Sketch is an AI code-writing assistant for pandas users that understands the context of your data, greatly improving the relevance of suggestions. Key features and advantages include:

• Efficient approximation algorithms: Sketch uses data sketches to quickly summarize your data and feed that information into language models
• Easy to use: Sketch is usable in seconds and doesn’t require adding a plugin to your IDE
• Improved relevance of suggestions: Sketch understands the context of your data, leading to more relevant code-writing suggestions
• Additional context: Sketch summarizes columns and writes summary statistics as additional context to be used by the code-writing prompt
• Future improvements: Sketch plans to feed sketches directly into custom made “data + language” foundation models to get more accurate results

Use cases for Sketch include:

• Improving the efficiency and accuracy of code writing for pandas users
• Streamlining the process of data analysis and manipulation
• Enhancing the ability to draw insights from data through more accurate and relevant code writing suggestions.