Clinical Trial Data Correlation Dashboard Generator

Create a Python-based automated dashboard generator that ingests multiple Excel workbooks from clinical trials, performs complex statistical correlations using numpy and scipy, and generates interactive visualizations. The solution must handle multiple sheet types, automatically detect variable relationships, and produce publication-ready statistical summaries. Include robust error handling for inconsistent data formats and implement machine learning predictive modeling alongside traditional statistical analysis.