569 lines
21 KiB
HTML
569 lines
21 KiB
HTML
<!DOCTYPE html>
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<html lang="vi">
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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>NDVI Time Series Analysis</title>
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<!-- Leaflet CSS -->
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<link rel="stylesheet" href="https://unpkg.com/leaflet@1.9.4/dist/leaflet.css" />
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<link rel="stylesheet" href="https://unpkg.com/leaflet-draw@1.0.4/dist/leaflet.draw.css" />
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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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body {
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font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif;
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background: linear-gradient(135deg, #2ecc71 0%, #27ae60 100%);
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padding: 20px;
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min-height: 100vh;
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}
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.container {
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max-width: 1400px;
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margin: 0 auto;
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background: white;
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border-radius: 20px;
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box-shadow: 0 20px 60px rgba(0,0,0,0.3);
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overflow: hidden;
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}
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.header {
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background: linear-gradient(135deg, #2ecc71 0%, #27ae60 100%);
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color: white;
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padding: 30px;
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text-align: center;
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}
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.header h1 {
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font-size: 2.5em;
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margin-bottom: 10px;
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}
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.nav-buttons {
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background: white;
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padding: 15px;
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display: flex;
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gap: 10px;
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flex-wrap: wrap;
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justify-content: center;
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border-bottom: 2px solid #e0e0e0;
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}
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.nav-btn {
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padding: 10px 20px;
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border: none;
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border-radius: 8px;
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font-size: 1em;
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cursor: pointer;
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transition: all 0.3s;
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text-decoration: none;
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display: inline-block;
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}
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.content {
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padding: 30px;
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display: grid;
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grid-template-columns: 1fr 1fr;
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gap: 30px;
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}
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.section {
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background: #f8f9fa;
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padding: 20px;
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border-radius: 10px;
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}
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.section h2 {
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color: #27ae60;
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margin-bottom: 15px;
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}
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.form-group {
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margin-bottom: 15px;
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}
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.form-group label {
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display: block;
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margin-bottom: 5px;
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color: #333;
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font-weight: 600;
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}
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.form-group input, .form-group select {
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width: 100%;
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padding: 10px;
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border: 2px solid #e0e0e0;
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border-radius: 5px;
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font-size: 1em;
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}
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.btn {
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padding: 12px 30px;
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border: none;
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border-radius: 5px;
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font-size: 1em;
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font-weight: 600;
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cursor: pointer;
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transition: all 0.3s;
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}
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.btn-primary {
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background: linear-gradient(135deg, #2ecc71 0%, #27ae60 100%);
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color: white;
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}
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.btn-success {
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background: #28a745;
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color: white;
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}
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.btn:hover {
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transform: translateY(-2px);
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box-shadow: 0 5px 15px rgba(0,0,0,0.3);
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}
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.btn:disabled {
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opacity: 0.5;
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cursor: not-allowed;
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}
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#map {
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height: 400px;
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border-radius: 10px;
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margin-top: 15px;
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}
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#chartContainer {
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background: white;
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padding: 20px;
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border-radius: 10px;
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grid-column: 1 / -1;
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}
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.stats-grid {
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display: grid;
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grid-template-columns: repeat(auto-fit, minmax(200px, 1fr));
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gap: 15px;
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margin-top: 20px;
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}
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.stat-card {
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background: white;
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padding: 15px;
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border-radius: 8px;
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border-left: 4px solid #27ae60;
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}
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.stat-card h3 {
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color: #666;
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font-size: 0.9em;
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margin-bottom: 5px;
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}
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.stat-card p {
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color: #27ae60;
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font-size: 1.5em;
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font-weight: bold;
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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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color: #666;
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}
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.alert {
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padding: 15px;
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border-radius: 5px;
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margin-bottom: 20px;
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}
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.alert-info {
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background: #d1ecf1;
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border-left: 4px solid #0c5460;
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color: #0c5460;
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}
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.alert-warning {
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background: #fff3cd;
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border-left: 4px solid #856404;
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color: #856404;
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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>🌿 NDVI Time Series Analysis</h1>
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<p>Phân tích chỉ số thực vật theo thời gian từ dữ liệu Sentinel-2</p>
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</div>
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<div style="background: white; padding: 15px; display: flex; gap: 10px; flex-wrap: wrap; justify-content: center; border-bottom: 2px solid #e0e0e0;">
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<a href="/" style="padding: 10px 20px; background: #667eea; color: white; border-radius: 8px; text-decoration: none; font-weight: 600;">🏠 Trang Chủ</a>
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<a href="/training" style="padding: 10px 20px; background: #f093fb; color: white; border-radius: 8px; text-decoration: none; font-weight: 600;">🎓 Training</a>
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<a href="/prediction" style="padding: 10px 20px; background: #4facfe; color: white; border-radius: 8px; text-decoration: none; font-weight: 600;">🗺️ Prediction</a>
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<a href="/batch" style="padding: 10px 20px; background: #764ba2; color: white; border-radius: 8px; text-decoration: none; font-weight: 600;">🚀 Batch Processing</a>
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<a href="/ndvi" style="padding: 10px 20px; background: #2ecc71; color: white; border-radius: 8px; text-decoration: none; font-weight: 600;">🌿 NDVI Analysis (Active)</a>
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</div>
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<div class="content">
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<!-- Configuration Section -->
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<div class="section">
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<h2>⚙️ Cấu hình phân tích</h2>
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<div class="form-group">
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<label>Bbox (vẽ trên bản đồ hoặc nhập thủ công):</label>
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<div style="display: grid; grid-template-columns: 1fr 1fr; gap: 10px;">
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<input type="number" id="minLon" placeholder="Min Longitude" step="0.0001" value="105.8">
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<input type="number" id="minLat" placeholder="Min Latitude" step="0.0001" value="9.4">
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<input type="number" id="maxLon" placeholder="Max Longitude" step="0.0001" value="106.0">
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<input type="number" id="maxLat" placeholder="Max Latitude" step="0.0001" value="9.6">
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</div>
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</div>
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<div class="form-group">
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<label>Khoảng thời gian:</label>
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<div style="display: grid; grid-template-columns: 1fr 1fr; gap: 10px;">
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<input type="date" id="startDate" value="2023-01-01">
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<input type="date" id="endDate" value="2023-12-31">
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</div>
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</div>
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<div class="form-group">
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<label for="maxCloudCover">Cloud Cover tối đa (%):</label>
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<input type="number" id="maxCloudCover" value="30" min="0" max="100">
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</div>
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<div class="form-group">
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<label for="resolution">Độ phân giải (m):</label>
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<select id="resolution">
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<option value="10">10m (chi tiết cao)</option>
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<option value="20" selected>20m (cân bằng)</option>
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<option value="60">60m (nhanh)</option>
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</select>
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</div>
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<div class="alert alert-info">
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<strong>💡 Lưu ý:</strong> NDVI = (NIR - Red) / (NIR + Red)<br>
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Giá trị từ -1 đến 1. Giá trị cao = thực vật xanh tốt.
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</div>
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<button class="btn btn-primary" onclick="calculateNDVI()" id="calculateBtn">
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📊 Tính NDVI Time Series
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</button>
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<!-- Map for selecting bbox -->
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<div id="map"></div>
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</div>
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<!-- Results Section -->
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<div class="section">
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<h2>📈 Kết quả phân tích</h2>
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<div id="loadingIndicator" style="display: none;" class="loading">
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<p>⏳ Đang tải dữ liệu và tính toán NDVI...</p>
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<div style="margin-top: 10px;">
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<div style="width: 100%; height: 20px; background: #e0e0e0; border-radius: 10px; overflow: hidden;">
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<div id="progressBar" style="width: 0%; height: 100%; background: linear-gradient(90deg, #2ecc71, #27ae60); transition: width 0.3s;"></div>
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</div>
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<p id="progressText" style="margin-top: 5px; font-size: 0.9em;"></p>
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</div>
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</div>
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<div id="resultsContainer" style="display: none;">
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<div class="stats-grid">
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<div class="stat-card">
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<h3>Số lượng ảnh</h3>
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<p id="statImages">-</p>
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</div>
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<div class="stat-card">
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<h3>NDVI trung bình</h3>
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<p id="statAvgNDVI">-</p>
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</div>
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<div class="stat-card">
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<h3>NDVI min</h3>
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<p id="statMinNDVI">-</p>
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</div>
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<div class="stat-card">
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<h3>NDVI max</h3>
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<p id="statMaxNDVI">-</p>
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</div>
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</div>
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<div style="margin-top: 20px;">
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<button class="btn btn-success" onclick="downloadData()">
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💾 Download CSV
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</button>
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<button class="btn btn-primary" onclick="downloadChart()" style="margin-left: 10px;">
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📸 Download Chart (PNG)
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</button>
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</div>
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</div>
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<div id="errorContainer" style="display: none;" class="alert alert-warning">
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<strong>⚠️ Lỗi:</strong> <span id="errorMessage"></span>
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</div>
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</div>
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<!-- Chart Section -->
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<div id="chartContainer" style="display: none;">
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<h2 style="color: #27ae60; margin-bottom: 20px;">📊 NDVI Time Series</h2>
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<canvas id="ndviChart"></canvas>
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</div>
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</div>
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</div>
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<!-- Scripts -->
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<script src="https://unpkg.com/leaflet@1.9.4/dist/leaflet.js"></script>
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<script src="https://unpkg.com/leaflet-draw@1.0.4/dist/leaflet.draw.js"></script>
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<script src="https://cdn.jsdelivr.net/npm/chart.js@4.4.0/dist/chart.umd.min.js"></script>
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<script>
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let map, drawnItems, drawControl;
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let ndviData = null;
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let ndviChart = null;
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// Initialize map
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function initMap() {
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map = L.map('map').setView([9.5, 105.9], 9);
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L.tileLayer('https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png', {
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attribution: '© OpenStreetMap contributors'
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}).addTo(map);
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drawnItems = new L.FeatureGroup();
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map.addLayer(drawnItems);
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drawControl = new L.Control.Draw({
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draw: {
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rectangle: true,
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polygon: false,
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circle: false,
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marker: false,
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polyline: false,
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circlemarker: false
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},
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edit: {
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featureGroup: drawnItems,
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remove: true
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}
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});
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map.addControl(drawControl);
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map.on(L.Draw.Event.CREATED, function(event) {
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drawnItems.clearLayers();
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const layer = event.layer;
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drawnItems.addLayer(layer);
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const bounds = layer.getBounds();
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document.getElementById('minLon').value = bounds.getWest().toFixed(4);
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document.getElementById('minLat').value = bounds.getSouth().toFixed(4);
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document.getElementById('maxLon').value = bounds.getEast().toFixed(4);
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document.getElementById('maxLat').value = bounds.getNorth().toFixed(4);
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});
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}
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// Calculate NDVI time series
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async function calculateNDVI() {
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const minLon = parseFloat(document.getElementById('minLon').value);
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const minLat = parseFloat(document.getElementById('minLat').value);
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const maxLon = parseFloat(document.getElementById('maxLon').value);
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const maxLat = parseFloat(document.getElementById('maxLat').value);
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const startDate = document.getElementById('startDate').value;
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const endDate = document.getElementById('endDate').value;
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const maxCloudCover = parseInt(document.getElementById('maxCloudCover').value);
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const resolution = parseInt(document.getElementById('resolution').value);
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// Validate inputs
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if (isNaN(minLon) || isNaN(minLat) || isNaN(maxLon) || isNaN(maxLat)) {
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showError('Vui lòng nhập đầy đủ tọa độ bbox!');
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return;
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}
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if (!startDate || !endDate) {
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showError('Vui lòng chọn khoảng thời gian!');
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return;
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}
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// Show loading
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document.getElementById('loadingIndicator').style.display = 'block';
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document.getElementById('resultsContainer').style.display = 'none';
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document.getElementById('chartContainer').style.display = 'none';
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document.getElementById('errorContainer').style.display = 'none';
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document.getElementById('calculateBtn').disabled = true;
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const config = {
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bbox: [minLon, minLat, maxLon, maxLat],
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start_date: startDate,
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end_date: endDate,
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max_cloud_cover: maxCloudCover,
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resolution: resolution
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};
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try {
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const response = await fetch('/api/ndvi/timeseries', {
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method: 'POST',
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headers: { 'Content-Type': 'application/json' },
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body: JSON.stringify(config)
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});
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const result = await response.json();
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if (response.ok) {
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ndviData = result;
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displayResults(result);
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} else {
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throw new Error(result.detail || 'Lỗi khi tính NDVI');
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}
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} catch (error) {
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console.error('Error calculating NDVI:', error);
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showError(error.message);
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} finally {
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document.getElementById('loadingIndicator').style.display = 'none';
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document.getElementById('calculateBtn').disabled = false;
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}
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}
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// Display results
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function displayResults(data) {
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document.getElementById('resultsContainer').style.display = 'block';
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document.getElementById('chartContainer').style.display = 'block';
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// Update stats
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document.getElementById('statImages').textContent = data.n_images;
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document.getElementById('statAvgNDVI').textContent = data.mean_ndvi.toFixed(3);
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document.getElementById('statMinNDVI').textContent = data.min_ndvi.toFixed(3);
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document.getElementById('statMaxNDVI').textContent = data.max_ndvi.toFixed(3);
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// Create chart
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createChart(data);
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}
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// Create NDVI time series chart
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function createChart(data) {
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const ctx = document.getElementById('ndviChart').getContext('2d');
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// Destroy existing chart if any
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if (ndviChart) {
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ndviChart.destroy();
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}
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const dates = data.timeseries.map(item => new Date(item.date).toLocaleDateString('vi-VN'));
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const ndviValues = data.timeseries.map(item => item.ndvi);
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ndviChart = new Chart(ctx, {
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type: 'line',
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data: {
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labels: dates,
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datasets: [{
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label: 'NDVI',
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data: ndviValues,
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borderColor: '#27ae60',
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backgroundColor: 'rgba(46, 204, 113, 0.1)',
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borderWidth: 2,
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fill: true,
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tension: 0.4,
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pointRadius: 4,
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pointHoverRadius: 6,
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pointBackgroundColor: '#27ae60',
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pointBorderColor: '#fff',
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pointBorderWidth: 2
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}]
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},
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options: {
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responsive: true,
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maintainAspectRatio: true,
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plugins: {
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title: {
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display: true,
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text: 'NDVI Time Series - Biến động chỉ số thực vật theo thời gian',
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font: {
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size: 16,
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weight: 'bold'
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}
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},
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legend: {
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display: true,
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position: 'top'
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},
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tooltip: {
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callbacks: {
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label: function(context) {
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return `NDVI: ${context.parsed.y.toFixed(3)}`;
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}
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}
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}
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},
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scales: {
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y: {
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beginAtZero: false,
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title: {
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display: true,
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text: 'NDVI Value'
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},
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grid: {
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color: 'rgba(0, 0, 0, 0.05)'
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}
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},
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x: {
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title: {
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display: true,
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text: 'Ngày'
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},
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grid: {
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display: false
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}
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}
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}
|
|
}
|
|
});
|
|
}
|
|
|
|
// Download data as CSV
|
|
function downloadData() {
|
|
if (!ndviData) return;
|
|
|
|
let csv = 'Date,NDVI\n';
|
|
ndviData.timeseries.forEach(item => {
|
|
csv += `${item.date},${item.ndvi}\n`;
|
|
});
|
|
|
|
const blob = new Blob([csv], { type: 'text/csv' });
|
|
const url = window.URL.createObjectURL(blob);
|
|
const a = document.createElement('a');
|
|
a.href = url;
|
|
a.download = `ndvi_timeseries_${new Date().toISOString().split('T')[0]}.csv`;
|
|
a.click();
|
|
window.URL.revokeObjectURL(url);
|
|
}
|
|
|
|
// Download chart as PNG
|
|
function downloadChart() {
|
|
if (!ndviChart) return;
|
|
|
|
const url = ndviChart.toBase64Image();
|
|
const a = document.createElement('a');
|
|
a.href = url;
|
|
a.download = `ndvi_chart_${new Date().toISOString().split('T')[0]}.png`;
|
|
a.click();
|
|
}
|
|
|
|
// Show error message
|
|
function showError(message) {
|
|
document.getElementById('errorContainer').style.display = 'block';
|
|
document.getElementById('errorMessage').textContent = message;
|
|
}
|
|
|
|
// Initialize on page load
|
|
window.onload = function() {
|
|
initMap();
|
|
};
|
|
</script>
|
|
</body>
|
|
</html>
|