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--- |
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license: apache-2.0 |
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metrics: |
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- accuracy |
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- f1 |
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--- |
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Returns car brand given an image. |
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|
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See https://www.kaggle.com/code/dima806/car-model-image-detection-vit for more details. |
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``` |
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Accuracy: 0.6021 |
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F1 Score: 0.5727 |
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Classification report: |
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|
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precision recall f1-score support |
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|
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Acura ILX 0.3199 0.8465 0.4643 215 |
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Acura MDX 0.7863 0.4259 0.5526 216 |
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Acura NSX 0.7653 0.3472 0.4777 216 |
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Acura RDX 0.9200 0.2140 0.3472 215 |
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Acura RLX 0.6753 0.4815 0.5622 216 |
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Acura TLX 0.7403 0.6233 0.6768 215 |
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Alfa Romeo 4C 0.6966 0.8611 0.7702 216 |
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Alfa Romeo 4C Spider 0.8963 1.0000 0.9453 216 |
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Alfa Romeo Giulia 0.6498 0.7130 0.6799 216 |
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Alfa Romeo Stelvio 0.5472 0.9120 0.6840 216 |
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Aston Martin DB11 0.6334 0.9120 0.7476 216 |
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Aston Martin DBS 0.4782 0.9120 0.6274 216 |
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Aston Martin Vanquish 0.7886 0.6419 0.7077 215 |
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Aston Martin Vantage 0.4598 0.4769 0.4682 216 |
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Audi A3 0.5556 0.2546 0.3492 216 |
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Audi A4 0.4585 0.5880 0.5152 216 |
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Audi A5 0.3612 0.4419 0.3975 215 |
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Audi A6 0.2449 0.4491 0.3170 216 |
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Audi A7 0.4412 0.1389 0.2113 216 |
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Audi A8 0.2663 0.7731 0.3962 216 |
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Audi Q3 0.8341 0.8611 0.8474 216 |
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Audi Q5 0.7576 0.5814 0.6579 215 |
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Audi Q7 0.5300 0.7814 0.6316 215 |
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Audi Q8 0.9123 0.7222 0.8062 216 |
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Audi R8 0.6960 0.4028 0.5103 216 |
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Audi TT 0.3944 0.7814 0.5242 215 |
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Audi e-tron 0.9836 0.8333 0.9023 216 |
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BMW 2-Series 0.4534 0.3380 0.3873 216 |
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BMW 3-Series 0.5583 0.3102 0.3988 216 |
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BMW 4-Series 0.6133 0.4279 0.5041 215 |
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BMW 5-Series 0.7436 0.1349 0.2283 215 |
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BMW 6-Series 0.7206 0.2279 0.3463 215 |
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BMW 7-Series 0.4479 0.4000 0.4226 215 |
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BMW 8-Series 0.8772 0.9302 0.9029 215 |
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BMW X1 0.8016 0.4698 0.5924 215 |
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BMW X2 0.9238 0.4491 0.6044 216 |
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BMW X3 0.6364 0.4861 0.5512 216 |
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BMW X4 0.7643 0.5556 0.6434 216 |
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BMW X5 1.0000 0.0880 0.1617 216 |
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BMW X6 0.9512 0.1806 0.3035 216 |
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BMW X7 0.7089 0.9583 0.8150 216 |
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BMW Z4 0.5575 0.4491 0.4974 216 |
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BMW i3 0.7190 0.8093 0.7615 215 |
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BMW i8 0.6644 0.9023 0.7653 215 |
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Bentley Bentayga 0.7885 0.8287 0.8081 216 |
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Bentley Continental GT 0.9155 0.3023 0.4545 215 |
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Bentley Flying Spur 0.5231 0.5256 0.5244 215 |
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Bentley Mulsanne 0.4516 0.7778 0.5714 216 |
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Buick Cascada 0.7463 0.9398 0.8320 216 |
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Buick Enclave 0.4083 0.8241 0.5460 216 |
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Buick Encore 0.3952 0.9074 0.5506 216 |
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Buick Envision 0.6858 0.9442 0.7945 215 |
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Buick Lacrosse 0.4833 0.2685 0.3452 216 |
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Buick Regal 0.9615 0.1157 0.2066 216 |
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Cadillac ATS 0.7444 0.3102 0.4379 216 |
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Cadillac CT4 0.8884 1.0000 0.9409 215 |
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Cadillac CT5 0.7500 1.0000 0.8571 216 |
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Cadillac CT6 0.8839 0.4583 0.6037 216 |
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Cadillac CTS 0.5276 0.3981 0.4538 216 |
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Cadillac Escalade 0.7235 0.5721 0.6390 215 |
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Cadillac XT4 0.7158 0.9721 0.8245 215 |
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Cadillac XT5 0.3930 0.8843 0.5442 216 |
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Cadillac XT6 0.6891 1.0000 0.8159 215 |
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Cadillac XTS 0.3067 0.8704 0.4536 216 |
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Chevrolet Blazer 0.8877 0.7685 0.8238 216 |
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Chevrolet Bolt EV 0.9159 0.9074 0.9116 216 |
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Chevrolet Camaro 0.6299 0.3704 0.4665 216 |
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Chevrolet Colorado 0.8250 0.1528 0.2578 216 |
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Chevrolet Corvette 0.6763 0.4352 0.5296 216 |
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Chevrolet Cruze 0.4474 0.0787 0.1339 216 |
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Chevrolet Equinox 1.0000 0.1944 0.3256 216 |
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Chevrolet Impala 0.2997 0.8241 0.4395 216 |
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Chevrolet Malibu 0.2500 0.0186 0.0346 215 |
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Chevrolet Silverado 1500 0.2863 0.3302 0.3067 215 |
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Chevrolet Silverado 2500HD 0.3636 0.5209 0.4283 215 |
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Chevrolet Sonic 0.6632 0.5953 0.6275 215 |
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Chevrolet Spark 0.4020 0.9491 0.5647 216 |
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Chevrolet Suburban 0.5352 0.7070 0.6092 215 |
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Chevrolet Tahoe 0.4882 0.5767 0.5288 215 |
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Chevrolet TrailBlazer 0.5976 0.9074 0.7206 216 |
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Chevrolet Traverse 0.5709 0.7269 0.6395 216 |
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Chevrolet Trax 0.8502 0.8935 0.8713 216 |
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Chevrolet Volt 0.8454 0.3814 0.5256 215 |
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Chrysler 300 0.6644 0.4583 0.5425 216 |
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Chrysler Pacifica 0.8913 0.5721 0.6969 215 |
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Dodge Challenger 0.7241 0.3889 0.5060 216 |
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Dodge Charger 0.9167 0.0509 0.0965 216 |
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Dodge Durango 0.6207 0.5833 0.6014 216 |
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Dodge Grand Caravan 0.6747 0.9163 0.7771 215 |
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Dodge Journey 0.6255 0.7767 0.6929 215 |
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FIAT 124 Spider 0.4346 0.9581 0.5980 215 |
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FIAT 500 0.6364 0.1620 0.2583 216 |
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FIAT 500L 0.6832 0.9628 0.7992 215 |
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FIAT 500X 0.8000 0.9488 0.8681 215 |
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FIAT 500e 0.4581 0.9907 0.6265 215 |
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Ferrari 488 GTB 0.5081 0.8750 0.6429 216 |
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Ferrari GTC4Lusso 1.0000 1.0000 1.0000 216 |
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Ferrari Portofino 0.9954 1.0000 0.9977 215 |
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Ford Ecosport 0.6136 1.0000 0.7606 216 |
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Ford Edge 0.8889 0.0372 0.0714 215 |
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Ford Escape 0.9429 0.1535 0.2640 215 |
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Ford Expedition 0.5258 0.5185 0.5221 216 |
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Ford Explorer 0.8806 0.2744 0.4184 215 |
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Ford F-150 0.5106 0.1116 0.1832 215 |
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Ford Fiesta 0.5470 0.2977 0.3855 215 |
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Ford Flex 0.7000 0.8102 0.7511 216 |
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Ford Fusion 0.4589 0.3116 0.3712 215 |
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Ford Mustang 0.7105 0.1256 0.2134 215 |
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Ford Ranger 0.6444 0.7163 0.6784 215 |
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Ford Super Duty F-250 0.8133 0.2824 0.4192 216 |
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Ford Taurus 0.6554 0.5395 0.5918 215 |
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Ford Transit Connect Wagon 0.8837 0.8837 0.8837 215 |
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GMC Acadia 0.4683 0.7907 0.5882 215 |
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GMC Canyon 0.3704 0.5093 0.4288 216 |
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GMC Sierra 1500 0.3209 0.3209 0.3209 215 |
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GMC Sierra 2500HD 0.2731 0.5628 0.3678 215 |
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GMC Terrain 0.8136 0.2233 0.3504 215 |
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GMC Yukon 0.5977 0.7256 0.6555 215 |
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Genesis G70 0.9272 0.8843 0.9052 216 |
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Genesis G80 0.4811 0.8843 0.6232 216 |
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Genesis G90 0.5494 0.6435 0.5928 216 |
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Honda Accord 0.3299 0.1481 0.2045 216 |
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Honda CR-V 0.4139 0.5787 0.4826 216 |
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Honda Civic 0.7500 0.0972 0.1721 216 |
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Honda Clarity 0.9032 0.6512 0.7568 215 |
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Honda Fit 0.5185 0.4558 0.4851 215 |
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Honda HR-V 0.8852 0.7500 0.8120 216 |
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Honda Insight 0.7867 0.2731 0.4055 216 |
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Honda Odyssey 0.5219 0.7731 0.6231 216 |
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Honda Passport 0.5276 0.9767 0.6852 215 |
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Honda Pilot 0.6383 0.1389 0.2281 216 |
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Honda Ridgeline 0.6048 0.6944 0.6466 216 |
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Hyundai Accent 0.2849 0.6837 0.4022 215 |
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Hyundai Elantra 0.4118 0.0648 0.1120 216 |
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Hyundai Ioniq 0.6818 0.6944 0.6881 216 |
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Hyundai Kona 0.7837 0.8889 0.8330 216 |
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Hyundai Kona Electric 0.7388 1.0000 0.8498 215 |
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Hyundai NEXO 0.9954 1.0000 0.9977 216 |
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Hyundai Palisade 0.9115 0.9537 0.9321 216 |
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Hyundai Santa Fe 0.6491 0.1713 0.2711 216 |
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Hyundai Sonata 0.5570 0.2037 0.2983 216 |
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Hyundai Tucson 1.0000 0.1528 0.2651 216 |
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Hyundai Veloster 0.6397 0.7349 0.6840 215 |
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Hyundai Venue 0.8710 1.0000 0.9310 216 |
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INFINITI Q50 0.9125 0.3395 0.4949 215 |
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INFINITI Q60 0.5392 0.8287 0.6533 216 |
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INFINITI Q70 0.2572 0.9116 0.4012 215 |
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INFINITI QX30 0.7963 1.0000 0.8866 215 |
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INFINITI QX50 0.9604 0.4512 0.6139 215 |
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INFINITI QX60 0.9298 0.4907 0.6424 216 |
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INFINITI QX80 0.7284 0.7824 0.7545 216 |
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Jaguar E-Pace 0.8843 0.8884 0.8863 215 |
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Jaguar F-Pace 0.9184 0.4167 0.5732 216 |
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Jaguar F-Type 0.7879 0.1209 0.2097 215 |
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Jaguar I-Pace 0.8915 0.5349 0.6686 215 |
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Jaguar XE 0.6842 0.4233 0.5230 215 |
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Jaguar XF 0.5455 0.0278 0.0529 216 |
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Jaguar XJ 0.7273 0.2593 0.3823 216 |
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Jeep Cherokee 0.5857 0.7593 0.6613 216 |
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Jeep Compass 0.7095 0.5907 0.6447 215 |
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Jeep Gladiator 0.8090 1.0000 0.8944 216 |
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Jeep Grand Cherokee 0.9012 0.3380 0.4916 216 |
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Jeep Renegade 0.7729 0.9769 0.8630 216 |
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Jeep Wrangler 0.8382 0.9395 0.8860 215 |
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Kia Cadenza 0.4444 0.7407 0.5556 216 |
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Kia Forte 0.1864 0.4326 0.2605 215 |
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Kia K900 0.6888 0.9163 0.7864 215 |
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Kia Niro 0.7516 0.5324 0.6233 216 |
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Kia Optima 0.5510 0.3767 0.4475 215 |
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Kia Rio 0.3290 0.4722 0.3878 216 |
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Kia Sedona 0.6493 0.8056 0.7190 216 |
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Kia Sorento 0.9524 0.0926 0.1688 216 |
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Kia Soul 0.9298 0.2454 0.3883 216 |
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Kia Soul EV 0.6766 0.9491 0.7900 216 |
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Kia Sportage 0.4155 0.7176 0.5263 216 |
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Kia Stinger 0.9799 0.9070 0.9420 215 |
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Kia Telluride 0.5297 0.9491 0.6799 216 |
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Lamborghini Aventador 0.8340 0.9769 0.8998 216 |
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Lamborghini Huracan 0.5471 0.8333 0.6606 216 |
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Lamborghini Urus 0.4274 1.0000 0.5989 215 |
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Land Rover Defender 0.5387 1.0000 0.7002 216 |
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Land Rover Discovery 1.0000 0.2639 0.4176 216 |
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Land Rover Discovery Sport 0.6284 0.8611 0.7266 216 |
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Land Rover Range Rover 0.4850 0.4491 0.4663 216 |
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Land Rover Range Rover Evoque 0.9130 0.2917 0.4421 216 |
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Land Rover Range Rover Sport 0.7556 0.1581 0.2615 215 |
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Land Rover Range Rover Velar 0.9845 0.5880 0.7362 216 |
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Lexus ES 0.4062 0.2419 0.3032 215 |
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Lexus GS 0.6167 0.3442 0.4418 215 |
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Lexus GX 0.7681 0.9352 0.8434 216 |
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Lexus IS 0.5477 0.5046 0.5253 216 |
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Lexus LC 0.7402 0.8704 0.8000 216 |
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Lexus LS 0.5063 0.7407 0.6015 216 |
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Lexus LX 0.6667 0.2870 0.4013 216 |
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Lexus NX 0.5231 0.8419 0.6453 215 |
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Lexus RC 0.8100 0.3767 0.5143 215 |
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Lexus RX 0.6154 0.4815 0.5403 216 |
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Lexus UX 0.9588 0.7581 0.8468 215 |
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Lincoln Aviator 0.7377 0.6250 0.6767 216 |
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Lincoln Continental 0.7533 0.5231 0.6175 216 |
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Lincoln Corsair 0.7962 0.9769 0.8773 216 |
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Lincoln MKC 0.4004 0.8698 0.5484 215 |
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Lincoln MKT 0.7783 0.7315 0.7542 216 |
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Lincoln MKZ 0.7500 0.6000 0.6667 215 |
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Lincoln Nautilus 0.7074 0.8884 0.7876 215 |
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Lincoln Navigator 0.5890 0.5972 0.5931 216 |
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MINI Clubman 0.7511 0.8241 0.7859 216 |
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MINI Cooper 0.6069 0.7395 0.6667 215 |
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MINI Cooper Countryman 0.7273 0.6698 0.6973 215 |
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Maserati Ghibli 0.4927 0.9395 0.6464 215 |
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Maserati GranTurismo 0.6733 0.3148 0.4290 216 |
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Maserati Levante 0.9851 0.9167 0.9496 216 |
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Maserati Quattroporte 0.5477 0.8241 0.6580 216 |
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Mazda CX-3 0.5321 0.9213 0.6746 216 |
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Mazda CX-30 0.8745 1.0000 0.9330 216 |
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Mazda CX-5 0.9130 0.0972 0.1757 216 |
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Mazda CX-9 0.6000 0.6250 0.6122 216 |
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Mazda MAZDA3 0.4889 0.1019 0.1686 216 |
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Mazda MAZDA6 0.3363 0.5256 0.4102 215 |
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Mazda MX-5 Miata 0.6951 0.2639 0.3826 216 |
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Mazda Mazda3 Hatchback 0.9862 1.0000 0.9931 215 |
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McLaren 570GT 0.9908 1.0000 0.9954 215 |
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McLaren 570S 0.9310 1.0000 0.9643 216 |
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McLaren 720S 0.6074 0.9860 0.7518 215 |
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Mercedes-Benz A Class 0.6740 1.0000 0.8052 215 |
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Mercedes-Benz AMG GT 0.4588 0.3628 0.4052 215 |
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Mercedes-Benz C Class 1.0000 0.0046 0.0092 216 |
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Mercedes-Benz CLA Class 0.9792 0.2176 0.3561 216 |
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Mercedes-Benz CLS Class 0.4651 0.0926 0.1544 216 |
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Mercedes-Benz E Class 0.5253 0.2419 0.3312 215 |
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Mercedes-Benz EQC 0.7660 1.0000 0.8675 216 |
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Mercedes-Benz G Class 0.7756 0.7361 0.7553 216 |
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Mercedes-Benz GLA Class 0.5177 0.7488 0.6122 215 |
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Mercedes-Benz GLB Class 0.4710 0.9814 0.6365 215 |
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Mercedes-Benz GLC Class 0.7234 0.1574 0.2586 216 |
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Mercedes-Benz GLE Class 0.6250 0.4398 0.5163 216 |
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Mercedes-Benz GLS Class 0.5710 0.9163 0.7036 215 |
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Mercedes-Benz Metris 0.8387 0.9674 0.8985 215 |
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Mercedes-Benz S Class 0.5455 0.1111 0.1846 216 |
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Mercedes-Benz SL Class 0.4834 0.6759 0.5637 216 |
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Mercedes-Benz SLC Class 0.7826 0.7500 0.7660 216 |
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Mitsubishi Eclipse Cross 0.6901 1.0000 0.8166 216 |
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Mitsubishi Mirage 0.4843 0.6435 0.5527 216 |
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Mitsubishi Outlander 0.6606 0.3349 0.4444 215 |
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Mitsubishi Outlander Sport 0.4925 0.6111 0.5455 216 |
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Nissan 370Z 0.7879 0.6019 0.6824 216 |
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Nissan Altima 0.3835 0.4954 0.4323 216 |
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Nissan Armada 0.6810 0.7349 0.7069 215 |
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Nissan Frontier 0.5083 0.7083 0.5919 216 |
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Nissan GT-R 0.5766 0.2963 0.3914 216 |
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Nissan Kicks 0.6636 1.0000 0.7978 215 |
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Nissan Leaf 0.6863 0.3241 0.4403 216 |
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Nissan Maxima 0.4596 0.7674 0.5749 215 |
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Nissan Murano 0.9593 0.5463 0.6962 216 |
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Nissan NV200 0.8694 0.9907 0.9261 215 |
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Nissan Pathfinder 0.7674 0.3056 0.4371 216 |
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Nissan Rogue 0.7045 0.5767 0.6343 215 |
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Nissan Rogue Sport 0.8324 0.7130 0.7681 216 |
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Nissan Sentra 0.6897 0.0930 0.1639 215 |
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Nissan Titan 0.3654 0.0880 0.1418 216 |
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Nissan Versa 0.3320 0.3814 0.3550 215 |
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Porsche 718 0.3458 0.8981 0.4994 216 |
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Porsche 718 Spyder 0.9862 1.0000 0.9931 215 |
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Porsche 911 0.7108 0.2731 0.3946 216 |
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Porsche Cayenne 0.7027 0.3611 0.4771 216 |
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Porsche Macan 0.9810 0.4769 0.6417 216 |
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Porsche Panamera 0.6389 0.2130 0.3194 216 |
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Porsche Taycan 0.5111 0.9628 0.6677 215 |
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Ram 1500 0.3362 0.5535 0.4183 215 |
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Ram 2500 0.4502 0.6512 0.5323 215 |
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Rolls-Royce Cullinan 0.8276 1.0000 0.9057 216 |
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Rolls-Royce Dawn 0.7606 1.0000 0.8640 216 |
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Rolls-Royce Ghost 0.4321 0.8140 0.5645 215 |
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Rolls-Royce Phantom 0.4649 0.9860 0.6319 215 |
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Rolls-Royce Wraith 0.9717 0.9537 0.9626 216 |
|
Subaru Ascent 0.5410 0.8241 0.6532 216 |
|
Subaru BRZ 0.7289 0.5602 0.6335 216 |
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Subaru Crosstrek 0.8492 0.4977 0.6276 215 |
|
Subaru Forester 0.5843 0.4491 0.5079 216 |
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Subaru Impreza 0.6000 0.0278 0.0531 216 |
|
Subaru Legacy 0.3878 0.0880 0.1434 216 |
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Subaru Outback 0.4289 0.7963 0.5575 216 |
|
Subaru STI S209 1.0000 1.0000 1.0000 215 |
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Subaru WRX 0.4982 0.6435 0.5616 216 |
|
Tesla Model 3 0.7235 0.9815 0.8330 216 |
|
Tesla Model S 0.8310 0.2731 0.4111 216 |
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Tesla Model X 0.7610 0.9583 0.8484 216 |
|
Tesla Model Y 0.9600 1.0000 0.9796 216 |
|
Toyota 4Runner 0.5235 0.7767 0.6255 215 |
|
Toyota 86 0.8030 1.0000 0.8907 216 |
|
Toyota Avalon 0.7222 0.5442 0.6207 215 |
|
Toyota C-HR 0.8178 0.8977 0.8559 215 |
|
Toyota Camry 0.2591 0.4306 0.3235 216 |
|
Toyota Corolla 0.4828 0.3241 0.3878 216 |
|
Toyota Highlander 0.6780 0.1860 0.2920 215 |
|
Toyota Land Cruiser 0.5552 0.7454 0.6364 216 |
|
Toyota Mirai 0.5897 0.9583 0.7302 216 |
|
Toyota Prius 0.5591 0.4837 0.5187 215 |
|
Toyota Prius C 0.3412 0.8744 0.4909 215 |
|
Toyota RAV4 0.7368 0.1296 0.2205 216 |
|
Toyota Sequoia 0.6875 0.6651 0.6761 215 |
|
Toyota Sienna 0.6102 0.8333 0.7045 216 |
|
Toyota Supra 0.4580 0.9352 0.6149 216 |
|
Toyota Tacoma 0.5547 0.3287 0.4128 216 |
|
Toyota Tundra 0.4697 0.1442 0.2206 215 |
|
Toyota Yaris 0.4717 0.1157 0.1859 216 |
|
Toyota Yaris Hatchback 0.9954 1.0000 0.9977 215 |
|
Volkswagen Arteon 0.6085 1.0000 0.7566 216 |
|
Volkswagen Atlas 0.8270 0.7083 0.7631 216 |
|
Volkswagen Beetle 0.7391 0.7116 0.7251 215 |
|
Volkswagen Golf 0.5172 0.2083 0.2970 216 |
|
Volkswagen Jetta 0.3963 0.3009 0.3421 216 |
|
Volkswagen Passat 1.0000 0.0417 0.0800 216 |
|
Volkswagen Tiguan 0.9310 0.3750 0.5347 216 |
|
Volkswagen e-Golf 0.4814 0.9583 0.6409 216 |
|
Volvo S60 0.8333 0.0233 0.0452 215 |
|
Volvo S90 0.8857 0.4326 0.5813 215 |
|
Volvo V60 0.8602 0.3721 0.5195 215 |
|
Volvo V90 0.5296 0.9163 0.6712 215 |
|
Volvo XC40 0.8243 0.8472 0.8356 216 |
|
Volvo XC60 0.6032 0.3519 0.4444 216 |
|
Volvo XC90 0.8957 0.4791 0.6242 215 |
|
smart fortwo 0.7471 0.3023 0.4305 215 |
|
|
|
accuracy 0.6021 69639 |
|
macro avg 0.6646 0.6022 0.5727 69639 |
|
weighted avg 0.6646 0.6021 0.5727 69639 |
|
``` |
