TIPSENGINE PUBLIC PREVIEW · CERTIFIED LEAGUE AUTHORITY
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”.

CONFIDENCEB
MATCHES115
PEER LEAGUES57
OBSERVED COVERAGE96.0
LEAGUE FINGERPRINTleague-dna-v0.1-research
558092249634
Scoring environmentHome advantageLate dramaDiscipline heatFormation diversityCompetitive parity
ALL NINE DIMENSIONSsame-season percentiles
Scoring environment
55
Shot volume
92
Home advantage
80
Draw tendency
27
Late drama
92
Comeback frequency
75
Discipline heat
24
Formation diversity
96
Competitive parity
34
OBSERVATION COVERAGEmissing data is never zero-filled
Events100%
Lineups100%
Shot Statistics100%
Reconciled Timelines100%
Possession Statistics100%
LEAGUE SIGNATURErelative extremes

MOST DISTINCTIVE HIGH TRAITS

Formation diversity96
Late drama92
Shot volume92

LOW RELATIVE TRAITS

Discipline heat24
Draw tendency27
Competitive parity34
CLUB GENOMES18 current teams · alphabetical, not ranked

Cracovia Krakow

Comeback response 82

C

GKS Katowice

Lead security 91

C

Gornik Zabrze

Disruption 75

C

Jagiellonia

Control 93

C

Korona Kielce

Formation flexibility 81

C

Lech Poznan

Shot precision 97

C

Legia Warszawa

Shot precision 75

C

Motor Lublin

Comeback response 96

C

Piast Gliwice

Control 92

C

Pogon Szczecin

Disruption 92

C

Radomiak Radom

Box pressure 71

C

Raków Częstochowa

Passing security 92

C

Slask Wroclaw

Shot precision 69

C

Widzew Łódź

Disruption 91

C

Wieczysta Kraków

Passing security 97

C

Wisla Krakow

Lead security 91

C

Wisla Plock

Shot precision 58

C

Zaglebie Lubin

Directness 97

C
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 lineagebea6131f690f66b547be3c43cd0560a8e42e8fa6bb09177a24be274a78e8ada1
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