LIDA

LIDA revolutionizes data exploration by harnessing the power of large language models (LLMs) like ChatGPT and GPT4 to generate stunning visualizations and infographics. This innovative tool provides a conversational interface, allowing you to effortlessly create grammar-agnostic visualizations from your data.

Comprising four distinct modules - the Summarizer, Goal Explorer, VisGenerator, and Infographer - LIDA seamlessly converts data into natural language summaries, outlines visualization goals, generates code for those visuals, and produces visually stunning graphics using image generation models. With support for popular programming languages like Python, R, and C++, LIDA offers an impressive range of operations on existing visualizations, including explanation, self-evaluation, repair, and recommendation.

LIDA's cutting-edge architecture cleverly combines LLMs and image generation models to tackle the complex multi-stage problem of visualization creation. While it may have limitations with certain grammar styles and varying performance levels, this powerful tool remains an invaluable asset for automating the entire visualization generation process.

What's more? LIDA is open-source, providing a Python API and a hybrid user interface that enables seamless interaction with your data to create engaging charts, infographics, and data stories.