Automatically explore data, generate visualizations and infographics from Spreadsheets using large language models like ChatGPT.
GPT Spreadsheets Visualization is a tool for generating data visualizations and data-faithful infographics. It work with any programming language and visualization libraries e.g. matplotlib, seaborn, altair, d3 etc and works with multiple large language model providers (ChatGPT, PaLM, Cohere, Huggingface).
It comprises of 4 modules - A SUMMARIZER that converts data into a rich but compact natural language summary, a GOAL EXPLORER that enumerates visualization goals given the data, a VISGENERATOR that generates, refines, executes and filters visualization code and an INFOGRAPHER module that yields data-faithful stylized graphics using IGMs.
GPT Spreadsheets Visualization leverages the language modeling and code writing capabilities of state-of-the-art LLMs in enabling core automated visualization capabilities (data summarization, goal exploration, visualization generation, infographics generation) as well as operations on existing visualizations (visualization explanation, self-evaluation, automatic repair, recommendation).
Data Summarization
Goal Generation
Visualization Generation
Visualization Editing
Visualization Explanation
Visualization Evaluation and Repair
Visualization Recommendation
Infographic Generation
Data Summarization
Datasets can be massive. GPT Spreadsheets Visualization summarizes data into a compact but information dense natural language representation used as grounding context for all subsequent operations.
Automated Data Exploration
Unfamiliar with a dataset? GPT Spreadsheets Visualization provides a fully automated mode that generates meaningful visualization goals based on the dataset.
Grammar-Agnostic Visualizations
Want visualizations created in python in Altair, Matplotlib, Seaborn etc? How about R, C++ ? GPT Spreadsheets Visualization is grammar agnostic i.e., can generate visualizations in any grammar represented as code.
Infographics Generation
Convert data into rich, embellished, engaging stylized infographics using image generation models. Think data stories, personalization (brand, style, marketing etc.)
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