Sketch Product Information
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 the sketch library and access it using the .sketch extension on any pandas dataframe. Use .sketch.ask for question-answering, .sketch.howto for code-writing prompts, and .sketch.apply for data generation tasks.
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 Use Cases
- #1Data cataloging (PII identification, metadata generation)
- #2Data engineering (data cleaning, masking, feature creation)
- #3Data analysis (answering questions, visualization, model building)
FAQ from Sketch
How do I use Sketch?
Import the library, then access the .sketch extension on any pandas dataframe. You can utilize .sketch.ask, .sketch.howto, and .sketch.apply to access different features.
Do I need an OpenAI API key?
Yes, an OpenAI API key is required to use the .sketch.apply function for data generation.
Can I run Sketch locally?
Yes, you can run Sketch locally by configuring the necessary environment variables and downloading the required model weights from Hugging Face.
Sketch Pricing
Free
$0
Free plan available.
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