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SkyWater21
/
lv_go_emotions

Tasks:
Text Classification
Modalities:
Text
Formats:
parquet
Languages:
Latvian
English
Size:
100K - 1M
Libraries:
Datasets
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- ---
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- dataset_info:
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- - config_name: simplified
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- features:
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- - name: lv_text
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- dtype: string
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- - name: text
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- dtype: string
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- - name: labels
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- sequence:
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- class_label:
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- names:
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- '0': admiration
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- '1': amusement
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- '2': anger
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- '3': annoyance
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- '4': approval
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- '5': caring
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- '6': confusion
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- '7': curiosity
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- '8': desire
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- '9': disappointment
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- '10': disapproval
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- '11': disgust
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- '12': embarrassment
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- '13': excitement
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- '14': fear
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- '15': gratitude
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- '16': grief
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- '17': joy
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- '18': love
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- '19': nervousness
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- '20': optimism
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- '21': pride
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- '22': realization
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- '23': relief
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- '24': remorse
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- '25': sadness
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- '26': surprise
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- '27': neutral
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- - name: id
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- dtype: string
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- splits:
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- - name: train
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- num_bytes: 7715280
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- num_examples: 43410
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- - name: validation
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- num_bytes: 960769
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- num_examples: 5426
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- - name: test
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- num_bytes: 956930
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- num_examples: 5427
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- download_size: 6646444
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- dataset_size: 9632979
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- - config_name: simplified_ekman
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- features:
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- - name: lv_text
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- dtype: string
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- - name: text
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- dtype: string
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- - name: labels
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- sequence:
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- class_label:
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- names:
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- '0': admiration
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- '1': amusement
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- '2': anger
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- '3': annoyance
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- '4': approval
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- '5': caring
71
- '6': confusion
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- '7': curiosity
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- '8': desire
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- '9': disappointment
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- '10': disapproval
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- '11': disgust
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- '12': embarrassment
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- '13': excitement
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- '14': fear
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- '15': gratitude
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- '16': grief
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- '17': joy
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- '18': love
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- '19': nervousness
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- '20': optimism
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- '21': pride
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- '22': realization
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- '23': relief
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- '24': remorse
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- '25': sadness
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- '26': surprise
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- '27': neutral
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- - name: labels_ekman
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- sequence:
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- class_label:
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- names:
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- '0': anger
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- '1': disgust
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- '2': fear
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- '3': joy
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- '4': sadness
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- '5': surprise
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- '6': neutral
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- - name: id
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- dtype: string
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- splits:
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- - name: train
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- num_bytes: 8267776
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- num_examples: 43410
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- - name: validation
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- num_examples: 5426
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- - name: test
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- num_bytes: 1025790
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- num_examples: 5427
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- download_size: 6700239
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- dataset_size: 10323383
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- configs:
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- - config_name: simplified
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- data_files:
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- - split: train
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- path: simplified/train-*
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- - split: validation
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- path: simplified/validation-*
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- - split: test
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- path: simplified/test-*
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- - config_name: simplified_ekman
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- data_files:
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- - split: train
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- path: simplified_ekman/train-*
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- - split: validation
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- path: simplified_ekman/validation-*
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- - split: test
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- path: simplified_ekman/test-*
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
2
+ dataset_info:
3
+ - config_name: simplified
4
+ features:
5
+ - name: lv_text
6
+ dtype: string
7
+ - name: text
8
+ dtype: string
9
+ - name: labels
10
+ sequence:
11
+ class_label:
12
+ names:
13
+ '0': admiration
14
+ '1': amusement
15
+ '2': anger
16
+ '3': annoyance
17
+ '4': approval
18
+ '5': caring
19
+ '6': confusion
20
+ '7': curiosity
21
+ '8': desire
22
+ '9': disappointment
23
+ '10': disapproval
24
+ '11': disgust
25
+ '12': embarrassment
26
+ '13': excitement
27
+ '14': fear
28
+ '15': gratitude
29
+ '16': grief
30
+ '17': joy
31
+ '18': love
32
+ '19': nervousness
33
+ '20': optimism
34
+ '21': pride
35
+ '22': realization
36
+ '23': relief
37
+ '24': remorse
38
+ '25': sadness
39
+ '26': surprise
40
+ '27': neutral
41
+ - name: id
42
+ dtype: string
43
+ splits:
44
+ - name: train
45
+ num_bytes: 7715280
46
+ num_examples: 43410
47
+ - name: validation
48
+ num_bytes: 960769
49
+ num_examples: 5426
50
+ - name: test
51
+ num_bytes: 956930
52
+ num_examples: 5427
53
+ download_size: 6646444
54
+ dataset_size: 9632979
55
+ - config_name: simplified_ekman
56
+ features:
57
+ - name: lv_text
58
+ dtype: string
59
+ - name: text
60
+ dtype: string
61
+ - name: labels
62
+ sequence:
63
+ class_label:
64
+ names:
65
+ '0': admiration
66
+ '1': amusement
67
+ '2': anger
68
+ '3': annoyance
69
+ '4': approval
70
+ '5': caring
71
+ '6': confusion
72
+ '7': curiosity
73
+ '8': desire
74
+ '9': disappointment
75
+ '10': disapproval
76
+ '11': disgust
77
+ '12': embarrassment
78
+ '13': excitement
79
+ '14': fear
80
+ '15': gratitude
81
+ '16': grief
82
+ '17': joy
83
+ '18': love
84
+ '19': nervousness
85
+ '20': optimism
86
+ '21': pride
87
+ '22': realization
88
+ '23': relief
89
+ '24': remorse
90
+ '25': sadness
91
+ '26': surprise
92
+ '27': neutral
93
+ - name: labels_ekman
94
+ sequence:
95
+ class_label:
96
+ names:
97
+ '0': anger
98
+ '1': disgust
99
+ '2': fear
100
+ '3': joy
101
+ '4': sadness
102
+ '5': surprise
103
+ '6': neutral
104
+ - name: id
105
+ dtype: string
106
+ splits:
107
+ - name: train
108
+ num_bytes: 8267776
109
+ num_examples: 43410
110
+ - name: validation
111
+ num_bytes: 1029817
112
+ num_examples: 5426
113
+ - name: test
114
+ num_bytes: 1025790
115
+ num_examples: 5427
116
+ download_size: 6700239
117
+ dataset_size: 10323383
118
+ configs:
119
+ - config_name: simplified
120
+ data_files:
121
+ - split: train
122
+ path: simplified/train-*
123
+ - split: validation
124
+ path: simplified/validation-*
125
+ - split: test
126
+ path: simplified/test-*
127
+ - config_name: simplified_ekman
128
+ data_files:
129
+ - split: train
130
+ path: simplified_ekman/train-*
131
+ - split: validation
132
+ path: simplified_ekman/validation-*
133
+ - split: test
134
+ path: simplified_ekman/test-*
135
+ license: mit
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+ task_categories:
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+ - text-classification
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+ language:
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+ - lv
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+ - en
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+ size_categories:
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+ - 10K<n<100K
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+ ---
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+ This dataset is Latvian machine translation of [GoEmotions dataset](https://huggingface.co/google-bert/bert-base-multilingual-cased).
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+ Machine translation was done using free Google Translate API.
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+
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+ The dataset contains 2 subsets:
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+ - `simplified` - contains 28 emotion labels.
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+ Labels are as follows:
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+ ```yaml
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+ 0: admiration
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+ 1: amusement
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+ 2: anger
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+ 3: annoyance
155
+ 4: approval
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+ 5: caring
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+ 6: confusion
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+ 7: curiosity
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+ 8: desire
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+ 9: disappointment
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+ 10: disapproval
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+ 11: disgust
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+ 12: embarrassment
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+ 13: excitement
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+ 14: fear
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+ 15: gratitude
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+ 16: grief
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+ 17: joy
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+ 18: love
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+ 19: nervousness
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+ 20: optimism
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+ 21: pride
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+ 22: realization
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+ 23: relief
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+ 24: remorse
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+ 25: sadness
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+ 26: surprise
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+ 27: neutral
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+ ```
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+
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+ - `simplified_ekman` - contains 7 emotion labels as per Dr. Ekman theory.
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+ Labels are as follows:
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+ ```yaml
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+ 0: anger
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+ 1: disgust
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+ 2: fear
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+ 3: joy
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+ 4: sadness
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+ 5: surprise
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+ 6: neutral
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+ ```
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+
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+ Label mapping from 27 emotions from GoEmotion to 6 base emotions as per Dr. Ekman theory:
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+ |GoEmotion|Ekman|
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+ |---|---|
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+ | admiration | joy|
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+ | amusement | joy|
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+ | anger | anger|
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+ | annoyance | anger|
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+ | approval | joy|
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+ | caring | joy|
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+ | confusion | surprise|
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+ | curiosity | surprise|
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+ | desire | joy|
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+ | disappointment | sadness|
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+ | disapproval | anger|
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+ | disgust | disgust|
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+ | embarrassment | sadness|
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+ | excitement | joy|
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+ | fear | fear|
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+ | gratitude | joy|
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+ | grief | sadness|
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+ | joy | joy|
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+ | love | joy|
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+ | nervousness | fear|
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+ | optimism | joy|
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+ | pride | joy|
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+ | realization | surprise|
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+ | relief | joy|
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+ | remorse | sadness|
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+ | sadness | sadness|
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+ | surprise | surprise|
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+ | neutral | neutral|