A profiling tool for tabular data leveraging the powerful capabilities of LLMs, appropriate for data scientists.
Project description
TableSage
A profiling tool for tabular data leveraging the powerful capabilities of LLMs, appropriate for data scientists.
Features
- Table-related features: Table-related features of TableSage.
- Table-related features: Attribute-related features of TableSage. Dashed lines indicate optional arguments, but at least one should be provided.
| Feature | Input | Output |
|---|---|---|
| Table Summarization | Table | Attribute |
| Table Type Annotation | Table | Attribute |
| Column Summarization | Table | Attribute |
| Column Type Annotation | Table | Attribute |
| Insights Acquisition | List of Official Attributes (Optional), List of Generated Attributes (Optional) (At least one) | List of Insights |
| Attributes Comparison | List of Official Attributes, List of Generated Attributes | List of Comparisons |
| Attributes Fusion | List of Official Attributes (Optional), List of Generated Attributes (Optional), List of Insights (Optional) (At least one) | Attribute |
Quickstart
Installation
pip install tablesage
Usage
To Be Added
Acknowledgements
This work was partially funded by the EU Horizon Europe projects STELAR (GA. 101070122)
Project details
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