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

LEAGUE GENOME · 2026

Premier League

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

CONFIDENCEC
MATCHES80
PEER LEAGUES57
OBSERVED COVERAGE95.0
LEAGUE FINGERPRINTleague-dna-v0.1-research
3697291517
Scoring environmentHome advantageLate dramaDiscipline heatFormation diversityCompetitive parity
ALL NINE DIMENSIONSsame-season percentiles
Scoring environment
3
Shot volume
8
Home advantage
6
Draw tendency
52
Late drama
97
Comeback frequency
38
Discipline heat
29
Formation diversity
15
Competitive parity
17
OBSERVATION COVERAGEmissing data is never zero-filled
Events100%
Lineups90%
Shot Statistics98%
Reconciled Timelines100%
Possession Statistics98%
LEAGUE SIGNATURErelative extremes

MOST DISTINCTIVE HIGH TRAITS

Late drama97
Draw tendency52
Comeback frequency38

LOW RELATIVE TRAITS

Scoring environment3
Home advantage6
Shot volume8
CLUB GENOMES20 current teams · alphabetical, not ranked

Abu Qair Semad

Team DNA currently withheld

—

Al Ahly

Control 92

C

Al Ittihad

Passing security 64

C

AL Masry

Comeback response 95

C

Asyut Petrol

Shot precision 86

C

Ceramica Cleopatra

Control 97

C

El Geish

Formation flexibility 92

C

El Gouna FC

Directness 81

C

El Mokawloon

Shot precision 92

C

Enppi

Directness 69

C

Future FC

Formation flexibility 97

C

Ghazl El Mehalla

Directness 47

C

Masr

Disruption 90

C

National Bank of Egypt

Control 79

C

Olympic El Qanah

Team DNA currently withheld

—

Petrojet

Directness 97

C

Pyramids FC

Box pressure 94

C

Smouha SC

Disruption 67

C

Wadi Degla

Formation flexibility 72

C

Zamalek SC

Lead security 86

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 lineage7482424ab59b611daf3f5f67634e06e6988bc532fe4fb124c115b1d55c7731cf
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