Engineering Since 2014

ESF / EFF — the Hybrid Intelligence engine.

ESF (Excel Soccer Filter) and EFF (Excel Football Filter) are one engine — nomenclature varies by audience. “Soccer” and “Football” are interchangeable in design; “football” persists as the stable term.

Why this engine exists

Raw fixtures are infinitely noisy. The bot eliminates entire classes of unreliable fixtures before any further analysis, then applies structure-based filters. What survives is signal. What is published is what survived.

Explicit exclusions (by design)

ExcludedReason
Knockout fixtures (e.g. UEFA CHL playoff)extra time / penalties distort Full-Time settlement (1X2/DC only)
International friendliesexperimental squads; unrepresentative formations
Amateur / youth tournaments (e.g. WACC, Srikandi Merdeka)insufficient data integrity
Zero standings (season-opening situations)no competitive context yet
Dual-table leagues (e.g. Argentina Primera C)confused hierarchy → H2H fallback with reduced rating
No-H2H historiesinsufficient pattern base — the bot simply never lists them
Suspicious league patternsmatch-fixing indicators are a first-order flag

Educational environment: learn these markets in our Academy — including why we serve only 1X2 (the #1 global market) and Double Chance (top 5), and how the ODds of O/U, BTTS, corners etc are structured. We deliberately do not serve them.

Filter stack (what survives)

FilterMeaning
home_leadshome team ahead on standings
same_standingsequal points — parity fixture
played_parityequal games played (fixture-load equal)
h2h_over5 / h2h_under5history depth control
large_gap≥9 pts separated — confident but value-compressed flag
SB (SureBet) rankour internal confidence rank — not a guarantee
past_h2h_resultElite: include last meeting outcome

Data format contract

Every JSON carries: metadata.timezone: GMT+3, gender field (default men; women’s fixtures flagged — Pro/Elite toggle), and a full match object per fixture. Sample files at Today’s Data.

ESF HI Bot apps (Windows / Android / Python) — Coming Soon.