John Edwards
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johnbedwards.io
John Edwards
@johnbedwards.io
seattleite, professional baseballer, amateur jogger, semi-pro bar trivia ringer. assistant director of data science @ the seattle mariners, opinions my own
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i'll be going live at 1 PM PT tomorrow on twitch with a chill stream working on the NFL's big data bowl competition! please feel free to drop in and hang out tomorrow afternoon! www.twitch.tv/john_b_edwards
john_b_edwards - Twitch
Sports/datascience/overwatch/hearthstone
www.twitch.tv
Reposted by John Edwards
SEATTLE!!!

We’ve now taken the lead by 91 votes! 🤯 This thing is certainly not over! Over 1,000 ballots have been challenged, so if you haven’t tracked your ballot yet get on it! Our trusty volunteers have been working hard to "cure" ballots so they count! We're so close!
November 11, 2025 at 12:16 AM
Reposted by John Edwards
The Giants kicked a field goal from the 1-yard line and declined a penalty that would have allowed them to move the ball to the half-yard line

And they’re gonna lose by 4
November 9, 2025 at 9:09 PM
THE SEATTLE KRAKEN
November 9, 2025 at 2:43 AM
CARDIAC KRAKEN
November 9, 2025 at 2:33 AM
THE KRAKEN OH MY GOD
November 9, 2025 at 2:33 AM
some personal news... go mariners
November 8, 2025 at 5:39 PM
Reposted by John Edwards
Seattlites, check to make sure your vote was counted! Katie Wilson needs every vote.
1/ Seattle! 2000 ballots need signatures (updates or didn't sign)!! Tell your friends to check their ballot status here: info.kingcounty.gov/kcelections/... And if you have time between now & Nov. 14, volunteer to help cure votes: linktr.ee/Wilsonforsea... ("Ballot Chasing for Katie Wilson")
November 7, 2025 at 9:34 PM
Reposted by John Edwards
Panera’s moderately caffeinated lemonade was loosely associated with 2 deaths before it was taken off market.

This article alone has 4 examples of ChatGPT encouraging young people to commit suicide, and OpenAI’s own public stats estimate over a million users discuss suicide with ChatGPT each week.
November 7, 2025 at 10:56 PM
bryce miller goes scuba diving once and this is how you people talk about it? unbelievable
Not now, carnivorous death ball
November 7, 2025 at 8:53 PM
i see a lot of people recommend using LLMs to learn to code. i suspect most of those people fall into two camps:
Wrote up a little intervention post/explanation for my class about why using LLMs for trying to learn programming (as first time learners!) is bad and detrimental datavizf25.classes.andrewheiss.com/news/2025-11...
November 3, 2025 at 11:18 PM
as someone who usually doesn't use python, it took all of an hour from going "gross, why would someone use this newfangled library instead of pandas" to "gross, why would anyone use pandas over polars ever"
November 1, 2025 at 9:07 PM
Reposted by John Edwards
October 31, 2025 at 5:18 PM
was happy to help contribute a new R package to pull in college basketball data from CBBD! Please reach out or open a GitHub issue if you run into any issues using the package!
Official R support for CBBD is new for this year! Special thanks to @johnbedwards.io for driving this.

R docs: buff.ly/kpwCvbq
October 31, 2025 at 4:11 PM
Reposted by John Edwards
CBB tips off Monday. Here’s what’s new from CollegeBasketballData.com 👇
CollegeBasketballData.com
CollegeBasketballData.com
October 31, 2025 at 3:00 PM
THE SEATTLE KRAKEN
October 29, 2025 at 5:00 AM
frame this game in the "go for two down eight" hall of fame
Aaron Glenn passed the down 8 test ✅✅✅
October 26, 2025 at 8:07 PM
Sean Clement ✅✅✅
Aaron Glenn passed the down 8 test ✅✅✅
October 26, 2025 at 7:47 PM
"joe flacco, 40 years old" being the call right before he loses a fumble is pretty good tv
October 26, 2025 at 5:26 PM
live now!
i'll be going live at 1 PM PT tomorrow on twitch with a chill stream working on the NFL's big data bowl competition! please feel free to drop in and hang out tomorrow afternoon! www.twitch.tv/john_b_edwards
john_b_edwards - Twitch
Sports/datascience/overwatch/hearthstone
www.twitch.tv
October 24, 2025 at 7:53 PM
Going live in just under an hour! Some #JuliaLang Big Data Bowl work on deck 👀 see y'all there!
October 24, 2025 at 7:10 PM
Reposted by John Edwards
Dionne is the colleague I need on Seattle City Council.

Get your ballots in!
October 24, 2025 at 3:54 PM
Reposted by John Edwards
i'll be going live at 1 PM PT tomorrow on twitch with a chill stream working on the NFL's big data bowl competition! please feel free to drop in and hang out tomorrow afternoon! www.twitch.tv/john_b_edwards
john_b_edwards - Twitch
Sports/datascience/overwatch/hearthstone
www.twitch.tv
October 24, 2025 at 12:03 AM
i'll be going live at 1 PM PT tomorrow on twitch with a chill stream working on the NFL's big data bowl competition! please feel free to drop in and hang out tomorrow afternoon! www.twitch.tv/john_b_edwards
john_b_edwards - Twitch
Sports/datascience/overwatch/hearthstone
www.twitch.tv
October 24, 2025 at 12:03 AM
Reposted by John Edwards
Hello, friends! After 10(!) years of #AdventOfCode, I've made some changes to preserve my sanity: there will be 12 days of puzzles each December (still starting Dec 1) and there is no longer a global leaderboard. Read more:
adventofcode.com/2025/about#f...
adventofcode.com/2025/about#f...
October 22, 2025 at 2:32 AM
it's an omen of things to come
JOSH MAHURA WINS IT WITH HIS FIRST GOAL AS A #SEAKRAKEN
October 19, 2025 at 2:01 AM