Datasets:
Tasks:
Text Classification
Modalities:
Text
Formats:
parquet
Languages:
English
Size:
10K - 100K
License:
File size: 3,614 Bytes
b206508 9170f87 9534d0b 9170f87 9534d0b 9170f87 9534d0b 9170f87 ebed05f b206508 9170f87 ebed05f 9170f87 ebed05f 9170f87 ebed05f 9170f87 ebed05f 9534d0b 9170f87 9534d0b ebed05f | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 | ---
dataset_info:
- config_name: simplified_ekman
features:
- name: text
dtype: string
- name: labels
dtype:
list:
class_label:
names:
- admiration
- amusement
- anger
- annoyance
- approval
- caring
- confusion
- curiosity
- desire
- disappointment
- disapproval
- disgust
- embarrassment
- excitement
- fear
- gratitude
- grief
- joy
- love
- nervousness
- optimism
- pride
- realization
- relief
- remorse
- sadness
- surprise
- neutral
- name: labels_ekman
dtype:
list:
class_label:
names:
- anger
- disgust
- fear
- joy
- sadness
- surprise
- neutral
- name: id
dtype: string
splits:
- name: train
num_bytes: 10670621
num_examples: 43410
- name: validation
num_bytes: 1330969
num_examples: 5426
- name: test
num_bytes: 1323849
num_examples: 5427
download_size: 7683063
dataset_size: 13325439
configs:
- config_name: simplified_ekman
data_files:
- split: train
path: simplified_ekman/train-*
- split: validation
path: simplified_ekman/validation-*
- split: test
path: simplified_ekman/test-*
license: apache-2.0
task_categories:
- text-classification
language:
- en
---
# GoEmotions dataset
The original dataset: [GoEmotions](https://huggingface.co/datasets/google-research-datasets/go_emotions) ([paper](https://aclanthology.org/2020.acl-main.372/)).
The derived dataset contains an additional `labels_ekman` column with emotion labels as per [Paul Ekman's theory](https://en.wikipedia.org/wiki/Emotion_classification).
- The original 27 + `neutral` emotion labels (may contain more than one label per sample):
```yaml
0: admiration
1: amusement
2: anger
3: annoyance
4: approval
5: caring
6: confusion
7: curiosity
8: desire
9: disappointment
10: disapproval
11: disgust
12: embarrassment
13: excitement
14: fear
15: gratitude
16: grief
17: joy
18: love
19: nervousness
20: optimism
21: pride
22: realization
23: relief
24: remorse
25: sadness
26: surprise
27: neutral
```
- The basic 6 + `neutral` emotion labels (may contain more than one label per sample):
```yaml
0: anger
1: disgust
2: fear
3: joy
4: sadness
5: surprise
6: neutral
```
Mapping from the 27 fine-grained emotions to the 6 basic emotions:
| GoEmotions | Ekman |
|---|---|
| admiration | joy |
| amusement | joy |
| anger | anger |
| annoyance | anger |
| approval | joy |
| caring | joy |
| confusion | surprise |
| curiosity | surprise |
| desire | joy |
| disappointment | sadness |
| disapproval | anger |
| disgust | disgust |
| embarrassment | sadness |
| excitement | joy |
| fear | fear |
| gratitude | joy |
| grief | sadness |
| joy | joy |
| love | joy |
| nervousness | fear |
| optimism | joy |
| pride | joy |
| realization | surprise |
| relief | joy |
| remorse | sadness |
| sadness | sadness |
| surprise | surprise |
## Acknowledgements
This work was supported by the EU Recovery and Resilience Facility project [Language Technology Initiative](https://www.vti.lu.lv) (2.3.1.1.i.0/1/22/I/CFLA/002). |