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Post #2748 1.4K
📊 Spanish GP - Race | Acceleration Times

PIA and HAM had the best starts, yet their race turned into a nightmare: 2.4s to reach 100 km/h, just 4.5s in total to reach 200 km/h.

PIA was on Hards, making this result even more impressive!

Aston and Audi were the worst cars off the line by far: something to improve on.
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Post #2747 1.36K
📊 Spanish GP - Race | Race Pace Analysis

🟧 NOR had the best RACE PACE at the Spanish GP (0.24s/lap quicker than 🟩 ANT, 0.41s/lap quicker than 🟦 VER): from a likely win to P3 due to extremely unlucky VSC timing.

🟥 LEC's pace was within 0.1s of 🟦 VER's, yet he finished the race 24.8s behind him!

What a pity, replacing Spa with this track... ☹️
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Post #2746 1.47K
Wonderful shots of the cooling outlets on the sidepods and hood of Ferrari and Aston!

📸: @xaviAeroporn
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Post #2745 1.55K
🛠 Ferrari's Aduo 2 Power Unit

Ferrari's ADUO 2 F1 engine upgrade, introduced at Monza, is worth ~15hp based on my calculations! 📈

⚪️ OCO ran the standard engine, 🔴 BEA the upgraded one.

In quali, BEA accelerated harder at EVERY SPEED: 15.4hp required to explain that gap.

Ferrari's ADUO 1 upgrade was worth ~7hp, making this second upgrade TWICE as effective.

That would put them ~20hp behind Mercedes, down from ~45hp at the start of the season!

[Collab with @FormulaGhostLap]
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Post #2744 1.17K
Monza Quali really did expose the limitations of the new Power Units ⚠️

The average #F1 team lost ~3s to 2025, and only part of that was due to lesser downforce

Having a powerful PU was critical:
-Alpine switched from Renault to Mercedes, losing less than 1.8s/lap.
-Aston went from Mercedes to Honda, losing more than triple that!

A solid power unit didn't guarantee success, though: Williams still ran a Mercedes PU, and yet lost 3.9s to last year!
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Post #2743 1.24K
Formula Data Analysis Extended race pace graph (the values below each driver's name are not corrected for the number of tyre sets being used). ANT was FLYING at the end of the race!
Learn more about JMP:

https://www.jmp.com/en/offers/partners?utm_source=x&utm_medium=referral&utm_campaign=fdataanalysis_en_post&utm_audience=f1race-interest&utm_content=trial
Jmp Why scientists and engineers choose JMP The world’s leading scientific and technology companies all use JMP – and for good reason.
Post #2742 1.25K
Formula Data Analysis 📊 Italian GP - Race | Race Pace Analysis Pit-corrected Race Pace: No car could match Mercedes on pace, even after correcting for Antonelli's extra set of tyres! - NOR was next fastest, P8 → P4. - VER and HAM had similar pace; HAM's clash with LEC likely…
Extended race pace graph (the values below each driver's name are not corrected for the number of tyre sets being used).

ANT was FLYING at the end of the race!
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Post #2741 966
📊 Italian GP - Race | Race Pace Analysis

Pit-corrected Race Pace:
No car could match Mercedes on pace, even after correcting for Antonelli's extra set of tyres!

- NOR was next fastest, P8 → P4.
- VER and HAM had similar pace; HAM's clash with LEC likely cost him points.
- Alpine best of the rest.
- Cadillac worst by far.

[Via @JMP_software]
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Post #2740 1.17K
📊 Italian GP - Race | Top Speed per Lap

These rules are a total paradox: for the first time in motorsport history, longer straights can mean lower top speeds ⚠️

Top speed in Monza was "just" 351 km/h, 6 km/h less than at the low-speed Hungaroring!

The longer the straights, the more "diluted" the ERS deployment must be, since a given amount of energy must cover a greater distance. 🪫

The result? Monza is no longer the temple of speed: Catalunya is, so far! (360 km/h).
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Post #2738 1.07K
📊 Italian GP - Qualifying | Quali Analysis

Aero Performance
24 km/h between Russell (343 km/h) and Alonso (319 km/h): not reaching 320 km/h AT MONZA, despite active aero, says a lot about Honda's still-lacking power.

Highest top speeds → best performance (GAS, RUS front row).

Ferrari and BEA, with the updated PU, posted strong top speeds in their best laps. No track will be as demanding as Monza.

McLaren favoured lower-speed deployment: PIA P3 despite having the second-lowest top speed!

Minisectors: 🟪 GAS vs 🟩 RUS vs 🟧 PIA
RUS was quickest for over half the lap, yet GAS beat him to pole despite only being quickest in T4-5 (Seconda Variante), before T8 (Ascari), and right before T11 (Parabolica).

He was rarely fastest, but never slow: consistency got him on pole!
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Post #2737 1.19K
📊 Italian GP - Practice 3 | Top Speed

Considering each team's best FP3 lap, the cars running the updated Ferrari engine (BEA's Haas and HAM's Ferrari) had the highest top speed.

Qualifying will give a clearer picture, but this is the first time this has happened this season!

Despite the updates, expect Aston's PU deficit to still be too large to fight at Monza.
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Post #2736 1.14K
📊 Italian GP - Practice 2 | RUS vs LEC Telemetry

Ferrari's new "ADUO 2" engine is powerful, but it still lacks breath compared to the Mercedes PU:
• Similar peak power (🟢Arrows: similar early-straight acceleration);
• Deployment lasts less, resulting in 🟡lower mid-straight speed.

Still, a big step forward! Ferrari's deployment strategy seems excellent (LEC's top speed is less variable straight after straight, minimising the parasitic drag force, as noted by @AeroTechVH), but they still need to make more deployment compromises compared to Mercedes.

Let's see in quali with full power!
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Post #2735 1.07K
Formula Data Analysis Notice that the power figures for all teams are a bit higher than FIA's prediction for 2026. Anyway, this does not impact the results: what matters is each PU's power difference with respect to the others.
🛠 Ferrari Exhaust Wing Update

Ferrari has radically updated its exhaust wing!
It now covers a much smaller area, both laterally (red arrows) and at the centre (yellow arrow).

The wing generates rear downforce at the cost of more drag and less power.

This new version, being less extreme, should mitigate these characteristics.

Two reasons why it might be introduced at Monza:
1) Track characteristics (drag and power are paramount here).
2) The ADUO 2 engine introduced at this race.

Reason 1 is likely the main driver. If it’s still used at the next race too, that would confirm reason 2 as well!
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Post #2734 1.07K
Formula Data Analysis ⚙️ Power Unit Performance: Power and Drag Decoupling I didn't trust FIA's lack of transparency about ADUO... so we analysed the data from the WHOLE SEASON and wrote a paper detailing the process! 🤩 This is the most legendary F1 post you'll read this week!…
Notice that the power figures for all teams are a bit higher than FIA's prediction for 2026.

Anyway, this does not impact the results: what matters is each PU's power difference with respect to the others.
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Post #2733 1.14K
⚙️ Power Unit Performance: Power and Drag Decoupling

I didn't trust FIA's lack of transparency about ADUO... so we analysed the data from the WHOLE SEASON and wrote a paper detailing the process! 🤩

This is the most legendary F1 post you'll read this week!

🗒Key points:
- Mercedes: +7.3 hp vs RBPT;
- ADUO upgrades: Ferrari gained 9.6 hp (1/5 of its deficit), Audi 7.6 hp, Honda 11.4 hp;
- Honda lacked over 100 hp at the season start!

Read on for the full article, but only if you're a real data nerd! 👇

https://drive.google.com/file/d/1LUksW-sR6XzNIjKsVcKkyAt6fihOUtFV/view


This work wouldn't have been possible without the brilliant mind of @FormulaGhostLap.

Follow @FDataAnalysiss and @FormulaGhostLap for the best F1 technical content!
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Post #2732 1.14K
Formula Data Analysis Can you guess the top speed of the upcoming Monza race? I will check back to tag the winners! 😏 📊 Useful stats about 2026 cars: • +6km/h median over 2025. • Less variable top speed track-to-track (max. ERS power must decrease above 337km/h → 'rubber-band…
Here is a link to know more about JMP, the software I used to analyse the data and create this visualisation:

https://www.jmp.com/en/offers/partners?utm_source=x&utm_medium=referral&utm_campaign=fdataanalysis_en_post&utm_audience=f1race-interest&utm_content=trial
Jmp Why scientists and engineers choose JMP The world’s leading scientific and technology companies all use JMP – and for good reason.
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Post #2731 841
Can you guess the top speed of the upcoming Monza race?
I will check back to tag the winners! 😏


📊 Useful stats about 2026 cars:

• +6km/h median over 2025.
• Less variable top speed track-to-track (max. ERS power must decrease above 337km/h → 'rubber-band effect'). Excluding Monaco, the lowest top speed was 343km/h (Australia)!
• We already reached 360 km/h in Barcelona

Let's see who'll get this right!

Via @JMP_software
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Post #2730 769
Formula Data Analysis 📊 Dutch GP - Race | Acceleration Times & ALO vs RUS Race Start Reaction times increase with age... except for Alonso, who was quickest off the line in Zandvoort at 45 years old! Even Lindblad, just 19, was slower. RUS was worst off the line: high RPM sent…
ALO vs RUS Race Start

Notice how high RUS's RPM were compared to ALO's.

Releasing the clutch alone likely made his rears spin over the damp track.

ALO's less powerful PU and lower RPM prevented that, so he could open the throttle far sooner!

Notice that ALO reacted to the lights sooner (car starts moving sooner).
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Post #2729 824
📊 Dutch GP - Race | Acceleration Times & ALO vs RUS Race Start

Reaction times increase with age... except for Alonso, who was quickest off the line in Zandvoort at 45 years old!

Even Lindblad, just 19, was slower.

RUS was worst off the line: high RPM sent the rears spinning, costing him a place to ANT.

HAM lifted to avoid rear-ending LEC!
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