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LIDA
Data visualization
Free

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.

Rating
0
Reviews
0
Upvotes
3 months ago
Listed
Data visualization
Infographics
Data analysis
Open source
Python library
LLM
AutoViz
Generative AI
Tool information
Provider
Microsoft
Platforms
Web
Windows
macOS
Linux
Languages
English
API Available
Yes
Added to directory
3 months ago
Last updated
about 2 months ago
Rating
Not available
Pricing
Free

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

Data Summarization: Converts raw datasets into rich natural language summaries for LLM context.
Automated Goal Exploration: Automatically generates meaningful visualization goals based on the dataset.
Grammar-Agnostic Generation: Creates code for any library (Matplotlib, Seaborn, Altair, D3.js, etc.).
Infographics Generation: Transforms standard charts into stylized graphics using image generation models.
Visualization Evaluation: Scores charts across dimensions like aesthetics, compliance, and bugs.
Self-Repair: Automatically fixes or improves visualization code based on feedback or error logs.
Visualization Explanation: Provides detailed natural language descriptions of the generated code and charts.
Python & Web API: Can be used as a library or deployed as a web service with a UI.

Pricing

Free — plans below

Open Source

Most popular

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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