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LIDA
Overview
LIDA is a powerful tool that automates data exploration and generates visualizations and infographics using large language models (LLMs) like ChatGPT and GPT4.
It provides a conversational interface for automatic generation of grammar-agnostic visualizations from data. LIDA consists of four modules: the Summarizer, which converts data into a compact natural language summary; the Goal Explorer, which enumerates visualization goals based on the data; the VisGenerator, which generates, refines, executes, and filters visualization code; and the Infographer, which produces data-faithful stylized graphics using image generation models.LIDA is compatible with any programming language or visualization grammar, allowing users to create visualizations in Python (e.g., Altair, Matplotlib, Seaborn), R, C++, and more.
It also offers operations on existing visualizations, such as visualization explanation, self-evaluation, automatic repair, and recommendation.The tool supports various capabilities, including data summarization, automated data exploration, grammar-agnostic visualizations, and infographics generation.
It leverages the language modeling and code-writing capabilities of LLMs, enabling core automated visualization capabilities. LIDA also provides operations on generated visualizations, such as visualization explanation, self-evaluation, visualization repair, and visualization recommendations.LIDA's architecture combines LLMs and image generation models (IGMs) to address the multi-stage generation problem of visualization creation.
It is open-source and offers a Python API and a hybrid user interface for interactive chart, infographic, and data story generation.While LIDA has limitations with visualization grammars not well-represented in the LLM's training dataset and performance variations depending on the choice of visualization libraries and code generation capabilities, it remains a powerful tool for automating the visualization generation process.
Releases
Top alternatives
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Poojitha Bandaru🙏 3 karmaDec 26, 2025@ColumnsUI Experience is fast & good with free account limited data (100 csv records) but no 3rd party integrations and limited data connection and no 3D /funnel many more chart visualizations are missing.
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I felt there is need of more ready made templates. But, it does what it claims. I chose one question suggested by the AI agent, and it created the infographics in few seconds. It's cool. Saving it for future reference.
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I was just trying to get a quick graph showing population evolution over the last 30 years, didn’t have the dataset ready, so I was hoping the tool could auto-fill something reasonable. But it literally gave me three values. Three?? For 30 years?? What kind of trend can I possibly see with that? If the tool offers to research the data, it should at least offer a full timeline. And when I pasted the data I found, it created a literally bar chart???
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