cuss-inspect 1.0.2b0

A basic and simple yet powerful Python library to detect toxicity/profanity of a review or list of reveiws.

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.