Deep cuts

Things only the classifier noticed.

The non-obvious findings from 2.5 million classified comments: the patterns a season of watching football would never show you. Every figure on this page is recomputed live from the season data.

Mood and record

Winning is not the whole story

The correlation

Winning cures all…?

Across the 129 fanbases with enough volume to score, the correlation between win percentage and positive share is just r = 0.34: about 12% of the variation in how a comment section feels. The other 88% comes from expectations, coaching storylines, and everything else fans bring with them.

Happiest fanbase with a losing record

Rice

5–8 on the field, 85.8% positive in the comments

Grumpiest fanbase with ten or more wins

Texas

10–3 on the field, just 46.9% positive in the comments

“Why does Rice play Texas?” asked President Kennedy, from the Rice Stadium turf in 1962. Sixty-four years later, the classifier has an answer he did not intend: because losing at Rice reads happier than winning at Texas.

Close losses

Miami, for some reason, takes close losses especially hard.

League-wide, comment sections in close-loss weeks run only +1.4 points more negative than in loss weeks overall. Miami fans run +26 points more negative: 72.2% negative after heartbreakers versus 46.3% after losses generally.

A blowout gets a shrug; a one-score loss takes over the page.

Misery index

Last in joy, first in the casino.

Wisconsin posted the lowest positive share in the FBS: 28.2% across 48,811 comments. The same fanbase also leads the country in Gambling talk, at 10.6 per 1,000 comments. Which came first is anyone's guess.

Misery and the moneyline keep close company.

Season halves

It’s not about where you start…

Vanderbilt had its first 10-win season in history and fan mood still plummeted 29 points between the first half of the season and the second. Meanwhile Penn State (7–6) posted the biggest second-half mood recovery in the country at +63 points.

Biggest second-half mood rises

1stPenn State+63
2ndToledo+59
3rdSam Houston+56
4thClemson+54
5thBoston College+51

Biggest second-half mood collapses

1stTemple−46
2ndSouth Florida−39
3rdCincinnati−36
4thSan Jose State−33
5thPurdue−30

Net mood (positive minus negative share) per season half, teams with at least 300 comments in each half. Values in percentage points.

Comment sections price in the direction of travel, not the destination.

Volume

Where the noise comes from

The long tail

Ten fanbases wrote 36.8% of everything.

Of the 2,498,712 comments classified across all 138 FBS teams, 36.8% came from just ten pages. The median fanbase posted 7,152 comments all season. Alabama posted 20 times that.

The comment section is not one crowd; it is a handful of very large rooms.

One page, three leagues

One fanbase out-commented three entire conferences.

Alabama alone produced 141,238 classified comments, more than the MAC, Conference USA and the Sun Belt combined: 39 schools totaling 132,513.

Comment volume follows the brand, not the number of schools.

The quiet champion

Cignetti wins. 3 teams with more comments didn’t.

Indiana went 16–0, the only unbeaten team in the FBS, on 42,201 comments all season, 18th of 138 fanbases by volume. Along the way, 3 fanbases with losing records out-commented the national champion: Auburn (5–7), Wisconsin (4–8) and Arkansas (2–10).

It turns out frustration posts more often than perfection does.

The joy ladder

Expectations are the enemy of happiness.

Net mood, positive share minus negative share, falls steadily as the stakes rise. The MAC's comment sections sit at +58 net; the Big Ten's sit at +12.

Net mood in percentage points

Conferences with at least ten FBS members, weighted by comment volume.

The bigger the brand, the smaller the joy.

Fan culture

What the comment sections argue about

The manners map

BYU runs the politest page in the sport.

BYU fans tag Opponent Respect at 37.8 per 1,000 comments, the highest rate anywhere. At the other pole, Texas A&M leads Opponent Hostility at 64.5 per 1,000. Army is top-three in both, which feels like the service-academy way of doing rivalry.

Politeness and hostility are not opposites; some pages run high on both.

Grievances

Auburn’s real opponent was the officials.

Auburn fans tagged Officiating 2,106 times: 35.3 per 1,000 comments, 2.9× the FBS-wide rate of 12.3 per 1,000. No other fanbase talked about the referees at anything close to that rate.

Officiating tags per 1,000 comments

1stAuburn35.3
2ndMiami28
3rdWashington26.7
4thArkansas22

Every fanbase blames the officials. One made it the whole season’s story.

The exit row

UConn sits in the exit row.

UConn leads the country in Transfer Portal talk (17.3 per 1,000) and in Conference Realignment talk (19.2 per 1,000). One fanbase, two exit conversations at once: the players leaving, and maybe the league next.

Roster churn is now a spectator sport of its own.

NIL

Oklahoma State is the NIL capital of the comment section.

Oklahoma State fans talk NIL at 22.2 per 1,000 comments, 1.7× the next-closest fanbase, Boston College at 12.7. No other comment section comes close.

Where the money moves, the comment section follows it.

Rates follow the site-wide per-1,000 convention. Cards that compare whole fanbases use a 1,000-comment floor, lower than the 1,500 the leaderboards require: these are findings, not rankings, and the quieter pages are where several of them live. Subtag cards keep the same floors as every leaderboard. How the numbers work.