Jeffrey Shaffer

𝐓𝐡𝐞 𝐃𝐚𝐭𝐚 𝐕𝐢𝐬𝐮𝐚𝐥𝐢𝐳𝐚𝐭𝐢𝐨𝐧 𝐒𝐭𝐲𝐥𝐞 𝐆𝐮𝐢𝐝𝐞 𝐁𝐮𝐢𝐥𝐝𝐞𝐫 You can build a custom dataviz style guide for your organization, complete with color palettes, chart examples, and sections on accessibility and best practices. policyviz.com/2026/04/09/bui…

@TonyClimate 96% of the data appears to be Shot Spotter where no race was identified.

There have been 1,836 gun crimes reported in Louisville, Kentucky so far this year. Less than 1% of them have involved white people …e-metro-opendata-lojic.hub.arcgis.com/api/download/v…

Forget the Golden Globes, the Emmys and The Oscars, the ONLY award that really matters is the 2026 @Tableau Community Awards, yes folks its time for the 2026 Vizzies! Be the first to cast your votes for the 11th Annual Awards! #tableau #datafam bit.ly/thevizzies

🎂 How to know if the caller is an AI, just ask for a cupcake recipe! lol …

Here's another vibe-coded webapp. This one is a live tracker of the NYC Subway trains. I have it set to refresh every 30 seconds using an API, which requires Python (or Node.js), but this is another example of something written entirely by Claude. This was 10 total prompts. A one-shot instructional prompt launched on my phone. Then 9 follow up prompts to correct various errors over the course of 30 minutes (while doing other things). I might try a few prompt iterations on this to better show the bread crumbs (maybe lines), and visualizing the current location vs. the next stop vs. future stops.

This year, I’ve been tracing faith through the Bible — studying Scripture, exploring historical context, and connecting themes across time. Reading & Tracing Faith Through the Bible is part reflection, part study, and I’ll keep building on it all year. #datafam #tableau @tableaupublic Viz: lnkd.in/eu5vdvuP Plan: lnkd.in/eqRVqgTJ

I still tell people the story, that you introduced me to Python back in 2002. I had heard of it, but you kept talking about it and so I gave it a try. Spent more time in R for the next 10 years, but then found my way back to Python. #MitchtheFortuneTeller We called Perl, "The Black Perl". Rick used Perl a number of times to solve some one-off things. It was like an old rusted, but trusted screwdriver that he pulled out of his toolbox.

Python—the world’s most popular programming language—is losing market share to more specialized languages such as R and Perl, Tiobe says. infoworld.com/article/412961…

Yesterday this application didn’t exist. Today it does. This was 100% vibe-coded. I didn’t write or edit a single line of code. Before you watch the video, here’s what you’re about to see. Nothing is sped up. The app is genuinely this fast. It pulls real-time traffic data for 30 U.S. cities using the HERE API and maps it on a Mapbox map. The "jam factor" is calculated live and displayed in the "jam bars" and directly on the map. Then I add five more cities. Each time, the data is instantly added, the bars automatically re-sort, and new points appear on the map. Across the top, BANs show the average jam factor, the most congested city, the least congested city, and the last update time. All updating dynamically. Then I pick the custom colors based on the jam factor, customize the color ramp scale, and even modify the bounding box (the area used to calculate traffic conditions) from rural to dense urban settings, or manually define the geography. How is this done? Knowing what to ask for and iterating with GenAI. I started building this app while I was grading assignments, and just checking back in on the progress! From zero to a real-time, interactive, API-powered dashboard. That’s where we are. Insights this morning: Indianapolis had a number of car accidents slowing down traffic, briefly popping it to the top of the list over NYC. But at the moment Miami, FL has the heaviest traffic.

What kind of change will AI bring in the next few years? @uofcincy Applied AI Lab Director, Jeff Shaffer @DataPlusScience joins me and Donna D next...listen 2:07p 700wlw.com/listen

@SterlingRadio @uofcincy x.com/DataPlusScienc…

My annual MRI scan gives me a USB stick with the data, but you need this commercial windows software to open it. Ran Claude on the stick and asked it to make me a html based viewer tool. This looks... way better.

ICYMI DeepSeek has just unveiled an OCR monster 🤯 DeepSeek-OCR is a 3B-parameter model that redefines document intelligence. It reaches 97% character-level accuracy with 10× input compression, preserving every detail. Most OCR systems require over 6,000 tokens per page. DeepSeek-OCR achieves the same with about 100 tokens. No fidelity loss. Adaptive modes: ✓ Tiny – simple layouts (≈64 tokens) ✓ Small – standard reports (≈100 tokens) ✓ Database – structured or multi-column docs (≈256 tokens) ✓ Gundam – high-complexity pages (n×100 + 256 tokens) It scales effortlessly: 200K pages/day on a single NVIDIA A100 GPU. Its dual-stage design combines a vision encoder for optical compression with a Mixture-of-Experts decoder for structured reconstruction. The outcome is near-perfect precision and zero information loss. In practice: ➤ 10× lower token costs ➤ Runs on standard hardware ➤ Outputs clean HTML, SMILES, or JSON While traditional OCRs focus on raw pixel-to-text conversion, DeepSeek-OCR just introduces intelligent semantic parsing 🔥 Open source and free to use. Repo in 🧵↓

@kennethfield @NFFC And Wellington?

@NFFC For the umpteenth time, you've got West coast USA wrong again. Midday kick-off. Do you just not want anyone watching the first half??? #NFFC

Where are you watching from? 🤔

This #VizOfTheDay by Anindita Mitra utilizes high-contrast geospatial mapping to visualize the imbalance between Alaska’s land mass, and its human footprint—the largest of any U.S. state. Explore the viz. tabsoft.co/48J6HQI

In this #VizOfTheDay, @Babajide_Tobi showcases 12 widget styles for tracking monthly performance, from lollipop plots to area charts. Explore the viz to see how you can customize your KPI widget. tabsoft.co/44DuhMi

This is insane 🤯 A new system called Paper2Video can read a scientific paper and automatically create a full presentation video slides, narration, subtitles, even a talking head of the author. It’s called PaperTalker, and it beat human-made videos in comprehension tests. Hours of academic video editing... gone. AI now explains your research better than you do. 👉 github. com/showlab/Paper2Video

basketball AI YouTube tutorial is finally live over 1000 hours of work compressed into 37 minutes link below; like and comments please

Check out the latest article in my newsletter: My AI Diary: One day at a time with AI. #19 The Human-In-The-Loop Paradox linkedin.com/pulse/my-ai-di…