• 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

  • SPEC Timeline

    SPEC promotes RUS by a sliver, but this is where the algorithm and the race story diverge. The correction makes sense mathematically: Ferrari’s baseline was exceptional, so HAM’s car credit is discounted. But the race credit still belongs to HAM.

    RUS gets the SPEC benefit because he extracted strong performance from a less dominant Mercedes baseline. Fair signal, but not the full story.

    NOR also deserves note. His race was stronger than the final headline suggests. At one point, NOR was close enough to challenge the Mercedes duel before RUS was told to focus on pace rather than fighting ANT.

  • 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

  • SPEC Distributions

    The SPEC normalization is doing its job here: the P85 performance is normalized, which is why the curve order gets tighter than the raw race views. Even so, the distribution still leans HAM.

    That is the nuance of Barcelona. The SPEC-Timeline can promote RUS by a sliver because it rewards extraction against the car baseline. But the SPEC-Distribution still shows HAM as the stronger race signal across the middle of the curve.

    NOR also looks very solid here, with VER close. PIA follows, while LAW remains the weakest adjusted curve.

    So the split is:

    SPEC-Timeline: RUS by a sliver
    SPEC-Distribution: still HAM by feel and by shape

  • 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

  • SPEC Sorted Time

    SPEC normalizes the pace and still shows HAM as faster. The important correction is strategic: on equalized cars, a three-stop strategy should not win unless the driver/car package has enough pace to overcome the extra stop cost.

    HAM still had that pace.

    So even though the SPEC-Timeline briefly promotes RUS by a sliver, the deeper SPEC views bring the judgment back to HAM. The algorithm discounts Ferrari’s advantage, but it cannot erase the race reality: HAM was still fast enough to make the aggressive strategy work.