Curriculum Resource Allocation Optimization Spreadsheet Tool

Develop a Python-based spreadsheet tool that uses advanced optimization algorithms to analyze and recommend resource allocation across different academic departments. The script should interface with Google Sheets via the Sheets API, pulling historical budget and performance data to create predictive models. Implement machine learning techniques to suggest optimal budget distributions, considering factors like student enrollment, course effectiveness, and departmental performance metrics. Include a visualization module that generates interactive charts showing potential resource allocation scenarios.