AI Prompts for Automated Data Cleaning and Preprocessing — prompt 1

You are a data quality expert analyzing a {dataset_description} for {business_context}. Examine the dataset characteristics and provide a structured data quality report that identifies: (1) missing value patterns by column, (2) potential outliers and anomalies, (3) inconsistent formats or values, (4) duplicate records, and (5) data type mismatches. For each issue found, rank its severity (high/medium/low) and suggest specific {programming_language} solutions with estimated effort required.