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Python Phishing URL Detection

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sannjayy/python-phishing-url-detection

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Python 3.11.9(Currently Using)

How to Run?

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

  • Create a virtual environment
python -m venv zenvsource zenv/Scripts/activate# Windowssource zenv/bin/activate# Mac
  • Install basic requirements
pip install -r requirements.txt# OR INITIAL INSTALLATIONpip install --upgrade pippip install --upgrade setuptoolspip install pandas whois httpxpip 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

To Run GUI

pip install flaskpython app.py

Openhttp://127.0.0.1:5000 in your browser!





Developed with ❤️ bysanjaysikdar.dev.

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