Sketch

Sketch is an AI code-writing assistant for pandas users that understands the context of their data, greatly improving the relevance of suggestions. It is usable in seconds and doesn't require adding a plugin to an IDE. Sketch uses efficient approximation algorithms (data sketches) to quickly summarize data and feed that information into language models. It summarizes columns and writes these summary statistics as additional context for the code-writing prompt.

Import sketch, and then use the .sketch extension on any pandas dataframe. Use .sketch.ask for question-answer, .sketch.howto for code-writing prompts, and .sketch.apply for data generation.