Adriane Boyd commited on
Commit
a56a017
1 Parent(s): 2f5c7b2

Update spaCy pipeline

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.gitattributes CHANGED
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- # UD Dutch LassySmall v2.8
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-
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- * Author: Bouma, Gosse; van Noord, Gertjan
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- * URL: https://github.com/UniversalDependencies/UD_Dutch-LassySmall
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  # UD Dutch Alpino v2.8
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  * Author: Zeman, Daniel; Žabokrtský, Zdeněk; Bouma, Gosse; van Noord, Gertjan
 
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  # UD Dutch Alpino v2.8
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  * Author: Zeman, Daniel; Žabokrtský, Zdeněk; Bouma, Gosse; van Noord, Gertjan
README.md CHANGED
@@ -14,62 +14,62 @@ model-index:
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  metrics:
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  - name: NER Precision
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  type: precision
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- value: 0.7652916074
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  - name: NER Recall
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  type: recall
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- value: 0.7441217151
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  - name: NER F Score
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  type: f_score
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- value: 0.7545582048
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  - task:
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  name: TAG
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  type: token-classification
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  metrics:
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  - name: TAG (XPOS) Accuracy
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  type: accuracy
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- value: 0.9534133043
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  - task:
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  name: POS
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  type: token-classification
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  metrics:
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  - name: POS (UPOS) Accuracy
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  type: accuracy
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- value: 0.9661941112
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  - task:
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  name: MORPH
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  type: token-classification
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  metrics:
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  - name: Morph (UFeats) Accuracy
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  type: accuracy
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- value: 0.9635947213
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  - task:
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  name: LEMMA
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  type: token-classification
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  metrics:
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  - name: Lemma Accuracy
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  type: accuracy
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- value: 0.9417537126
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  - task:
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  name: UNLABELED_DEPENDENCIES
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  type: token-classification
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  metrics:
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  - name: Unlabeled Attachment Score (UAS)
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  type: f_score
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- value: 0.8698053923
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  - task:
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  name: LABELED_DEPENDENCIES
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  type: token-classification
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  metrics:
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  - name: Labeled Attachment Score (LAS)
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  type: f_score
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- value: 0.8235860531
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  - task:
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  name: SENTS
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  metrics:
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  - name: Sentences F-Score
71
  type: f_score
72
- value: 0.8749559704
73
  ---
74
  ### Details: https://spacy.io/models/nl#nl_core_news_lg
75
 
@@ -78,12 +78,12 @@ Dutch pipeline optimized for CPU. Components: tok2vec, morphologizer, tagger, pa
78
  | Feature | Description |
79
  | --- | --- |
80
  | **Name** | `nl_core_news_lg` |
81
- | **Version** | `3.3.0` |
82
- | **spaCy** | `>=3.3.0.dev0,<3.4.0` |
83
  | **Default Pipeline** | `tok2vec`, `morphologizer`, `tagger`, `parser`, `lemmatizer`, `attribute_ruler`, `ner` |
84
  | **Components** | `tok2vec`, `morphologizer`, `tagger`, `parser`, `lemmatizer`, `senter`, `attribute_ruler`, `ner` |
85
  | **Vectors** | 500000 keys, 500000 unique vectors (300 dimensions) |
86
- | **Sources** | [UD Dutch LassySmall v2.8](https://github.com/UniversalDependencies/UD_Dutch-LassySmall) (Bouma, Gosse; van Noord, Gertjan)<br />[Dutch NER Annotations for UD LassySmall](https://nlp.town) (NLP Town)<br />[UD Dutch LassySmall v2.8](https://github.com/UniversalDependencies/UD_Dutch-LassySmall) (Bouma, Gosse; van Noord, Gertjan)<br />[UD Dutch Alpino v2.8](https://github.com/UniversalDependencies/UD_Dutch-Alpino) (Zeman, Daniel; Žabokrtský, Zdeněk; Bouma, Gosse; van Noord, Gertjan)<br />[Explosion fastText Vectors (cbow, OSCAR Common Crawl + Wikipedia)](https://spacy.io) (Explosion) |
87
  | **License** | `CC BY-SA 4.0` |
88
  | **Author** | [Explosion](https://explosion.ai) |
89
 
@@ -91,12 +91,12 @@ Dutch pipeline optimized for CPU. Components: tok2vec, morphologizer, tagger, pa
91
 
92
  <details>
93
 
94
- <summary>View label scheme (321 labels for 4 components)</summary>
95
 
96
  | Component | Labels |
97
  | --- | --- |
98
- | **`morphologizer`** | `POS=PRON\|Person=3\|PronType=Dem`, `Number=Sing\|POS=AUX\|Tense=Pres\|VerbForm=Fin`, `POS=ADV`, `POS=VERB\|VerbForm=Part`, `POS=PUNCT`, `Number=Sing\|POS=AUX\|Tense=Past\|VerbForm=Fin`, `POS=ADP`, `POS=NUM`, `Number=Plur\|POS=NOUN`, `POS=VERB\|VerbForm=Inf`, `POS=SCONJ`, `Definite=Def\|POS=DET`, `Gender=Com\|Number=Sing\|POS=NOUN`, `Number=Sing\|POS=VERB\|Tense=Pres\|VerbForm=Fin`, `Degree=Pos\|POS=ADJ`, `Gender=Neut\|Number=Sing\|POS=PROPN`, `Gender=Com\|Number=Sing\|POS=PROPN`, `POS=AUX\|VerbForm=Inf`, `Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Fin`, `POS=DET`, `Gender=Neut\|Number=Sing\|POS=NOUN`, `POS=PRON\|Person=3\|PronType=Prs`, `POS=CCONJ`, `Number=Plur\|POS=VERB\|Tense=Pres\|VerbForm=Fin`, `POS=PRON\|Person=3\|PronType=Ind`, `Degree=Cmp\|POS=ADJ`, `Case=Nom\|POS=PRON\|Person=1\|PronType=Prs`, `Definite=Ind\|POS=DET`, `Case=Nom\|POS=PRON\|Person=3\|PronType=Prs`, `POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs`, `Number=Plur\|POS=AUX\|Tense=Pres\|VerbForm=Fin`, `POS=PRON\|PronType=Rel`, `Case=Acc\|POS=PRON\|Person=1\|PronType=Prs`, `Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Fin`, `Gender=Com,Neut\|Number=Sing\|POS=NOUN`, `Case=Acc\|POS=PRON\|Person=3\|PronType=Prs\|Reflex=Yes`, `Case=Acc\|POS=PRON\|Person=3\|PronType=Prs`, `POS=PROPN`, `POS=PRON\|PronType=Ind`, `POS=PRON\|Person=3\|PronType=Int`, `Case=Acc\|POS=PRON\|PronType=Rcp`, `Number=Plur\|POS=AUX\|Tense=Past\|VerbForm=Fin`, `Number=Sing\|POS=NOUN`, `POS=PRON\|Person=1\|Poss=Yes\|PronType=Prs`, `POS=SYM`, `Abbr=Yes\|POS=X`, `Gender=Com,Neut\|Number=Sing\|POS=PROPN`, `Degree=Sup\|POS=ADJ`, `POS=ADJ`, `Number=Sing\|POS=PROPN`, `POS=PRON\|PronType=Dem`, `POS=AUX\|VerbForm=Part`, `POS=PRON\|Person=3\|PronType=Rel`, `Number=Plur\|POS=PROPN`, `POS=PRON\|Person=2\|Poss=Yes\|PronType=Prs`, `Case=Dat\|POS=PRON\|PronType=Dem`, `Case=Nom\|POS=PRON\|Person=2\|PronType=Prs`, `POS=INTJ`, `Case=Acc\|POS=PRON\|Person=2\|PronType=Prs`, `Case=Gen\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs`, `POS=PRON\|PronType=Int`, `POS=PRON\|Person=2\|PronType=Prs`, `POS=PRON\|Person=3`, `Case=Gen\|POS=PRON\|Person=2\|PronType=Prs`, `POS=X` |
99
- | **`tagger`** | `ADJ\|nom\|basis\|met-e\|mv-n`, `ADJ\|nom\|basis\|met-e\|zonder-n\|bijz`, `ADJ\|nom\|basis\|met-e\|zonder-n\|stan`, `ADJ\|nom\|basis\|zonder\|mv-n`, `ADJ\|nom\|basis\|zonder\|zonder-n`, `ADJ\|nom\|comp\|met-e\|mv-n`, `ADJ\|nom\|comp\|met-e\|zonder-n\|stan`, `ADJ\|nom\|sup\|met-e\|mv-n`, `ADJ\|nom\|sup\|met-e\|zonder-n\|bijz`, `ADJ\|nom\|sup\|met-e\|zonder-n\|stan`, `ADJ\|nom\|sup\|zonder\|zonder-n`, `ADJ\|postnom\|basis\|met-s`, `ADJ\|postnom\|basis\|zonder`, `ADJ\|postnom\|comp\|met-s`, `ADJ\|prenom\|basis\|met-e\|bijz`, `ADJ\|prenom\|basis\|met-e\|stan`, `ADJ\|prenom\|basis\|zonder`, `ADJ\|prenom\|comp\|met-e\|stan`, `ADJ\|prenom\|comp\|zonder`, `ADJ\|prenom\|sup\|met-e\|stan`, `ADJ\|prenom\|sup\|zonder`, `ADJ\|vrij\|basis\|zonder`, `ADJ\|vrij\|comp\|zonder`, `ADJ\|vrij\|dim\|zonder`, `ADJ\|vrij\|sup\|zonder`, `BW`, `LET`, `LID\|bep\|dat\|evmo`, `LID\|bep\|gen\|evmo`, `LID\|bep\|gen\|rest3`, `LID\|bep\|stan\|evon`, `LID\|bep\|stan\|rest`, `LID\|onbep\|stan\|agr`, `N\|eigen\|ev\|basis\|gen`, `N\|eigen\|ev\|basis\|genus\|stan`, `N\|eigen\|ev\|basis\|onz\|stan`, `N\|eigen\|ev\|basis\|zijd\|stan`, `N\|eigen\|ev\|dim\|onz\|stan`, `N\|eigen\|mv\|basis`, `N\|soort\|ev\|basis\|dat`, `N\|soort\|ev\|basis\|gen`, `N\|soort\|ev\|basis\|genus\|stan`, `N\|soort\|ev\|basis\|onz\|stan`, `N\|soort\|ev\|basis\|zijd\|stan`, `N\|soort\|ev\|dim\|onz\|stan`, `N\|soort\|mv\|basis`, `N\|soort\|mv\|dim`, `SPEC\|afgebr`, `SPEC\|afk`, `SPEC\|deeleigen`, `SPEC\|enof`, `SPEC\|meta`, `SPEC\|symb`, `SPEC\|vreemd`, `TSW`, `TW\|hoofd\|nom\|mv-n\|basis`, `TW\|hoofd\|nom\|mv-n\|dim`, `TW\|hoofd\|nom\|zonder-n\|basis`, `TW\|hoofd\|nom\|zonder-n\|dim`, `TW\|hoofd\|prenom\|stan`, `TW\|hoofd\|vrij`, `TW\|rang\|nom\|mv-n`, `TW\|rang\|nom\|zonder-n`, `TW\|rang\|prenom\|stan`, `VG\|neven`, `VG\|onder`, `VNW\|aanw\|adv-pron\|obl\|vol\|3o\|getal`, `VNW\|aanw\|adv-pron\|stan\|red\|3\|getal`, `VNW\|aanw\|det\|dat\|nom\|met-e\|zonder-n`, `VNW\|aanw\|det\|dat\|prenom\|met-e\|evmo`, `VNW\|aanw\|det\|gen\|prenom\|met-e\|rest3`, `VNW\|aanw\|det\|stan\|nom\|met-e\|mv-n`, `VNW\|aanw\|det\|stan\|nom\|met-e\|zonder-n`, `VNW\|aanw\|det\|stan\|prenom\|met-e\|rest`, `VNW\|aanw\|det\|stan\|prenom\|zonder\|agr`, `VNW\|aanw\|det\|stan\|prenom\|zonder\|evon`, `VNW\|aanw\|det\|stan\|prenom\|zonder\|rest`, `VNW\|aanw\|det\|stan\|vrij\|zonder`, `VNW\|aanw\|pron\|gen\|vol\|3m\|ev`, `VNW\|aanw\|pron\|stan\|vol\|3o\|ev`, `VNW\|aanw\|pron\|stan\|vol\|3\|getal`, `VNW\|betr\|det\|stan\|nom\|met-e\|zonder-n`, `VNW\|betr\|det\|stan\|nom\|zonder\|zonder-n`, `VNW\|betr\|pron\|stan\|vol\|3\|ev`, `VNW\|betr\|pron\|stan\|vol\|persoon\|getal`, `VNW\|bez\|det\|gen\|vol\|3\|ev\|prenom\|met-e\|rest3`, `VNW\|bez\|det\|stan\|nadr\|2v\|mv\|prenom\|zonder\|agr`, `VNW\|bez\|det\|stan\|red\|1\|ev\|prenom\|zonder\|agr`, `VNW\|bez\|det\|stan\|red\|2v\|ev\|prenom\|zonder\|agr`, `VNW\|bez\|det\|stan\|red\|3\|ev\|prenom\|zonder\|agr`, `VNW\|bez\|det\|stan\|vol\|1\|ev\|prenom\|met-e\|rest`, `VNW\|bez\|det\|stan\|vol\|1\|ev\|prenom\|zonder\|agr`, `VNW\|bez\|det\|stan\|vol\|1\|mv\|prenom\|met-e\|rest`, `VNW\|bez\|det\|stan\|vol\|1\|mv\|prenom\|zonder\|evon`, `VNW\|bez\|det\|stan\|vol\|2v\|ev\|prenom\|zonder\|agr`, `VNW\|bez\|det\|stan\|vol\|2\|getal\|prenom\|zonder\|agr`, `VNW\|bez\|det\|stan\|vol\|3m\|ev\|nom\|met-e\|zonder-n`, `VNW\|bez\|det\|stan\|vol\|3m\|ev\|prenom\|met-e\|rest`, `VNW\|bez\|det\|stan\|vol\|3p\|mv\|prenom\|met-e\|rest`, `VNW\|bez\|det\|stan\|vol\|3v\|ev\|nom\|met-e\|zonder-n`, `VNW\|bez\|det\|stan\|vol\|3v\|ev\|prenom\|met-e\|rest`, `VNW\|bez\|det\|stan\|vol\|3\|ev\|prenom\|zonder\|agr`, `VNW\|bez\|det\|stan\|vol\|3\|mv\|prenom\|zonder\|agr`, `VNW\|excl\|pron\|stan\|vol\|3\|getal`, `VNW\|onbep\|adv-pron\|gen\|red\|3\|getal`, `VNW\|onbep\|adv-pron\|obl\|vol\|3o\|getal`, `VNW\|onbep\|det\|stan\|nom\|met-e\|mv-n`, `VNW\|onbep\|det\|stan\|nom\|met-e\|zonder-n`, `VNW\|onbep\|det\|stan\|nom\|zonder\|zonder-n`, `VNW\|onbep\|det\|stan\|prenom\|met-e\|agr`, `VNW\|onbep\|det\|stan\|prenom\|met-e\|evz`, `VNW\|onbep\|det\|stan\|prenom\|met-e\|mv`, `VNW\|onbep\|det\|stan\|prenom\|met-e\|rest`, `VNW\|onbep\|det\|stan\|prenom\|zonder\|agr`, `VNW\|onbep\|det\|stan\|prenom\|zonder\|evon`, `VNW\|onbep\|det\|stan\|vrij\|zonder`, `VNW\|onbep\|grad\|gen\|nom\|met-e\|mv-n\|basis`, `VNW\|onbep\|grad\|stan\|nom\|met-e\|mv-n\|basis`, `VNW\|onbep\|grad\|stan\|nom\|met-e\|mv-n\|sup`, `VNW\|onbep\|grad\|stan\|nom\|met-e\|zonder-n\|basis`, `VNW\|onbep\|grad\|stan\|nom\|met-e\|zonder-n\|sup`, `VNW\|onbep\|grad\|stan\|prenom\|met-e\|agr\|basis`, `VNW\|onbep\|grad\|stan\|prenom\|met-e\|agr\|comp`, `VNW\|onbep\|grad\|stan\|prenom\|met-e\|agr\|sup`, `VNW\|onbep\|grad\|stan\|prenom\|met-e\|mv\|basis`, `VNW\|onbep\|grad\|stan\|prenom\|zonder\|agr\|basis`, `VNW\|onbep\|grad\|stan\|prenom\|zonder\|agr\|comp`, `VNW\|onbep\|grad\|stan\|vrij\|zonder\|basis`, `VNW\|onbep\|grad\|stan\|vrij\|zonder\|comp`, `VNW\|onbep\|grad\|stan\|vrij\|zonder\|sup`, `VNW\|onbep\|pron\|gen\|vol\|3p\|ev`, `VNW\|onbep\|pron\|stan\|vol\|3o\|ev`, `VNW\|onbep\|pron\|stan\|vol\|3p\|ev`, `VNW\|pers\|pron\|gen\|vol\|2\|getal`, `VNW\|pers\|pron\|nomin\|nadr\|3m\|ev\|masc`, `VNW\|pers\|pron\|nomin\|nadr\|3v\|ev\|fem`, `VNW\|pers\|pron\|nomin\|red\|1\|mv`, `VNW\|pers\|pron\|nomin\|red\|2v\|ev`, `VNW\|pers\|pron\|nomin\|red\|2\|getal`, `VNW\|pers\|pron\|nomin\|red\|3p\|ev\|masc`, `VNW\|pers\|pron\|nomin\|red\|3\|ev\|masc`, `VNW\|pers\|pron\|nomin\|vol\|1\|ev`, `VNW\|pers\|pron\|nomin\|vol\|1\|mv`, `VNW\|pers\|pron\|nomin\|vol\|2b\|getal`, `VNW\|pers\|pron\|nomin\|vol\|2v\|ev`, `VNW\|pers\|pron\|nomin\|vol\|2\|getal`, `VNW\|pers\|pron\|nomin\|vol\|3p\|mv`, `VNW\|pers\|pron\|nomin\|vol\|3v\|ev\|fem`, `VNW\|pers\|pron\|nomin\|vol\|3\|ev\|masc`, `VNW\|pers\|pron\|obl\|nadr\|3m\|ev\|masc`, `VNW\|pers\|pron\|obl\|red\|3\|ev\|masc`, `VNW\|pers\|pron\|obl\|vol\|2v\|ev`, `VNW\|pers\|pron\|obl\|vol\|3p\|mv`, `VNW\|pers\|pron\|obl\|vol\|3\|ev\|masc`, `VNW\|pers\|pron\|obl\|vol\|3\|getal\|fem`, `VNW\|pers\|pron\|stan\|nadr\|2v\|mv`, `VNW\|pers\|pron\|stan\|red\|3\|ev\|fem`, `VNW\|pers\|pron\|stan\|red\|3\|ev\|onz`, `VNW\|pers\|pron\|stan\|red\|3\|mv`, `VNW\|pr\|pron\|obl\|nadr\|1\|ev`, `VNW\|pr\|pron\|obl\|nadr\|2v\|getal`, `VNW\|pr\|pron\|obl\|nadr\|2\|getal`, `VNW\|pr\|pron\|obl\|red\|1\|ev`, `VNW\|pr\|pron\|obl\|red\|2v\|getal`, `VNW\|pr\|pron\|obl\|vol\|1\|ev`, `VNW\|pr\|pron\|obl\|vol\|1\|mv`, `VNW\|pr\|pron\|obl\|vol\|2\|getal`, `VNW\|recip\|pron\|gen\|vol\|persoon\|mv`, `VNW\|recip\|pron\|obl\|vol\|persoon\|mv`, `VNW\|refl\|pron\|obl\|nadr\|3\|getal`, `VNW\|refl\|pron\|obl\|red\|3\|getal`, `VNW\|vb\|adv-pron\|obl\|vol\|3o\|getal`, `VNW\|vb\|det\|stan\|nom\|met-e\|zonder-n`, `VNW\|vb\|det\|stan\|prenom\|met-e\|rest`, `VNW\|vb\|det\|stan\|prenom\|zonder\|evon`, `VNW\|vb\|pron\|gen\|vol\|3m\|ev`, `VNW\|vb\|pron\|gen\|vol\|3p\|mv`, `VNW\|vb\|pron\|gen\|vol\|3v\|ev`, `VNW\|vb\|pron\|stan\|vol\|3o\|ev`, `VNW\|vb\|pron\|stan\|vol\|3p\|getal`, `VZ\|fin`, `VZ\|init`, `VZ\|versm`, `WW\|inf\|nom\|zonder\|zonder-n`, `WW\|inf\|prenom\|met-e`, `WW\|inf\|vrij\|zonder`, `WW\|od\|nom\|met-e\|mv-n`, `WW\|od\|nom\|met-e\|zonder-n`, `WW\|od\|prenom\|met-e`, `WW\|od\|prenom\|zonder`, `WW\|od\|vrij\|zonder`, `WW\|pv\|conj\|ev`, `WW\|pv\|tgw\|ev`, `WW\|pv\|tgw\|met-t`, `WW\|pv\|tgw\|mv`, `WW\|pv\|verl\|ev`, `WW\|pv\|verl\|mv`, `WW\|vd\|nom\|met-e\|mv-n`, `WW\|vd\|nom\|met-e\|zonder-n`, `WW\|vd\|prenom\|met-e`, `WW\|vd\|prenom\|zonder`, `WW\|vd\|vrij\|zonder` |
100
  | **`parser`** | `ROOT`, `acl`, `acl:relcl`, `advcl`, `advmod`, `amod`, `appos`, `aux`, `aux:pass`, `case`, `cc`, `ccomp`, `compound:prt`, `conj`, `cop`, `csubj`, `dep`, `det`, `expl`, `expl:pv`, `fixed`, `flat`, `iobj`, `mark`, `nmod`, `nmod:poss`, `nsubj`, `nsubj:pass`, `nummod`, `obj`, `obl`, `obl:agent`, `orphan`, `parataxis`, `punct`, `xcomp` |
101
  | **`ner`** | `CARDINAL`, `DATE`, `EVENT`, `FAC`, `GPE`, `LANGUAGE`, `LAW`, `LOC`, `MONEY`, `NORP`, `ORDINAL`, `ORG`, `PERCENT`, `PERSON`, `PRODUCT`, `QUANTITY`, `TIME`, `WORK_OF_ART` |
102
 
@@ -106,22 +106,22 @@ Dutch pipeline optimized for CPU. Components: tok2vec, morphologizer, tagger, pa
106
 
107
  | Type | Score |
108
  | --- | --- |
109
- | `TAG_ACC` | 95.34 |
110
- | `SENTS_P` | 85.95 |
111
- | `SENTS_R` | 89.10 |
112
- | `SENTS_F` | 87.50 |
113
- | `DEP_UAS` | 86.98 |
114
- | `DEP_LAS` | 82.36 |
115
- | `ENTS_P` | 76.53 |
116
- | `ENTS_R` | 74.41 |
117
- | `ENTS_F` | 75.46 |
118
  | `TOKEN_ACC` | 99.97 |
119
  | `TOKEN_P` | 99.74 |
120
  | `TOKEN_R` | 99.76 |
121
  | `TOKEN_F` | 99.75 |
122
- | `POS_ACC` | 96.62 |
123
- | `MORPH_ACC` | 96.36 |
124
- | `MORPH_MICRO_P` | 97.22 |
125
- | `MORPH_MICRO_R` | 95.52 |
126
- | `MORPH_MICRO_F` | 96.36 |
127
- | `LEMMA_ACC` | 94.18 |
 
14
  metrics:
15
  - name: NER Precision
16
  type: precision
17
+ value: 0.7845934379
18
  - name: NER Recall
19
  type: recall
20
+ value: 0.7607192254
21
  - name: NER F Score
22
  type: f_score
23
+ value: 0.7724719101
24
  - task:
25
  name: TAG
26
  type: token-classification
27
  metrics:
28
  - name: TAG (XPOS) Accuracy
29
  type: accuracy
30
+ value: 0.9538495093
31
  - task:
32
  name: POS
33
  type: token-classification
34
  metrics:
35
  - name: POS (UPOS) Accuracy
36
  type: accuracy
37
+ value: 0.9666739368
38
  - task:
39
  name: MORPH
40
  type: token-classification
41
  metrics:
42
  - name: Morph (UFeats) Accuracy
43
  type: accuracy
44
+ value: 0.9639000982
45
  - task:
46
  name: LEMMA
47
  type: token-classification
48
  metrics:
49
  - name: Lemma Accuracy
50
  type: accuracy
51
+ value: 0.9568877162
52
  - task:
53
  name: UNLABELED_DEPENDENCIES
54
  type: token-classification
55
  metrics:
56
  - name: Unlabeled Attachment Score (UAS)
57
  type: f_score
58
+ value: 0.8682669641
59
  - task:
60
  name: LABELED_DEPENDENCIES
61
  type: token-classification
62
  metrics:
63
  - name: Labeled Attachment Score (LAS)
64
  type: f_score
65
+ value: 0.8246685762
66
  - task:
67
  name: SENTS
68
  type: token-classification
69
  metrics:
70
  - name: Sentences F-Score
71
  type: f_score
72
+ value: 0.8765867419
73
  ---
74
  ### Details: https://spacy.io/models/nl#nl_core_news_lg
75
 
 
78
  | Feature | Description |
79
  | --- | --- |
80
  | **Name** | `nl_core_news_lg` |
81
+ | **Version** | `3.4.0` |
82
+ | **spaCy** | `>=3.4.0,<3.5.0` |
83
  | **Default Pipeline** | `tok2vec`, `morphologizer`, `tagger`, `parser`, `lemmatizer`, `attribute_ruler`, `ner` |
84
  | **Components** | `tok2vec`, `morphologizer`, `tagger`, `parser`, `lemmatizer`, `senter`, `attribute_ruler`, `ner` |
85
  | **Vectors** | 500000 keys, 500000 unique vectors (300 dimensions) |
86
+ | **Sources** | [UD Dutch LassySmall v2.8](https://github.com/UniversalDependencies/UD_Dutch-LassySmall) (Bouma, Gosse; van Noord, Gertjan)<br />[Dutch NER Annotations for UD LassySmall](https://nlp.town) (NLP Town)<br />[UD Dutch Alpino v2.8](https://github.com/UniversalDependencies/UD_Dutch-Alpino) (Zeman, Daniel; Žabokrtský, Zdeněk; Bouma, Gosse; van Noord, Gertjan)<br />[Explosion fastText Vectors (cbow, OSCAR Common Crawl + Wikipedia)](https://spacy.io) (Explosion) |
87
  | **License** | `CC BY-SA 4.0` |
88
  | **Author** | [Explosion](https://explosion.ai) |
89
 
 
91
 
92
  <details>
93
 
94
+ <summary>View label scheme (323 labels for 4 components)</summary>
95
 
96
  | Component | Labels |
97
  | --- | --- |
98
+ | **`morphologizer`** | `POS=PRON\|Person=3\|PronType=Dem`, `Number=Sing\|POS=AUX\|Tense=Pres\|VerbForm=Fin`, `POS=ADV`, `POS=VERB\|VerbForm=Part`, `POS=PUNCT`, `Number=Sing\|POS=AUX\|Tense=Past\|VerbForm=Fin`, `POS=ADP`, `POS=NUM`, `Number=Plur\|POS=NOUN`, `POS=VERB\|VerbForm=Inf`, `POS=SCONJ`, `Definite=Def\|POS=DET`, `Gender=Com\|Number=Sing\|POS=NOUN`, `Number=Sing\|POS=VERB\|Tense=Pres\|VerbForm=Fin`, `Degree=Pos\|POS=ADJ`, `Gender=Neut\|Number=Sing\|POS=PROPN`, `Gender=Com\|Number=Sing\|POS=PROPN`, `POS=AUX\|VerbForm=Inf`, `Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Fin`, `POS=DET`, `Gender=Neut\|Number=Sing\|POS=NOUN`, `POS=PRON\|Person=3\|PronType=Prs`, `POS=CCONJ`, `Number=Plur\|POS=VERB\|Tense=Pres\|VerbForm=Fin`, `POS=PRON\|Person=3\|PronType=Ind`, `Degree=Cmp\|POS=ADJ`, `Case=Nom\|POS=PRON\|Person=1\|PronType=Prs`, `Definite=Ind\|POS=DET`, `Case=Nom\|POS=PRON\|Person=3\|PronType=Prs`, `POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs`, `Number=Plur\|POS=AUX\|Tense=Pres\|VerbForm=Fin`, `POS=PRON\|PronType=Rel`, `Case=Acc\|POS=PRON\|Person=1\|PronType=Prs`, `Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Fin`, `Gender=Com,Neut\|Number=Sing\|POS=NOUN`, `Case=Acc\|POS=PRON\|Person=3\|PronType=Prs\|Reflex=Yes`, `Case=Acc\|POS=PRON\|Person=3\|PronType=Prs`, `POS=PROPN`, `POS=PRON\|PronType=Ind`, `POS=PRON\|Person=3\|PronType=Int`, `Case=Acc\|POS=PRON\|PronType=Rcp`, `Number=Plur\|POS=AUX\|Tense=Past\|VerbForm=Fin`, `Number=Sing\|POS=NOUN`, `POS=PRON\|Person=1\|Poss=Yes\|PronType=Prs`, `POS=SYM`, `Abbr=Yes\|POS=X`, `Gender=Com,Neut\|Number=Sing\|POS=PROPN`, `Degree=Sup\|POS=ADJ`, `POS=ADJ`, `Number=Sing\|POS=PROPN`, `POS=PRON\|PronType=Dem`, `POS=AUX\|VerbForm=Part`, `POS=SPACE`, `POS=PRON\|Person=3\|PronType=Rel`, `Number=Plur\|POS=PROPN`, `POS=PRON\|Person=2\|Poss=Yes\|PronType=Prs`, `Case=Dat\|POS=PRON\|PronType=Dem`, `Case=Nom\|POS=PRON\|Person=2\|PronType=Prs`, `POS=INTJ`, `Case=Acc\|POS=PRON\|Person=2\|PronType=Prs`, `Case=Gen\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs`, `POS=PRON\|PronType=Int`, `POS=PRON\|Person=2\|PronType=Prs`, `POS=PRON\|Person=3`, `Case=Gen\|POS=PRON\|Person=2\|PronType=Prs`, `POS=X` |
99
+ | **`tagger`** | `ADJ\|nom\|basis\|met-e\|mv-n`, `ADJ\|nom\|basis\|met-e\|zonder-n\|bijz`, `ADJ\|nom\|basis\|met-e\|zonder-n\|stan`, `ADJ\|nom\|basis\|zonder\|mv-n`, `ADJ\|nom\|basis\|zonder\|zonder-n`, `ADJ\|nom\|comp\|met-e\|mv-n`, `ADJ\|nom\|comp\|met-e\|zonder-n\|stan`, `ADJ\|nom\|sup\|met-e\|mv-n`, `ADJ\|nom\|sup\|met-e\|zonder-n\|bijz`, `ADJ\|nom\|sup\|met-e\|zonder-n\|stan`, `ADJ\|nom\|sup\|zonder\|zonder-n`, `ADJ\|postnom\|basis\|met-s`, `ADJ\|postnom\|basis\|zonder`, `ADJ\|postnom\|comp\|met-s`, `ADJ\|prenom\|basis\|met-e\|bijz`, `ADJ\|prenom\|basis\|met-e\|stan`, `ADJ\|prenom\|basis\|zonder`, `ADJ\|prenom\|comp\|met-e\|stan`, `ADJ\|prenom\|comp\|zonder`, `ADJ\|prenom\|sup\|met-e\|stan`, `ADJ\|prenom\|sup\|zonder`, `ADJ\|vrij\|basis\|zonder`, `ADJ\|vrij\|comp\|zonder`, `ADJ\|vrij\|dim\|zonder`, `ADJ\|vrij\|sup\|zonder`, `BW`, `LET`, `LID\|bep\|dat\|evmo`, `LID\|bep\|gen\|evmo`, `LID\|bep\|gen\|rest3`, `LID\|bep\|stan\|evon`, `LID\|bep\|stan\|rest`, `LID\|onbep\|stan\|agr`, `N\|eigen\|ev\|basis\|gen`, `N\|eigen\|ev\|basis\|genus\|stan`, `N\|eigen\|ev\|basis\|onz\|stan`, `N\|eigen\|ev\|basis\|zijd\|stan`, `N\|eigen\|ev\|dim\|onz\|stan`, `N\|eigen\|mv\|basis`, `N\|soort\|ev\|basis\|dat`, `N\|soort\|ev\|basis\|gen`, `N\|soort\|ev\|basis\|genus\|stan`, `N\|soort\|ev\|basis\|onz\|stan`, `N\|soort\|ev\|basis\|zijd\|stan`, `N\|soort\|ev\|dim\|onz\|stan`, `N\|soort\|mv\|basis`, `N\|soort\|mv\|dim`, `SPEC\|afgebr`, `SPEC\|afk`, `SPEC\|deeleigen`, `SPEC\|enof`, `SPEC\|meta`, `SPEC\|symb`, `SPEC\|vreemd`, `TSW`, `TW\|hoofd\|nom\|mv-n\|basis`, `TW\|hoofd\|nom\|mv-n\|dim`, `TW\|hoofd\|nom\|zonder-n\|basis`, `TW\|hoofd\|nom\|zonder-n\|dim`, `TW\|hoofd\|prenom\|stan`, `TW\|hoofd\|vrij`, `TW\|rang\|nom\|mv-n`, `TW\|rang\|nom\|zonder-n`, `TW\|rang\|prenom\|stan`, `VG\|neven`, `VG\|onder`, `VNW\|aanw\|adv-pron\|obl\|vol\|3o\|getal`, `VNW\|aanw\|adv-pron\|stan\|red\|3\|getal`, `VNW\|aanw\|det\|dat\|nom\|met-e\|zonder-n`, `VNW\|aanw\|det\|dat\|prenom\|met-e\|evmo`, `VNW\|aanw\|det\|gen\|prenom\|met-e\|rest3`, `VNW\|aanw\|det\|stan\|nom\|met-e\|mv-n`, `VNW\|aanw\|det\|stan\|nom\|met-e\|zonder-n`, `VNW\|aanw\|det\|stan\|prenom\|met-e\|rest`, `VNW\|aanw\|det\|stan\|prenom\|zonder\|agr`, `VNW\|aanw\|det\|stan\|prenom\|zonder\|evon`, `VNW\|aanw\|det\|stan\|prenom\|zonder\|rest`, `VNW\|aanw\|det\|stan\|vrij\|zonder`, `VNW\|aanw\|pron\|gen\|vol\|3m\|ev`, `VNW\|aanw\|pron\|stan\|vol\|3o\|ev`, `VNW\|aanw\|pron\|stan\|vol\|3\|getal`, `VNW\|betr\|det\|stan\|nom\|met-e\|zonder-n`, `VNW\|betr\|det\|stan\|nom\|zonder\|zonder-n`, `VNW\|betr\|pron\|stan\|vol\|3\|ev`, `VNW\|betr\|pron\|stan\|vol\|persoon\|getal`, `VNW\|bez\|det\|gen\|vol\|3\|ev\|prenom\|met-e\|rest3`, `VNW\|bez\|det\|stan\|nadr\|2v\|mv\|prenom\|zonder\|agr`, `VNW\|bez\|det\|stan\|red\|1\|ev\|prenom\|zonder\|agr`, `VNW\|bez\|det\|stan\|red\|2v\|ev\|prenom\|zonder\|agr`, `VNW\|bez\|det\|stan\|red\|3\|ev\|prenom\|zonder\|agr`, `VNW\|bez\|det\|stan\|vol\|1\|ev\|prenom\|met-e\|rest`, `VNW\|bez\|det\|stan\|vol\|1\|ev\|prenom\|zonder\|agr`, `VNW\|bez\|det\|stan\|vol\|1\|mv\|prenom\|met-e\|rest`, `VNW\|bez\|det\|stan\|vol\|1\|mv\|prenom\|zonder\|evon`, `VNW\|bez\|det\|stan\|vol\|2v\|ev\|prenom\|zonder\|agr`, `VNW\|bez\|det\|stan\|vol\|2\|getal\|prenom\|zonder\|agr`, `VNW\|bez\|det\|stan\|vol\|3m\|ev\|nom\|met-e\|zonder-n`, `VNW\|bez\|det\|stan\|vol\|3m\|ev\|prenom\|met-e\|rest`, `VNW\|bez\|det\|stan\|vol\|3p\|mv\|prenom\|met-e\|rest`, `VNW\|bez\|det\|stan\|vol\|3v\|ev\|nom\|met-e\|zonder-n`, `VNW\|bez\|det\|stan\|vol\|3v\|ev\|prenom\|met-e\|rest`, `VNW\|bez\|det\|stan\|vol\|3\|ev\|prenom\|zonder\|agr`, `VNW\|bez\|det\|stan\|vol\|3\|mv\|prenom\|zonder\|agr`, `VNW\|excl\|pron\|stan\|vol\|3\|getal`, `VNW\|onbep\|adv-pron\|gen\|red\|3\|getal`, `VNW\|onbep\|adv-pron\|obl\|vol\|3o\|getal`, `VNW\|onbep\|det\|stan\|nom\|met-e\|mv-n`, `VNW\|onbep\|det\|stan\|nom\|met-e\|zonder-n`, `VNW\|onbep\|det\|stan\|nom\|zonder\|zonder-n`, `VNW\|onbep\|det\|stan\|prenom\|met-e\|agr`, `VNW\|onbep\|det\|stan\|prenom\|met-e\|evz`, `VNW\|onbep\|det\|stan\|prenom\|met-e\|mv`, `VNW\|onbep\|det\|stan\|prenom\|met-e\|rest`, `VNW\|onbep\|det\|stan\|prenom\|zonder\|agr`, `VNW\|onbep\|det\|stan\|prenom\|zonder\|evon`, `VNW\|onbep\|det\|stan\|vrij\|zonder`, `VNW\|onbep\|grad\|gen\|nom\|met-e\|mv-n\|basis`, `VNW\|onbep\|grad\|stan\|nom\|met-e\|mv-n\|basis`, `VNW\|onbep\|grad\|stan\|nom\|met-e\|mv-n\|sup`, `VNW\|onbep\|grad\|stan\|nom\|met-e\|zonder-n\|basis`, `VNW\|onbep\|grad\|stan\|nom\|met-e\|zonder-n\|sup`, `VNW\|onbep\|grad\|stan\|prenom\|met-e\|agr\|basis`, `VNW\|onbep\|grad\|stan\|prenom\|met-e\|agr\|comp`, `VNW\|onbep\|grad\|stan\|prenom\|met-e\|agr\|sup`, `VNW\|onbep\|grad\|stan\|prenom\|met-e\|mv\|basis`, `VNW\|onbep\|grad\|stan\|prenom\|zonder\|agr\|basis`, `VNW\|onbep\|grad\|stan\|prenom\|zonder\|agr\|comp`, `VNW\|onbep\|grad\|stan\|vrij\|zonder\|basis`, `VNW\|onbep\|grad\|stan\|vrij\|zonder\|comp`, `VNW\|onbep\|grad\|stan\|vrij\|zonder\|sup`, `VNW\|onbep\|pron\|gen\|vol\|3p\|ev`, `VNW\|onbep\|pron\|stan\|vol\|3o\|ev`, `VNW\|onbep\|pron\|stan\|vol\|3p\|ev`, `VNW\|pers\|pron\|gen\|vol\|2\|getal`, `VNW\|pers\|pron\|nomin\|nadr\|3m\|ev\|masc`, `VNW\|pers\|pron\|nomin\|nadr\|3v\|ev\|fem`, `VNW\|pers\|pron\|nomin\|red\|1\|mv`, `VNW\|pers\|pron\|nomin\|red\|2v\|ev`, `VNW\|pers\|pron\|nomin\|red\|2\|getal`, `VNW\|pers\|pron\|nomin\|red\|3p\|ev\|masc`, `VNW\|pers\|pron\|nomin\|red\|3\|ev\|masc`, `VNW\|pers\|pron\|nomin\|vol\|1\|ev`, `VNW\|pers\|pron\|nomin\|vol\|1\|mv`, `VNW\|pers\|pron\|nomin\|vol\|2b\|getal`, `VNW\|pers\|pron\|nomin\|vol\|2v\|ev`, `VNW\|pers\|pron\|nomin\|vol\|2\|getal`, `VNW\|pers\|pron\|nomin\|vol\|3p\|mv`, `VNW\|pers\|pron\|nomin\|vol\|3v\|ev\|fem`, `VNW\|pers\|pron\|nomin\|vol\|3\|ev\|masc`, `VNW\|pers\|pron\|obl\|nadr\|3m\|ev\|masc`, `VNW\|pers\|pron\|obl\|red\|3\|ev\|masc`, `VNW\|pers\|pron\|obl\|vol\|2v\|ev`, `VNW\|pers\|pron\|obl\|vol\|3p\|mv`, `VNW\|pers\|pron\|obl\|vol\|3\|ev\|masc`, `VNW\|pers\|pron\|obl\|vol\|3\|getal\|fem`, `VNW\|pers\|pron\|stan\|nadr\|2v\|mv`, `VNW\|pers\|pron\|stan\|red\|3\|ev\|fem`, `VNW\|pers\|pron\|stan\|red\|3\|ev\|onz`, `VNW\|pers\|pron\|stan\|red\|3\|mv`, `VNW\|pr\|pron\|obl\|nadr\|1\|ev`, `VNW\|pr\|pron\|obl\|nadr\|2v\|getal`, `VNW\|pr\|pron\|obl\|nadr\|2\|getal`, `VNW\|pr\|pron\|obl\|red\|1\|ev`, `VNW\|pr\|pron\|obl\|red\|2v\|getal`, `VNW\|pr\|pron\|obl\|vol\|1\|ev`, `VNW\|pr\|pron\|obl\|vol\|1\|mv`, `VNW\|pr\|pron\|obl\|vol\|2\|getal`, `VNW\|recip\|pron\|gen\|vol\|persoon\|mv`, `VNW\|recip\|pron\|obl\|vol\|persoon\|mv`, `VNW\|refl\|pron\|obl\|nadr\|3\|getal`, `VNW\|refl\|pron\|obl\|red\|3\|getal`, `VNW\|vb\|adv-pron\|obl\|vol\|3o\|getal`, `VNW\|vb\|det\|stan\|nom\|met-e\|zonder-n`, `VNW\|vb\|det\|stan\|prenom\|met-e\|rest`, `VNW\|vb\|det\|stan\|prenom\|zonder\|evon`, `VNW\|vb\|pron\|gen\|vol\|3m\|ev`, `VNW\|vb\|pron\|gen\|vol\|3p\|mv`, `VNW\|vb\|pron\|gen\|vol\|3v\|ev`, `VNW\|vb\|pron\|stan\|vol\|3o\|ev`, `VNW\|vb\|pron\|stan\|vol\|3p\|getal`, `VZ\|fin`, `VZ\|init`, `VZ\|versm`, `WW\|inf\|nom\|zonder\|zonder-n`, `WW\|inf\|prenom\|met-e`, `WW\|inf\|vrij\|zonder`, `WW\|od\|nom\|met-e\|mv-n`, `WW\|od\|nom\|met-e\|zonder-n`, `WW\|od\|prenom\|met-e`, `WW\|od\|prenom\|zonder`, `WW\|od\|vrij\|zonder`, `WW\|pv\|conj\|ev`, `WW\|pv\|tgw\|ev`, `WW\|pv\|tgw\|met-t`, `WW\|pv\|tgw\|mv`, `WW\|pv\|verl\|ev`, `WW\|pv\|verl\|mv`, `WW\|vd\|nom\|met-e\|mv-n`, `WW\|vd\|nom\|met-e\|zonder-n`, `WW\|vd\|prenom\|met-e`, `WW\|vd\|prenom\|zonder`, `WW\|vd\|vrij\|zonder`, `_SP` |
100
  | **`parser`** | `ROOT`, `acl`, `acl:relcl`, `advcl`, `advmod`, `amod`, `appos`, `aux`, `aux:pass`, `case`, `cc`, `ccomp`, `compound:prt`, `conj`, `cop`, `csubj`, `dep`, `det`, `expl`, `expl:pv`, `fixed`, `flat`, `iobj`, `mark`, `nmod`, `nmod:poss`, `nsubj`, `nsubj:pass`, `nummod`, `obj`, `obl`, `obl:agent`, `orphan`, `parataxis`, `punct`, `xcomp` |
101
  | **`ner`** | `CARDINAL`, `DATE`, `EVENT`, `FAC`, `GPE`, `LANGUAGE`, `LAW`, `LOC`, `MONEY`, `NORP`, `ORDINAL`, `ORG`, `PERCENT`, `PERSON`, `PRODUCT`, `QUANTITY`, `TIME`, `WORK_OF_ART` |
102
 
 
106
 
107
  | Type | Score |
108
  | --- | --- |
109
+ | `TAG_ACC` | 95.38 |
110
+ | `SENTS_P` | 86.20 |
111
+ | `SENTS_R` | 89.17 |
112
+ | `SENTS_F` | 87.66 |
113
+ | `DEP_UAS` | 86.83 |
114
+ | `DEP_LAS` | 82.47 |
115
+ | `ENTS_P` | 78.46 |
116
+ | `ENTS_R` | 76.07 |
117
+ | `ENTS_F` | 77.25 |
118
  | `TOKEN_ACC` | 99.97 |
119
  | `TOKEN_P` | 99.74 |
120
  | `TOKEN_R` | 99.76 |
121
  | `TOKEN_F` | 99.75 |
122
+ | `POS_ACC` | 96.67 |
123
+ | `MORPH_ACC` | 96.39 |
124
+ | `MORPH_MICRO_P` | 97.41 |
125
+ | `MORPH_MICRO_R` | 95.71 |
126
+ | `MORPH_MICRO_F` | 96.56 |
127
+ | `LEMMA_ACC` | 95.69 |
accuracy.json CHANGED
@@ -1,175 +1,175 @@
1
  {
2
- "tag_acc": 0.9534133043,
3
- "sents_p": 0.8595155709,
4
- "sents_r": 0.8909612626,
5
- "sents_f": 0.8749559704,
6
- "dep_uas": 0.8698053923,
7
- "dep_las": 0.8235860531,
8
  "dep_las_per_type": {
9
  "nmod:poss": {
10
- "p": 0.9456521739,
11
- "r": 0.9525547445,
12
- "f": 0.9490909091
13
  },
14
  "nsubj": {
15
- "p": 0.8466494845,
16
- "r": 0.8639053254,
17
- "f": 0.8551903677
18
  },
19
  "aux": {
20
- "p": 0.9102990033,
21
- "r": 0.9013157895,
22
- "f": 0.905785124
23
  },
24
  "advmod": {
25
- "p": 0.7967269595,
26
- "r": 0.8258928571,
27
- "f": 0.8110477861
28
  },
29
  "root": {
30
- "p": 0.8636678201,
31
- "r": 0.8952654232,
32
- "f": 0.8791828108
33
  },
34
  "det": {
35
- "p": 0.946263644,
36
- "r": 0.9753353527,
37
- "f": 0.9605795866
38
  },
39
  "amod": {
40
- "p": 0.8720420684,
41
- "r": 0.8915770609,
42
- "f": 0.8817013735
43
  },
44
  "obl": {
45
- "p": 0.7456021651,
46
- "r": 0.7461069736,
47
- "f": 0.7458544839
48
  },
49
  "mark": {
50
- "p": 0.8880866426,
51
- "r": 0.8945454545,
52
- "f": 0.8913043478
53
  },
54
  "ccomp": {
55
- "p": 0.6727272727,
56
- "r": 0.691588785,
57
- "f": 0.6820276498
58
  },
59
  "case": {
60
- "p": 0.9379652605,
61
- "r": 0.9606099111,
62
- "f": 0.9491525424
63
  },
64
  "appos": {
65
- "p": 0.7060702875,
66
- "r": 0.6696969697,
67
- "f": 0.6874027994
68
  },
69
  "obj": {
70
- "p": 0.7875968992,
71
- "r": 0.7755725191,
72
- "f": 0.7815384615
73
  },
74
  "compound:prt": {
75
- "p": 0.7755102041,
76
- "r": 0.7136150235,
77
- "f": 0.7432762836
78
  },
79
  "xcomp": {
80
- "p": 0.6765799257,
81
- "r": 0.6618181818,
82
- "f": 0.6691176471
83
  },
84
  "flat": {
85
- "p": 0.8115124153,
86
- "r": 0.7624602333,
87
- "f": 0.7862219792
88
  },
89
  "expl:pv": {
90
- "p": 0.7674418605,
91
- "r": 0.75,
92
- "f": 0.7586206897
93
  },
94
  "acl": {
95
- "p": 0.4615384615,
96
- "r": 0.3673469388,
97
- "f": 0.4090909091
98
  },
99
  "advcl": {
100
- "p": 0.5024875622,
101
- "r": 0.454954955,
102
- "f": 0.4775413712
103
  },
104
  "nummod": {
105
- "p": 0.8141025641,
106
- "r": 0.8466666667,
107
- "f": 0.8300653595
108
  },
109
  "nmod": {
110
- "p": 0.7278742763,
111
- "r": 0.7652173913,
112
- "f": 0.746078847
113
  },
114
  "cc": {
115
- "p": 0.8544776119,
116
- "r": 0.8674242424,
117
- "f": 0.8609022556
118
  },
119
  "conj": {
120
- "p": 0.6463245492,
121
- "r": 0.6331521739,
122
- "f": 0.6396705559
123
  },
124
  "nsubj:pass": {
125
- "p": 0.8083832335,
126
- "r": 0.8490566038,
127
- "f": 0.8282208589
128
  },
129
  "aux:pass": {
130
- "p": 0.8871794872,
131
- "r": 0.9611111111,
132
- "f": 0.9226666667
133
- },
134
- "iobj": {
135
- "p": 0.5652173913,
136
- "r": 0.3939393939,
137
- "f": 0.4642857143
138
  },
139
  "cop": {
140
- "p": 0.7789473684,
141
  "r": 0.8131868132,
142
- "f": 0.7956989247
143
  },
144
  "parataxis": {
145
- "p": 0.3663366337,
146
- "r": 0.268115942,
147
- "f": 0.309623431
148
  },
149
  "acl:relcl": {
150
- "p": 0.6956521739,
151
- "r": 0.7044025157,
152
- "f": 0.7
 
 
 
 
 
 
 
 
 
 
153
  },
154
  "fixed": {
155
- "p": 0.721448468,
156
- "r": 0.4683544304,
157
- "f": 0.5679824561
158
  },
159
  "obl:agent": {
160
- "p": 0.9615384615,
161
- "r": 0.8620689655,
162
- "f": 0.9090909091
163
- },
164
- "expl": {
165
- "p": 0.4,
166
- "r": 0.4761904762,
167
- "f": 0.4347826087
168
  },
169
  "csubj": {
170
- "p": 0.6111111111,
171
- "r": 0.55,
172
- "f": 0.5789473684
173
  },
174
  "dep": {
175
  "p": 0.0,
@@ -182,16 +182,16 @@
182
  "f": 0.0
183
  }
184
  },
185
- "ents_p": 0.7652916074,
186
- "ents_r": 0.7441217151,
187
- "ents_f": 0.7545582048,
188
  "ents_per_type": {
189
- "ORG": {
190
  "p": 0.0,
191
  "r": 0.0,
192
  "f": 0.0
193
  },
194
- "PERSON": {
195
  "p": 0.0,
196
  "r": 0.0,
197
  "f": 0.0
@@ -206,12 +206,17 @@
206
  "r": 0.0,
207
  "f": 0.0
208
  },
209
- "NORP": {
210
  "p": 0.0,
211
  "r": 0.0,
212
  "f": 0.0
213
  },
214
- "DATE": {
 
 
 
 
 
215
  "p": 0.0,
216
  "r": 0.0,
217
  "f": 0.0
@@ -221,12 +226,12 @@
221
  "r": 0.0,
222
  "f": 0.0
223
  },
224
- "PRODUCT": {
225
  "p": 0.0,
226
  "r": 0.0,
227
  "f": 0.0
228
  },
229
- "GPE": {
230
  "p": 0.0,
231
  "r": 0.0,
232
  "f": 0.0
@@ -246,12 +251,12 @@
246
  "r": 0.0,
247
  "f": 0.0
248
  },
249
- "LOC": {
250
  "p": 0.0,
251
  "r": 0.0,
252
  "f": 0.0
253
  },
254
- "WORK_OF_ART": {
255
  "p": 0.0,
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  "r": 0.0,
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133
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134
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164
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167
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168
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169
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182
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184
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194
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206
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209
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226
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251
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271
  "r": 0.0,
272
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273
  },
 
 
 
 
 
274
  "LAW": {
275
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276
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279
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+ "speed": 10089.2857654723,
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290
  "morph_per_feat": {
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294
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295
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296
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299
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301
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303
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305
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308
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309
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310
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311
  "Number": {
312
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313
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314
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315
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316
  "Tense": {
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318
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319
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320
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321
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326
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329
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330
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331
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335
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336
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339
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340
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341
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345
  },
346
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347
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348
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349
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350
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351
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352
+ "lemma_acc": 0.9568877162
353
  }
lemmatizer/cfg CHANGED
@@ -6,988 +6,1028 @@
6
  10,
7
  12,
8
  14,
9
- 18,
10
- 22,
11
- 26,
12
- 27,
 
13
  30,
14
  32,
15
  34,
16
- 36,
17
- 39,
18
  43,
19
  45,
20
- 47,
21
- 51,
22
- 53,
 
23
  55,
24
- 57,
25
  58,
 
26
  61,
27
- 63,
28
  64,
 
29
  66,
30
- 67,
31
- 69,
32
  71,
 
33
  75,
34
  77,
35
  79,
36
  81,
37
  83,
38
  85,
39
- 87,
40
  89,
41
  91,
42
- 95,
43
- 97,
44
  98,
45
- 101,
46
- 103,
47
- 104,
48
- 106,
49
  109,
50
  110,
51
- 112,
52
- 113,
53
- 117,
54
- 120,
55
- 122,
56
- 125,
57
- 127,
58
- 130,
59
- 135,
60
- 136,
61
  138,
62
- 139,
63
  140,
64
- 142,
65
  143,
66
- 145,
67
  147,
 
 
68
  151,
69
- 154,
70
- 155,
71
- 156,
72
- 158,
73
- 160,
74
- 164,
75
  165,
76
- 167,
77
  168,
78
- 170,
79
- 172,
80
  173,
81
- 174,
82
  176,
83
- 179,
84
- 181,
85
- 184,
86
- 188,
 
87
  190,
88
- 193,
89
- 195,
90
  197,
91
  199,
92
- 119,
93
- 202,
94
  203,
95
- 205,
96
- 208,
97
  211,
98
  213,
99
- 216,
100
  220,
101
- 221,
102
- 223,
103
  225,
104
- 227,
105
- 231,
106
  234,
107
  236,
 
108
  239,
 
109
  243,
110
- 246,
111
- 248,
112
- 250,
 
113
  252,
114
  254,
115
- 255,
116
  258,
117
- 73,
118
  260,
119
  262,
120
  264,
121
  266,
122
- 269,
123
- 271,
124
- 273,
125
  276,
126
  278,
127
- 280,
128
  281,
129
  283,
130
  285,
 
131
  287,
132
- 289,
133
- 291,
134
- 293,
135
  294,
 
136
  296,
137
- 298,
138
- 300,
139
  301,
140
- 303,
 
 
141
  307,
142
  309,
143
- 312,
144
- 313,
145
- 315,
146
- 317,
147
- 318,
148
- 320,
149
- 321,
150
  325,
151
- 327,
152
- 329,
153
  330,
154
- 332,
155
  335,
156
  337,
157
- 338,
158
  339,
159
  341,
160
  343,
161
- 348,
 
 
162
  350,
163
- 352,
164
  355,
165
- 357,
166
- 360,
167
  362,
168
- 363,
169
- 364,
170
- 366,
171
  368,
172
- 369,
173
  373,
174
- 374,
175
  376,
176
  378,
177
- 380,
178
  382,
179
- 384,
180
- 386,
181
  388,
182
  389,
183
- 392,
 
 
184
  394,
 
185
  398,
186
  400,
187
- 401,
188
  404,
189
- 407,
190
- 409,
 
 
191
  412,
192
  414,
193
- 415,
194
- 417,
195
  418,
196
- 422,
 
 
197
  425,
198
- 428,
199
  429,
200
  430,
201
- 431,
202
- 432,
203
  434,
204
- 435,
205
  436,
206
  438,
207
- 441,
208
- 444,
 
 
209
  446,
210
  448,
211
  449,
212
- 450,
213
  452,
214
  454,
215
- 456,
216
  459,
217
- 461,
218
  463,
219
- 465,
220
  466,
221
- 468,
222
- 471,
223
  473,
224
  475,
225
- 476,
226
  480,
227
  482,
228
- 484,
229
  486,
230
- 489,
231
  491,
 
 
232
  494,
233
- 495,
234
- 497,
235
- 498,
236
  500,
237
- 501,
238
- 502,
239
- 504,
240
  505,
241
- 506,
242
- 509,
243
- 512,
 
244
  516,
245
- 517,
246
- 519,
247
  522,
 
248
  526,
249
  527,
 
250
  529,
251
  530,
252
- 531,
253
  533,
254
  535,
255
- 538,
256
  540,
257
- 542,
258
- 546,
259
- 547,
260
  548,
261
- 552,
262
- 553,
263
  554,
264
  555,
265
  557,
 
 
266
  559,
 
267
  563,
268
- 566,
269
  568,
 
270
  570,
271
  572,
272
- 575,
273
- 576,
274
  578,
275
- 581,
276
- 583,
277
- 586,
278
  587,
 
279
  589,
280
- 592,
281
  593,
282
- 594,
283
  595,
 
284
  596,
 
285
  599,
286
- 601,
 
287
  603,
 
288
  606,
289
- 607,
290
  609,
291
  610,
292
  613,
 
293
  615,
294
- 616,
295
  619,
296
- 620,
297
- 622,
298
  623,
299
- 625,
300
  626,
301
- 627,
302
- 629,
303
  631,
304
  634,
305
- 635,
 
306
  638,
307
- 640,
308
- 643,
309
  644,
310
- 645,
311
  647,
312
- 649,
313
- 653,
 
 
 
314
  657,
315
- 659,
316
  660,
317
- 661,
318
  662,
319
  663,
320
- 665,
321
  666,
322
- 667,
323
- 671,
324
- 673,
325
  674,
326
- 675,
327
  677,
328
  678,
329
  679,
330
  681,
331
  683,
332
- 684,
333
  686,
334
- 688,
335
  689,
 
336
  691,
337
- 692,
338
- 693,
339
- 696,
340
  697,
341
- 698,
342
- 700,
343
- 702,
344
  704,
 
345
  707,
346
  709,
347
- 710,
348
  712,
349
  713,
350
- 715,
351
  717,
352
- 718,
353
  719,
354
- 720,
355
- 722,
356
- 724,
357
- 727,
358
  729,
359
  730,
360
- 731,
361
  735,
362
- 736,
363
  737,
364
- 738,
365
- 739,
366
  740,
367
  741,
368
- 742,
369
  744,
370
- 746,
371
  747,
372
  748,
 
 
373
  751,
374
- 754,
 
375
  756,
 
376
  758,
377
  759,
378
  760,
 
379
  762,
380
- 764,
381
  765,
382
- 767,
383
  768,
 
384
  771,
 
385
  772,
386
- 775,
387
  777,
388
  778,
389
- 779,
390
  782,
391
  783,
392
  785,
393
  787,
 
394
  789,
 
395
  792,
396
- 794,
397
  795,
398
- 797,
 
399
  799,
400
  802,
401
  803,
 
402
  806,
403
- 809,
 
404
  811,
405
- 813,
406
  815,
407
- 35,
408
- 818,
409
  819,
410
  821,
411
- 824,
412
  825,
413
- 828,
 
 
414
  830,
415
  832,
 
 
416
  835,
417
  836,
418
- 838,
419
- 841,
 
 
420
  844,
421
  845,
 
422
  847,
423
- 848,
424
  849,
425
  850,
426
  851,
427
  853,
428
- 855,
429
  856,
430
- 857,
431
  858,
432
- 860,
433
  861,
434
- 864,
 
435
  867,
436
- 869,
437
- 872,
438
  874,
439
  875,
440
  877,
 
441
  880,
442
- 881,
443
  883,
444
- 884,
445
- 886,
446
- 888,
447
  889,
448
  890,
449
- 893,
450
  894,
451
  897,
452
  898,
 
453
  900,
454
- 902,
455
  903,
456
  906,
457
- 907,
458
  909,
459
- 910,
460
- 912,
461
  913,
462
- 914,
463
- 915,
464
- 916,
465
- 918,
466
  919,
467
  920,
468
- 922,
469
  925,
470
- 929,
471
- 933,
 
472
  934,
473
  935,
 
474
  937,
475
  938,
476
- 940,
477
  941,
478
  943,
479
- 944,
480
- 945,
481
  946,
 
482
  949,
483
- 950,
484
  952,
485
- 955,
 
486
  956,
487
  957,
488
- 958,
489
  959,
 
490
  961,
491
- 962,
492
  963,
 
493
  965,
494
- 968,
495
- 969,
496
- 971,
497
  973,
498
  976,
 
499
  979,
500
  980,
501
- 981,
502
  983,
 
503
  986,
504
- 987,
505
  990,
506
  992,
507
- 995,
508
- 997,
509
  999,
510
  1001,
 
511
  1004,
512
  1005,
513
- 1007,
514
- 1009,
515
- 1011,
516
- 1012,
517
- 1015,
 
518
  1018,
 
519
  1019,
520
- 1020,
521
- 1021,
522
  1024,
523
- 1027,
524
- 1029,
525
  1030,
526
- 1031,
527
  1033,
528
  1035,
529
- 1039,
530
- 1041,
 
531
  1042,
532
  1043,
533
- 1047,
534
- 1048,
 
535
  1053,
 
536
  1055,
537
- 1056,
538
  1057,
539
  1058,
540
- 1059,
541
  1060,
 
542
  1062,
 
543
  1064,
 
 
544
  1067,
545
  1069,
 
546
  1072,
 
 
547
  1075,
548
  1076,
549
- 1078,
550
  1079,
551
  1081,
552
- 1084,
553
  1085,
554
- 1087,
555
- 1089,
556
- 1091,
557
  1092,
558
  1093,
559
  1094,
560
- 1095,
561
  1096,
562
- 1097,
563
- 1102,
564
  1103,
565
- 1106,
566
- 1107,
567
  1108,
568
- 1110,
569
  1111,
570
  1112,
571
  1113,
 
572
  1116,
 
573
  1118,
574
- 1120,
 
575
  1123,
576
  1124,
577
- 1126,
578
  1128,
579
- 1130,
580
- 1131,
581
  1132,
582
  1133,
583
- 1136,
584
  1137,
585
- 1138,
586
  1140,
587
  1142,
588
- 1144,
589
  1146,
590
- 1147,
591
- 1148,
592
- 1152,
593
- 1153,
594
- 1154,
595
  1155,
 
596
  1158,
597
  1159,
598
  1160,
599
- 1162,
 
600
  1164,
601
  1165,
602
- 88,
603
  1166,
604
- 1169,
605
  1171,
606
- 1172,
 
607
  1175,
 
608
  1177,
609
  1179,
610
- 1181,
611
- 1183,
612
  1185,
613
  1186,
614
  1188,
615
- 1191,
616
  1192,
617
- 1193,
618
- 1194,
619
  1195,
620
  1196,
621
- 1200,
 
 
 
 
622
  1204,
623
  1205,
624
  1206,
625
- 1207,
626
- 1210,
627
- 1212,
628
- 311,
629
- 1213,
630
  1215,
631
- 1217,
632
  1218,
 
633
  1221,
634
  1222,
635
- 1224,
636
  1225,
637
  1226,
638
  1227,
639
  1228,
640
- 1229,
641
- 1230,
642
  1231,
643
- 1232,
644
  1233,
645
  1235,
646
- 1236,
 
647
  1239,
648
  1241,
649
  1242,
 
650
  1244,
651
  1245,
652
- 1247,
653
  1249,
654
- 1251,
655
  1252,
656
  1253,
 
 
 
657
  1257,
658
- 1258,
 
 
659
  1262,
660
- 1263,
661
  1265,
662
  1266,
663
  1267,
664
- 1270,
 
 
665
  1272,
 
666
  1274,
667
  1275,
668
- 1276,
669
  1277,
670
- 1280,
 
 
671
  1282,
672
- 1283,
673
  1286,
674
- 1287,
 
675
  1290,
 
676
  1292,
677
  1293,
678
- 1295,
 
679
  1299,
680
  1300,
681
  1302,
682
- 1303,
683
  1306,
 
684
  1308,
685
  1309,
 
686
  1311,
687
- 1314,
 
 
 
688
  1318,
689
- 1319,
690
- 1320,
691
  1324,
692
  1325,
693
- 1327,
694
  1328,
695
  1329,
696
  1330,
697
- 1331,
698
- 1332,
699
  1333,
700
  1334,
701
- 1335,
702
  1337,
703
  1338,
704
  1341,
 
705
  1343,
706
  1344,
707
  1345,
708
- 1346,
709
  1347,
710
  1348,
711
- 1350,
712
  1351,
713
- 1355,
 
714
  1356,
 
715
  1358,
716
- 1359,
717
- 1361,
718
  1362,
719
- 1365,
 
 
720
  1368,
721
  1369,
 
722
  1371,
 
723
  1373,
 
724
  1375,
725
- 1377,
726
- 1379,
727
- 1381,
728
  1382,
729
- 1383,
730
  1384,
731
- 1385,
732
  1387,
733
  1390,
734
- 90,
735
  1391,
 
736
  1393,
737
  1394,
738
  1395,
 
739
  1397,
740
  1398,
741
- 1399,
742
- 1400,
743
- 1401,
744
  1402,
 
 
745
  1405,
746
- 1407,
747
- 1409,
748
- 1411,
749
  1412,
750
- 1413,
751
  1415,
752
  1416,
753
  1417,
754
- 1418,
755
  1419,
 
 
756
  1423,
757
- 1425,
758
  1426,
759
  1427,
760
  1428,
761
  1429,
762
  1431,
763
- 1432,
764
  1433,
 
765
  1436,
766
  1437,
767
  1438,
768
  1439,
769
- 1441,
 
770
  1443,
771
  1444,
772
  1445,
773
- 1446,
774
  1447,
775
- 1449,
776
- 1450,
777
  1451,
778
  1452,
779
- 1453,
780
  1454,
781
- 1456,
782
- 1460,
783
- 1461,
 
 
784
  1464,
785
  1465,
786
  1466,
787
  1467,
788
  1468,
789
  1469,
790
- 1470,
791
  1471,
792
  1472,
793
  1473,
 
794
  1476,
795
  1477,
796
  1479,
797
- 1481,
798
  1483,
799
- 1486,
 
800
  1488,
801
- 1489,
802
  1490,
803
  1492,
804
- 1493,
805
  1494,
806
- 1496,
807
  1497,
808
  1498,
809
  1499,
810
- 1502,
811
- 1503,
812
  1504,
813
- 1506,
814
  1508,
815
  1509,
 
 
816
  1512,
817
- 1514,
818
- 1517,
819
  1518,
820
  1519,
821
  1521,
 
822
  1523,
823
- 1524,
824
  1525,
 
 
825
  1528,
826
- 1529,
827
- 1531,
828
  1532,
 
829
  1534,
830
- 1535,
 
831
  1538,
 
832
  1540,
833
  1541,
834
  1542,
835
- 1543,
836
  1544,
837
- 1545,
838
  1547,
839
- 1548,
840
- 1549,
841
  1551,
842
- 1552,
843
  1553,
844
- 1554,
845
  1555,
846
  1556,
847
  1558,
848
- 1559,
849
  1561,
850
  1562,
851
- 1564,
852
  1565,
853
- 1566,
854
- 1570,
855
  1571,
856
  1574,
857
  1575,
858
  1576,
859
- 1577,
860
- 1579,
861
  1580,
862
  1581,
863
- 1583,
864
  1584,
865
- 1588,
 
 
 
 
866
  1590,
867
- 1592,
868
- 1594,
869
  1595,
870
  1596,
871
- 1598,
872
  1599,
873
  1600,
874
  1602,
875
- 1603,
876
- 1604,
877
  1606,
878
  1607,
879
  1608,
880
- 1612,
 
 
881
  1614,
882
  1615,
 
883
  1618,
884
- 1619,
885
  1621,
 
 
886
  1624,
887
  1625,
888
- 1628,
 
889
  1629,
 
890
  1632,
891
  1633,
892
- 1635,
893
  1636,
894
- 1637,
895
  1638,
 
896
  1640,
897
- 1641,
898
  1644,
899
  1645,
900
  1646,
901
  1647,
902
- 1649,
 
903
  1651,
 
 
904
  1653,
 
 
905
  1656,
906
  1658,
907
- 1659,
908
  1660,
909
  1662,
910
  1663,
911
  1664,
912
- 1665,
913
  1666,
914
  1668,
915
- 1669,
916
  1671,
917
  1672,
918
- 1673,
 
919
  1676,
920
- 1677,
921
  1678,
 
922
  1680,
923
  1681,
 
924
  1684,
925
- 1685,
926
  1687,
927
- 1688,
928
  1690,
929
  1692,
930
  1694,
931
  1697,
932
  1698,
933
- 1699,
934
- 1700,
935
  1701,
936
- 1702,
937
  1703,
938
  1704,
939
  1706,
940
  1707,
941
- 1709,
942
  1710,
943
  1711,
944
- 1712,
 
945
  1716,
946
- 1718,
947
  1719,
948
  1720,
949
- 1721,
950
  1722,
 
 
951
  1725,
952
  1726,
953
- 1727,
954
- 1729,
955
  1730,
 
956
  1732,
957
- 1734,
958
- 1736,
959
  1738,
960
  1739,
961
  1740,
962
  1742,
963
  1743,
964
  1744,
 
965
  1745,
966
  1746,
 
 
967
  1749,
 
968
  1752,
969
- 1753,
970
  1754,
971
  1755,
972
- 1756,
973
- 1758,
974
  1761,
975
  1762,
 
976
  1763,
977
  1765,
978
  1766,
 
979
  1768,
980
  1769,
981
- 1771,
982
  1772,
983
  1773,
984
- 1774,
985
- 1778,
986
  1779,
987
- 1780,
988
- 1782,
989
  1783,
990
- 1784,
991
  1785,
992
  1786,
993
  1787,
@@ -996,203 +1036,21 @@
996
  1792,
997
  1793,
998
  1795,
999
- 1796,
1000
  1799,
1001
- 1801,
1002
- 1802,
1003
  1804,
1004
- 1806,
 
1005
  1808,
1006
- 1809,
1007
  1810,
1008
- 1811,
1009
- 1814,
 
1010
  1816,
1011
- 1817,
 
1012
  1820,
1013
- 1823,
1014
- 1824,
1015
- 1825,
1016
- 1827,
1017
- 1830,
1018
- 1831,
1019
- 1833,
1020
- 1834,
1021
- 1836,
1022
- 1837,
1023
- 1838,
1024
- 1840,
1025
- 1841,
1026
- 1842,
1027
- 1844,
1028
- 1846,
1029
- 1849,
1030
- 1850,
1031
- 1852,
1032
- 1853,
1033
- 1855,
1034
- 1857,
1035
- 1858,
1036
- 1859,
1037
- 1860,
1038
- 1861,
1039
- 1862,
1040
- 1863,
1041
- 1864,
1042
- 1867,
1043
- 1868,
1044
- 1870,
1045
- 1871,
1046
- 1872,
1047
- 1873,
1048
- 1874,
1049
- 1875,
1050
- 1876,
1051
- 1878,
1052
- 1880,
1053
- 1882,
1054
- 1883,
1055
- 1884,
1056
- 1886,
1057
- 1887,
1058
- 1889,
1059
- 1893,
1060
- 1894,
1061
- 1896,
1062
- 1899,
1063
- 1900,
1064
- 1902,
1065
- 1903,
1066
- 1904,
1067
- 1905,
1068
- 1906,
1069
- 1907,
1070
- 1909,
1071
- 1910,
1072
- 1911,
1073
- 1912,
1074
- 1913,
1075
- 1916,
1076
- 295,
1077
- 1917,
1078
- 1918,
1079
- 1919,
1080
- 1921,
1081
- 1923,
1082
- 1925,
1083
- 1926,
1084
- 1929,
1085
- 1931,
1086
- 1932,
1087
- 1933,
1088
- 1935,
1089
- 1936,
1090
- 1937,
1091
- 1939,
1092
- 1940,
1093
- 1941,
1094
- 1942,
1095
- 1943,
1096
- 1944,
1097
- 1946,
1098
- 1948,
1099
- 1950,
1100
- 1951,
1101
- 1952,
1102
- 1954,
1103
- 1956,
1104
- 1957,
1105
- 1960,
1106
- 1961,
1107
- 1964,
1108
- 1966,
1109
- 1967,
1110
- 1968,
1111
- 1970,
1112
- 1971,
1113
- 1972,
1114
- 1975,
1115
- 1978,
1116
- 1981,
1117
- 1982,
1118
- 1983,
1119
- 1984,
1120
- 1987,
1121
- 1988,
1122
- 44,
1123
- 1990,
1124
- 1991,
1125
- 1994,
1126
- 1995,
1127
- 1996,
1128
- 2000,
1129
- 2001,
1130
- 2002,
1131
- 2005,
1132
- 2007,
1133
- 2008,
1134
- 2009,
1135
- 2011,
1136
- 2012,
1137
- 2013,
1138
- 2014,
1139
- 2015,
1140
- 2016,
1141
- 2017,
1142
- 2019,
1143
- 2020,
1144
- 2021,
1145
- 2023,
1146
- 2025,
1147
- 2028,
1148
- 2029,
1149
- 2030,
1150
- 2031,
1151
- 2032,
1152
- 2034,
1153
- 2035,
1154
- 2036,
1155
- 2037,
1156
- 2038,
1157
- 2040,
1158
- 2042,
1159
- 2045,
1160
- 2046,
1161
- 2047,
1162
- 2048,
1163
- 2050,
1164
- 2054,
1165
- 2056,
1166
- 2057,
1167
- 2058,
1168
- 2060,
1169
- 2061,
1170
- 2062,
1171
- 2063,
1172
- 2064,
1173
- 2066,
1174
- 2067,
1175
- 2068,
1176
- 2070,
1177
- 2072,
1178
- 2074,
1179
- 2075,
1180
- 2077,
1181
- 2081,
1182
- 852,
1183
- 2082,
1184
- 2083,
1185
- 2084,
1186
- 2086,
1187
- 2087,
1188
- 2089,
1189
- 2091,
1190
- 2092,
1191
- 2094,
1192
- 2096,
1193
- 2097,
1194
- 2098,
1195
- 2099,
1196
- 2101
1197
  ]
1198
  }
 
6
  10,
7
  12,
8
  14,
9
+ 16,
10
+ 20,
11
+ 24,
12
+ 25,
13
+ 28,
14
  30,
15
  32,
16
  34,
17
+ 37,
18
+ 41,
19
  43,
20
  45,
21
+ 48,
22
+ 50,
23
+ 52,
24
+ 54,
25
  55,
 
26
  58,
27
+ 59,
28
  61,
29
+ 62,
30
  64,
31
+ 65,
32
  66,
33
+ 68,
 
34
  71,
35
+ 73,
36
  75,
37
  77,
38
  79,
39
  81,
40
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