metadata
language:
- en
license: apache-2.0
task_categories:
- text-classification
dataset_info:
- config_name: simplified_ekman
features:
- name: text
dtype: string
- name: labels
dtype:
class_label:
names:
'0': sadness
'1': joy
'2': love
'3': anger
'4': fear
'5': surprise
- name: labels_ekman
dtype:
class_label:
names:
'0': anger
'1': disgust
'2': fear
'3': joy
'4': sadness
'5': surprise
splits:
- name: train
num_bytes: 71995184.8176143
num_examples: 333447
- name: validation
num_bytes: 8999425.091192849
num_examples: 41681
- name: test
num_bytes: 8999425.091192849
num_examples: 41681
download_size: 55584192
dataset_size: 89994035
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-*
Twitter Emotions dataset
The original dataset: Emotions
The derived dataset contains an additional labels_ekman column that maps the original emotion classes to the Paul Ekman's classification.
The column labels contains the emotion classes of the original dataset:
0: sadness
1: joy
2: love - not distinguished in the Ekman's classification
3: anger
4: fear
5: surprise
The column labels_ekman contains the corresponding Ekman's emotion classes:
0: anger
1: disgust - omitted, since not used in the original dataset
2: fear
3: joy
4: sadness
5: surprise
The mapping from the original to the Ekman's classification is made as follows:
| Original | Ekman |
|---|---|
| sadness (0) | sadness (4) |
| joy (1) | joy (3) |
| love (2) | joy (3) |
| anger (3) | anger (0) |
| fear (4) | fear (2) |
| surprise (5) | surprise (5) |
See also
https://huggingface.co/datasets/AiLab-IMCS-UL/go_emotions-en
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).