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Create a complete AI-Powered Cyberbullying Detection Portal web application using Python (Flask) with the following features:
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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>About | CyberGuardian</title>
<link rel="icon" type="image/x-icon" href="/static/favicon.ico">
<script src="https://cdn.tailwindcss.com"></script>
<script src="https://unpkg.com/feather-icons"></script>
</head>
<body class="bg-gray-50">
<nav class="bg-blue-600 text-white shadow-lg">
<div class="max-w-6xl mx-auto px-4">
<div class="flex justify-between h-16">
<div class="flex items-center">
<i data-feather="shield" class="mr-2"></i>
<span class="font-semibold text-xl">CyberGuardian</span>
</div>
<div class="hidden md:flex items-center space-x-4">
{% if current_user.is_authenticated %}
{% if current_user.role == 'admin' %}
<a href="/admin" class="px-3 py-2 hover:bg-blue-700 rounded-md">Admin</a>
{% else %}
<a href="/dashboard" class="px-3 py-2 hover:bg-blue-700 rounded-md">Dashboard</a>
{% endif %}
<a href="/about" class="px-3 py-2 bg-blue-700 rounded-md">About</a>
<a href="/logout" class="px-3 py-2 hover:bg-blue-700 rounded-md flex items-center">
<i data-feather="log-out" class="mr-1"></i> Logout
</a>
{% else %}
<a href="/about" class="px-3 py-2 bg-blue-700 rounded-md">About</a>
<a href="/privacy" class="px-3 py-2 hover:bg-blue-700 rounded-md">Privacy</a>
<a href="/login" class="px-3 py-2 bg-white text-blue-600 rounded-md font-medium">Login</a>
{% endif %}
</div>
<div class="md:hidden flex items-center">
<button class="mobile-menu-button">
<i data-feather="menu"></i>
</button>
</div>
</div>
</div>
</nav>
<div class="max-w-4xl mx-auto px-4 py-12">
<div class="text-center mb-12">
<h1 class="text-4xl font-bold text-blue-800 mb-4">About CyberGuardian</h1>
<p class="text-xl text-gray-600 max-w-2xl mx-auto">
Our mission is to create safer digital spaces through AI-powered toxicity detection.
</p>
</div>
<div class="bg-white rounded-lg shadow-md p-8 mb-12">
<h2 class="text-2xl font-bold text-gray-800 mb-6">How It Works</h2>
<div class="grid md:grid-cols-3 gap-8">
<div class="space-y-4">
<div class="bg-blue-100 w-12 h-12 rounded-full flex items-center justify-center">
<i data-feather="cpu" class="text-blue-600"></i>
</div>
<h3 class="text-lg font-semibold">AI-Powered Detection</h3>
<p class="text-gray-600">
Using state-of-the-art NLP models, we analyze text for toxic patterns including cyberbullying,
hate speech, and offensive language.
</p>
</div>
<div class="space-y-4">
<div class="bg-blue-100 w-12 h-12 rounded-full flex items-center justify-center">
<i data-feather="activity" class="text-blue-600"></i>
</div>
<h3 class="text-lg font-semibold">Confidence Scoring</h3>
<p class="text-gray-600">
Each analysis returns a confidence percentage indicating how likely the content is to be toxic,
helping you make informed decisions.
</p>
</div>
<div class="space-y-4">
<div class="bg-blue-100 w-12 h-12 rounded-full flex items-center justify-center">
<i data-feather="database" class="text-blue-600"></i>
</div>
<h3 class="text-lg font-semibold">Secure History</h3>
<p class="text-gray-600">
All your analyses are stored securely for your reference, with no data shared externally.
</p>
</div>
</div>
</div>
<div class="bg-white rounded-lg shadow-md p-8 mb-12">
<h2 class="text-2xl font-bold text-gray-800 mb-6">Our Technology</h2>
<div class="prose max-w-none">
<p>
CyberGuardian leverages the <strong>unitary/toxic-bert</strong> model from Hugging Face's Transformers library,
a state-of-the-art deep learning model fine-tuned specifically for toxicity detection.
</p>
<p class="mt-4">
The model analyzes text across multiple dimensions including:
</p>
<ul class="list-disc pl-5 mt-2">
<li>Explicit and implicit hate speech</li>
<li>Offensive language and slurs</li>
<li>Cyberbullying patterns</li>
<li>Threatening language</li>
</ul>
<p class="mt-4">
With an accuracy rate exceeding 90% on benchmark datasets, our system provides reliable
detection while minimizing false positives.
</p>
</div>
</div>
<div class="bg-white rounded-lg shadow-md p-8">
<h2 class="text-2xl font-bold text-gray-800 mb-6">Use Cases</h2>
<div class="grid md:grid-cols-2 gap-8">
<div class="border-l-4 border-blue-500 pl-4">
<h3 class="text-lg font-semibold mb-2">Social Media Moderation</h3>
<p class="text-gray-600">
Screen user-generated content before posting to maintain positive community standards.
</p>
</div>
<div class="border-l-4 border-blue-500 pl-4">
<h3 class="text-lg font-semibold mb-2">Education</h3>
<p class="text-gray-600">
Monitor school forums and messaging platforms to prevent cyberbullying among students.
</p>
</div>
<div class="border-l-4 border-blue-500 pl-4">
<h3 class="text-lg font-semibold mb-2">Workplace Communication</h3>
<p class="text-gray-600">
Maintain professional standards in internal communications and collaboration tools.
</p>
</div>
<div class="border-l-4 border-blue-500 pl-4">
<h3 class="text-lg font-semibold mb-2">Gaming Communities</h3>
<p class="text-gray-600">
Filter toxic chat messages to create more inclusive gaming environments.
</p>
</div>
</div>
</div>
</div>
<footer class="bg-gray-100 border-t">
<div class="max-w-6xl mx-auto px-4 py-8">
<div class="md:flex md:justify-between">
<div class="mb-8 md:mb-0">
<h2 class="text-lg font-semibold text-gray-900 mb-4">CyberGuardian</h2>
<p class="text-gray-600 max-w-xs">Making online spaces safer with AI-powered toxicity detection.</p>
</div>
<div class="grid grid-cols-2 gap-8 sm:grid-cols-3">
<div>
<h3 class="text-sm font-semibold text-gray-900 tracking-wider uppercase mb-4">Resources</h3>
<ul class="space-y-2">
<li><a href="/about" class="text-gray-600 hover:text-blue-600">About</a></li>
<li><a href="/privacy" class="text-gray-600 hover:text-blue-600">Privacy</a></li>
</ul>
</div>
<div>
<h3 class="text-sm font-semibold text-gray-900 tracking-wider uppercase mb-4">Legal</h3>
<ul class="space-y-2">
<li><a href="/privacy" class="text-gray-600 hover:text-blue-600">Privacy Policy</a></li>
<li><a href="#" class="text-gray-600 hover:text-blue-600">Terms</a></li>
</ul>
</div>
</div>
</div>
<div class="mt-8 pt-8 border-t border-gray-200 md:flex md:items-center md:justify-between">
<div class="flex space-x-6 md:order-2">
<a href="#" class="text-gray-400 hover:text-gray-500">
<i data-feather="twitter"></i>
</a>
<a href="#" class="text-gray-400 hover:text-gray-500">
<i data-feather="github"></i>
</a>
</div>
<p class="mt-8 text-base text-gray-500 md:mt-0 md:order-1">
&copy; 2023 CyberGuardian. All rights reserved.
</p>
</div>
</div>
</footer>
<script>feather.replace();</script>
</body>
</html>