genee123 commited on
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7bfd9cc
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Create app.py

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  1. app.py +50 -0
app.py ADDED
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+ import gradio as gr
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+ import requests
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+
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+ # PhishTank configuration
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+ PHISHTANK_USER_AGENT = "phishtank/PHISH"
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+
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+ def check_url_phishtank(url):
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+ endpoint = "https://checkurl.phishtank.com/checkurl/"
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+ payload = {"url": url, "format": "json"}
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+ headers = {"User-Agent": PHISHTANK_USER_AGENT}
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+
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+ try:
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+ response = requests.post(endpoint, data=payload, headers=headers, timeout=5)
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+ response.raise_for_status()
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+ data = response.json()
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+
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+ if data.get('results', {}).get('in_database', False) and data.get('results', {}).get('verified', False):
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+ return "Phishing"
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+ return "Legitimate"
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+ except Exception as e:
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+ return "Legitimate"
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+
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+ def predict_url(url):
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+ try:
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+ if not url.startswith(("http://", "https://")):
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+ url = "https://" + url
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+
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+ # Check PhishTank
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+ pt_result = check_url_phishtank(url)
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+ return pt_result
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+
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+ except Exception as e:
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+ print(f"Error in URL prediction: {e}")
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+ return "Legitimate"
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+
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+ # Gradio Interface
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+ interface = gr.Interface(
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+ fn=predict_url,
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+ inputs=gr.Textbox(label="Enter URL", placeholder="https://example.com"),
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+ outputs=gr.Textbox(label="Result"),
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+ title="Phishing URL Detector (PhishTank Only)",
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+ description="Check if a URL is in the PhishTank database",
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+ examples=[
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+ ["https://www.apple.com"],
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+ ["https://login-facebook-secure.xyz/login.php"],
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+ ["https://bit.ly/suspicious-download"]
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+ ]
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+ )
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+
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+ interface.launch(server_name="0.0.0.0", server_port=7860)