GPT-4 On-the-Fly DataVisualization Tools: A Simple Mapping Example
Author(s): John Loewen, PhD Originally published on Towards AI. Super quick charts and maps from the Global Peace Index CSV With data analysis, one of the most challenging things to do is to transform raw numbers into meaningful stories. With AI, there …
Converting Textual data to Tabular form using NLP
Author(s): Danish Javed Originally published on Towards AI. Flow Diagram of Architecture Followed in Article Introduction: Larger textual files may be more difficult to manage than tabular data because tabular data facilitates understanding by visualizing information in an organized manner.This article will …
GeoGPT+ Tutorial: Web-Ready Map Visuals From GIS Forest Fire Data
Author(s): John Loewen, PhD Originally published on Towards AI. Step-by-step guide on using the GPT-4 GeoGPT+ plug-inDall-E image: impressionist painting of a heat map on a computer screen hovering over a forest fire GeoGPT+ improves geospatial analysis by providing real-time data integration …
My GPT-4 One-Prompt Python Plotly Interactive Dashboard
Author(s): John Loewen, PhD Originally published on Towards AI. Single-step prompting for interactive CO2 global emissions data Recently I have been focusing on refining my GPT-4 prompting for interactive dashboard visualizations. I’ve been putting in the time to figure this out — …
GPT-4 One-Prompt Dashboard Showdown: Plotly Dash vs Streamlit
Author(s): John Loewen, PhD Originally published on Towards AI. Which framework reigns supreme in GPT-4, prompting simplicity?Dall-E generated image: impresionist painting of two similar dashboards on two computer screens For the past 8 months, I have been incessant on optimizing GPT-4 prompt …
My GPT-4 Prompting Methods: The Why And How For Data Visualization
Author(s): John Loewen, PhD Originally published on Towards AI. My methods of using GPT-4 to optimize my data visual workflow For the past 6 months, I have been a heavy daily GPT-4 user. I know it makes me sound like an addict, …
Streamlit Simplicity: My Single GPT-4 Prompt for An Interactive Dashboard
Author(s): John Loewen, PhD Originally published on Towards AI. Refining my prompting methodology to make your life easierDall-E image: An impressionist painting of a dashboard hovering above a farmer’s field. Lately, I have been all up in GPT-4’s face with prompts to …
Prompting GPT-4: Streamlit and Folium are a Match Made for Mapping
Author(s): John Loewen, PhD Originally published on Towards AI. UN GPI data visuals with Python’s streamlit-folium libraryDall-E image: impressionist painting of multi-visual dashboard as a mural on a building It’s just nuts how much prompt engineering with GPT-4 can speed up the …
Pragmatic GPT-4 Prompting: Nifty No-Code Maps and Reports for Noobs
Author(s): John Loewen, PhD Originally published on Towards AI. GPT-4 no-code prompting for rapid data visualization reporting As a computer science professor of 20+ years, I have oodles of experience in coding Python for data visualizations. Until recently, the generation of beautiful …
My StreamLit Sprint: Precise GPT-4 Prompting For Dashboard Visuals
Author(s): John Loewen, PhD Originally published on Towards AI. Medal-worthy Olympic data visuals with modular promptingDall-E image: thick dripping oil painting of the (inaccurate) dashboard displayed on a computer screen With GPT-4, even a complete Streamlit beginner can use the Python StreamLit …
Data to Dashboard: Mapping UN Food Security Stats With GPT-4 Prompting
Author(s): John Loewen, PhD Originally published on Towards AI. Interactive food security mapping with GPT-4 and Plotly dashDall-E image: impressionist painting of a bubble map on a computer screen with supporting visuals Recently, GPT-4 prompting for Python code generation has significantly improved. …
My Streamlit Love-Affair: Laser-Like GPT-4 Prompting For Interactive Data Visuals
Author(s): John Loewen, PhD Originally published on Towards AI. Clean prompts for error-free Python data visualization codeDall-E 2 image: impressionist painting of a combination of data visuals, including maps and charts How easy is it to create data visuals with GPT-4 and …
The Maturation of GPT-4 Mapping: Handling Complex GIS Data Queries
Author(s): John Loewen, PhD Originally published on Towards AI. A modular approach to creating maps with Python plotly & dashDall-E 2 image: AI-rendered (beautiful, but definitely not accurate) map image of Canada Forest Fires. Data visualization tools in Python are notoriously nit-picky. …
How to Tailor A Column Chart for Communication
Author(s): Angelica Lo Duca Originally published on Towards AI. Image by Author Drawing a column chart helps represent categories and values. However, a column chart is sometimes too overwhelming with useless content, and the audience may struggle to understand what it means. …
Using Vega-Lite for Data Visualization
Author(s): Angelica Lo Duca Originally published on Towards AI. A tutorial on how to start using Vega-Lite to draw charts.Image by Author Vega-lite is a concise JSON representation of a Vega visualization. Vega is a visualization grammar used to represent the elements …
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