python-phishing-url-detection

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python-phishing-url-detection

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Python Phishing URL Detection

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# Python Phishing URL Detection
---

### Demo Video: [https://youtu.be/9t4gbbrkfks](https://youtu.be/9t4gbbrkfks)

**Python 3.11.9 _(Currently Using)_**

## How to Run?

- Clone or download [python-phishing-url-detection](https://github.com/sannjayy/python-phishing-url-detection)

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

- Create a virtual environment
```bash
python -m venv zenv
source zenv/Scripts/activate # Windows
source zenv/bin/activate # Mac
```

- Install basic requirements
```bash
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

```python
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

```bash
python main.py

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

# 0 = False | 1 True
```

---

### To Run GUI

```bash
pip install flask

python app.py
```

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

--- 
---

- 🌏 [GitHub Repo](https://github.com/sannjayy/python-phishing-url-detection) 
- 🌏 [Website](https://www.sanjaysikdar.dev) 
- 📫 <me@sanjaysikdar.dev>
- 📖 [read.sanjaysikdar.dev](https://read.sanjaysikdar.dev)
- 📦 [pypi releases](https://pypi.org/user/sannjayy/) | [npm releases](https://www.npmjs.com/~sannjayy)

---

[![](https://img.shields.io/github/followers/sannjayy?style=social)](https://github.com/sannjayy)  
Developed with ❤️ by *[sanjaysikdar.dev](https://www.sanjaysikdar.dev)*.

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