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”.

CONFIDENCEC
MATCHES44
PEER LEAGUES59
OBSERVED COVERAGE96.0
LEAGUE FINGERPRINTleague-dna-v0.1-research
Scoring environmentHome advantageLate dramaDiscipline heatFormation diversityCompetitive parity
ALL NINE DIMENSIONSsame-season percentiles
Scoring environment
18
Shot volume
74
Home advantage
26
Draw tendency
62
Late drama
57
Comeback frequency
96
Discipline heat
44
Formation diversity
64
Competitive parity
47
OBSERVATION COVERAGEmissing data is never zero-filled
Events100%
Lineups100%
Shot Statistics100%
Reconciled Timelines100%
Possession Statistics100%
LEAGUE SIGNATURErelative extremes

MOST DISTINCTIVE HIGH TRAITS

Comeback frequency96
Shot volume74
Formation diversity64

LOW RELATIVE TRAITS

Scoring environment18
Home advantage26
Discipline heat44
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 lineagefa40c21f5aca16ec3003e48ed7b9d3c4f04f284a17c14e7c041bcfaabd45bc34
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