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Stunning Python Streamlit From One Single Simple GPT-4 Prompt
Data Visualization   Latest   Machine Learning

Stunning Python Streamlit From One Single Simple GPT-4 Prompt

Last Updated on February 10, 2025 by Editorial Team

Author(s): John Loewen, PhD

Originally published on Towards AI.

Showcasing data storytelling on the global peace index dataset

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Recently, I have been constantly hassling GPT-4 to generate Python Streamlit dashboard code. I’ve been doing the hard work and putting in the time so that you don’t need to.

And I have come up with some great results!

The complexity and intricacy of Streamlit dashboard design is removed with the simplicity of GPT-4 prompting.

Starting with an interesting dataset, we can create a working interactive Python Streamlit dashboard with a single GPT-4 prompt.

Not possible you say β€” it can’t be done with a single prompt!

How about we do this together then? Let’s create a Streamlit dashboard with TWO pages:

Page 1: A dropdown menu allowing the user to select the Year. Display a global choropleth map and a Top 5 bar chart.Page 2: A global choropleth map showing change in peace index by country from 2008–2022 and a line chart showing global peace index averages.

From just one careful prompt. Here’s how it works.

Our focus here is theβ€œGlobal Peace Index” data downloaded from the visionofhumanity.org website (located HERE).

When we download the file, file it is in XLSX file with a few different worksheets. We can open the file and click on the β€œOverall… Read the full blog for free on Medium.

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