| <!DOCTYPE html>
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| <html lang="en">
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| <head>
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| <meta charset="UTF-8">
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| <title>Hybrid URL Spam Checker</title>
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| <style>
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| body {
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| font-family: Arial, sans-serif;
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| background: #f7f9fc;
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| display: flex;
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| justify-content: center;
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| align-items: center;
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| height: 100vh;
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| }
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| .container {
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| background: #ffffff;
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| padding: 30px;
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| border-radius: 12px;
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| box-shadow: 0 4px 20px rgba(0,0,0,0.1);
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| width: 400px;
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| text-align: center;
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| }
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| input {
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| padding: 10px;
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| width: 90%;
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| margin-bottom: 15px;
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| border-radius: 6px;
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| border: 1px solid #ccc;
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| }
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| button {
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| padding: 10px 20px;
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| border: none;
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| background-color: #007BFF;
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| color: white;
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| border-radius: 6px;
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| cursor: pointer;
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| }
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| .result {
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| margin-top: 20px;
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| font-size: 16px;
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| font-weight: bold;
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| }
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| .safe {
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| color: green;
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| }
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| .spam {
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| color: red;
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| }
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| </style>
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| </head>
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| <body>
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| <div class="container">
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| <h2>🔍 Hybrid URL Spam Checker (NB + DT + SVM)</h2>
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| <input type="text" id="urlInput" placeholder="Enter URL to check" />
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| <button onclick="checkURL()">Check</button>
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| <div class="result" id="resultText"></div>
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| </div>
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|
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| <script>
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| async function checkURL() {
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| const url = document.getElementById("urlInput").value;
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| const resultText = document.getElementById("resultText");
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|
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| if (!url) {
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| resultText.innerHTML = "❌ Please enter a URL.";
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| resultText.className = "result spam";
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| return;
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| }
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|
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| resultText.innerHTML = "⏳ Checking...";
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| resultText.className = "result";
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|
|
| try {
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| const response = await fetch("/predict", {
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| method: "POST",
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| headers: {
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| "Content-Type": "application/json"
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| },
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| body: JSON.stringify({ url: url })
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| });
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|
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| const data = await response.json();
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|
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| if (data.error) {
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| resultText.innerHTML = `❌ Error: ${data.error}`;
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| resultText.className = "result spam";
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| } else if (data.prediction === 1) {
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| resultText.innerHTML = `🚫 SPAM / PHISHING<br>📄 Reason: ${data.reason}`;
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| resultText.className = "result spam";
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| } else {
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| resultText.innerHTML = `✅ SAFE<br>📄 Reason: ${data.reason}`;
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| resultText.className = "result safe";
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| }
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|
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| } catch (error) {
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| resultText.innerHTML = `❌ Server Error: ${error}`;
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| resultText.className = "result spam";
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| }
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| }
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| </script>
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| </body>
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| </html>
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