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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Flood Vulnerability Assessment</title>
<style>
* {
margin: 0;
padding: 0;
box-sizing: border-box;
}
html,
body {
height: 100%;
font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif;
}
body {
background: #000;
color: #fff;
position: relative;
overflow-x: hidden;
}
/* Animated background */
.hero-background {
position: fixed;
top: 0;
left: 0;
width: 100%;
height: 100%;
background: linear-gradient(135deg, #0f172a 0%, #1e293b 50%, #0f172a 100%);
z-index: 0;
}
.hero-background::before {
content: '';
position: absolute;
top: 0;
left: 0;
width: 100%;
height: 100%;
background:
radial-gradient(circle at 20% 50%, rgba(59, 130, 246, 0.15) 0%, transparent 50%),
radial-gradient(circle at 80% 50%, rgba(139, 92, 246, 0.15) 0%, transparent 50%);
animation: pulse 8s ease-in-out infinite;
}
@keyframes pulse {
0%,
100% {
opacity: 1;
}
50% {
opacity: 0.5;
}
}
.page-wrapper {
position: relative;
z-index: 1;
min-height: 100vh;
}
/* Header with hero section */
.hero-header {
position: relative;
padding: 4rem 2rem;
text-align: center;
background: linear-gradient(180deg, rgba(15, 23, 42, 0.9) 0%, rgba(15, 23, 42, 0.7) 100%);
border-bottom: 2px solid rgba(59, 130, 246, 0.3);
}
.hero-header h1 {
font-size: 3.5em;
font-weight: 800;
margin-bottom: 1rem;
background: linear-gradient(135deg, #60a5fa 0%, #a78bfa 50%, #60a5fa 100%);
-webkit-background-clip: text;
-webkit-text-fill-color: transparent;
background-clip: text;
background-size: 200% auto;
animation: shine 3s linear infinite;
}
@keyframes shine {
to {
background-position: 200% center;
}
}
.hero-header .subtitle {
font-size: 1.3em;
color: #94a3b8;
font-weight: 300;
max-width: 700px;
margin: 0 auto;
}
/* Side navigation */
.main-container {
display: flex;
max-width: 1400px;
margin: 0 auto;
padding: 2rem;
gap: 2rem;
}
.side-nav {
width: 280px;
flex-shrink: 0;
position: sticky;
top: 2rem;
height: fit-content;
}
.nav-card {
background: rgba(30, 41, 59, 0.8);
backdrop-filter: blur(20px);
border-radius: 20px;
padding: 1.5rem;
border: 1px solid rgba(59, 130, 246, 0.2);
box-shadow: 0 10px 40px rgba(0, 0, 0, 0.4);
}
.nav-card h3 {
color: #e2e8f0;
font-size: 1.1em;
margin-bottom: 1.5rem;
padding-bottom: 1rem;
border-bottom: 1px solid rgba(59, 130, 246, 0.2);
}
.nav-link {
display: block;
padding: 1rem 1.25rem;
margin-bottom: 0.5rem;
background: transparent;
border: none;
color: #94a3b8;
text-align: left;
cursor: pointer;
border-radius: 12px;
font-size: 0.95em;
transition: all 0.3s ease;
position: relative;
overflow: hidden;
width: 100%;
}
.nav-link::before {
content: '';
position: absolute;
left: 0;
top: 0;
height: 100%;
width: 3px;
background: linear-gradient(180deg, #3b82f6, #8b5cf6);
transform: scaleY(0);
transition: transform 0.3s ease;
}
.nav-link:hover {
background: rgba(59, 130, 246, 0.1);
color: #e2e8f0;
transform: translateX(5px);
}
.nav-link.active {
background: linear-gradient(135deg, rgba(59, 130, 246, 0.2), rgba(139, 92, 246, 0.2));
color: #fff;
font-weight: 600;
}
.nav-link.active::before {
transform: scaleY(1);
}
/* Content area */
.content-area {
flex: 1;
min-width: 0;
}
.assessment-card {
display: none;
background: rgba(30, 41, 59, 0.8);
backdrop-filter: blur(20px);
border-radius: 20px;
padding: 3rem;
border: 1px solid rgba(59, 130, 246, 0.2);
box-shadow: 0 10px 40px rgba(0, 0, 0, 0.4);
animation: slideIn 0.4s ease;
}
.assessment-card.active {
display: block;
}
@keyframes slideIn {
from {
opacity: 0;
transform: translateY(20px);
}
to {
opacity: 1;
transform: translateY(0);
}
}
.card-header {
margin-bottom: 2rem;
}
.card-header h2 {
font-size: 2em;
color: #e2e8f0;
margin-bottom: 0.5rem;
}
.card-header p {
color: #94a3b8;
font-size: 1.05em;
}
/* Form styling */
.form-grid {
display: grid;
grid-template-columns: repeat(2, 1fr);
gap: 1.5rem;
margin-bottom: 2rem;
}
.input-card {
background: rgba(15, 23, 42, 0.6);
border: 1px solid rgba(59, 130, 246, 0.2);
border-radius: 16px;
padding: 1.5rem;
transition: all 0.3s ease;
}
.input-card:hover {
border-color: rgba(59, 130, 246, 0.4);
background: rgba(15, 23, 42, 0.8);
transform: translateY(-2px);
}
.input-card label {
display: flex;
align-items: center;
gap: 0.5rem;
margin-bottom: 0.75rem;
color: #cbd5e1;
font-weight: 600;
font-size: 0.95em;
}
.input-card label::before {
content: '';
width: 4px;
height: 16px;
background: linear-gradient(180deg, #3b82f6, #8b5cf6);
border-radius: 2px;
}
.input-card input,
.input-card select {
width: 100%;
padding: 0.875rem;
background: rgba(0, 0, 0, 0.3);
border: 1px solid rgba(148, 163, 184, 0.2);
border-radius: 10px;
color: #e2e8f0;
font-size: 1em;
transition: all 0.3s ease;
}
.input-card input:focus,
.input-card select:focus {
outline: none;
border-color: #3b82f6;
background: rgba(0, 0, 0, 0.5);
box-shadow: 0 0 0 3px rgba(59, 130, 246, 0.1);
}
.input-card .helper-text {
margin-top: 0.5rem;
font-size: 0.8em;
color: #64748b;
font-style: italic;
}
/* Height group with predict button */
.height-group {
display: flex;
align-items: stretch;
gap: 0;
background: rgba(0, 0, 0, 0.3);
border: 1px solid rgba(148, 163, 184, 0.2);
border-radius: 10px;
overflow: visible;
transition: all 0.3s ease;
}
.height-group input {
border-radius: 10px 0 0 10px;
}
.height-group button:last-child {
border-radius: 0 10px 10px 0;
}
.input-card {
overflow: visible;
}
.height-group:focus-within {
border-color: #3b82f6;
box-shadow: 0 0 0 3px rgba(59, 130, 246, 0.1);
}
.height-group input {
flex: 1;
padding: 0.875rem;
background: transparent !important;
border: none !important;
border-radius: 0 !important;
color: #e2e8f0;
font-size: 1em;
box-shadow: none !important;
}
.height-group input:focus {
outline: none;
}
.height-group button {
width: auto !important;
padding: 0.875rem 1.5rem !important;
background: linear-gradient(135deg, #3b82f6, #8b5cf6) !important;
color: white;
border: none;
border-left: 1px solid rgba(148, 163, 184, 0.3);
cursor: pointer;
font-size: 0.9em;
font-weight: 600;
white-space: nowrap;
transition: opacity 0.2s ease;
border-radius: 0 10px 10px 0 !important;
transform: none !important;
}
.height-group button:hover {
opacity: 0.9;
transform: none !important;
}
.height-group button:disabled {
opacity: 0.5;
cursor: not-allowed;
}
.gba-height-btn {
margin-top: 0.4rem;
align-self: flex-start;
background: rgba(96, 165, 250, 0.08);
border: 1px solid rgba(96, 165, 250, 0.25);
border-radius: 8px;
padding: 0.25rem 0.6rem;
font-size: 0.7em;
font-weight: 500;
color: #93c5fd;
cursor: pointer;
transition: background 0.2s ease, border 0.2s ease, color 0.2s ease;
}
.secondary-btn-style {
margin-top: 0.4rem;
align-self: flex-start;
background: rgba(96, 165, 250, 0.08);
border: 1px solid rgba(96, 165, 250, 0.25);
border-radius: 8px;
padding: 0.25rem 0.6rem;
font-size: 0.7em;
font-weight: 500;
color: #93c5fd;
cursor: pointer;
transition: background 0.2s ease, border 0.2s ease, color 0.2s ease;
}
.gba-height-btn:hover,
.secondary-btn-style:hover {
background: rgba(96, 165, 250, 0.18);
border-color: rgba(96, 165, 250, 0.5);
color: #bfdbfe;
}
.gba-height-btn:disabled,
.secondary-btn-style:disabled {
opacity: 0.4;
cursor: not-allowed;
}
.height-group .gba-height-btn {
margin-top: 0;
align-self: auto;
border-radius: 0;
border-left: 1px solid rgba(148, 163, 184, 0.3);
height: auto;
background: linear-gradient(135deg, #3b82f6, #8b5cf6);
color: white;
border: none;
padding: 0.875rem 1.5rem;
}
.height-group .gba-height-btn:hover {
background: linear-gradient(135deg, #3b82f6, #8b5cf6);
opacity: 0.9;
color: white;
border-color: transparent;
}
/* Custom tooltip styling for buttons */
.tooltip-btn {
position: relative;
}
.tooltip-btn::after {
content: attr(data-tooltip);
position: absolute;
bottom: calc(100% + 10px);
left: 50%;
transform: translateX(-50%);
padding: 10px 14px;
background: rgba(15, 23, 42, 0.95);
color: #e2e8f0;
font-size: 1em;
font-weight: 400;
border-radius: 8px;
border: 1px solid rgba(59, 130, 246, 0.3);
white-space: normal;
width: max-content;
max-width: 280px;
text-align: center;
opacity: 0;
visibility: hidden;
transition: opacity 0.2s ease, visibility 0.2s ease;
z-index: 1000;
box-shadow: 0 4px 15px rgba(0, 0, 0, 0.4);
pointer-events: none;
line-height: 1.4;
}
.tooltip-btn::before {
content: '';
position: absolute;
bottom: calc(100% + 2px);
left: 50%;
transform: translateX(-50%);
border-width: 8px;
border-style: solid;
border-color: rgba(15, 23, 42, 0.95) transparent transparent transparent;
opacity: 0;
visibility: hidden;
transition: opacity 0.2s ease, visibility 0.2s ease;
z-index: 1001;
}
.tooltip-btn:hover::after,
.tooltip-btn:hover::before {
opacity: 1;
visibility: visible;
}
/* Checkbox styling */
.checkbox-row {
display: flex;
align-items: center;
gap: 0.75rem;
padding: 1rem;
background: rgba(15, 23, 42, 0.6);
border: 1px solid rgba(59, 130, 246, 0.2);
border-radius: 12px;
cursor: pointer;
transition: all 0.3s ease;
}
.checkbox-row:hover {
background: rgba(15, 23, 42, 0.8);
border-color: rgba(59, 130, 246, 0.4);
}
.checkbox-row input[type="checkbox"] {
width: 20px;
height: 20px;
cursor: pointer;
accent-color: #3b82f6;
}
.checkbox-row label {
margin: 0 !important;
color: #cbd5e1;
font-weight: 500;
cursor: pointer;
flex: 1;
}
.checkbox-row label::before {
display: none;
}
/* Action buttons */
.action-section {
margin-top: 2rem;
padding-top: 2rem;
border-top: 1px solid rgba(59, 130, 246, 0.2);
}
.primary-button {
position: relative;
width: 100%;
padding: 1.25rem 2rem;
background: linear-gradient(135deg, #3b82f6 0%, #8b5cf6 100%);
color: white;
border: none;
border-radius: 12px;
font-size: 1.1em;
font-weight: 700;
cursor: pointer;
overflow: hidden;
transition: all 0.3s ease;
}
.primary-button::before {
content: '';
position: absolute;
top: 0;
left: -100%;
width: 100%;
height: 100%;
background: linear-gradient(90deg, transparent, rgba(255, 255, 255, 0.2), transparent);
transition: left 0.5s;
}
.primary-button:hover {
transform: translateY(-3px);
box-shadow: 0 10px 30px rgba(59, 130, 246, 0.4);
}
.primary-button:hover::before {
left: 100%;
}
.primary-button:active {
transform: translateY(-1px);
}
.primary-button:disabled {
background: #334155;
cursor: not-allowed;
transform: none;
}
/* Loading state */
.loading-state {
display: none;
text-align: center;
padding: 3rem;
}
.loading-spinner {
width: 60px;
height: 60px;
margin: 0 auto 1rem;
border: 4px solid rgba(59, 130, 246, 0.2);
border-top-color: #3b82f6;
border-radius: 50%;
animation: spin 1s linear infinite;
}
@keyframes spin {
to {
transform: rotate(360deg);
}
}
.loading-state p {
color: #94a3b8;
font-size: 1.1em;
}
/* Results section */
.results-section {
display: none;
margin-top: 2rem;
}
.results-header {
text-align: center;
padding: 2rem;
margin-bottom: 2rem;
background: linear-gradient(135deg, rgba(59, 130, 246, 0.15), rgba(139, 92, 246, 0.15));
border-radius: 16px;
border: 1px solid rgba(59, 130, 246, 0.3);
}
.results-header h2 {
font-size: 2em;
margin-bottom: 1rem;
color: #e2e8f0;
}
.risk-badge {
display: inline-block;
padding: 0.75rem 2rem;
border-radius: 30px;
font-weight: 700;
font-size: 1.2em;
text-transform: uppercase;
letter-spacing: 1px;
box-shadow: 0 4px 15px rgba(0, 0, 0, 0.3);
}
.risk-very-high {
background: linear-gradient(135deg, #dc2626, #b91c1c);
box-shadow: 0 4px 15px rgba(220, 38, 38, 0.4);
}
.risk-high {
background: linear-gradient(135deg, #ea580c, #c2410c);
box-shadow: 0 4px 15px rgba(234, 88, 12, 0.4);
}
.risk-moderate {
background: linear-gradient(135deg, #ca8a04, #a16207);
box-shadow: 0 4px 15px rgba(202, 138, 4, 0.4);
}
.risk-low {
background: linear-gradient(135deg, #16a34a, #15803d);
box-shadow: 0 4px 15px rgba(22, 163, 74, 0.4);
}
.risk-very-low {
background: linear-gradient(135deg, #0891b2, #0e7490);
box-shadow: 0 4px 15px rgba(8, 145, 178, 0.4);
}
/* Stats grid */
.stats-grid {
display: grid;
grid-template-columns: repeat(auto-fit, minmax(250px, 1fr));
gap: 1.5rem;
margin-bottom: 2rem;
}
.stat-card {
background: rgba(15, 23, 42, 0.6);
border: 1px solid rgba(59, 130, 246, 0.2);
border-radius: 16px;
padding: 1.5rem;
transition: all 0.3s ease;
}
.stat-card:hover {
border-color: rgba(59, 130, 246, 0.5);
transform: translateY(-5px);
box-shadow: 0 8px 25px rgba(0, 0, 0, 0.3);
}
.stat-label {
font-size: 0.9em;
color: #94a3b8;
text-transform: uppercase;
letter-spacing: 0.5px;
margin-bottom: 0.5rem;
}
.stat-value {
font-size: 2em;
font-weight: 700;
background: linear-gradient(135deg, #60a5fa, #a78bfa);
-webkit-background-clip: text;
-webkit-text-fill-color: transparent;
background-clip: text;
}
/* Detail sections */
.detail-section {
background: rgba(15, 23, 42, 0.6);
border: 1px solid rgba(59, 130, 246, 0.2);
border-radius: 16px;
padding: 2rem;
margin-bottom: 1.5rem;
}
.detail-section h3 {
font-size: 1.5em;
color: #e2e8f0;
margin-bottom: 1.5rem;
padding-bottom: 1rem;
border-bottom: 1px solid rgba(59, 130, 246, 0.2);
}
.metric-row {
display: flex;
justify-content: space-between;
align-items: center;
padding: 1rem 0;
border-bottom: 1px solid rgba(59, 130, 246, 0.1);
}
.metric-row:last-child {
border-bottom: none;
}
.metric-label {
color: #94a3b8;
font-weight: 500;
}
.metric-value {
color: #e2e8f0;
font-weight: 700;
font-size: 1.1em;
}
/* Confidence visualization */
.confidence-section {
background: rgba(15, 23, 42, 0.6);
border: 1px solid rgba(59, 130, 246, 0.2);
border-radius: 16px;
padding: 2rem;
margin-bottom: 1.5rem;
}
.confidence-bar-wrapper {
display: flex;
align-items: center;
gap: 1rem;
margin: 1.5rem 0;
}
.confidence-bar-wrapper span {
font-size: 0.85em;
color: #64748b;
font-weight: 600;
}
.confidence-bar {
flex: 1;
height: 40px;
background: rgba(0, 0, 0, 0.4);
border-radius: 20px;
overflow: hidden;
position: relative;
border: 1px solid rgba(59, 130, 246, 0.2);
}
.confidence-fill {
height: 100%;
transition: width 0.8s cubic-bezier(0.4, 0, 0.2, 1);
position: relative;
}
.confidence-high {
background: linear-gradient(90deg, #16a34a, #22c55e);
box-shadow: 0 0 20px rgba(34, 197, 94, 0.4);
}
.confidence-moderate-fill {
background: linear-gradient(90deg, #ca8a04, #fbbf24);
box-shadow: 0 0 20px rgba(251, 191, 36, 0.4);
}
.confidence-low-fill {
background: linear-gradient(90deg, #ea580c, #f97316);
box-shadow: 0 0 20px rgba(249, 115, 22, 0.4);
}
.confidence-text {
position: absolute;
left: 50%;
top: 50%;
transform: translate(-50%, -50%);
font-weight: 800;
color: white;
font-size: 1.1em;
text-shadow: 0 2px 4px rgba(0, 0, 0, 0.5);
z-index: 2;
}
/* Hazard breakdown */
.hazard-grid {
display: grid;
grid-template-columns: repeat(auto-fit, minmax(200px, 1fr));
gap: 1.5rem;
margin: 1.5rem 0;
}
.hazard-card {
background: linear-gradient(135deg, rgba(59, 130, 246, 0.1), rgba(139, 92, 246, 0.1));
border: 1px solid rgba(59, 130, 246, 0.3);
border-radius: 16px;
padding: 2rem;
text-align: center;
transition: all 0.3s ease;
}
.hazard-card:hover {
transform: scale(1.05);
border-color: rgba(59, 130, 246, 0.5);
box-shadow: 0 10px 30px rgba(59, 130, 246, 0.3);
}
.hazard-type {
font-size: 0.9em;
color: #94a3b8;
text-transform: uppercase;
letter-spacing: 0.5px;
margin-bottom: 1rem;
}
.hazard-value {
font-size: 3em;
font-weight: 800;
background: linear-gradient(135deg, #60a5fa, #a78bfa);
-webkit-background-clip: text;
-webkit-text-fill-color: transparent;
background-clip: text;
}
/* Explanation section */
.explanation-section {
background: rgba(15, 23, 42, 0.6);
border: 1px solid rgba(59, 130, 246, 0.2);
border-radius: 16px;
padding: 2rem;
margin-bottom: 1.5rem;
}
.factor-item {
display: flex;
align-items: center;
gap: 1rem;
margin: 1rem 0;
padding: 1rem;
background: rgba(0, 0, 0, 0.3);
border-radius: 12px;
}
.factor-name {
min-width: 200px;
color: #cbd5e1;
font-weight: 600;
}
.factor-bar {
flex: 1;
height: 28px;
background: rgba(59, 130, 246, 0.1);
border-radius: 14px;
overflow: hidden;
border: 1px solid rgba(59, 130, 246, 0.2);
}
.factor-fill {
height: 100%;
background: linear-gradient(90deg, #3b82f6, #8b5cf6);
transition: width 0.6s cubic-bezier(0.4, 0, 0.2, 1);
box-shadow: 0 0 15px rgba(59, 130, 246, 0.5);
}
.factor-percentage {
min-width: 60px;
text-align: right;
color: #e2e8f0;
font-weight: 700;
font-size: 1.05em;
}
/* Quality warnings */
.quality-warning {
background: linear-gradient(135deg, rgba(202, 138, 4, 0.2), rgba(161, 98, 7, 0.2));
border: 1px solid rgba(202, 138, 4, 0.4);
border-left: 4px solid #ca8a04;
border-radius: 12px;
padding: 1.5rem;
margin: 1.5rem 0;
}
.quality-warning h4 {
color: #fbbf24;
margin-bottom: 1rem;
display: flex;
align-items: center;
gap: 0.5rem;
}
.quality-warning ul {
list-style: none;
padding: 0;
}
.quality-warning li {
padding: 0.5rem 0;
color: #fde047;
padding-left: 1.5rem;
position: relative;
}
.quality-warning li::before {
content: '⚠';
position: absolute;
left: 0;
}
/* Error state */
.error-message {
background: linear-gradient(135deg, rgba(220, 38, 38, 0.2), rgba(185, 28, 28, 0.2));
border: 1px solid rgba(220, 38, 38, 0.4);
border-left: 4px solid #dc2626;
color: #fca5a5;
padding: 1.5rem;
border-radius: 12px;
margin: 1.5rem 0;
display: none;
}
/* Footer */
footer {
margin-top: 4rem;
padding: 2rem;
text-align: center;
color: #64748b;
border-top: 1px solid rgba(59, 130, 246, 0.2);
background: rgba(15, 23, 42, 0.6);
}
/* File upload styling */
input[type="file"] {
cursor: pointer;
padding: 1rem !important;
}
input[type="file"]::file-selector-button {
padding: 0.5rem 1rem;
background: linear-gradient(135deg, #3b82f6, #8b5cf6);
color: white;
border: none;
border-radius: 8px;
cursor: pointer;
margin-right: 1rem;
transition: all 0.3s;
}
input[type="file"]::file-selector-button:hover {
transform: translateY(-2px);
box-shadow: 0 4px 15px rgba(59, 130, 246, 0.4);
}
/* Pulse animation for predicted height */
@keyframes height-pulse {
0%,
100% {
background: rgba(0, 0, 0, 0.3);
}
50% {
background: rgba(59, 130, 246, 0.3);
}
}
.height-pulse {
animation: height-pulse 0.8s ease;
}
/* Responsive design */
@media (max-width: 1024px) {
.main-container {
flex-direction: column;
}
.side-nav {
width: 100%;
position: static;
}
.nav-card {
display: flex;
overflow-x: auto;
padding: 1rem;
}
.nav-card h3 {
display: none;
}
.nav-link {
white-space: nowrap;
margin-right: 0.5rem;
margin-bottom: 0;
}
}
@media (max-width: 768px) {
.hero-header h1 {
font-size: 2em;
}
.form-grid {
grid-template-columns: 1fr;
}
.stats-grid {
grid-template-columns: 1fr;
}
.assessment-card {
padding: 1.5rem;
}
.factor-name {
min-width: 120px;
font-size: 0.9em;
}
}
</style>
</head>
<body>
<div class="hero-background"></div>
<div class="page-wrapper">
<header class="hero-header" style="position: relative; padding-top: 40px; text-align: center;">
<!-- <div style="position: absolute; top: 7%; left: 1%; font-size: 3.2vw; line-height: 0.8;">
💦💧🌊
</div> -->
<div style="display: inline-block; text-align: center; max-width: 90%; margin: 0 auto;">
<h1 style="margin: 0; font-size: 3rem; line-height: 1.2;">
Flood Vulnerability Assessment
</h1>
<p class="subtitle" style="margin: 0.2rem 0 0 0; font-size: 1rem; line-height: 1.2;">
Global building-level assessment
</p>
</div>
</header>
<div class="main-container">
<!-- Side Navigation -->
<aside class="side-nav">
<div class="nav-card">
<h3>Assessment Tools</h3>
<button class="nav-link active" onclick="switchTab('basic')">Basic Assessment</button>
<button class="nav-link" onclick="switchTab('explained')">Detailed Explanation</button>
<button class="nav-link" onclick="switchTab('multihazard')">Multi-Hazard Analysis</button>
<button class="nav-link" onclick="switchTab('batch')">Batch Processing</button>
</div>
</aside>
<!-- Content Area -->
<main class="content-area">
<!-- Basic Assessment -->
<div id="basic-card" class="assessment-card active">
<div class="card-header">
<h2>Basic Assessment</h2>
<p>Quick vulnerability analysis for a single location</p>
</div>
<form onsubmit="assessLocation(event, '/assess', 'basic-results')">
<div class="form-grid">
<div class="input-card">
<label for="latitude">Latitude</label>
<input type="text" id="latitude" name="latitude" inputmode="text"
pattern="-?[0-9]*[.,]?[0-9]*" required placeholder="40.7128">
<p class="helper-text">Range: -90 to 90</p>
</div>
<div class="input-card">
<label for="longitude">Longitude</label>
<input type="text" id="longitude" name="longitude" inputmode="text"
pattern="-?[0-9]*[.,]?[0-9]*" autocomplete="off" required placeholder="-74.0060">
<p class="helper-text">Range: -180 to 180</p>
</div>
<div class="input-card">
<label for="height">Building Height</label>
<div class="height-group">
<input type="number" id="height" step="any" value="0" placeholder="5.0">
<button type="button" class="gba-height-btn tooltip-btn" data-lat-id="latitude"
data-lon-id="longitude" data-height-id="height" data-error-id="basic-error"
data-tooltip="The height is from Global Buildings Atlas.">
Get Height (GBA)
</button>
</div>
<button type="button" class="predict-height-btn secondary-btn-style tooltip-btn"
data-lat-id="latitude" data-lon-id="longitude" data-height-id="height"
data-error-id="basic-error"
data-tooltip="Uses the DL model to predict the building height, trained on Barcelona, Paris, Astana, and Vienna.">
Predict Height
</button>
<p class="helper-text">
Meters above ground (0 = ground level)
</p>
</div>
<div class="input-card">
<label for="basement">Basement Depth</label>
<input type="text" id="basement" name="basement" value="0" max="0" inputmode="text"
pattern="-?[0-9]*[.,]?[0-9]*" placeholder="-2.0">
<p class="helper-text">Meters below ground (negative values)</p>
</div>
</div>
<div class="action-section">
<button type="submit" class="primary-button">Analyze Location</button>
</div>
</form>
<div class="loading-state" id="basic-loading">
<div class="loading-spinner"></div>
<p>Analyzing terrain and water proximity...</p>
</div>
<div class="error-message" id="basic-error"></div>
<div class="results-section" id="basic-results"></div>
</div>
<!-- Explained Assessment -->
<div id="explained-card" class="assessment-card">
<div class="card-header">
<h2>Detailed Explanation</h2>
<p>Get comprehensive risk factor analysis with SHAP explanations</p>
</div>
<form onsubmit="assessLocation(event, '/explain', 'explained-results')">
<div class="form-grid">
<div class="input-card">
<label for="latitude2">Latitude</label>
<input type="text" id="latitude2" name="latitude2" pattern="-?[0-9]*[.,]?[0-9]*"
autocomplete="off" required placeholder="40.7128">
</div>
<div class="input-card">
<label for="longitude2">Longitude</label>
<input type="text" id="longitude2" name="longitude2" pattern="-?[0-9]*[.,]?[0-9]*"
autocomplete="off" required placeholder="-74.0060">
</div>
<div class="input-card">
<label for="height2">Building Height</label>
<div class="height-group">
<input type="number" id="height2" step="any" value="0">
<button type="button" class="gba-height-btn tooltip-btn" data-lat-id="latitude2"
data-lon-id="longitude2" data-height-id="height2"
data-error-id="explained-error"
data-tooltip="The height is from Global Buildings Atlas.">
Get Height (GBA)
</button>
</div>
<button type="button" class="predict-height-btn secondary-btn-style tooltip-btn"
data-lat-id="latitude2" data-lon-id="longitude2" data-height-id="height2"
data-error-id="explained-error"
data-tooltip="Uses the DL model to predict the building height, trained on Barcelona, Paris, Astana, and Vienna.">
Predict Height
</button>
<p class="helper-text">Meters above ground</p>
</div>
<div class="input-card">
<label for="basement2">Basement Depth</label>
<input type="text" id="basement2" name="basement2" inputmode="text"
pattern="-?[0-9]*[.,]?[0-9]*" step="0.1" value="0" max="0">
<p class="helper-text">Meters below ground (negative)</p>
</div>
</div>
<div class="action-section">
<button type="submit" class="primary-button">Analyze with Explanation</button>
</div>
</form>
<div class="loading-state" id="explained-loading">
<div class="loading-spinner"></div>
<p>Analyzing and generating explanation...</p>
</div>
<div class="error-message" id="explained-error"></div>
<div class="results-section" id="explained-results"></div>
</div>
<!-- Multi-Hazard Assessment -->
<div id="multihazard-card" class="assessment-card">
<div class="card-header">
<h2>Multi-Hazard Analysis</h2>
<p>Comprehensive assessment across fluvial, coastal, and pluvial hazards</p>
</div>
<form onsubmit="assessLocation(event, '/assess_multihazard', 'multihazard-results')">
<div class="form-grid">
<div class="input-card">
<label for="latitude3">Latitude</label>
<input type="text" id="latitude3" name="latitude3" pattern="-?[0-9]*[.,]?[0-9]*"
autocomplete="off" required placeholder="40.7128">
</div>
<div class="input-card">
<label for="longitude3">Longitude</label>
<input type="text" id="longitude3" name="longitude3" pattern="-?[0-9]*[.,]?[0-9]*"
autocomplete="off" required placeholder="-74.0060">
</div>
<div class="input-card">
<label for="height3">Building Height</label>
<div class="height-group">
<input type="number" id="height3" step="any" value="0">
<button type="button" class="gba-height-btn tooltip-btn" data-lat-id="latitude3"
data-lon-id="longitude3" data-height-id="height3"
data-error-id="multihazard-error"
data-tooltip="The height is from Global Buildings Atlas.">
Get Height (GBA)
</button>
</div>
<button type="button" class="predict-height-btn secondary-btn-style tooltip-btn"
data-lat-id="latitude3" data-lon-id="longitude3" data-height-id="height3"
data-error-id="multihazard-error"
data-tooltip="Uses the DL model to predict the building height, trained on Barcelona, Paris, Astana, and Vienna.">
Predict Height
</button>
<p class="helper-text">Meters above ground</p>
</div>
<div class="input-card">
<label for="basement3">Basement Depth</label>
<input type="text" id="basement3" name="basement3" inputmode="text"
pattern="-?[0-9]*[.,]?[0-9]*" step="0.1" value="0" max="0">
<p class="helper-text">Meters below ground (negative)</p>
</div>
</div>
<div class="action-section">
<button type="submit" class="primary-button">Run Multi-Hazard Analysis</button>
</div>
</form>
<div class="loading-state" id="multihazard-loading">
<div class="loading-spinner"></div>
<p>Analyzing multiple flood hazards...</p>
</div>
<div class="error-message" id="multihazard-error"></div>
<div class="results-section" id="multihazard-results"></div>
</div>
<!-- Batch Processing -->
<div id="batch-card" class="assessment-card">
<div class="card-header">
<h2>Batch Processing</h2>
<p>Upload a CSV file to assess multiple locations simultaneously</p>
</div>
<div class="form-grid">
<div class="input-card">
<label for="batchMode">Analysis Mode</label>
<select id="batchMode">
<option value="standard">Basic Assessment Model</option>
<option value="multihazard">Multi-Hazard Analysis</option>
</select>
<p class="helper-text">Choose the assessment type for batch processing</p>
</div>
<div class="input-card">
<label for="csvFile">CSV File</label>
<input type="file" id="csvFile" accept=".csv">
<p class="helper-text">Required columns: latitude, longitude in decimal degrees (e.g. 29.17,
-95.31). Optional: height(meters), basement (should be negative).</p>
</div>
</div>
<div class="input-card" style="margin-top: 1.5rem;">
<label for="heightSource">Building Height Source</label>
<select id="heightSource">
<option value="csv">Use height from CSV (default)</option>
<option value="gba">Use height from Global Buildings Atlas (GBA)</option>
<option value="predicted">Use DL-predicted building height</option>
</select>
<p class="helper-text">
Choose how to obtain building height for each row in the vulnerability assessment.
</p>
</div>
<div class="action-section">
<button class="primary-button" onclick="uploadBatch()">Process Batch</button>
</div>
<div class="loading-state" id="batch-loading">
<div class="loading-spinner"></div>
<p>Processing batch assessments...</p>
</div>
<div class="error-message" id="batch-error"></div>
<div class="results-section" id="batch-results"></div>
</div>
</main>
</div>
<footer>
© 2025 Flood Vulnerability Assessment | Powered by Google Earth Engine
</footer>
</div>
<script>
document.addEventListener('DOMContentLoaded', () => {
const buttons = document.querySelectorAll('.predict-height-btn');
if (!buttons.length) {
return;
}
buttons.forEach(button => {
const latId = button.dataset.latId;
const lonId = button.dataset.lonId;
const heightId = button.dataset.heightId;
const errorId = button.dataset.errorId;
button.addEventListener('click', () => {
predictHeight(latId, lonId, heightId, errorId, button);
});
});
});
async function predictHeight(latId, lonId, heightId, errorId, button) {
const latInput = document.getElementById(latId);
const lonInput = document.getElementById(lonId);
const heightInput = document.getElementById(heightId);
const errorBox = document.getElementById(errorId);
if (!latInput || !lonInput || !heightInput || !errorBox) {
return;
}
errorBox.style.display = 'none';
errorBox.textContent = '';
const latitude = parseFloat(latInput.value);
const longitude = parseFloat(lonInput.value);
if (isNaN(latitude) || isNaN(longitude)) {
errorBox.textContent = 'Please enter latitude and longitude first.';
errorBox.style.display = 'block';
return;
}
const originalText = button.textContent;
button.disabled = true;
button.textContent = 'Predicting...';
try {
const response = await fetch('/predict_height', {
method: 'POST',
headers: { 'Content-Type': 'application/json' },
body: JSON.stringify({
latitude,
longitude,
height: 0,
basement: 0
})
});
const data = await response.json();
if (!response.ok || data.status !== 'success' || data.predicted_height == null) {
const message = data.detail || data.error || 'Height prediction failed.';
throw new Error(message);
}
const h = Number(data.predicted_height);
heightInput.value = h.toFixed(2);
heightInput.classList.add('height-pulse');
setTimeout(() => {
heightInput.classList.remove('height-pulse');
}, 800);
} catch (err) {
errorBox.textContent = err.message || 'Height prediction failed.';
errorBox.style.display = 'block';
} finally {
button.disabled = false;
button.textContent = originalText;
}
}
function switchTab(tabName) {
document.querySelectorAll('.assessment-card').forEach(card => {
card.classList.remove('active');
});
document.querySelectorAll('.nav-link').forEach(link => {
link.classList.remove('active');
});
document.getElementById(tabName + '-card').classList.add('active');
event.target.classList.add('active');
}
async function assessLocation(event, endpoint, resultsId) {
event.preventDefault();
const tabName = resultsId.split('-')[0];
const suffix = endpoint === '/assess' ? '' : (endpoint === '/explain' ? '2' : '3');
const latitude = parseFloat(document.getElementById('latitude' + suffix).value);
const longitude = parseFloat(document.getElementById('longitude' + suffix).value);
const height = parseFloat(document.getElementById('height' + suffix).value) || 0;
const basement = parseFloat(document.getElementById('basement' + suffix).value) || 0;
document.getElementById(tabName + '-loading').style.display = 'block';
document.getElementById(resultsId).style.display = 'none';
document.getElementById(tabName + '-error').style.display = 'none';
try {
const response = await fetch(endpoint, {
method: 'POST',
headers: { 'Content-Type': 'application/json' },
body: JSON.stringify({ latitude, longitude, height, basement })
});
const data = await response.json();
if (data.status === 'success') {
displayResults(data, resultsId, endpoint);
} else {
throw new Error(data.detail || 'Assessment failed');
}
} catch (error) {
document.getElementById(tabName + '-error').textContent = error.message;
document.getElementById(tabName + '-error').style.display = 'block';
} finally {
document.getElementById(tabName + '-loading').style.display = 'none';
}
}
function formatFlag(flag) {
const flagMessages = {
'missing_elevation': 'Elevation data unavailable',
'missing_tpi': 'Topographic position data incomplete',
'missing_slope': 'Slope data incomplete',
'water_distance_unknown': 'Water proximity uncertain',
'far_from_water_search_limited': 'Far from major water bodies (search radius limited)',
'steep_terrain_dem_error_high': 'Steep terrain increases measurement uncertainty',
'coastal_surge_risk_not_modeled': 'Coastal surge dynamics not fully captured'
};
return flagMessages[flag] || flag.replace(/_/g, ' ');
}
function displayResults(data, resultsId, endpoint) {
const resultsDiv = document.getElementById(resultsId);
const assessment = data.assessment;
let html = '<div class="results-header">';
html += '<h2>Assessment Complete</h2>';
const riskClass = 'risk-' + assessment.risk_level.replace(/_/g, '-');
html += `<div class="risk-badge ${riskClass}">${assessment.risk_level.replace(/_/g, ' ')}</div>`;
html += '</div>';
html += '<div class="stats-grid">';
if (assessment.confidence_interval) {
const ci = assessment.confidence_interval;
html += `
<div class="stat-card">
<div class="stat-label">Vulnerability Index</div>
<div class="stat-value">${ci.point_estimate}</div>
<p style="font-size: 0.85em; color: #64748b; margin-top: 0.5rem;">
95% CI: ${ci.lower_bound_95}${ci.upper_bound_95}
</p>
</div>
`;
} else {
html += `
<div class="stat-card">
<div class="stat-label">Vulnerability Index</div>
<div class="stat-value">${assessment.vulnerability_index}</div>
</div>
`;
}
html += `
<div class="stat-card">
<div class="stat-label">Elevation</div>
<div class="stat-value">${assessment.elevation_m}m</div>
</div>
`;
if (assessment.distance_to_water_m !== null) {
html += `
<div class="stat-card">
<div class="stat-label">Distance to Water</div>
<div class="stat-value">${assessment.distance_to_water_m}m</div>
</div>
`;
}
html += '</div>';
if (assessment.uncertainty_analysis) {
const ua = assessment.uncertainty_analysis;
const confidenceValue = parseFloat(ua.confidence) || 0;
const barWidth = Math.round(confidenceValue * 100);
let confidenceClass = 'confidence-low-fill';
if (confidenceValue >= 0.75) confidenceClass = 'confidence-high';
else if (confidenceValue >= 0.55) confidenceClass = 'confidence-moderate-fill';
html += `
<div class="confidence-section">
<h3>Assessment Confidence</h3>
<div class="confidence-bar-wrapper">
<span>Low</span>
<div class="confidence-bar">
<div class="confidence-fill ${confidenceClass}" style="width: ${barWidth}%;"></div>
<span class="confidence-text">${barWidth}%</span>
</div>
<span>High</span>
</div>
<p style="margin-top: 1rem; color: #94a3b8; font-style: italic;">
${ua.interpretation}
</p>
</div>
`;
if (ua.data_quality_flags && ua.data_quality_flags.length > 0) {
const criticalFlags = ua.data_quality_flags.filter(flag =>
flag === 'steep_terrain_dem_error_high' ||
flag === 'coastal_surge_risk_not_modeled'
);
if (criticalFlags.length > 0) {
html += '<div class="quality-warning"><h4>⚠ Data Quality Notes</h4><ul>';
criticalFlags.forEach(flag => {
html += `<li>${formatFlag(flag)}</li>`;
});
html += '</ul></div>';
}
}
}
html += '<div class="detail-section"><h3>Terrain Analysis</h3>';
html += `
<div class="metric-row">
<span class="metric-label">Elevation</span>
<span class="metric-value">${assessment.elevation_m} m</span>
</div>
<div class="metric-row">
<span class="metric-label">Relative Elevation (TPI)</span>
<span class="metric-value">${assessment.relative_elevation_m !== null ? assessment.relative_elevation_m + ' m' : 'N/A'}</span>
</div>
<div class="metric-row">
<span class="metric-label">Slope</span>
<span class="metric-value">${assessment.slope_degrees !== null ? assessment.slope_degrees + '°' : 'N/A'}</span>
</div>
<div class="metric-row">
<span class="metric-label">Distance to Water</span>
<span class="metric-value">${assessment.distance_to_water_m !== null ? assessment.distance_to_water_m + ' m' : 'N/A'}</span>
</div>
`;
html += '</div>';
if (assessment.hazard_breakdown) {
const hb = assessment.hazard_breakdown;
html += '<div class="detail-section"><h3>Hazard Breakdown</h3>';
html += '<div class="hazard-grid">';
html += `
<div class="hazard-card">
<div class="hazard-type">Fluvial/Riverine</div>
<div class="hazard-value">${hb.fluvial_riverine}</div>
</div>
<div class="hazard-card">
<div class="hazard-type">Coastal Surge</div>
<div class="hazard-value">${hb.coastal_surge}</div>
</div>
<div class="hazard-card">
<div class="hazard-type">Pluvial/Drainage</div>
<div class="hazard-value">${hb.pluvial_drainage}</div>
</div>
`;
html += '</div>';
html += `<p style="margin-top: 1.5rem;"><strong>Dominant Hazard:</strong> ${assessment.dominant_hazard.replace(/_/g, ' ').toUpperCase()}</p>`;
html += '</div>';
}
if (data.explanation) {
const exp = data.explanation;
html += '<div class="explanation-section">';
html += '<h3>Risk Factor Analysis</h3>';
html += `<p style="margin-bottom: 1.5rem; color: #cbd5e1;"><strong>Top Risk Driver:</strong> ${exp.top_risk_driver}</p>`;
exp.explanations.forEach(factor => {
html += `
<div class="factor-item">
<span class="factor-name">${factor.factor}</span>
<div class="factor-bar">
<div class="factor-fill" style="width: ${factor.contribution_pct}%"></div>
</div>
<span class="factor-percentage">${factor.contribution_pct}%</span>
</div>
`;
});
html += '</div>';
}
resultsDiv.innerHTML = html;
resultsDiv.style.display = 'block';
}
async function getHeightFromGBA(latId, lonId, heightId, errorId, button) {
const lat = parseFloat(document.getElementById(latId).value);
const lon = parseFloat(document.getElementById(lonId).value);
const errorBox = document.getElementById(errorId);
if (errorBox) errorBox.textContent = '';
if (Number.isNaN(lat) || Number.isNaN(lon)) {
if (errorBox) errorBox.textContent = 'Please enter valid latitude and longitude.';
return;
}
const originalText = button.textContent;
button.disabled = true;
button.textContent = 'Fetching...';
try {
const resp = await fetch('/get_height_gba', {
method: 'POST',
headers: { 'Content-Type': 'application/json' },
body: JSON.stringify({ latitude: lat, longitude: lon, height: 0, basement: 0 })
});
const data = await resp.json();
if (!resp.ok) {
const msg = data?.detail || 'Failed to get GBA height';
throw new Error(msg);
}
const h = data.predicted_height;
if (h === null || h === undefined) {
throw new Error('No height returned');
}
document.getElementById(heightId).value = Number(h).toFixed(2);
} catch (e) {
if (errorBox) {
errorBox.textContent = String(e.message || e);
errorBox.style.display = 'block';
}
} finally {
button.disabled = false;
button.textContent = originalText;
}
}
document.querySelectorAll('.gba-height-btn').forEach(btn => {
btn.addEventListener('click', () => {
getHeightFromGBA(
btn.dataset.latId,
btn.dataset.lonId,
btn.dataset.heightId,
btn.dataset.errorId,
btn
);
});
});
async function uploadBatch() {
const fileInput = document.getElementById('csvFile');
const file = fileInput.files[0];
if (!file) {
alert('Please select a CSV file');
return;
}
document.getElementById('batch-loading').style.display = 'block';
document.getElementById('batch-results').style.display = 'none';
document.getElementById('batch-error').style.display = 'none';
const formData = new FormData();
formData.append('file', file);
try {
const mode = document.getElementById('batchMode').value;
const heightSource = document.getElementById('heightSource').value;
let endpoint = mode === 'multihazard' ? '/assess_batch_multihazard' : '/assess_batch';
if (heightSource === 'gba') {
const sep = endpoint.includes('?') ? '&' : '?';
endpoint = endpoint + sep + 'use_gba_height=true';
} else if (heightSource === 'predicted') {
const sep = endpoint.includes('?') ? '&' : '?';
endpoint = endpoint + sep + 'use_predicted_height=true';
}
const response = await fetch(endpoint, {
method: 'POST',
body: formData
});
if (response.ok) {
const blob = await response.blob();
const url = window.URL.createObjectURL(blob);
const a = document.createElement('a');
a.href = url;
const filename = mode === 'multihazard'
? 'multihazard_results.csv'
: 'vulnerability_results.csv';
a.download = filename;
document.body.appendChild(a);
a.click();
window.URL.revokeObjectURL(url);
document.getElementById('batch-results').innerHTML = `
<div class="results-header">
<h2>✓ Processing Complete</h2>
<p style="color: #94a3b8; margin-top: 1rem;">Results downloaded as ${filename}</p>
</div>
`;
document.getElementById('batch-results').style.display = 'block';
} else {
throw new Error('Batch processing failed');
}
} catch (error) {
document.getElementById('batch-error').textContent = error.message;
document.getElementById('batch-error').style.display = 'block';
} finally {
document.getElementById('batch-loading').style.display = 'none';
}
}
</script>
</body>
</html>