Sketch
What is 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.
How to use Sketch?
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.
Sketch's Core Features
AI-powered code suggestions for pandas
Data understanding through data sketches
Natural language interface for data analysis
Local and remote execution options
Sketch's Use Cases
Data cataloging (PII identification, metadata generation)
Data engineering (data cleaning, masking, feature creation)
Data analysis (answering questions, visualization, model building)
FAQ from Sketch
How do I use Sketch?
Do I need an OpenAI API key?
Can I run Sketch locally?
Sketch Reviews (0)
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