Commit
·
a6d477d
1
Parent(s):
869d738
Update README.md
Browse files
README.md
CHANGED
@@ -7,4 +7,45 @@ tags:
|
|
7 |
datasets:
|
8 |
- go_emotions
|
9 |
license: mit
|
10 |
-
---
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
7 |
datasets:
|
8 |
- go_emotions
|
9 |
license: mit
|
10 |
+
---
|
11 |
+
|
12 |
+
- [linkedin.com/in/arpanghoshal](https://www.linkedin.com/in/arpanghoshal)
|
13 |
+
|
14 |
+
|
15 |
+
## What is Ekman Emotions?
|
16 |
+
|
17 |
+
Ekman emotions refer to a specific set of six basic emotions that are thought to be universal across cultures. </br>
|
18 |
+
These emotions were identified by psychologist Paul Ekman, who conducted extensive research on facial expressions and emotional experience. </br>
|
19 |
+
|
20 |
+
The six Ekman emotions are:
|
21 |
+
|
22 |
+
- Happiness
|
23 |
+
- Sadness
|
24 |
+
- Anger
|
25 |
+
- Fear
|
26 |
+
- Disgust
|
27 |
+
- Surprise
|
28 |
+
|
29 |
+
Ekman's research found that these emotions are expressed through universal facial expressions, which are recognizable across cultures. </br>
|
30 |
+
According to Ekman, these emotions are biologically based and are fundamental to human social interaction. </br>
|
31 |
+
Ekman's work on basic emotions has had a significant impact on the field of psychology and has been widely influential in the study of emotional expression and experience.
|
32 |
+
|
33 |
+
## Usage
|
34 |
+
|
35 |
+
```python
|
36 |
+
|
37 |
+
from transformers import BertTokenizer
|
38 |
+
from model import BertForMultiLabelClassification
|
39 |
+
from multilabel_pipeline import MultiLabelPipeline
|
40 |
+
from pprint import pprint
|
41 |
+
|
42 |
+
tokenizer = BertTokenizer.from_pretrained('arpanghoshal/EkmanClassifier')
|
43 |
+
model = BertForMultiLabelClassification.from_pretrained('arpanghoshal/EkmanClassifier')
|
44 |
+
|
45 |
+
ekman = pipeline('sentiment-analysis', model='arpanghoshal/EmoRoBERTa')
|
46 |
+
|
47 |
+
ekman_labels = ekman("Thanks for using it.")
|
48 |
+
print(ekman_labels)
|
49 |
+
|
50 |
+
|
51 |
+
```
|