Head to head
Pit two drivers from any era against each other and explore the history: neutralisations by circuit, winning margins, reliability by team and who starts best.
Neutralisations by circuit
Safety Car, VSC, red flag and retirements by circuit, over the races with lap-by-lap data.
Small samples (often n=1 per circuit with the current data) — treat as indicative, not as a stable probability, until more seasons of FastF1 detail accumulate.
Reliability: retirements
Real retirement rate per start, with a 95% (Wilson) confidence interval. With few races the interval is wide: do not read the order as definitive.
Calculating…