DATA LAB
A collection of endurance racing data analyses produced with the help of AI, built on timing data — fuel, pit work, qualifying and race pace, read through the numbers.
Each report opens on ÉTOILE DATA LAB.
ÉTOILE
DATA LAB
DATA LAB
SC 中のピットイン — モデル評価で「得」と判定された3例・「損」と判定された3例
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DATA LAB
DATA LAB
タカスサーキット 夏の8時間耐久 2026
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DATA LAB
DATA LAB
データで読む8時間タカスサーキット 夏の8時間耐久 2026
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One-lap pace, and eight-hour pace — Étoile Takasu 8 Hours Official Practice (FP1 & FP2)
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Two Riders, One Win ── How Honda HRC won the Suzuka 8 Hours without ever fielding its registered third rider
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Pace, Trouble, and Fuel Economy — Reading the Data Behind the Six-Class Outcomes of Mote-Tai 2026
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DATA LAB
DATA LAB
2026 Suzuka 8H SST Out-Lap Ranking by Stint
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2026 Suzuka 8 Hours — Race-Week Index
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SST Winning on Fuel — SST Fuel × Pace Efficiency Ranking
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EWC Reading EWC Through Fuel — A "Fuel × Pace" Efficiency Ranking
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DATA LAB
SST DATA LAB
8h Spa Qualifying, SST Class Data Analysis — Timing and Track-Position: The Fight Over a "Fleeting Dry Window"
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DATA LAB
EWC DATA LAB
8h Spa Qualifying, EWC Class Data Analysis — Timing and Track Position in the Battle for a "Momentary Dry Window"
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DATA LAB
SST DATA LAB
8h Spa FP3 SST Class Data Analysis — The Order Holds Firm Even in Tough Conditions, #49 On Top Again
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DATA LAB
EWC DATA LAB
8h Spa FP3 EWC Class Data Analysis — The Final Pre-Qualifying Practice, With Dry Pace Still Missing
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DATA LAB
DATA LAB
24 Heures Motos 2026 — Team Étoile #25 Live-Broadcast Review: "24 Hours in 10 Scenes"
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Suzuka 8 Hours 2026 Pit-Work Study ― Eight Hours, and What Really Filled the "Time Spent Standing Still"
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EWC Decoding the Race・EWC ― The Position Swings the Safety Car Created: What Happened in 108 Minutes
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SST Decoding the Race・SST ― The order shuffle the safety cars caused: what happened in 108 minutes
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2026 Suzuka 8 Hours — Race | PitBox LIVE Community Analysis — 3,396 at the chequered flag. Over the red-light misfortune, to P2 in SST
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Quantifying the Pit-Exit Red-Light Hold under Safety Car — First Pit Stop of the Race
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2026 Suzuka 8 Hours — Race-Eve Final Free Practice | PitBox LIVE Community Analysis — past 1,000 at last: 1,022 glued to the rain-tyre gamble
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SST Race Preview · SST — The Final 45 Minutes Were the Week's Full Revision. #25 Went to Buy Back the Rain
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EWC Race Preview · EWC — Wednesday's Wet Order Was Never Re-Tested in Saturday's Rain
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SST The last bullet never fired — #25 Étoile takes pole on 13 disciplined laps
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EWC 0.075 s = 3.5 metres — Anatomy of a six-slot resource war: Suzuka 8H EWC qualifying
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SST ÉTOILE DATA LAB | Reading the Suzuka 8 Hours Qualifying, SST Class — A Six-Round Magazine, and #25 Étoile Has One Bullet Left
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EWC ÉTOILE DATA LAB | Reading the Suzuka 8 Hours Qualifying, EWC Class — The Final Slot Will Be a Shoot-Out at 2:04.3
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SST Suzuka 8H 2026 — SST Lap-Time Timelines (QF1–QF2) — Qualifying
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EWC Suzuka 8H 2026 — EWC Lap-Time Timelines (QF1–QF2) — Qualifying
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SST ÉTOILE DATA LAB | Suzuka 8H Qualifying 1 (Q1) Interim Report, SST Class — #25 Étoile on Provisional Pole. Kaito Toba Fires In a 2:06.117
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EWC ÉTOILE DATA LAB | Suzuka 8H Qualifying 1 (Q1) Interim Report, EWC Class — #30 HRC on Provisional Pole; the Yellow-Slot 2:04.583 Is the Fastest Lap of the Entire Test
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SST ÉTOILE DATA LAB | Suzuka 8 Hours FP11 (Pre-Qualifying) SST Class — #25 Étoile Tops the Class in the Final FP
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EWC ÉTOILE DATA LAB | Suzuka 8 Hours FP11 (Pre-Qualifying) EWC Class — Five Bikes Within 0.14s. The Morning of the Qualifying War
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2026 Suzuka 8 Hours — Qualifying (Q1 & Q2) | PitBox LIVE Community Analysis — 714 people watched the pole happen live; the evening peaked at 789
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SST 8h Spa Race SST-Class Data Analysis ― The One Who Doesn't Stop Wins: Anatomy of an 8-Hour Survival
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EWC 8h Spa Final EWC-class Data Analysis ― Whoever Doesn't Stop, Wins: An Anatomy of an 8-hour Survival Race
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SST Suzuka 8H Test 2026 — SST Lap-Time Timelines (FP3–FP11)
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SST Suzuka 8H Test 2026 — SST Lap-Time Timelines (FP3–FP11) — Real-Time Axis
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EWC Suzuka 8H Test 2026 — EWC Lap-Time Timelines (FP3–FP11) — Real-Time Axis
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EWC Suzuka 8H Test 2026 — EWC Lap-Time Timelines (FP3–FP11)
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SST Suzuka 8H Test, Day 2 Afternoon — Wet Edition, SST Class — In the rain the order shifts, but #52 does not
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EWC Suzuka 8H Test, Day 2 Afternoon — Wet Edition, EWC Class: Rain washes away the dry order — the collapse of #37 and the Yamaha counterattack
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SST Suzuka 8H Test・FP, Days 1–2 — Dissecting the Dry: The SST Class read across three layers — one-lap pace / race pace / "the aim of the test"
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EWC Suzuka 8H Test・FP Days 1–2: Dissecting the Dry ― The EWC Class, and the Paradox That the Fastest #37 "Hasn't Run Race Distance"
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2026 Suzuka 8 Hours week — Free Practice | PitBox LIVE Community Analysis — the test stream we could finally measure
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2026 8h Spa Race | PitBox LIVE Community Analysis — 8 Hours Together, Our Biggest Stream Yet
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2026 8h Spa Day-2 | PitBox LIVE "FP3 & Qualifying" Community Analysis — the 10 hours it became a "watch-along"
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2026 8h Spa week | PitBox LIVE "Test Stream" Community Analysis — a small but wonderfully warm night
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