Yusuf-Gana/Nigeria-Insurgency-Map

# 🦅 Nigeria Insurgency Tracker A data-driven intelligence platform engineered to track, map, and analyze conflict and insurgency across Nigeria. This project aims to provide real-time, actionable intelligence to aid in conflict resolution and restore regional stability. The system is built on a robust data pipeline capable of aggregating historical conflict datasets alongside live, scraped intelligence from regional networks. ## 🧠 Core Architecture The platform relies on a dual-ingestion pipeline, ensuring both broad historical context and immediate situational awareness. ### 1. Data Ingestion Pipeline * **Established Databases:** Automated ETL pipelines integrating with structured conflict databases (e.g., ACLED) to establish baseline historical trends and regional threat heatmaps. * **Custom Intelligence Scrapers:** Purpose-built asynchronous scrapers designed to monitor local networks, news feeds, and regional sources for real-time incident reporting. ### 2. Processing & Analytics * **ETL Framework:** Normalizes disparate data formats, resolves conflicting reports, and geocodes incident locations for spatial analysis. * **Threat Modeling:** Analyzes incident frequency, perpetrator tactics, and regional vulnerabilities to generate actionable insights and predictive trend lines. ## ⚙️ Installation & Setup 1. **Clone the repository:** ```bash git clone github.com cd Nigeria-Insurgency-Tracker