Use Cases

Real-world applications

Data Exploration

A data scientist needs to quickly generate a report summarizing the characteristics of a new dataset.

Result: Using TableReport, the scientist obtains a detailed exploration report to guide further preprocessing.

Multi-Table Pipeline Validation

A machine learning practitioner works with multiple related dataframes and requires a validated preprocessing pipeline with hyperparameter tuning.

Result: MultiTableTransformer enables building and validating such pipelines efficiently.