AI Spreadsheets Visualization

AI 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 (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.

AI 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. AI 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? AI 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++ ? AI 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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