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

LEAGUE GENOME · 2026

Ligue 1

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

CONFIDENCEC
MATCHES81
PEER LEAGUES57
OBSERVED COVERAGE99.7
LEAGUE FINGERPRINTleague-dna-v0.1-research
717836132946
Scoring environmentHome advantageLate dramaDiscipline heatFormation diversityCompetitive parity
ALL NINE DIMENSIONSsame-season percentiles
Scoring environment
71
Shot volume
38
Home advantage
78
Draw tendency
34
Late drama
36
Comeback frequency
38
Discipline heat
13
Formation diversity
29
Competitive parity
46
OBSERVATION COVERAGEmissing data is never zero-filled
Events100%
Lineups99%
Shot Statistics100%
Reconciled Timelines99%
Possession Statistics100%
LEAGUE SIGNATURErelative extremes

MOST DISTINCTIVE HIGH TRAITS

Home advantage78
Scoring environment71
Competitive parity46

LOW RELATIVE TRAITS

Discipline heat13
Formation diversity29
Draw tendency34
CLUB GENOMES18 current teams · alphabetical, not ranked

Angers

Formation flexibility 97

C

Auxerre

Formation flexibility 92

C

Estac Troyes

Directness 97

C

Le Havre

Directness 92

C

Le Mans

Disruption 89

C

Lens

Shot precision 92

C

Lille

Shot precision 97

C

Lorient

Passing security 53

C

Lyon

Lead security 92

C

Marseille

Control 92

C

Monaco

Comeback response 88

C

Nice

Control 82

C

Paris FC

Passing security 81

C

Paris Saint Germain

Control 97

C

Rennes

Box pressure 87

C

Stade Brestois 29

Directness 86

C

Strasbourg

Shot precision 69

C

Toulouse

Disruption 77

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 lineage8be676304759587f4bebcb3519c15e2d6bfac872d5ad1be1c5333723652f62ac
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