERB|Person=1|PronType=Prs|Tense=Pres|VerbForm=Fin",
+      "Case=Acc|Gender=Masc|Mood=Sub|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin",
+      "ExtPos=AUX|Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin",
+      "ExtPos=AUX|POS=VERB|VerbForm=Part",
+      "ExtPos=AUX|Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
+      "ExtPos=AUX|Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin",
+      "ExtPos=ADP|Gender=Masc|Number=Plur|POS=DET|PronType=Dem",
+      "Number=Plur|POS=ADJ",
+      "Definite=Def|POS=ADP|PronType=Art",
+      "Number=Sing|POS=PRON|PronType=Ind",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin",
+      "ExtPos=NOUN|Gender=Masc|NumType=Frac|Number=Sing|POS=NUM",
+      "Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|POS=PRON|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin",
+      "Definite=Def|POS=SCONJ|PronType=Art",
+      "Case=Acc|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin",
+      "Gender=Masc|POS=PRON|PronType=Ind",
+      "ExtPos=AUX|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pqp|VerbForm=Fin",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pqp|VerbForm=Fin",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin",
+      "Case=Dat|Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin",
+      "Case=Acc|Gender=Fem|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin",
+      "Case=Acc|Gender=Masc|POS=VERB|PronType=Prs|VerbForm=Inf",
+      "Case=Acc|Gender=Fem|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Fut|VerbForm=Fin",
+      "Gender=Masc|Number=Plur|POS=NOUN|Voice=Pass",
+      "Gender=Fem|Number=Plur|POS=PRON|Person=1|PronType=Prs",
+      "Case=Acc|Gender=Masc|Mood=Ind|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin",
+      "ExtPos=AUX|Mood=Cnd|Number=Plur|POS=VERB|Person=3|VerbForm=Fin",
+      "Case=Acc|Gender=Fem|Mood=Ind|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin",
+      "Case=Acc|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Fut|VerbForm=Fin",
+      "ExtPos=AUX|Number=Sing|POS=VERB|Person=3|VerbForm=Inf",
+      "Gender=Masc|Number=Sing|POS=PART",
+      "Number=Plur|POS=DET|PronType=Ind",
+      "Case=Acc|Mood=Ind|Number=Sing|POS=AUX|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin",
+      "Case=Dat|Gender=Masc|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf",
+      "Gender=Masc|Number=Sing|POS=ADV",
+      "Case=Dat|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin",
+      "Gender=Fem|Number=Plur|POS=NOUN|Typo=Yes",
+      "Case=Dat|Gender=Masc|Number=Sing|POS=AUX|Person=3|PronType=Prs|VerbForm=Ger",
+      "NumType=Card|POS=DET",
+      "Case=Dat|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Past|VerbForm=Fin",
+      "Case=Acc|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Pres|VerbForm=Fin",
+      "Case=Acc|Mood=Ind|Number=Sing|POS=VERB|Person=1|PronType=Prs|Tense=Past|VerbForm=Fin",
+      "Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=2|PronType=Prs",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin",
+      "Case=Acc|Mood=Ind|Number=Plur|POS=VERB|Person=1|PronType=Prs|Tense=Pres|VerbForm=Fin",
+      "Case=Acc|Gender=Fem|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin",
+      "ExtPos=AUX|Number=Plur|POS=VERB|Person=3|VerbForm=Inf",
+      "Case=Dat|Gender=Masc|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin",
+      "POS=PRON|PronType=Prs",
+      "ExtPos=PROPN|Gender=Masc|Number=Plur|POS=NOUN",
+      "Case=Dat|Gender=Fem|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf",
+      "Case=Dat|Gender=Masc|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin",
+      "Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Past|VerbForm=Fin",
+      "Case=Dat|Gender=Masc|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Past|VerbForm=Fin",
+      "Mood=Ind|Number=Sing|POS=AUX|Tense=Imp|VerbForm=Fin",
+      "ExtPos=ADV|Gender=Masc|Number=Sing|POS=ADP|PronType=Dem",
+      "POS=VERB|VerbForm=Inf|Voice=Pass",
+      "Case=Acc|Mood=Ind|Number=Plur|POS=VERB|Person=1|PronType=Prs|Tense=Past|VerbForm=Fin",
+      "ExtPos=AUX|Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin",
+      "POS=PRON|Person=3|PronType=Prs|Reflex=Yes",
+      "Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Inf",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin",
+      "Gender=Masc|Number=Sing|POS=PRON|Person=1|PronType=Prs",
+      "Number=Sing|POS=PROPN|PronType=Art",
+      "Case=Dat|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf",
+      "Case=Acc|Gender=Masc|Mood=Ind|Number=Plur|POS=AUX|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin",
+      "Case=Acc|Gender=Masc|Number=Sing|POS=VERB|Person=1|PronType=Prs|VerbForm=Inf",
+      "Gender=Fem|Number=Sing|POS=ADJ|PronType=Dem",
+      "Case=Acc|Gender=Masc|Mood=Ind|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin",
+      "Case=Acc|Gender=Masc|Number=Plur|POS=PRON|Person=1|PronType=Prs",
+      "Number=Plur|POS=AUX|Person=1|Tense=Past",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin|Voice=Pass",
+      "Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Dem",
+      "POS=PRON|PronType=Dem",
+      "Case=Acc|Gender=Masc|Number=Sing|POS=ADV|Person=3|PronType=Prs",
+      "POS=PRON|PronType=Ind",
+      "Case=Acc|Gender=Masc|Mood=Ind|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Fut|VerbForm=Fin",
+      "ExtPos=AUX|Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin",
+      "ExtPos=SCONJ|Gender=Masc|Number=Sing|POS=VERB|VerbForm=Part",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|Typo=Yes|VerbForm=Fin",
+      "Case=Acc|Gender=Fem|Mood=Ind|Number=Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Past|VerbForm=Fin",
+      "ExtPos=NOUN|Gender=Masc|Number=Plur|POS=PROPN",
+      "Case=Dat|Mood=Ind|Number=Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Pres|VerbForm=Fin",
+      "Gender=Masc|Number=Sing|POS=ADV|Typo=Yes",
+      "Gender=Masc|Number=Plur|POS=DET|PronType=Rel",
+      "Gender=Masc|Number=Sing|POS=SCONJ",
+      "Definite=Def|Gender=Fem|Number=Plur|POS=PRON|PronType=Dem",
+      "Case=Dat|Number=Plur|POS=PRON|Person=1|PronType=Prs",
+      "Case=Acc|Mood=Ind|Number=Sing|POS=AUX|Person=1|PronType=Prs|Tense=Pres|VerbForm=Fin",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin|Voice=Pass",
+      "ExtPos=ADP|Gender=Fem|Number=Plur|POS=DET|PronType=Dem",
+      "ExtPos=CCONJ|Gender=Masc|Number=Sing|POS=ADP|PronType=Dem",
+      "Definite=Def|POS=DET|PronType=Art",
+      "Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin",
+      "ExtPos=ADV|Gender=Masc|Number=Sing|POS=ADP",
+      "ExtPos=AUX|Gender=Masc|Number=Sing|POS=VERB|VerbForm=Part",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pqp|VerbForm=Fin",
+      "Case=Acc,Dat|Gender=Fem|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin",
+      "Case=Dat|Gender=Fem|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin",
+      "Case=Acc|Gender=Fem|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin",
+      "Case=Dat|Gender=Fem|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin",
+      "POS=DET",
+      "Gender=Fem|Number=Plur|POS=DET|PronType=Emp",
+      "Definite=Def|Gender=Fem|Number=Sing|POS=PRON|PronType=Art",
+      "Case=Acc|Gender=Masc|Mood=Sub|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin",
+      "Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=1|PronType=Prs|Tense=Pres|VerbForm=Fin",
+      "Degree=Cmp|POS=ADJ",
+      "Gender=Fem|Number=Plur|POS=ADP|PronType=Ind",
+      "Definite=Def|ExtPos=SCONJ|Gender=Fem|Number=Sing|POS=SCONJ|PronType=Art",
+      "Gender=Masc|Number=Sing|POS=NOUN|Typo=Yes",
+      "ExtPos=PROPN|POS=ADV",
+      "Case=Acc|Mood=Ind|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin",
+      "ExtPos=PROPN|Gender=Fem|Number=Plur|POS=NOUN",
+      "Number=Sing|POS=VERB|Person=3|VerbForm=Inf|Voice=Pass",
+      "Case=Acc|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Past|VerbForm=Fin",
+      "Case=Acc|Number=Plur|POS=VERB|Person=2|PronType=Prs|VerbForm=Inf",
+      "Mood=Sub|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin",
+      "Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|POS=AUX|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin",
+      "NumType=Card|POS=DET|PronType=Art",
+      "Gender=Fem,Masc|Number=Sing|POS=PROPN",
+      "Gender=Fem|NumType=Card|Number=Plur|POS=NUM",
+      "POS=PRON|PronType=Neg",
+      "Gender=Fem|Number=Sing|POS=SCONJ|PronType=Dem",
+      "ExtPos=AUX|Gender=Masc|Number=Plur|POS=VERB|VerbForm=Part",
+      "ExtPos=ADJ|Gender=Fem|Number=Sing|POS=X",
+      "Gender=Fem|Number=Plur|POS=NUM",
+      "Definite=Def|Gender=Fem|Number=Plur|POS=SCONJ|PronType=Art",
+      "Case=Dat|Mood=Ind|Number=Plur|POS=VERB|Person=1|PronType=Prs|Tense=Pres|VerbForm=Fin",
+      "Gender=Masc|NumType=Sets|Number=Sing|POS=NUM",
+      "POS=ADV|PronType=Rel",
+      "Gender=Masc|NumType=Ord|Number=Plur|POS=ADJ|Typo=Yes",
+      "Foreign=Yes|POS=NOUN",
+      "Case=Dat|Gender=Fem|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger",
+      "Case=Acc|POS=AUX|PronType=Prs|VerbForm=Inf",
+      "ExtPos=INTJ|POS=ADV|Polarity=Neg",
+      "POS=AUX",
+      "Gender=Masc|Number=Plur|POS=NUM",
+      "Number=Sing|POS=DET|PronType=Ind",
+      "Number=Plur|POS=PRON|PronType=Int",
+      "Abbr=Yes|Number=Sing|POS=PROPN",
+      "Number=Sing|POS=VERB|VerbForm=Part|Voice=Pass",
+      "Gender=Fem|Number=Sing|POS=DET|Poss=Yes|PronType=Prs",
+      "Gender=Masc|Number=Plur|POS=ADP|PronType=Ind",
+      "ExtPos=AUX|Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
+      "Gender=Fem|Number=Sing|POS=PRON|PronType=Prs",
+      "Case=Acc|Gender=Fem|Mood=Ind|Number=Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Pres|VerbForm=Fin",
+      "Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art|Typo=Yes",
+      "Case=Acc|Gender=Fem|Mood=Ind|Number=Sing|POS=VERB|Person=1|PronType=Prs|Tense=Past|VerbForm=Fin",
+      "ExtPos=AUX|Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin",
+      "Definite=Ind|Gender=Fem|Number=Sing|POS=SCONJ|PronType=Art|Typo=Yes",
+      "Mood=Cnd|Number=Plur|POS=VERB|Person=3|VerbForm=Fin|Voice=Pass",
+      "ExtPos=NUM|NumType=Mult|POS=NUM",
+      "ExtPos=AUX|Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin",
+      "Mood=Ind|POS=VERB|Tense=Imp|VerbForm=Fin",
+      "Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=2|PronType=Prs|Tense=Past|VerbForm=Fin",
+      "Number=Plur|POS=PRON|Person=2|PronType=Prs",
+      "NumType=Card|Number=Plur|POS=NUM",
+      "ExtPos=AUX|Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
+      "Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|POS=AUX|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin",
+      "Case=Acc|Mood=Sub|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin",
+      "ExtPos=NUM|NumType=Card|POS=NUM",
+      "POS=VERB",
+      "Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|POS=AUX|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin",
+      "Gender=Fem|Number=Sing|POS=SCONJ|PronType=Rel",
+      "Case=Acc|Mood=Ind|Number=Plur|POS=VERB|Person=1,3|PronType=Prs|Tense=Pres|VerbForm=Fin",
+      "Gender=Masc|Number=Sing|POS=VERB|Typo=Yes|VerbForm=Part",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|Typo=Yes|VerbForm=Fin",
+      "Gender=Masc|Number=Sing|POS=ADV|Polarity=Neg",
+      "Case=Acc|Gender=Masc|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin",
+      "Case=Acc|Mood=Ind|Number=Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Past|VerbForm=Fin",
+      "Number=Sing|POS=VERB|Person=1|VerbForm=Inf",
+      "ExtPos=NOUN|Number=Sing|POS=PROPN",
+      "ExtPos=ADP|POS=DET",
+      "ExtPos=ADP|Gender=Fem|Number=Sing|POS=ADP|PronType=Art",
+      "Abbr=Yes|ExtPos=PROPN|Number=Sing|POS=PROPN",
+      "ExtPos=AUX|Gender=Fem|Number=Sing|POS=VERB|VerbForm=Part",
+      "ExtPos=SCONJ|Gender=Fem|Number=Sing|POS=ADV|PronType=Ind",
+      "Case=Dat|Number=Plur|POS=PRON|Person=2|PronType=Prs",
+      "Case=Acc|Number=Plur|POS=VERB|Person=1|PronType=Prs|VerbForm=Inf",
+      "Gender=Fem|Number=Plur|POS=PRON|PronType=Art",
+      "Case=Dat|Gender=Fem|Mood=Ind|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin",
+      "Case=Acc|Gender=Masc|Number=Sing|POS=AUX|Person=3|PronType=Prs|VerbForm=Inf",
+      "Case=Acc|Gender=Masc|Number=Plur,Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf",
+      "ExtPos=PROPN|Number=Sing|POS=ADJ",
+      "Case=Acc|Gender=Fem|Number=Sing|POS=VERB|PronType=Prs|VerbForm=Inf",
+      "Number=Sing|POS=DET|PronType=Tot",
+      "NumType=Range|POS=NUM",
+      "Case=Dat|Mood=Ind|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin",
+      "Mood=Sub|POS=VERB|Tense=Pres|VerbForm=Fin",
+      "Number=Plur|POS=PRON|PronType=Rel",
+      "ExtPos=PROPN|Gender=Masc|Number=Plur|POS=ADJ|Typo=Yes",
+      "Definite=Def|ExtPos=PROPN|Gender=Masc|Number=Plur|POS=DET|PronType=Art",
+      "Case=Dat|Gender=Masc|Mood=Cnd|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Fin",
+      "Case=Acc|Gender=Fem|Mood=Cnd|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Fin",
+      "ExtPos=AUX|Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin",
+      "Number=Sing|POS=X",
+      "ExtPos=NOUN|POS=PROPN",
+      "Gender=Masc|Number=Sing|POS=NUM",
+      "Case=Dat|Gender=Fem|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf",
+      "Case=Acc|Gender=Fem|Mood=Ind|Number=Sing|POS=AUX|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin",
+      "Case=Acc|Mood=Sub|Number=Sing|POS=AUX|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin",
+      "Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Fut|VerbForm=Fin",
+      "Abbr=Yes|ExtPos=PROPN|Gender=Fem|Number=Sing|POS=NOUN",
+      "Case=Dat|Gender=Masc|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger",
+      "Case=Acc|Gender=Masc|Number=Plur|POS=VERB|Person=1|PronType=Prs|VerbForm=Inf",
+      "Case=Dat|Gender=Masc|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Pres|VerbForm=Fin",
+      "Case=Acc|Gender=Fem|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Past|VerbForm=Fin",
+      "Case=Acc|Gender=Fem|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Imp|VerbForm=Fin",
+      "Number=Sing|POS=VERB|Person=1|VerbForm=Inf|Voice=Pass",
+      "Case=Acc|Gender=Fem|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin",
+      "Gender=Masc|Number=Plur|POS=SCONJ|PronType=Dem",
+      "ExtPos=SCONJ|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
+      "NumType=Frac|POS=NUM",
+      "Gender=Masc|Number=Sing|POS=PRON|Person=2|PronType=Prs",
+      "Case=Dat|Gender=Fem|Mood=Ind|Number=Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Pres|VerbForm=Fin",
+      "POS=ADJ",
+      "Gender=Fem|Number=Sing|POS=ADP|PronType=Ind",
+      "Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=3|VerbForm=Fin",
+      "Case=Acc|Gender=Masc|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin",
+      "ExtPos=AUX|Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin",
+      "Gender=Fem|Number=Sing|POS=ADV|PronType=Rel",
+      "ExtPos=NOUN|NumType=Card|POS=NUM",
+      "Gender=Fem|Number=Plur|POS=DET|PronType=Ind|Typo=Yes",
+      "Mood=Cnd|POS=VERB|VerbForm=Fin",
+      "Case=Dat|Gender=Masc|Mood=Cnd|Number=Sing|POS=VERB|Person=1,3|PronType=Prs|VerbForm=Fin",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin|Voice=Pass",
+      "Case=Dat|Gender=Masc|Mood=Ind|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin"
+    ],
+    "parser":[
+      "ROOT",
+      "acl",
+      "acl:relcl",
+      "advcl",
+      "advmod",
+      "amod",
+      "appos",
+      "aux",
+      "aux:pass",
+      "case",
+      "cc",
+      "ccomp",
+      "compound",
+      "conj",
+      "cop",
+      "csubj",
+      "dep",
+      "det",
+      "discourse",
+      "expl",
+      "fixed",
+      "flat",
+      "flat:foreign",
+      "flat:name",
+      "iobj",
+      "mark",
+      "nmod",
+      "nsubj",
+      "nsubj:pass",
+      "nummod",
+      "obj",
+      "obl",
+      "obl:agent",
+      "parataxis",
+      "punct",
+      "xcomp"
     ]
   },
   "pipeline":[
     "transformer",
+    "ner",
+    "tagger",
+    "morphologizer",
+    "trainable_lemmatizer",
+    "parser"
   ],
   "components":[
     "transformer",
+    "ner",
+    "tagger",
+    "morphologizer",
+    "trainable_lemmatizer",
+    "parser"
   ],
   "disabled":[
   ],
   "performance":{
+    "ents_f":0.0,
+    "ents_p":0.0,
+    "ents_r":0.0,
+    "ents_per_type":0.0,
+    "tag_acc":0.9782369668,
+    "pos_acc":0.9780853081,
+    "morph_acc":0.9611192205,
+    "morph_per_feat":{
+      "Gender":{
+        "p":0.9746983547,
+        "r":0.9692408377,
+        "f":0.9719619353
+      },
+      "Number":{
+        "p":0.9930643508,
+        "r":0.9882367063,
+        "f":0.990644647
+      },
+      "Mood":{
+        "p":0.9958805355,
+        "r":0.9933230611,
+        "f":0.9946001543
+      },
+      "Person":{
+        "p":0.981671882,
+        "r":0.9821109123,
+        "f":0.9818913481
+      },
+      "Tense":{
+        "p":0.9855227882,
+        "r":0.9828877005,
+        "f":0.9842034806
+      },
+      "VerbForm":{
+        "p":0.9849529781,
+        "r":0.9877397045,
+        "f":0.9863443729
+      },
+      "Definite":{
+        "p":0.9958137101,
+        "r":0.9960743261,
+        "f":0.995944001
+      },
+      "PronType":{
+        "p":0.9911554385,
+        "r":0.9904099285,
+        "f":0.9907825433
+      },
+      "Polarity":{
+        "p":0.9890710383,
+        "r":0.9890710383,
+        "f":0.9890710383
+      },
+      "NumType":{
+        "p":0.9625585023,
+        "r":0.9670846395,
+        "f":0.9648162627
+      },
+      "Voice":{
+        "p":0.9342723005,
+        "r":0.9476190476,
+        "f":0.9408983452
+      },
+      "ExtPos":{
+        "p":0.9263721553,
+        "r":0.9022164276,
+        "f":0.9141347424
+      },
+      "Case":{
+        "p":0.9390243902,
+        "r":0.9565217391,
+        "f":0.9476923077
+      },
+      "Abbr":{
+        "p":0.8571428571,
+        "r":0.7058823529,
+        "f":0.7741935484
+      },
+      "Typo":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "Degree":{
+        "p":0.5,
+        "r":0.5,
+        "f":0.5
+      }
+    },
+    "lemma_acc":0.9735006445,
+    "dep_uas":0.9283559578,
+    "dep_las":0.8965578424,
+    "dep_las_per_type":{
+      "nsubj":{
+        "p":0.9385964912,
+        "r":0.9351784414,
+        "f":0.9368843488
+      },
+      "cop":{
+        "p":0.9088319088,
+        "r":0.9140401146,
+        "f":0.9114285714
+      },
+      "root":{
+        "p":0.933107536,
+        "r":0.9402730375,
+        "f":0.9366765831
+      },
+      "case":{
+        "p":0.9755434783,
+        "r":0.9816057668,
+        "f":0.9785652336
+      },
+      "nmod":{
+        "p":0.8611224908,
+        "r":0.867877787,
+        "f":0.8644869422
+      },
+      "advmod":{
+        "p":0.8336956522,
+        "r":0.8274002157,
+        "f":0.8305360043
+      },
+      "csubj":{
+        "p":0.8,
+        "r":0.5454545455,
+        "f":0.6486486486
+      },
+      "mark":{
+        "p":0.9114906832,
+        "r":0.9016897081,
+        "f":0.9065637066
+      },
+      "det":{
+        "p":0.9831136738,
+        "r":0.9819004525,
+        "f":0.9825066886
+      },
+      "amod":{
+        "p":0.9290843806,
+        "r":0.9110915493,
+        "f":0.92
+      },
+      "flat:name":{
+        "p":0.9408450704,
+        "r":0.9277777778,
+        "f":0.9342657343
+      },
+      "nummod":{
+        "p":0.963898917,
+        "r":0.9175257732,
+        "f":0.9401408451
+      },
+      "fixed":{
+        "p":0.8279569892,
+        "r":0.8105263158,
+        "f":0.8191489362
+      },
+      "nsubj:pass":{
+        "p":0.958677686,
+        "r":0.8656716418,
+        "f":0.9098039216
+      },
+      "aux:pass":{
+        "p":0.9754601227,
+        "r":0.9814814815,
+        "f":0.9784615385
+      },
+      "xcomp":{
+        "p":0.9065934066,
+        "r":0.8549222798,
+        "f":0.88
+      },
+      "obl:agent":{
+        "p":0.8941176471,
+        "r":0.9620253165,
+        "f":0.9268292683
+      },
+      "parataxis":{
+        "p":0.5072463768,
+        "r":0.4964539007,
+        "f":0.5017921147
+      },
+      "acl":{
+        "p":0.7202216066,
+        "r":0.7926829268,
+        "f":0.7547169811
+      },
+      "obj":{
+        "p":0.8793242156,
+        "r":0.8973727422,
+        "f":0.8882568062
+      },
+      "appos":{
+        "p":0.7304147465,
+        "r":0.7788697789,
+        "f":0.7538644471
+      },
+      "conj":{
+        "p":0.7839721254,
+        "r":0.78125,
+        "f":0.7826086957
+      },
+      "cc":{
+        "p":0.9320241692,
+        "r":0.9306184012,
+        "f":0.9313207547
+      },
+      "obl":{
+        "p":0.7620689655,
+        "r":0.7594501718,
+        "f":0.760757315
+      },
+      "advcl":{
+        "p":0.6708860759,
+        "r":0.673015873,
+        "f":0.6719492868
+      },
+      "acl:relcl":{
+        "p":0.7763157895,
+        "r":0.7866666667,
+        "f":0.7814569536
+      },
+      "expl":{
+        "p":0.9178082192,
+        "r":0.8815789474,
+        "f":0.8993288591
+      },
+      "ccomp":{
+        "p":0.8757763975,
+        "r":0.8197674419,
+        "f":0.8468468468
+      },
+      "flat":{
+        "p":0.9552238806,
+        "r":0.9846153846,
+        "f":0.9696969697
+      },
+      "aux":{
+        "p":0.96875,
+        "r":0.9465648855,
+        "f":0.9575289575
+      },
+      "iobj":{
+        "p":0.5714285714,
+        "r":0.5901639344,
+        "f":0.5806451613
+      },
+      "orphan":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "list":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "compound":{
+        "p":0.9047619048,
+        "r":0.4318181818,
+        "f":0.5846153846
+      },
+      "vocative":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "discourse":{
+        "p":0.8,
+        "r":0.5714285714,
+        "f":0.6666666667
+      },
+      "expl:pass":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "flat:foreign":{
+        "p":0.8,
+        "r":0.7272727273,
+        "f":0.7619047619
+      },
+      "dep":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "dislocated":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
       }
     },
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