Create README.md
Browse files
README.md
ADDED
@@ -0,0 +1,42 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
## Overview
|
2 |
+
Sentinet V1 is a collection of models to thoroughly analyze the sentiments, emotions of a given text.
|
3 |
+
|
4 |
+
The underlying algorithm is TF-IDF Vectorization followed by Logistic Regression
|
5 |
+
|
6 |
+
## Performance
|
7 |
+
sentiment_class | auroc_score
|
8 |
+
---|---:
|
9 |
+
opinion | 70.64%
|
10 |
+
toxicity | 96.12%
|
11 |
+
toxicity__hate | 97.43%
|
12 |
+
toxicity__insult | 97.04%
|
13 |
+
toxicity__obscene | 98.44%
|
14 |
+
toxicity__sexual_explicit | 98.49%
|
15 |
+
toxicity__threat | 98.25%
|
16 |
+
emotion__anger | 86.36%
|
17 |
+
emotion__disgust | 85.15%
|
18 |
+
emotion__fear | 93.03%
|
19 |
+
emotion__guilt | 81.70%
|
20 |
+
emotion__humour | 97.69%
|
21 |
+
emotion__joy | 85.87%
|
22 |
+
emotion__no_emotion | 80.08%
|
23 |
+
emotion__sadness | 91.04%
|
24 |
+
emotion__shame | 84.19%
|
25 |
+
emotion__surprise | 87.55%
|
26 |
+
|
27 |
+
|
28 |
+
|
29 |
+
|
30 |
+
|
31 |
+
|
32 |
+
|
33 |
+
|
34 |
+
|
35 |
+
|
36 |
+
|
37 |
+
|
38 |
+
|
39 |
+
|
40 |
+
|
41 |
+
|
42 |
+
|