Datasets:
Tasks:
Text Classification
Modalities:
Text
Formats:
parquet
Languages:
English
Size:
10K - 100K
License:
metadata
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 (paper).
The derived dataset contains an additional labels_ekman column with emotion labels as per Paul Ekman's theory.
- The original 27 +
neutralemotion labels (may contain more than one label per sample):
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 +
neutralemotion labels (may contain more than one label per sample):
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 (2.3.1.1.i.0/1/22/I/CFLA/002).