TIPSENGINE PUBLIC PREVIEW · CERTIFIED LEAGUE AUTHORITY
TIPSENGINE
● Tier A authority

LEAGUE GENOME · 2027

J1 League

A same-season peer fingerprint of how this competition behaves—not a ranking of which league is “best”.

CONFIDENCE—
MATCHES—
PEER LEAGUES—
OBSERVED COVERAGE96.0
LEAGUE FINGERPRINTwithheld
League DNA withheld

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

ALL NINE DIMENSIONSsame-season percentiles
Scoring environment
—
Shot volume
—
Home advantage
—
Draw tendency
—
Late drama
—
Comeback frequency
—
Discipline heat
—
Formation diversity
—
Competitive parity
—
OBSERVATION COVERAGEmissing data is never zero-filled
LEAGUE SIGNATURErelative extremes

MOST DISTINCTIVE HIGH TRAITS

LOW RELATIVE TRAITS

CLUB GENOMES20 current teams · alphabetical, not ranked
WHAT THE NUMBERS MEANpublication contract
Peer-relative, not absolute

Each dimension is a percentile against eligible leagues from the same season-year cohort. A 90 means unusually high relative behaviour, not “90% good”.

Minimum peer cohort

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.

Coverage-aware

Events, lineups, shots and reconciled timelines carry separate observed denominators. Missing observations do not become zeroes.

Versioned lineage

Every published snapshot records its model version, observation window and SHA-256 source manifest for reproducibility.

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