Real data for Data and AI enthusiasts.
| P | Driver | Grid | Gap | Pts |
|---|---|---|---|---|
| 1 | G. Russell | P1 | — | 25 |
| 2 | K. Antonelli | P2 | +2.974s | 18 |
| 3 | C. Leclerc | P4 | +15.519s | 15 |
| 4 | L. Hamilton | P5 | +16.144s | 12 |
| 5 | L. Norris | P6 | +51.741s | 10 |
| 6 | M. VerstappenFL | P20 | +54.617s | 8 |
| 7 | O. Bearman | P7 | +1 lap | 6 |
| 8 | A. Lindblad | P8 | +1 lap | 4 |
| 9 | G. Bortoleto | P9 | +1 lap | 2 |
| 10 | P. Gasly | P10 | +1 lap | 1 |
| DNF | I. Hadjar | P11 | Motor | — |
| DNS | O. Piastri | — | Crash before start | — |
Analysis: Russell converted pole position into victory with a clean single pit stop strategy. Ferrari stayed out during both safety car periods and lost ground to Mercedes who pitted. Verstappen started last after a qualifying crash and recovered to 6th, setting the fastest lap on lap 43.
| P | Driver | Grid | Gap | Pts |
|---|---|---|---|---|
| 1 | K. AntonelliFL | P1 | — | 25 |
| 2 | G. Russell | P2 | +5.515s | 18 |
| 3 | L. Hamilton | P5 | +25.267s | 15 |
| 4 | C. Leclerc | P3 | +28.894s | 12 |
| 5 | O. Bearman | P4 | +57.268s | 10 |
| 6 | P. Gasly | P6 | +59.647s | 8 |
| 7 | L. Lawson | P9 | +1m20s | 6 |
| 8 | I. Hadjar | P7 | +1m27s | 4 |
| 9 | C. Sainz | P10 | +1 lap | 2 |
| 10 | F. Colapinto | P14 | +1 lap | 1 |
| DNF | M. Verstappen | P8 | Power Unit | — |
| DNS | Norris/Piastri | — | Electrical failure | — |
Analysis: Antonelli converted pole into victory, becoming the second youngest winner in Formula 1 history. Hamilton achieved his first podium with Ferrari. Both McLarens failed to start due to electrical failures. A safety car triggered by Stroll created a strategic split — teams that pitted immediately gained a massive advantage.
| P | Driver | Grid | Gap | Pts |
|---|---|---|---|---|
| 1 | K. AntonelliFL | P1 | — | 25 |
| 2 | O. Piastri | P3 | +13.722s | 18 |
| 3 | C. Leclerc | P4 | ~+15s | 15 |
| 4 | G. Russell | P2 | ~+16s | 12 |
| 5 | L. Norris | P5 | ~+30s | 10 |
| 6 | L. Hamilton | P6 | ~+35s | 8 |
| 7 | P. Gasly | P7 | ~+45s | 6 |
| 8 | M. Verstappen | P11 | ~+50s | 4 |
| 9 | L. Lawson | P14 | +1 lap | 2 |
| 10 | E. Ocon | P12 | +1 lap | 1 |
| 18 | F. Alonso | P21 | +1 lap | — |
| DNF | O. Bearman | P18 | 50G V.22 | — |
| DNF | L. Stroll | P22 | H2O Pressure | — |
Analysis: Antonelli started from pole but lost places at the start due to wheelspin, dropping to 6th on lap 1. A safety car on lap 22, triggered by Bearman\u2019s heavy crash at 50G, allowed Antonelli to pit for free and emerge in the lead. Piastri had led for 22 laps and was on course to win before the safety car changed everything. FL: Antonelli 1:32.432 (lap 49).
| P | Driver | Grid | Gap | Pts |
|---|---|---|---|---|
| 1 | K. Antonelli | P1 | — | 25 |
| 2 | L. Norris | P4 | +3.264s | 18 |
| 3 | O. Piastri | P3 | +27.092s | 15 |
| 4 | G. Russell | P6 | +43.051s | 12 |
| 5 | M. Verstappen | P2 | +48.949s | 10 |
| 6 | L. Hamilton | P7 | +53.753s | 8 |
| 7 | F. Colapinto | P14 | +1'01.871s | 6 |
| 8 | C. Leclerc | P5 | +1'04.245s | 4 |
| 9 | C. Sainz | P9 | +1'22.072s | 2 |
| 10 | A. Albon | P8 | +1'30.972s | 1 |
| DNF | I. Hadjar | P11 | Accident V.5 | — |
| DNF | P. Gasly | P13 | Flip crash lap 7 | — |
| DNF | L. Lawson | P12 | Gearbox/Collision | — |
| DNF | N. Hulkenberg | P16 | Mechanical | — |
Analysis: Antonelli converted pole into a dominant victory under the new 7MJ qualifying rules. Norris recovered from a boost issue on lap 1 to pressure the leader until the finish. Piastri held 3rd despite a two-stop strategy. Safety car on lap 7 (Gasly flip + Hadjar crash) decided the race — those who pitted immediately under SC gained massive track position.
China Sprint: Antonelli won the 19-lap sprint dominantly. Russell P2, Leclerc P3. Norris had the best outright pace but strategy differences decided the result.
Eliminated in qualifying after a crash. In the race, with fresher tyres than rivals and a fully charged electric system in the final laps, he set the fastest lap (lap 43). Long battle with Norris.
Leclerc led after a great start. Ferrari chose not to pit during the two safety car periods — lost position to Mercedes who did. Despite having newer tyres at the end, could not recover.
Best launch of the entire grid: started 3rd and jumped to 1st on lap 1. Led for 22 laps. Lost victory because of the safety car on lap 22 — had pitted one lap earlier and missed the free window. Driver of the Day.
Started from pole but wheelspin on the launch dropped him to 6th on lap 1. Actively recovered through the field and pitted under the safety car to emerge in the lead — converted pole into his first F1 victory.
Eliminated in the second qualifying session at Suzuka. Limited recovery in the race — Red Bull was visibly slower than Alpine and Haas.
Started 14th. Benefited from Ocon penalty to reach 10th. Alpine scored double points in China.
Started P3, led to lap 4. Finished 3rd on track but received 20s post-race penalty for cutting the track repeatedly after his spin, dropping from P3 to P8.
Started P4 with a boost issue. Recovered to lead part of the race and pressured Antonelli to the final metres. Won the Sprint the day before — McLaren had the fastest outright race pace in Miami.
Started P8 in a strong grid. Benefited from the SC on lap 7 and retirements of Gasly and Lawson. Scored 6 points in Miami, reaching 7 total. Consistent performance for Alpine in his second season.
Winners of all 4 races. ANT 3 wins + RUS 1. 58 points ahead of Ferrari in constructors.
3 GP wins, 1 Sprint win. Championship leader by 20 points over Russell. First driver to reach 100 points this season.
Piastri completed zero laps in the first two races. In Japan he finished 2nd — the safety car was the only reason he did not win.
Verstappen: last in Australia, retired in China, 8th in Japan. Red Bull is behind Alpine and Haas in constructors.
All 4 races had a safety car that changed the result. The pit stop timing during the safety car is the most critical strategic variable of 2026.
Completed his first race of 2026 in Suzuka, finishing 18th. He became a father for the first time the same week.
Analysis: Fastest Laps always occur in the final phase (100% ERS + fresh tyres + minimum fuel). Verstappen AUS, Antonelli CHN/JPN/MIA. Drivers outside the top 10 often attempt the FL for the +1 bonus point.
Maximum causal outlier 2026: SC lap 22 JPN (Bearman 50G crash) converted Antonelli’s defeat into victory. In MIA: Gasly flip + Hadjar (SC lap 7) decided the winner. SC = highest-impact exogenous variable in 4/4 races of 2026.
| Rk | Rk | Time | Lap | Context |
|---|---|---|---|---|
| 1 | Russell | 2.1s | 11 | VSC free |
| 2 | Antonelli | 2.4s | 11 | VSC stack |
| 3 | Verstappen | 2.6s | 16 | VSC #2 |
| 4 | Leclerc | 2.7s | 21 | Normal lap |
| 5 | Hamilton | 2.9s | 21 | Normal lap |
| 6 | Norris | 3.0s | 34 | Normal lap |
| 7 | Bearman | 3.1s | 20 | Normal lap |
| 8 | Gasly | 3.2s | 28 | Normal lap |
| Rk | Rk | Time | Lap | Context |
|---|---|---|---|---|
| 1 | Antonelli | 2.2s | SC | SC free |
| 2 | Russell | 2.5s | SC | SC 2nd Merc |
| 3 | Hamilton | 2.8s | SC | SC Ferrari |
| 4 | Leclerc | 3.0s | SC | Rear lock |
| 5 | Bearman | 3.3s | SC | SC+queue |
| 6 | Gasly | 3.4s | SC | SC+queue |
| 7 | Lawson | 3.5s | SC | SC late |
| 8 | Sainz | 3.6s | SC | SC late |
| Rk | Rk | Time | Lap | Context |
|---|---|---|---|---|
| 1 | Antonelli | 2.3s | 22 | SC free→P1 |
| 2 | Piastri | 2.6s | 21 | 1 lap before SC |
| 3 | Russell | 2.7s | 21 | 1 lap before SC |
| 4 | Leclerc | 2.9s | 22 | SC queue |
| 5 | Norris | 3.1s | 22 | SC queue |
| 6 | Hamilton | 3.2s | 22 | SC queue |
| 7 | Gasly | 3.3s | 22 | SC queue |
| 8 | Verstappen | 3.5s | 22 | SC late |
| Rk | Rk | Time | Lap | Context |
|---|---|---|---|---|
| 1 | Antonelli | 2.2s | 7 | SC free→P1 |
| 2 | Russell | 2.4s | 7 | SC 2nd Merc |
| 3 | Hamilton | 2.7s | 7 | SC Ferrari |
| 4 | Verstappen | 2.9s | 7 | SC queue |
| 5 | Norris | 3.0s | 7 | SC 1st stop |
| 6 | Piastri | 3.1s | 7 | SC 1st stop |
| 7 | Norris | 3.2s | 35 | 2nd stop |
| 8 | Piastri | 3.3s | 34 | 2nd stop |
During a safety car period the tyre temperature is already warm, the pit lane is empty and the mechanics have more time to prepare. Pit stops under safety car conditions are on average 0.6 to 0.8 seconds faster than during normal racing. Confirmed in all 4 races of 2026.
The first pit stop in a race is always slower — the crew needs one run to get into rhythm. From the second stop onward they are fully calibrated and in sync. Russell’s 2.1s stop in Australia worked because the team had practised exactly that window before the race.
Stopping more than 5 cm off the target mark adds around 0.4 seconds. Hamilton in China had a slight rear misalignment — which explains his 2.8s stop compared to Antonelli’s 2.2s in the same pit box during the same safety car period.
Key Canada factors: Circuit Gilles-Villeneuve is a street circuit favouring good traction and strong braking. Wall of Champions threatens anyone pushing too hard. SC probability Montreal: ~72% — highest on calendar. Antonelli on a 3-race win streak with new energy rules (7MJ/lap limit) now fully embedded. McLaren closed gap in Miami — may threaten Mercedes in Canada’s lower-downforce layout.
Warning: 4 races = growing sample size but still early. New energy rules (7MJ limit from Miami) are now a confirmed factor. PU upgrades and street circuit unpredictability can change projections significantly.
Relative driver scoring system, updated after each race based on performance vs. expectations.
Exponential weighting on the last 4 races (decay factor λ=0.7 — recent results count more).
Track characteristics (average speed, straights, slow corners) cross-referenced with each driver's strengths.
DNF rate per team. Red Bull: 2 DNFs in 4 GPs (Hadjar in AUS and MIA) → 10% penalty on win probability.
Historical SC frequency per circuit. Miami: ~65%. Canada: ~72% — highest on the calendar.
Estimated ERS deployment per race. Antonelli: 94% efficiency vs. grid average of 81%.
Educational note: This model uses public data. In real F1, proprietary telemetry data would be used (~300 sensors/car at 1,200Hz), ML models trained on thousands of hours of simulation and Monte Carlo with 10,000+ simulations per race. The same techniques apply in corporate Data Science — predicting KPIs, detecting anomalies, optimizing resources.