Data at Depth

Data at Depth

Generative AI

How to Avoid the Most Frustrating Results With GPT-4 Automated Data Visuals

Getting around GPT-4’s most common chart fails with better prompting

John Loewen's avatar
John Loewen
Jul 18, 2025
∙ Paid
1
1
Share

LLMs have revolutionized the process for analyzing and visualizing datasets.

For example, with the Python pandas and matplotlib libraries, GPT-4 can visualize your charts, graphs, and maps on the fly without blinking an eye.

Voila, there they are.

Data at Depth is a reader-supported publication. To receive new posts and support my work, consider becoming a…

Keep reading with a 7-day free trial

Subscribe to Data at Depth to keep reading this post and get 7 days of free access to the full post archives.

Already a paid subscriber? Sign in
© 2025 John Loewen
Privacy ∙ Terms ∙ Collection notice
Start writingGet the app
Substack is the home for great culture