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View: SPEC, accumulated race time
Normalization:Car, Fuel & Tire use
Population: Top 6 drivers
X-Axis: Lap number in race order
Y-Axis: Time delta to reference
Reference: Race winner’s average lap
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SPEC Timeline — Driver Extraction
The SPEC Timeline takes the PACE view and normalizes it by each car’s estimated P80 performance.
That changes the question.
PACE asks: who was fast?
SPEC asks: who was fast relative to the car?This is where extraction starts to separate from machinery.
The first signal is clear:
RUS drops out. HAM comes in.
That matters.
In PACE, RUS was still in the front-six conversation because the Mercedes package was strong. Once Mercedes is normalized at P80, his relative contribution weakens.
HAM reappears in SPEC. He was not central to the visible race, and not central to the PACE story, but relative to the Ferrari benchmark he looks better. The car may have hidden part of his race.
Then comes the VER signal.
VER moves to third.
That sharpens the Driver of the Day case.
In RACE, VER had the rescue story.
In PACE, he did not have the winning envelope.
In SPEC, normalized to Red Bull’s P80 pace, the drive looks stronger.Correct reading:
Not that Red Bull was secretly the third-best car.
Rather:
VER extracted more from the Red Bull than the raw PACE view showed.
The early stop, older hard tires, and recovery race distorted the live story. SPEC does not erase that, but it gives a cleaner view of driver versus car.
At the front, ANT and NOR remain the reference.
That matters too. Even after normalization, they stay at the sharp end. They were not just passengers in fast cars. They were extracting consistently from competitive machinery.
Behind them, VER rises. The fan vote was not just romance.
Ferrari gets more complicated.
LEC had the visible Ferrari race: launch, command, then decay.
HAM appearing in SPEC suggests the internal Ferrari picture was less one-sided than the result implied.So the extraction layer is simple:
ANT and NOR still define the top.
VER rises relative to Red Bull’s P80 pace.
RUS fades relative to the Mercedes benchmark.
HAM reappears relative to the Ferrari benchmark.
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View: SPEC, lap time distributions
Normalization: Car, Fuel & Tire use
Population: Top 6 drivers
X-Axis: Percentiles and Quartiles
Y-Axis: Lap time in seconds
Filter: 5%,10% excluded for scaling
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SPEC Distribution — Extraction vs Machinery
The SPEC Distribution takes the clean pace envelope and normalizes it by each car’s P80 performance.
That changes the question.
PACE asks who was fastest.
SPEC asks who extracted most from the car.At the front, ANT and NOR remain the reference pair.
That matters. Even after normalizing for machinery, both stay at the sharp end of the distribution. ANT still owns the cleanest envelope, with NOR close behind.
Same conclusion, stronger confidence:
They were not just in quick cars.
They extracted from them.Then comes the next signal:
VER rises to third.
This is why SPEC matters.
In RACE, VER had the rescue story.
In PACE, he sat outside the winning envelope.
In SPEC, normalized to Red Bull’s P80 benchmark, the drive gains value.That does not mean Red Bull was the third-fastest car.
It means VER extracted more from the Red Bull than the raw pace charts suggested.
Behind that front trio, LEC, PIA, and HAM form the next band.
But they do so with less authority. Their envelopes are more compromised and less consistent across the distribution.
HAM is notable here. Once Ferrari is normalized at P80, he looks more competitive than the race narrative suggested. LEC remains present, but no longer owns the Ferrari story by default.
PIA also loses some shine relative to the PACE view. The McLaren was strong, but his extraction does not look as sharp as NOR’s.
Same car, different harvest.
The far-right tail is less important.
At P100, some lines dive sharply, but those laps are fragile: one ideal lap, one clean window, one perfect alignment of tire and traffic. In SPEC, the real story sits in the broad middle and upper range, not in the single prettiest outlier.
So the extraction hierarchy is:
ANT–NOR still lead.
VER becomes a credible third once normalized to Red Bull’s P80 pace.
LEC–PIA–HAM form the chasing layer, with less consistent extraction.That is the point of the chart:
not who had the best headline,
not who flashed one lap,
but who most consistently beat the expectation of the car beneath them.
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View: SPEC, accumulated sorted time
Normalization: Car, Fuel & Tire use
Population: Top 6 drivers
X-Axis: Percentiles and Quartiles
Y-Axis: Time delta to reference
Reference: Winner average pace
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SPEC Sorted Time — Integrated Extraction
The SPEC Sorted Time chart integrates the normalized pace envelope across the race.
This is the extraction view in cumulative form.
By normalizing each driver against the car’s P80 benchmark, SPEC asks the harder question:
who did more with what the car should have delivered?
The answer keeps reinforcing Miami.
ANT and NOR remain the front pair.
Even after car performance is normalized, they accumulate the strongest signatures. They were not just fast because Mercedes and McLaren were fast. They converted the car.
ANT again sits at the sharp edge. His race was not one monster lap. It was a clean harvest across the distribution.
NOR stays close, keeping the McLaren recovery thesis alive. The car was strong, and NOR extracted well from it.
Then comes VER.
In RACE, he had the rescue story.
In PACE, he lacked the winning envelope.
In SPEC, he rises again.That is the nuance.
VER did not have winning pace in absolute terms, but relative to Red Bull’s P80 benchmark, his cumulative extraction is much stronger. The chart gives the fan vote a technical defense.
Not just emotion.
Driver signal.
Behind that, PIA, HAM, and LEC form the next layer.
PIA loses ground relative to NOR once the McLaren benchmark is applied. Not weak. Just less extraction from the same car family.
HAM remains interesting. Ferrari’s visible story tilted toward LEC early, but SPEC keeps pulling HAM back into the conversation. Normalized, his race looks less forgettable than the raw result suggested.
LEC fades in the integrated view. The launch and early presence were real, but tire drop, spin, and lost position hurt the cumulative picture.
Ferrari had flashes.
Not a clean harvest.
So the final extraction hierarchy is:
ANT–NOR lead.
VER is the strongest normalized recovery signal.
PIA–HAM–LEC chase.And RUS is absent.
That absence matters.
In PACE, RUS was part of the Mercedes story because the car was quick.
In SPEC, ANT owns that story alone.
Your teammate is not your mate.