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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>Yahoo Webscope Anomaly Detection Dashboard</title>
<script src="https://cdn.tailwindcss.com"></script>
<script src="https://cdn.jsdelivr.net/npm/chart.js"></script>
<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.0/css/all.min.css">
<style>
.sidebar {
transition: all 0.3s ease;
}
.chart-container {
position: relative;
height: 300px;
width: 100%;
}
.anomaly-marker {
position: absolute;
width: 8px;
height: 8px;
border-radius: 50%;
background-color: #ef4444;
transform: translate(-50%, -50%);
z-index: 10;
}
.tooltip {
position: absolute;
background: rgba(0, 0, 0, 0.8);
color: white;
padding: 5px 10px;
border-radius: 4px;
font-size: 12px;
pointer-events: none;
z-index: 100;
opacity: 0;
transition: opacity 0.3s;
}
</style>
</head>
<body class="bg-gray-100 font-sans">
<div class="flex h-screen overflow-hidden">
<!-- Sidebar -->
<div class="sidebar bg-indigo-800 text-white w-64 flex-shrink-0">
<div class="p-4 border-b border-indigo-700">
<h1 class="text-xl font-bold flex items-center">
<i class="fas fa-chart-line mr-2"></i>
AnomalyScope
</h1>
</div>
<nav class="p-4">
<div class="mb-6">
<h2 class="text-sm uppercase text-indigo-300 font-semibold mb-2">Datasets</h2>
<ul>
<li class="mb-2">
<a href="#" class="flex items-center p-2 rounded bg-indigo-700">
<i class="fas fa-server mr-3"></i>
A1 Benchmark
</a>
</li>
<li class="mb-2">
<a href="#" class="flex items-center p-2 rounded hover:bg-indigo-700">
<i class="fas fa-server mr-3"></i>
A2 Benchmark
</a>
</li>
<li class="mb-2">
<a href="#" class="flex items-center p-2 rounded hover:bg-indigo-700">
<i class="fas fa-server mr-3"></i>
A3 Benchmark
</a>
</li>
<li class="mb-2">
<a href="#" class="flex items-center p-2 rounded hover:bg-indigo-700">
<i class="fas fa-server mr-3"></i>
A4 Benchmark
</a>
</li>
</ul>
</div>
<div>
<h2 class="text-sm uppercase text-indigo-300 font-semibold mb-2">Analysis Tools</h2>
<ul>
<li class="mb-2">
<a href="#" class="flex items-center p-2 rounded hover:bg-indigo-700">
<i class="fas fa-search mr-3"></i>
Anomaly Detection
</a>
</li>
<li class="mb-2">
<a href="#" class="flex items-center p-2 rounded hover:bg-indigo-700">
<i class="fas fa-chart-bar mr-3"></i>
Time Series Analysis
</a>
</li>
<li class="mb-2">
<a href="#" class="flex items-center p-2 rounded hover:bg-indigo-700">
<i class="fas fa-cogs mr-3"></i>
Model Settings
</a>
</li>
</ul>
</div>
</nav>
</div>
<!-- Main Content -->
<div class="flex-1 overflow-auto">
<!-- Header -->
<header class="bg-white shadow-sm p-4 flex justify-between items-center">
<div>
<h2 class="text-xl font-semibold text-gray-800">Yahoo Webscope Anomaly Detection</h2>
<p class="text-sm text-gray-500">Analyzing time series anomalies in real-world data</p>
</div>
<div class="flex items-center space-x-4">
<div class="relative">
<input type="text" placeholder="Search..." class="pl-10 pr-4 py-2 border rounded-lg focus:outline-none focus:ring-2 focus:ring-indigo-500">
<i class="fas fa-search absolute left-3 top-3 text-gray-400"></i>
</div>
<div class="flex items-center space-x-2">
<div class="w-8 h-8 rounded-full bg-indigo-500 flex items-center justify-center text-white">
<i class="fas fa-user"></i>
</div>
<span class="text-sm font-medium">Analyst</span>
</div>
</div>
</header>
<!-- Dashboard Content -->
<main class="p-6">
<!-- Stats Cards -->
<div class="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-4 gap-6 mb-6">
<div class="bg-white rounded-lg shadow p-6">
<div class="flex items-center justify-between">
<div>
<p class="text-sm font-medium text-gray-500">Total Data Points</p>
<p class="text-2xl font-bold text-gray-800">67,000</p>
</div>
<div class="p-3 rounded-full bg-indigo-100 text-indigo-600">
<i class="fas fa-database text-xl"></i>
</div>
</div>
</div>
<div class="bg-white rounded-lg shadow p-6">
<div class="flex items-center justify-between">
<div>
<p class="text-sm font-medium text-gray-500">Anomalies Detected</p>
<p class="text-2xl font-bold text-gray-800">1,450</p>
</div>
<div class="p-3 rounded-full bg-red-100 text-red-600">
<i class="fas fa-exclamation-triangle text-xl"></i>
</div>
</div>
</div>
<div class="bg-white rounded-lg shadow p-6">
<div class="flex items-center justify-between">
<div>
<p class="text-sm font-medium text-gray-500">Detection Accuracy</p>
<p class="text-2xl font-bold text-gray-800">92.3%</p>
</div>
<div class="p-3 rounded-full bg-green-100 text-green-600">
<i class="fas fa-check-circle text-xl"></i>
</div>
</div>
</div>
<div class="bg-white rounded-lg shadow p-6">
<div class="flex items-center justify-between">
<div>
<p class="text-sm font-medium text-gray-500">Processing Time</p>
<p class="text-2xl font-bold text-gray-800">1.2s</p>
</div>
<div class="p-3 rounded-full bg-blue-100 text-blue-600">
<i class="fas fa-stopwatch text-xl"></i>
</div>
</div>
</div>
</div>
<!-- Main Chart -->
<div class="bg-white rounded-lg shadow p-6 mb-6">
<div class="flex justify-between items-center mb-4">
<h3 class="text-lg font-semibold text-gray-800">Time Series with Anomaly Detection</h3>
<div class="flex space-x-2">
<select class="border rounded-md px-3 py-1 text-sm focus:outline-none focus:ring-2 focus:ring-indigo-500">
<option>Last 7 days</option>
<option>Last 30 days</option>
<option selected>Last 90 days</option>
<option>Last year</option>
</select>
<button class="bg-indigo-600 text-white px-3 py-1 rounded-md text-sm hover:bg-indigo-700 focus:outline-none focus:ring-2 focus:ring-indigo-500">
<i class="fas fa-download mr-1"></i> Export
</button>
</div>
</div>
<div class="chart-container">
<canvas id="mainChart"></canvas>
</div>
</div>
<!-- Anomaly Details and Model Performance -->
<div class="grid grid-cols-1 lg:grid-cols-3 gap-6">
<!-- Anomaly Details -->
<div class="bg-white rounded-lg shadow p-6 col-span-2">
<h3 class="text-lg font-semibold text-gray-800 mb-4">Recent Anomalies</h3>
<div class="overflow-x-auto">
<table class="min-w-full divide-y divide-gray-200">
<thead class="bg-gray-50">
<tr>
<th class="px-6 py-3 text-left text-xs font-medium text-gray-500 uppercase tracking-wider">Timestamp</th>
<th class="px-6 py-3 text-left text-xs font-medium text-gray-500 uppercase tracking-wider">Value</th>
<th class="px-6 py-3 text-left text-xs font-medium text-gray-500 uppercase tracking-wider">Expected</th>
<th class="px-6 py-3 text-left text-xs font-medium text-gray-500 uppercase tracking-wider">Deviation</th>
<th class="px-6 py-3 text-left text-xs font-medium text-gray-500 uppercase tracking-wider">Type</th>
</tr>
</thead>
<tbody class="bg-white divide-y divide-gray-200">
<tr>
<td class="px-6 py-4 whitespace-nowrap text-sm text-gray-500">2023-05-15 14:30</td>
<td class="px-6 py-4 whitespace-nowrap text-sm font-medium text-gray-900">142.56</td>
<td class="px-6 py-4 whitespace-nowrap text-sm text-gray-500">98.23</td>
<td class="px-6 py-4 whitespace-nowrap text-sm text-red-600 font-medium">+45.1%</td>
<td class="px-6 py-4 whitespace-nowrap">
<span class="px-2 inline-flex text-xs leading-5 font-semibold rounded-full bg-red-100 text-red-800">Spike</span>
</td>
</tr>
<tr>
<td class="px-6 py-4 whitespace-nowrap text-sm text-gray-500">2023-05-12 09:15</td>
<td class="px-6 py-4 whitespace-nowrap text-sm font-medium text-gray-900">32.11</td>
<td class="px-6 py-4 whitespace-nowrap text-sm text-gray-500">68.45</td>
<td class="px-6 py-4 whitespace-nowrap text-sm text-red-600 font-medium">-53.1%</td>
<td class="px-6 py-4 whitespace-nowrap">
<span class="px-2 inline-flex text-xs leading-5 font-semibold rounded-full bg-red-100 text-red-800">Drop</span>
</td>
</tr>
<tr>
<td class="px-6 py-4 whitespace-nowrap text-sm text-gray-500">2023-05-10 18:45</td>
<td class="px-6 py-4 whitespace-nowrap text-sm font-medium text-gray-900">215.78</td>
<td class="px-6 py-4 whitespace-nowrap text-sm text-gray-500">102.34</td>
<td class="px-6 py-4 whitespace-nowrap text-sm text-red-600 font-medium">+110.8%</td>
<td class="px-6 py-4 whitespace-nowrap">
<span class="px-2 inline-flex text-xs leading-5 font-semibold rounded-full bg-red-100 text-red-800">Spike</span>
</td>
</tr>
<tr>
<td class="px-6 py-4 whitespace-nowrap text-sm text-gray-500">2023-05-08 11:20</td>
<td class="px-6 py-4 whitespace-nowrap text-sm font-medium text-gray-900">45.67</td>
<td class="px-6 py-4 whitespace-nowrap text-sm text-gray-500">72.89</td>
<td class="px-6 py-4 whitespace-nowrap text-sm text-red-600 font-medium">-37.3%</td>
<td class="px-6 py-4 whitespace-nowrap">
<span class="px-2 inline-flex text-xs leading-5 font-semibold rounded-full bg-red-100 text-red-800">Drop</span>
</td>
</tr>
<tr>
<td class="px-6 py-4 whitespace-nowrap text-sm text-gray-500">2023-05-05 16:10</td>
<td class="px-6 py-4 whitespace-nowrap text-sm font-medium text-gray-900">178.92</td>
<td class="px-6 py-4 whitespace-nowrap text-sm text-gray-500">95.67</td>
<td class="px-6 py-4 whitespace-nowrap text-sm text-red-600 font-medium">+87.0%</td>
<td class="px-6 py-4 whitespace-nowrap">
<span class="px-2 inline-flex text-xs leading-5 font-semibold rounded-full bg-red-100 text-red-800">Spike</span>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<!-- Model Performance -->
<div class="bg-white rounded-lg shadow p-6">
<h3 class="text-lg font-semibold text-gray-800 mb-4">Model Performance</h3>
<div class="space-y-4">
<div>
<div class="flex justify-between mb-1">
<span class="text-sm font-medium text-gray-700">Precision</span>
<span class="text-sm font-medium text-gray-700">89.2%</span>
</div>
<div class="w-full bg-gray-200 rounded-full h-2.5">
<div class="bg-blue-600 h-2.5 rounded-full" style="width: 89.2%"></div>
</div>
</div>
<div>
<div class="flex justify-between mb-1">
<span class="text-sm font-medium text-gray-700">Recall</span>
<span class="text-sm font-medium text-gray-700">92.3%</span>
</div>
<div class="w-full bg-gray-200 rounded-full h-2.5">
<div class="bg-green-600 h-2.5 rounded-full" style="width: 92.3%"></div>
</div>
</div>
<div>
<div class="flex justify-between mb-1">
<span class="text-sm font-medium text-gray-700">F1 Score</span>
<span class="text-sm font-medium text-gray-700">90.7%</span>
</div>
<div class="w-full bg-gray-200 rounded-full h-2.5">
<div class="bg-purple-600 h-2.5 rounded-full" style="width: 90.7%"></div>
</div>
</div>
</div>
<div class="mt-6">
<h4 class="text-md font-medium text-gray-700 mb-2">Confusion Matrix</h4>
<div class="grid grid-cols-3 gap-1 text-center text-xs">
<div class="p-2"></div>
<div class="p-2 font-medium">Predicted Anomaly</div>
<div class="p-2 font-medium">Predicted Normal</div>
<div class="p-2 font-medium">Actual Anomaly</div>
<div class="p-2 bg-green-100 text-green-800 rounded">1,234 (TP)</div>
<div class="p-2 bg-red-100 text-red-800 rounded">102 (FN)</div>
<div class="p-2 font-medium">Actual Normal</div>
<div class="p-2 bg-red-100 text-red-800 rounded">114 (FP)</div>
<div class="p-2 bg-green-100 text-green-800 rounded">65,550 (TN)</div>
</div>
</div>
<div class="mt-6">
<button class="w-full bg-indigo-600 text-white py-2 rounded-md hover:bg-indigo-700 focus:outline-none focus:ring-2 focus:ring-indigo-500">
<i class="fas fa-cog mr-2"></i> Tune Model Parameters
</button>
</div>
</div>
</div>
</main>
</div>
</div>
<script>
// Generate sample data for the chart
function generateTimeSeriesData() {
const data = [];
const anomalies = [];
let value = 100;
for (let i = 0; i < 90; i++) {
// Base value with some noise
value = 100 + Math.sin(i / 5) * 30 + (Math.random() * 10 - 5);
// Add some anomalies
if (i === 15 || i === 45 || i === 70) {
value += 60 + Math.random() * 40;
anomalies.push({x: i, y: value});
} else if (i === 30 || i === 60) {
value -= 50 + Math.random() * 30;
anomalies.push({x: i, y: value});
}
data.push(value);
}
return {data, anomalies};
}
// Initialize the main chart
function initMainChart() {
const {data, anomalies} = generateTimeSeriesData();
const ctx = document.getElementById('mainChart').getContext('2d');
const chart = new Chart(ctx, {
type: 'line',
data: {
labels: Array.from({length: 90}, (_, i) => `Day ${i+1}`),
datasets: [
{
label: 'Time Series Data',
data: data,
borderColor: 'rgb(79, 70, 229)',
backgroundColor: 'rgba(79, 70, 229, 0.1)',
borderWidth: 2,
fill: true,
tension: 0.1
},
{
label: 'Anomalies',
data: data.map((val, idx) => {
const anomaly = anomalies.find(a => a.x === idx);
return anomaly ? anomaly.y : null;
}),
pointBackgroundColor: 'rgb(239, 68, 68)',
pointRadius: 5,
pointHoverRadius: 7,
showLine: false
}
]
},
options: {
responsive: true,
maintainAspectRatio: false,
plugins: {
tooltip: {
mode: 'index',
intersect: false,
},
legend: {
position: 'top',
}
},
scales: {
y: {
beginAtZero: false,
grid: {
color: 'rgba(0, 0, 0, 0.05)',
}
},
x: {
grid: {
display: false
}
}
},
interaction: {
mode: 'nearest',
axis: 'x',
intersect: false
}
}
});
// Add custom tooltips for anomalies
const chartContainer = document.querySelector('.chart-container');
anomalies.forEach(anomaly => {
const marker = document.createElement('div');
marker.className = 'anomaly-marker';
marker.style.left = `${(anomaly.x / 89) * 100}%`;
marker.style.top = `${100 - ((anomaly.y - 50) / 200) * 100}%`;
const tooltip = document.createElement('div');
tooltip.className = 'tooltip';
tooltip.innerHTML = `
<div class="font-bold">Anomaly Detected</div>
<div>Value: ${anomaly.y.toFixed(2)}</div>
<div>Day ${anomaly.x + 1}</div>
`;
marker.addEventListener('mouseover', () => {
tooltip.style.opacity = '1';
tooltip.style.left = `${(anomaly.x / 89) * 100 + 2}%`;
tooltip.style.top = `${100 - ((anomaly.y - 50) / 200) * 100 - 10}%`;
});
marker.addEventListener('mouseout', () => {
tooltip.style.opacity = '0';
});
chartContainer.appendChild(marker);
chartContainer.appendChild(tooltip);
});
}
// Initialize when DOM is loaded
document.addEventListener('DOMContentLoaded', function() {
initMainChart();
// Add click event to sidebar items
document.querySelectorAll('.sidebar a').forEach(link => {
link.addEventListener('click', function(e) {
e.preventDefault();
document.querySelectorAll('.sidebar a').forEach(a => a.classList.remove('bg-indigo-700'));
this.classList.add('bg-indigo-700');
});
});
});
</script>
<p style="border-radius: 8px; text-align: center; font-size: 12px; color: #fff; margin-top: 16px;position: fixed; left: 8px; bottom: 8px; z-index: 10; background: rgba(0, 0, 0, 0.8); padding: 4px 8px;">Made with <img src="https://enzostvs-deepsite.hf.space/logo.svg" alt="DeepSite Logo" style="width: 16px; height: 16px; vertical-align: middle;display:inline-block;margin-right:3px;filter:brightness(0) invert(1);"><a href="https://enzostvs-deepsite.hf.space" style="color: #fff;text-decoration: underline;" target="_blank" >DeepSite</a> - 🧬 <a href="https://enzostvs-deepsite.hf.space?remix=Daniela-C/yahoo-webscope-anomaly-detection-dataset" style="color: #fff;text-decoration: underline;" target="_blank" >Remix</a></p></body>
</html> |