**Sketch** is an AI-powered code-writing assistant designed specifically for pandas users. It understands the context of your data, making its suggestions highly relevant and useful. Whether you're cataloging data, engineering features, or analyzing datasets, Sketch simplifies the process with its natural language interface.

What are the features of Sketch?

* **Data Catalogging**: Automatically tags data (e.g., PII identification) and generates metadata. * **Data Engineering**: Helps with data cleaning, masking, and creating derived features. * **Data Analysis**: Answers data-related questions and assists in creating visualizations.

What are the use cases of Sketch?

* **Data Scientists**: Quickly generate code snippets for data manipulation and analysis. * **Data Engineers**: Simplify data cleaning and feature extraction tasks. * **Analysts**: Get instant answers to data-related questions without deep coding knowledge.

1. Install Sketch using pip: `pip install sketch`. 2. Import Sketch into your Python environment: `import sketch`. 3. Use the `.sketch` extension on any pandas dataframe to access its features. 4. Utilize `.sketch.ask` for general questions, `.sketch.howto` for code generation, and `.sketch.apply` for advanced data generation tasks.

How does Sketch understand the context of my data?

Sketch uses efficient approximation algorithms to quickly summarize your data, feeding this information into language models to generate relevant suggestions.

Can I use Sketch without an internet connection?

Yes, you can use pre-built Hugging Face models like MPT-7B and StarCoder, which run entirely locally once you download the model weights.

Do I need an API key to use Sketch?

For advanced features like `.sketch.apply`, you’ll need an OpenAI API key. However, basic features like `.sketch.ask` and `.sketch.howto` work without one.

Sketch

5.0

19.25%

Sketch is an AI code-writing assistant that understands data context, making it a powerful tool for pandas users. It simplifies data catalogging, engineering, and analysis with its natural language interface.

Added on: 2025.03.04

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