Pre-release
This release is a pre-release and may not be stable for production use.
cuss_inspect
How It Works
cuss_inspect is a logistic regression based model trained on 180K+ reviews and tested on 24K+ reviews.
Performance
| 1 Prediction (ms) | 10 Predictions (ms) | 100 Predictions (ms) | 1000 Predictions (ms) | 10000 Predictions (ms) | |
|---|---|---|---|---|---|
| cuss_inspect | 0.2 | 0.3 | 0.8 | 4.3 | 24.7 |
Accuracy
| Precision | Recall | F1 Score | |
|---|---|---|---|
| 0 | 0.84 | 0.94 | 0.89 |
| 1 | 0.99 | 0.96 | 0.98 |
| Accuracy | 0.96 | ||
| macro avg | 0.91 | 0.95 | 0.93 |
| weighted avg | 0.96 | 0.96 | 0.96 |
Receiver Operating Characteristics
Installation
$ pip install cuss_inspect
Usage
from cuss_inspect import predict, predict_prob
# for simple string
text_0 = "this is simple review. you have done a good job"
print(predict(text_0))
# [0]
print(predict_prob(text_0)
# [0.05]
text_1 = "son of a bitch"
print(predict(text_1))
# [1]
print(predict_prob(text_1)
# [1.]
# for list of inputs
test = ['who are you?' , 'what do you want?' , 'son of a dog' , 'how the hell can you say that' , 'fuck it']
print(predict(test))
# [0 0 1 1 1]
print(predict_prob(test))
# [0.12 0.22 0.55 0.96 1.]
*predict() and predict_prob return numpy arrays.
3 maintainers
Metadata
3 maintainers
Release files for cuss-inspect 1.0.2b0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| cuss_inspect-1.0.2b0.tar.gz | 2.7 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| cuss_inspect-1.0.2b0-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 30.9 MB
Release files / cuss_inspect-1.0.2b0.tar.gz
| Download URL | cuss_inspect-1.0.2b0.tar.gz |
|---|---|
| Size | 2.7 kB |
| Tags | Source |
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Release files / cuss_inspect-1.0.2b0-py3-none-any.whl
| Download URL | cuss_inspect-1.0.2b0-py3-none-any.whl |
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| Size | 30.9 MB |
| Tags | Python 3 |
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