πŸŒͺ️ Enhanced Typhoon Analysis Platform

Advanced ML clustering, route predictions, and comprehensive tropical cyclone analysis including Tropical Depressions

Welcome to the Enhanced Typhoon Analysis Dashboard

This dashboard provides comprehensive analysis of typhoon data in relation to ENSO phases with advanced machine learning capabilities.

πŸš€ Enhanced Features:

  • All Basin Coverage: Loads data from ALL IBTrACS basins (WP, EP, NA, SP, SI, NI)
  • Complete Historical Range: Full coverage from 1851-2025 (175+ years)
  • ONI Independent: Analysis works with or without ONI data
  • Advanced ML Clustering: UMAP/t-SNE storm pattern analysis with separate visualizations
  • Predictive Routing: Advanced storm track and intensity forecasting with uncertainty quantification
  • Complete TD Support: Now includes Tropical Depressions (< 34 kt)
  • Taiwan Standard: Full support for Taiwan meteorological classification system
  • Enhanced Animations: High-quality storm track visualizations with both standards

πŸ“Š Data Status:

  • ONI Data: 77 years loaded
  • Typhoon Data: 35,410 records loaded
  • Merged Data: 650 typhoons with ONI values
  • Available Years: 1851 - 2025
  • Basin Coverage: All IBTrACS basins (WP, EP, NA, SP, SI, NI)

πŸ”§ Technical Capabilities:

  • UMAP Clustering: βœ… Available
  • AI Predictions: 🧠 Deep Learning
  • Enhanced Categorization: Tropical Depression to Super Typhoon
  • Platform: Optimized for Hugging Face Spaces
  • Maximum Data Utilization: All available storms loaded regardless of ONI

πŸ“ˆ Research Applications:

  • Climate change impact studies across all basins
  • Seasonal forecasting research
  • Storm pattern classification
  • ENSO-typhoon relationship analysis
  • Intensity prediction model development
  • Cross-regional classification comparisons
  • Historical trend analysis (1851-2025)