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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: 0.5239 |
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F1 Score: 0.4875 |
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|
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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 0.2741 0.7639 0.4034 216 |
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Acura MDX 0.6667 0.3241 0.4361 216 |
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Acura NSX 0.5873 0.3442 0.4340 215 |
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Acura RDX 1.0000 0.1481 0.2581 216 |
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Acura RLX 0.7131 0.4047 0.5163 215 |
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Acura TLX 0.6923 0.4605 0.5531 215 |
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Alfa Romeo 4C 0.5857 0.8744 0.7015 215 |
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Alfa Romeo 4C Spider 0.8740 1.0000 0.9328 215 |
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Alfa Romeo Giulia 0.6215 0.6157 0.6186 216 |
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Alfa Romeo Stelvio 0.5293 0.9213 0.6723 216 |
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Aston Martin DB11 0.6926 0.8279 0.7542 215 |
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Aston Martin DBS 0.3547 0.9213 0.5122 216 |
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Aston Martin Vanquish 0.7632 0.5370 0.6304 216 |
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Aston Martin Vantage 0.4570 0.3935 0.4229 216 |
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Audi A3 0.6000 0.1674 0.2618 215 |
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Audi A4 0.5078 0.4537 0.4792 216 |
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Audi A5 0.3946 0.4074 0.4009 216 |
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Audi A6 0.2101 0.4047 0.2766 215 |
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Audi A7 0.6571 0.1065 0.1833 216 |
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Audi A8 0.2088 0.7535 0.3269 215 |
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Audi Q3 0.7838 0.8056 0.7945 216 |
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Audi Q5 0.7353 0.4651 0.5698 215 |
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Audi Q7 0.4817 0.6744 0.5620 215 |
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Audi Q8 0.8503 0.5787 0.6887 216 |
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Audi R8 0.6029 0.1907 0.2898 215 |
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Audi TT 0.4027 0.6806 0.5060 216 |
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Audi e-tron 0.9821 0.7674 0.8616 215 |
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BMW 2-Series 0.4561 0.2419 0.3161 215 |
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BMW 3-Series 0.4128 0.2083 0.2769 216 |
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BMW 4-Series 0.6768 0.3116 0.4268 215 |
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BMW 5-Series 0.6316 0.0556 0.1021 216 |
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BMW 6-Series 0.6304 0.1349 0.2222 215 |
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BMW 7-Series 0.3059 0.3116 0.3088 215 |
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BMW 8-Series 0.8062 0.8512 0.8281 215 |
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BMW X1 0.7778 0.3907 0.5201 215 |
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BMW X2 0.9487 0.3426 0.5034 216 |
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BMW X3 0.6493 0.4028 0.4971 216 |
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BMW X4 0.7449 0.3380 0.4650 216 |
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BMW X5 1.0000 0.0279 0.0543 215 |
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BMW X6 0.9500 0.0884 0.1617 215 |
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BMW X7 0.6752 0.9815 0.8000 216 |
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BMW Z4 0.4481 0.3814 0.4121 215 |
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BMW i3 0.7081 0.6852 0.6965 216 |
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BMW i8 0.4954 0.7488 0.5963 215 |
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Bentley Bentayga 0.7547 0.7407 0.7477 216 |
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Bentley Continental GT 0.8800 0.2037 0.3308 216 |
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Bentley Flying Spur 0.4455 0.4167 0.4306 216 |
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Bentley Mulsanne 0.3684 0.6837 0.4788 215 |
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Buick Cascada 0.7105 0.8791 0.7859 215 |
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Buick Enclave 0.3670 0.7407 0.4908 216 |
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Buick Encore 0.3309 0.8241 0.4721 216 |
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Buick Envision 0.5101 0.8194 0.6288 216 |
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Buick Lacrosse 0.3110 0.3023 0.3066 215 |
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Buick Regal 0.9000 0.0833 0.1525 216 |
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Cadillac ATS 0.9048 0.1767 0.2957 215 |
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Cadillac CT4 0.7544 1.0000 0.8600 215 |
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Cadillac CT5 0.5510 1.0000 0.7105 216 |
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Cadillac CT6 0.7423 0.3349 0.4615 215 |
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Cadillac CTS 0.4078 0.3380 0.3696 216 |
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Cadillac Escalade 0.6011 0.5093 0.5514 216 |
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Cadillac XT4 0.6540 0.9581 0.7774 215 |
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Cadillac XT5 0.3893 0.8796 0.5398 216 |
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Cadillac XT6 0.5482 1.0000 0.7082 216 |
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Cadillac XTS 0.3114 0.7256 0.4358 215 |
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Chevrolet Blazer 0.8902 0.7130 0.7918 216 |
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Chevrolet Bolt EV 0.8080 0.8380 0.8227 216 |
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Chevrolet Camaro 0.5049 0.2419 0.3270 215 |
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Chevrolet Colorado 1.0000 0.0741 0.1379 216 |
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Chevrolet Corvette 0.6444 0.4028 0.4957 216 |
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Chevrolet Cruze 0.2619 0.0509 0.0853 216 |
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Chevrolet Equinox 0.9583 0.1065 0.1917 216 |
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Chevrolet Impala 0.2238 0.7917 0.3490 216 |
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Chevrolet Malibu 0.0000 0.0000 0.0000 215 |
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Chevrolet Silverado 1500 0.3584 0.2884 0.3196 215 |
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Chevrolet Silverado 2500HD 0.3946 0.3380 0.3641 216 |
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Chevrolet Sonic 0.5912 0.4954 0.5390 216 |
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Chevrolet Spark 0.2678 0.9583 0.4186 216 |
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Chevrolet Suburban 0.4346 0.4769 0.4547 216 |
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Chevrolet Tahoe 0.3283 0.5000 0.3963 216 |
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Chevrolet TrailBlazer 0.4789 0.8935 0.6236 216 |
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Chevrolet Traverse 0.4459 0.6512 0.5293 215 |
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Chevrolet Trax 0.7490 0.8981 0.8168 216 |
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Chevrolet Volt 0.9067 0.3163 0.4690 215 |
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Chrysler 300 0.6750 0.3767 0.4836 215 |
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Chrysler Pacifica 0.9138 0.4930 0.6405 215 |
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Dodge Challenger 0.7439 0.2824 0.4094 216 |
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Dodge Charger 1.0000 0.0279 0.0543 215 |
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Dodge Durango 0.5189 0.4444 0.4788 216 |
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Dodge Grand Caravan 0.5237 0.8704 0.6539 216 |
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Dodge Journey 0.5804 0.6884 0.6298 215 |
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FIAT 124 Spider 0.4042 0.8889 0.5557 216 |
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FIAT 500 0.6875 0.1019 0.1774 216 |
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FIAT 500L 0.6019 0.8750 0.7132 216 |
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FIAT 500X 0.6655 0.8512 0.7469 215 |
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FIAT 500e 0.4291 0.9815 0.5972 216 |
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Ferrari 488 GTB 0.3996 0.8472 0.5430 216 |
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Ferrari GTC4Lusso 1.0000 1.0000 1.0000 215 |
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Ferrari Portofino 1.0000 1.0000 1.0000 216 |
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Ford Ecosport 0.5683 0.9674 0.7160 215 |
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Ford Edge 0.0000 0.0000 0.0000 216 |
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Ford Escape 1.0000 0.0512 0.0973 215 |
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Ford Expedition 0.3868 0.5139 0.4414 216 |
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Ford Explorer 0.6964 0.1806 0.2868 216 |
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Ford F-150 0.3182 0.0651 0.1081 215 |
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Ford Fiesta 0.3679 0.1806 0.2422 216 |
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Ford Flex 0.6452 0.7442 0.6911 215 |
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Ford Fusion 0.3694 0.1898 0.2508 216 |
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Ford Mustang 0.7273 0.0741 0.1345 216 |
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Ford Ranger 0.5523 0.7083 0.6207 216 |
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Ford Super Duty F-250 0.8276 0.1116 0.1967 215 |
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Ford Taurus 0.7063 0.4698 0.5642 215 |
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Ford Transit Connect Wagon 0.7950 0.8796 0.8352 216 |
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GMC Acadia 0.4085 0.7130 0.5194 216 |
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GMC Canyon 0.3003 0.4907 0.3726 216 |
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GMC Sierra 1500 0.2798 0.3163 0.2969 215 |
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GMC Sierra 2500HD 0.1919 0.6620 0.2976 216 |
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GMC Terrain 0.7000 0.0977 0.1714 215 |
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GMC Yukon 0.4090 0.6759 0.5096 216 |
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Genesis G70 0.8114 0.8565 0.8333 216 |
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Genesis G80 0.4031 0.7222 0.5174 216 |
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Genesis G90 0.4403 0.4977 0.4672 215 |
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Honda Accord 0.1371 0.0787 0.1000 216 |
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Honda CR-V 0.3839 0.3981 0.3909 216 |
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Honda Civic 0.6471 0.0509 0.0944 216 |
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Honda Clarity 0.9091 0.5556 0.6897 216 |
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Honda Fit 0.3910 0.2837 0.3288 215 |
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Honda HR-V 0.8758 0.6204 0.7263 216 |
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Honda Insight 0.8657 0.2685 0.4099 216 |
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Honda Odyssey 0.3605 0.5741 0.4429 216 |
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Honda Passport 0.4059 0.8981 0.5591 216 |
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Honda Pilot 1.0000 0.0602 0.1135 216 |
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Honda Ridgeline 0.4798 0.4419 0.4600 215 |
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Hyundai Accent 0.2243 0.6605 0.3349 215 |
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Hyundai Elantra 0.2500 0.0093 0.0179 216 |
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Hyundai Ioniq 0.6341 0.4815 0.5474 216 |
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Hyundai Kona 0.6478 0.9028 0.7544 216 |
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Hyundai Kona Electric 0.7119 1.0000 0.8317 215 |
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Hyundai NEXO 0.9817 1.0000 0.9908 215 |
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Hyundai Palisade 0.8133 0.9074 0.8578 216 |
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Hyundai Santa Fe 0.5741 0.1442 0.2305 215 |
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Hyundai Sonata 0.5833 0.1620 0.2536 216 |
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Hyundai Tucson 0.8929 0.1157 0.2049 216 |
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Hyundai Veloster 0.5878 0.6667 0.6247 216 |
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Hyundai Venue 0.7941 1.0000 0.8852 216 |
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INFINITI Q50 0.6604 0.1628 0.2612 215 |
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INFINITI Q60 0.4167 0.6713 0.5142 216 |
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INFINITI Q70 0.1591 0.8744 0.2691 215 |
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INFINITI QX30 0.6476 0.9954 0.7847 216 |
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INFINITI QX50 0.9362 0.4093 0.5696 215 |
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INFINITI QX60 0.7647 0.2407 0.3662 216 |
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INFINITI QX80 0.7935 0.6759 0.7300 216 |
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Jaguar E-Pace 0.8361 0.7116 0.7688 215 |
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Jaguar F-Pace 0.9254 0.2870 0.4382 216 |
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Jaguar F-Type 0.9200 0.1065 0.1909 216 |
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Jaguar I-Pace 0.9123 0.2407 0.3810 216 |
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Jaguar XE 0.8478 0.3611 0.5065 216 |
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Jaguar XF 0.5000 0.0279 0.0529 215 |
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Jaguar XJ 0.6875 0.1535 0.2510 215 |
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Jeep Cherokee 0.4057 0.6605 0.5027 215 |
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Jeep Compass 0.6369 0.4651 0.5376 215 |
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Jeep Gladiator 0.7143 1.0000 0.8333 215 |
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Jeep Grand Cherokee 0.7742 0.2222 0.3453 216 |
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Jeep Renegade 0.7183 0.9488 0.8176 215 |
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Jeep Wrangler 0.6844 0.8935 0.7751 216 |
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Kia Cadenza 0.3141 0.6837 0.4305 215 |
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Kia Forte 0.1520 0.3426 0.2105 216 |
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Kia K900 0.6434 0.8102 0.7172 216 |
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Kia Niro 0.5529 0.2176 0.3123 216 |
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Kia Optima 0.5354 0.2454 0.3365 216 |
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Kia Rio 0.2902 0.4676 0.3582 216 |
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Kia Sedona 0.5248 0.5880 0.5546 216 |
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Kia Sorento 1.0000 0.0744 0.1385 215 |
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Kia Soul 0.7222 0.1209 0.2072 215 |
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Kia Soul EV 0.5920 0.9537 0.7305 216 |
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Kia Sportage 0.3618 0.6481 0.4643 216 |
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Kia Stinger 0.9726 0.6605 0.7867 215 |
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Kia Telluride 0.5171 0.7721 0.6194 215 |
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Lamborghini Aventador 0.6458 0.9581 0.7715 215 |
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Lamborghini Huracan 0.4351 0.7917 0.5616 216 |
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Lamborghini Urus 0.3810 1.0000 0.5517 216 |
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Land Rover Defender 0.3816 1.0000 0.5524 216 |
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Land Rover Discovery 1.0000 0.1667 0.2857 216 |
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Land Rover Discovery Sport 0.6388 0.6744 0.6561 215 |
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Land Rover Range Rover 0.4151 0.2047 0.2741 215 |
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Land Rover Range Rover Evoque 1.0000 0.0926 0.1695 216 |
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Land Rover Range Rover Sport 0.3810 0.0370 0.0675 216 |
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Land Rover Range Rover Velar 0.9469 0.4977 0.6524 215 |
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Lexus ES 0.3429 0.1111 0.1678 216 |
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Lexus GS 0.5476 0.3209 0.4047 215 |
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Lexus GX 0.6830 0.8380 0.7526 216 |
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Lexus IS 0.5253 0.3843 0.4439 216 |
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Lexus LC 0.6217 0.6651 0.6427 215 |
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Lexus LS 0.3787 0.5278 0.4410 216 |
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Lexus LX 0.5000 0.0930 0.1569 215 |
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Lexus NX 0.5233 0.8372 0.6440 215 |
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Lexus RC 0.7292 0.1620 0.2652 216 |
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Lexus RX 0.6234 0.4465 0.5203 215 |
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Lexus UX 1.0000 0.6019 0.7514 216 |
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Lincoln Aviator 0.7284 0.5463 0.6243 216 |
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Lincoln Continental 0.7365 0.5070 0.6006 215 |
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Lincoln Corsair 0.6335 0.9444 0.7584 216 |
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Lincoln MKC 0.3358 0.8419 0.4801 215 |
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Lincoln MKT 0.8027 0.5463 0.6501 216 |
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Lincoln MKZ 0.7097 0.4093 0.5192 215 |
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Lincoln Nautilus 0.5886 0.8186 0.6848 215 |
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Lincoln Navigator 0.4976 0.4837 0.4906 215 |
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MINI Clubman 0.7107 0.7963 0.7511 216 |
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MINI Cooper 0.5993 0.7407 0.6625 216 |
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MINI Cooper Countryman 0.8081 0.6465 0.7183 215 |
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Maserati Ghibli 0.4116 0.8843 0.5618 216 |
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Maserati GranTurismo 0.5747 0.2315 0.3300 216 |
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Maserati Levante 0.9767 0.7778 0.8660 216 |
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Maserati Quattroporte 0.4790 0.7407 0.5818 216 |
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Mazda CX-3 0.4613 0.8565 0.5997 216 |
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Mazda CX-30 0.7260 0.9815 0.8346 216 |
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Mazda CX-5 0.5000 0.0093 0.0182 216 |
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Mazda CX-9 0.5960 0.5463 0.5700 216 |
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Mazda MAZDA3 0.3846 0.0465 0.0830 215 |
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Mazda MAZDA6 0.3216 0.5509 0.4061 216 |
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Mazda MX-5 Miata 0.6250 0.1395 0.2281 215 |
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Mazda Mazda3 Hatchback 0.9818 1.0000 0.9908 216 |
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McLaren 570GT 0.9729 1.0000 0.9862 215 |
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McLaren 570S 0.7224 1.0000 0.8388 216 |
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McLaren 720S 0.4976 0.9537 0.6540 216 |
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Mercedes-Benz A Class 0.7071 0.9722 0.8187 216 |
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Mercedes-Benz AMG GT 0.6316 0.3349 0.4377 215 |
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Mercedes-Benz C Class 0.0000 0.0000 0.0000 216 |
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Mercedes-Benz CLA Class 0.9444 0.0787 0.1453 216 |
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Mercedes-Benz CLS Class 0.6087 0.0651 0.1176 215 |
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Mercedes-Benz E Class 0.4706 0.1481 0.2254 216 |
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Mercedes-Benz EQC 0.7013 1.0000 0.8244 216 |
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Mercedes-Benz G Class 0.6494 0.5231 0.5795 216 |
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Mercedes-Benz GLA Class 0.5882 0.6944 0.6369 216 |
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Mercedes-Benz GLB Class 0.3500 0.9722 0.5147 216 |
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Mercedes-Benz GLC Class 0.8462 0.0512 0.0965 215 |
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Mercedes-Benz GLE Class 0.5469 0.3241 0.4070 216 |
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Mercedes-Benz GLS Class 0.5311 0.6744 0.5943 215 |
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Mercedes-Benz Metris 0.7645 0.9167 0.8337 216 |
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Mercedes-Benz S Class 0.3023 0.0602 0.1004 216 |
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Mercedes-Benz SL Class 0.4491 0.5926 0.5110 216 |
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Mercedes-Benz SLC Class 0.7472 0.6186 0.6768 215 |
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Mitsubishi Eclipse Cross 0.5718 1.0000 0.7276 215 |
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Mitsubishi Mirage 0.3723 0.5602 0.4473 216 |
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Mitsubishi Outlander 0.6383 0.2791 0.3883 215 |
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Mitsubishi Outlander Sport 0.4199 0.5463 0.4748 216 |
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Nissan 370Z 0.7537 0.4676 0.5771 216 |
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Nissan Altima 0.3648 0.4120 0.3870 216 |
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Nissan Armada 0.6584 0.6186 0.6379 215 |
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Nissan Frontier 0.4862 0.5721 0.5256 215 |
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Nissan GT-R 0.6909 0.1767 0.2815 215 |
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Nissan Kicks 0.5658 0.9395 0.7063 215 |
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Nissan Leaf 0.6970 0.2140 0.3274 215 |
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Nissan Maxima 0.4830 0.6574 0.5569 216 |
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Nissan Murano 0.9059 0.3581 0.5133 215 |
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Nissan NV200 0.7100 0.9861 0.8256 216 |
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Nissan Pathfinder 0.6714 0.2176 0.3287 216 |
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Nissan Rogue 0.6950 0.4537 0.5490 216 |
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Nissan Rogue Sport 0.8496 0.4465 0.5854 215 |
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Nissan Sentra 0.4091 0.0419 0.0759 215 |
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Nissan Titan 0.3600 0.0417 0.0747 216 |
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Nissan Versa 0.2481 0.2977 0.2706 215 |
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Porsche 718 0.2487 0.8651 0.3863 215 |
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Porsche 718 Spyder 0.9818 1.0000 0.9908 216 |
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Porsche 911 0.6667 0.1767 0.2794 215 |
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Porsche Cayenne 0.7900 0.3657 0.5000 216 |
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Porsche Macan 0.9767 0.3907 0.5581 215 |
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Porsche Panamera 0.6341 0.1204 0.2023 216 |
|
Porsche Taycan 0.4470 0.8981 0.5969 216 |
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Ram 1500 0.2591 0.5628 0.3548 215 |
|
Ram 2500 0.4246 0.4977 0.4582 215 |
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Rolls-Royce Cullinan 0.7397 1.0000 0.8504 216 |
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Rolls-Royce Dawn 0.5770 0.9537 0.7190 216 |
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Rolls-Royce Ghost 0.3733 0.7778 0.5045 216 |
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Rolls-Royce Phantom 0.4730 0.9722 0.6364 216 |
|
Rolls-Royce Wraith 0.9387 0.9213 0.9299 216 |
|
Subaru Ascent 0.5724 0.7500 0.6493 216 |
|
Subaru BRZ 0.6957 0.4444 0.5424 216 |
|
Subaru Crosstrek 0.7895 0.3472 0.4823 216 |
|
Subaru Forester 0.5379 0.3628 0.4333 215 |
|
Subaru Impreza 0.8000 0.0370 0.0708 216 |
|
Subaru Legacy 0.4375 0.0324 0.0603 216 |
|
Subaru Outback 0.5125 0.6620 0.5778 216 |
|
Subaru STI S209 1.0000 1.0000 1.0000 215 |
|
Subaru WRX 0.4496 0.5395 0.4905 215 |
|
Tesla Model 3 0.7538 0.9256 0.8309 215 |
|
Tesla Model S 0.7805 0.1481 0.2490 216 |
|
Tesla Model X 0.8000 0.9488 0.8681 215 |
|
Tesla Model Y 0.9474 1.0000 0.9730 216 |
|
Toyota 4Runner 0.4172 0.6296 0.5018 216 |
|
Toyota 86 0.6854 0.9583 0.7992 216 |
|
Toyota Avalon 0.6121 0.4698 0.5316 215 |
|
Toyota C-HR 0.7872 0.8565 0.8204 216 |
|
Toyota Camry 0.2286 0.4213 0.2964 216 |
|
Toyota Corolla 0.5800 0.1343 0.2180 216 |
|
Toyota Highlander 0.5753 0.1944 0.2907 216 |
|
Toyota Land Cruiser 0.4107 0.6093 0.4906 215 |
|
Toyota Mirai 0.6030 0.9256 0.7303 215 |
|
Toyota Prius 0.6118 0.2419 0.3467 215 |
|
Toyota Prius C 0.2671 0.8000 0.4005 215 |
|
Toyota RAV4 0.6400 0.0741 0.1328 216 |
|
Toyota Sequoia 0.5498 0.6419 0.5923 215 |
|
Toyota Sienna 0.5458 0.7488 0.6314 215 |
|
Toyota Supra 0.3483 0.8611 0.4960 216 |
|
Toyota Tacoma 0.5513 0.2000 0.2935 215 |
|
Toyota Tundra 0.4222 0.0880 0.1456 216 |
|
Toyota Yaris 0.2051 0.1111 0.1441 216 |
|
Toyota Yaris Hatchback 0.9908 1.0000 0.9954 216 |
|
Volkswagen Arteon 0.5414 1.0000 0.7024 216 |
|
Volkswagen Atlas 0.8125 0.4815 0.6047 216 |
|
Volkswagen Beetle 0.6930 0.6898 0.6914 216 |
|
Volkswagen Golf 0.4576 0.1256 0.1971 215 |
|
Volkswagen Jetta 0.3333 0.1713 0.2263 216 |
|
Volkswagen Passat 1.0000 0.0186 0.0365 215 |
|
Volkswagen Tiguan 1.0000 0.2454 0.3941 216 |
|
Volkswagen e-Golf 0.4484 0.9302 0.6051 215 |
|
Volvo S60 0.4000 0.0093 0.0181 216 |
|
Volvo S90 0.8557 0.3843 0.5304 216 |
|
Volvo V60 0.9559 0.3009 0.4577 216 |
|
Volvo V90 0.5483 0.8977 0.6808 215 |
|
Volvo XC40 0.7970 0.7454 0.7703 216 |
|
Volvo XC60 0.4800 0.2222 0.3038 216 |
|
Volvo XC90 0.8182 0.3767 0.5159 215 |
|
smart fortwo 0.6000 0.2083 0.3093 216 |
|
|
|
accuracy 0.5239 69639 |
|
macro avg 0.6050 0.5239 0.4875 69639 |
|
weighted avg 0.6050 0.5239 0.4875 69639 |
|
``` |
