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

LEAGUE GENOME · 2026

Ekstraklasa

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

CONFIDENCEC
MATCHES72
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
58
Shot volume
91
Home advantage
62
Draw tendency
49
Late drama
99
Comeback frequency
82
Discipline heat
28
Formation diversity
94
Competitive parity
40
OBSERVATION COVERAGEmissing data is never zero-filled
Events100%
Lineups100%
Shot Statistics100%
Reconciled Timelines100%
Possession Statistics100%
LEAGUE SIGNATURErelative extremes

MOST DISTINCTIVE HIGH TRAITS

Late drama99
Formation diversity94
Shot volume91

LOW RELATIVE TRAITS

Discipline heat28
Competitive parity40
Draw tendency49
CLUB GENOMES18 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 lineageedfbc53fdcfcf8c1947ce260328d768fec147a0226b0a4a03090e20305eaca8f
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