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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 Attribute-related 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)

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