Bill Radjewski | CollegeFootballData.com @CFB_Data
Bill Radjewski (aka BlueSCar) | Software guy who dabbles in analytics | https://t.co/O5HOuJWdDE CollegeFootballData.com Cincinnati, OH Joined August 2019-
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🎆 CFB is back next month. The 2026 CFBD Starter Pack includes: ✅ Data through 2025 + 2026 schedule ✅ 14 guided Jupyter notebooks ✅ Step-by-step model building A great July 4th weekend project. 🔗 buff.ly/M4pMbG8
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Want to build your own college football rankings but don't know where to start? The 2026 CFB Starter Pack gives you clean, structured data + 14 guided notebooks: rankings, matchup prediction, team similarity, EPA & more. Your on-ramp → buff.ly/mzK6vQW
Purchase last year's Starter Pack? Check your email for a 50% discount code. Note that you will need to log into Gumroad.com to use the code.
Which 2025 offenses lived on big plays? Wake Forest & Missouri State: super explosive, but below-median success rate. Boom or bust. Notre Dame & Vanderbilt? Explosive AND efficient. From the Compare Metrics notebook in the 2026 Starter Pack: buff.ly/mzK6vQW
The 2026 Preseason Edition: all the data, all 14 notebooks, both PDF guides. $49 → buff.ly/mzK6vQW Already own the 2025 pack? Check your email for a $25 returning-buyer upgrade.
Built for independent builders at any level: data scientists, modelers, students, bloggers, researchers, and analytics-minded fans. If you've ever wanted to model a season or build your own rankings and didn't know where to start, this is the on-ramp.
The 2026 College Football Data Starter Pack is out. Clean, structured CFB data (games back to 1869, play-by-play & advanced stats back to 2003) plus 14 guided Jupyter notebooks that show you how to actually use it. Skip the grunt work. Build with the data. 🧵
@adam_tarantino Hey Adam! There's a /scoreboard endpoint which can be a few minutes delay. The play by play only updates after a game completes, usually within minutes. I have to roadmap item to explore adding live PBP.
Glad to support one of the best in the business and truly a great dude. This is sure to be an awesome way to continue to relive this past season time and again. If you're a fellow Michigan fan, this is a no brainer.
@solo_trader Sounds great. I look forward to seeing what you create.
There’s a clear exponential curve between roster talent and NFL Draft picks. Good teams produce draft picks. Elite teams flood the draft.
Bill Radjewski | CollegeFootballData.com retweeted
It’s hard to find a non-paywalled list of players in the transfer portal. Thankfully @CFB_Data has a great API at collegebasketballdata.com. Here are the top players in the portal (some pending eligibility) by my time-decayed RAPM. Jasper Floyd could be an underrated addition.
Michigan didn’t just win the title… they ran through everyone. • Beat all 3 Final Four teams • 6 of 7 Elite Eight teams • 9 of 15 Sweet Sixteen teams This is an absurd tournament résumé.
Want more historical deep dives like this? I’ve got full datasets for exploring runs like this 👇 CollegeBasketballData.com Relatively newer site if you're familiar with my CFB work. Planning to keep building and expanding. Let me know what tools you would like to see!
Beating 9 Sweet Sixteen teams is even rarer. Only other team to do it: • 1996 Kentucky Now it’s Kentucky… and Michigan.
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