Adriane Boyd commited on
Commit
a6b8354
1 Parent(s): 91f7f10

Update spaCy pipeline

Browse files
.gitattributes CHANGED
@@ -19,3 +19,4 @@
19
  *strings.json filter=lfs diff=lfs merge=lfs -text
20
  vectors filter=lfs diff=lfs merge=lfs -text
21
  model filter=lfs diff=lfs merge=lfs -text
 
 
19
  *strings.json filter=lfs diff=lfs merge=lfs -text
20
  vectors filter=lfs diff=lfs merge=lfs -text
21
  model filter=lfs diff=lfs merge=lfs -text
22
+ vocab/key2row filter=lfs diff=lfs merge=lfs -text
README.md CHANGED
@@ -14,62 +14,62 @@ model-index:
14
  metrics:
15
  - name: NER Precision
16
  type: precision
17
- value: 0.8938754685
18
  - name: NER Recall
19
  type: recall
20
- value: 0.8964438234
21
  - name: NER F Score
22
  type: f_score
23
- value: 0.8951578037
24
  - task:
25
  name: TAG
26
  type: token-classification
27
  metrics:
28
  - name: TAG (XPOS) Accuracy
29
  type: accuracy
30
- value: 0.8960221925
31
  - task:
32
  name: POS
33
  type: token-classification
34
  metrics:
35
  - name: POS (UPOS) Accuracy
36
  type: accuracy
37
- value: 0.9697329965
38
  - task:
39
  name: MORPH
40
  type: token-classification
41
  metrics:
42
  - name: Morph (UFeats) Accuracy
43
  type: accuracy
44
- value: 0.9587873985
45
  - task:
46
  name: LEMMA
47
  type: token-classification
48
  metrics:
49
  - name: Lemma Accuracy
50
  type: accuracy
51
- value: 0.9692437225
52
  - task:
53
  name: UNLABELED_DEPENDENCIES
54
  type: token-classification
55
  metrics:
56
  - name: Unlabeled Attachment Score (UAS)
57
  type: f_score
58
- value: 0.8991586954
59
  - task:
60
  name: LABELED_DEPENDENCIES
61
  type: token-classification
62
  metrics:
63
  - name: Labeled Attachment Score (LAS)
64
  type: f_score
65
- value: 0.8580154431
66
  - task:
67
  name: SENTS
68
  type: token-classification
69
  metrics:
70
  - name: Sentences F-Score
71
  type: f_score
72
- value: 0.9517812097
73
  ---
74
  ### Details: https://spacy.io/models/pt#pt_core_news_md
75
 
@@ -78,8 +78,8 @@ Portuguese pipeline optimized for CPU. Components: tok2vec, morphologizer, parse
78
  | Feature | Description |
79
  | --- | --- |
80
  | **Name** | `pt_core_news_md` |
81
- | **Version** | `3.3.0` |
82
- | **spaCy** | `>=3.3.0.dev0,<3.4.0` |
83
  | **Default Pipeline** | `tok2vec`, `morphologizer`, `parser`, `lemmatizer`, `attribute_ruler`, `ner` |
84
  | **Components** | `tok2vec`, `morphologizer`, `parser`, `lemmatizer`, `senter`, `attribute_ruler`, `ner` |
85
  | **Vectors** | 500000 keys, 20000 unique vectors (300 dimensions) |
@@ -91,11 +91,11 @@ Portuguese pipeline optimized for CPU. Components: tok2vec, morphologizer, parse
91
 
92
  <details>
93
 
94
- <summary>View label scheme (589 labels for 3 components)</summary>
95
 
96
  | Component | Labels |
97
  | --- | --- |
98
- | **`morphologizer`** | `Definite=Ind\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Masc\|Number=Sing\|POS=NOUN`, `Gender=Masc\|Number=Sing\|POS=ADJ`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Masc\|Number=Sing\|POS=PROPN`, `Number=Sing\|POS=PROPN`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=NOUN`, `Definite=Def\|POS=ADP\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=NOUN`, `Gender=Fem\|Number=Sing\|POS=ADJ`, `POS=PUNCT`, `NumType=Card\|POS=NUM`, `POS=ADV`, `Gender=Fem\|Number=Plur\|POS=ADJ`, `Gender=Fem\|Number=Plur\|POS=NOUN`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=ADP\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=PROPN`, `Gender=Fem\|Number=Sing\|POS=VERB\|VerbForm=Part`, `POS=ADP`, `POS=PRON\|PronType=Rel`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `POS=SCONJ`, `POS=VERB\|VerbForm=Inf`, `Definite=Def\|Gender=Masc\|Number=Plur\|POS=DET\|PronType=Art`, `Gender=Masc\|Number=Plur\|POS=ADJ`, `POS=CCONJ`, `Definite=Def\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Art`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Definite=Ind\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Ind`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Definite=Def\|Gender=Masc\|Number=Plur\|POS=ADP\|PronType=Art`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Rel`, `Gender=Fem\|Number=Sing\|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=DET\|PronType=Art`, `POS=X`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Dem`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Ind`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Tot`, `Case=Acc\|Gender=Masc\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Number=Sing\|POS=CCONJ`, `Gender=Masc\|Number=Sing\|POS=VERB\|VerbForm=Part`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Dem`, `Case=Acc\|Gender=Masc\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Dem`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Rel`, `Case=Acc\|Gender=Fem\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Ind`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Prs`, `Case=Acc\|Gender=Masc\|Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=NOUN`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `POS=AUX\|VerbForm=Inf`, `Gender=Fem\|Number=Plur\|POS=VERB\|VerbForm=Part\|Voice=Pass`, `Case=Nom\|Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=ADP\|PronType=Dem`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Dem`, `POS=VERB\|VerbForm=Ger`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=VERB\|VerbForm=Part\|Voice=Pass`, `Gender=Masc\|Number=Plur\|POS=PROPN`, `Number=Plur\|POS=AUX\|Person=3\|VerbForm=Inf`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Dem`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Ind`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Art`, `POS=VERB\|VerbForm=Part`, `Gender=Masc\|NumType=Ord\|Number=Sing\|POS=ADJ`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Dem`, `Definite=Ind\|Gender=Fem\|Number=Sing\|POS=ADP\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Rel`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=ADP\|PronType=Art`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `Case=Acc\|Gender=Masc\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=VERB\|VerbForm=Part\|Voice=Pass`, `Case=Dat\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Case=Nom\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Gender=Fem\|NumType=Ord\|Number=Plur\|POS=ADJ`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Ind`, `Gender=Masc\|NumType=Ord\|Number=Plur\|POS=ADJ`, `Case=Acc\|Gender=Masc\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `NumType=Ord\|POS=ADJ`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Dem`, `Case=Acc\|Gender=Fem\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Ind`, `Number=Plur\|POS=ADJ`, `Gender=Fem\|Number=Sing\|POS=VERB\|VerbForm=Part\|Voice=Pass`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=SCONJ\|PronType=Dem`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Tot`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Ind`, `Gender=Masc\|Number=Plur\|POS=VERB\|VerbForm=Part`, `Gender=Fem\|Number=Plur\|POS=VERB\|VerbForm=Part`, `Gender=Masc\|NumType=Mult\|Number=Sing\|POS=NUM`, `Number=Sing\|POS=PRON\|PronType=Ind`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `Case=Acc\|Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=3\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Rel`, `Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Tot`, `Gender=Masc\|Number=Sing\|POS=PROPN\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Prs`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Number=Sing\|POS=VERB\|Person=3\|VerbForm=Inf`, `Case=Nom\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Past\|VerbForm=Fin`, `Case=Nom\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Acc\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Mood=Cnd\|Number=Sing\|POS=AUX\|Person=3\|VerbForm=Fin`, `POS=AUX\|VerbForm=Part`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Ind`, `Case=Nom\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Past\|VerbForm=Fin`, `Case=Nom\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Number=Sing\|POS=PRON\|PronType=Rel`, `Number=Sing\|POS=DET\|PronType=Art`, `Definite=Def\|Gender=Fem\|Number=Plur\|POS=ADP\|PronType=Art`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Gender=Masc\|NumType=Frac\|Number=Sing\|POS=NUM`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Case=Acc\|Gender=Masc\|Mood=Ind\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=ADP\|PronType=Dem`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Art`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Gender=Fem\|NumType=Ord\|Number=Sing\|POS=ADJ`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Number=Plur\|POS=VERB\|Person=3\|VerbForm=Inf`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=SCONJ\|PronType=Art`, `Definite=Def\|POS=SCONJ\|PronType=Art`, `Gender=Masc\|Number=Plur\|POS=ADP\|PronType=Art`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pqp\|VerbForm=Fin`, `Case=Acc\|Gender=Masc\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Dem`, `Gender=Fem\|Number=Plur\|POS=PROPN`, `Case=Acc\|POS=PRON\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|VerbForm=Fin`, `POS=AUX`, `Case=Acc\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=ADP\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=ADP\|PronType=Art`, `POS=INTJ`, `Case=Acc\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Number=Sing\|POS=PRON\|PronType=Int`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Rel`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Emp`, `Case=Acc\|Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|POS=PRON\|PronType=Ind`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Rel`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Definite=Ind\|Gender=Masc\|Number=Sing\|POS=ADP\|PronType=Art`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pqp\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=2\|Tense=Past\|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\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Acc\|Gender=Masc\|POS=VERB\|PronType=Prs\|VerbForm=Inf`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Case=Acc\|Gender=Fem\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Fut\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Emp`, `Case=Acc\|Gender=Fem\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Gender=Masc\|Number=Plur\|POS=NOUN\|Voice=Pass`, `Gender=Fem\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Tot`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Case=Acc\|Gender=Fem\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Int`, `Case=Acc\|POS=VERB\|PronType=Prs\|VerbForm=Ger`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Dem`, `Case=Acc\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Imp\|VerbForm=Fin`, `Number=Sing\|POS=ADJ`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=1\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Tot`, `Gender=Masc\|Number=Plur\|POS=ADP\|PronType=Dem`, `Case=Acc\|Gender=Masc\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=3\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Acc\|Gender=Fem\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Number=Sing\|POS=AUX\|Person=3\|VerbForm=Inf`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Int`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Int`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Int`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Int`, `Gender=Masc\|Number=Sing\|POS=NUM`, `Number=Sing\|POS=NOUN`, `Case=Acc\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Fut\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=ADP\|PronType=Art`, `Gender=Fem\|Number=Plur\|POS=ADP\|PronType=Dem`, `Case=Dat\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=PART`, `Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `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`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Rel`, `Case=Dat\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Case=Dat\|Gender=Masc\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Neg`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Case=Dat\|Gender=Masc\|Number=Sing\|POS=AUX\|Person=3\|PronType=Prs\|VerbForm=Ger`, `NumType=Card\|POS=DET`, `Number=Plur\|POS=VERB\|Person=1\|VerbForm=Inf`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Int`, `Mood=Cnd\|Number=Plur\|POS=AUX\|Person=3\|VerbForm=Fin`, `Gender=Masc\|POS=ADJ`, `POS=NOUN`, `POS=AUX\|VerbForm=Ger`, `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`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Case=Acc\|Gender=Fem\|Number=Sing\|POS=AUX\|Person=3\|PronType=Prs\|VerbForm=Inf`, `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=Dat\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=SCONJ\|PronType=Art`, `Case=Acc\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Case=Dat\|Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=DET`, `Case=Acc\|Gender=Fem\|Mood=Ind\|Number=Plur,Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Art`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|VerbForm=Fin`, `Case=Dat\|Gender=Masc\|Mood=Ind\|Number=Plur,Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Imp\|VerbForm=Fin`, `Case=Dat\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Emp`, `POS=PRON\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=DET`, `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`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Tot`, `Definite=Def\|POS=DET\|PronType=Art`, `Case=Acc\|Gender=Masc\|POS=PRON\|PronType=Prs`, `POS=VERB\|VerbForm=Fin`, `Gender=Masc\|NumType=Card\|Number=Sing\|POS=NUM`, `Definite=Def\|Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Art`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Neg`, `POS=VERB\|VerbForm=Inf\|Voice=Pass`, `Case=Acc\|Gender=Fem\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Ger`, `Case=Acc\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=AUX\|VerbForm=Part`, `Case=Acc\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `POS=PRON\|Person=3\|PronType=Prs\|Reflex=Yes`, `Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Inf`, `Case=Dat\|Gender=Masc\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `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`, `Case=Acc\|Gender=Fem\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pqp\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `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=Fem\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Case=Acc\|Gender=Masc\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Number=Plur\|POS=AUX\|Person=1\|Tense=Past`, `Case=Nom\|Gender=Masc\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Past\|VerbForm=Fin`, `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`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Neg`, `POS=PRON\|PronType=Dem`, `Gender=Masc\|Number=Sing\|POS=DET`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=ADV\|Person=3\|PronType=Prs`, `Case=Acc\|Gender=Fem\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Ger`, `POS=PRON\|PronType=Ind`, `Case=Acc\|Gender=Masc\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Fut\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Tot`, `Case=Dat\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Acc\|POS=VERB\|PronType=Prs\|VerbForm=Inf`, `Case=Acc\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=X`, `Case=Nom\|Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Acc\|Gender=Fem\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Case=Nom\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Dat\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Rel`, `Gender=Masc\|Number=Sing\|POS=SCONJ`, `Gender=Masc\|Number=Sing\|POS=PRON`, `Gender=Fem\|POS=DET\|PronType=Dem`, `Gender=Masc\|Number=Plur\|POS=NUM`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Ger`, `Definite=Def\|Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Dem`, `Case=Dat\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `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`, `Case=Dat\|Gender=Masc\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Case=Acc\|Gender=Masc\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Imp\|VerbForm=Fin`, `POS=ADP\|PronType=Dem`, `Definite=Def\|Gender=Fem\|POS=ADP\|PronType=Art`, `POS=ADP\|PronType=Art`, `Gender=Masc\|Number=Sing\|POS=ADP`, `Gender=Masc\|Number=Sing\|POS=ADP\|Person=3\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pqp\|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`, `Mood=Ind\|Number=Sing\|POS=VERB\|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=Dat\|Mood=Ind\|Number=Plur,Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=AUX\|Person=1\|VerbForm=Inf`, `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`, `Case=Dat\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Definite=Def\|Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Dem`, `Case=Acc\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Number=Sing\|POS=VERB\|Person=3\|VerbForm=Inf\|Voice=Pass`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `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`, `Gender=Fem,Masc\|Number=Sing\|POS=PROPN`, `POS=PRON\|PronType=Int`, `Gender=Fem\|Number=Plur\|POS=NUM`, `POS=PRON\|PronType=Neg`, `Gender=Fem\|Number=Sing\|POS=SCONJ\|PronType=Dem`, `POS=SYM`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pqp\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=X`, `Case=Dat\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|NumType=Sets\|Number=Sing\|POS=NUM`, `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`, `Case=Acc\|Gender=Masc\|Mood=Ind\|Number=Plur,Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Number=Sing\|POS=DET\|PronType=Ind`, `Case=Nom\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Number=Plur\|POS=PRON\|PronType=Int`, `Definite=Def\|Gender=Masc\|Number=Plur\|POS=SCONJ\|PronType=Art`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Prs`, `Number=Sing\|POS=VERB\|VerbForm=Part\|Voice=Pass`, `Case=Acc\|Gender=Fem\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Imp\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=ADP\|PronType=Ind`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Past\|VerbForm=Fin`, `Case=Acc\|Gender=Fem\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Case=Nom\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Case=Acc\|Gender=Fem\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Definite=Ind\|Gender=Fem\|Number=Sing\|POS=SCONJ\|PronType=Art`, `Number=Sing\|POS=VERB`, `Number=Sing\|POS=DET`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=3\|VerbForm=Fin\|Voice=Pass`, `NumType=Mult\|POS=NUM`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Neg`, `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`, `Case=Acc\|Gender=Masc\|Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Case=Acc\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Ger`, `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`, `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=Fem\|Number=Sing\|POS=DET\|PronType=Int`, `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`, `Case=Acc\|Number=Sing\|POS=VERB\|Person=1\|PronType=Prs\|VerbForm=Inf`, `Number=Sing\|POS=VERB\|Person=1\|VerbForm=Inf`, `Definite=Def\|Gender=Masc\|POS=ADP\|PronType=Art`, `Gender=Masc\|POS=NOUN`, `Gender=Masc\|NumType=Ord\|Number=Sing\|POS=NOUN`, `Definite=Def\|Gender=Fem\|Number=Plur\|POS=SCONJ\|PronType=Art`, `POS=ADJ`, `Gender=Fem\|Number=Sing\|POS=ADV\|PronType=Ind`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Prs`, `Case=Dat\|Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Case=Acc\|Number=Plur\|POS=VERB\|Person=1\|PronType=Prs\|VerbForm=Inf`, `Number=Sing\|POS=PRON\|PronType=Tot`, `Number=Sing\|POS=DET\|PronType=Rel`, `Gender=Fem\|Number=Plur\|POS=VERB`, `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`, `Case=Acc\|Gender=Fem\|Number=Sing\|POS=VERB\|PronType=Prs\|VerbForm=Inf`, `Number=Sing\|POS=DET\|PronType=Tot`, `Case=Acc\|Gender=Masc\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Ger`, `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`, `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`, `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`, `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`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Int`, `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`, `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`, `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`, `Mood=Imp\|Number=Sing\|POS=VERB\|Person=2\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=ADV\|PronType=Rel`, `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`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=ADP\|PronType=Ind`, `Case=Acc\|Gender=Fem\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf\|Voice=Pass`, `POS=VERB\|VerbForm=Part\|Voice=Pass`, `Case=Dat\|Mood=Cnd\|Number=Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin\|Voice=Pass`, `Number=Sing\|POS=X`, `POS=PROPN`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=1\|VerbForm=Fin`, `Case=Acc\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Case=Dat\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Acc\|Gender=Fem\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin\|Voice=Pass`, `Gender=Masc\|Number=Sing\|POS=ADV\|PronType=Int`, `Case=Dat\|Mood=Ind\|Number=Sing\|POS=AUX\|Person=1,3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Case=Acc\|Gender=Masc\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Fin\|Voice=Pass`, `Case=Acc\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin\|Voice=Pass`, `Case=Dat\|Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Acc,Dat\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Int`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pqp\|VerbForm=Fin`, `Case=Acc\|Gender=Masc\|POS=AUX\|PronType=Prs\|VerbForm=Ger`, `Case=Acc\|Gender=Fem\|POS=AUX\|PronType=Prs\|VerbForm=Ger`, `Case=Acc\|Gender=Fem\|Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin\|Voice=Pass`, `Case=Dat\|Number=Plur\|POS=VERB\|Person=1\|PronType=Prs\|VerbForm=Inf`, `Case=Acc\|Gender=Masc\|Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin\|Voice=Pass`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=AUX\|Person=3\|PronType=Prs\|VerbForm=Ger`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Case=Acc\|Mood=Ind\|Number=Plur,Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Prs`, `Gender=Fem\|Number=Plur\|POS=X`, `Definite=Def\|Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Rel`, `Definite=Ind\|Gender=Fem\|POS=DET\|PronType=Art`, `Case=Acc\|Gender=Fem\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin\|Voice=Pass`, `Mood=Ind\|Number=Sing\|POS=VERB\|Tense=Pqp\|VerbForm=Fin`, `Case=Dat\|Gender=Masc\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Sing\|POS=VERB\|Tense=Pres\|VerbForm=Fin`, `Number=Sing\|POS=NUM`, `Number=Plur\|POS=PROPN`, `Case=Dat\|POS=PRON\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=VERB`, `Case=Acc\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin\|Voice=Pass`, `Definite=Def\|Number=Sing\|POS=DET\|PronType=Art`, _(truncated: full list in pipeline meta)_ |
99
  | **`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` |
100
  | **`ner`** | `LOC`, `MISC`, `ORG`, `PER` |
101
 
@@ -109,18 +109,18 @@ Portuguese pipeline optimized for CPU. Components: tok2vec, morphologizer, parse
109
  | `TOKEN_P` | 99.88 |
110
  | `TOKEN_R` | 99.95 |
111
  | `TOKEN_F` | 99.92 |
112
- | `POS_ACC` | 96.97 |
113
- | `MORPH_ACC` | 95.88 |
114
- | `MORPH_MICRO_P` | 98.16 |
115
- | `MORPH_MICRO_R` | 97.77 |
116
- | `MORPH_MICRO_F` | 97.97 |
117
- | `SENTS_P` | 94.04 |
118
- | `SENTS_R` | 96.35 |
119
- | `SENTS_F` | 95.18 |
120
- | `DEP_UAS` | 89.92 |
121
- | `DEP_LAS` | 85.80 |
122
- | `LEMMA_ACC` | 96.92 |
123
- | `TAG_ACC` | 89.60 |
124
- | `ENTS_P` | 89.39 |
125
- | `ENTS_R` | 89.64 |
126
- | `ENTS_F` | 89.52 |
 
14
  metrics:
15
  - name: NER Precision
16
  type: precision
17
+ value: 0.8956672035
18
  - name: NER Recall
19
  type: recall
20
+ value: 0.8974475036
21
  - name: NER F Score
22
  type: f_score
23
+ value: 0.8965564698
24
  - task:
25
  name: TAG
26
  type: token-classification
27
  metrics:
28
  - name: TAG (XPOS) Accuracy
29
  type: accuracy
30
+ value: 0.8961656594
31
  - task:
32
  name: POS
33
  type: token-classification
34
  metrics:
35
  - name: POS (UPOS) Accuracy
36
  type: accuracy
37
+ value: 0.9702764292
38
  - task:
39
  name: MORPH
40
  type: token-classification
41
  metrics:
42
  - name: Morph (UFeats) Accuracy
43
  type: accuracy
44
+ value: 0.9565561995
45
  - task:
46
  name: LEMMA
47
  type: token-classification
48
  metrics:
49
  - name: Lemma Accuracy
50
  type: accuracy
51
+ value: 0.9704323709
52
  - task:
53
  name: UNLABELED_DEPENDENCIES
54
  type: token-classification
55
  metrics:
56
  - name: Unlabeled Attachment Score (UAS)
57
  type: f_score
58
+ value: 0.9010773751
59
  - task:
60
  name: LABELED_DEPENDENCIES
61
  type: token-classification
62
  metrics:
63
  - name: Labeled Attachment Score (LAS)
64
  type: f_score
65
+ value: 0.8627722088
66
  - task:
67
  name: SENTS
68
  type: token-classification
69
  metrics:
70
  - name: Sentences F-Score
71
  type: f_score
72
+ value: 0.9412168385
73
  ---
74
  ### Details: https://spacy.io/models/pt#pt_core_news_md
75
 
 
78
  | Feature | Description |
79
  | --- | --- |
80
  | **Name** | `pt_core_news_md` |
81
+ | **Version** | `3.4.0` |
82
+ | **spaCy** | `>=3.4.0,<3.5.0` |
83
  | **Default Pipeline** | `tok2vec`, `morphologizer`, `parser`, `lemmatizer`, `attribute_ruler`, `ner` |
84
  | **Components** | `tok2vec`, `morphologizer`, `parser`, `lemmatizer`, `senter`, `attribute_ruler`, `ner` |
85
  | **Vectors** | 500000 keys, 20000 unique vectors (300 dimensions) |
 
91
 
92
  <details>
93
 
94
+ <summary>View label scheme (590 labels for 3 components)</summary>
95
 
96
  | Component | Labels |
97
  | --- | --- |
98
+ | **`morphologizer`** | `Definite=Ind\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Masc\|Number=Sing\|POS=NOUN`, `Gender=Masc\|Number=Sing\|POS=ADJ`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Masc\|Number=Sing\|POS=PROPN`, `Number=Sing\|POS=PROPN`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=NOUN`, `Definite=Def\|POS=ADP\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=NOUN`, `Gender=Fem\|Number=Sing\|POS=ADJ`, `POS=PUNCT`, `NumType=Card\|POS=NUM`, `POS=ADV`, `Gender=Fem\|Number=Plur\|POS=ADJ`, `Gender=Fem\|Number=Plur\|POS=NOUN`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=ADP\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=PROPN`, `Gender=Fem\|Number=Sing\|POS=VERB\|VerbForm=Part`, `POS=ADP`, `POS=PRON\|PronType=Rel`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `POS=SCONJ`, `POS=VERB\|VerbForm=Inf`, `Definite=Def\|Gender=Masc\|Number=Plur\|POS=DET\|PronType=Art`, `Gender=Masc\|Number=Plur\|POS=ADJ`, `POS=CCONJ`, `Definite=Def\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Art`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Definite=Ind\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Ind`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Definite=Def\|Gender=Masc\|Number=Plur\|POS=ADP\|PronType=Art`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Rel`, `Gender=Fem\|Number=Sing\|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=DET\|PronType=Art`, `POS=X`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Dem`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Ind`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Tot`, `Case=Acc\|Gender=Masc\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Number=Sing\|POS=CCONJ`, `Gender=Masc\|Number=Sing\|POS=VERB\|VerbForm=Part`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Dem`, `Case=Acc\|Gender=Masc\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Dem`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Rel`, `Case=Acc\|Gender=Fem\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Ind`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Prs`, `Case=Acc\|Gender=Masc\|Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=NOUN`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `POS=AUX\|VerbForm=Inf`, `Gender=Fem\|Number=Plur\|POS=VERB\|VerbForm=Part\|Voice=Pass`, `Case=Nom\|Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=ADP\|PronType=Dem`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Dem`, `POS=VERB\|VerbForm=Ger`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=VERB\|VerbForm=Part\|Voice=Pass`, `Gender=Masc\|Number=Plur\|POS=PROPN`, `Number=Plur\|POS=AUX\|Person=3\|VerbForm=Inf`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Dem`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Ind`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Art`, `POS=VERB\|VerbForm=Part`, `Gender=Masc\|NumType=Ord\|Number=Sing\|POS=ADJ`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Dem`, `Definite=Ind\|Gender=Fem\|Number=Sing\|POS=ADP\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Rel`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=ADP\|PronType=Art`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `Case=Acc\|Gender=Masc\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=VERB\|VerbForm=Part\|Voice=Pass`, `Case=Dat\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Case=Nom\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Gender=Fem\|NumType=Ord\|Number=Plur\|POS=ADJ`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Ind`, `Gender=Masc\|NumType=Ord\|Number=Plur\|POS=ADJ`, `Case=Acc\|Gender=Masc\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `NumType=Ord\|POS=ADJ`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Dem`, `Case=Acc\|Gender=Fem\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Ind`, `Number=Plur\|POS=ADJ`, `Gender=Fem\|Number=Sing\|POS=VERB\|VerbForm=Part\|Voice=Pass`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=SCONJ\|PronType=Dem`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Tot`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Ind`, `Gender=Masc\|Number=Plur\|POS=VERB\|VerbForm=Part`, `Gender=Fem\|Number=Plur\|POS=VERB\|VerbForm=Part`, `Gender=Masc\|NumType=Mult\|Number=Sing\|POS=NUM`, `Number=Sing\|POS=PRON\|PronType=Ind`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `Case=Acc\|Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=3\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Rel`, `Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Tot`, `Gender=Masc\|Number=Sing\|POS=PROPN\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Prs`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Number=Sing\|POS=VERB\|Person=3\|VerbForm=Inf`, `Case=Nom\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Past\|VerbForm=Fin`, `Case=Nom\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Acc\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Mood=Cnd\|Number=Sing\|POS=AUX\|Person=3\|VerbForm=Fin`, `POS=AUX\|VerbForm=Part`, `POS=SPACE`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Ind`, `Case=Nom\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Past\|VerbForm=Fin`, `Case=Nom\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Number=Sing\|POS=PRON\|PronType=Rel`, `Number=Sing\|POS=DET\|PronType=Art`, `Definite=Def\|Gender=Fem\|Number=Plur\|POS=ADP\|PronType=Art`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Gender=Masc\|NumType=Frac\|Number=Sing\|POS=NUM`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Case=Acc\|Gender=Masc\|Mood=Ind\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=ADP\|PronType=Dem`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Art`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Gender=Fem\|NumType=Ord\|Number=Sing\|POS=ADJ`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Number=Plur\|POS=VERB\|Person=3\|VerbForm=Inf`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=SCONJ\|PronType=Art`, `Definite=Def\|POS=SCONJ\|PronType=Art`, `Gender=Masc\|Number=Plur\|POS=ADP\|PronType=Art`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pqp\|VerbForm=Fin`, `Case=Acc\|Gender=Masc\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Dem`, `Gender=Fem\|Number=Plur\|POS=PROPN`, `Case=Acc\|POS=PRON\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|VerbForm=Fin`, `POS=AUX`, `Case=Acc\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=ADP\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=ADP\|PronType=Art`, `POS=INTJ`, `Case=Acc\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Number=Sing\|POS=PRON\|PronType=Int`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Rel`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Emp`, `Case=Acc\|Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|POS=PRON\|PronType=Ind`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Rel`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Definite=Ind\|Gender=Masc\|Number=Sing\|POS=ADP\|PronType=Art`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pqp\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=2\|Tense=Past\|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\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Acc\|Gender=Masc\|POS=VERB\|PronType=Prs\|VerbForm=Inf`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Case=Acc\|Gender=Fem\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Fut\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Emp`, `Case=Acc\|Gender=Fem\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Gender=Masc\|Number=Plur\|POS=NOUN\|Voice=Pass`, `Gender=Fem\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Tot`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Case=Acc\|Gender=Fem\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Int`, `Case=Acc\|POS=VERB\|PronType=Prs\|VerbForm=Ger`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Dem`, `Case=Acc\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Imp\|VerbForm=Fin`, `Number=Sing\|POS=ADJ`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=1\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Tot`, `Gender=Masc\|Number=Plur\|POS=ADP\|PronType=Dem`, `Case=Acc\|Gender=Masc\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=3\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Acc\|Gender=Fem\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Number=Sing\|POS=AUX\|Person=3\|VerbForm=Inf`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Int`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Int`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Int`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Int`, `Gender=Masc\|Number=Sing\|POS=NUM`, `Number=Sing\|POS=NOUN`, `Case=Acc\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Fut\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=ADP\|PronType=Art`, `Gender=Fem\|Number=Plur\|POS=ADP\|PronType=Dem`, `Case=Dat\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=PART`, `Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `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`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Rel`, `Case=Dat\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Case=Dat\|Gender=Masc\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Neg`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Case=Dat\|Gender=Masc\|Number=Sing\|POS=AUX\|Person=3\|PronType=Prs\|VerbForm=Ger`, `NumType=Card\|POS=DET`, `Number=Plur\|POS=VERB\|Person=1\|VerbForm=Inf`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Int`, `Mood=Cnd\|Number=Plur\|POS=AUX\|Person=3\|VerbForm=Fin`, `Gender=Masc\|POS=ADJ`, `POS=NOUN`, `POS=AUX\|VerbForm=Ger`, `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`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Case=Acc\|Gender=Fem\|Number=Sing\|POS=AUX\|Person=3\|PronType=Prs\|VerbForm=Inf`, `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=Dat\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=SCONJ\|PronType=Art`, `Case=Acc\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Case=Dat\|Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=DET`, `Case=Acc\|Gender=Fem\|Mood=Ind\|Number=Plur,Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Art`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|VerbForm=Fin`, `Case=Dat\|Gender=Masc\|Mood=Ind\|Number=Plur,Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Imp\|VerbForm=Fin`, `Case=Dat\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Emp`, `POS=PRON\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=DET`, `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`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Tot`, `Definite=Def\|POS=DET\|PronType=Art`, `Case=Acc\|Gender=Masc\|POS=PRON\|PronType=Prs`, `POS=VERB\|VerbForm=Fin`, `Gender=Masc\|NumType=Card\|Number=Sing\|POS=NUM`, `Definite=Def\|Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Art`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Neg`, `POS=VERB\|VerbForm=Inf\|Voice=Pass`, `Case=Acc\|Gender=Fem\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Ger`, `Case=Acc\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=AUX\|VerbForm=Part`, `Case=Acc\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `POS=PRON\|Person=3\|PronType=Prs\|Reflex=Yes`, `Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Inf`, `Case=Dat\|Gender=Masc\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `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`, `Case=Acc\|Gender=Fem\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pqp\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `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=Fem\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Case=Acc\|Gender=Masc\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Number=Plur\|POS=AUX\|Person=1\|Tense=Past`, `Case=Nom\|Gender=Masc\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Past\|VerbForm=Fin`, `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`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Neg`, `POS=PRON\|PronType=Dem`, `Gender=Masc\|Number=Sing\|POS=DET`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=ADV\|Person=3\|PronType=Prs`, `Case=Acc\|Gender=Fem\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Ger`, `POS=PRON\|PronType=Ind`, `Case=Acc\|Gender=Masc\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Fut\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Tot`, `Case=Dat\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Acc\|POS=VERB\|PronType=Prs\|VerbForm=Inf`, `Case=Acc\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=X`, `Case=Nom\|Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Acc\|Gender=Fem\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Case=Nom\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Dat\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Rel`, `Gender=Masc\|Number=Sing\|POS=SCONJ`, `Gender=Masc\|Number=Sing\|POS=PRON`, `Gender=Fem\|POS=DET\|PronType=Dem`, `Gender=Masc\|Number=Plur\|POS=NUM`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Ger`, `Definite=Def\|Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Dem`, `Case=Dat\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `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`, `Case=Dat\|Gender=Masc\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Case=Acc\|Gender=Masc\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Imp\|VerbForm=Fin`, `POS=ADP\|PronType=Dem`, `Definite=Def\|Gender=Fem\|POS=ADP\|PronType=Art`, `POS=ADP\|PronType=Art`, `Gender=Masc\|Number=Sing\|POS=ADP`, `Gender=Masc\|Number=Sing\|POS=ADP\|Person=3\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pqp\|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`, `Mood=Ind\|Number=Sing\|POS=VERB\|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=Dat\|Mood=Ind\|Number=Plur,Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=AUX\|Person=1\|VerbForm=Inf`, `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`, `Case=Dat\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Definite=Def\|Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Dem`, `Case=Acc\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Number=Sing\|POS=VERB\|Person=3\|VerbForm=Inf\|Voice=Pass`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `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`, `Gender=Fem,Masc\|Number=Sing\|POS=PROPN`, `POS=PRON\|PronType=Int`, `Gender=Fem\|Number=Plur\|POS=NUM`, `POS=PRON\|PronType=Neg`, `Gender=Fem\|Number=Sing\|POS=SCONJ\|PronType=Dem`, `POS=SYM`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pqp\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=X`, `Case=Dat\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|NumType=Sets\|Number=Sing\|POS=NUM`, `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`, `Case=Acc\|Gender=Masc\|Mood=Ind\|Number=Plur,Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Number=Sing\|POS=DET\|PronType=Ind`, `Case=Nom\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Number=Plur\|POS=PRON\|PronType=Int`, `Definite=Def\|Gender=Masc\|Number=Plur\|POS=SCONJ\|PronType=Art`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Prs`, `Number=Sing\|POS=VERB\|VerbForm=Part\|Voice=Pass`, `Case=Acc\|Gender=Fem\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Imp\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=ADP\|PronType=Ind`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Past\|VerbForm=Fin`, `Case=Acc\|Gender=Fem\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Case=Nom\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Case=Acc\|Gender=Fem\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Definite=Ind\|Gender=Fem\|Number=Sing\|POS=SCONJ\|PronType=Art`, `Number=Sing\|POS=VERB`, `Number=Sing\|POS=DET`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=3\|VerbForm=Fin\|Voice=Pass`, `NumType=Mult\|POS=NUM`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Neg`, `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`, `Case=Acc\|Gender=Masc\|Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Case=Acc\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Ger`, `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`, `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=Fem\|Number=Sing\|POS=DET\|PronType=Int`, `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`, `Case=Acc\|Number=Sing\|POS=VERB\|Person=1\|PronType=Prs\|VerbForm=Inf`, `Number=Sing\|POS=VERB\|Person=1\|VerbForm=Inf`, `Definite=Def\|Gender=Masc\|POS=ADP\|PronType=Art`, `Gender=Masc\|POS=NOUN`, `Gender=Masc\|NumType=Ord\|Number=Sing\|POS=NOUN`, `Definite=Def\|Gender=Fem\|Number=Plur\|POS=SCONJ\|PronType=Art`, `POS=ADJ`, `Gender=Fem\|Number=Sing\|POS=ADV\|PronType=Ind`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Prs`, `Case=Dat\|Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Case=Acc\|Number=Plur\|POS=VERB\|Person=1\|PronType=Prs\|VerbForm=Inf`, `Number=Sing\|POS=PRON\|PronType=Tot`, `Number=Sing\|POS=DET\|PronType=Rel`, `Gender=Fem\|Number=Plur\|POS=VERB`, `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`, `Case=Acc\|Gender=Fem\|Number=Sing\|POS=VERB\|PronType=Prs\|VerbForm=Inf`, `Number=Sing\|POS=DET\|PronType=Tot`, `Case=Acc\|Gender=Masc\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Ger`, `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`, `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`, `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`, `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`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Int`, `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`, `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`, `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`, `Mood=Imp\|Number=Sing\|POS=VERB\|Person=2\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=ADV\|PronType=Rel`, `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`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=ADP\|PronType=Ind`, `Case=Acc\|Gender=Fem\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf\|Voice=Pass`, `POS=VERB\|VerbForm=Part\|Voice=Pass`, `Case=Dat\|Mood=Cnd\|Number=Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin\|Voice=Pass`, `Number=Sing\|POS=X`, `POS=PROPN`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=1\|VerbForm=Fin`, `Case=Acc\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Case=Dat\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Acc\|Gender=Fem\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin\|Voice=Pass`, `Gender=Masc\|Number=Sing\|POS=ADV\|PronType=Int`, `Case=Dat\|Mood=Ind\|Number=Sing\|POS=AUX\|Person=1,3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Case=Acc\|Gender=Masc\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Fin\|Voice=Pass`, `Case=Acc\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin\|Voice=Pass`, `Case=Dat\|Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Acc,Dat\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Int`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pqp\|VerbForm=Fin`, `Case=Acc\|Gender=Masc\|POS=AUX\|PronType=Prs\|VerbForm=Ger`, `Case=Acc\|Gender=Fem\|POS=AUX\|PronType=Prs\|VerbForm=Ger`, `Case=Acc\|Gender=Fem\|Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin\|Voice=Pass`, `Case=Dat\|Number=Plur\|POS=VERB\|Person=1\|PronType=Prs\|VerbForm=Inf`, `Case=Acc\|Gender=Masc\|Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin\|Voice=Pass`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=AUX\|Person=3\|PronType=Prs\|VerbForm=Ger`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Case=Acc\|Mood=Ind\|Number=Plur,Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Prs`, `Gender=Fem\|Number=Plur\|POS=X`, `Definite=Def\|Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Rel`, `Definite=Ind\|Gender=Fem\|POS=DET\|PronType=Art`, `Case=Acc\|Gender=Fem\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin\|Voice=Pass`, `Mood=Ind\|Number=Sing\|POS=VERB\|Tense=Pqp\|VerbForm=Fin`, `Case=Dat\|Gender=Masc\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Sing\|POS=VERB\|Tense=Pres\|VerbForm=Fin`, `Number=Sing\|POS=NUM`, `Number=Plur\|POS=PROPN`, `Case=Dat\|POS=PRON\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=VERB`, `Case=Acc\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin\|Voice=Pass`, _(truncated: full list in pipeline meta)_ |
99
  | **`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` |
100
  | **`ner`** | `LOC`, `MISC`, `ORG`, `PER` |
101
 
 
109
  | `TOKEN_P` | 99.88 |
110
  | `TOKEN_R` | 99.95 |
111
  | `TOKEN_F` | 99.92 |
112
+ | `POS_ACC` | 97.03 |
113
+ | `MORPH_ACC` | 95.66 |
114
+ | `MORPH_MICRO_P` | 97.97 |
115
+ | `MORPH_MICRO_R` | 97.75 |
116
+ | `MORPH_MICRO_F` | 97.86 |
117
+ | `SENTS_P` | 92.55 |
118
+ | `SENTS_R` | 95.75 |
119
+ | `SENTS_F` | 94.12 |
120
+ | `DEP_UAS` | 90.11 |
121
+ | `DEP_LAS` | 86.28 |
122
+ | `LEMMA_ACC` | 97.04 |
123
+ | `TAG_ACC` | 89.62 |
124
+ | `ENTS_P` | 89.57 |
125
+ | `ENTS_R` | 89.74 |
126
+ | `ENTS_F` | 89.66 |
accuracy.json CHANGED
@@ -3,16 +3,16 @@
3
  "token_p": 0.9988117635,
4
  "token_r": 0.9995045581,
5
  "token_f": 0.9991580407,
6
- "pos_acc": 0.9697329965,
7
- "morph_acc": 0.9587873985,
8
- "morph_micro_p": 0.9815849369,
9
- "morph_micro_r": 0.9777411377,
10
- "morph_micro_f": 0.9796592669,
11
  "morph_per_feat": {
12
  "Mood": {
13
- "p": 0.9829890644,
14
- "r": 0.9782345828,
15
- "f": 0.9806060606
16
  },
17
  "Number": {
18
  "p": 0.9923365655,
@@ -20,191 +20,191 @@
20
  "f": 0.9902458057
21
  },
22
  "Person": {
23
- "p": 0.9785637728,
24
- "r": 0.9743863394,
25
- "f": 0.9764705882
26
  },
27
  "Tense": {
28
- "p": 0.9399744572,
29
- "r": 0.9684210526,
30
- "f": 0.9539857421
31
  },
32
  "VerbForm": {
33
- "p": 0.9786561265,
34
  "r": 0.9809825674,
35
- "f": 0.979817966
36
  },
37
  "Gender": {
38
- "p": 0.9706620344,
39
- "r": 0.961751769,
40
- "f": 0.9661863593
41
  },
42
  "PronType": {
43
- "p": 0.9906201146,
44
- "r": 0.9824289406,
45
- "f": 0.9865075246
46
  },
47
  "Definite": {
48
- "p": 0.9952477936,
49
  "r": 0.9932249322,
50
- "f": 0.994235334
51
  },
52
  "NumType": {
53
- "p": 0.9704918033,
54
- "r": 0.9704918033,
55
- "f": 0.9704918033
56
  },
57
  "Voice": {
58
- "p": 0.9195402299,
59
  "r": 0.9302325581,
60
- "f": 0.9248554913
61
  },
62
  "Polarity": {
63
- "p": 1.0,
64
  "r": 1.0,
65
- "f": 1.0
66
  },
67
  "Case": {
68
- "p": 0.9381443299,
69
  "r": 0.9285714286,
70
- "f": 0.9333333333
71
  }
72
  },
73
- "sents_p": 0.9403643405,
74
- "sents_r": 0.9634787082,
75
- "sents_f": 0.9517812097,
76
- "dep_uas": 0.8991586954,
77
- "dep_las": 0.8580154431,
78
  "dep_las_per_type": {
79
  "cop": {
80
- "p": 0.8724832215,
81
- "r": 0.9219858156,
82
- "f": 0.8965517241
83
  },
84
  "root": {
85
- "p": 0.9180327869,
86
  "r": 0.9,
87
- "f": 0.9089269612
88
  },
89
  "det": {
90
- "p": 0.9733924612,
91
- "r": 0.9637760703,
92
- "f": 0.9685603971
93
  },
94
  "amod": {
95
- "p": 0.9463414634,
96
- "r": 0.9463414634,
97
- "f": 0.9463414634
98
  },
99
  "nsubj": {
100
- "p": 0.8795811518,
101
- "r": 0.8795811518,
102
- "f": 0.8795811518
103
  },
104
  "case": {
105
- "p": 0.9739847716,
106
  "r": 0.979578813,
107
- "f": 0.976773783
108
  },
109
  "nmod": {
110
- "p": 0.8148148148,
111
- "r": 0.8329621381,
112
- "f": 0.8237885463
113
  },
114
  "flat:name": {
115
- "p": 0.8615916955,
116
  "r": 0.9054545455,
117
- "f": 0.8829787234
118
  },
119
  "acl": {
120
- "p": 0.6990291262,
121
- "r": 0.6206896552,
122
- "f": 0.6575342466
123
  },
124
  "advmod": {
125
- "p": 0.8150289017,
126
- "r": 0.8011363636,
127
- "f": 0.8080229226
128
  },
129
  "obl": {
130
- "p": 0.6720647773,
131
- "r": 0.683127572,
132
- "f": 0.6775510204
133
  },
134
  "conj": {
135
- "p": 0.6142322097,
136
- "r": 0.6051660517,
137
- "f": 0.6096654275
138
  },
139
  "cc": {
140
- "p": 0.8632478632,
141
- "r": 0.8782608696,
142
- "f": 0.8706896552
143
  },
144
  "obj": {
145
- "p": 0.8475247525,
146
- "r": 0.8246628131,
147
- "f": 0.8359375
148
  },
149
  "obl:agent": {
150
- "p": 0.8235294118,
151
- "r": 0.9333333333,
152
- "f": 0.875
153
  },
154
  "acl:relcl": {
155
- "p": 0.7090909091,
156
- "r": 0.7358490566,
157
- "f": 0.7222222222
158
  },
159
  "mark": {
160
- "p": 0.8656716418,
161
- "r": 0.8130841121,
162
- "f": 0.8385542169
163
  },
164
  "advcl": {
165
- "p": 0.5072463768,
166
- "r": 0.625,
167
- "f": 0.56
168
  },
169
  "xcomp": {
170
- "p": 0.8260869565,
171
- "r": 0.76,
172
- "f": 0.7916666667
173
  },
174
  "iobj": {
175
- "p": 0.625,
176
- "r": 0.2272727273,
177
- "f": 0.3333333333
178
  },
179
  "appos": {
180
- "p": 0.5988023952,
181
- "r": 0.6097560976,
182
- "f": 0.6042296073
183
  },
184
  "fixed": {
185
- "p": 0.7413793103,
186
  "r": 0.7678571429,
187
- "f": 0.7543859649
188
  },
189
  "nummod": {
190
- "p": 0.9548387097,
191
- "r": 0.9487179487,
192
- "f": 0.9517684887
193
  },
194
  "aux": {
195
- "p": 0.9836065574,
196
  "r": 0.9677419355,
197
- "f": 0.9756097561
198
  },
199
  "csubj": {
200
- "p": 0.6,
201
  "r": 0.375,
202
- "f": 0.4615384615
203
  },
204
  "ccomp": {
205
- "p": 0.6727272727,
206
  "r": 0.6166666667,
207
- "f": 0.6434782609
208
  },
209
  "orphan": {
210
  "p": 0.0,
@@ -217,24 +217,19 @@
217
  "f": 1.0
218
  },
219
  "aux:pass": {
220
- "p": 0.9852941176,
221
  "r": 0.9852941176,
222
- "f": 0.9852941176
223
  },
224
  "nsubj:pass": {
225
- "p": 0.8181818182,
226
- "r": 0.8333333333,
227
- "f": 0.8256880734
228
  },
229
  "parataxis": {
230
- "p": 0.4545454545,
231
  "r": 0.3521126761,
232
- "f": 0.3968253968
233
- },
234
- "dep": {
235
- "p": 0.0,
236
- "r": 0.0,
237
- "f": 0.0
238
  },
239
  "list": {
240
  "p": 0.0,
@@ -242,14 +237,19 @@
242
  "f": 0.0
243
  },
244
  "expl": {
245
- "p": 0.8260869565,
246
- "r": 1.0,
247
- "f": 0.9047619048
248
  },
249
  "compound": {
250
- "p": 0.75,
251
- "r": 0.6,
252
- "f": 0.6666666667
 
 
 
 
 
253
  },
254
  "vocative": {
255
  "p": 0.0,
@@ -257,9 +257,9 @@
257
  "f": 0.0
258
  },
259
  "discourse": {
260
- "p": 1.0,
261
- "r": 0.3333333333,
262
- "f": 0.5
263
  },
264
  "expl:pass": {
265
  "p": 0.0,
@@ -268,36 +268,36 @@
268
  },
269
  "flat:foreign": {
270
  "p": 1.0,
271
- "r": 0.5,
272
- "f": 0.6666666667
273
  }
274
  },
275
- "lemma_acc": 0.9692437225,
276
- "tag_acc": 0.8960221925,
277
- "ents_p": 0.8938754685,
278
- "ents_r": 0.8964438234,
279
- "ents_f": 0.8951578037,
280
  "ents_per_type": {
281
  "LOC": {
282
- "p": 0.9109820997,
283
- "r": 0.9269338959,
284
- "f": 0.9188887727
285
  },
286
  "PER": {
287
- "p": 0.9134985765,
288
- "r": 0.9205907173,
289
- "f": 0.9170309348
290
  },
291
  "ORG": {
292
- "p": 0.8514736598,
293
- "r": 0.8195220013,
294
- "f": 0.8351923515
295
  },
296
  "MISC": {
297
- "p": 0.7991334489,
298
- "r": 0.7626529937,
299
- "f": 0.7804671632
300
  }
301
  },
302
- "speed": 10770.2547026705
303
  }
 
3
  "token_p": 0.9988117635,
4
  "token_r": 0.9995045581,
5
  "token_f": 0.9991580407,
6
+ "pos_acc": 0.9702764292,
7
+ "morph_acc": 0.9565561995,
8
+ "morph_micro_p": 0.9796550656,
9
+ "morph_micro_r": 0.9775350371,
10
+ "morph_micro_f": 0.9785939031,
11
  "morph_per_feat": {
12
  "Mood": {
13
+ "p": 0.9782608696,
14
+ "r": 0.9794437727,
15
+ "f": 0.9788519637
16
  },
17
  "Number": {
18
  "p": 0.9923365655,
 
20
  "f": 0.9902458057
21
  },
22
  "Person": {
23
+ "p": 0.974522293,
24
+ "r": 0.9797225187,
25
+ "f": 0.977115487
26
  },
27
  "Tense": {
28
+ "p": 0.9402795426,
29
+ "r": 0.9736842105,
30
+ "f": 0.9566903685
31
  },
32
  "VerbForm": {
33
+ "p": 0.975571316,
34
  "r": 0.9809825674,
35
+ "f": 0.9782694587
36
  },
37
  "Gender": {
38
+ "p": 0.9656702025,
39
+ "r": 0.9575444636,
40
+ "f": 0.9615901671
41
  },
42
  "PronType": {
43
+ "p": 0.9921956296,
44
+ "r": 0.9855297158,
45
+ "f": 0.9888514389
46
  },
47
  "Definite": {
48
+ "p": 0.9972789116,
49
  "r": 0.9932249322,
50
+ "f": 0.9952477936
51
  },
52
  "NumType": {
53
+ "p": 0.9644012945,
54
+ "r": 0.9770491803,
55
+ "f": 0.9706840391
56
  },
57
  "Voice": {
58
+ "p": 0.8988764045,
59
  "r": 0.9302325581,
60
+ "f": 0.9142857143
61
  },
62
  "Polarity": {
63
+ "p": 0.9863013699,
64
  "r": 1.0,
65
+ "f": 0.9931034483
66
  },
67
  "Case": {
68
+ "p": 0.9285714286,
69
  "r": 0.9285714286,
70
+ "f": 0.9285714286
71
  }
72
  },
73
+ "sents_p": 0.9255220912,
74
+ "sents_r": 0.9574530624,
75
+ "sents_f": 0.9412168385,
76
+ "dep_uas": 0.9010773751,
77
+ "dep_las": 0.8627722088,
78
  "dep_las_per_type": {
79
  "cop": {
80
+ "p": 0.88,
81
+ "r": 0.9361702128,
82
+ "f": 0.9072164948
83
  },
84
  "root": {
85
+ "p": 0.9130434783,
86
  "r": 0.9,
87
+ "f": 0.9064748201
88
  },
89
  "det": {
90
+ "p": 0.9757174393,
91
+ "r": 0.9703622393,
92
+ "f": 0.9730324711
93
  },
94
  "amod": {
95
+ "p": 0.9413202934,
96
+ "r": 0.9390243902,
97
+ "f": 0.9401709402
98
  },
99
  "nsubj": {
100
+ "p": 0.8924162257,
101
+ "r": 0.8830715532,
102
+ "f": 0.8877192982
103
  },
104
  "case": {
105
+ "p": 0.9777070064,
106
  "r": 0.979578813,
107
+ "f": 0.9786420147
108
  },
109
  "nmod": {
110
+ "p": 0.8161044614,
111
+ "r": 0.8351893096,
112
+ "f": 0.8255365988
113
  },
114
  "flat:name": {
115
+ "p": 0.8798586572,
116
  "r": 0.9054545455,
117
+ "f": 0.8924731183
118
  },
119
  "acl": {
120
+ "p": 0.6422018349,
121
+ "r": 0.6034482759,
122
+ "f": 0.6222222222
123
  },
124
  "advmod": {
125
+ "p": 0.8242074928,
126
+ "r": 0.8125,
127
+ "f": 0.8183118741
128
  },
129
  "obl": {
130
+ "p": 0.7002012072,
131
+ "r": 0.7160493827,
132
+ "f": 0.7080366226
133
  },
134
  "conj": {
135
+ "p": 0.6094890511,
136
+ "r": 0.6162361624,
137
+ "f": 0.6128440367
138
  },
139
  "cc": {
140
+ "p": 0.9004329004,
141
+ "r": 0.9043478261,
142
+ "f": 0.9023861171
143
  },
144
  "obj": {
145
+ "p": 0.8565656566,
146
+ "r": 0.816955684,
147
+ "f": 0.8362919132
148
  },
149
  "obl:agent": {
150
+ "p": 0.7941176471,
151
+ "r": 0.9,
152
+ "f": 0.84375
153
  },
154
  "acl:relcl": {
155
+ "p": 0.7314814815,
156
+ "r": 0.7452830189,
157
+ "f": 0.738317757
158
  },
159
  "mark": {
160
+ "p": 0.8731707317,
161
+ "r": 0.8364485981,
162
+ "f": 0.8544152745
163
  },
164
  "advcl": {
165
+ "p": 0.553030303,
166
+ "r": 0.6517857143,
167
+ "f": 0.5983606557
168
  },
169
  "xcomp": {
170
+ "p": 0.7615384615,
171
+ "r": 0.792,
172
+ "f": 0.7764705882
173
  },
174
  "iobj": {
175
+ "p": 0.3,
176
+ "r": 0.1363636364,
177
+ "f": 0.1875
178
  },
179
  "appos": {
180
+ "p": 0.6,
181
+ "r": 0.6036585366,
182
+ "f": 0.6018237082
183
  },
184
  "fixed": {
185
+ "p": 0.7818181818,
186
  "r": 0.7678571429,
187
+ "f": 0.7747747748
188
  },
189
  "nummod": {
190
+ "p": 0.9677419355,
191
+ "r": 0.9615384615,
192
+ "f": 0.9646302251
193
  },
194
  "aux": {
195
+ "p": 0.9090909091,
196
  "r": 0.9677419355,
197
+ "f": 0.9375
198
  },
199
  "csubj": {
200
+ "p": 0.5,
201
  "r": 0.375,
202
+ "f": 0.4285714286
203
  },
204
  "ccomp": {
205
+ "p": 0.7551020408,
206
  "r": 0.6166666667,
207
+ "f": 0.6788990826
208
  },
209
  "orphan": {
210
  "p": 0.0,
 
217
  "f": 1.0
218
  },
219
  "aux:pass": {
220
+ "p": 1.0,
221
  "r": 0.9852941176,
222
+ "f": 0.9925925926
223
  },
224
  "nsubj:pass": {
225
+ "p": 0.8545454545,
226
+ "r": 0.8703703704,
227
+ "f": 0.8623853211
228
  },
229
  "parataxis": {
230
+ "p": 0.4464285714,
231
  "r": 0.3521126761,
232
+ "f": 0.3937007874
 
 
 
 
 
233
  },
234
  "list": {
235
  "p": 0.0,
 
237
  "f": 0.0
238
  },
239
  "expl": {
240
+ "p": 0.7826086957,
241
+ "r": 0.9473684211,
242
+ "f": 0.8571428571
243
  },
244
  "compound": {
245
+ "p": 0.6666666667,
246
+ "r": 0.4,
247
+ "f": 0.5
248
+ },
249
+ "dep": {
250
+ "p": 0.0,
251
+ "r": 0.0,
252
+ "f": 0.0
253
  },
254
  "vocative": {
255
  "p": 0.0,
 
257
  "f": 0.0
258
  },
259
  "discourse": {
260
+ "p": 0.0,
261
+ "r": 0.0,
262
+ "f": 0.0
263
  },
264
  "expl:pass": {
265
  "p": 0.0,
 
268
  },
269
  "flat:foreign": {
270
  "p": 1.0,
271
+ "r": 0.75,
272
+ "f": 0.8571428571
273
  }
274
  },
275
+ "lemma_acc": 0.9704323709,
276
+ "tag_acc": 0.8961656594,
277
+ "ents_p": 0.8956672035,
278
+ "ents_r": 0.8974475036,
279
+ "ents_f": 0.8965564698,
280
  "ents_per_type": {
281
  "LOC": {
282
+ "p": 0.9137775621,
283
+ "r": 0.9267580872,
284
+ "f": 0.9202220515
285
  },
286
  "PER": {
287
+ "p": 0.9074120083,
288
+ "r": 0.9246413502,
289
+ "f": 0.9159456635
290
  },
291
  "ORG": {
292
+ "p": 0.8469882299,
293
+ "r": 0.8197453652,
294
+ "f": 0.8331441544
295
  },
296
  "MISC": {
297
+ "p": 0.8156128576,
298
+ "r": 0.763810784,
299
+ "f": 0.7888623164
300
  }
301
  },
302
+ "speed": 11566.5552368993
303
  }
lemmatizer/cfg CHANGED
@@ -1,21 +1,20 @@
1
  {
2
  "labels":[
3
- 1,
4
  2,
5
  3,
6
- 4,
7
- 6,
8
- 8,
9
  9,
10
  11,
11
  13,
12
  15,
13
- 17,
14
  20,
15
  22,
16
  24,
17
- 14,
18
- 7,
19
  26,
20
  28,
21
  30,
@@ -26,324 +25,322 @@
26
  40,
27
  42,
28
  44,
29
- 45,
30
- 48,
31
- 49,
32
  50,
33
  52,
34
  53,
35
  55,
36
  57,
 
37
  60,
38
- 61,
39
  62,
40
  65,
41
  67,
42
- 69,
43
  71,
44
  73,
45
  75,
46
  77,
47
  79,
 
48
  83,
49
  87,
50
- 89,
51
  91,
52
  93,
53
  95,
54
  97,
55
  99,
56
- 102,
57
- 104,
58
  106,
59
- 107,
60
- 109,
61
- 111,
62
  112,
 
 
63
  113,
64
- 115,
65
- 117,
66
  119,
67
  121,
68
  123,
69
  125,
70
- 128,
71
  129,
72
- 131,
73
- 134,
74
- 137,
75
- 139,
76
  141,
77
- 142,
78
  146,
79
  147,
80
  149,
81
  150,
82
- 152,
83
- 153,
84
- 155,
85
  156,
 
86
  159,
87
- 161,
88
  162,
 
89
  165,
90
- 167,
91
- 170,
 
92
  172,
93
- 174,
94
- 176,
95
- 179,
96
- 181,
97
- 100,
98
- 183,
99
- 185,
100
- 187,
101
  189,
102
  191,
 
103
  193,
104
  195,
105
  197,
106
- 198,
107
- 200,
108
- 202,
109
- 204,
110
- 206,
111
- 208,
112
  210,
 
 
113
  214,
114
- 217,
115
- 219,
116
  220,
117
- 221,
118
  222,
119
- 223,
120
- 224,
121
  226,
122
- 228,
123
  229,
124
- 230,
 
125
  233,
126
  234,
 
127
  236,
128
  238,
129
  240,
130
- 244,
 
 
131
  246,
132
- 249,
133
- 251,
134
- 255,
135
  256,
136
- 259,
137
- 260,
138
  261,
139
- 262,
140
- 264,
141
- 265,
142
- 266,
143
- 268,
144
- 269,
145
  271,
 
146
  274,
147
- 276,
148
- 278,
149
  279,
150
  281,
151
  283,
152
- 285,
153
  286,
154
  288,
155
- 289,
156
  291,
157
- 294,
158
- 296,
159
- 299,
 
160
  300,
 
161
  303,
162
  305,
163
- 307,
164
- 309,
165
- 311,
166
- 312,
167
  314,
168
  317,
169
  319,
170
  321,
171
  323,
172
- 324,
173
  326,
174
- 327,
175
- 330,
176
- 332,
177
  335,
178
  337,
 
179
  339,
180
- 340,
181
  341,
182
  342,
183
- 343,
184
  345,
185
- 348,
186
  350,
187
- 351,
188
  352,
189
- 353,
190
  355,
 
191
  357,
192
- 359,
 
193
  361,
194
- 363,
195
- 365,
196
- 367,
197
  368,
198
  370,
199
- 372,
200
- 374,
 
201
  376,
202
- 378,
203
  379,
204
  381,
 
205
  383,
206
  385,
207
- 387,
 
208
  390,
209
- 392,
210
- 394,
211
- 396,
212
- 398,
213
- 400,
214
  401,
215
- 402,
216
  403,
 
217
  405,
218
- 407,
219
- 409,
220
  410,
221
- 411,
222
  413,
223
  414,
 
224
  417,
225
  418,
226
- 420,
227
  422,
228
- 425,
229
  426,
230
- 428,
231
  429,
232
  430,
 
233
  433,
234
- 435,
235
  437,
236
- 438,
237
  441,
238
  442,
239
- 444,
240
  447,
241
- 451,
242
- 453,
243
- 455,
244
  458,
245
- 459,
246
  461,
247
- 464,
248
  465,
249
- 467,
250
  468,
251
- 470,
252
  471,
253
  473,
254
  475,
255
- 476,
256
  477,
257
  480,
258
  484,
259
  486,
260
- 489,
261
  490,
 
262
  492,
263
- 493,
264
  494,
265
  496,
266
  498,
267
- 500,
268
  501,
269
- 503,
 
270
  506,
271
- 507,
272
- 509,
273
  511,
274
- 512,
275
- 514,
276
  517,
277
- 518,
278
  520,
279
  521,
280
- 522,
281
- 525,
282
- 527,
283
  529,
284
- 530,
285
- 532,
286
- 534,
287
- 536,
288
  539,
289
- 540,
290
  542,
291
  543,
292
- 544,
293
  546,
294
  547,
295
  548,
296
- 549,
297
- 551,
298
- 553,
299
  555,
300
  556,
301
- 557,
302
- 559,
303
- 561,
304
  563,
305
  564,
306
  565,
307
- 566,
308
  568,
309
- 569,
310
  570,
311
- 572,
312
- 574,
313
- 576,
314
- 578,
315
- 580,
316
  582,
 
317
  585,
318
  587,
 
319
  589,
320
- 590,
321
  591,
322
- 593,
323
- 594,
324
- 597,
325
  598,
326
- 600,
327
- 581,
328
  601,
329
- 603,
 
330
  606,
331
- 607,
332
- 608,
333
- 612,
334
  613,
335
  615,
336
  617,
337
  619,
338
- 621,
 
339
  624,
340
- 625,
341
- 627,
342
- 629,
343
- 631,
344
- 634,
345
- 636,
346
- 638,
347
  639,
348
  640,
349
  642,
@@ -351,95 +348,97 @@
351
  646,
352
  648,
353
  650,
 
354
  652,
355
- 654,
 
356
  656,
357
- 658,
358
  659,
359
- 661,
360
  662,
 
361
  665,
362
  668,
363
  669,
364
- 671,
365
- 674,
366
  675,
 
 
367
  678,
368
- 679,
369
- 681,
370
- 682,
371
  683,
372
- 684,
373
  686,
374
- 689,
 
375
  692,
376
  694,
 
377
  696,
 
378
  698,
379
- 700,
380
  701,
381
- 702,
382
  703,
383
  704,
384
  705,
385
- 707,
386
- 709,
387
  711,
388
- 713,
389
  714,
390
- 717,
391
- 718,
392
- 721,
 
393
  724,
394
- 726,
395
  727,
396
- 728,
397
- 731,
398
  732,
399
- 735,
400
  737,
401
- 740,
 
402
  742,
403
  744,
404
  745,
405
- 747,
406
  748,
407
  750,
408
- 752,
409
  753,
410
  755,
411
  756,
 
412
  758,
413
- 759,
414
  760,
415
  762,
416
- 764,
 
417
  767,
418
- 768,
419
  769,
420
  771,
421
- 773,
422
- 776,
423
  777,
424
  779,
425
  781,
426
  782,
427
  783,
428
  785,
429
- 787,
430
- 789,
431
- 791,
 
432
  794,
433
- 795,
434
- 797,
435
- 799,
436
  801,
437
  802,
438
- 803,
439
  805,
440
  806,
441
  807,
442
- 808,
443
  811,
444
  812,
445
  814,
@@ -447,125 +446,118 @@
447
  816,
448
  817,
449
  819,
450
- 822,
451
  824,
452
- 825,
 
 
453
  829,
454
  831,
455
  832,
456
  833,
457
  835,
458
- 836,
459
- 837,
460
- 838,
461
- 840,
462
- 844,
463
  846,
464
- 848,
465
- 850,
466
- 851,
467
- 854,
468
  857,
 
469
  860,
 
470
  862,
471
- 864,
472
  865,
473
  866,
474
- 869,
475
- 870,
476
  872,
 
477
  877,
478
- 818,
479
- 878,
480
- 881,
481
  884,
482
- 885,
483
  886,
484
  888,
485
  890,
486
- 892,
487
  895,
 
488
  897,
489
- 898,
490
  899,
491
- 900,
492
- 902,
493
- 904,
494
- 366,
495
  906,
 
496
  908,
497
- 910,
498
  911,
499
- 912,
500
- 913,
501
  915,
502
  916,
503
- 917,
504
- 919,
505
  920,
506
- 924,
 
 
507
  928,
508
- 930,
509
  931,
 
510
  933,
 
511
  936,
512
  937,
513
- 938,
514
  939,
515
- 941,
516
  942,
517
- 944,
518
  945,
519
- 948,
520
- 950,
521
  952,
522
- 953,
 
523
  957,
524
  958,
525
  960,
526
  962,
527
  963,
528
  964,
529
- 966,
530
  967,
531
  968,
 
 
532
  971,
533
- 972,
534
- 973,
535
  974,
536
  975,
537
  976,
 
538
  979,
539
- 980,
540
  981,
541
  982,
542
  983,
543
- 986,
544
- 988,
545
- 990,
546
  992,
547
- 993,
548
- 995,
 
549
  998,
550
- 1000,
551
- 1002,
552
- 1003,
553
  1005,
554
  1006,
555
- 1007,
556
  1008,
 
 
557
  1011,
558
  1012,
559
- 1013,
560
  1015,
561
  1016,
562
- 1017,
563
  1018,
564
- 1020,
565
- 1021,
566
- 1022,
567
- 1024,
568
- 1025,
569
- 1028
570
  ]
571
  }
 
1
  {
2
  "labels":[
3
+ 0,
4
  2,
5
  3,
6
+ 5,
7
+ 7,
 
8
  9,
9
  11,
10
  13,
11
  15,
12
+ 18,
13
  20,
14
  22,
15
  24,
16
+ 12,
17
+ 6,
18
  26,
19
  28,
20
  30,
 
25
  40,
26
  42,
27
  44,
28
+ 46,
29
+ 47,
 
30
  50,
31
  52,
32
  53,
33
  55,
34
  57,
35
+ 58,
36
  60,
 
37
  62,
38
  65,
39
  67,
40
+ 68,
41
  71,
42
  73,
43
  75,
44
  77,
45
  79,
46
+ 81,
47
  83,
48
  87,
 
49
  91,
50
  93,
51
  95,
52
  97,
53
  99,
54
+ 101,
55
+ 103,
56
  106,
57
+ 108,
58
+ 110,
 
59
  112,
60
+ 114,
61
+ 116,
62
  113,
63
+ 118,
 
64
  119,
65
  121,
66
  123,
67
  125,
68
+ 127,
69
  129,
70
+ 132,
71
+ 135,
72
+ 136,
73
+ 138,
74
  141,
75
+ 144,
76
  146,
77
  147,
78
  149,
79
  150,
80
+ 154,
 
 
81
  156,
82
+ 157,
83
  159,
84
+ 160,
85
  162,
86
+ 163,
87
  165,
88
+ 166,
89
+ 169,
90
+ 171,
91
  172,
92
+ 175,
93
+ 177,
94
+ 180,
95
+ 182,
96
+ 184,
97
+ 186,
 
 
98
  189,
99
  191,
100
+ 104,
101
  193,
102
  195,
103
  197,
104
+ 199,
105
+ 201,
106
+ 203,
107
+ 205,
108
+ 207,
109
+ 209,
110
  210,
111
+ 130,
112
+ 212,
113
  214,
114
+ 216,
115
+ 218,
116
  220,
 
117
  222,
 
 
118
  226,
 
119
  229,
120
+ 231,
121
+ 232,
122
  233,
123
  234,
124
+ 235,
125
  236,
126
  238,
127
  240,
128
+ 241,
129
+ 242,
130
+ 245,
131
  246,
132
+ 248,
133
+ 250,
134
+ 252,
135
  256,
136
+ 258,
 
137
  261,
138
+ 263,
139
+ 267,
140
+ 270,
 
 
 
141
  271,
142
+ 272,
143
  274,
144
+ 275,
145
+ 277,
146
  279,
147
  281,
148
  283,
 
149
  286,
150
  288,
151
+ 290,
152
  291,
153
+ 293,
154
+ 295,
155
+ 297,
156
+ 298,
157
  300,
158
+ 302,
159
  303,
160
  305,
161
+ 308,
162
+ 310,
163
+ 313,
 
164
  314,
165
  317,
166
  319,
167
  321,
168
  323,
169
+ 325,
170
  326,
171
+ 328,
172
+ 331,
173
+ 333,
174
  335,
175
  337,
176
+ 338,
177
  339,
 
178
  341,
179
  342,
 
180
  345,
181
+ 347,
182
  350,
 
183
  352,
184
+ 354,
185
  355,
186
+ 356,
187
  357,
188
+ 358,
189
+ 360,
190
  361,
191
+ 364,
192
+ 366,
 
193
  368,
194
  370,
195
+ 371,
196
+ 373,
197
+ 375,
198
  376,
199
+ 377,
200
  379,
201
  381,
202
+ 382,
203
  383,
204
  385,
205
+ 386,
206
+ 388,
207
  390,
208
+ 393,
209
+ 395,
210
+ 397,
211
+ 399,
 
212
  401,
 
213
  403,
214
+ 404,
215
  405,
216
+ 406,
217
+ 408,
218
  410,
219
+ 412,
220
  413,
221
  414,
222
+ 415,
223
  417,
224
  418,
225
+ 421,
226
  422,
227
+ 424,
228
  426,
 
229
  429,
230
  430,
231
+ 432,
232
  433,
233
+ 434,
234
  437,
235
+ 439,
236
  441,
237
  442,
238
+ 445,
239
  447,
240
+ 450,
241
+ 454,
242
+ 456,
243
  458,
 
244
  461,
245
+ 462,
246
  465,
247
+ 466,
248
  468,
249
+ 469,
250
  471,
251
  473,
252
  475,
 
253
  477,
254
  480,
255
  484,
256
  486,
257
+ 487,
258
  490,
259
+ 491,
260
  492,
 
261
  494,
262
  496,
263
  498,
264
+ 499,
265
  501,
266
+ 504,
267
+ 505,
268
  506,
269
+ 508,
270
+ 510,
271
  511,
272
+ 513,
273
+ 516,
274
  517,
275
+ 519,
276
  520,
277
  521,
278
+ 524,
279
+ 526,
280
+ 528,
281
  529,
282
+ 531,
283
+ 533,
284
+ 535,
285
+ 538,
286
  539,
287
+ 541,
288
  542,
289
  543,
290
+ 545,
291
  546,
292
  547,
293
  548,
294
+ 550,
295
+ 552,
296
+ 554,
297
  555,
298
  556,
299
+ 558,
300
+ 560,
301
+ 562,
302
  563,
303
  564,
304
  565,
305
+ 567,
306
  568,
 
307
  570,
308
+ 571,
309
+ 573,
310
+ 575,
311
+ 577,
312
+ 579,
313
  582,
314
+ 583,
315
  585,
316
  587,
317
+ 588,
318
  589,
 
319
  591,
320
+ 592,
321
+ 595,
322
+ 596,
323
  598,
324
+ 599,
 
325
  601,
326
+ 604,
327
+ 605,
328
  606,
329
+ 610,
330
+ 611,
 
331
  613,
332
  615,
333
  617,
334
  619,
335
+ 622,
336
+ 623,
337
  624,
338
+ 626,
339
+ 628,
340
+ 630,
341
+ 633,
342
+ 635,
343
+ 637,
 
344
  639,
345
  640,
346
  642,
 
348
  646,
349
  648,
350
  650,
351
+ 651,
352
  652,
353
+ 653,
354
+ 655,
355
  656,
 
356
  659,
 
357
  662,
358
+ 663,
359
  665,
360
  668,
361
  669,
362
+ 672,
363
+ 673,
364
  675,
365
+ 676,
366
+ 677,
367
  678,
368
+ 680,
 
 
369
  683,
 
370
  686,
371
+ 688,
372
+ 690,
373
  692,
374
  694,
375
+ 695,
376
  696,
377
+ 697,
378
  698,
379
+ 699,
380
  701,
 
381
  703,
382
  704,
383
  705,
384
+ 708,
 
385
  711,
 
386
  714,
387
+ 716,
388
+ 719,
389
+ 720,
390
+ 722,
391
  724,
 
392
  727,
393
+ 729,
394
+ 730,
395
  732,
396
+ 734,
397
  737,
398
+ 739,
399
+ 741,
400
  742,
401
  744,
402
  745,
403
+ 746,
404
  748,
405
  750,
406
+ 751,
407
  753,
408
  755,
409
  756,
410
+ 757,
411
  758,
 
412
  760,
413
  762,
414
+ 765,
415
+ 766,
416
  767,
 
417
  769,
418
  771,
419
+ 774,
420
+ 775,
421
  777,
422
  779,
423
  781,
424
  782,
425
  783,
426
  785,
427
+ 786,
428
+ 788,
429
+ 790,
430
+ 793,
431
  794,
432
+ 796,
433
+ 798,
434
+ 800,
435
  801,
436
  802,
437
+ 804,
438
  805,
439
  806,
440
  807,
441
+ 810,
442
  811,
443
  812,
444
  814,
 
446
  816,
447
  817,
448
  819,
449
+ 820,
450
  824,
451
+ 826,
452
+ 827,
453
+ 828,
454
  829,
455
  831,
456
  832,
457
  833,
458
  835,
459
+ 839,
460
+ 841,
461
+ 843,
462
+ 845,
 
463
  846,
464
+ 849,
465
+ 852,
466
+ 855,
 
467
  857,
468
+ 859,
469
  860,
470
+ 861,
471
  862,
 
472
  865,
473
  866,
474
+ 871,
 
475
  872,
476
+ 875,
477
  877,
478
+ 879,
479
+ 882,
480
+ 883,
481
  884,
 
482
  886,
483
  888,
484
  890,
485
+ 893,
486
  895,
487
+ 896,
488
  897,
 
489
  899,
490
+ 901,
491
+ 903,
492
+ 905,
 
493
  906,
494
+ 907,
495
  908,
496
+ 909,
497
  911,
 
 
498
  915,
499
  916,
 
 
500
  920,
501
+ 922,
502
+ 923,
503
+ 926,
504
  928,
 
505
  931,
506
+ 932,
507
  933,
508
+ 934,
509
  936,
510
  937,
 
511
  939,
 
512
  942,
513
+ 943,
514
  945,
515
+ 947,
516
+ 951,
517
  952,
518
+ 954,
519
+ 956,
520
  957,
521
  958,
522
  960,
523
  962,
524
  963,
525
  964,
 
526
  967,
527
  968,
528
+ 969,
529
+ 970,
530
  971,
 
 
531
  974,
532
  975,
533
  976,
534
+ 978,
535
  979,
 
536
  981,
537
  982,
538
  983,
539
+ 985,
540
+ 987,
541
+ 989,
542
  992,
543
+ 994,
544
+ 996,
545
+ 997,
546
  998,
547
+ 999,
548
+ 1001,
549
+ 1004,
550
  1005,
551
  1006,
 
552
  1008,
553
+ 1009,
554
+ 1010,
555
  1011,
556
  1012,
557
+ 1014,
558
  1015,
559
  1016,
 
560
  1018,
561
+ 1021
 
 
 
 
 
562
  ]
563
  }
lemmatizer/model CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:beeb06faa595b50372ed260b78f327ad9c05203756fc98fa357035e39ec40c4b
3
- size 220438
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:36a80e8416701a7b9d49e18ee2dd3c8fa9e4bb1da92fbe7217bb442d2728651e
3
+ size 217334
lemmatizer/trees CHANGED
Binary files a/lemmatizer/trees and b/lemmatizer/trees differ
 
meta.json CHANGED
@@ -1,14 +1,14 @@
1
  {
2
  "lang":"pt",
3
  "name":"core_news_md",
4
- "version":"3.3.0",
5
  "description":"Portuguese pipeline optimized for CPU. Components: tok2vec, morphologizer, parser, lemmatizer (trainable_lemmatizer), senter, ner, attribute_ruler.",
6
  "author":"Explosion",
7
  "email":"[email protected]",
8
  "url":"https://explosion.ai",
9
  "license":"CC BY-SA 4.0",
10
- "spacy_version":">=3.3.0.dev0,<3.4.0",
11
- "spacy_git_version":"849bef2de",
12
  "vectors":{
13
  "width":300,
14
  "vectors":20000,
@@ -148,6 +148,7 @@
148
  "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin",
149
  "Mood=Cnd|Number=Sing|POS=AUX|Person=3|VerbForm=Fin",
150
  "POS=AUX|VerbForm=Part",
 
151
  "Gender=Fem|Number=Sing|POS=DET|PronType=Ind",
152
  "Case=Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
153
  "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Past|VerbForm=Fin",
@@ -643,16 +644,16 @@
643
  "token_p":0.9988117635,
644
  "token_r":0.9995045581,
645
  "token_f":0.9991580407,
646
- "pos_acc":0.9697329965,
647
- "morph_acc":0.9587873985,
648
- "morph_micro_p":0.9815849369,
649
- "morph_micro_r":0.9777411377,
650
- "morph_micro_f":0.9796592669,
651
  "morph_per_feat":{
652
  "Mood":{
653
- "p":0.9829890644,
654
- "r":0.9782345828,
655
- "f":0.9806060606
656
  },
657
  "Number":{
658
  "p":0.9923365655,
@@ -660,191 +661,191 @@
660
  "f":0.9902458057
661
  },
662
  "Person":{
663
- "p":0.9785637728,
664
- "r":0.9743863394,
665
- "f":0.9764705882
666
  },
667
  "Tense":{
668
- "p":0.9399744572,
669
- "r":0.9684210526,
670
- "f":0.9539857421
671
  },
672
  "VerbForm":{
673
- "p":0.9786561265,
674
  "r":0.9809825674,
675
- "f":0.979817966
676
  },
677
  "Gender":{
678
- "p":0.9706620344,
679
- "r":0.961751769,
680
- "f":0.9661863593
681
  },
682
  "PronType":{
683
- "p":0.9906201146,
684
- "r":0.9824289406,
685
- "f":0.9865075246
686
  },
687
  "Definite":{
688
- "p":0.9952477936,
689
  "r":0.9932249322,
690
- "f":0.994235334
691
  },
692
  "NumType":{
693
- "p":0.9704918033,
694
- "r":0.9704918033,
695
- "f":0.9704918033
696
  },
697
  "Voice":{
698
- "p":0.9195402299,
699
  "r":0.9302325581,
700
- "f":0.9248554913
701
  },
702
  "Polarity":{
703
- "p":1.0,
704
  "r":1.0,
705
- "f":1.0
706
  },
707
  "Case":{
708
- "p":0.9381443299,
709
  "r":0.9285714286,
710
- "f":0.9333333333
711
  }
712
  },
713
- "sents_p":0.9403643405,
714
- "sents_r":0.9634787082,
715
- "sents_f":0.9517812097,
716
- "dep_uas":0.8991586954,
717
- "dep_las":0.8580154431,
718
  "dep_las_per_type":{
719
  "cop":{
720
- "p":0.8724832215,
721
- "r":0.9219858156,
722
- "f":0.8965517241
723
  },
724
  "root":{
725
- "p":0.9180327869,
726
  "r":0.9,
727
- "f":0.9089269612
728
  },
729
  "det":{
730
- "p":0.9733924612,
731
- "r":0.9637760703,
732
- "f":0.9685603971
733
  },
734
  "amod":{
735
- "p":0.9463414634,
736
- "r":0.9463414634,
737
- "f":0.9463414634
738
  },
739
  "nsubj":{
740
- "p":0.8795811518,
741
- "r":0.8795811518,
742
- "f":0.8795811518
743
  },
744
  "case":{
745
- "p":0.9739847716,
746
  "r":0.979578813,
747
- "f":0.976773783
748
  },
749
  "nmod":{
750
- "p":0.8148148148,
751
- "r":0.8329621381,
752
- "f":0.8237885463
753
  },
754
  "flat:name":{
755
- "p":0.8615916955,
756
  "r":0.9054545455,
757
- "f":0.8829787234
758
  },
759
  "acl":{
760
- "p":0.6990291262,
761
- "r":0.6206896552,
762
- "f":0.6575342466
763
  },
764
  "advmod":{
765
- "p":0.8150289017,
766
- "r":0.8011363636,
767
- "f":0.8080229226
768
  },
769
  "obl":{
770
- "p":0.6720647773,
771
- "r":0.683127572,
772
- "f":0.6775510204
773
  },
774
  "conj":{
775
- "p":0.6142322097,
776
- "r":0.6051660517,
777
- "f":0.6096654275
778
  },
779
  "cc":{
780
- "p":0.8632478632,
781
- "r":0.8782608696,
782
- "f":0.8706896552
783
  },
784
  "obj":{
785
- "p":0.8475247525,
786
- "r":0.8246628131,
787
- "f":0.8359375
788
  },
789
  "obl:agent":{
790
- "p":0.8235294118,
791
- "r":0.9333333333,
792
- "f":0.875
793
  },
794
  "acl:relcl":{
795
- "p":0.7090909091,
796
- "r":0.7358490566,
797
- "f":0.7222222222
798
  },
799
  "mark":{
800
- "p":0.8656716418,
801
- "r":0.8130841121,
802
- "f":0.8385542169
803
  },
804
  "advcl":{
805
- "p":0.5072463768,
806
- "r":0.625,
807
- "f":0.56
808
  },
809
  "xcomp":{
810
- "p":0.8260869565,
811
- "r":0.76,
812
- "f":0.7916666667
813
  },
814
  "iobj":{
815
- "p":0.625,
816
- "r":0.2272727273,
817
- "f":0.3333333333
818
  },
819
  "appos":{
820
- "p":0.5988023952,
821
- "r":0.6097560976,
822
- "f":0.6042296073
823
  },
824
  "fixed":{
825
- "p":0.7413793103,
826
  "r":0.7678571429,
827
- "f":0.7543859649
828
  },
829
  "nummod":{
830
- "p":0.9548387097,
831
- "r":0.9487179487,
832
- "f":0.9517684887
833
  },
834
  "aux":{
835
- "p":0.9836065574,
836
  "r":0.9677419355,
837
- "f":0.9756097561
838
  },
839
  "csubj":{
840
- "p":0.6,
841
  "r":0.375,
842
- "f":0.4615384615
843
  },
844
  "ccomp":{
845
- "p":0.6727272727,
846
  "r":0.6166666667,
847
- "f":0.6434782609
848
  },
849
  "orphan":{
850
  "p":0.0,
@@ -857,24 +858,19 @@
857
  "f":1.0
858
  },
859
  "aux:pass":{
860
- "p":0.9852941176,
861
  "r":0.9852941176,
862
- "f":0.9852941176
863
  },
864
  "nsubj:pass":{
865
- "p":0.8181818182,
866
- "r":0.8333333333,
867
- "f":0.8256880734
868
  },
869
  "parataxis":{
870
- "p":0.4545454545,
871
  "r":0.3521126761,
872
- "f":0.3968253968
873
- },
874
- "dep":{
875
- "p":0.0,
876
- "r":0.0,
877
- "f":0.0
878
  },
879
  "list":{
880
  "p":0.0,
@@ -882,14 +878,19 @@
882
  "f":0.0
883
  },
884
  "expl":{
885
- "p":0.8260869565,
886
- "r":1.0,
887
- "f":0.9047619048
888
  },
889
  "compound":{
890
- "p":0.75,
891
- "r":0.6,
892
- "f":0.6666666667
 
 
 
 
 
893
  },
894
  "vocative":{
895
  "p":0.0,
@@ -897,9 +898,9 @@
897
  "f":0.0
898
  },
899
  "discourse":{
900
- "p":1.0,
901
- "r":0.3333333333,
902
- "f":0.5
903
  },
904
  "expl:pass":{
905
  "p":0.0,
@@ -908,38 +909,38 @@
908
  },
909
  "flat:foreign":{
910
  "p":1.0,
911
- "r":0.5,
912
- "f":0.6666666667
913
  }
914
  },
915
- "lemma_acc":0.9692437225,
916
- "tag_acc":0.8960221925,
917
- "ents_p":0.8938754685,
918
- "ents_r":0.8964438234,
919
- "ents_f":0.8951578037,
920
  "ents_per_type":{
921
  "LOC":{
922
- "p":0.9109820997,
923
- "r":0.9269338959,
924
- "f":0.9188887727
925
  },
926
  "PER":{
927
- "p":0.9134985765,
928
- "r":0.9205907173,
929
- "f":0.9170309348
930
  },
931
  "ORG":{
932
- "p":0.8514736598,
933
- "r":0.8195220013,
934
- "f":0.8351923515
935
  },
936
  "MISC":{
937
- "p":0.7991334489,
938
- "r":0.7626529937,
939
- "f":0.7804671632
940
  }
941
  },
942
- "speed":10770.2547026705
943
  },
944
  "sources":[
945
  {
 
1
  {
2
  "lang":"pt",
3
  "name":"core_news_md",
4
+ "version":"3.4.0",
5
  "description":"Portuguese pipeline optimized for CPU. Components: tok2vec, morphologizer, parser, lemmatizer (trainable_lemmatizer), senter, ner, attribute_ruler.",
6
  "author":"Explosion",
7
  "email":"[email protected]",
8
  "url":"https://explosion.ai",
9
  "license":"CC BY-SA 4.0",
10
+ "spacy_version":">=3.4.0,<3.5.0",
11
+ "spacy_git_version":"dd038b536",
12
  "vectors":{
13
  "width":300,
14
  "vectors":20000,
 
148
  "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin",
149
  "Mood=Cnd|Number=Sing|POS=AUX|Person=3|VerbForm=Fin",
150
  "POS=AUX|VerbForm=Part",
151
+ "POS=SPACE",
152
  "Gender=Fem|Number=Sing|POS=DET|PronType=Ind",
153
  "Case=Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
154
  "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Past|VerbForm=Fin",
 
644
  "token_p":0.9988117635,
645
  "token_r":0.9995045581,
646
  "token_f":0.9991580407,
647
+ "pos_acc":0.9702764292,
648
+ "morph_acc":0.9565561995,
649
+ "morph_micro_p":0.9796550656,
650
+ "morph_micro_r":0.9775350371,
651
+ "morph_micro_f":0.9785939031,
652
  "morph_per_feat":{
653
  "Mood":{
654
+ "p":0.9782608696,
655
+ "r":0.9794437727,
656
+ "f":0.9788519637
657
  },
658
  "Number":{
659
  "p":0.9923365655,
 
661
  "f":0.9902458057
662
  },
663
  "Person":{
664
+ "p":0.974522293,
665
+ "r":0.9797225187,
666
+ "f":0.977115487
667
  },
668
  "Tense":{
669
+ "p":0.9402795426,
670
+ "r":0.9736842105,
671
+ "f":0.9566903685
672
  },
673
  "VerbForm":{
674
+ "p":0.975571316,
675
  "r":0.9809825674,
676
+ "f":0.9782694587
677
  },
678
  "Gender":{
679
+ "p":0.9656702025,
680
+ "r":0.9575444636,
681
+ "f":0.9615901671
682
  },
683
  "PronType":{
684
+ "p":0.9921956296,
685
+ "r":0.9855297158,
686
+ "f":0.9888514389
687
  },
688
  "Definite":{
689
+ "p":0.9972789116,
690
  "r":0.9932249322,
691
+ "f":0.9952477936
692
  },
693
  "NumType":{
694
+ "p":0.9644012945,
695
+ "r":0.9770491803,
696
+ "f":0.9706840391
697
  },
698
  "Voice":{
699
+ "p":0.8988764045,
700
  "r":0.9302325581,
701
+ "f":0.9142857143
702
  },
703
  "Polarity":{
704
+ "p":0.9863013699,
705
  "r":1.0,
706
+ "f":0.9931034483
707
  },
708
  "Case":{
709
+ "p":0.9285714286,
710
  "r":0.9285714286,
711
+ "f":0.9285714286
712
  }
713
  },
714
+ "sents_p":0.9255220912,
715
+ "sents_r":0.9574530624,
716
+ "sents_f":0.9412168385,
717
+ "dep_uas":0.9010773751,
718
+ "dep_las":0.8627722088,
719
  "dep_las_per_type":{
720
  "cop":{
721
+ "p":0.88,
722
+ "r":0.9361702128,
723
+ "f":0.9072164948
724
  },
725
  "root":{
726
+ "p":0.9130434783,
727
  "r":0.9,
728
+ "f":0.9064748201
729
  },
730
  "det":{
731
+ "p":0.9757174393,
732
+ "r":0.9703622393,
733
+ "f":0.9730324711
734
  },
735
  "amod":{
736
+ "p":0.9413202934,
737
+ "r":0.9390243902,
738
+ "f":0.9401709402
739
  },
740
  "nsubj":{
741
+ "p":0.8924162257,
742
+ "r":0.8830715532,
743
+ "f":0.8877192982
744
  },
745
  "case":{
746
+ "p":0.9777070064,
747
  "r":0.979578813,
748
+ "f":0.9786420147
749
  },
750
  "nmod":{
751
+ "p":0.8161044614,
752
+ "r":0.8351893096,
753
+ "f":0.8255365988
754
  },
755
  "flat:name":{
756
+ "p":0.8798586572,
757
  "r":0.9054545455,
758
+ "f":0.8924731183
759
  },
760
  "acl":{
761
+ "p":0.6422018349,
762
+ "r":0.6034482759,
763
+ "f":0.6222222222
764
  },
765
  "advmod":{
766
+ "p":0.8242074928,
767
+ "r":0.8125,
768
+ "f":0.8183118741
769
  },
770
  "obl":{
771
+ "p":0.7002012072,
772
+ "r":0.7160493827,
773
+ "f":0.7080366226
774
  },
775
  "conj":{
776
+ "p":0.6094890511,
777
+ "r":0.6162361624,
778
+ "f":0.6128440367
779
  },
780
  "cc":{
781
+ "p":0.9004329004,
782
+ "r":0.9043478261,
783
+ "f":0.9023861171
784
  },
785
  "obj":{
786
+ "p":0.8565656566,
787
+ "r":0.816955684,
788
+ "f":0.8362919132
789
  },
790
  "obl:agent":{
791
+ "p":0.7941176471,
792
+ "r":0.9,
793
+ "f":0.84375
794
  },
795
  "acl:relcl":{
796
+ "p":0.7314814815,
797
+ "r":0.7452830189,
798
+ "f":0.738317757
799
  },
800
  "mark":{
801
+ "p":0.8731707317,
802
+ "r":0.8364485981,
803
+ "f":0.8544152745
804
  },
805
  "advcl":{
806
+ "p":0.553030303,
807
+ "r":0.6517857143,
808
+ "f":0.5983606557
809
  },
810
  "xcomp":{
811
+ "p":0.7615384615,
812
+ "r":0.792,
813
+ "f":0.7764705882
814
  },
815
  "iobj":{
816
+ "p":0.3,
817
+ "r":0.1363636364,
818
+ "f":0.1875
819
  },
820
  "appos":{
821
+ "p":0.6,
822
+ "r":0.6036585366,
823
+ "f":0.6018237082
824
  },
825
  "fixed":{
826
+ "p":0.7818181818,
827
  "r":0.7678571429,
828
+ "f":0.7747747748
829
  },
830
  "nummod":{
831
+ "p":0.9677419355,
832
+ "r":0.9615384615,
833
+ "f":0.9646302251
834
  },
835
  "aux":{
836
+ "p":0.9090909091,
837
  "r":0.9677419355,
838
+ "f":0.9375
839
  },
840
  "csubj":{
841
+ "p":0.5,
842
  "r":0.375,
843
+ "f":0.4285714286
844
  },
845
  "ccomp":{
846
+ "p":0.7551020408,
847
  "r":0.6166666667,
848
+ "f":0.6788990826
849
  },
850
  "orphan":{
851
  "p":0.0,
 
858
  "f":1.0
859
  },
860
  "aux:pass":{
861
+ "p":1.0,
862
  "r":0.9852941176,
863
+ "f":0.9925925926
864
  },
865
  "nsubj:pass":{
866
+ "p":0.8545454545,
867
+ "r":0.8703703704,
868
+ "f":0.8623853211
869
  },
870
  "parataxis":{
871
+ "p":0.4464285714,
872
  "r":0.3521126761,
873
+ "f":0.3937007874
 
 
 
 
 
874
  },
875
  "list":{
876
  "p":0.0,
 
878
  "f":0.0
879
  },
880
  "expl":{
881
+ "p":0.7826086957,
882
+ "r":0.9473684211,
883
+ "f":0.8571428571
884
  },
885
  "compound":{
886
+ "p":0.6666666667,
887
+ "r":0.4,
888
+ "f":0.5
889
+ },
890
+ "dep":{
891
+ "p":0.0,
892
+ "r":0.0,
893
+ "f":0.0
894
  },
895
  "vocative":{
896
  "p":0.0,
 
898
  "f":0.0
899
  },
900
  "discourse":{
901
+ "p":0.0,
902
+ "r":0.0,
903
+ "f":0.0
904
  },
905
  "expl:pass":{
906
  "p":0.0,
 
909
  },
910
  "flat:foreign":{
911
  "p":1.0,
912
+ "r":0.75,
913
+ "f":0.8571428571
914
  }
915
  },
916
+ "lemma_acc":0.9704323709,
917
+ "tag_acc":0.8961656594,
918
+ "ents_p":0.8956672035,
919
+ "ents_r":0.8974475036,
920
+ "ents_f":0.8965564698,
921
  "ents_per_type":{
922
  "LOC":{
923
+ "p":0.9137775621,
924
+ "r":0.9267580872,
925
+ "f":0.9202220515
926
  },
927
  "PER":{
928
+ "p":0.9074120083,
929
+ "r":0.9246413502,
930
+ "f":0.9159456635
931
  },
932
  "ORG":{
933
+ "p":0.8469882299,
934
+ "r":0.8197453652,
935
+ "f":0.8331441544
936
  },
937
  "MISC":{
938
+ "p":0.8156128576,
939
+ "r":0.763810784,
940
+ "f":0.7888623164
941
  }
942
  },
943
+ "speed":11566.5552368993
944
  },
945
  "sources":[
946
  {
morphologizer/cfg CHANGED
@@ -129,6 +129,7 @@
129
  "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin",
130
  "Mood=Cnd|Number=Sing|POS=AUX|Person=3|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=3|VerbForm=Fin",
131
  "POS=AUX|VerbForm=Part":"VerbForm=Part",
 
132
  "Gender=Fem|Number=Sing|POS=DET|PronType=Ind":"Gender=Fem|Number=Sing|PronType=Ind",
133
  "Case=Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Nom|Gender=Masc|Number=Sing|Person=3|PronType=Prs",
134
  "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Past|VerbForm=Fin",
@@ -680,6 +681,7 @@
680
  "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":100,
681
  "Mood=Cnd|Number=Sing|POS=AUX|Person=3|VerbForm=Fin":87,
682
  "POS=AUX|VerbForm=Part":87,
 
683
  "Gender=Fem|Number=Sing|POS=DET|PronType=Ind":90,
684
  "Case=Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":95,
685
  "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Past|VerbForm=Fin":87,
 
129
  "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin",
130
  "Mood=Cnd|Number=Sing|POS=AUX|Person=3|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=3|VerbForm=Fin",
131
  "POS=AUX|VerbForm=Part":"VerbForm=Part",
132
+ "POS=SPACE":"",
133
  "Gender=Fem|Number=Sing|POS=DET|PronType=Ind":"Gender=Fem|Number=Sing|PronType=Ind",
134
  "Case=Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Nom|Gender=Masc|Number=Sing|Person=3|PronType=Prs",
135
  "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Past|VerbForm=Fin",
 
681
  "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":100,
682
  "Mood=Cnd|Number=Sing|POS=AUX|Person=3|VerbForm=Fin":87,
683
  "POS=AUX|VerbForm=Part":87,
684
+ "POS=SPACE":103,
685
  "Gender=Fem|Number=Sing|POS=DET|PronType=Ind":90,
686
  "Case=Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":95,
687
  "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Past|VerbForm=Fin":87,
morphologizer/model CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:da97e0d67dc02574db132ac9dccc1c8c76caaedad950942d66d19d4e4d33064d
3
- size 213454
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:4df7fdfaed5122e8cb9c997cd0104542cbeaaf6e3dd4b3b2c4cc71590b741d08
3
+ size 213842
ner/model CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:b2d63439e13d52ac08b98053a23b207d511183b4b01a7a8a5477490c46c00e61
3
  size 6496592
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:2d214dd301660034a4c5b0613c4a77e32bb89f8904051a0ac87a5ec328015b16
3
  size 6496592
ner/moves CHANGED
@@ -1 +1 @@
1
- ��moves��{"0":{},"1":{"LOC":137478,"PER":65030,"MISC":38659,"ORG":25003},"2":{"LOC":137478,"PER":65030,"MISC":38659,"ORG":25003},"3":{"LOC":137478,"PER":65030,"MISC":38659,"ORG":25003},"4":{"LOC":137478,"PER":65030,"MISC":38659,"ORG":25003,"":1},"5":{"":1}}�cfg��neg_key�
 
1
+ ��moves��{"0":{},"1":{"LOC":137705,"PER":65149,"MISC":38744,"ORG":25055},"2":{"LOC":137705,"PER":65149,"MISC":38744,"ORG":25055},"3":{"LOC":137705,"PER":65149,"MISC":38744,"ORG":25055},"4":{"LOC":137705,"PER":65149,"MISC":38744,"ORG":25055,"":1},"5":{"":1}}�cfg��neg_key�
parser/model CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:d6abc603d22e14d5bc24856102f201193d3abd8e287f013b94b41b1eff87c949
3
  size 312369
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:1f87d15f1e2d2f137e30f45f3e175bbe15e09b74b81344715d98ab3f2f7425e7
3
  size 312369
parser/moves CHANGED
@@ -1 +1 @@
1
- ��moves�={"0":{"":95283},"1":{"":87798},"2":{"case":29410,"det":17231,"punct":9481,"nsubj":8570,"advmod":5062,"cc":4755,"mark":4681,"amod":2611,"cop":2402,"obl":2095,"nummod":1939,"aux:pass":1065,"aux":902,"nsubj:pass":758,"obj":690,"advcl":568,"expl":504,"nmod":322,"parataxis":265,"advmod||xcomp":250,"mark||xcomp":229,"iobj":152,"acl":127,"obl||xcomp":125,"cc||xcomp":115,"ccomp":104,"punct||acl":93,"csubj":67,"punct||xcomp":66,"advcl||xcomp":58,"discourse":50,"obj||xcomp":48,"dep":0},"3":{"punct":17171,"nmod":16534,"obj":7834,"obl":6961,"amod":5980,"conj":5767,"flat:name":5196,"xcomp":2948,"appos":2602,"acl":2283,"acl:relcl":2282,"advmod":1777,"advcl":1762,"fixed":1288,"ccomp":1211,"nsubj":1100,"parataxis":696,"obl:agent":660,"flat":413,"nummod":410,"iobj":393,"compound":344,"csubj":245,"nsubj:pass":133,"det":113,"acl:relcl||nmod":82,"cop":73,"cc":73,"flat:foreign":63,"punct||conj":60,"nmod||nmod":55,"conj||nmod":55,"acl:relcl||obl":49,"nmod||obj":48,"appos||nmod":47,"acl:relcl||obj":44,"punct||xcomp":43,"det||obl":35,"punct||acl":33,"acl||nsubj":30,"dep":0},"4":{"ROOT":8328}}�cfg��neg_key�
 
1
+ ��moves�@{"0":{"":95290},"1":{"":88909},"2":{"case":29410,"det":17231,"punct":9481,"nsubj":8570,"advmod":5062,"cc":4755,"mark":4681,"amod":2611,"cop":2402,"obl":2095,"nummod":1939,"aux:pass":1065,"aux":902,"nsubj:pass":758,"obj":690,"advcl":568,"expl":504,"nmod":322,"parataxis":265,"advmod||xcomp":250,"mark||xcomp":229,"iobj":152,"acl":127,"obl||xcomp":125,"cc||xcomp":115,"ccomp":104,"punct||acl":93,"csubj":67,"punct||xcomp":66,"advcl||xcomp":58,"discourse":50,"obj||xcomp":48,"dep":0},"3":{"punct":17171,"nmod":16534,"obj":7834,"obl":6961,"amod":5980,"conj":5767,"flat:name":5196,"xcomp":2948,"appos":2602,"acl":2283,"acl:relcl":2282,"advmod":1777,"advcl":1762,"fixed":1288,"ccomp":1211,"dep":1111,"nsubj":1100,"parataxis":696,"obl:agent":660,"flat":413,"nummod":410,"iobj":393,"compound":344,"csubj":245,"nsubj:pass":133,"det":113,"acl:relcl||nmod":82,"cop":73,"cc":73,"flat:foreign":63,"punct||conj":60,"nmod||nmod":55,"conj||nmod":55,"acl:relcl||obl":49,"nmod||obj":48,"appos||nmod":47,"acl:relcl||obj":44,"punct||xcomp":43,"det||obl":35,"punct||acl":33,"acl||nsubj":30},"4":{"ROOT":8328}}�cfg��neg_key�
pt_core_news_md-any-py3-none-any.whl CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:0fc589323c0d53aadbf690ff1f969cc7b0afcdb4421f11b628bb5d18fa9409e3
3
- size 42371204
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:3ca11ef6b65b2bb1114d48aab1adb8cdef2a459d30af53278216a029b84a0cf0
3
+ size 42372596
senter/model CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:9a8524f287f0746bdc3cc3d106f5a1673b651a2a3fd0ad76e411f9bb8b7f84ab
3
  size 219953
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:03594cf98402b2b6809e2c01a6654fc170dd4f705cc8b45488c8caf7db457ed6
3
  size 219953
tok2vec/model CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:c36d129538bf3560d9de5b0a1ae70a5dba67ce43b476d480aed5a545b0d1f83b
3
  size 6365604
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:6879400fc71e36fda2421074dceb5b733e83f21652a73541126b1569c552f442
3
  size 6365604
vocab/key2row CHANGED
Binary files a/vocab/key2row and b/vocab/key2row differ
 
vocab/strings.json CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:86b983fe2efbfb5be94f517fb0153db59aee9727122ad89450fb364f9cde7202
3
- size 9844941
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:65521b738cfbc75272e6b2ce99bbf27fad57a614d9cf14088e2fb8a9c84a779d
3
+ size 9850838