tablesage 0.0.5

A profiling tool for tabular data leveraging the powerful capabilities of LLMs, appropriate for data scientists.

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	Sub-Feature	Input	Output
Table	Table Summarization	Table	Property
	Table Type Annotation	Table	Property
Column	Column Summarization	Table	Property
	Column Type Annotation	Table	Property
Extraction	Insights Extraction	List of Official Properties (Optional) List of Generated Properties (Optional) (At least one)	List of Insights
	Spatial Information Extraction	Table Description	Property
	Temporal Information Extraction	Table Description	Property
Comparison	Properties Comparison	List of Official Properties List of Generated Properties	List of Comparisons
Fusion	Alternative Properties Fusion	List of Official Properties (Optional) List of Generated Properties (Optional) List of Insights (Optional) (At least one)	Property
	Complementary Properties Merging	List of Official Properties (Optional) List of Generated Properties (Optional) (At least one)	Property

Quickstart

Installation

pip install tablesage

Usage

You can easily use TableSage by:

from tablesage import TableSage

p = TableSage()
p.load_dataset(path=<path>, separator=<separator>)
profile = p.profile_dataset(<model>, endpoint=<openai-endpoint>, token=<token>)

You can find more information about OpenAI endpoints here.

Acknowledgements

This work was partially funded by the EU Horizon Europe projects STELAR (GA. 101070122)