osanseviero commited on
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31896c4
1 Parent(s): c1e497e

Update spaCy pipeline

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@@ -0,0 +1,1827 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # UD Dutch LassySmall v2.5
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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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+ ```
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+
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+
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+
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+
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+ # Dutch NER Annotations for UD LassySmall
442
+
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+ * Author: NLP Town
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+ * URL: https://nlp.town
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+ * License: CC BY-SA 4.0
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+ =======================================================================
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+ In addition to the conditions in Section 3(a), if You Share
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+
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+ d. Nothing in this Public License constitutes or may be interpreted
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+ =======================================================================
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+ Creative Commons is not a party to its public
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+ ```
877
+
878
+
879
+
880
+
881
+ # UD Dutch LassySmall v2.5
882
+
883
+ * Author: Bouma, Gosse; van Noord, Gertjan
884
+ * URL: https://github.com/UniversalDependencies/UD_Dutch-LassySmall
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+ * License: CC BY-SA 4.0
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+
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+ ```
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+ Attribution-ShareAlike 4.0 International
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+
890
+ =======================================================================
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+
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+ Creative Commons Corporation ("Creative Commons") is not a law firm and
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+
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+ Using Creative Commons Public Licenses
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+
904
+ Creative Commons public licenses provide a standard set of terms and
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+ conditions that creators and other rights holders may use to share
906
+ original works of authorship and other material subject to copyright
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+ and certain other rights specified in the public license below. The
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+ following considerations are for informational purposes only, are not
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+ exhaustive, and do not form part of our licenses.
910
+
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+ Considerations for licensors: Our public licenses are
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+ intended for use by those authorized to give the public
913
+ permission to use material in ways otherwise restricted by
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+ material as expected. Licensors should clearly mark any
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924
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+ for the public:
940
+ wiki.creativecommons.org/Considerations_for_licensees
941
+
942
+ =======================================================================
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+
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+ Creative Commons Attribution-ShareAlike 4.0 International Public
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+ License
946
+
947
+ By exercising the Licensed Rights (defined below), You accept and agree
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+ Attribution-ShareAlike 4.0 International Public License ("Public
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+ Section 1 -- Definitions.
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+
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+ a. Adapted Material means material subject to Copyright and Similar
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+ Adapted Material is always produced where the Licensed Material is
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+ synched in timed relation with a moving image.
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+
970
+ b. Adapter's License means the license You apply to Your Copyright
971
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972
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973
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+ c. BY-SA Compatible License means a license listed at
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+ Commons as essentially the equivalent of this Public License.
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+ Rights.
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+
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+ e. Effective Technological Measures means those measures that, in the
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+ absence of proper authority, may not be circumvented under laws
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+ fulfilling obligations under Article 11 of the WIPO Copyright
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+ ```
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+
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+ # UD Dutch Alpino v2.5
1322
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1323
+ * Author: Zeman, Daniel; Žabokrtský, Zdeněk; Bouma, Gosse; van Noord, Gertjan
1324
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+ Section 7 -- Other Terms and Conditions.
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+ =======================================================================
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+
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+ Creative Commons is not a party to its public
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+ licenses. Notwithstanding, Creative Commons may elect to apply one of
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+ its public licenses to material it publishes and in those instances
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+ will be considered the “Licensor.” The text of the Creative Commons
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+ public licenses is dedicated to the public domain under the CC0 Public
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+ Creative Commons may be contacted at creativecommons.org.
1755
+
1756
+ ```
1757
+
1758
+
1759
+
1760
+
1761
+ # spaCy lookups data
1762
+
1763
+ * Author: Explosion
1764
+ * URL: https://github.com/explosion/spacy-lookups-data
1765
+ * License: MIT
1766
+
1767
+ ```
1768
+ Copyright 2019-2021 ExplosionAI GmbH
1769
+
1770
+ Permission is hereby granted, free of charge, to any person obtaining a copy of
1771
+ this software and associated documentation files (the "Software"), to deal in
1772
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+ OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
1786
+ SOFTWARE.
1787
+ ```
1788
+
1789
+
1790
+
1791
+
1792
+ # Explosion fastText Vectors (cbow, OSCAR Common Crawl + Wikipedia)
1793
+
1794
+ * Author: Explosion
1795
+ * URL: https://spacy.io
1796
+ * License: CC0
1797
+
1798
+ ```
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+
README.md ADDED
@@ -0,0 +1,107 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ tags:
3
+ - spacy
4
+ - token-classification
5
+ language:
6
+ - nl
7
+ license: CC-BY-SA-4.0
8
+ model-index:
9
+ - name: nl_core_news_lg
10
+ results:
11
+ - tasks:
12
+ name: NER
13
+ type: token-classification
14
+ metrics:
15
+ - name: Precision
16
+ type: precision
17
+ value: 0.7858657244
18
+ - name: Recall
19
+ type: recall
20
+ value: 0.7690179806
21
+ - name: F Score
22
+ type: f_score
23
+ value: 0.7773505767
24
+ - tasks:
25
+ name: POS
26
+ type: token-classification
27
+ metrics:
28
+ - name: Accuracy
29
+ type: accuracy
30
+ value: 0.9478092081
31
+ - tasks:
32
+ name: SENTER
33
+ type: token-classification
34
+ metrics:
35
+ - name: Precision
36
+ type: precision
37
+ value: 0.8604008293
38
+ - name: Recall
39
+ type: recall
40
+ value: 0.8931133429
41
+ - name: F Score
42
+ type: f_score
43
+ value: 0.8764519535
44
+ - tasks:
45
+ name: UNLABELED_DEPENDENCIES
46
+ type: token-classification
47
+ metrics:
48
+ - name: Accuracy
49
+ type: accuracy
50
+ value: 0.8686371933
51
+ - tasks:
52
+ name: LABELED_DEPENDENCIES
53
+ type: token-classification
54
+ metrics:
55
+ - name: Accuracy
56
+ type: accuracy
57
+ value: 0.8686371933
58
+ ---
59
+ ### Details: https://spacy.io/models/nl#nl_core_news_lg
60
+
61
+ Dutch pipeline optimized for CPU. Components: tok2vec, morphologizer, tagger, parser, senter, ner, attribute_ruler, lemmatizer.
62
+
63
+ | Feature | Description |
64
+ | --- | --- |
65
+ | **Name** | `nl_core_news_lg` |
66
+ | **Version** | `3.1.0` |
67
+ | **spaCy** | `>=3.1.0,<3.2.0` |
68
+ | **Default Pipeline** | `tok2vec`, `morphologizer`, `tagger`, `parser`, `attribute_ruler`, `lemmatizer`, `ner` |
69
+ | **Components** | `tok2vec`, `morphologizer`, `tagger`, `parser`, `senter`, `attribute_ruler`, `lemmatizer`, `ner` |
70
+ | **Vectors** | 500000 keys, 500000 unique vectors (300 dimensions) |
71
+ | **Sources** | [UD Dutch LassySmall v2.5](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 v2.5](https://github.com/UniversalDependencies/UD_Dutch-LassySmall) (Bouma, Gosse; van Noord, Gertjan)<br />[UD Dutch Alpino v2.5](https://github.com/UniversalDependencies/UD_Dutch-Alpino) (Zeman, Daniel; Žabokrtský, Zdeněk; Bouma, Gosse; van Noord, Gertjan)<br />[spaCy lookups data](https://github.com/explosion/spacy-lookups-data) (Explosion)<br />[Explosion fastText Vectors (cbow, OSCAR Common Crawl + Wikipedia)](https://spacy.io) (Explosion) |
72
+ | **License** | `CC BY-SA 4.0` |
73
+ | **Author** | [Explosion](https://explosion.ai) |
74
+
75
+ ### Label Scheme
76
+
77
+ <details>
78
+
79
+ <summary>View label scheme (318 labels for 5 components)</summary>
80
+
81
+ | Component | Labels |
82
+ | --- | --- |
83
+ | **`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`, `Foreign=Yes\|POS=X`, `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=X`, `POS=INTJ`, `Case=Gen\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs`, `POS=PRON\|PronType=Int`, `Case=Acc\|POS=PRON\|Person=2\|PronType=Prs`, `POS=PRON\|Person=2\|PronType=Prs`, `Case=Gen\|POS=PRON\|Person=2\|PronType=Prs` |
84
+ | **`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\|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\|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\|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\|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\|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` |
85
+ | **`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` |
86
+ | **`senter`** | `I`, `S` |
87
+ | **`ner`** | `CARDINAL`, `DATE`, `EVENT`, `FAC`, `GPE`, `LANGUAGE`, `LAW`, `LOC`, `MONEY`, `NORP`, `ORDINAL`, `ORG`, `PERCENT`, `PERSON`, `PRODUCT`, `QUANTITY`, `TIME`, `WORK_OF_ART` |
88
+
89
+ </details>
90
+
91
+ ### Accuracy
92
+
93
+ | Type | Score |
94
+ | --- | --- |
95
+ | `TAG_ACC` | 94.78 |
96
+ | `DEP_UAS` | 86.86 |
97
+ | `DEP_LAS` | 82.40 |
98
+ | `ENTS_P` | 78.59 |
99
+ | `ENTS_R` | 76.90 |
100
+ | `ENTS_F` | 77.74 |
101
+ | `SENTS_P` | 86.04 |
102
+ | `SENTS_R` | 89.31 |
103
+ | `SENTS_F` | 87.65 |
104
+ | `TOKEN_ACC` | 99.97 |
105
+ | `POS_ACC` | 96.31 |
106
+ | `MORPH_ACC` | 95.95 |
107
+ | `LEMMA_ACC` | 85.40 |
accuracy.json ADDED
@@ -0,0 +1,352 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "tag_acc": 0.9478092081,
3
+ "dep_uas": 0.8686371933,
4
+ "dep_las": 0.8239797212,
5
+ "ents_p": 0.7858657244,
6
+ "ents_r": 0.7690179806,
7
+ "ents_f": 0.7773505767,
8
+ "sents_p": 0.8604008293,
9
+ "sents_r": 0.8931133429,
10
+ "sents_f": 0.8764519535,
11
+ "speed": 3873.3371755236,
12
+ "dep_las_per_type": {
13
+ "nmod:poss": {
14
+ "p": 0.9411764706,
15
+ "r": 0.9343065693,
16
+ "f": 0.9377289377
17
+ },
18
+ "nsubj": {
19
+ "p": 0.8522135417,
20
+ "r": 0.8606180145,
21
+ "f": 0.8563951587
22
+ },
23
+ "aux": {
24
+ "p": 0.908496732,
25
+ "r": 0.9144736842,
26
+ "f": 0.9114754098
27
+ },
28
+ "advmod": {
29
+ "p": 0.787028922,
30
+ "r": 0.7904929577,
31
+ "f": 0.7887571366
32
+ },
33
+ "root": {
34
+ "p": 0.8652384243,
35
+ "r": 0.8981348637,
36
+ "f": 0.8813797958
37
+ },
38
+ "det": {
39
+ "p": 0.9409547739,
40
+ "r": 0.9714656291,
41
+ "f": 0.9559668156
42
+ },
43
+ "amod": {
44
+ "p": 0.8759825328,
45
+ "r": 0.8987455197,
46
+ "f": 0.8872180451
47
+ },
48
+ "obl": {
49
+ "p": 0.7619689818,
50
+ "r": 0.7702794819,
51
+ "f": 0.7661016949
52
+ },
53
+ "mark": {
54
+ "p": 0.8832116788,
55
+ "r": 0.8816029144,
56
+ "f": 0.8824065634
57
+ },
58
+ "ccomp": {
59
+ "p": 0.6826923077,
60
+ "r": 0.6635514019,
61
+ "f": 0.672985782
62
+ },
63
+ "case": {
64
+ "p": 0.9366197183,
65
+ "r": 0.9580508475,
66
+ "f": 0.9472140762
67
+ },
68
+ "appos": {
69
+ "p": 0.6807228916,
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+ "r": 0.6848484848,
71
+ "f": 0.6827794562
72
+ },
73
+ "obj": {
74
+ "p": 0.7758887172,
75
+ "r": 0.7652439024,
76
+ "f": 0.7705295472
77
+ },
78
+ "compound:prt": {
79
+ "p": 0.7745098039,
80
+ "r": 0.7281105991,
81
+ "f": 0.7505938242
82
+ },
83
+ "xcomp": {
84
+ "p": 0.6526315789,
85
+ "r": 0.6838235294,
86
+ "f": 0.6678635548
87
+ },
88
+ "flat": {
89
+ "p": 0.8306818182,
90
+ "r": 0.7945652174,
91
+ "f": 0.8122222222
92
+ },
93
+ "expl:pv": {
94
+ "p": 0.7333333333,
95
+ "r": 0.75,
96
+ "f": 0.7415730337
97
+ },
98
+ "acl": {
99
+ "p": 0.4698795181,
100
+ "r": 0.4020618557,
101
+ "f": 0.4333333333
102
+ },
103
+ "advcl": {
104
+ "p": 0.5402843602,
105
+ "r": 0.5135135135,
106
+ "f": 0.5265588915
107
+ },
108
+ "nummod": {
109
+ "p": 0.8121019108,
110
+ "r": 0.85,
111
+ "f": 0.8306188925
112
+ },
113
+ "nmod": {
114
+ "p": 0.7067108534,
115
+ "r": 0.7456293706,
116
+ "f": 0.7256486601
117
+ },
118
+ "cc": {
119
+ "p": 0.8632958801,
120
+ "r": 0.8747628083,
121
+ "f": 0.8689915174
122
+ },
123
+ "conj": {
124
+ "p": 0.6805555556,
125
+ "r": 0.6666666667,
126
+ "f": 0.6735395189
127
+ },
128
+ "nsubj:pass": {
129
+ "p": 0.821656051,
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+ "r": 0.8113207547,
131
+ "f": 0.8164556962
132
+ },
133
+ "aux:pass": {
134
+ "p": 0.9175824176,
135
+ "r": 0.9277777778,
136
+ "f": 0.9226519337
137
+ },
138
+ "cop": {
139
+ "p": 0.7821428571,
140
+ "r": 0.8051470588,
141
+ "f": 0.7934782609
142
+ },
143
+ "acl:relcl": {
144
+ "p": 0.6927710843,
145
+ "r": 0.7232704403,
146
+ "f": 0.7076923077
147
+ },
148
+ "parataxis": {
149
+ "p": 0.3502304147,
150
+ "r": 0.2773722628,
151
+ "f": 0.3095723014
152
+ },
153
+ "obl:agent": {
154
+ "p": 0.8888888889,
155
+ "r": 0.8275862069,
156
+ "f": 0.8571428571
157
+ },
158
+ "expl": {
159
+ "p": 0.4814814815,
160
+ "r": 0.619047619,
161
+ "f": 0.5416666667
162
+ },
163
+ "fixed": {
164
+ "p": 0.7659574468,
165
+ "r": 0.4337349398,
166
+ "f": 0.5538461538
167
+ },
168
+ "iobj": {
169
+ "p": 0.6315789474,
170
+ "r": 0.3636363636,
171
+ "f": 0.4615384615
172
+ },
173
+ "dep": {
174
+ "p": 0.0,
175
+ "r": 0.0,
176
+ "f": 0.0
177
+ },
178
+ "csubj": {
179
+ "p": 0.5625,
180
+ "r": 0.45,
181
+ "f": 0.5
182
+ },
183
+ "orphan": {
184
+ "p": 0.0,
185
+ "r": 0.0,
186
+ "f": 0.0
187
+ }
188
+ },
189
+ "ents_per_type": {
190
+ "DATE": {
191
+ "p": 0.9375,
192
+ "r": 0.9253246753,
193
+ "f": 0.931372549
194
+ },
195
+ "NORP": {
196
+ "p": 0.7676767677,
197
+ "r": 0.9156626506,
198
+ "f": 0.8351648352
199
+ },
200
+ "ORG": {
201
+ "p": 0.7557251908,
202
+ "r": 0.5857988166,
203
+ "f": 0.66
204
+ },
205
+ "CARDINAL": {
206
+ "p": 0.858974359,
207
+ "r": 0.9571428571,
208
+ "f": 0.9054054054
209
+ },
210
+ "GPE": {
211
+ "p": 0.7762557078,
212
+ "r": 0.9340659341,
213
+ "f": 0.8478802993
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+ "POS=PRON|PronType=Int",
85
+ "Case=Acc|POS=PRON|Person=2|PronType=Prs",
86
+ "POS=PRON|Person=2|PronType=Prs",
87
+ "Case=Gen|POS=PRON|Person=2|PronType=Prs"
88
+ ],
89
+ "tagger":[
90
+ "ADJ|nom|basis|met-e|mv-n",
91
+ "ADJ|nom|basis|met-e|zonder-n|bijz",
92
+ "ADJ|nom|basis|met-e|zonder-n|stan",
93
+ "ADJ|nom|basis|zonder|mv-n",
94
+ "ADJ|nom|basis|zonder|zonder-n",
95
+ "ADJ|nom|comp|met-e|mv-n",
96
+ "ADJ|nom|comp|met-e|zonder-n|stan",
97
+ "ADJ|nom|sup|met-e|mv-n",
98
+ "ADJ|nom|sup|met-e|zonder-n|stan",
99
+ "ADJ|nom|sup|zonder|zonder-n",
100
+ "ADJ|postnom|basis|met-s",
101
+ "ADJ|postnom|basis|zonder",
102
+ "ADJ|postnom|comp|met-s",
103
+ "ADJ|prenom|basis|met-e|bijz",
104
+ "ADJ|prenom|basis|met-e|stan",
105
+ "ADJ|prenom|basis|zonder",
106
+ "ADJ|prenom|comp|met-e|stan",
107
+ "ADJ|prenom|comp|zonder",
108
+ "ADJ|prenom|sup|met-e|stan",
109
+ "ADJ|vrij|basis|zonder",
110
+ "ADJ|vrij|comp|zonder",
111
+ "ADJ|vrij|dim|zonder",
112
+ "ADJ|vrij|sup|zonder",
113
+ "BW",
114
+ "LET",
115
+ "LID|bep|dat|evmo",
116
+ "LID|bep|gen|evmo",
117
+ "LID|bep|gen|rest3",
118
+ "LID|bep|stan|evon",
119
+ "LID|bep|stan|rest",
120
+ "LID|onbep|stan|agr",
121
+ "N|eigen|ev|basis|gen",
122
+ "N|eigen|ev|basis|genus|stan",
123
+ "N|eigen|ev|basis|onz|stan",
124
+ "N|eigen|ev|basis|zijd|stan",
125
+ "N|eigen|ev|dim|onz|stan",
126
+ "N|eigen|mv|basis",
127
+ "N|soort|ev|basis|dat",
128
+ "N|soort|ev|basis|gen",
129
+ "N|soort|ev|basis|genus|stan",
130
+ "N|soort|ev|basis|onz|stan",
131
+ "N|soort|ev|basis|zijd|stan",
132
+ "N|soort|ev|dim|onz|stan",
133
+ "N|soort|mv|basis",
134
+ "N|soort|mv|dim",
135
+ "SPEC|afgebr",
136
+ "SPEC|afk",
137
+ "SPEC|deeleigen",
138
+ "SPEC|enof",
139
+ "SPEC|meta",
140
+ "SPEC|symb",
141
+ "SPEC|vreemd",
142
+ "TSW",
143
+ "TW|hoofd|nom|mv-n|basis",
144
+ "TW|hoofd|nom|mv-n|dim",
145
+ "TW|hoofd|nom|zonder-n|basis",
146
+ "TW|hoofd|nom|zonder-n|dim",
147
+ "TW|hoofd|prenom|stan",
148
+ "TW|hoofd|vrij",
149
+ "TW|rang|nom|mv-n",
150
+ "TW|rang|nom|zonder-n",
151
+ "TW|rang|prenom|stan",
152
+ "VG|neven",
153
+ "VG|onder",
154
+ "VNW|aanw|adv-pron|obl|vol|3o|getal",
155
+ "VNW|aanw|adv-pron|stan|red|3|getal",
156
+ "VNW|aanw|det|dat|nom|met-e|zonder-n",
157
+ "VNW|aanw|det|dat|prenom|met-e|evmo",
158
+ "VNW|aanw|det|gen|prenom|met-e|rest3",
159
+ "VNW|aanw|det|stan|nom|met-e|mv-n",
160
+ "VNW|aanw|det|stan|nom|met-e|zonder-n",
161
+ "VNW|aanw|det|stan|prenom|met-e|rest",
162
+ "VNW|aanw|det|stan|prenom|zonder|agr",
163
+ "VNW|aanw|det|stan|prenom|zonder|evon",
164
+ "VNW|aanw|det|stan|prenom|zonder|rest",
165
+ "VNW|aanw|det|stan|vrij|zonder",
166
+ "VNW|aanw|pron|gen|vol|3m|ev",
167
+ "VNW|aanw|pron|stan|vol|3o|ev",
168
+ "VNW|aanw|pron|stan|vol|3|getal",
169
+ "VNW|betr|det|stan|nom|met-e|zonder-n",
170
+ "VNW|betr|det|stan|nom|zonder|zonder-n",
171
+ "VNW|betr|pron|stan|vol|3|ev",
172
+ "VNW|betr|pron|stan|vol|persoon|getal",
173
+ "VNW|bez|det|gen|vol|3|ev|prenom|met-e|rest3",
174
+ "VNW|bez|det|stan|nadr|2v|mv|prenom|zonder|agr",
175
+ "VNW|bez|det|stan|red|1|ev|prenom|zonder|agr",
176
+ "VNW|bez|det|stan|red|2v|ev|prenom|zonder|agr",
177
+ "VNW|bez|det|stan|red|3|ev|prenom|zonder|agr",
178
+ "VNW|bez|det|stan|vol|1|ev|prenom|zonder|agr",
179
+ "VNW|bez|det|stan|vol|1|mv|prenom|met-e|rest",
180
+ "VNW|bez|det|stan|vol|1|mv|prenom|zonder|evon",
181
+ "VNW|bez|det|stan|vol|2v|ev|prenom|zonder|agr",
182
+ "VNW|bez|det|stan|vol|2|getal|prenom|zonder|agr",
183
+ "VNW|bez|det|stan|vol|3m|ev|nom|met-e|zonder-n",
184
+ "VNW|bez|det|stan|vol|3m|ev|prenom|met-e|rest",
185
+ "VNW|bez|det|stan|vol|3p|mv|prenom|met-e|rest",
186
+ "VNW|bez|det|stan|vol|3v|ev|nom|met-e|zonder-n",
187
+ "VNW|bez|det|stan|vol|3v|ev|prenom|met-e|rest",
188
+ "VNW|bez|det|stan|vol|3|ev|prenom|zonder|agr",
189
+ "VNW|bez|det|stan|vol|3|mv|prenom|zonder|agr",
190
+ "VNW|onbep|adv-pron|gen|red|3|getal",
191
+ "VNW|onbep|adv-pron|obl|vol|3o|getal",
192
+ "VNW|onbep|det|stan|nom|met-e|mv-n",
193
+ "VNW|onbep|det|stan|nom|met-e|zonder-n",
194
+ "VNW|onbep|det|stan|prenom|met-e|agr",
195
+ "VNW|onbep|det|stan|prenom|met-e|evz",
196
+ "VNW|onbep|det|stan|prenom|met-e|mv",
197
+ "VNW|onbep|det|stan|prenom|met-e|rest",
198
+ "VNW|onbep|det|stan|prenom|zonder|agr",
199
+ "VNW|onbep|det|stan|prenom|zonder|evon",
200
+ "VNW|onbep|det|stan|vrij|zonder",
201
+ "VNW|onbep|grad|gen|nom|met-e|mv-n|basis",
202
+ "VNW|onbep|grad|stan|nom|met-e|mv-n|basis",
203
+ "VNW|onbep|grad|stan|nom|met-e|mv-n|sup",
204
+ "VNW|onbep|grad|stan|nom|met-e|zonder-n|basis",
205
+ "VNW|onbep|grad|stan|nom|met-e|zonder-n|sup",
206
+ "VNW|onbep|grad|stan|prenom|met-e|agr|basis",
207
+ "VNW|onbep|grad|stan|prenom|met-e|agr|comp",
208
+ "VNW|onbep|grad|stan|prenom|met-e|agr|sup",
209
+ "VNW|onbep|grad|stan|prenom|met-e|mv|basis",
210
+ "VNW|onbep|grad|stan|prenom|zonder|agr|basis",
211
+ "VNW|onbep|grad|stan|prenom|zonder|agr|comp",
212
+ "VNW|onbep|grad|stan|vrij|zonder|basis",
213
+ "VNW|onbep|grad|stan|vrij|zonder|comp",
214
+ "VNW|onbep|grad|stan|vrij|zonder|sup",
215
+ "VNW|onbep|pron|gen|vol|3p|ev",
216
+ "VNW|onbep|pron|stan|vol|3o|ev",
217
+ "VNW|onbep|pron|stan|vol|3p|ev",
218
+ "VNW|pers|pron|gen|vol|2|getal",
219
+ "VNW|pers|pron|nomin|nadr|3m|ev|masc",
220
+ "VNW|pers|pron|nomin|nadr|3v|ev|fem",
221
+ "VNW|pers|pron|nomin|red|1|mv",
222
+ "VNW|pers|pron|nomin|red|2v|ev",
223
+ "VNW|pers|pron|nomin|red|2|getal",
224
+ "VNW|pers|pron|nomin|red|3p|ev|masc",
225
+ "VNW|pers|pron|nomin|red|3|ev|masc",
226
+ "VNW|pers|pron|nomin|vol|1|ev",
227
+ "VNW|pers|pron|nomin|vol|1|mv",
228
+ "VNW|pers|pron|nomin|vol|2b|getal",
229
+ "VNW|pers|pron|nomin|vol|2v|ev",
230
+ "VNW|pers|pron|nomin|vol|2|getal",
231
+ "VNW|pers|pron|nomin|vol|3p|mv",
232
+ "VNW|pers|pron|nomin|vol|3v|ev|fem",
233
+ "VNW|pers|pron|nomin|vol|3|ev|masc",
234
+ "VNW|pers|pron|obl|nadr|3m|ev|masc",
235
+ "VNW|pers|pron|obl|red|3|ev|masc",
236
+ "VNW|pers|pron|obl|vol|2v|ev",
237
+ "VNW|pers|pron|obl|vol|3p|mv",
238
+ "VNW|pers|pron|obl|vol|3|ev|masc",
239
+ "VNW|pers|pron|obl|vol|3|getal|fem",
240
+ "VNW|pers|pron|stan|nadr|2v|mv",
241
+ "VNW|pers|pron|stan|red|3|ev|fem",
242
+ "VNW|pers|pron|stan|red|3|ev|onz",
243
+ "VNW|pers|pron|stan|red|3|mv",
244
+ "VNW|pr|pron|obl|nadr|1|ev",
245
+ "VNW|pr|pron|obl|nadr|2v|getal",
246
+ "VNW|pr|pron|obl|nadr|2|getal",
247
+ "VNW|pr|pron|obl|red|1|ev",
248
+ "VNW|pr|pron|obl|red|2v|getal",
249
+ "VNW|pr|pron|obl|vol|1|ev",
250
+ "VNW|pr|pron|obl|vol|1|mv",
251
+ "VNW|pr|pron|obl|vol|2|getal",
252
+ "VNW|recip|pron|gen|vol|persoon|mv",
253
+ "VNW|recip|pron|obl|vol|persoon|mv",
254
+ "VNW|refl|pron|obl|nadr|3|getal",
255
+ "VNW|refl|pron|obl|red|3|getal",
256
+ "VNW|vb|adv-pron|obl|vol|3o|getal",
257
+ "VNW|vb|det|stan|nom|met-e|zonder-n",
258
+ "VNW|vb|det|stan|prenom|met-e|rest",
259
+ "VNW|vb|det|stan|prenom|zonder|evon",
260
+ "VNW|vb|pron|gen|vol|3m|ev",
261
+ "VNW|vb|pron|gen|vol|3p|mv",
262
+ "VNW|vb|pron|gen|vol|3v|ev",
263
+ "VNW|vb|pron|stan|vol|3o|ev",
264
+ "VNW|vb|pron|stan|vol|3p|getal",
265
+ "VZ|fin",
266
+ "VZ|init",
267
+ "VZ|versm",
268
+ "WW|inf|nom|zonder|zonder-n",
269
+ "WW|inf|prenom|met-e",
270
+ "WW|inf|vrij|zonder",
271
+ "WW|od|nom|met-e|mv-n",
272
+ "WW|od|nom|met-e|zonder-n",
273
+ "WW|od|prenom|met-e",
274
+ "WW|od|prenom|zonder",
275
+ "WW|od|vrij|zonder",
276
+ "WW|pv|conj|ev",
277
+ "WW|pv|tgw|ev",
278
+ "WW|pv|tgw|met-t",
279
+ "WW|pv|tgw|mv",
280
+ "WW|pv|verl|ev",
281
+ "WW|pv|verl|mv",
282
+ "WW|vd|nom|met-e|mv-n",
283
+ "WW|vd|nom|met-e|zonder-n",
284
+ "WW|vd|prenom|met-e",
285
+ "WW|vd|prenom|zonder",
286
+ "WW|vd|vrij|zonder"
287
+ ],
288
+ "parser":[
289
+ "ROOT",
290
+ "acl",
291
+ "acl:relcl",
292
+ "advcl",
293
+ "advmod",
294
+ "amod",
295
+ "appos",
296
+ "aux",
297
+ "aux:pass",
298
+ "case",
299
+ "cc",
300
+ "ccomp",
301
+ "compound:prt",
302
+ "conj",
303
+ "cop",
304
+ "csubj",
305
+ "dep",
306
+ "det",
307
+ "expl",
308
+ "expl:pv",
309
+ "fixed",
310
+ "flat",
311
+ "iobj",
312
+ "mark",
313
+ "nmod",
314
+ "nmod:poss",
315
+ "nsubj",
316
+ "nsubj:pass",
317
+ "nummod",
318
+ "obj",
319
+ "obl",
320
+ "obl:agent",
321
+ "orphan",
322
+ "parataxis",
323
+ "punct",
324
+ "xcomp"
325
+ ],
326
+ "senter":[
327
+ "I",
328
+ "S"
329
+ ],
330
+ "attribute_ruler":[
331
+
332
+ ],
333
+ "lemmatizer":[
334
+
335
+ ],
336
+ "ner":[
337
+ "CARDINAL",
338
+ "DATE",
339
+ "EVENT",
340
+ "FAC",
341
+ "GPE",
342
+ "LANGUAGE",
343
+ "LAW",
344
+ "LOC",
345
+ "MONEY",
346
+ "NORP",
347
+ "ORDINAL",
348
+ "ORG",
349
+ "PERCENT",
350
+ "PERSON",
351
+ "PRODUCT",
352
+ "QUANTITY",
353
+ "TIME",
354
+ "WORK_OF_ART"
355
+ ]
356
+ },
357
+ "pipeline":[
358
+ "tok2vec",
359
+ "morphologizer",
360
+ "tagger",
361
+ "parser",
362
+ "attribute_ruler",
363
+ "lemmatizer",
364
+ "ner"
365
+ ],
366
+ "components":[
367
+ "tok2vec",
368
+ "morphologizer",
369
+ "tagger",
370
+ "parser",
371
+ "senter",
372
+ "attribute_ruler",
373
+ "lemmatizer",
374
+ "ner"
375
+ ],
376
+ "disabled":[
377
+ "senter"
378
+ ],
379
+ "performance":{
380
+ "tag_acc":0.9478092081,
381
+ "dep_uas":0.8686371933,
382
+ "dep_las":0.8239797212,
383
+ "ents_p":0.7858657244,
384
+ "ents_r":0.7690179806,
385
+ "ents_f":0.7773505767,
386
+ "sents_p":0.8604008293,
387
+ "sents_r":0.8931133429,
388
+ "sents_f":0.8764519535,
389
+ "speed":3873.3371755236,
390
+ "dep_las_per_type":{
391
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392
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393
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394
+ "f":0.9377289377
395
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396
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397
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398
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399
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400
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401
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402
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403
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404
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405
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406
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407
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408
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409
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410
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411
+ "root":{
412
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413
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414
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415
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416
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417
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418
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419
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420
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421
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422
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423
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424
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425
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426
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427
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428
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429
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430
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431
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432
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433
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434
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435
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436
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437
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438
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439
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440
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441
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442
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443
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444
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445
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446
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447
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448
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449
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450
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451
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452
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455
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456
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457
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458
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460
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461
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462
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463
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464
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465
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466
+ "flat":{
467
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468
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470
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471
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473
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474
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475
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476
+ "acl":{
477
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478
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479
+ "f":0.4333333333
480
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481
+ "advcl":{
482
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483
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+ "f":0.5265588915
485
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486
+ "nummod":{
487
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488
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489
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490
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491
+ "nmod":{
492
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493
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494
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495
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496
+ "cc":{
497
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498
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499
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500
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501
+ "conj":{
502
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503
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504
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505
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506
+ "nsubj:pass":{
507
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508
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509
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510
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511
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512
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513
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514
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515
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516
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517
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518
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519
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520
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521
+ "acl:relcl":{
522
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523
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524
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525
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526
+ "parataxis":{
527
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528
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529
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530
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531
+ "obl:agent":{
532
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533
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534
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535
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536
+ "expl":{
537
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538
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539
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540
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541
+ "fixed":{
542
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543
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544
+ "f":0.5538461538
545
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546
+ "iobj":{
547
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548
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549
+ "f":0.4615384615
550
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551
+ "dep":{
552
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553
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554
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555
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556
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557
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558
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559
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560
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561
+ "orphan":{
562
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563
+ "r":0.0,
564
+ "f":0.0
565
+ }
566
+ },
567
+ "ents_per_type":{
568
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569
+ "p":0.9375,
570
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571
+ "f":0.931372549
572
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573
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6
+ "ADJ|nom|basis|zonder|mv-n",
7
+ "ADJ|nom|basis|zonder|zonder-n",
8
+ "ADJ|nom|comp|met-e|mv-n",
9
+ "ADJ|nom|comp|met-e|zonder-n|stan",
10
+ "ADJ|nom|sup|met-e|mv-n",
11
+ "ADJ|nom|sup|met-e|zonder-n|stan",
12
+ "ADJ|nom|sup|zonder|zonder-n",
13
+ "ADJ|postnom|basis|met-s",
14
+ "ADJ|postnom|basis|zonder",
15
+ "ADJ|postnom|comp|met-s",
16
+ "ADJ|prenom|basis|met-e|bijz",
17
+ "ADJ|prenom|basis|met-e|stan",
18
+ "ADJ|prenom|basis|zonder",
19
+ "ADJ|prenom|comp|met-e|stan",
20
+ "ADJ|prenom|comp|zonder",
21
+ "ADJ|prenom|sup|met-e|stan",
22
+ "ADJ|vrij|basis|zonder",
23
+ "ADJ|vrij|comp|zonder",
24
+ "ADJ|vrij|dim|zonder",
25
+ "ADJ|vrij|sup|zonder",
26
+ "BW",
27
+ "LET",
28
+ "LID|bep|dat|evmo",
29
+ "LID|bep|gen|evmo",
30
+ "LID|bep|gen|rest3",
31
+ "LID|bep|stan|evon",
32
+ "LID|bep|stan|rest",
33
+ "LID|onbep|stan|agr",
34
+ "N|eigen|ev|basis|gen",
35
+ "N|eigen|ev|basis|genus|stan",
36
+ "N|eigen|ev|basis|onz|stan",
37
+ "N|eigen|ev|basis|zijd|stan",
38
+ "N|eigen|ev|dim|onz|stan",
39
+ "N|eigen|mv|basis",
40
+ "N|soort|ev|basis|dat",
41
+ "N|soort|ev|basis|gen",
42
+ "N|soort|ev|basis|genus|stan",
43
+ "N|soort|ev|basis|onz|stan",
44
+ "N|soort|ev|basis|zijd|stan",
45
+ "N|soort|ev|dim|onz|stan",
46
+ "N|soort|mv|basis",
47
+ "N|soort|mv|dim",
48
+ "SPEC|afgebr",
49
+ "SPEC|afk",
50
+ "SPEC|deeleigen",
51
+ "SPEC|enof",
52
+ "SPEC|meta",
53
+ "SPEC|symb",
54
+ "SPEC|vreemd",
55
+ "TSW",
56
+ "TW|hoofd|nom|mv-n|basis",
57
+ "TW|hoofd|nom|mv-n|dim",
58
+ "TW|hoofd|nom|zonder-n|basis",
59
+ "TW|hoofd|nom|zonder-n|dim",
60
+ "TW|hoofd|prenom|stan",
61
+ "TW|hoofd|vrij",
62
+ "TW|rang|nom|mv-n",
63
+ "TW|rang|nom|zonder-n",
64
+ "TW|rang|prenom|stan",
65
+ "VG|neven",
66
+ "VG|onder",
67
+ "VNW|aanw|adv-pron|obl|vol|3o|getal",
68
+ "VNW|aanw|adv-pron|stan|red|3|getal",
69
+ "VNW|aanw|det|dat|nom|met-e|zonder-n",
70
+ "VNW|aanw|det|dat|prenom|met-e|evmo",
71
+ "VNW|aanw|det|gen|prenom|met-e|rest3",
72
+ "VNW|aanw|det|stan|nom|met-e|mv-n",
73
+ "VNW|aanw|det|stan|nom|met-e|zonder-n",
74
+ "VNW|aanw|det|stan|prenom|met-e|rest",
75
+ "VNW|aanw|det|stan|prenom|zonder|agr",
76
+ "VNW|aanw|det|stan|prenom|zonder|evon",
77
+ "VNW|aanw|det|stan|prenom|zonder|rest",
78
+ "VNW|aanw|det|stan|vrij|zonder",
79
+ "VNW|aanw|pron|gen|vol|3m|ev",
80
+ "VNW|aanw|pron|stan|vol|3o|ev",
81
+ "VNW|aanw|pron|stan|vol|3|getal",
82
+ "VNW|betr|det|stan|nom|met-e|zonder-n",
83
+ "VNW|betr|det|stan|nom|zonder|zonder-n",
84
+ "VNW|betr|pron|stan|vol|3|ev",
85
+ "VNW|betr|pron|stan|vol|persoon|getal",
86
+ "VNW|bez|det|gen|vol|3|ev|prenom|met-e|rest3",
87
+ "VNW|bez|det|stan|nadr|2v|mv|prenom|zonder|agr",
88
+ "VNW|bez|det|stan|red|1|ev|prenom|zonder|agr",
89
+ "VNW|bez|det|stan|red|2v|ev|prenom|zonder|agr",
90
+ "VNW|bez|det|stan|red|3|ev|prenom|zonder|agr",
91
+ "VNW|bez|det|stan|vol|1|ev|prenom|zonder|agr",
92
+ "VNW|bez|det|stan|vol|1|mv|prenom|met-e|rest",
93
+ "VNW|bez|det|stan|vol|1|mv|prenom|zonder|evon",
94
+ "VNW|bez|det|stan|vol|2v|ev|prenom|zonder|agr",
95
+ "VNW|bez|det|stan|vol|2|getal|prenom|zonder|agr",
96
+ "VNW|bez|det|stan|vol|3m|ev|nom|met-e|zonder-n",
97
+ "VNW|bez|det|stan|vol|3m|ev|prenom|met-e|rest",
98
+ "VNW|bez|det|stan|vol|3p|mv|prenom|met-e|rest",
99
+ "VNW|bez|det|stan|vol|3v|ev|nom|met-e|zonder-n",
100
+ "VNW|bez|det|stan|vol|3v|ev|prenom|met-e|rest",
101
+ "VNW|bez|det|stan|vol|3|ev|prenom|zonder|agr",
102
+ "VNW|bez|det|stan|vol|3|mv|prenom|zonder|agr",
103
+ "VNW|onbep|adv-pron|gen|red|3|getal",
104
+ "VNW|onbep|adv-pron|obl|vol|3o|getal",
105
+ "VNW|onbep|det|stan|nom|met-e|mv-n",
106
+ "VNW|onbep|det|stan|nom|met-e|zonder-n",
107
+ "VNW|onbep|det|stan|prenom|met-e|agr",
108
+ "VNW|onbep|det|stan|prenom|met-e|evz",
109
+ "VNW|onbep|det|stan|prenom|met-e|mv",
110
+ "VNW|onbep|det|stan|prenom|met-e|rest",
111
+ "VNW|onbep|det|stan|prenom|zonder|agr",
112
+ "VNW|onbep|det|stan|prenom|zonder|evon",
113
+ "VNW|onbep|det|stan|vrij|zonder",
114
+ "VNW|onbep|grad|gen|nom|met-e|mv-n|basis",
115
+ "VNW|onbep|grad|stan|nom|met-e|mv-n|basis",
116
+ "VNW|onbep|grad|stan|nom|met-e|mv-n|sup",
117
+ "VNW|onbep|grad|stan|nom|met-e|zonder-n|basis",
118
+ "VNW|onbep|grad|stan|nom|met-e|zonder-n|sup",
119
+ "VNW|onbep|grad|stan|prenom|met-e|agr|basis",
120
+ "VNW|onbep|grad|stan|prenom|met-e|agr|comp",
121
+ "VNW|onbep|grad|stan|prenom|met-e|agr|sup",
122
+ "VNW|onbep|grad|stan|prenom|met-e|mv|basis",
123
+ "VNW|onbep|grad|stan|prenom|zonder|agr|basis",
124
+ "VNW|onbep|grad|stan|prenom|zonder|agr|comp",
125
+ "VNW|onbep|grad|stan|vrij|zonder|basis",
126
+ "VNW|onbep|grad|stan|vrij|zonder|comp",
127
+ "VNW|onbep|grad|stan|vrij|zonder|sup",
128
+ "VNW|onbep|pron|gen|vol|3p|ev",
129
+ "VNW|onbep|pron|stan|vol|3o|ev",
130
+ "VNW|onbep|pron|stan|vol|3p|ev",
131
+ "VNW|pers|pron|gen|vol|2|getal",
132
+ "VNW|pers|pron|nomin|nadr|3m|ev|masc",
133
+ "VNW|pers|pron|nomin|nadr|3v|ev|fem",
134
+ "VNW|pers|pron|nomin|red|1|mv",
135
+ "VNW|pers|pron|nomin|red|2v|ev",
136
+ "VNW|pers|pron|nomin|red|2|getal",
137
+ "VNW|pers|pron|nomin|red|3p|ev|masc",
138
+ "VNW|pers|pron|nomin|red|3|ev|masc",
139
+ "VNW|pers|pron|nomin|vol|1|ev",
140
+ "VNW|pers|pron|nomin|vol|1|mv",
141
+ "VNW|pers|pron|nomin|vol|2b|getal",
142
+ "VNW|pers|pron|nomin|vol|2v|ev",
143
+ "VNW|pers|pron|nomin|vol|2|getal",
144
+ "VNW|pers|pron|nomin|vol|3p|mv",
145
+ "VNW|pers|pron|nomin|vol|3v|ev|fem",
146
+ "VNW|pers|pron|nomin|vol|3|ev|masc",
147
+ "VNW|pers|pron|obl|nadr|3m|ev|masc",
148
+ "VNW|pers|pron|obl|red|3|ev|masc",
149
+ "VNW|pers|pron|obl|vol|2v|ev",
150
+ "VNW|pers|pron|obl|vol|3p|mv",
151
+ "VNW|pers|pron|obl|vol|3|ev|masc",
152
+ "VNW|pers|pron|obl|vol|3|getal|fem",
153
+ "VNW|pers|pron|stan|nadr|2v|mv",
154
+ "VNW|pers|pron|stan|red|3|ev|fem",
155
+ "VNW|pers|pron|stan|red|3|ev|onz",
156
+ "VNW|pers|pron|stan|red|3|mv",
157
+ "VNW|pr|pron|obl|nadr|1|ev",
158
+ "VNW|pr|pron|obl|nadr|2v|getal",
159
+ "VNW|pr|pron|obl|nadr|2|getal",
160
+ "VNW|pr|pron|obl|red|1|ev",
161
+ "VNW|pr|pron|obl|red|2v|getal",
162
+ "VNW|pr|pron|obl|vol|1|ev",
163
+ "VNW|pr|pron|obl|vol|1|mv",
164
+ "VNW|pr|pron|obl|vol|2|getal",
165
+ "VNW|recip|pron|gen|vol|persoon|mv",
166
+ "VNW|recip|pron|obl|vol|persoon|mv",
167
+ "VNW|refl|pron|obl|nadr|3|getal",
168
+ "VNW|refl|pron|obl|red|3|getal",
169
+ "VNW|vb|adv-pron|obl|vol|3o|getal",
170
+ "VNW|vb|det|stan|nom|met-e|zonder-n",
171
+ "VNW|vb|det|stan|prenom|met-e|rest",
172
+ "VNW|vb|det|stan|prenom|zonder|evon",
173
+ "VNW|vb|pron|gen|vol|3m|ev",
174
+ "VNW|vb|pron|gen|vol|3p|mv",
175
+ "VNW|vb|pron|gen|vol|3v|ev",
176
+ "VNW|vb|pron|stan|vol|3o|ev",
177
+ "VNW|vb|pron|stan|vol|3p|getal",
178
+ "VZ|fin",
179
+ "VZ|init",
180
+ "VZ|versm",
181
+ "WW|inf|nom|zonder|zonder-n",
182
+ "WW|inf|prenom|met-e",
183
+ "WW|inf|vrij|zonder",
184
+ "WW|od|nom|met-e|mv-n",
185
+ "WW|od|nom|met-e|zonder-n",
186
+ "WW|od|prenom|met-e",
187
+ "WW|od|prenom|zonder",
188
+ "WW|od|vrij|zonder",
189
+ "WW|pv|conj|ev",
190
+ "WW|pv|tgw|ev",
191
+ "WW|pv|tgw|met-t",
192
+ "WW|pv|tgw|mv",
193
+ "WW|pv|verl|ev",
194
+ "WW|pv|verl|mv",
195
+ "WW|vd|nom|met-e|mv-n",
196
+ "WW|vd|nom|met-e|zonder-n",
197
+ "WW|vd|prenom|met-e",
198
+ "WW|vd|prenom|zonder",
199
+ "WW|vd|vrij|zonder"
200
+ ]
201
+ }
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