#487 · Primary category: AI Coding Assistants

sketch

ai codex copilot data data-science dataframe datasketch datasketches df ds gpt3 lambdaprompt pandas python sketches tabular-data

AI code-writing assistant that understands data content

Project last updated:02/08/24

GitHub Stars

2.3K

Forks

121

Contributors

5

License

MIT

Why we included this project

Sketch is a small Python library that adds an LLM to pandas without touching your IDE. After a pip install, every DataFrame you load gets a .sketch extension. You can ask questions about the data in plain English, and the assistant will also write copy-paste code for cleaning or plotting. It can generate new fields as well. The suggestions are based on the data's own summary statistics and content, so they're not just generic completions. That context awareness helps with tasks like spotting PII during cataloging or drafting feature-engineering steps. The methods are easy to adopt one at a time, so you can start with a single use case and expand from there. It's a lightweight way to get AI help with pandas without switching to a full IDE plugin.

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