Boluwashola/network-analysis-system

Network Security System 🛡️

A comprehensive phishing detection system using machine learning to analyze URLs and network traffic patterns.

Features

• —URL Phishing Detection: Analyze URLs for phishing indicators
• —CSV Batch Analysis: Upload CSV files for bulk phishing detection
• —Real-time Analysis: Get instant results with detailed feature breakdown

How to Use

1. 1.URL Checker: Enter any URL to check if it's potentially malicious
2. 2.CSV Analysis: Upload a CSV file with network features for batch processing
3. 3.View Results: Get detailed analysis with risk levels and feature explanations

Technology Stack

• —Frontend: HTML/CSS (Jinja2 Templates)
• —Backend: FastAPI
• —Machine Learning: scikit-learn, Random Forest, Gradient Boosting
• —Data Processing: pandas, numpy
• —Feature Engineering: Custom URL analysis algorithms

Example URLs to Test

• —Safe: https://github.com
• —Suspicious: http://192.168.1.1/secure-bank-login-verify

Built with ❤️ for cybersecurity