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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: 0.6237 |
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F1 Score: 0.5977 |
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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 0.3439 0.9028 0.4981 216 |
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Acura MDX 0.7518 0.4930 0.5955 215 |
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Acura NSX 0.7094 0.3860 0.5000 215 |
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Acura RDX 0.9259 0.2326 0.3717 215 |
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Acura RLX 0.6242 0.4769 0.5407 216 |
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Acura TLX 0.7102 0.5787 0.6378 216 |
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Alfa Romeo 4C 0.6836 0.8704 0.7658 216 |
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Alfa Romeo 4C Spider 0.9191 1.0000 0.9579 216 |
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Alfa Romeo Giulia 0.6652 0.6991 0.6817 216 |
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Alfa Romeo Stelvio 0.5771 0.9395 0.7150 215 |
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Aston Martin DB11 0.6471 0.9676 0.7755 216 |
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Aston Martin DBS 0.5158 0.9116 0.6588 215 |
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Aston Martin Vanquish 0.7358 0.7256 0.7307 215 |
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Aston Martin Vantage 0.4832 0.5324 0.5066 216 |
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Audi A3 0.6321 0.3116 0.4174 215 |
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Audi A4 0.4981 0.6157 0.5507 216 |
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Audi A5 0.4201 0.5231 0.4660 216 |
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Audi A6 0.2775 0.5139 0.3604 216 |
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Audi A7 0.5652 0.1806 0.2737 216 |
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Audi A8 0.2816 0.7731 0.4129 216 |
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Audi Q3 0.7750 0.8651 0.8176 215 |
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Audi Q5 0.7391 0.5535 0.6330 215 |
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Audi Q7 0.5457 0.8047 0.6504 215 |
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Audi Q8 0.9487 0.6884 0.7978 215 |
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Audi R8 0.6343 0.3953 0.4871 215 |
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Audi TT 0.3924 0.7721 0.5204 215 |
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Audi e-tron 0.9891 0.8426 0.9100 216 |
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BMW 2-Series 0.5333 0.3721 0.4384 215 |
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BMW 3-Series 0.6140 0.3241 0.4242 216 |
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BMW 4-Series 0.5944 0.4977 0.5418 215 |
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BMW 5-Series 0.7800 0.1806 0.2932 216 |
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BMW 6-Series 0.6705 0.2731 0.3882 216 |
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BMW 7-Series 0.5054 0.4326 0.4662 215 |
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BMW 8-Series 0.8397 0.9256 0.8805 215 |
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BMW X1 0.7857 0.5093 0.6180 216 |
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BMW X2 0.9469 0.4954 0.6505 216 |
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BMW X3 0.5744 0.5185 0.5450 216 |
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BMW X4 0.7532 0.5509 0.6364 216 |
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BMW X5 0.9444 0.0791 0.1459 215 |
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BMW X6 0.8983 0.2454 0.3855 216 |
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BMW X7 0.7474 1.0000 0.8554 216 |
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BMW Z4 0.5935 0.4259 0.4960 216 |
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BMW i3 0.7449 0.8380 0.7887 216 |
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BMW i8 0.6655 0.8935 0.7628 216 |
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Bentley Bentayga 0.7966 0.8744 0.8337 215 |
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Bentley Continental GT 0.8889 0.3721 0.5246 215 |
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Bentley Flying Spur 0.5874 0.5602 0.5735 216 |
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Bentley Mulsanne 0.4986 0.8186 0.6197 215 |
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Buick Cascada 0.7743 0.9256 0.8432 215 |
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Buick Enclave 0.4282 0.7870 0.5546 216 |
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Buick Encore 0.4030 0.8750 0.5518 216 |
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Buick Envision 0.6842 0.9630 0.8000 216 |
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Buick Lacrosse 0.4672 0.2651 0.3383 215 |
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Buick Regal 0.8800 0.1023 0.1833 215 |
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Cadillac ATS 0.7300 0.3380 0.4620 216 |
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Cadillac CT4 0.8816 1.0000 0.9371 216 |
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Cadillac CT5 0.8213 1.0000 0.9019 216 |
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Cadillac CT6 0.8092 0.4907 0.6110 216 |
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Cadillac CTS 0.4564 0.3148 0.3726 216 |
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Cadillac Escalade 0.6872 0.6204 0.6521 216 |
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Cadillac XT4 0.7397 1.0000 0.8504 216 |
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Cadillac XT5 0.4187 0.9581 0.5827 215 |
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Cadillac XT6 0.7742 1.0000 0.8727 216 |
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Cadillac XTS 0.3174 0.9213 0.4721 216 |
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Chevrolet Blazer 0.9133 0.8326 0.8710 215 |
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Chevrolet Bolt EV 0.9346 0.9259 0.9302 216 |
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Chevrolet Camaro 0.6929 0.4074 0.5131 216 |
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Chevrolet Colorado 0.7414 0.2000 0.3150 215 |
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Chevrolet Corvette 0.6122 0.4167 0.4959 216 |
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Chevrolet Cruze 0.3750 0.0694 0.1172 216 |
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Chevrolet Equinox 0.8696 0.1852 0.3053 216 |
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Chevrolet Impala 0.3401 0.8565 0.4868 216 |
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Chevrolet Malibu 0.5926 0.0741 0.1317 216 |
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Chevrolet Silverado 1500 0.3083 0.3611 0.3326 216 |
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Chevrolet Silverado 2500HD 0.3586 0.5046 0.4192 216 |
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Chevrolet Sonic 0.6974 0.6326 0.6634 215 |
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Chevrolet Spark 0.4221 0.9581 0.5861 215 |
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Chevrolet Suburban 0.5387 0.6791 0.6008 215 |
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Chevrolet Tahoe 0.5256 0.5231 0.5244 216 |
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Chevrolet TrailBlazer 0.6610 0.8935 0.7598 216 |
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Chevrolet Traverse 0.5398 0.7256 0.6190 215 |
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Chevrolet Trax 0.8327 0.9444 0.8850 216 |
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Chevrolet Volt 0.8738 0.4186 0.5660 215 |
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Chrysler 300 0.6824 0.4676 0.5549 216 |
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Chrysler Pacifica 0.8958 0.6000 0.7187 215 |
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Dodge Challenger 0.7068 0.4352 0.5387 216 |
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Dodge Charger 1.0000 0.1019 0.1849 216 |
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Dodge Durango 0.6462 0.6372 0.6417 215 |
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Dodge Grand Caravan 0.7370 0.9213 0.8189 216 |
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Dodge Journey 0.5743 0.7907 0.6654 215 |
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FIAT 124 Spider 0.4354 0.9721 0.6014 215 |
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FIAT 500 0.6250 0.2326 0.3390 215 |
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FIAT 500L 0.6844 0.9537 0.7969 216 |
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FIAT 500X 0.8031 0.9674 0.8776 215 |
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FIAT 500e 0.5084 0.9861 0.6709 216 |
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Ferrari 488 GTB 0.5877 0.8380 0.6908 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 216 |
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Ford Ecosport 0.6261 1.0000 0.7701 216 |
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Ford Edge 0.7857 0.0509 0.0957 216 |
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Ford Escape 0.9730 0.1667 0.2846 216 |
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Ford Expedition 0.6070 0.5648 0.5851 216 |
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Ford Explorer 0.8902 0.3380 0.4899 216 |
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Ford F-150 0.4627 0.1435 0.2191 216 |
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Ford Fiesta 0.5804 0.3023 0.3976 215 |
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Ford Flex 0.6880 0.8000 0.7398 215 |
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Ford Fusion 0.5909 0.3611 0.4483 216 |
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Ford Mustang 0.7321 0.1898 0.3015 216 |
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Ford Ranger 0.7149 0.7315 0.7231 216 |
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Ford Super Duty F-250 0.7391 0.3935 0.5136 216 |
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Ford Taurus 0.6244 0.5694 0.5956 216 |
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Ford Transit Connect Wagon 0.9163 0.9120 0.9142 216 |
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GMC Acadia 0.5063 0.7407 0.6015 216 |
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GMC Canyon 0.3574 0.5509 0.4335 216 |
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GMC Sierra 1500 0.3160 0.3657 0.3391 216 |
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GMC Sierra 2500HD 0.3058 0.5139 0.3834 216 |
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GMC Terrain 0.7910 0.2465 0.3759 215 |
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GMC Yukon 0.5904 0.7407 0.6571 216 |
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Genesis G70 0.9126 0.8744 0.8931 215 |
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Genesis G80 0.4804 0.8519 0.6144 216 |
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Genesis G90 0.5034 0.6759 0.5771 216 |
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Honda Accord 0.3333 0.1442 0.2013 215 |
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Honda CR-V 0.4341 0.6250 0.5123 216 |
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Honda Civic 0.6571 0.1065 0.1833 216 |
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Honda Clarity 0.9205 0.6465 0.7596 215 |
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Honda Fit 0.5395 0.5721 0.5553 215 |
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Honda HR-V 0.8770 0.7593 0.8139 216 |
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Honda Insight 0.8310 0.2744 0.4126 215 |
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Honda Odyssey 0.5810 0.7639 0.6600 216 |
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Honda Passport 0.5718 0.9769 0.7214 216 |
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Honda Pilot 0.5902 0.1667 0.2599 216 |
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Honda Ridgeline 0.5544 0.7349 0.6320 215 |
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Hyundai Accent 0.3483 0.7176 0.4690 216 |
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Hyundai Elantra 0.4600 0.1065 0.1729 216 |
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Hyundai Ioniq 0.6492 0.7454 0.6940 216 |
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Hyundai Kona 0.8733 0.8935 0.8833 216 |
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Hyundai Kona Electric 0.7491 1.0000 0.8566 215 |
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Hyundai NEXO 0.9954 1.0000 0.9977 215 |
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Hyundai Palisade 0.9462 0.9769 0.9613 216 |
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Hyundai Santa Fe 0.6545 0.1667 0.2657 216 |
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Hyundai Sonata 0.5521 0.2465 0.3408 215 |
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Hyundai Tucson 1.0000 0.2500 0.4000 216 |
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Hyundai Veloster 0.6473 0.7767 0.7061 215 |
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Hyundai Venue 0.9686 1.0000 0.9841 216 |
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INFINITI Q50 0.7745 0.3657 0.4969 216 |
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INFINITI Q60 0.5745 0.8565 0.6877 216 |
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INFINITI Q70 0.2836 0.8981 0.4311 216 |
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INFINITI QX30 0.8431 1.0000 0.9149 215 |
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INFINITI QX50 0.9483 0.5093 0.6627 216 |
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INFINITI QX60 0.9043 0.4837 0.6303 215 |
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INFINITI QX80 0.6984 0.8148 0.7521 216 |
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Jaguar E-Pace 0.8630 0.8750 0.8690 216 |
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Jaguar F-Pace 0.8839 0.4583 0.6037 216 |
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Jaguar F-Type 0.8824 0.1389 0.2400 216 |
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Jaguar I-Pace 0.8951 0.5926 0.7131 216 |
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Jaguar XE 0.7153 0.4537 0.5552 216 |
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Jaguar XF 0.6667 0.0370 0.0702 216 |
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Jaguar XJ 0.6824 0.2685 0.3854 216 |
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Jeep Cherokee 0.5936 0.7778 0.6733 216 |
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Jeep Compass 0.8045 0.6667 0.7291 216 |
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Jeep Gladiator 0.8571 1.0000 0.9231 216 |
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Jeep Grand Cherokee 0.9394 0.4306 0.5905 216 |
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Jeep Renegade 0.8210 0.9769 0.8922 216 |
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Jeep Wrangler 0.8511 0.9259 0.8869 216 |
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Kia Cadenza 0.4749 0.8372 0.6061 215 |
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Kia Forte 0.1801 0.3611 0.2404 216 |
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Kia K900 0.7453 0.9256 0.8257 215 |
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Kia Niro 0.8252 0.5463 0.6574 216 |
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Kia Optima 0.5065 0.3611 0.4216 216 |
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Kia Rio 0.3121 0.4326 0.3626 215 |
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Kia Sedona 0.6985 0.8512 0.7673 215 |
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Kia Sorento 0.9556 0.2000 0.3308 215 |
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Kia Soul 0.8551 0.2744 0.4155 215 |
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Kia Soul EV 0.7295 0.9491 0.8249 216 |
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Kia Sportage 0.4595 0.7083 0.5574 216 |
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Kia Stinger 0.9681 0.8465 0.9032 215 |
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Kia Telluride 0.5547 0.9630 0.7039 216 |
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Lamborghini Aventador 0.8538 1.0000 0.9211 216 |
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Lamborghini Huracan 0.5906 0.8148 0.6848 216 |
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Lamborghini Urus 0.4586 1.0000 0.6288 216 |
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Land Rover Defender 0.6316 1.0000 0.7742 216 |
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Land Rover Discovery 0.9571 0.3102 0.4685 216 |
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Land Rover Discovery Sport 0.6254 0.8889 0.7342 216 |
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Land Rover Range Rover 0.4932 0.5046 0.4989 216 |
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Land Rover Range Rover Evoque 0.9348 0.3981 0.5584 216 |
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Land Rover Range Rover Sport 0.7000 0.1944 0.3043 216 |
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Land Rover Range Rover Velar 0.9714 0.6296 0.7640 216 |
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Lexus ES 0.4172 0.2930 0.3443 215 |
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Lexus GS 0.5616 0.3796 0.4530 216 |
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Lexus GX 0.7677 0.9028 0.8298 216 |
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Lexus IS 0.5430 0.5556 0.5492 216 |
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Lexus LC 0.7845 0.8465 0.8143 215 |
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Lexus LS 0.5368 0.7116 0.6120 215 |
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Lexus LX 0.7321 0.3814 0.5015 215 |
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Lexus NX 0.5762 0.8750 0.6949 216 |
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Lexus RC 0.8660 0.3889 0.5367 216 |
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Lexus RX 0.7278 0.5721 0.6406 215 |
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Lexus UX 0.9368 0.8279 0.8790 215 |
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Lincoln Aviator 0.7394 0.6435 0.6881 216 |
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Lincoln Continental 0.7135 0.5880 0.6447 216 |
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Lincoln Corsair 0.8417 0.9395 0.8879 215 |
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Lincoln MKC 0.4170 0.8843 0.5668 216 |
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Lincoln MKT 0.7721 0.7685 0.7703 216 |
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Lincoln MKZ 0.6567 0.6140 0.6346 215 |
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Lincoln Nautilus 0.6920 0.9259 0.7921 216 |
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Lincoln Navigator 0.5492 0.6233 0.5839 215 |
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MINI Clubman 0.7642 0.8140 0.7883 215 |
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MINI Cooper 0.6154 0.7442 0.6737 215 |
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MINI Cooper Countryman 0.7500 0.7395 0.7447 215 |
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Maserati Ghibli 0.5735 0.9213 0.7069 216 |
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Maserati GranTurismo 0.6957 0.3704 0.4834 216 |
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Maserati Levante 0.9896 0.8884 0.9363 215 |
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Maserati Quattroporte 0.5221 0.8233 0.6390 215 |
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Mazda CX-3 0.5549 0.9163 0.6912 215 |
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Mazda CX-30 0.9034 1.0000 0.9492 215 |
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Mazda CX-5 0.7667 0.1070 0.1878 215 |
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Mazda CX-9 0.6364 0.6837 0.6592 215 |
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Mazda MAZDA3 0.4600 0.1070 0.1736 215 |
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Mazda MAZDA6 0.3899 0.5767 0.4653 215 |
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Mazda MX-5 Miata 0.6548 0.2546 0.3667 216 |
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Mazda Mazda3 Hatchback 0.9908 1.0000 0.9954 215 |
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McLaren 570GT 0.9908 1.0000 0.9954 215 |
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McLaren 570S 0.9598 1.0000 0.9795 215 |
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McLaren 720S 0.6573 0.9814 0.7873 215 |
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Mercedes-Benz A Class 0.7013 1.0000 0.8244 216 |
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Mercedes-Benz AMG GT 0.5882 0.5556 0.5714 216 |
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Mercedes-Benz C Class 1.0000 0.0046 0.0092 216 |
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Mercedes-Benz CLA Class 0.9600 0.2222 0.3609 216 |
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Mercedes-Benz CLS Class 0.6102 0.1667 0.2618 216 |
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Mercedes-Benz E Class 0.4495 0.2279 0.3025 215 |
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Mercedes-Benz EQC 0.7706 1.0000 0.8704 215 |
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Mercedes-Benz G Class 0.7570 0.7535 0.7552 215 |
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Mercedes-Benz GLA Class 0.5213 0.7361 0.6104 216 |
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Mercedes-Benz GLB Class 0.4965 0.9767 0.6583 215 |
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Mercedes-Benz GLC Class 0.6604 0.1620 0.2602 216 |
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Mercedes-Benz GLE Class 0.5941 0.4698 0.5247 215 |
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Mercedes-Benz GLS Class 0.5773 0.9721 0.7244 215 |
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Mercedes-Benz Metris 0.8856 0.9676 0.9248 216 |
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Mercedes-Benz S Class 0.6296 0.1574 0.2519 216 |
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Mercedes-Benz SL Class 0.4852 0.7593 0.5921 216 |
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Mercedes-Benz SLC Class 0.7768 0.8056 0.7909 216 |
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Mitsubishi Eclipse Cross 0.7176 1.0000 0.8356 216 |
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Mitsubishi Mirage 0.5207 0.6991 0.5968 216 |
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Mitsubishi Outlander 0.7559 0.4444 0.5598 216 |
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Mitsubishi Outlander Sport 0.5304 0.6065 0.5659 216 |
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Nissan 370Z 0.8171 0.6620 0.7315 216 |
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Nissan Altima 0.3673 0.4167 0.3905 216 |
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Nissan Armada 0.7108 0.6713 0.6905 216 |
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Nissan Frontier 0.5085 0.6944 0.5871 216 |
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Nissan GT-R 0.6240 0.3611 0.4575 216 |
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Nissan Kicks 0.6835 1.0000 0.8120 216 |
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Nissan Leaf 0.7387 0.3796 0.5015 216 |
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Nissan Maxima 0.5089 0.7917 0.6196 216 |
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Nissan Murano 0.9206 0.5370 0.6784 216 |
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Nissan NV200 0.8921 1.0000 0.9430 215 |
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Nissan Pathfinder 0.8861 0.3256 0.4762 215 |
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Nissan Rogue 0.7175 0.5907 0.6480 215 |
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Nissan Rogue Sport 0.7939 0.8380 0.8153 216 |
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Nissan Sentra 0.7000 0.1296 0.2188 216 |
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Nissan Titan 0.6818 0.1395 0.2317 215 |
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Nissan Versa 0.3230 0.3860 0.3517 215 |
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Porsche 718 0.4113 0.9163 0.5677 215 |
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Porsche 718 Spyder 0.9908 1.0000 0.9954 215 |
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Porsche 911 0.7468 0.2731 0.4000 216 |
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Porsche Cayenne 0.7669 0.4744 0.5862 215 |
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Porsche Macan 0.9730 0.5023 0.6626 215 |
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Porsche Panamera 0.7059 0.2233 0.3392 215 |
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Porsche Taycan 0.5406 0.9907 0.6995 215 |
|
Ram 1500 0.3793 0.5093 0.4348 216 |
|
Ram 2500 0.4916 0.6791 0.5703 215 |
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Rolls-Royce Cullinan 0.8606 1.0000 0.9251 216 |
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Rolls-Royce Dawn 0.7770 1.0000 0.8745 216 |
|
Rolls-Royce Ghost 0.4536 0.8380 0.5886 216 |
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Rolls-Royce Phantom 0.5347 0.9674 0.6887 215 |
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Rolls-Royce Wraith 0.9856 0.9581 0.9717 215 |
|
Subaru Ascent 0.5327 0.8326 0.6497 215 |
|
Subaru BRZ 0.6889 0.5741 0.6263 216 |
|
Subaru Crosstrek 0.9034 0.6065 0.7258 216 |
|
Subaru Forester 0.6257 0.4954 0.5530 216 |
|
Subaru Impreza 0.4000 0.0093 0.0182 215 |
|
Subaru Legacy 0.3810 0.1111 0.1720 216 |
|
Subaru Outback 0.4103 0.8148 0.5457 216 |
|
Subaru STI S209 1.0000 1.0000 1.0000 216 |
|
Subaru WRX 0.4571 0.5953 0.5172 215 |
|
Tesla Model 3 0.7324 0.9674 0.8337 215 |
|
Tesla Model S 0.8519 0.3209 0.4662 215 |
|
Tesla Model X 0.7370 0.9861 0.8436 216 |
|
Tesla Model Y 0.9774 1.0000 0.9886 216 |
|
Toyota 4Runner 0.5584 0.8233 0.6654 215 |
|
Toyota 86 0.8776 1.0000 0.9348 215 |
|
Toyota Avalon 0.6708 0.5023 0.5745 215 |
|
Toyota C-HR 0.8502 0.8977 0.8733 215 |
|
Toyota Camry 0.2513 0.4605 0.3251 215 |
|
Toyota Corolla 0.4734 0.4120 0.4406 216 |
|
Toyota Highlander 0.7101 0.2269 0.3439 216 |
|
Toyota Land Cruiser 0.5862 0.7907 0.6733 215 |
|
Toyota Mirai 0.6083 0.9535 0.7428 215 |
|
Toyota Prius 0.5512 0.5256 0.5381 215 |
|
Toyota Prius C 0.3390 0.8372 0.4826 215 |
|
Toyota RAV4 0.7368 0.1953 0.3088 215 |
|
Toyota Sequoia 0.7730 0.6651 0.7150 215 |
|
Toyota Sienna 0.6655 0.8472 0.7454 216 |
|
Toyota Supra 0.4413 0.9442 0.6015 215 |
|
Toyota Tacoma 0.6508 0.3796 0.4795 216 |
|
Toyota Tundra 0.5663 0.2176 0.3144 216 |
|
Toyota Yaris 0.5116 0.1019 0.1699 216 |
|
Toyota Yaris Hatchback 0.9954 1.0000 0.9977 216 |
|
Volkswagen Arteon 0.6056 1.0000 0.7544 215 |
|
Volkswagen Atlas 0.8520 0.7767 0.8127 215 |
|
Volkswagen Beetle 0.7373 0.7442 0.7407 215 |
|
Volkswagen Golf 0.5619 0.2731 0.3676 216 |
|
Volkswagen Jetta 0.3781 0.3519 0.3645 216 |
|
Volkswagen Passat 0.9412 0.0741 0.1373 216 |
|
Volkswagen Tiguan 0.9279 0.4791 0.6319 215 |
|
Volkswagen e-Golf 0.5072 0.9767 0.6677 215 |
|
Volvo S60 0.8000 0.0186 0.0364 215 |
|
Volvo S90 0.8571 0.6111 0.7135 216 |
|
Volvo V60 0.8172 0.3519 0.4919 216 |
|
Volvo V90 0.5089 0.9302 0.6579 215 |
|
Volvo XC40 0.8733 0.8935 0.8833 216 |
|
Volvo XC60 0.7217 0.3843 0.5015 216 |
|
Volvo XC90 0.8793 0.4722 0.6145 216 |
|
smart fortwo 0.7182 0.3674 0.4862 215 |
|
|
|
accuracy 0.6237 69639 |
|
macro avg 0.6771 0.6237 0.5977 69639 |
|
weighted avg 0.6771 0.6237 0.5976 69639 |
|
``` |
