First and foremost, it is crucial to define the business objectives and goals you aim to achieve through the analysis. Clearly outlining these objectives will shape the entire trajectory of the analysis. For our platform, we established several key questions that our analysis aims to answer. You can adopt these goals as they are or customize them to suit your specific needs:
🌐 Cybersecurity Threat Analysis Dashboard
Welcome to the Cybersecurity Threat Analysis Dashboard, your go-to tool for exploring, analyzing, and mitigating vulnerabilities in software and hardware. This dashboard combines comprehensive data analysis, visualization, and machine learning insights to help IT and security professionals make informed decisions.
📌 Overview
The cybersecurity landscape evolves daily, with new vulnerabilities constantly emerging. This dashboard provides actionable insights into:
•The distribution of vulnerabilities across vendors, products, and regions.
•Severity levels based on the Common Vulnerability Scoring System (CVSS).
•Real-time global cybersecurity attack data.
•Predictive analysis using machine learning to classify vulnerability severity.
🔍 Objectives
1. Identify Critical Vulnerabilities: Highlight vulnerabilities with the highest impact to prioritize response efforts.
2. Analyze Severity Trends: Understand the distribution of vulnerabilities by severity levels (Low, Medium, High, Critical).
3. Predict Vulnerability Severity: Use machine learning to classify vulnerabilities based on historical data.
4. Enhance Threat Awareness: Visualize global attack trends in real-time to stay updated.
📊 Data Insights
CVE Dataset Overview
•Contains information on vulnerabilities (CVE IDs, descriptions, severity levels, vendors, and products).
•Focuses on the most critical vulnerabilities for effective risk assessment.
Vulnerability Analysis
•Top 25 Vulnerabilities: Analyze vendors, products, and CVE assigners with the highest number of vulnerabilities.
•Software vs. Hardware: Understand which systems are most affected by vulnerabilities.
Severity Distribution
•Explore CVSS scores categorized into severity levels to identify high-risk areas.
Real-Time Cybersecurity Attacks
•Interactive 3D world map displaying the country-wise distribution of cyberattacks.
•Highlights attack patterns to assist in global threat monitoring.
🛠 Features
Interactive Visualizations
•Bar Charts: Visualize vulnerability counts by severity, vendor, and product.
•3D Maps: Explore global attack patterns in dark mode for enhanced readability.
•Filter Options: Narrow down data by vendor, product, or severity level.
Machine Learning Analysis
•Random Forest Classification: Predict CVSS severity levels based on vendor, product, and other attributes.
•Imputation for Missing Data: Handle incomplete data effectively to ensure accurate predictions.
•Vendor-Specific Filters: Analyze vulnerabilities specific to vendors or products.
Threat Detection Tools
•Analyze website security for phishing, malware, and SQL injection threats.
•Extract cookies from static and dynamic websites to monitor potential risks.
🔥 Key Questions Answered
1. Which vendors and products are most vulnerable?
2. What is the severity distribution of vulnerabilities?
3. Which global regions are experiencing the most attacks?
4. How can machine learning assist in predicting vulnerabilities?
5. What immediate actions can be taken to mitigate risks?
👥 Target Audience
This dashboard is designed for:
•Cybersecurity Analysts: Gain actionable insights to protect systems.
•IT Administrators: Prioritize mitigation efforts based on data-driven insights.
•Business Owners: Understand risks associated with their software or hardware.
🚀 How to Use
1. Explore Vulnerabilities: Navigate the tabs to view critical vulnerabilities and their distribution.
2. Filter Data: Use vendor and product filters to refine your analysis.
3. Monitor Attacks: Check the real-time map to stay informed about global threats.
4. Run Predictions: Use the machine learning tool to classify vulnerabilities.
🎯 Your Action Plan
1. Identify and address critical vulnerabilities immediately.
2. Leverage predictive insights to prepare for future threats.
3. Monitor attack patterns and strengthen your defenses.