An Easy One Prompt Stunning Python Sunburst Dashboard With GPT4
Last Updated on June 11, 2024 by Editorial Team
Author(s): John Loewen, PhD
Originally published on Towards AI.
No-fuss beautiful Plotly sunburst chart with GPT-4 prompting
Top highlight
Sunburst chart representing UNHCR data (with assistance from Dall-E)
GPT-4 is terrific for generating data cleaning and visualization code in Python.
In combination with the right libraries β for example pandas and plotly β you can create fantastically pleasing, and interactive data visualizations
Today, I want to share with you a visually stunning and interactive dashboard (using the Python Plotly Dash library) that displays a multi-level sunburst chart β all created with a single prompt.
A sunburst chart allows us to display hierarchical multi-level data using concentric circles.
I have a terrific data set to demonstrate how sunburst charts can provide multi-level data analysis β the UN High Commission for Refugees dataset.
Starting with the data set, letβs use a modular step-by-step approach to create our dashboard with a single GPT-4 prompt.
The UN High Commission for Refugees (UNHCR) tracks statistics on refugee movements across the globe.
Their data is freely accessible HERE.
After clicking the link to get to the download page, we can be granular on the data that we select:
UNHCR download page β select βCountry of Originβ AND βCountry of Asylumβ
For this project, letβs retrieve the county of origin for each refugee and the country of asylum.
This is a perfect dataset to demonstrate the power… Read the full blog for free on Medium.
Join thousands of data leaders on the AI newsletter. Join over 80,000 subscribers and keep up to date with the latest developments in AI. From research to projects and ideas. If you are building an AI startup, an AI-related product, or a service, we invite you to consider becoming aΒ sponsor.
Published via Towards AI