About This Tool

Primary Use Case

Key Features

• Full historical scans every Sunday
• Incremental 30-day scans on Monday, Wednesday, and Friday
• Scheduled automation via GitHub Actions
• CSV output for data analysis
• Automatic dataset upload to Kaggle

Insights & Recommendations

Ensure you have the necessary permissions and API access to upload datasets to Kaggle. The tool is designed for educational and analytical purposes only.

Installation

Ensure Python 3.11+ is installed
Install dependencies with: pip install -r requirements.txt

Smart Usage Notes

• Repurposing: This tool can be adapted to monitor other types of open-source intelligence data, such as social media trends or public sentiment analysis, by modifying the API endpoints and data parsing logic.
• Chaining: Combine this tool with a SIEM platform to automatically trigger alerts when significant changes or patterns are detected in the equipment loss data, enhancing situational awareness.
• Evasion/Detection: Attackers might attempt to bypass this tool by altering the data at the source or using obfuscation techniques. To detect such attempts, implement integrity checks and cross-reference data with other OSINT sources.
• Data Fusion: Integrate the output of this tool with geospatial intelligence platforms to provide a comprehensive view of conflict zones, correlating equipment loss data with satellite imagery and other geolocation data.
• Automation: Use this tool in conjunction with a continuous integration/continuous deployment (CI/CD) pipeline to automate the deployment of updated datasets to machine learning models, ensuring they are trained on the latest data for predictive analytics.

Security Capability Profile