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LIDA
An open-source tool by Microsoft to automatically generate data visualizations, infographics, and data summaries using LLMs like GPT-4, compatible with Matplotlib, Seaborn, and more.
About LIDA
What the tool does and who it's for
LIDA is an open-source library developed by Microsoft Research for the automatic generation of visualizations and infographics using Large Language Models (LLMs). It functions as a grammar-agnostic tool, meaning it can generate code for any visualization library including Matplotlib, Seaborn, Altair, and D3.js. The tool consists of four core modules: a Summarizer that converts data into a natural language summary, a Goal Explorer that generates visualization ideas, a VisGenerator that writes and executes visualization code, and an Infographer that uses image generation models to create stylized, data-faithful infographics. LIDA also provides built-in capabilities for visualization evaluation, repair, and explanation, making it a comprehensive toolkit for automated data storytelling.
Key capabilities
Pricing
Free — plans below
Open Source
Free
- Full access to Python library
- Community support on GitHub
- Support for multiple LLM providers (OpenAI, Azure, PaLM)
- Local or server deployment
- Customizable visualization grammars
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