3D

3D - Claude 2

3D - Gemini 2

3D - GPT 2

Tabular

Tabular - Claude 1

Tabular - Claude 2

Tabular - Claude 3

Tabular - Gemini 1

Tabular - Gemini 2

Tabular - Gemini 3

Tabular - GPT 1

Tabular - GPT 2

Tabular - GPT 3

Network

Network - Claude 1

Network - Claude 2

Network - Claude 3

Network - Gemini 1

Network - Gemini 2

Network - Gemini 3

Network - GPT 1

Network - GPT 2

Network - GPT 3

Spatial

Spatial - Claude 1

Spatial - Claude 2

Spatial - Claude 3

Spatial - Gemini 1

Spatial - Gemini 2

Spatial - Gemini 3

Spatial - GPT 1

Spatial - GPT 2

Spatial - GPT 3

Field

Field - Claude 1

Field - Claude 2

Field - Claude 3

Field - Gemini 1

Field - Gemini 2

Field - Gemini 3

Field - GPT 1

Field - GPT 2

Field - GPT 3

Textual

Textual - Claude 1

Textual - Claude 2

Textual - Claude 3

Textual - Gemini 1

Textual - Gemini 2

Textual - Gemini 3

Textual - GPT 1

Textual - GPT 2

Textual - GPT 3

Dataset Suite: AI-Generated Visualizations

David Yoder & Dr. Katy Williams, Davidson College

Our Research

Exploring how Claude, Gemini, and ChatGPT create data visualizations across a variety of dataset types.

Study Overview

We use a test suite of 18 datasets across 6 dataset type: 3D, Field, Network, Spatial, Tabular, and Textual. We tested 3 datasets for each of the 6 dataset types. We chose to assess the AI capabilities in generating visualizations with minimal guidance. Our prompting typically involved uploading the unnamed dataset and asking, "Can you generate a visualization for this dataset?"

Publication

Forthcoming.