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LIDA
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.
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Pricing
Prompts & Results
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861,101644v1.6 released 22d agoFree + from $12/mo
Reducing manual efforts in first-pass during code-review process helps speed up the "final check" before merging PRs -
12,974102v2.1 released 2mo agoFree + from $45/mo
This is the first AI marketing tool I’ve used that actually helps me get things done, not just suggest generic ideas. The mix of AI-powered strategy and real experts executing the work makes it feel like having a high-performance marketing team without the overhead
Pros and Cons
Pros
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Cons
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7 alternatives to LIDA for Data visualization
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Chat with your data to get beautiful visualization.33,713175v2.0 released 7mo agoFree + from $75/yr -
Smart insights for business, stunning visuals for creators.26,60496Released 3mo ago100% FreeI 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. -
Turn Data into Stunning Charts in Seconds20,76423Released 2mo agoFree + from $20/moI 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??? -
Supercharge Power BI dashboards with AI-driven insights3,64036Released 2y agoFree + from $15/mo -
Turn complex data into clear insights with AI.2,63651Released 1y agoFree + from $10/mo -
Visualize data effortlessly with AI-powered insights.2,08826Released 1y agoNo pricing -
Your AI data analyst for instant visualizations.1,76528Released 1y agoFrom $9/mo
Q&A
If you liked LIDA
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20,23786Released 2y agoNo pricingI really value the sentiment analysis tool—it simplifies understanding customer feedback by picking up on their emotions. Plus, the way it groups comments into topics is super helpful for decision-making.
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8,021174Released 1y ago100% FreeI really like DataLine, but I'm kinda biased cause I built it.
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