AI Prompts for Automated Data Cleaning and Preprocessing — prompt 5

You are a data engineer building an automated preprocessing pipeline for {dataset_description} using {tool_preference}. Create a modular, reusable system that handles {data_issues} and prepares data for {target_analysis}. Include configuration parameters for different cleaning strategies, logging for audit trails, data quality metrics calculation, and automated testing to ensure pipeline reliability. Design the system to handle new data batches with minimal manual intervention.