2023 Cup Series Coke Zero Sugar 400

Loop Data - Points race

Date
Track
Daytona International Speedway (2.50 miles)
Laps
160 (400 miles) / actual: 163 (407 miles) [View all laps]

Stats

Stats on this page
  • ARP - Average running position
  • wARP - Weighted average running position - A driver's average green flag running position, which each lap weighted in proportion to how well that lap predicts a driver's finish position over Lap Raptor's entire data set. The result is that a driver's running position in later laps are weighted higher than earlier laps. This better accounts for strategic decision making and smart driving (for example, earlier in a race you might be willing to sacrifice track position for speed or to avoid on-track incidents).
  • GF Laps - Green flag laps
  • SS - Speed score - 1000 x the ratio of the driver's 95th percentile lap to the race 95th percentile lap. A good read of a driver's top speed. [Read more]
  • GR - Gain rating - The weighted number of positions gained. The weighting is done based on the perceived difficulty of passing from a driver's current position. For example, it's for more difficult to pass from 2nd than it is from last, because the quality of car and driver is much higher at the front and there's just fewer spots to gain to begin with. The driver is assigned a score for each lap on which he or she gains a position. That score is the product of two values: the difference between the driver's starting and finishing position on that lap, and the weight of their starting position. The weight is inverse to the ordinal value of the position; something like 1/N, where N is the position. For example, 12th has a weight of 1/12 [Read more]
  • LR - Loss rating - See GR, but LR is only for laps where the driver has lost position. The weight is the inverse of their position from the back of the field, i.e. losing positions at the rear of the field results in a higher score than losing positions at the front, and thus a higher score is bad [Read more]
  • GR-LR - Net rating - The difference between the driver's GR and LR [Read more]
  • POMS - Percent of max speed - Race adjusted average speed. Assuming the fastest lap of the race is the fastest anyone could have gone on that day in that race, each lap speed as evaluated as a percentage of that lap speed and averaged to gain the driver's race adjusted average speed. This stat exists because without it, it's impossible to compare laps between a low speed track like Martinsville against a high speed track like Talladega. Note that this still isn't perfect: some tracks have greater fall off than others, and sometimes the weather changes or there's a rain delay, and that can cause distortion in POMS.
  • cPOMS - Continuously graded POMS - Like rPOMS but instead of using the fastest lap of the race, it uses the fast lap of that lap. For example, when scoring a driver's lap 30 lap speed, it uses the fastest of all drivers' lap 30 lap speeds
  • PGAE - Positions gained above expected - For any given running position, we can find the average position on the next lap. PGAE is the sum of the difference between the corresponding average to the driver's current running position and where they ended up in actuality on the next lap. For example, if a driver is running in 12th, and a driver in 12th on average is running 11.95th on the next lap, and the driver actually gains a position, he is scored a 0.95 for that lap. But if he held his 12th instead, he'd have been scored a -0.05. PGAE/100 is the driver's average score per 100 green flag laps
  • PFARP - Positions finished above running position - Like PFAE and PGAE, but comparing the driver's finish position against the average finish of a driver at their current running position at the specific point in the race. For example, if a driver is running 12th on lap 100, and the average finish for a driver running 12th on lap 100 is 13th, and the driver finishes 6th, they score +7 PFARP.
  • wPFARP - Weighted positions finished above running position - Like PFARP, but the the laps are weighted based on how well that point in the average race predicts a driver's finish position over Lap Raptor's entire data set. See wARP for more information.
  • ΔPOMS - Change in POMS - How much faster a driver went in the final segment than in the first. Last segment minus first segment.
  • 1st Seg Stats - First segment stats - The same stats as you know but only before the first caution or pit stop of the race
  • Last Seg Stats - Last segment stats - The same stats as you know but only after the last caution or pit stop of the race
Driver Car Manu. Start Finish Finish Status ARP wARP GF Laps SS GR LR GR-LR POMS cPOMS PGAE PFARP wPFARP 1st Seg. POMS Last Seg. POMS ΔPOMS ARS
Chris Buescher 17 Ford 11 1 Running 9.82 8.92 140 -0.40 9.20 4.25 4.95 0.9589 0.9827 17.28 11.30 10.68 0.973 0.947 -0.026
Brad Keselowski 6 Ford 12 2 Running 16.16 10.72 141 1.81 9.16 7.16 2.00 0.9578 0.9816 5.37 14.03 10.93 0.971 0.905 -0.066
Aric Almirola 10 Ford 2 3 Running 7.38 7.03 141 -1.86 6.91 3.65 3.26 0.9537 0.9774 9.32 8.65 7.96 0.972 0.905 -0.067
Chase Elliott 9 Chevy 23 4 Running 10.95 9.51 141 -0.83 10.50 6.00 4.50 0.9582 0.9820 23.54 8.93 8.09 0.973 0.902 -0.071
Joey Logano 22 Ford 14 5 Running 9.68 9.25 141 -1.99 9.46 4.83 4.63 0.9566 0.9803 10.14 7.66 7.33 0.973 0.906 -0.067
Alex Bowman 48 Chevy 31 6 Running 19.89 17.19 141 -1.35 6.34 4.78 1.56 0.9581 0.9818 2.35 11.88 10.63 0.974 0.903 -0.071
Kyle Busch 8 Chevy 18 7 Running 12.72 11.73 141 -0.81 10.24 5.54 4.69 0.9582 0.9819 3.93 7.27 6.54 0.972 0.906 -0.066
William Byron 24 Chevy 27 8 Running 20.55 18.18 141 -0.10 8.61 7.96 0.64 0.9585 0.9822 -2.72 10.34 9.16 0.973 0.904 -0.069
Kevin Harvick 4 Ford 10 9 Running 9.91 8.98 139 -1.81 9.15 5.02 4.13 0.9587 0.9826 28.96 3.98 3.15 0.973 0.902 -0.070
Corey LaJoie 7 Chevy 37 10 Running 27.76 24.14 142 1.31 6.02 12.44 -6.42 0.9506 0.9774 37.54 13.55 11.39 0.960 0.905 -0.055
Ty Dillon 77 Chevy 30 11 Running 23.60 19.45 142 -0.28 6.26 9.00 -2.74 0.9519 0.9788 26.56 9.44 6.91 0.960 0.905 -0.055
Bubba Wallace 23 Toyota 4 12 Running 16.18 16.48 141 0.20 6.14 5.66 0.47 0.9562 0.9798 -11.79 4.59 4.09 0.972 0.907 -0.066
Michael McDowell 34 Ford 39 13 Running 20.85 18.17 142 0.59 7.92 9.73 -1.82 0.9518 0.9788 -6.37 5.69 4.03 0.957 0.909 -0.048
Austin Hill 62 Chevy 26 14 Running 22.28 20.48 141 1.44 7.29 8.66 -1.37 0.9548 0.9784 12.78 5.65 4.80 0.973 0.907 -0.066
Chandler Smith 13 Chevy 36 15 Running 23.11 18.34 141 -0.28 7.25 8.16 -0.91 0.9437 0.9672 10.81 5.61 2.60 0.929 0.907 -0.021
Christopher Bell 20 Toyota 15 16 Running 12.70 14.94 140 -0.85 8.32 6.03 2.29 0.9544 0.9781 10.24 -0.96 -0.03 0.973 0.913 -0.060
Ross Chastain 1 Chevy 25 17 Running 16.86 16.12 141 0.37 9.30 7.51 1.79 0.9574 0.9810 33.01 -0.17 -0.23 0.973 0.907 -0.066
Erik Jones 43 Chevy 24 18 Running 18.13 16.20 141 1.70 5.52 5.78 -0.26 0.9572 0.9808 4.55 -0.39 -2.05 0.973 0.910 -0.063
JJ Yeley 51 Ford 33 19 Running 30.04 28.11 142 -0.17 3.65 7.88 -4.23 0.9501 0.9768 7.43 6.46 5.38 0.958 0.919 -0.039
Daniel Suarez 99 Chevy 22 20 Running 19.67 19.60 141 0.09 7.48 7.24 0.23 0.9580 0.9817 -10.43 -0.93 -1.38 0.973 0.915 -0.058
Justin Haley 31 Chevy 28 21 Running 21.84 21.43 141 0.15 8.03 8.53 -0.51 0.9552 0.9788 3.68 -1.19 -1.45 0.973 0.909 -0.064
Josh Berry 42 Chevy 29 22 Running 22.95 20.28 142 0.44 6.63 8.37 -1.75 0.9536 0.9804 14.80 -1.57 -3.26 0.959 0.903 -0.056
BJ McLeod 78 Chevy 38 23 Running 30.79 28.56 142 0.77 3.56 10.40 -6.84 0.9509 0.9777 3.13 3.21 1.90 0.956 0.904 -0.052
Martin Truex Jr. 19 Toyota 13 24 Running 12.93 15.05 141 1.31 8.37 6.54 1.83 0.9544 0.9780 13.08 -8.47 -8.11 0.973 0.885 -0.088
Tyler Reddick 45 Toyota 20 25 Running 23.14 23.32 139 -0.45 5.73 7.17 -1.44 0.9500 0.9731 -0.18 -3.89 -3.57 0.971 0.878 -0.093
Denny Hamlin 11 Toyota 19 26 Running 24.02 28.12 136 -0.65 4.23 5.52 -1.28 0.9485 0.9712 -27.05 -2.66 -0.59 0.973
Kyle Larson 5 Chevy 7 27 Running 18.76 23.07 135 -1.11 4.05 4.08 -0.03 0.9587 0.9816 -11.37 -7.33 -4.75 0.972
Harrison Burton 21 Ford 3 28 Running 18.54 23.29 135 -1.92 5.33 6.24 -0.91 0.9522 0.9750 -18.62 -8.22 -5.45 0.972
AJ Allmendinger 16 Chevy 17 29 Running 20.76 25.09 135 1.24 7.56 6.03 1.54 0.9584 0.9813 -10.77 -7.86 -4.90 0.971
Chase Briscoe 14 Ford 1 30 Accident 9.76 9.97 138 -2.02 5.09 5.21 -0.13 0.9543 0.9771 -8.22 -15.84 -17.46 0.972
Ryan Preece 41 Ford 9 31 Accident 16.34 13.03 139 -0.62 8.11 5.23 2.89 0.9551 0.9779 27.85 -13.75 -16.42 0.974
Todd Gilliland 38 Ford 35 32 Overheating 31.78 33.42 107 1.50 3.00 6.48 -3.48 0.9466 0.9730 -5.49 -4.31 -2.72 0.958
Austin Dillon 3 Chevy 21 33 Accident 19.69 20.91 88 -0.85 6.18 6.00 0.18 0.9644 0.9846 -9.04 -13.46 -13.75 0.972
Ricky Stenhouse Jr. 47 Chevy 32 34 Accident 20.44 15.16 88 1.80 7.67 7.16 0.50 0.9594 0.9849 31.20 -13.95 -16.84 0.959
Ty Gibbs 54 Toyota 5 35 Accident 10.73 11.32 88 -0.99 8.13 4.55 3.58 0.9647 0.9849 24.25 -20.15 -20.66 0.973
Ryan Blaney 12 Ford 8 36 Accident 15.26 12.85 88 -0.40 6.98 4.61 2.37 0.9645 0.9847 5.45 -18.91 -20.76 0.972
Austin Cindric 2 Ford 16 37 Accident 16.72 16.26 89 -0.95 5.78 4.10 1.68 0.9642 0.9845 -4.25 -19.17 -20.32 0.973
Riley Herbst 36 Ford 6 38 Accident 17.25 20.19 84 -0.69 4.90 5.08 -0.18 0.9665 0.9870 -5.67 -19.34 -18.26 0.972
Brennan Poole 15 Ford 34 39 Accident 36.09 36.30 87 0.05 2.10 11.71 -9.61 0.9535 0.9789 -2.12 -8.35 -8.17 0.958

Cautions

Start End Free Pass Reason Description
37 40 13 Competition Stage 1 Conclusion
96 104 - Accident 2, 3, 4, 5, 11, 12, 20, 21, 36, 45, 47, 54 Incident in Turn 4 [Red: 9:28]
157 161 45 Accident #14 and 41 Incident on the Backstretch