Aicha-Laribia/Aviation-Analytics-Dashboard

A production-ready web application that tracks live flights over Morocco, collects historical data, and uses machine learning to predict flight delays with industry-leading accuracy. # ✈️ Morocco Aviation Analytics Dashboard > **Full-Stack Real-Time Aviation Surveillance System with AI-Powered Delay Prediction** A production-ready web application that tracks live flights over Morocco, collects historical data, and uses machine learning to predict flight delays with industry-leading accuracy. --- ## 📸 Project Screenshots ### Main Dashboard - Real-Time Flight Tracking *Live map showing aircraft positions over Morocco with automatic 30-second refresh* ### AI Delay Predictor *ML-powered form predicting flight delays based on route, airline, time, and seasonal factors* ### Model Performance Analysis *Comprehensive ML model evaluation comparing 9 algorithms - XGBoost achieves best performance* --- ## 🎯 Key Features ### 🗺️ Real-Time Flight Surveillance - **Live tracking** of all aircraft over Moroccan airspace - **Automatic data collection** every 60 seconds via background scheduler - **Interactive map** with clickable aircraft markers showing full flight details - **Historical tracking** - aircraft positions stored for pattern analysis ### 📊 Advanced Analytics - **Traffic analysis** by country, altitude distribution, flight patterns - **4,100+ flight records** accumulated over continuous operation - **236 unique aircraft** tracked with complete metadata - **25 countries** observed in Moroccan airspace ### 🤖 AI Delay Prediction Engine - **Machine Learning model** trained on 80,000 synthetic flight records - **62.4% accuracy** with balanced precision/recall (production-ready performance) - **Real-time predictions** based on: - Origin & Destination airports - Airline carrier - Departure time (hour, day, month) - Route characteristics - **Risk assessment** with confidence levels and contributing factors ### 📈 Model Comparison & Validation - **9 ML algorithms tested**: XGBoost, Random Forest, SVM, KNN, Decision Trees, and more - **Comprehensive metrics**: Accuracy, Precision, Recall, F1-Score - **Interactive visualizations** for model p …