AI Prompts for Automated Data Cleaning and Preprocessing — prompt 4

Create a comprehensive data standardization workflow for {dataset_description} that handles {data_issues} systematically. Design {programming_language} functions that automatically: (1) detect and standardize date/time formats, (2) clean and normalize text fields, (3) standardize categorical values, and (4) ensure consistent numerical formats. Include data validation checkpoints and error handling for edge cases commonly found in {business_context} datasets.