PRIVATE REAL-DATA RESEARCH BUILD · CERTIFIED LEAGUE AUTHORITY · NOINDEX
TIPSENGINE
Tier A authority

LEAGUE GENOME · 2026

Serie B

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

CONFIDENCEA
MATCHES283
PEER LEAGUES59
OBSERVED COVERAGE95.6
LEAGUE FINGERPRINTleague-dna-v0.1-research
Scoring environmentHome advantageLate dramaDiscipline heatFormation diversityCompetitive parity
ALL NINE DIMENSIONSsame-season percentiles
Scoring environment
9
Shot volume
50
Home advantage
60
Draw tendency
65
Late drama
65
Comeback frequency
33
Discipline heat
82
Formation diversity
11
Competitive parity
82
OBSERVATION COVERAGEmissing data is never zero-filled
Events100%
Lineups95%
Shot Statistics100%
Reconciled Timelines100%
Possession Statistics99%
LEAGUE SIGNATURErelative extremes

MOST DISTINCTIVE HIGH TRAITS

Discipline heat82
Competitive parity82
Late drama65

LOW RELATIVE TRAITS

Scoring environment9
Formation diversity11
Comeback frequency33
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.

Cryptographic source lineagedc0f4a04b7a4e10d99c8f57bfdb01ce8665846d5a6e55d8e02fb9cfdbee82d26
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