Complex Demand Forecasting with External Factor Integration

Design a sophisticated demand forecasting system that integrates multiple data sources and advanced machine learning techniques. Create a Python framework that combines time series analysis, external economic indicators, social media sentiment, and machine learning ensemble methods. Develop probabilistic forecasting with confidence intervals and create an adaptive model that learns from new data continuously.