EC2 Default User commited on
Commit
1d03e65
1 Parent(s): 9a8869b

Update spaCy pipeline

Browse files
.gitattributes CHANGED
@@ -19,3 +19,4 @@
19
  *strings.json filter=lfs diff=lfs merge=lfs -text
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  vectors filter=lfs diff=lfs merge=lfs -text
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  model filter=lfs diff=lfs merge=lfs -text
 
 
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  *strings.json filter=lfs diff=lfs merge=lfs -text
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  vectors filter=lfs diff=lfs merge=lfs -text
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  model filter=lfs diff=lfs merge=lfs -text
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+ *key2row filter=lfs diff=lfs merge=lfs -text
README.md CHANGED
@@ -14,47 +14,41 @@ model-index:
14
  metrics:
15
  - name: NER Precision
16
  type: precision
17
- value: 0.8574246409
18
  - name: NER Recall
19
  type: recall
20
- value: 0.8490084135
21
  - name: NER F Score
22
  type: f_score
23
- value: 0.8531957725
24
  - task:
25
- name: POS
26
  type: token-classification
27
  metrics:
28
- - name: POS Accuracy
29
  type: accuracy
30
- value: 0.9741780493
31
  - task:
32
- name: SENTER
33
  type: token-classification
34
  metrics:
35
- - name: SENTER Precision
36
- type: precision
37
- value: 0.9179358172
38
- - name: SENTER Recall
39
- type: recall
40
- value: 0.8906260307
41
- - name: SENTER F Score
42
  type: f_score
43
- value: 0.9040747313
44
  - task:
45
- name: UNLABELED_DEPENDENCIES
46
  type: token-classification
47
  metrics:
48
- - name: Unlabeled Dependencies Accuracy
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- type: accuracy
50
- value: 0.9200593914
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  - task:
52
- name: LABELED_DEPENDENCIES
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  type: token-classification
54
  metrics:
55
- - name: Labeled Dependencies Accuracy
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- type: accuracy
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- value: 0.9200593914
58
  ---
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  ### Details: https://spacy.io/models/en#en_core_web_lg
60
 
@@ -63,11 +57,11 @@ English pipeline optimized for CPU. Components: tok2vec, tagger, parser, senter,
63
  | Feature | Description |
64
  | --- | --- |
65
  | **Name** | `en_core_web_lg` |
66
- | **Version** | `3.2.0` |
67
- | **spaCy** | `>=3.2.0,<3.3.0` |
68
  | **Default Pipeline** | `tok2vec`, `tagger`, `parser`, `attribute_ruler`, `lemmatizer`, `ner` |
69
  | **Components** | `tok2vec`, `tagger`, `parser`, `senter`, `attribute_ruler`, `lemmatizer`, `ner` |
70
- | **Vectors** | 684830 keys, 684830 unique vectors (300 dimensions) |
71
  | **Sources** | [OntoNotes 5](https://catalog.ldc.upenn.edu/LDC2013T19) (Ralph Weischedel, Martha Palmer, Mitchell Marcus, Eduard Hovy, Sameer Pradhan, Lance Ramshaw, Nianwen Xue, Ann Taylor, Jeff Kaufman, Michelle Franchini, Mohammed El-Bachouti, Robert Belvin, Ann Houston)<br />[ClearNLP Constituent-to-Dependency Conversion](https://github.com/clir/clearnlp-guidelines/blob/master/md/components/dependency_conversion.md) (Emory University)<br />[WordNet 3.0](https://wordnet.princeton.edu/) (Princeton University)<br />[GloVe Common Crawl](https://nlp.stanford.edu/projects/glove/) (Jeffrey Pennington, Richard Socher, and Christopher D. Manning) |
72
  | **License** | `MIT` |
73
  | **Author** | [Explosion](https://explosion.ai) |
@@ -76,13 +70,12 @@ English pipeline optimized for CPU. Components: tok2vec, tagger, parser, senter,
76
 
77
  <details>
78
 
79
- <summary>View label scheme (114 labels for 4 components)</summary>
80
 
81
  | Component | Labels |
82
  | --- | --- |
83
  | **`tagger`** | `$`, `''`, `,`, `-LRB-`, `-RRB-`, `.`, `:`, `ADD`, `AFX`, `CC`, `CD`, `DT`, `EX`, `FW`, `HYPH`, `IN`, `JJ`, `JJR`, `JJS`, `LS`, `MD`, `NFP`, `NN`, `NNP`, `NNPS`, `NNS`, `PDT`, `POS`, `PRP`, `PRP$`, `RB`, `RBR`, `RBS`, `RP`, `SYM`, `TO`, `UH`, `VB`, `VBD`, `VBG`, `VBN`, `VBP`, `VBZ`, `WDT`, `WP`, `WP$`, `WRB`, `XX`, ```` |
84
  | **`parser`** | `ROOT`, `acl`, `acomp`, `advcl`, `advmod`, `agent`, `amod`, `appos`, `attr`, `aux`, `auxpass`, `case`, `cc`, `ccomp`, `compound`, `conj`, `csubj`, `csubjpass`, `dative`, `dep`, `det`, `dobj`, `expl`, `intj`, `mark`, `meta`, `neg`, `nmod`, `npadvmod`, `nsubj`, `nsubjpass`, `nummod`, `oprd`, `parataxis`, `pcomp`, `pobj`, `poss`, `preconj`, `predet`, `prep`, `prt`, `punct`, `quantmod`, `relcl`, `xcomp` |
85
- | **`senter`** | `I`, `S` |
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  | **`ner`** | `CARDINAL`, `DATE`, `EVENT`, `FAC`, `GPE`, `LANGUAGE`, `LAW`, `LOC`, `MONEY`, `NORP`, `ORDINAL`, `ORG`, `PERCENT`, `PERSON`, `PRODUCT`, `QUANTITY`, `TIME`, `WORK_OF_ART` |
87
 
88
  </details>
@@ -95,12 +88,12 @@ English pipeline optimized for CPU. Components: tok2vec, tagger, parser, senter,
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  | `TOKEN_P` | 99.57 |
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  | `TOKEN_R` | 99.58 |
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  | `TOKEN_F` | 99.57 |
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- | `TAG_ACC` | 97.42 |
99
- | `SENTS_P` | 91.79 |
100
- | `SENTS_R` | 89.06 |
101
- | `SENTS_F` | 90.41 |
102
- | `DEP_UAS` | 92.01 |
103
- | `DEP_LAS` | 90.22 |
104
- | `ENTS_P` | 85.74 |
105
- | `ENTS_R` | 84.90 |
106
  | `ENTS_F` | 85.32 |
 
14
  metrics:
15
  - name: NER Precision
16
  type: precision
17
+ value: 0.8602117695
18
  - name: NER Recall
19
  type: recall
20
+ value: 0.8462540064
21
  - name: NER F Score
22
  type: f_score
23
+ value: 0.8531758053
24
  - task:
25
+ name: TAG
26
  type: token-classification
27
  metrics:
28
+ - name: TAG (XPOS) Accuracy
29
  type: accuracy
30
+ value: 0.9738145328
31
  - task:
32
+ name: UNLABELED_DEPENDENCIES
33
  type: token-classification
34
  metrics:
35
+ - name: Unlabeled Attachment Score (UAS)
 
 
 
 
 
 
36
  type: f_score
37
+ value: 0.9188508811
38
  - task:
39
+ name: LABELED_DEPENDENCIES
40
  type: token-classification
41
  metrics:
42
+ - name: Labeled Attachment Score (LAS)
43
+ type: f_score
44
+ value: 0.9008477499
45
  - task:
46
+ name: SENTS
47
  type: token-classification
48
  metrics:
49
+ - name: Sentences F-Score
50
+ type: f_score
51
+ value: 0.9033533215
52
  ---
53
  ### Details: https://spacy.io/models/en#en_core_web_lg
54
 
 
57
  | Feature | Description |
58
  | --- | --- |
59
  | **Name** | `en_core_web_lg` |
60
+ | **Version** | `3.3.0` |
61
+ | **spaCy** | `>=3.3.0.dev0,<3.4.0` |
62
  | **Default Pipeline** | `tok2vec`, `tagger`, `parser`, `attribute_ruler`, `lemmatizer`, `ner` |
63
  | **Components** | `tok2vec`, `tagger`, `parser`, `senter`, `attribute_ruler`, `lemmatizer`, `ner` |
64
+ | **Vectors** | 684830 keys, 342918 unique vectors (300 dimensions) |
65
  | **Sources** | [OntoNotes 5](https://catalog.ldc.upenn.edu/LDC2013T19) (Ralph Weischedel, Martha Palmer, Mitchell Marcus, Eduard Hovy, Sameer Pradhan, Lance Ramshaw, Nianwen Xue, Ann Taylor, Jeff Kaufman, Michelle Franchini, Mohammed El-Bachouti, Robert Belvin, Ann Houston)<br />[ClearNLP Constituent-to-Dependency Conversion](https://github.com/clir/clearnlp-guidelines/blob/master/md/components/dependency_conversion.md) (Emory University)<br />[WordNet 3.0](https://wordnet.princeton.edu/) (Princeton University)<br />[GloVe Common Crawl](https://nlp.stanford.edu/projects/glove/) (Jeffrey Pennington, Richard Socher, and Christopher D. Manning) |
66
  | **License** | `MIT` |
67
  | **Author** | [Explosion](https://explosion.ai) |
 
70
 
71
  <details>
72
 
73
+ <summary>View label scheme (112 labels for 3 components)</summary>
74
 
75
  | Component | Labels |
76
  | --- | --- |
77
  | **`tagger`** | `$`, `''`, `,`, `-LRB-`, `-RRB-`, `.`, `:`, `ADD`, `AFX`, `CC`, `CD`, `DT`, `EX`, `FW`, `HYPH`, `IN`, `JJ`, `JJR`, `JJS`, `LS`, `MD`, `NFP`, `NN`, `NNP`, `NNPS`, `NNS`, `PDT`, `POS`, `PRP`, `PRP$`, `RB`, `RBR`, `RBS`, `RP`, `SYM`, `TO`, `UH`, `VB`, `VBD`, `VBG`, `VBN`, `VBP`, `VBZ`, `WDT`, `WP`, `WP$`, `WRB`, `XX`, ```` |
78
  | **`parser`** | `ROOT`, `acl`, `acomp`, `advcl`, `advmod`, `agent`, `amod`, `appos`, `attr`, `aux`, `auxpass`, `case`, `cc`, `ccomp`, `compound`, `conj`, `csubj`, `csubjpass`, `dative`, `dep`, `det`, `dobj`, `expl`, `intj`, `mark`, `meta`, `neg`, `nmod`, `npadvmod`, `nsubj`, `nsubjpass`, `nummod`, `oprd`, `parataxis`, `pcomp`, `pobj`, `poss`, `preconj`, `predet`, `prep`, `prt`, `punct`, `quantmod`, `relcl`, `xcomp` |
 
79
  | **`ner`** | `CARDINAL`, `DATE`, `EVENT`, `FAC`, `GPE`, `LANGUAGE`, `LAW`, `LOC`, `MONEY`, `NORP`, `ORDINAL`, `ORG`, `PERCENT`, `PERSON`, `PRODUCT`, `QUANTITY`, `TIME`, `WORK_OF_ART` |
80
 
81
  </details>
 
88
  | `TOKEN_P` | 99.57 |
89
  | `TOKEN_R` | 99.58 |
90
  | `TOKEN_F` | 99.57 |
91
+ | `TAG_ACC` | 97.38 |
92
+ | `SENTS_P` | 91.77 |
93
+ | `SENTS_R` | 88.94 |
94
+ | `SENTS_F` | 90.34 |
95
+ | `DEP_UAS` | 91.89 |
96
+ | `DEP_LAS` | 90.08 |
97
+ | `ENTS_P` | 86.02 |
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+ | `ENTS_R` | 84.63 |
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  | `ENTS_F` | 85.32 |
accuracy.json CHANGED
@@ -1,229 +1,229 @@
1
  {
2
- "token_acc": 0.9993053983,
3
- "token_p": 0.9956742163,
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- "token_r": 0.9957505887,
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- "token_f": 0.9957124011,
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- "tag_acc": 0.9741780493,
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- "sents_p": 0.9179358172,
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- "sents_r": 0.8906260307,
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- "sents_f": 0.9040747313,
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- "dep_uas": 0.9200593914,
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- "dep_las": 0.9021556352,
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  "dep_las_per_type": {
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  "prep": {
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- "p": 0.8578239976,
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- "r": 0.8669702144,
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- "f": 0.8623728558
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  },
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  "det": {
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- "p": 0.9798012706,
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- "r": 0.9809997554,
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- "f": 0.9804001467
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  },
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  "pobj": {
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- "p": 0.9617211838,
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- "r": 0.9698409582,
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- "f": 0.9657640043
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  },
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  "nsubj": {
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- "p": 0.9608471258,
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- "r": 0.9461555312,
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- "f": 0.9534447363
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  },
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  "aux": {
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- "p": 0.9807231056,
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- "r": 0.9828184813,
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- "f": 0.9817696754
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  },
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  "advmod": {
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- "p": 0.8600169779,
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- "r": 0.8523472993,
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- "f": 0.8561649624
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  },
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  "relcl": {
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- "p": 0.755259467,
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- "r": 0.7815674891,
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- "f": 0.7681883024
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  },
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  "root": {
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- "p": 0.9196325281,
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- "r": 0.8914836071,
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- "f": 0.905339318
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  },
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  "xcomp": {
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- "p": 0.8886906885,
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- "r": 0.8941134243,
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- "f": 0.8913938093
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  },
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  "amod": {
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- "p": 0.9216490817,
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- "r": 0.9168124393,
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- "f": 0.9192243983
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  },
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  "compound": {
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- "p": 0.9188224309,
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- "r": 0.9316662954,
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- "f": 0.9251997898
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  },
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  "poss": {
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- "p": 0.9760755931,
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- "r": 0.9772544283,
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- "f": 0.976664655
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  },
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  "ccomp": {
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- "p": 0.7797340326,
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- "r": 0.8478615071,
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- "f": 0.8123719387
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  },
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  "attr": {
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- "p": 0.8931845357,
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- "r": 0.9423885618,
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- "f": 0.9171270718
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  },
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  "case": {
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- "p": 0.9782823297,
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- "r": 0.991991992,
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- "f": 0.9850894632
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  },
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  "mark": {
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- "p": 0.9105669417,
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- "r": 0.9064652888,
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- "f": 0.9085114859
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  },
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  "intj": {
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- "p": 0.6737089202,
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- "r": 0.6307692308,
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- "f": 0.6515323496
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  },
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  "advcl": {
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- "p": 0.67003282,
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- "r": 0.6683455049,
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- "f": 0.6691880988
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  },
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  "cc": {
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- "p": 0.8372232916,
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- "r": 0.8323167085,
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- "f": 0.8347627901
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  },
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  "neg": {
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- "p": 0.9408548708,
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- "r": 0.9498243853,
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- "f": 0.9453183521
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  },
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  "conj": {
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- "p": 0.7653624433,
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- "r": 0.7854984894,
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- "f": 0.7752997453
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  },
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  "nsubjpass": {
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- "p": 0.9327377824,
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- "r": 0.9102564103,
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- "f": 0.9213599792
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  },
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  "auxpass": {
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- "p": 0.9543624161,
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- "r": 0.9717539863,
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- "f": 0.962979684
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  },
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  "dobj": {
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- "p": 0.9222826087,
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- "r": 0.9466092916,
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- "f": 0.9342876244
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  },
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  "nummod": {
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- "p": 0.9430395913,
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- "r": 0.9323232323,
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- "f": 0.9376507937
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  },
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  "npadvmod": {
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- "p": 0.7866254349,
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- "r": 0.7229129663,
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- "f": 0.7534246575
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  },
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  "prt": {
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- "p": 0.8190082645,
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- "r": 0.8879928315,
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- "f": 0.8521066208
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  },
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  "pcomp": {
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- "p": 0.879020979,
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- "r": 0.8802521008,
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- "f": 0.8796361092
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  },
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  "expl": {
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- "p": 0.9809725159,
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- "r": 0.9935760171,
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- "f": 0.9872340426
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  },
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  "acl": {
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- "p": 0.7443997702,
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- "r": 0.7070376432,
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- "f": 0.7252378288
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  },
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  "agent": {
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- "p": 0.8928571429,
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- "r": 0.9408602151,
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- "f": 0.9162303665
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  },
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  "dative": {
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- "p": 0.7729591837,
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- "r": 0.6949541284,
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- "f": 0.731884058
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  },
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  "acomp": {
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- "p": 0.9102505695,
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- "r": 0.906122449,
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- "f": 0.9081818182
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  },
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  "dep": {
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- "p": 0.4491525424,
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- "r": 0.1720779221,
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- "f": 0.2488262911
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  },
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  "csubj": {
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- "p": 0.7243589744,
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- "r": 0.6686390533,
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- "f": 0.6953846154
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  },
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  "quantmod": {
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- "p": 0.8686779059,
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- "r": 0.7952883834,
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- "f": 0.8303647159
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  },
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  "nmod": {
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- "p": 0.76,
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- "r": 0.5789152956,
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- "f": 0.6572120374
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  },
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  "appos": {
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- "p": 0.7035040431,
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- "r": 0.6793926247,
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- "f": 0.6912381373
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  },
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  "predet": {
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- "p": 0.8300395257,
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- "r": 0.9012875536,
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- "f": 0.8641975309
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  },
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  "preconj": {
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- "p": 0.5784313725,
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- "r": 0.6860465116,
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- "f": 0.6276595745
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  },
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  "oprd": {
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- "p": 0.8379310345,
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- "r": 0.7253731343,
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- "f": 0.7776
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  },
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  "parataxis": {
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- "p": 0.6312849162,
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- "r": 0.4902386117,
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- "f": 0.5518925519
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  },
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  "meta": {
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- "p": 0.7647058824,
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- "r": 0.25,
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- "f": 0.3768115942
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  },
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  "csubjpass": {
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  "p": 0.5555555556,
@@ -231,100 +231,100 @@
231
  "f": 0.6666666667
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  }
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  },
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- "ents_p": 0.8574246409,
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- "ents_r": 0.8490084135,
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- "ents_f": 0.8531957725,
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  "ents_per_type": {
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  "DATE": {
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- "p": 0.8695102686,
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- "r": 0.8736507937,
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- "f": 0.8715756136
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  },
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  "GPE": {
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- "p": 0.9231641622,
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- "r": 0.9082287308,
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- "f": 0.9156355456
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  },
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  "ORDINAL": {
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- "p": 0.7971428571,
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- "r": 0.8664596273,
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- "f": 0.8303571429
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  },
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  "ORG": {
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- "p": 0.8194444444,
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- "r": 0.8290031813,
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- "f": 0.8241960991
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- },
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- "QUANTITY": {
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- "p": 0.7959183673,
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- "r": 0.6428571429,
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- "f": 0.7112462006
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  },
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  "CARDINAL": {
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- "p": 0.8221709007,
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- "r": 0.8466111772,
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- "f": 0.834212068
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  },
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  "PERSON": {
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- "p": 0.8823895457,
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- "r": 0.9255874674,
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- "f": 0.9034724435
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  },
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  "NORP": {
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- "p": 0.9027888446,
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- "r": 0.9064,
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- "f": 0.9045908184
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  },
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  "LOC": {
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- "p": 0.7185185185,
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- "r": 0.6178343949,
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- "f": 0.6643835616
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  },
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  "FAC": {
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- "p": 0.4263565891,
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- "r": 0.4230769231,
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- "f": 0.4247104247
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  },
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  "TIME": {
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- "p": 0.7396825397,
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- "r": 0.6812865497,
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- "f": 0.7092846271
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  },
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- "PRODUCT": {
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- "p": 0.6022727273,
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- "r": 0.2511848341,
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- "f": 0.3545150502
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  },
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  "EVENT": {
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- "p": 0.5882352941,
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- "r": 0.2873563218,
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- "f": 0.3861003861
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  },
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  "WORK_OF_ART": {
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- "p": 0.4692307692,
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- "r": 0.3144329897,
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- "f": 0.3765432099
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- },
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- "LAW": {
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- "p": 0.5272727273,
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- "r": 0.453125,
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- "f": 0.487394958
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  },
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  "MONEY": {
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- "p": 0.8990498812,
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- "r": 0.893742621,
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- "f": 0.8963883955
 
 
 
 
 
317
  },
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  "PERCENT": {
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- "p": 0.9202551834,
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  "r": 0.8836140888,
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- "f": 0.9015625
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  },
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  "LANGUAGE": {
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