Sketch

Sketch Overview

Sketch is an AI code-writing assistant designed specifically for pandas users. It understands the context of your data, thereby improving the relevance of its suggestions. It is easy to use and does not require the addition of a plugin to your IDE. Sketch uses efficient approximation algorithms to quickly summarize your data, and feeds that information into language models. This tool is particularly useful in data cataloging, data engineering, and data analysis.

Sketch Highlights

• Sketch provides a Natural Language interface that successfully navigates many tasks in the data stack landscape, including data cleaning, masking, and derived feature creation.
• It offers a basic question-answer system that returns answers based on the summary statistics and description of the data. This can be used to understand the data, get better column names, and ask hypotheticals.
• Sketch also includes a "code-writing" prompt that returns a code block you can use as a starting point for any question you have about the data.