This season has not yet reached the peer/sample publication threshold.

LEAGUE GENOME · 2027
J1 League
A same-season peer fingerprint of how this competition behaves—not a ranking of which league is “best”.
MOST DISTINCTIVE HIGH TRAITS
LOW RELATIVE TRAITS
Avispa Fukuoka
Directness 93
Cerezo Osaka
Comeback response 76
Fagiano Okayama
Directness 98
FC Tokyo
Attack volume 89
Gamba Osaka
Comeback response 76
JEF United Chiba
Disruption 89
Kashima
Control 91
Kashiwa Reysol
Lead security 94
Kawasaki Frontale
Shot precision 93
Kyoto Sanga
Formation flexibility 93
Machida Zelvia
Shot precision 98
Mito Hollyhock
Formation flexibility 68
Nagoya Grampus
Passing security 88
Sanfrecce Hiroshima
Control 98
Shimizu S-pulse
Directness 88
Tokyo Verdy
Disruption 81
Urawa
Formation flexibility 98
Vissel Kobe
Lead security 94
V-varen Nagasaki
Directness 73
Yokohama F. Marinos
Disruption 78
Each dimension is a percentile against eligible leagues from the same season-year cohort. A 90 means unusually high relative behaviour, not “90% good”.
League DNA is withheld when fewer than six eligible same-year peers exist. Current-only maintenance still uses the full frozen A/B peer authority.
Events, lineups, shots and reconciled timelines carry separate observed denominators. Missing observations do not become zeroes.
Every published snapshot records its model version, observation window and SHA-256 source manifest for reproducibility.