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<script type="text/javascript">
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var gk_isXlsx = false;
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var gk_xlsxFileLookup = {};
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var gk_fileData = {};
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| 5 |
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function filledCell(cell) {
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return cell !== '' && cell != null;
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}
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function loadFileData(filename) {
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| 9 |
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if (gk_isXlsx && gk_xlsxFileLookup[filename]) {
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try {
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| 11 |
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var workbook = XLSX.read(gk_fileData[filename], { type: 'base64' });
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| 12 |
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var firstSheetName = workbook.SheetNames[0];
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| 13 |
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var worksheet = workbook.Sheets[firstSheetName];
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// Convert sheet to JSON to filter blank rows
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var jsonData = XLSX.utils.sheet_to_json(worksheet, { header: 1, blankrows: false, defval: '' });
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// Filter out blank rows (rows where all cells are empty, null, or undefined)
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var filteredData = jsonData.filter(row => row.some(filledCell));
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// Heuristic to find the header row by ignoring rows with fewer filled cells than the next row
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var headerRowIndex = filteredData.findIndex((row, index) =>
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row.filter(filledCell).length >= filteredData[index + 1]?.filter(filledCell).length
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);
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// Fallback
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if (headerRowIndex === -1 || headerRowIndex > 25) {
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headerRowIndex = 0;
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}
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// Convert filtered JSON back to CSV
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var csv = XLSX.utils.aoa_to_sheet(filteredData.slice(headerRowIndex)); // Create a new sheet from filtered array of arrays
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csv = XLSX.utils.sheet_to_csv(csv, { header: 1 });
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return csv;
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| 33 |
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} catch (e) {
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console.error(e);
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| 35 |
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return "";
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| 36 |
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}
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| 37 |
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}
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| 38 |
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return gk_fileData[filename] || "";
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| 39 |
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}
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| 40 |
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</script><!DOCTYPE html>
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| 41 |
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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>Stroke Risk Prediction</title>
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<link href="https://cdn.jsdelivr.net/npm/bootstrap@5.3.0-alpha1/dist/css/bootstrap.min.css" rel="stylesheet">
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| 47 |
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<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/animate.css/4.1.1/animate.min.css" />
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<style>
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:root {
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--primary-color: #4e54c8;
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--secondary-color: #8f94fb;
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--success-color: #23ce6b;
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--danger-color: #ff6b6b;
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| 54 |
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--light-bg: #f9f9ff;
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--dark-text: #333344;
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}
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body {
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background: linear-gradient(to right, var(--primary-color), var(--secondary-color));
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font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif;
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color: var(--dark-text);
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min-height: 100vh;
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display: flex;
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align-items: center;
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justify-content: center;
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padding: 20px 0;
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}
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.container {
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max-width: 900px;
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background-color: rgba(255, 255, 255, 0.95);
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padding: 40px;
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border-radius: 20px;
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box-shadow: 0 15px 30px rgba(0, 0, 0, 0.2);
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backdrop-filter: blur(5px);
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}
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h1 {
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background: linear-gradient(45deg, var(--primary-color), var(--secondary-color));
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-webkit-background-clip: text;
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background-clip: text;
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color: transparent;
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font-weight: 700;
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margin-bottom: 30px;
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text-align: center;
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font-size: 2.5rem;
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}
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.form-group {
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margin-bottom: 25px;
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position: relative;
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}
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.form-control {
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border-radius: 10px;
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padding: 12px 15px;
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border: 2px solid #e0e0ff;
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transition: all 0.3s ease;
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}
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.form-control:focus {
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box-shadow: 0 0 0 3px rgba(78, 84, 200, 0.2);
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border-color: var(--primary-color);
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}
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label {
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font-weight: 600;
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margin-bottom: 8px;
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display: block;
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color: var(--primary-color);
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}
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.btn-predict {
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background: linear-gradient(45deg, var(--primary-color), var(--secondary-color));
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border: none;
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width: 100%;
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padding: 15px;
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font-size: 18px;
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margin-top: 20px;
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border-radius: 10px;
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font-weight: 600;
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color: white;
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transition: all 0.3s ease;
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position: relative;
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overflow: hidden;
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}
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.btn-predict:hover {
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transform: translateY(-3px);
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box-shadow: 0 7px 14px rgba(78, 84, 200, 0.3);
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}
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.btn-predict:after {
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content: '';
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position: absolute;
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top: 50%;
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left: 50%;
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width: 5px;
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height: 5px;
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background: rgba(255, 255, 255, 0.5);
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opacity: 0;
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border-radius: 100%;
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transform: scale(1, 1) translate(-50%, -50%);
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transform-origin: 50% 50%;
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}
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.btn-predict:focus:not(:active)::after {
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animation: ripple 1s ease-out;
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}
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@keyframes ripple {
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0% {
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transform: scale(0, 0);
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opacity: 0.5;
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}
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100% {
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transform: scale(20, 20);
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opacity: 0;
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}
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}
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.result-container {
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margin-top: 40px;
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padding: 30px;
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border-radius: 15px;
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display: none;
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transform: translateY(20px);
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transition: all 0.5s ease;
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}
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.high-risk {
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background-color: rgba(255, 107, 107, 0.2);
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border: 2px solid var(--danger-color);
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}
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.low-risk {
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background-color: rgba(35, 206, 107, 0.2);
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border: 2px solid var(--success-color);
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}
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.form-section {
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padding: 20px;
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border-radius: 15px;
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box-shadow: 0 5px 15px rgba(0, 0, 0, 0.05);
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margin-bottom: 25px;
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background-color: white;
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}
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.section-title {
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border-bottom: 2px solid #e0e0ff;
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padding-bottom: 10px;
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margin-bottom: 20px;
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color: var(--primary-color);
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font-weight: 600;
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}
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.progress-bar {
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height: 8px;
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background-color: #e0e0ff;
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border-radius: 4px;
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margin-bottom: 30px;
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position: relative;
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}
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.progress-fill {
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height: 100%;
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border-radius: 4px;
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background: linear-gradient(45deg, var(--primary-color), var(--secondary-color));
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width: 0;
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transition: width 0.3s ease;
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}
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.gauge-container {
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width: 200px;
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height: 200px;
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margin: 0 auto;
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position: relative;
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}
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.gauge {
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width: 200px;
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height: 100px;
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position: relative;
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overflow: hidden;
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border-top-left-radius: 100px;
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border-top-right-radius: 100px;
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margin-bottom: 10px;
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}
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.gauge-bg {
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width: 200px;
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height: 200px;
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border-radius: 100px;
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position: absolute;
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background: linear-gradient(0deg, #f0f0f0 0%, #e0e0e0 100%);
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}
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.gauge-fill {
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width: 200px;
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height: 200px;
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border-radius: 100px;
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position: absolute;
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background: linear-gradient(90deg, #23ce6b 0%, #ff6b6b 100%);
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transform-origin: center bottom;
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transform: rotate(0deg);
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transition: transform 1s ease-out;
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}
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.gauge-center {
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width: 160px;
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height: 160px;
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background: white;
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border-radius: 80px;
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position: absolute;
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top: 20px;
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left: 20px;
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z-index: 10;
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display: flex;
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align-items: center;
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justify-content: center;
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flex-direction: column;
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}
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.percentage {
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font-size: 32px;
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font-weight: 700;
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color: var(--dark-text);
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}
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.risk-label {
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font-size: 18px;
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font-weight: 600;
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}
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.form-nav {
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display: flex;
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justify-content: space-between;
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margin-top: 20px;
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}
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.btn-nav {
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padding: 10px 20px;
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border-radius: 10px;
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background: white;
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border: 2px solid #e0e0ff;
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color: var(--primary-color);
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font-weight: 600;
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transition: all 0.3s ease;
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}
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.btn-nav:hover {
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background: var(--primary-color);
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color: white;
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border-color: var(--primary-color);
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}
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.form-step {
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display: none;
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}
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.form-step.active {
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display: block;
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animation: fadeIn 0.5s;
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}
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@keyframes fadeIn {
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from { opacity: 0; transform: translateY(20px); }
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to { opacity: 1; transform: translateY(0); }
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}
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.step-indicator {
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display: flex;
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justify-content: center;
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margin-bottom: 30px;
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}
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.step {
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width: 40px;
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height: 40px;
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border-radius: 50%;
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background-color: #e0e0ff;
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display: flex;
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align-items: center;
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justify-content: center;
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font-weight: 600;
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color: var(--dark-text);
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margin: 0 10px;
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position: relative;
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transition: all 0.3s ease;
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}
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.step.active {
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background: linear-gradient(45deg, var(--primary-color), var(--secondary-color));
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color: white;
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transform: scale(1.1);
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}
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.step.completed {
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background: var(--success-color);
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color: white;
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}
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.step-line {
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position: absolute;
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height: 3px;
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background-color: #e0e0ff;
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top: 20px;
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left: 40px;
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width: calc(100% - 100px);
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z-index: -1;
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}
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.factors-list {
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padding: 20px;
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background-color: #f9f9ff;
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border-radius: 10px;
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margin-top: 20px;
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}
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.factor-item {
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margin-bottom: 10px;
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padding-left: 25px;
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position: relative;
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}
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.factor-item:before {
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content: '•';
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position: absolute;
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left: 8px;
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color: var(--primary-color);
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font-weight: bold;
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}
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.risk-actions {
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margin-top: 20px;
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padding: 20px;
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background-color: #fdfdff;
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border-radius: 10px;
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border-left: 4px solid var(--primary-color);
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}
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.form-floating {
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margin-bottom: 20px;
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}
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.form-floating label {
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padding: 1rem 0.75rem;
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}
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.info-tooltip {
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display: inline-block;
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width: 18px;
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height: 18px;
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background-color: #e0e0ff;
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color: var(--primary-color);
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border-radius: 50%;
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text-align: center;
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line-height: 18px;
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font-size: 12px;
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margin-left: 5px;
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cursor: pointer;
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position: relative;
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}
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.info-tooltip .tooltip-text {
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visibility: hidden;
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width: 200px;
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background-color: #333;
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color: white;
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text-align: center;
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border-radius: 6px;
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padding: 5px;
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position: absolute;
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z-index: 1;
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bottom: 125%;
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left: 50%;
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margin-left: -100px;
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opacity: 0;
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| 419 |
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transition: opacity 0.3s;
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font-size: 12px;
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| 421 |
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font-weight: normal;
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}
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| 423 |
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.info-tooltip:hover .tooltip-text {
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visibility: visible;
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opacity: 1;
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}
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-
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.loader {
|
| 430 |
-
display: none;
|
| 431 |
-
width: 48px;
|
| 432 |
-
height: 48px;
|
| 433 |
-
border: 5px solid var(--primary-color);
|
| 434 |
-
border-bottom-color: transparent;
|
| 435 |
-
border-radius: 50%;
|
| 436 |
-
box-sizing: border-box;
|
| 437 |
-
animation: rotation 1s linear infinite;
|
| 438 |
-
position: absolute;
|
| 439 |
-
top: 50%;
|
| 440 |
-
left: 50%;
|
| 441 |
-
transform: translate(-50%, -50%);
|
| 442 |
-
}
|
| 443 |
-
|
| 444 |
-
@keyframes rotation {
|
| 445 |
-
0% {
|
| 446 |
-
transform: translate(-50%, -50%) rotate(0deg);
|
| 447 |
-
}
|
| 448 |
-
100% {
|
| 449 |
-
transform: translate(-50%, -50%) rotate(360deg);
|
| 450 |
-
}
|
| 451 |
-
}
|
| 452 |
-
|
| 453 |
-
.overlay {
|
| 454 |
-
display: none;
|
| 455 |
-
position: fixed;
|
| 456 |
-
top: 0;
|
| 457 |
-
left: 0;
|
| 458 |
-
width: 100%;
|
| 459 |
-
height: 100%;
|
| 460 |
-
background-color: rgba(0, 0, 0, 0.5);
|
| 461 |
-
z-index: 1000;
|
| 462 |
-
}
|
| 463 |
-
</style>
|
| 464 |
-
</head>
|
| 465 |
-
<body>
|
| 466 |
-
<div class="container animate__animated animate__fadeIn">
|
| 467 |
-
<div class="step-indicator">
|
| 468 |
-
<div class="step active" id="step-1">1</div>
|
| 469 |
-
<div class="step" id="step-2">2</div>
|
| 470 |
-
<div class="step" id="step-3">3</div>
|
| 471 |
-
<div class="step-line"></div>
|
| 472 |
-
</div>
|
| 473 |
-
|
| 474 |
-
<h1>Stroke Risk Prediction</h1>
|
| 475 |
-
|
| 476 |
-
<div class="progress-bar">
|
| 477 |
-
<div class="progress-fill" id="progress-bar"></div>
|
| 478 |
-
</div>
|
| 479 |
-
|
| 480 |
-
<form id="prediction-form">
|
| 481 |
-
<div class="form-step active" id="form-step-1">
|
| 482 |
-
<div class="form-section">
|
| 483 |
-
<h3 class="section-title">Personal Information</h3>
|
| 484 |
-
<div class="row">
|
| 485 |
-
<div class="col-md-6">
|
| 486 |
-
<div class="form-group">
|
| 487 |
-
<label for="age">Age <span class="info-tooltip">i<span class="tooltip-text">Enter your age in years</span></span></label>
|
| 488 |
-
<input type="number" class="form-control" id="age" name="age" required min="0" max="120" step="0.1">
|
| 489 |
-
</div>
|
| 490 |
-
</div>
|
| 491 |
-
<div class="col-md-6">
|
| 492 |
-
<div class="form-group">
|
| 493 |
-
<label for="gender">Gender <span class="info-tooltip">i<span class="tooltip-text">Select your gender</span></span></label>
|
| 494 |
-
<select class="form-control" id="gender" name="gender" required>
|
| 495 |
-
<option value="">Select Gender</option>
|
| 496 |
-
<option value="Male">Male</option>
|
| 497 |
-
<option value="Female">Female</option>
|
| 498 |
-
<option value="Other">Other</option>
|
| 499 |
-
</select>
|
| 500 |
-
</div>
|
| 501 |
-
</div>
|
| 502 |
-
</div>
|
| 503 |
-
|
| 504 |
-
<div class="row">
|
| 505 |
-
<div class="col-md-6">
|
| 506 |
-
<div class="form-group">
|
| 507 |
-
<label for="ever_married">Ever Married <span class="info-tooltip">i<span class="tooltip-text">Have you ever been married?</span></span></label>
|
| 508 |
-
<select class="form-control" id="ever_married" name="ever_married" required>
|
| 509 |
-
<option value="">Select</option>
|
| 510 |
-
<option value="Yes">Yes</option>
|
| 511 |
-
<option value="No">No</option>
|
| 512 |
-
</select>
|
| 513 |
-
</div>
|
| 514 |
-
</div>
|
| 515 |
-
<div class="col-md-6">
|
| 516 |
-
<div class="form-group">
|
| 517 |
-
<label for="Residence_type">Residence Type <span class="info-tooltip">i<span class="tooltip-text">Urban or rural area</span></span></label>
|
| 518 |
-
<select class="form-control" id="Residence_type" name="Residence_type" required>
|
| 519 |
-
<option value="">Select</option>
|
| 520 |
-
<option value="Urban">Urban</option>
|
| 521 |
-
<option value="Rural">Rural</option>
|
| 522 |
-
</select>
|
| 523 |
-
</div>
|
| 524 |
-
</div>
|
| 525 |
-
</div>
|
| 526 |
-
|
| 527 |
-
<div class="row">
|
| 528 |
-
<div class="col-md-12">
|
| 529 |
-
<div class="form-group">
|
| 530 |
-
<label for="work_type">Work Type <span class="info-tooltip">i<span class="tooltip-text">Type of employment</span></span></label>
|
| 531 |
-
<select class="form-control" id="work_type" name="work_type" required>
|
| 532 |
-
<option value="">Select Work Type</option>
|
| 533 |
-
<option value="Private">Private</option>
|
| 534 |
-
<option value="Self-employed">Self-employed</option>
|
| 535 |
-
<option value="Govt_job">Government Job</option>
|
| 536 |
-
<option value="Never_worked">Never worked</option>
|
| 537 |
-
</select>
|
| 538 |
-
</div>
|
| 539 |
-
</div>
|
| 540 |
-
</div>
|
| 541 |
-
</div>
|
| 542 |
-
|
| 543 |
-
<div class="form-nav">
|
| 544 |
-
<div></div>
|
| 545 |
-
<button type="button" class="btn btn-nav" id="next-1">Next <i class="fas fa-arrow-right"></i></button>
|
| 546 |
-
</div>
|
| 547 |
-
</div>
|
| 548 |
-
|
| 549 |
-
<div class="form-step" id="form-step-2">
|
| 550 |
-
<div class="form-section">
|
| 551 |
-
<h3 class="section-title">Health Information</h3>
|
| 552 |
-
<div class="row">
|
| 553 |
-
<div class="col-md-6">
|
| 554 |
-
<div class="form-group">
|
| 555 |
-
<label for="hypertension">Hypertension <span class="info-tooltip">i<span class="tooltip-text">Do you have hypertension?</span></span></label>
|
| 556 |
-
<select class="form-control" id="hypertension" name="hypertension" required>
|
| 557 |
-
<option value="">Select</option>
|
| 558 |
-
<option value="1">Yes</option>
|
| 559 |
-
<option value="0">No</option>
|
| 560 |
-
</select>
|
| 561 |
-
</div>
|
| 562 |
-
</div>
|
| 563 |
-
<div class="col-md-6">
|
| 564 |
-
<div class="form-group">
|
| 565 |
-
<label for="heart_disease">Heart Disease <span class="info-tooltip">i<span class="tooltip-text">Do you have heart disease?</span></span></label>
|
| 566 |
-
<select class="form-control" id="heart_disease" name="heart_disease" required>
|
| 567 |
-
<option value="">Select</option>
|
| 568 |
-
<option value="1">Yes</option>
|
| 569 |
-
<option value="0">No</option>
|
| 570 |
-
</select>
|
| 571 |
-
</div>
|
| 572 |
-
</div>
|
| 573 |
-
</div>
|
| 574 |
-
|
| 575 |
-
<div class="row">
|
| 576 |
-
<div class="col-md-6">
|
| 577 |
-
<div class="form-group">
|
| 578 |
-
<label for="avg_glucose_level">Average Glucose Level (mg/dL) <span class="info-tooltip">i<span class="tooltip-text">Normal fasting blood sugar is under 100 mg/dL</span></span></label>
|
| 579 |
-
<input type="number" class="form-control" id="avg_glucose_level" name="avg_glucose_level" required min="0" step="0.01">
|
| 580 |
-
</div>
|
| 581 |
-
</div>
|
| 582 |
-
<div class="col-md-6">
|
| 583 |
-
<div class="form-group">
|
| 584 |
-
<label for="bmi">BMI <span class="info-tooltip">i<span class="tooltip-text">Body Mass Index (weight in kg / height in m²)</span></span></label>
|
| 585 |
-
<input type="number" class="form-control" id="bmi" name="bmi" required min="0" max="100" step="0.01">
|
| 586 |
-
</div>
|
| 587 |
-
</div>
|
| 588 |
-
</div>
|
| 589 |
-
|
| 590 |
-
<div class="row">
|
| 591 |
-
<div class="col-md-12">
|
| 592 |
-
<div class="form-group">
|
| 593 |
-
<label for="smoking_status">Smoking Status <span class="info-tooltip">i<span class="tooltip-text">Your smoking habits</span></span></label>
|
| 594 |
-
<select class="form-control" id="smoking_status" name="smoking_status" required>
|
| 595 |
-
<option value="">Select Smoking Status</option>
|
| 596 |
-
<option value="formerly smoked">Formerly Smoked</option>
|
| 597 |
-
<option value="never smoked">Never Smoked</option>
|
| 598 |
-
<option value="smokes">Currently Smokes</option>
|
| 599 |
-
<option value="Unknown">Unknown</option>
|
| 600 |
-
</select>
|
| 601 |
-
</div>
|
| 602 |
-
</div>
|
| 603 |
-
</div>
|
| 604 |
-
</div>
|
| 605 |
-
|
| 606 |
-
<div class="form-nav">
|
| 607 |
-
<button type="button" class="btn btn-nav" id="prev-2">Previous</button>
|
| 608 |
-
<button type="button" class="btn btn-nav" id="next-2">Next</button>
|
| 609 |
-
</div>
|
| 610 |
-
</div>
|
| 611 |
-
|
| 612 |
-
<div class="form-step" id="form-step-3">
|
| 613 |
-
<div class="form-section">
|
| 614 |
-
<h3 class="section-title">Summary</h3>
|
| 615 |
-
<p>Please review your information below before submitting:</p>
|
| 616 |
-
|
| 617 |
-
<div class="row">
|
| 618 |
-
<div class="col-md-6">
|
| 619 |
-
<p><strong>Age:</strong> <span id="summary-age"></span></p>
|
| 620 |
-
<p><strong>Gender:</strong> <span id="summary-gender"></span></p>
|
| 621 |
-
<p><strong>Ever Married:</strong> <span id="summary-married"></span></p>
|
| 622 |
-
<p><strong>Residence Type:</strong> <span id="summary-residence"></span></p>
|
| 623 |
-
<p><strong>Work Type:</strong> <span id="summary-work"></span></p>
|
| 624 |
-
</div>
|
| 625 |
-
<div class="col-md-6">
|
| 626 |
-
<p><strong>Hypertension:</strong> <span id="summary-hypertension"></span></p>
|
| 627 |
-
<p><strong>Heart Disease:</strong> <span id="summary-heart"></span></p>
|
| 628 |
-
<p><strong>Avg. Glucose Level:</strong> <span id="summary-glucose"></span> mg/dL</p>
|
| 629 |
-
<p><strong>BMI:</strong> <span id="summary-bmi"></span></p>
|
| 630 |
-
<p><strong>Smoking Status:</strong> <span id="summary-smoking"></span></p>
|
| 631 |
-
</div>
|
| 632 |
-
</div>
|
| 633 |
-
</div>
|
| 634 |
-
|
| 635 |
-
<div class="form-nav">
|
| 636 |
-
<button type="button" class="btn btn-nav" id="prev-3">Previous</button>
|
| 637 |
-
<button type="submit" class="btn btn-predict">Predict Stroke Risk</button>
|
| 638 |
-
</div>
|
| 639 |
-
</div>
|
| 640 |
-
</form>
|
| 641 |
-
|
| 642 |
-
<div id="result" class="result-container animate__animated">
|
| 643 |
-
<h3 id="result-title" class="text-center mb-4">Prediction Result</h3>
|
| 644 |
-
|
| 645 |
-
<div class="gauge-container">
|
| 646 |
-
<div class="gauge">
|
| 647 |
-
<div class="gauge-bg"></div>
|
| 648 |
-
<div class="gauge-fill" id="gauge-fill"></div>
|
| 649 |
-
</div>
|
| 650 |
-
<div class="gauge-center">
|
| 651 |
-
<div class="percentage" id="probability-display">0%</div>
|
| 652 |
-
<div class="risk-label" id="risk-label">Risk</div>
|
| 653 |
-
</div>
|
| 654 |
-
</div>
|
| 655 |
-
|
| 656 |
-
<p id="result-message" class="text-center mt-4 mb-3"></p>
|
| 657 |
-
|
| 658 |
-
<div class="factors-list" id="risk-factors">
|
| 659 |
-
<h4>Key Risk Factors:</h4>
|
| 660 |
-
<div class="factor-item">Age is a significant risk factor for stroke</div>
|
| 661 |
-
<div class="factor-item" id="factor-glucose">High glucose levels increase stroke risk</div>
|
| 662 |
-
<div class="factor-item" id="factor-hypertension">Hypertension significantly increases stroke risk</div>
|
| 663 |
-
<div class="factor-item" id="factor-heart">Heart disease is a major risk factor</div>
|
| 664 |
-
<div class="factor-item" id="factor-smoking">Smoking increases stroke risk</div>
|
| 665 |
-
</div>
|
| 666 |
-
|
| 667 |
-
<div class="risk-actions">
|
| 668 |
-
<h4>Recommended Actions:</h4>
|
| 669 |
-
<p>Based on your results, consider the following steps:</p>
|
| 670 |
-
<ul>
|
| 671 |
-
<li>Consult with your healthcare provider</li>
|
| 672 |
-
<li>Monitor your blood pressure regularly</li>
|
| 673 |
-
<li>Maintain a healthy diet and exercise routine</li>
|
| 674 |
-
<li>If you smoke, consider quitting</li>
|
| 675 |
-
<li>Keep your glucose levels in check</li>
|
| 676 |
-
</ul>
|
| 677 |
-
<p class="text-center mt-3"><strong>Remember:</strong> This tool provides an estimate only and is not a substitute for professional medical advice.</p>
|
| 678 |
-
</div>
|
| 679 |
-
|
| 680 |
-
<div class="text-center mt-4">
|
| 681 |
-
<button type="button" class="btn btn-nav" id="start-over">Start Over</button>
|
| 682 |
-
</div>
|
| 683 |
-
</div>
|
| 684 |
-
</div>
|
| 685 |
-
|
| 686 |
-
<div class="overlay" id="loading-overlay">
|
| 687 |
-
<div class="loader"></div>
|
| 688 |
-
</div>
|
| 689 |
-
|
| 690 |
-
<script src="https://code.jquery.com/jquery-3.6.0.min.js"></script>
|
| 691 |
-
<script src="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/js/all.min.js"></script>
|
| 692 |
-
<script>
|
| 693 |
-
$(document).ready(function() {
|
| 694 |
-
let currentStep = 1;
|
| 695 |
-
const totalSteps = 3;
|
| 696 |
-
|
| 697 |
-
// Update progress bar
|
| 698 |
-
function updateProgressBar() {
|
| 699 |
-
const progressPercent = ((currentStep - 1) / (totalSteps - 1)) * 100;
|
| 700 |
-
$('#progress-bar').css('width', progressPercent + '%');
|
| 701 |
-
}
|
| 702 |
-
|
| 703 |
-
// Navigate to next step
|
| 704 |
-
function nextStep() {
|
| 705 |
-
if (validateStep(currentStep)) {
|
| 706 |
-
$(`#form-step-${currentStep}`).removeClass('active');
|
| 707 |
-
currentStep++;
|
| 708 |
-
$(`#form-step-${currentStep}`).addClass('active animate__animated animate__fadeIn');
|
| 709 |
-
|
| 710 |
-
// Update step indicators
|
| 711 |
-
$(`.step`).removeClass('active');
|
| 712 |
-
$(`#step-${currentStep}`).addClass('active');
|
| 713 |
-
|
| 714 |
-
// Mark previous steps as completed
|
| 715 |
-
for (let i = 1; i < currentStep; i++) {
|
| 716 |
-
$(`#step-${i}`).addClass('completed');
|
| 717 |
-
}
|
| 718 |
-
|
| 719 |
-
updateProgressBar();
|
| 720 |
-
|
| 721 |
-
// If final step, update summary
|
| 722 |
-
if (currentStep === 3) {
|
| 723 |
-
updateSummary();
|
| 724 |
-
}
|
| 725 |
-
}
|
| 726 |
-
}
|
| 727 |
-
|
| 728 |
-
// Navigate to previous step
|
| 729 |
-
function prevStep() {
|
| 730 |
-
$(`#form-step-${currentStep}`).removeClass('active');
|
| 731 |
-
currentStep--;
|
| 732 |
-
$(`#form-step-${currentStep}`).addClass('active animate__animated animate__fadeIn');
|
| 733 |
-
|
| 734 |
-
// Update step indicators
|
| 735 |
-
$(`.step`).removeClass('active');
|
| 736 |
-
$(`#step-${currentStep}`).addClass('active');
|
| 737 |
-
|
| 738 |
-
updateProgressBar();
|
| 739 |
-
}
|
| 740 |
-
|
| 741 |
-
// Validate current step
|
| 742 |
-
function validateStep(step) {
|
| 743 |
-
let isValid = true;
|
| 744 |
-
|
| 745 |
-
$(`#form-step-${step} input, #form-step-${step} select`).each(function() {
|
| 746 |
-
if ($(this).prop('required') && !$(this).val()) {
|
| 747 |
-
isValid = false;
|
| 748 |
-
$(this).addClass('is-invalid');
|
| 749 |
-
} else {
|
| 750 |
-
$(this).removeClass('is-invalid');
|
| 751 |
-
}
|
| 752 |
-
});
|
| 753 |
-
|
| 754 |
-
return isValid;
|
| 755 |
-
}
|
| 756 |
-
|
| 757 |
-
// Update summary before submission
|
| 758 |
-
function updateSummary() {
|
| 759 |
-
$('#summary-age').text($('#age').val());
|
| 760 |
-
$('#summary-gender').text($('#gender').val());
|
| 761 |
-
$('#summary-married').text($('#ever_married').val());
|
| 762 |
-
$('#summary-residence').text($('#Residence_type').val());
|
| 763 |
-
$('#summary-work').text($('#work_type').val());
|
| 764 |
-
$('#summary-hypertension').text($('#hypertension').val() === '1' ? 'Yes' : 'No');
|
| 765 |
-
$('#summary-heart').text($('#heart_disease').val() === '1' ? 'Yes' : 'No');
|
| 766 |
-
$('#summary-glucose').text($('#avg_glucose_level').val());
|
| 767 |
-
$('#summary-bmi').text($('#bmi').val());
|
| 768 |
-
$('#summary-smoking').text($('#smoking_status').val());
|
| 769 |
-
}
|
| 770 |
-
|
| 771 |
-
// Navigation button click handlers
|
| 772 |
-
$('#next-1').click(nextStep);
|
| 773 |
-
$('#next-2').click(nextStep);
|
| 774 |
-
$('#prev-2').click(prevStep);
|
| 775 |
-
$('#prev-3').click(prevStep);
|
| 776 |
-
|
| 777 |
-
// Start over button
|
| 778 |
-
$('#start-over').click(function() {
|
| 779 |
-
$('#prediction-form')[0].reset();
|
| 780 |
-
$('#result').removeClass('animate__fadeIn').addClass('animate__fadeOut');
|
| 781 |
-
|
| 782 |
-
setTimeout(function() {
|
| 783 |
-
$('#result').hide().removeClass('animate__fadeOut');
|
| 784 |
-
|
| 785 |
-
// Reset to first step
|
| 786 |
-
$('.form-step').removeClass('active');
|
| 787 |
-
$('#form-step-1').addClass('active');
|
| 788 |
-
currentStep = 1;
|
| 789 |
-
|
| 790 |
-
// Reset step indicators
|
| 791 |
-
$('.step').removeClass('active completed');
|
| 792 |
-
$('#step-1').addClass('active');
|
| 793 |
-
|
| 794 |
-
updateProgressBar();
|
| 795 |
-
}, 500);
|
| 796 |
-
});
|
| 797 |
-
|
| 798 |
-
// Field validation on input change
|
| 799 |
-
$('input, select').on('change', function() {
|
| 800 |
-
if ($(this).prop('required') && !$(this).val()) {
|
| 801 |
-
$(this).addClass('is-invalid');
|
| 802 |
-
} else {
|
| 803 |
-
$(this).removeClass('is-invalid');
|
| 804 |
-
}
|
| 805 |
-
});
|
| 806 |
-
|
| 807 |
-
// Form submission with animation
|
| 808 |
-
$('#prediction-form').on('submit', function(e) {
|
| 809 |
-
e.preventDefault();
|
| 810 |
-
|
| 811 |
-
if (validateStep(currentStep)) {
|
| 812 |
-
// Show loading overlay
|
| 813 |
-
$('#loading-overlay').fadeIn();
|
| 814 |
-
|
| 815 |
-
// Collect form data
|
| 816 |
-
const formData = {
|
| 817 |
-
age: $('#age').val(),
|
| 818 |
-
gender: $('#gender').val(),
|
| 819 |
-
ever_married: $('#ever_married').val(),
|
| 820 |
-
residence_type: $('#Residence_type').val(),
|
| 821 |
-
work_type: $('#work_type').val(),
|
| 822 |
-
hypertension: $('#hypertension').val(),
|
| 823 |
-
heart_disease: $('#heart_disease').val(),
|
| 824 |
-
avg_glucose_level: $('#avg_glucose_level').val(),
|
| 825 |
-
bmi: $('#bmi').val(),
|
| 826 |
-
smoking_status: $('#smoking_status').val()
|
| 827 |
-
};
|
| 828 |
-
|
| 829 |
-
// Send data to Flask backend
|
| 830 |
-
$.ajax({
|
| 831 |
-
url: '/predict',
|
| 832 |
-
type: 'POST',
|
| 833 |
-
contentType: 'application/json',
|
| 834 |
-
data: JSON.stringify({ input: formData }),
|
| 835 |
-
success: function(response) {
|
| 836 |
-
if (response.success) {
|
| 837 |
-
// Hide loading overlay
|
| 838 |
-
$('#loading-overlay').fadeOut();
|
| 839 |
-
|
| 840 |
-
// Process and display result
|
| 841 |
-
processResult(response);
|
| 842 |
-
} else {
|
| 843 |
-
$('#loading-overlay').fadeOut();
|
| 844 |
-
alert('Error: ' + response.error);
|
| 845 |
-
}
|
| 846 |
-
},
|
| 847 |
-
error: function(xhr, status, error) {
|
| 848 |
-
console.error('Error submitting data:', error);
|
| 849 |
-
$('#loading-overlay').fadeOut();
|
| 850 |
-
alert('An error occurred while processing your request. Please try again.');
|
| 851 |
-
}
|
| 852 |
-
});
|
| 853 |
-
}
|
| 854 |
-
});
|
| 855 |
-
|
| 856 |
-
// Process and display prediction results
|
| 857 |
-
function processResult(response) {
|
| 858 |
-
const { probability, riskLevel, contributingFactors } = response;
|
| 859 |
-
|
| 860 |
-
// Update gauge
|
| 861 |
-
const rotation = (probability / 100) * 180; // Map 0-100% to 0-180 degrees
|
| 862 |
-
$('#gauge-fill').css('transform', `rotate(${rotation}deg)`);
|
| 863 |
-
|
| 864 |
-
// Update percentage and risk label
|
| 865 |
-
$('#probability-display').text(`${probability}%`);
|
| 866 |
-
$('#risk-label').text(`${riskLevel} Risk`);
|
| 867 |
-
|
| 868 |
-
// Update result message and styling
|
| 869 |
-
$('#result').removeClass('high-risk low-risk');
|
| 870 |
-
if (riskLevel === 'High') {
|
| 871 |
-
$('#result').addClass('high-risk');
|
| 872 |
-
$('#result-message').text('Your stroke risk is high. Please consult a healthcare professional immediately.');
|
| 873 |
-
} else if (riskLevel === 'Moderate') {
|
| 874 |
-
$('#result').addClass('high-risk');
|
| 875 |
-
$('#result-message').text('Your stroke risk is moderate. Consider discussing with your doctor.');
|
| 876 |
-
} else {
|
| 877 |
-
$('#result').addClass('low-risk');
|
| 878 |
-
$('#result-message').text('Your stroke risk is low. Continue maintaining a healthy lifestyle.');
|
| 879 |
-
}
|
| 880 |
-
|
| 881 |
-
// Update risk factors visibility
|
| 882 |
-
$('#factor-glucose').toggle(contributingFactors.glucose);
|
| 883 |
-
$('#factor-hypertension').toggle(contributingFactors.hypertension);
|
| 884 |
-
$('#factor-heart').toggle(contributingFactors.heartDisease);
|
| 885 |
-
$('#factor-smoking').toggle(contributingFactors.smoking);
|
| 886 |
-
|
| 887 |
-
// Show result with animation
|
| 888 |
-
$('#result').show().removeClass('animate__fadeOut').addClass('animate__fadeIn');
|
| 889 |
-
|
| 890 |
-
// Hide form
|
| 891 |
-
$('#prediction-form').hide();
|
| 892 |
-
}
|
| 893 |
-
});
|
| 894 |
-
</script>
|
| 895 |
-
</body>
|
| 896 |
-
</html>
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