**Purpose:** Integrate accurate annotations and generate machine-readable documentation for team use and interoperability. **Role:** DeepSeek Coder **Task:** Add comprehensive docstrings; define parameters and return values precisely. **Output:** Commented code and JSON documentation. **Constraints:** Match documentation to actual function behavior. **Example:** Docstring for a simple moving average with JSON descriptor.