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Update index.html
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index.html
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<!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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<meta name="viewport" content="width=device-width, initial-scale=1.0">
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<title>Customer Segmentation API</title>
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<style>
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* {
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margin: 0;
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padding: 0;
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box-sizing: border-box;
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}
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:root {
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--dark-gray: #1a1a1a;
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--darker-gray: #0d0d0d;
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--light-gray: #2d2d2d;
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--accent: #4a90e2;
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--accent-hover: #357abd;
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--text: #e0e0e0;
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--text-secondary: #a0a0a0;
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--success: #4caf50;
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--error: #f44336;
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}
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body {
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font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif;
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background: linear-gradient(135deg, var(--darker-gray), var(--dark-gray));
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color: var(--text);
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min-height: 100vh;
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padding: 20px;
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line-height: 1.6;
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}
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.container {
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max-width: 1200px;
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margin: 0 auto;
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}
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.header {
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text-align: center;
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margin-bottom: 40px;
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animation: fadeInDown 1s ease-out;
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}
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.header h1 {
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font-size: 2.5rem;
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margin-bottom: 10px;
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background: linear-gradient(45deg, var(--accent), #66b3ff);
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-webkit-background-clip: text;
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-webkit-text-fill-color: transparent;
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background-clip: text;
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}
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.header p {
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color: var(--text-secondary);
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font-size: 1.1rem;
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}
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.main-content {
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display: grid;
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grid-template-columns: 1fr;
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gap: 30px;
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}
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@media (min-width: 768px) {
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.main-content {
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grid-template-columns: 1fr 1fr;
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}
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}
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.form-section, .result-section {
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background: var(--light-gray);
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padding: 30px;
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border-radius: 15px;
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box-shadow: 0 10px 30px rgba(0, 0, 0, 0.3);
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animation: slideInUp 0.8s ease-out;
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}
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.form-section h2, .result-section h2 {
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margin-bottom: 25px;
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color: var(--accent);
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font-size: 1.8rem;
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}
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.form-group {
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margin-bottom: 20px;
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}
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.form-group label {
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display: block;
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margin-bottom: 8px;
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color: var(--text);
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font-weight: 500;
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}
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.form-group input {
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width: 100%;
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padding: 12px 15px;
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border: 2px solid #404040;
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border-radius: 8px;
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background: var(--darker-gray);
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color: var(--text);
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font-size: 1rem;
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transition: all 0.3s ease;
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}
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.form-group input:focus {
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outline: none;
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border-color: var(--accent);
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box-shadow: 0 0 0 3px rgba(74, 144, 226, 0.2);
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}
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.form-group input:hover {
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border-color: #5a9fe4;
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}
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.submit-btn {
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width: 100%;
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padding: 15px;
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background: linear-gradient(45deg, var(--accent), #66b3ff);
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color: white;
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border: none;
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border-radius: 8px;
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font-size: 1.1rem;
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font-weight: 600;
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cursor: pointer;
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transition: all 0.3s ease;
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margin-top: 10px;
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}
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.submit-btn:hover {
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transform: translateY(-2px);
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box-shadow: 0 5px 15px rgba(74, 144, 226, 0.4);
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}
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.submit-btn:active {
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transform: translateY(0);
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}
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.submit-btn:disabled {
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background: #555;
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cursor: not-allowed;
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transform: none;
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box-shadow: none;
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}
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.result-card {
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background: var(--darker-gray);
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padding: 25px;
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border-radius: 10px;
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border-left: 4px solid var(--accent);
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margin-bottom: 20px;
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animation: fadeIn 0.6s ease-out;
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}
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.result-card h3 {
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color: var(--accent);
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margin-bottom: 10px;
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font-size: 1.3rem;
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}
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.result-card p {
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color: var(--text-secondary);
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margin-bottom: 5px;
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}
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.loading {
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text-align: center;
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padding: 20px;
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display: none;
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}
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.spinner {
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border: 4px solid rgba(255, 255, 255, 0.3);
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border-radius: 50%;
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border-top: 4px solid var(--accent);
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width: 40px;
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height: 40px;
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animation: spin 1s linear infinite;
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margin: 0 auto 15px;
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}
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.error {
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background: rgba(244, 67, 54, 0.1);
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border: 1px solid var(--error);
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color: var(--error);
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padding: 15px;
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border-radius: 8px;
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margin: 15px 0;
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display: none;
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}
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.success {
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background: rgba(76, 175, 80, 0.1);
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border: 1px solid var(--success);
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color: var(--success);
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padding: 15px;
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border-radius: 8px;
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margin: 15px 0;
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display: none;
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}
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@keyframes fadeInDown {
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from {
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opacity: 0;
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transform: translateY(-30px);
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}
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to {
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opacity: 1;
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transform: translateY(0);
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}
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}
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@keyframes slideInUp {
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from {
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opacity: 0;
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transform: translateY(50px);
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}
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to {
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opacity: 1;
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transform: translateY(0);
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}
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}
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@keyframes fadeIn {
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from {
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opacity: 0;
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}
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to {
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opacity: 1;
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}
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}
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@keyframes spin {
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0% { transform: rotate(0deg); }
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100% { transform: rotate(360deg); }
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}
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@keyframes pulse {
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0% { transform: scale(1); }
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50% { transform: scale(1.05); }
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100% { transform: scale(1); }
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}
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.pulse {
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animation: pulse 2s infinite;
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}
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.mobile-only {
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display: block;
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}
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@media (min-width: 768px) {
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.mobile-only {
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display: none;
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}
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}
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.desktop-only {
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display: none;
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}
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@media (min-width: 768px) {
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.desktop-only {
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display: block;
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}
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}
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.form-grid {
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display: grid;
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grid-template-columns: 1fr;
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gap: 15px;
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}
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@media (min-width: 768px) {
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.form-grid {
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grid-template-columns: 1fr 1fr;
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}
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}
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.input-pair {
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display: grid;
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grid-template-columns: 1fr 1fr;
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gap: 15px;
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}
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@media (max-width: 767px) {
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.input-pair {
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grid-template-columns: 1fr;
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}
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}
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.result-highlight {
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background: rgba(74, 144, 226, 0.1);
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padding: 15px;
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border-radius: 8px;
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margin: 10px 0;
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border: 1px solid var(--accent);
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}
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.result-title {
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font-size: 1.2rem;
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color: var(--accent);
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margin-bottom: 5px;
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}
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.result-content {
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color: var(--text);
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}
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.no-result {
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text-align: center;
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color: var(--text-secondary);
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padding: 40px 20px;
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font-style: italic;
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}
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.animate-in {
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animation: fadeIn 0.5s ease-out forwards;
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}
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.animate-out {
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animation: fadeOut 0.3s ease-out forwards;
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}
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@keyframes fadeOut {
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from { opacity: 1; }
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to { opacity: 0; }
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}
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.slide-up {
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animation: slideUp 0.5s ease-out;
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}
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@keyframes slideUp {
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from {
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transform: translateY(100%);
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opacity: 0;
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}
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to {
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transform: translateY(0);
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opacity: 1;
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}
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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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<div class="header">
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<h1>Customer Segmentation API</h1>
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<p>Enter customer data to predict their segment and get personalized recommendations</p>
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</div>
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<div class="main-content">
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<div class="form-section">
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<h2>Customer Data</h2>
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<form id="predictionForm">
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<div class="form-grid">
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<div class="form-group">
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<label for="age">Age</label>
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<input type="number" id="age" name="age" min="18" max="100" required placeholder="18-100">
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</div>
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<div class="form-group">
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<label for="income">Income</label>
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<input type="number" id="income" name="income" min="0" max="200000" required placeholder="0-200000">
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</div>
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</div>
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<div class="form-group">
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<label for="totalSpendings">Total Spendings</label>
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<input type="number" id="totalSpendings" name="totalSpendings" min="0" max="5000" required placeholder="0-5000">
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</div>
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<div class="input-pair">
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<div class="form-group">
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<label for="webPurchases">Web Purchases</label>
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<input type="number" id="webPurchases" name="webPurchases" min="0" max="100" required placeholder="0-100">
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</div>
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<div class="form-group">
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<label for="storePurchases">Store Purchases</label>
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<input type="number" id="storePurchases" name="storePurchases" min="0" max="100" required placeholder="0-100">
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</div>
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</div>
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<div class="input-pair">
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<div class="form-group">
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<label for="webVisits">Web Visits/Month</label>
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<input type="number" id="webVisits" name="webVisits" min="0" max="50" required placeholder="0-50">
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</div>
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<div class="form-group">
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<label for="recency">Recency (days)</label>
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<input type="number" id="recency" name="recency" min="0" max="365" required placeholder="0-365">
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</div>
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</div>
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<button type="submit" class="submit-btn pulse" id="predictBtn">
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Predict Customer Segment
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</button>
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</form>
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<div class="loading" id="loading">
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<div class="spinner"></div>
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<p>Analyzing customer data...</p>
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</div>
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<div class="error" id="error"></div>
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<div class="success" id="success"></div>
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</div>
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<div class="result-section">
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<h2>Prediction Result</h2>
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<div id="resultContent">
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<div class="no-result">
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<p>Enter customer data and click "Predict Customer Segment" to see results</p>
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</div>
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</div>
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</div>
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</div>
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</div>
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<script>
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document.addEventListener('DOMContentLoaded', function() {
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const form = document.getElementById('predictionForm');
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const predictBtn = document.getElementById('predictBtn');
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const loading = document.getElementById('loading');
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const error = document.getElementById('error');
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const success = document.getElementById('success');
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const resultContent = document.getElementById('resultContent');
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// Sample result template
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const resultTemplate = {
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"cluster_id": 3,
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"cluster_name": "Active Online-Focused Shoppers",
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| 435 |
-
"description": "High income, high spending, shops frequently both online and in-store—with strongest activity on web.",
|
| 436 |
-
"recommendation": "Offer premium bundles, omnichannel loyalty rewards (e.g., buy online, pick up in-store + bonus points), and personalized cross-channel recommendations."
|
| 437 |
-
};
|
| 438 |
-
|
| 439 |
-
form.addEventListener('submit', async function(e) {
|
| 440 |
-
e.preventDefault();
|
| 441 |
-
|
| 442 |
-
// Show loading
|
| 443 |
-
loading.style.display = 'block';
|
| 444 |
-
error.style.display = 'none';
|
| 445 |
-
success.style.display = 'none';
|
| 446 |
-
|
| 447 |
-
// Disable button during prediction
|
| 448 |
-
predictBtn.disabled = true;
|
| 449 |
-
predictBtn.textContent = 'Analyzing...';
|
| 450 |
-
|
| 451 |
-
try {
|
| 452 |
-
// Get form data
|
| 453 |
-
const formData = new FormData(form);
|
| 454 |
-
const inputData = {
|
| 455 |
-
Age: parseInt(formData.get('age')),
|
| 456 |
-
Income: parseInt(formData.get('income')),
|
| 457 |
-
Total_Spendings: parseInt(formData.get('totalSpendings')),
|
| 458 |
-
NumWebPurchases: parseInt(formData.get('webPurchases')),
|
| 459 |
-
NumStorePurchases: parseInt(formData.get('storePurchases')),
|
| 460 |
-
NumWebVisitsMonth: parseInt(formData.get('webVisits')),
|
| 461 |
-
Recency: parseInt(formData.get('recency'))
|
| 462 |
-
};
|
| 463 |
-
|
| 464 |
-
// Make API call
|
| 465 |
-
const response = await fetch('
|
| 466 |
-
method: 'POST',
|
| 467 |
-
headers: {
|
| 468 |
-
'Content-Type': 'application/json',
|
| 469 |
-
},
|
| 470 |
-
body: JSON.stringify(inputData)
|
| 471 |
-
});
|
| 472 |
-
|
| 473 |
-
if (!response.ok) {
|
| 474 |
-
throw new Error(`API error: ${response.status}`);
|
| 475 |
-
}
|
| 476 |
-
|
| 477 |
-
const result = await response.json();
|
| 478 |
-
|
| 479 |
-
// Display result
|
| 480 |
-
displayResult(result);
|
| 481 |
-
success.style.display = 'block';
|
| 482 |
-
success.textContent = 'Prediction successful!';
|
| 483 |
-
|
| 484 |
-
} catch (err) {
|
| 485 |
-
console.error('Prediction error:', err);
|
| 486 |
-
error.style.display = 'block';
|
| 487 |
-
error.textContent = `Error: ${err.message || 'Failed to get prediction'}`;
|
| 488 |
-
|
| 489 |
-
// Also show in result area
|
| 490 |
-
resultContent.innerHTML = `
|
| 491 |
-
<div class="error" style="display: block;">
|
| 492 |
-
<p>Failed to get prediction: ${err.message || 'Unknown error'}</p>
|
| 493 |
-
</div>
|
| 494 |
-
`;
|
| 495 |
-
} finally {
|
| 496 |
-
// Hide loading and re-enable button
|
| 497 |
-
loading.style.display = 'none';
|
| 498 |
-
predictBtn.disabled = false;
|
| 499 |
-
predictBtn.textContent = 'Predict Customer Segment';
|
| 500 |
-
}
|
| 501 |
-
});
|
| 502 |
-
|
| 503 |
-
function displayResult(result) {
|
| 504 |
-
resultContent.innerHTML = `
|
| 505 |
-
<div class="result-card slide-up">
|
| 506 |
-
<div class="result-highlight">
|
| 507 |
-
<div class="result-title">Cluster ID: ${result.cluster_id}</div>
|
| 508 |
-
<div class="result-content"><strong>Name:</strong> ${result.cluster_name}</div>
|
| 509 |
-
</div>
|
| 510 |
-
|
| 511 |
-
<div class="result-highlight">
|
| 512 |
-
<div class="result-title">Description</div>
|
| 513 |
-
<div class="result-content">${result.description}</div>
|
| 514 |
-
</div>
|
| 515 |
-
|
| 516 |
-
<div class="result-highlight">
|
| 517 |
-
<div class="result-title">Recommendation</div>
|
| 518 |
-
<div class="result-content">${result.recommendation}</div>
|
| 519 |
-
</div>
|
| 520 |
-
</div>
|
| 521 |
-
`;
|
| 522 |
-
}
|
| 523 |
-
|
| 524 |
-
// Add input validation
|
| 525 |
-
const inputs = form.querySelectorAll('input');
|
| 526 |
-
inputs.forEach(input => {
|
| 527 |
-
input.addEventListener('input', function() {
|
| 528 |
-
const min = parseInt(this.min);
|
| 529 |
-
const max = parseInt(this.max);
|
| 530 |
-
const value = parseInt(this.value);
|
| 531 |
-
|
| 532 |
-
if (value < min || value > max) {
|
| 533 |
-
this.style.borderColor = 'var(--error)';
|
| 534 |
-
} else {
|
| 535 |
-
this.style.borderColor = '#404040';
|
| 536 |
-
}
|
| 537 |
-
});
|
| 538 |
-
});
|
| 539 |
-
|
| 540 |
-
// Add animation to form elements on focus
|
| 541 |
-
inputs.forEach(input => {
|
| 542 |
-
input.addEventListener('focus', function() {
|
| 543 |
-
this.parentElement.style.transform = 'translateY(-2px)';
|
| 544 |
-
});
|
| 545 |
-
|
| 546 |
-
input.addEventListener('blur', function() {
|
| 547 |
-
this.parentElement.style.transform = 'translateY(0)';
|
| 548 |
-
});
|
| 549 |
-
});
|
| 550 |
-
|
| 551 |
-
// Add smooth scrolling for mobile
|
| 552 |
-
if (window.innerWidth <= 768) {
|
| 553 |
-
form.addEventListener('submit', function() {
|
| 554 |
-
document.querySelector('.result-section').scrollIntoView({
|
| 555 |
-
behavior: 'smooth'
|
| 556 |
-
});
|
| 557 |
-
});
|
| 558 |
-
}
|
| 559 |
-
});
|
| 560 |
-
</script>
|
| 561 |
-
</body>
|
| 562 |
-
</html>
|
| 563 |
-
|
|
|
|
| 1 |
+
<!DOCTYPE html>
|
| 2 |
+
<html lang="en">
|
| 3 |
+
<head>
|
| 4 |
+
<meta charset="UTF-8">
|
| 5 |
+
<meta name="viewport" content="width=device-width, initial-scale=1.0">
|
| 6 |
+
<title>Customer Segmentation API</title>
|
| 7 |
+
<style>
|
| 8 |
+
* {
|
| 9 |
+
margin: 0;
|
| 10 |
+
padding: 0;
|
| 11 |
+
box-sizing: border-box;
|
| 12 |
+
}
|
| 13 |
+
|
| 14 |
+
:root {
|
| 15 |
+
--dark-gray: #1a1a1a;
|
| 16 |
+
--darker-gray: #0d0d0d;
|
| 17 |
+
--light-gray: #2d2d2d;
|
| 18 |
+
--accent: #4a90e2;
|
| 19 |
+
--accent-hover: #357abd;
|
| 20 |
+
--text: #e0e0e0;
|
| 21 |
+
--text-secondary: #a0a0a0;
|
| 22 |
+
--success: #4caf50;
|
| 23 |
+
--error: #f44336;
|
| 24 |
+
}
|
| 25 |
+
|
| 26 |
+
body {
|
| 27 |
+
font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif;
|
| 28 |
+
background: linear-gradient(135deg, var(--darker-gray), var(--dark-gray));
|
| 29 |
+
color: var(--text);
|
| 30 |
+
min-height: 100vh;
|
| 31 |
+
padding: 20px;
|
| 32 |
+
line-height: 1.6;
|
| 33 |
+
}
|
| 34 |
+
|
| 35 |
+
.container {
|
| 36 |
+
max-width: 1200px;
|
| 37 |
+
margin: 0 auto;
|
| 38 |
+
}
|
| 39 |
+
|
| 40 |
+
.header {
|
| 41 |
+
text-align: center;
|
| 42 |
+
margin-bottom: 40px;
|
| 43 |
+
animation: fadeInDown 1s ease-out;
|
| 44 |
+
}
|
| 45 |
+
|
| 46 |
+
.header h1 {
|
| 47 |
+
font-size: 2.5rem;
|
| 48 |
+
margin-bottom: 10px;
|
| 49 |
+
background: linear-gradient(45deg, var(--accent), #66b3ff);
|
| 50 |
+
-webkit-background-clip: text;
|
| 51 |
+
-webkit-text-fill-color: transparent;
|
| 52 |
+
background-clip: text;
|
| 53 |
+
}
|
| 54 |
+
|
| 55 |
+
.header p {
|
| 56 |
+
color: var(--text-secondary);
|
| 57 |
+
font-size: 1.1rem;
|
| 58 |
+
}
|
| 59 |
+
|
| 60 |
+
.main-content {
|
| 61 |
+
display: grid;
|
| 62 |
+
grid-template-columns: 1fr;
|
| 63 |
+
gap: 30px;
|
| 64 |
+
}
|
| 65 |
+
|
| 66 |
+
@media (min-width: 768px) {
|
| 67 |
+
.main-content {
|
| 68 |
+
grid-template-columns: 1fr 1fr;
|
| 69 |
+
}
|
| 70 |
+
}
|
| 71 |
+
|
| 72 |
+
.form-section, .result-section {
|
| 73 |
+
background: var(--light-gray);
|
| 74 |
+
padding: 30px;
|
| 75 |
+
border-radius: 15px;
|
| 76 |
+
box-shadow: 0 10px 30px rgba(0, 0, 0, 0.3);
|
| 77 |
+
animation: slideInUp 0.8s ease-out;
|
| 78 |
+
}
|
| 79 |
+
|
| 80 |
+
.form-section h2, .result-section h2 {
|
| 81 |
+
margin-bottom: 25px;
|
| 82 |
+
color: var(--accent);
|
| 83 |
+
font-size: 1.8rem;
|
| 84 |
+
}
|
| 85 |
+
|
| 86 |
+
.form-group {
|
| 87 |
+
margin-bottom: 20px;
|
| 88 |
+
}
|
| 89 |
+
|
| 90 |
+
.form-group label {
|
| 91 |
+
display: block;
|
| 92 |
+
margin-bottom: 8px;
|
| 93 |
+
color: var(--text);
|
| 94 |
+
font-weight: 500;
|
| 95 |
+
}
|
| 96 |
+
|
| 97 |
+
.form-group input {
|
| 98 |
+
width: 100%;
|
| 99 |
+
padding: 12px 15px;
|
| 100 |
+
border: 2px solid #404040;
|
| 101 |
+
border-radius: 8px;
|
| 102 |
+
background: var(--darker-gray);
|
| 103 |
+
color: var(--text);
|
| 104 |
+
font-size: 1rem;
|
| 105 |
+
transition: all 0.3s ease;
|
| 106 |
+
}
|
| 107 |
+
|
| 108 |
+
.form-group input:focus {
|
| 109 |
+
outline: none;
|
| 110 |
+
border-color: var(--accent);
|
| 111 |
+
box-shadow: 0 0 0 3px rgba(74, 144, 226, 0.2);
|
| 112 |
+
}
|
| 113 |
+
|
| 114 |
+
.form-group input:hover {
|
| 115 |
+
border-color: #5a9fe4;
|
| 116 |
+
}
|
| 117 |
+
|
| 118 |
+
.submit-btn {
|
| 119 |
+
width: 100%;
|
| 120 |
+
padding: 15px;
|
| 121 |
+
background: linear-gradient(45deg, var(--accent), #66b3ff);
|
| 122 |
+
color: white;
|
| 123 |
+
border: none;
|
| 124 |
+
border-radius: 8px;
|
| 125 |
+
font-size: 1.1rem;
|
| 126 |
+
font-weight: 600;
|
| 127 |
+
cursor: pointer;
|
| 128 |
+
transition: all 0.3s ease;
|
| 129 |
+
margin-top: 10px;
|
| 130 |
+
}
|
| 131 |
+
|
| 132 |
+
.submit-btn:hover {
|
| 133 |
+
transform: translateY(-2px);
|
| 134 |
+
box-shadow: 0 5px 15px rgba(74, 144, 226, 0.4);
|
| 135 |
+
}
|
| 136 |
+
|
| 137 |
+
.submit-btn:active {
|
| 138 |
+
transform: translateY(0);
|
| 139 |
+
}
|
| 140 |
+
|
| 141 |
+
.submit-btn:disabled {
|
| 142 |
+
background: #555;
|
| 143 |
+
cursor: not-allowed;
|
| 144 |
+
transform: none;
|
| 145 |
+
box-shadow: none;
|
| 146 |
+
}
|
| 147 |
+
|
| 148 |
+
.result-card {
|
| 149 |
+
background: var(--darker-gray);
|
| 150 |
+
padding: 25px;
|
| 151 |
+
border-radius: 10px;
|
| 152 |
+
border-left: 4px solid var(--accent);
|
| 153 |
+
margin-bottom: 20px;
|
| 154 |
+
animation: fadeIn 0.6s ease-out;
|
| 155 |
+
}
|
| 156 |
+
|
| 157 |
+
.result-card h3 {
|
| 158 |
+
color: var(--accent);
|
| 159 |
+
margin-bottom: 10px;
|
| 160 |
+
font-size: 1.3rem;
|
| 161 |
+
}
|
| 162 |
+
|
| 163 |
+
.result-card p {
|
| 164 |
+
color: var(--text-secondary);
|
| 165 |
+
margin-bottom: 5px;
|
| 166 |
+
}
|
| 167 |
+
|
| 168 |
+
.loading {
|
| 169 |
+
text-align: center;
|
| 170 |
+
padding: 20px;
|
| 171 |
+
display: none;
|
| 172 |
+
}
|
| 173 |
+
|
| 174 |
+
.spinner {
|
| 175 |
+
border: 4px solid rgba(255, 255, 255, 0.3);
|
| 176 |
+
border-radius: 50%;
|
| 177 |
+
border-top: 4px solid var(--accent);
|
| 178 |
+
width: 40px;
|
| 179 |
+
height: 40px;
|
| 180 |
+
animation: spin 1s linear infinite;
|
| 181 |
+
margin: 0 auto 15px;
|
| 182 |
+
}
|
| 183 |
+
|
| 184 |
+
.error {
|
| 185 |
+
background: rgba(244, 67, 54, 0.1);
|
| 186 |
+
border: 1px solid var(--error);
|
| 187 |
+
color: var(--error);
|
| 188 |
+
padding: 15px;
|
| 189 |
+
border-radius: 8px;
|
| 190 |
+
margin: 15px 0;
|
| 191 |
+
display: none;
|
| 192 |
+
}
|
| 193 |
+
|
| 194 |
+
.success {
|
| 195 |
+
background: rgba(76, 175, 80, 0.1);
|
| 196 |
+
border: 1px solid var(--success);
|
| 197 |
+
color: var(--success);
|
| 198 |
+
padding: 15px;
|
| 199 |
+
border-radius: 8px;
|
| 200 |
+
margin: 15px 0;
|
| 201 |
+
display: none;
|
| 202 |
+
}
|
| 203 |
+
|
| 204 |
+
@keyframes fadeInDown {
|
| 205 |
+
from {
|
| 206 |
+
opacity: 0;
|
| 207 |
+
transform: translateY(-30px);
|
| 208 |
+
}
|
| 209 |
+
to {
|
| 210 |
+
opacity: 1;
|
| 211 |
+
transform: translateY(0);
|
| 212 |
+
}
|
| 213 |
+
}
|
| 214 |
+
|
| 215 |
+
@keyframes slideInUp {
|
| 216 |
+
from {
|
| 217 |
+
opacity: 0;
|
| 218 |
+
transform: translateY(50px);
|
| 219 |
+
}
|
| 220 |
+
to {
|
| 221 |
+
opacity: 1;
|
| 222 |
+
transform: translateY(0);
|
| 223 |
+
}
|
| 224 |
+
}
|
| 225 |
+
|
| 226 |
+
@keyframes fadeIn {
|
| 227 |
+
from {
|
| 228 |
+
opacity: 0;
|
| 229 |
+
}
|
| 230 |
+
to {
|
| 231 |
+
opacity: 1;
|
| 232 |
+
}
|
| 233 |
+
}
|
| 234 |
+
|
| 235 |
+
@keyframes spin {
|
| 236 |
+
0% { transform: rotate(0deg); }
|
| 237 |
+
100% { transform: rotate(360deg); }
|
| 238 |
+
}
|
| 239 |
+
|
| 240 |
+
@keyframes pulse {
|
| 241 |
+
0% { transform: scale(1); }
|
| 242 |
+
50% { transform: scale(1.05); }
|
| 243 |
+
100% { transform: scale(1); }
|
| 244 |
+
}
|
| 245 |
+
|
| 246 |
+
.pulse {
|
| 247 |
+
animation: pulse 2s infinite;
|
| 248 |
+
}
|
| 249 |
+
|
| 250 |
+
.mobile-only {
|
| 251 |
+
display: block;
|
| 252 |
+
}
|
| 253 |
+
|
| 254 |
+
@media (min-width: 768px) {
|
| 255 |
+
.mobile-only {
|
| 256 |
+
display: none;
|
| 257 |
+
}
|
| 258 |
+
}
|
| 259 |
+
|
| 260 |
+
.desktop-only {
|
| 261 |
+
display: none;
|
| 262 |
+
}
|
| 263 |
+
|
| 264 |
+
@media (min-width: 768px) {
|
| 265 |
+
.desktop-only {
|
| 266 |
+
display: block;
|
| 267 |
+
}
|
| 268 |
+
}
|
| 269 |
+
|
| 270 |
+
.form-grid {
|
| 271 |
+
display: grid;
|
| 272 |
+
grid-template-columns: 1fr;
|
| 273 |
+
gap: 15px;
|
| 274 |
+
}
|
| 275 |
+
|
| 276 |
+
@media (min-width: 768px) {
|
| 277 |
+
.form-grid {
|
| 278 |
+
grid-template-columns: 1fr 1fr;
|
| 279 |
+
}
|
| 280 |
+
}
|
| 281 |
+
|
| 282 |
+
.input-pair {
|
| 283 |
+
display: grid;
|
| 284 |
+
grid-template-columns: 1fr 1fr;
|
| 285 |
+
gap: 15px;
|
| 286 |
+
}
|
| 287 |
+
|
| 288 |
+
@media (max-width: 767px) {
|
| 289 |
+
.input-pair {
|
| 290 |
+
grid-template-columns: 1fr;
|
| 291 |
+
}
|
| 292 |
+
}
|
| 293 |
+
|
| 294 |
+
.result-highlight {
|
| 295 |
+
background: rgba(74, 144, 226, 0.1);
|
| 296 |
+
padding: 15px;
|
| 297 |
+
border-radius: 8px;
|
| 298 |
+
margin: 10px 0;
|
| 299 |
+
border: 1px solid var(--accent);
|
| 300 |
+
}
|
| 301 |
+
|
| 302 |
+
.result-title {
|
| 303 |
+
font-size: 1.2rem;
|
| 304 |
+
color: var(--accent);
|
| 305 |
+
margin-bottom: 5px;
|
| 306 |
+
}
|
| 307 |
+
|
| 308 |
+
.result-content {
|
| 309 |
+
color: var(--text);
|
| 310 |
+
}
|
| 311 |
+
|
| 312 |
+
.no-result {
|
| 313 |
+
text-align: center;
|
| 314 |
+
color: var(--text-secondary);
|
| 315 |
+
padding: 40px 20px;
|
| 316 |
+
font-style: italic;
|
| 317 |
+
}
|
| 318 |
+
|
| 319 |
+
.animate-in {
|
| 320 |
+
animation: fadeIn 0.5s ease-out forwards;
|
| 321 |
+
}
|
| 322 |
+
|
| 323 |
+
.animate-out {
|
| 324 |
+
animation: fadeOut 0.3s ease-out forwards;
|
| 325 |
+
}
|
| 326 |
+
|
| 327 |
+
@keyframes fadeOut {
|
| 328 |
+
from { opacity: 1; }
|
| 329 |
+
to { opacity: 0; }
|
| 330 |
+
}
|
| 331 |
+
|
| 332 |
+
.slide-up {
|
| 333 |
+
animation: slideUp 0.5s ease-out;
|
| 334 |
+
}
|
| 335 |
+
|
| 336 |
+
@keyframes slideUp {
|
| 337 |
+
from {
|
| 338 |
+
transform: translateY(100%);
|
| 339 |
+
opacity: 0;
|
| 340 |
+
}
|
| 341 |
+
to {
|
| 342 |
+
transform: translateY(0);
|
| 343 |
+
opacity: 1;
|
| 344 |
+
}
|
| 345 |
+
}
|
| 346 |
+
</style>
|
| 347 |
+
</head>
|
| 348 |
+
<body>
|
| 349 |
+
<div class="container">
|
| 350 |
+
<div class="header">
|
| 351 |
+
<h1>Customer Segmentation API</h1>
|
| 352 |
+
<p>Enter customer data to predict their segment and get personalized recommendations</p>
|
| 353 |
+
</div>
|
| 354 |
+
|
| 355 |
+
<div class="main-content">
|
| 356 |
+
<div class="form-section">
|
| 357 |
+
<h2>Customer Data</h2>
|
| 358 |
+
<form id="predictionForm">
|
| 359 |
+
<div class="form-grid">
|
| 360 |
+
<div class="form-group">
|
| 361 |
+
<label for="age">Age</label>
|
| 362 |
+
<input type="number" id="age" name="age" min="18" max="100" required placeholder="18-100">
|
| 363 |
+
</div>
|
| 364 |
+
<div class="form-group">
|
| 365 |
+
<label for="income">Income</label>
|
| 366 |
+
<input type="number" id="income" name="income" min="0" max="200000" required placeholder="0-200000">
|
| 367 |
+
</div>
|
| 368 |
+
</div>
|
| 369 |
+
|
| 370 |
+
<div class="form-group">
|
| 371 |
+
<label for="totalSpendings">Total Spendings</label>
|
| 372 |
+
<input type="number" id="totalSpendings" name="totalSpendings" min="0" max="5000" required placeholder="0-5000">
|
| 373 |
+
</div>
|
| 374 |
+
|
| 375 |
+
<div class="input-pair">
|
| 376 |
+
<div class="form-group">
|
| 377 |
+
<label for="webPurchases">Web Purchases</label>
|
| 378 |
+
<input type="number" id="webPurchases" name="webPurchases" min="0" max="100" required placeholder="0-100">
|
| 379 |
+
</div>
|
| 380 |
+
<div class="form-group">
|
| 381 |
+
<label for="storePurchases">Store Purchases</label>
|
| 382 |
+
<input type="number" id="storePurchases" name="storePurchases" min="0" max="100" required placeholder="0-100">
|
| 383 |
+
</div>
|
| 384 |
+
</div>
|
| 385 |
+
|
| 386 |
+
<div class="input-pair">
|
| 387 |
+
<div class="form-group">
|
| 388 |
+
<label for="webVisits">Web Visits/Month</label>
|
| 389 |
+
<input type="number" id="webVisits" name="webVisits" min="0" max="50" required placeholder="0-50">
|
| 390 |
+
</div>
|
| 391 |
+
<div class="form-group">
|
| 392 |
+
<label for="recency">Recency (days)</label>
|
| 393 |
+
<input type="number" id="recency" name="recency" min="0" max="365" required placeholder="0-365">
|
| 394 |
+
</div>
|
| 395 |
+
</div>
|
| 396 |
+
|
| 397 |
+
<button type="submit" class="submit-btn pulse" id="predictBtn">
|
| 398 |
+
Predict Customer Segment
|
| 399 |
+
</button>
|
| 400 |
+
</form>
|
| 401 |
+
|
| 402 |
+
<div class="loading" id="loading">
|
| 403 |
+
<div class="spinner"></div>
|
| 404 |
+
<p>Analyzing customer data...</p>
|
| 405 |
+
</div>
|
| 406 |
+
|
| 407 |
+
<div class="error" id="error"></div>
|
| 408 |
+
<div class="success" id="success"></div>
|
| 409 |
+
</div>
|
| 410 |
+
|
| 411 |
+
<div class="result-section">
|
| 412 |
+
<h2>Prediction Result</h2>
|
| 413 |
+
<div id="resultContent">
|
| 414 |
+
<div class="no-result">
|
| 415 |
+
<p>Enter customer data and click "Predict Customer Segment" to see results</p>
|
| 416 |
+
</div>
|
| 417 |
+
</div>
|
| 418 |
+
</div>
|
| 419 |
+
</div>
|
| 420 |
+
</div>
|
| 421 |
+
|
| 422 |
+
<script>
|
| 423 |
+
document.addEventListener('DOMContentLoaded', function() {
|
| 424 |
+
const form = document.getElementById('predictionForm');
|
| 425 |
+
const predictBtn = document.getElementById('predictBtn');
|
| 426 |
+
const loading = document.getElementById('loading');
|
| 427 |
+
const error = document.getElementById('error');
|
| 428 |
+
const success = document.getElementById('success');
|
| 429 |
+
const resultContent = document.getElementById('resultContent');
|
| 430 |
+
|
| 431 |
+
// Sample result template
|
| 432 |
+
const resultTemplate = {
|
| 433 |
+
"cluster_id": 3,
|
| 434 |
+
"cluster_name": "Active Online-Focused Shoppers",
|
| 435 |
+
"description": "High income, high spending, shops frequently both online and in-store—with strongest activity on web.",
|
| 436 |
+
"recommendation": "Offer premium bundles, omnichannel loyalty rewards (e.g., buy online, pick up in-store + bonus points), and personalized cross-channel recommendations."
|
| 437 |
+
};
|
| 438 |
+
|
| 439 |
+
form.addEventListener('submit', async function(e) {
|
| 440 |
+
e.preventDefault();
|
| 441 |
+
|
| 442 |
+
// Show loading
|
| 443 |
+
loading.style.display = 'block';
|
| 444 |
+
error.style.display = 'none';
|
| 445 |
+
success.style.display = 'none';
|
| 446 |
+
|
| 447 |
+
// Disable button during prediction
|
| 448 |
+
predictBtn.disabled = true;
|
| 449 |
+
predictBtn.textContent = 'Analyzing...';
|
| 450 |
+
|
| 451 |
+
try {
|
| 452 |
+
// Get form data
|
| 453 |
+
const formData = new FormData(form);
|
| 454 |
+
const inputData = {
|
| 455 |
+
Age: parseInt(formData.get('age')),
|
| 456 |
+
Income: parseInt(formData.get('income')),
|
| 457 |
+
Total_Spendings: parseInt(formData.get('totalSpendings')),
|
| 458 |
+
NumWebPurchases: parseInt(formData.get('webPurchases')),
|
| 459 |
+
NumStorePurchases: parseInt(formData.get('storePurchases')),
|
| 460 |
+
NumWebVisitsMonth: parseInt(formData.get('webVisits')),
|
| 461 |
+
Recency: parseInt(formData.get('recency'))
|
| 462 |
+
};
|
| 463 |
+
|
| 464 |
+
// Make API call
|
| 465 |
+
const response = await fetch('https://junaid17-customer-segmentation-api.hf.space/predict', {
|
| 466 |
+
method: 'POST',
|
| 467 |
+
headers: {
|
| 468 |
+
'Content-Type': 'application/json',
|
| 469 |
+
},
|
| 470 |
+
body: JSON.stringify(inputData)
|
| 471 |
+
});
|
| 472 |
+
|
| 473 |
+
if (!response.ok) {
|
| 474 |
+
throw new Error(`API error: ${response.status}`);
|
| 475 |
+
}
|
| 476 |
+
|
| 477 |
+
const result = await response.json();
|
| 478 |
+
|
| 479 |
+
// Display result
|
| 480 |
+
displayResult(result);
|
| 481 |
+
success.style.display = 'block';
|
| 482 |
+
success.textContent = 'Prediction successful!';
|
| 483 |
+
|
| 484 |
+
} catch (err) {
|
| 485 |
+
console.error('Prediction error:', err);
|
| 486 |
+
error.style.display = 'block';
|
| 487 |
+
error.textContent = `Error: ${err.message || 'Failed to get prediction'}`;
|
| 488 |
+
|
| 489 |
+
// Also show in result area
|
| 490 |
+
resultContent.innerHTML = `
|
| 491 |
+
<div class="error" style="display: block;">
|
| 492 |
+
<p>Failed to get prediction: ${err.message || 'Unknown error'}</p>
|
| 493 |
+
</div>
|
| 494 |
+
`;
|
| 495 |
+
} finally {
|
| 496 |
+
// Hide loading and re-enable button
|
| 497 |
+
loading.style.display = 'none';
|
| 498 |
+
predictBtn.disabled = false;
|
| 499 |
+
predictBtn.textContent = 'Predict Customer Segment';
|
| 500 |
+
}
|
| 501 |
+
});
|
| 502 |
+
|
| 503 |
+
function displayResult(result) {
|
| 504 |
+
resultContent.innerHTML = `
|
| 505 |
+
<div class="result-card slide-up">
|
| 506 |
+
<div class="result-highlight">
|
| 507 |
+
<div class="result-title">Cluster ID: ${result.cluster_id}</div>
|
| 508 |
+
<div class="result-content"><strong>Name:</strong> ${result.cluster_name}</div>
|
| 509 |
+
</div>
|
| 510 |
+
|
| 511 |
+
<div class="result-highlight">
|
| 512 |
+
<div class="result-title">Description</div>
|
| 513 |
+
<div class="result-content">${result.description}</div>
|
| 514 |
+
</div>
|
| 515 |
+
|
| 516 |
+
<div class="result-highlight">
|
| 517 |
+
<div class="result-title">Recommendation</div>
|
| 518 |
+
<div class="result-content">${result.recommendation}</div>
|
| 519 |
+
</div>
|
| 520 |
+
</div>
|
| 521 |
+
`;
|
| 522 |
+
}
|
| 523 |
+
|
| 524 |
+
// Add input validation
|
| 525 |
+
const inputs = form.querySelectorAll('input');
|
| 526 |
+
inputs.forEach(input => {
|
| 527 |
+
input.addEventListener('input', function() {
|
| 528 |
+
const min = parseInt(this.min);
|
| 529 |
+
const max = parseInt(this.max);
|
| 530 |
+
const value = parseInt(this.value);
|
| 531 |
+
|
| 532 |
+
if (value < min || value > max) {
|
| 533 |
+
this.style.borderColor = 'var(--error)';
|
| 534 |
+
} else {
|
| 535 |
+
this.style.borderColor = '#404040';
|
| 536 |
+
}
|
| 537 |
+
});
|
| 538 |
+
});
|
| 539 |
+
|
| 540 |
+
// Add animation to form elements on focus
|
| 541 |
+
inputs.forEach(input => {
|
| 542 |
+
input.addEventListener('focus', function() {
|
| 543 |
+
this.parentElement.style.transform = 'translateY(-2px)';
|
| 544 |
+
});
|
| 545 |
+
|
| 546 |
+
input.addEventListener('blur', function() {
|
| 547 |
+
this.parentElement.style.transform = 'translateY(0)';
|
| 548 |
+
});
|
| 549 |
+
});
|
| 550 |
+
|
| 551 |
+
// Add smooth scrolling for mobile
|
| 552 |
+
if (window.innerWidth <= 768) {
|
| 553 |
+
form.addEventListener('submit', function() {
|
| 554 |
+
document.querySelector('.result-section').scrollIntoView({
|
| 555 |
+
behavior: 'smooth'
|
| 556 |
+
});
|
| 557 |
+
});
|
| 558 |
+
}
|
| 559 |
+
});
|
| 560 |
+
</script>
|
| 561 |
+
</body>
|
| 562 |
+
</html>
|
| 563 |
+
|