Advanced Kart Analysis
Measuring kart speed is difficult because raw lap times are influenced by the driver's skill and the day's weather. To find the truly "fast" karts, we use a multi-stage normalization process.
1. Remove Environment Bias
We compare the kart's Top 25% average to the session's Top 25% average. This filters out traffic, mistakes, and warm-up laps.
(Kart Top 25% Avg / Session Top 25% Avg) × 1002. Remove Driver Bias
Each driver has a Baseline Index built from their Top 25% pace across all sessions excluding the kart being evaluated. This stops a driver who often races one kart from having that kart absorbed into their baseline.
Actual Index - Driver Baseline (other karts) = Pace Delta3. Track Current Form
Karts change over time. We prioritize a Running Average of the last 5 races to show current mechanical condition.
Each dot represents a kart plotted by how many races it has run and its current normalized pace delta.Negative values mean the kart is faster than the driver's historical baseline — green dots are the ones to grab.
Current Form vs. Usage
Top Right: The Reliable Rockets
High usage, consistently performing better than driver baseline.
Top Left: Hidden Gems
Low usage but exceptional normalized pace.
Bottom Right: The Tired Workhorses
Frequently used but consistently slower than driver expectations.
Bottom Left: The Lemons
Rarely used and underperforming.
#22Kart 22
Total Races27
Lifetime Delta-0.86
Current Pace Delta-3.47%
History & Trends →#2Kart 2Certified RocketTotal Races27
Lifetime Delta-0.45
Current Pace Delta-3.09%
History & Trends →#35Kart 35Certified RocketTotal Races36
Lifetime Delta-0.87
Current Pace Delta-2.64%
History & Trends →#1Kart 1Total Races42
Lifetime Delta-0.08
Current Pace Delta-1.99%
History & Trends →#4Kart 4Total Races23
Lifetime Delta-0.99
Current Pace Delta-1.87%
History & Trends →#15Kart 15Certified RocketTotal Races36
Lifetime Delta-0.02
Current Pace Delta-1.85%
History & Trends →#7Kart 7Total Races31
Lifetime Delta-0.25
Current Pace Delta-1.66%
History & Trends →#25Kart 25Total Races33
Lifetime Delta+1.53
Current Pace Delta-1.51%
History & Trends →#9Kart 9Certified RocketTotal Races33
Lifetime Delta+0.71
Current Pace Delta-1.50%
History & Trends →#5Kart 5Total Races20
Lifetime Delta-0.67
Current Pace Delta-1.38%
History & Trends →#11Kart 11Certified RocketTotal Races30
Lifetime Delta-0.10
Current Pace Delta-1.28%
History & Trends →#27Kart 27Total Races24
Lifetime Delta+1.19
Current Pace Delta-1.22%
History & Trends →#8Kart 8Total Races30
Lifetime Delta-0.52
Current Pace Delta-1.08%
History & Trends →#24Kart 24Certified RocketTotal Races20
Lifetime Delta-0.31
Current Pace Delta-1.05%
History & Trends →#19Kart 19Certified RocketTotal Races29
Lifetime Delta-0.40
Current Pace Delta-1.00%
History & Trends →#16Kart 16Total Races30
Lifetime Delta+0.65
Current Pace Delta-1.00%
History & Trends →#29Kart 29Total Races20
Lifetime Delta+0.37
Current Pace Delta-0.99%
History & Trends →#6Kart 6Total Races36
Lifetime Delta-0.16
Current Pace Delta-0.87%
History & Trends →#14Kart 14Total Races23
Lifetime Delta-0.49
Current Pace Delta-0.84%
History & Trends →#13Kart 13Total Races33
Lifetime Delta-0.01
Current Pace Delta-0.71%
History & Trends →#21Kart 21Certified RocketTotal Races21
Lifetime Delta+0.06
Current Pace Delta-0.68%
History & Trends →#31Kart 31Certified RocketTotal Races29
Lifetime Delta-0.79
Current Pace Delta-0.64%
History & Trends →#20Kart 20Total Races22
Lifetime Delta+0.54
Current Pace Delta-0.57%
History & Trends →#23Kart 23Total Races19
Lifetime Delta+0.82
Current Pace Delta-0.52%
History & Trends →#12Kart 12Total Races24
Lifetime Delta-0.75
Current Pace Delta-0.41%
History & Trends →#18Kart 18Certified RocketTotal Races26
Lifetime Delta-0.64
Current Pace Delta-0.37%
History & Trends →#33Kart 33Total Races22
Lifetime Delta-0.07
Current Pace Delta-0.34%
History & Trends →#30Kart 30Certified RocketTotal Races27
Lifetime Delta+0.39
Current Pace Delta-0.31%
History & Trends →#10Kart 10Total Races8
Lifetime Delta+1.89
Current Pace Delta-0.29%
History & Trends →#32Kart 32Certified RocketTotal Races31
Lifetime Delta+0.08
Current Pace Delta-0.21%
History & Trends →#3Kart 3Total Races25
Lifetime Delta+0.64
Current Pace Delta-0.12%
History & Trends →#28Kart 28Total Races24
Lifetime Delta-0.44
Current Pace Delta+0.02%
History & Trends →#26Kart 26Total Races19
Lifetime Delta-0.72
Current Pace Delta+0.19%
History & Trends →#34Kart 34Total Races27
Lifetime Delta-0.96
Current Pace Delta+0.40%
History & Trends →#17Kart 17Certified RocketTotal Races20
Lifetime Delta+1.24
Current Pace Delta+0.56%
History & Trends →