Predictive Risk Scoring and Scenario Simulation Framework

Develop a comprehensive Python risk assessment framework that combines statistical modeling, machine learning, and Monte Carlo simulation techniques. Create a flexible system for generating probabilistic risk scores, simulating multiple scenarios, and providing nuanced risk insights. Implement advanced uncertainty quantification, support for complex input variables, and interactive visualization of risk distributions.