2023 Cup Series Coca-Cola 600

Loop Data - Points race

Date
Track
Charlotte Motor Speedway (1.50 miles)
Laps
400 (600 miles) / actual: 400 (600 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
Ryan Blaney 12 Ford 8 1 Running 2.14 1.71 311 11.59 8.23 1.25 6.98 0.9550 0.9857 22.73 7.51 6.94 0.956 0.972 0.017
William Byron 24 Chevy 1 2 Running 3.63 3.80 310 8.84 7.08 2.35 4.73 0.9522 0.9829 10.41 7.39 7.12 0.954 0.972 0.017
Martin Truex Jr. 19 Toyota 18 3 Running 7.57 7.99 310 5.93 8.83 3.61 5.23 0.9516 0.9822 35.59 8.29 8.25 0.956 0.971 0.015
Bubba Wallace 23 Toyota 7 4 Running 14.59 12.19 306 -1.85 7.67 6.26 1.41 0.9399 0.9700 -3.32 10.46 9.64 0.934 0.970 0.037
Tyler Reddick 45 Toyota 15 5 Running 5.12 4.44 310 8.42 7.87 1.96 5.91 0.9526 0.9832 19.36 5.16 4.43 0.954 0.969 0.015
Kyle Busch 8 Chevy 5 6 Running 6.74 6.43 308 3.30 6.60 3.57 3.03 0.9506 0.9808 24.97 5.08 4.69 0.954 0.967 0.013
Ricky Stenhouse Jr. 47 Chevy 10 7 Running 10.06 9.38 309 0.50 5.59 3.60 1.99 0.9459 0.9763 -17.95 5.66 5.14 0.948 0.965 0.017
Chris Buescher 17 Ford 11 8 Running 14.11 16.22 309 1.42 6.34 4.43 1.91 0.9436 0.9728 1.01 7.05 8.02 0.948 0.964 0.016
Austin Dillon 3 Chevy 33 9 Running 21.17 17.95 310 -7.42 5.04 4.54 0.50 0.9358 0.9658 -1.48 9.21 8.00 0.937 0.964 0.027
Zane Smith 38 Ford 29 10 Running 21.09 17.89 305 -7.27 4.41 4.90 -0.49 0.9375 0.9685 -13.34 8.34 7.03 0.937 0.963 0.026
Kevin Harvick 4 Ford 2 11 Running 12.41 9.30 309 3.78 7.08 5.08 2.00 0.9431 0.9734 -10.09 3.22 1.70 0.933 0.962 0.029
Alex Bowman 48 Chevy 31 12 Running 16.06 13.31 310 -1.68 5.67 4.11 1.56 0.9405 0.9707 4.94 3.82 2.57 0.939 0.961 0.022
Ryan Preece 41 Ford 22 13 Running 19.96 17.92 307 -8.59 5.36 5.70 -0.34 0.9360 0.9658 -41.87 5.14 4.14 0.937 0.959 0.022
AJ Allmendinger 16 Chevy 27 14 Running 21.24 19.62 309 -7.13 4.61 4.87 -0.27 0.9354 0.9652 -25.14 4.72 4.14 0.939 0.959 0.020
Justin Haley 31 Chevy 16 15 Running 16.78 15.65 309 -5.52 3.56 3.57 -0.01 0.9401 0.9701 -16.78 1.50 0.76 0.943 0.958 0.015
JJ Yeley 15 Ford 36 16 Running 27.79 25.76 304 -14.43 3.12 5.22 -2.10 0.9307 0.9601 -23.03 7.31 6.56 0.934 0.955 0.021
Corey LaJoie 7 Chevy 25 17 Running 24.08 22.62 306 -13.13 5.42 6.86 -1.44 0.9326 0.9623 -27.85 3.90 3.40 0.933 0.954 0.020
Harrison Burton 21 Ford 13 18 Running 23.25 22.79 304 -11.04 4.80 6.91 -2.11 0.9329 0.9624 -20.88 2.35 2.20 0.938 0.953 0.014
Brad Keselowski 6 Ford 3 19 Running 15.03 21.01 298 4.21 5.94 3.96 1.98 0.9359 0.9643 14.17 -1.34 0.96 0.954 0.954 -0.001
Chase Briscoe 14 Ford 20 20 Running 26.41 23.44 305 -12.88 4.39 6.84 -2.46 0.9255 0.9558 -24.44 2.56 0.90 0.916 0.952 0.036
Joey Logano 22 Ford 17 21 Running 14.89 13.09 308 -1.21 6.19 4.82 1.36 0.9428 0.9729 -4.75 -5.04 -6.35 0.943 0.951 0.008
Ross Chastain 1 Chevy 14 22 Running 18.90 20.35 308 -4.93 4.17 5.11 -0.93 0.9301 0.9588 -31.57 -3.14 -2.63 0.944 0.950 0.005
Daniel Suarez 99 Chevy 24 23 Running 19.80 23.59 306 -4.34 3.80 3.81 -0.01 0.9241 0.9535 -13.76 -3.30 -1.77 0.945 0.948 0.004
Christopher Bell 20 Toyota 9 24 Running 11.03 15.13 307 2.83 8.55 5.36 3.19 0.9485 0.9789 24.99 -9.04 -8.12 0.956 0.942 -0.015
Aric Almirola 10 Ford 23 25 Running 25.41 25.51 303 -9.01 4.29 5.69 -1.39 0.9264 0.9550 -28.04 -2.32 -2.49 0.931 0.935 0.003
Ty Gibbs 54 Toyota 19 26 Running 11.97 10.42 306 2.31 4.83 3.54 1.29 0.9435 0.9737 13.32 -10.95 -12.43 0.942 0.894 -0.048
Ty Dillon 77 Chevy 32 27 Running 32.49 30.66 263 -20.49 0.60 2.50 -1.90 0.9111 0.9372 -25.83 0.86 0.21 0.922 0.944 0.022
Michael McDowell 34 Ford 30 28 Running 20.55 19.58 296 -7.46 4.63 6.25 -1.62 0.9357 0.9648 -28.42 -8.50 -9.20 0.940 0.950 0.010
BJ McLeod 78 Chevy 34 29 Running 31.70 30.94 270 -18.68 0.75 2.51 -1.76 0.9080 0.9349 -30.97 -1.90 -1.74 0.922 0.926 0.003
Kyle Larson 5 Chevy 12 30 Accident 9.37 7.60 289 2.06 6.48 2.99 3.49 0.9478 0.9787 7.78 -16.28 -18.24 0.949
Austin Cindric 2 Ford 21 31 Accident 19.13 17.05 287 -9.08 3.20 3.32 -0.12 0.9395 0.9696 -15.18 -12.50 -14.22 0.937
Erik Jones 43 Chevy 26 32 Running 26.48 30.97 227 -4.67 1.73 1.94 -0.21 0.9177 0.9472 0.56 -7.52 -4.32 0.942
Todd Gilliland 51 Ford 35 33 Accident 34.53 33.17 187 -35.16 0.30 1.00 -0.70 0.8854 0.9161 -14.08 -4.21 -4.52 0.897
Chase Elliott 9 Chevy 6 34 Accident 11.81 11.23 149 -3.57 3.62 2.05 1.57 0.9404 0.9715 -9.54 -17.85 -19.32 0.945
Denny Hamlin 11 Toyota 4 35 Accident 6.17 7.72 150 2.97 3.19 2.25 0.94 0.9486 0.9796 14.53 -21.37 -22.11 0.955
Noah Gragson 42 Chevy 28 36 Engine 29.61 29.62 95 -18.82 1.00 2.73 -1.73 0.9250 0.9577 -8.86 -11.53 -11.71 0.936
Jimmie Johnson 84 Chevy 37 37 Accident 30.17 30.74 86 -16.13 0.85 1.42 -0.57 0.9313 0.9620 3.07 -12.39 -11.41 0.937

Cautions

Start End Free Pass Reason Description
37 41 78 Competition Competition Caution
76 79 78 Accident Incident Turn 2 No. 84
102 107 14 Competition Stage 1 Conclusion
157 163 2 Unknown Precipitation
165 169 23 Accident Incident Backstretch No. 84
177 181 7 Accident Incident Backstretch Nos. 6, 8 & 99
187 191 14 Accident Incident Frontstretch Nos. 11 & 9
201 207 38 Accident Stage 2 Conclusion/Incident Frontstretch No. 78
233 236 99 Spin Spin Frontstretch No. 20
276 280 99 Accident Incident Backstretch Nos. 6 & 51
302 307 10 Competition Stage 3 Conclusion
345 349 41 Debris Debris Turn 2
359 362 1 Accident Incident Frontstretch Nos. 4 & 45
364 369 99 Accident Incident Turn 4 Nos. 16 & 21
371 374 6 Accident Incident Backstretch No. 2
376 380 6 Accident Incident Turn 2 Nos. 5, 54, 20, 22, & 10