Better GPT-4 Prompting: Surprisingly Simple Streamlit Mapping on Global Generosity
Last Updated on August 29, 2025 by Editorial Team
Author(s): John Loewen, PhD
Originally published on Towards AI.
Modular prompts for an awesome interactive dashboard
Python Streamlit is a terrific tool for creating interactive web interfaces — and GPT-4 can whip up slick functional Streamlit code in a jiffy.

This article discusses how to leverage Python and GPT-4 to create interactive web applications using Streamlit, demonstrating with the Charity Aid Foundation’s World Giving Index dataset. The process includes loading data for analysis, generating visual representations of generosity metrics, and enhancing the application with user-selectable options for a more tailored experience.
Read the full blog for free on Medium.
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