Herd · EPL Discourse Analysis

Football vs non-football MW1 → MW34

When fans talk football on social media, are they actually talking about the game — or about everything around it? Two groupings of taxonomy categories matched across every post & reply in 2,681,883 Reddit, X/Twitter and YouTube comments. A post is counted for a group if it matches any term in any of that group's categories. The same post can count for both groups if it mentions terms from each.
Football · 22 groups · 3,076 terms action assists competition crowd deadball events fixture foul goal goalkeeper lineup manager medical mistakes performance positions qualities rank scoreline showboating statistics tactics
Non-Football · 12 groups · 1,182 terms appearance business channels commentator officiating owner people socialmedia weather var fan_culture gambling
2,681,883
Posts scanned
1,657,569
Football mentions
61.81% of posts
570,024
Non-Football mentions
21.25% of posts
406,342
Both in same post
15.15% of posts

Share of conversation per matchweek raw

% of all posts/replies in each matchweek that mention a term from each group. Football has 3,076 terms; Non-Football has 1,182 terms — so Football naturally has more surface area. The next chart normalises for that.
football non-football both (same post)

Normalised share — per-100-terms fair

Raw share divided by the number of terms in each group, then multiplied by 100 (so both groups are compared on a "per 100 terms" basis). If Football is still above Non-Football here, fans really do talk about the game more. If Non-Football catches up — or overtakes — it means fans get more mileage from fewer "around-the-game" words.
football (per 100 terms) non-football (per 100 terms)

Balance ratio per matchweek

Football share ÷ Non-Football share for each matchweek. 1.0 means equal discourse; >1 means Football leads; <1 means Non-Football leads. The dashed line uses the normalised (per-term) figures, which is the fairer comparison.

Season balance

Aggregated over the whole season.
GroupTermsPosts matchingShareMentions / termDistribution
Football 3,076 1,657,569 61.81% 538.9
Non-Football 1,182 570,024 21.25% 482.3

Top 15 football terms

Most-mentioned keywords across the football group (22 categories, 3,076 terms). % is share of all football-group mentions.
#TermPosts%
1game137,6513.7%
2season89,0732.4%
3goal85,4222.3%
4play80,4252.2%
5back72,9011.9%
6win71,5831.9%
7playing57,1811.5%
8shit55,2581.5%
9games45,8481.2%
10league39,0521.1%
11score34,5740.9%
12match34,4200.9%
13won33,6370.9%
14fans33,3020.9%
15point32,1470.9%

Top 15 non-football terms

Most-mentioned keywords across the non-football group (12 categories, 1,182 terms). % is share of all non-football-group mentions.
#TermPosts%
1players82,23211.1%
2player50,9806.9%
3great43,3045.9%
4ref34,3774.7%
5penalty18,8832.5%
6var15,7502.1%
7pen15,6542.1%
8offside11,2951.5%
9call11,1741.5%
10single11,0241.5%
11decision11,0151.5%
12wait10,6931.4%
13joke10,0941.4%
14refs9,9201.3%
15called7,4001.0%