Skip to main content

A Python library for classifying toxic comments using deep learning. It supports detecting multiple types of toxicity including obscene language, threats, and identity hate.

Project description

Toxic Comment Classifier

GitHub license Python version PyPI version Downloads

# Toxic Comment Classifier

A Python library for classifying toxic comments using deep learning.
It supports detecting multiple types of toxicity including obscene language, threats, and identity hate.

📦 Installation

pip install toxic-comment-classifier

🚀 Usage

🔹 Import and Initialize the Model

from toxic_classifier.model import ToxicCommentClassifier

# Load the classifier
model = ToxicCommentClassifier()

🔹 Classify a Single Comment

text = "You are so dumb and stupid!"
scores = model.classify(text)

print("Toxicity Scores:", scores)

Example Output:

{
    'toxic': 0.5004,
    'severe_toxic': 0.4987,
    'obscene': 0.4989,
    'threat': 0.5021,
    'insult': 0.4979,
    'identity_hate': 0.5006
}

🔹 Get Overall Toxicity Score

toxicity = model.predict(text)
print(f"Overall Toxicity Score: {toxicity:.4f}")

Example Output:

Overall Toxicity Score: 0.4998

🔹 Classify Multiple Comments

texts = [
    "I hate this!",
    "You're amazing!",
    "This is the worst thing ever!"
]

scores = model.predict_batch(texts)

for txt, score in zip(texts, scores):
    print(f"Text: {txt} --> Toxicity Score: {score:.4f}")

Example Output:

Text: I hate this! --> Toxicity Score: 0.5002
Text: You're amazing! --> Toxicity Score: 0.5000
Text: This is the worst thing ever! --> Toxicity Score: 0.5008

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

toxic_comment_classifier-0.2.3.tar.gz (8.1 MB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

toxic_comment_classifier-0.2.3-py3-none-any.whl (8.1 MB view details)

Uploaded Python 3

File details

Details for the file toxic_comment_classifier-0.2.3.tar.gz.

File metadata

File hashes

Hashes for toxic_comment_classifier-0.2.3.tar.gz
Algorithm Hash digest
SHA256 d5eb7d720200745bf636378d34659c62f59d046733e5e3a60a3685b2be83f868
MD5 360b4623bf551b4385416632849ba0f1
BLAKE2b-256 6ffd041e40b9b7e969ac920d66dcb1ba4be036e3947786148047c97d34224243

See more details on using hashes here.

File details

Details for the file toxic_comment_classifier-0.2.3-py3-none-any.whl.

File metadata

File hashes

Hashes for toxic_comment_classifier-0.2.3-py3-none-any.whl
Algorithm Hash digest
SHA256 6dc7c977777b008af6efebc4ce5f7b11bf087392b72961f30152201c70b4ae97
MD5 cd37b949298d5613b1ec73ad988fe1c3
BLAKE2b-256 252027244647e0100e4cbc23d544607b2568d33a5aa26a359f6cea71a3527ffe

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page