Predictive Data Interpolation with Machine Learning Integration

Create a spreadsheet framework that implements advanced statistical interpolation techniques for handling missing data, incorporating machine learning prediction models. Develop a modular approach that can automatically detect data patterns, choose appropriate interpolation methods (linear, polynomial, spline), and provide confidence interval visualizations. The solution should be flexible enough to work across different data types and handle time-series, categorical, and numerical datasets.