Python Phishing URL Detection

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Demo Video: https://youtu.be/9t4gbbrkfks

Python 3.11.9 (Currently Using)

How to Run?

• Clone or download python-phishing-url-detection

git clone git@github.com:sannjayy/python-phishing-url-detection.git

• Create a virtual environment

python -m venv zenv
source zenv/Scripts/activate # Windows
source zenv/bin/activate # Mac

• Install basic requirements

pip install -r requirements.txt

# OR INITIAL INSTALLATION 
pip install --upgrade pip
pip install --upgrade setuptools

pip install pandas whois httpx
pip install pycaret # It will take sometime.

Replace Domains

if __name__ == "__main__": 
    phishing_url_1 = 'https://bafybeifqd2yktzvwjw5g42l2ghvxsxn76khhsgqpkaqfdhnqf3kiuiegw4.ipfs.dweb.link/'
    phishing_url_2 = 'http://about-ads-microsoft-com.o365.frc.skyfencenet.com'
    real_url_1 = 'https://chat.openai.com'
    real_url_2 = 'https://github.com/'
    
    
    print(predict(phishing_url_1))
    print(predict(phishing_url_2))
    print(predict(real_url_1))
    print(predict(real_url_2))

To Run

python main.py


# OUTPUT: {'prediction_label': 0, 'prediction_score': 68.39} 

# 0 = False | 1 True

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To Run GUI

pip install flask

python app.py

Open http://127.0.0.1:5000 in your browser!

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• 🌏 Website
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• 📦 pypi releases | npm releases

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Developed with ❤️ by sanjaysikdar.dev.