First official stable release of HashPrep.
Key Features
- Intelligent Profiling: Detect missing values, skewed distributions, outliers, and data type inconsistencies.
- ML-Specific Checks: Identify data leakage, dataset drift, class imbalance, and low mutual information.
- Automated Preparation: Get suggestions for encoding, imputation, scaling, and transformations.
- Rich Reporting: Generate HTML, PDF, Markdown, and JSON reports with embedded visualizations.
- Production-Ready Pipelines: Output reproducible cleaning code and Sklearn preprocessing pipelines.
What's New
- Added hashprep checks command to discover available data quality checks.
- Added --output option to hashprep report for custom report naming.
- Hardened CLI error handling and configuration validation.
- Enhanced documentation and website.