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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: 0.5872 |
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F1 Score: 0.5563 |
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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 0.3049 0.8287 0.4458 216 |
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Acura MDX 0.7436 0.4028 0.5225 216 |
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Acura NSX 0.7232 0.3750 0.4939 216 |
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Acura RDX 0.9302 0.1852 0.3089 216 |
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Acura RLX 0.6733 0.4698 0.5534 215 |
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Acura TLX 0.7485 0.5648 0.6438 216 |
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Alfa Romeo 4C 0.6548 0.8558 0.7419 215 |
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Alfa Romeo 4C Spider 0.9038 1.0000 0.9495 216 |
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Alfa Romeo Giulia 0.6261 0.6698 0.6472 215 |
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Alfa Romeo Stelvio 0.5691 0.9581 0.7140 215 |
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Aston Martin DB11 0.6481 0.8651 0.7410 215 |
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Aston Martin DBS 0.4412 0.9213 0.5967 216 |
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Aston Martin Vanquish 0.8488 0.6791 0.7545 215 |
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Aston Martin Vantage 0.4766 0.4722 0.4744 216 |
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Audi A3 0.6098 0.2326 0.3367 215 |
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Audi A4 0.4574 0.6000 0.5191 215 |
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Audi A5 0.3699 0.4233 0.3948 215 |
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Audi A6 0.2415 0.4279 0.3087 215 |
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Audi A7 0.6290 0.1806 0.2806 216 |
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Audi A8 0.2419 0.7917 0.3705 216 |
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Audi Q3 0.8265 0.8380 0.8322 216 |
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Audi Q5 0.7935 0.5721 0.6649 215 |
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Audi Q7 0.5061 0.7639 0.6089 216 |
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Audi Q8 0.8742 0.6435 0.7413 216 |
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Audi R8 0.7248 0.3657 0.4862 216 |
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Audi TT 0.3688 0.7256 0.4890 215 |
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Audi e-tron 0.9831 0.8140 0.8906 215 |
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BMW 2-Series 0.5079 0.2977 0.3754 215 |
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BMW 3-Series 0.5583 0.3102 0.3988 216 |
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BMW 4-Series 0.5435 0.3472 0.4237 216 |
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BMW 5-Series 0.6400 0.0741 0.1328 216 |
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BMW 6-Series 0.5857 0.1898 0.2867 216 |
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BMW 7-Series 0.4865 0.4167 0.4489 216 |
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BMW 8-Series 0.8722 0.9209 0.8959 215 |
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BMW X1 0.8762 0.4279 0.5750 215 |
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BMW X2 0.9159 0.4537 0.6068 216 |
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BMW X3 0.6074 0.4583 0.5224 216 |
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BMW X4 0.7669 0.4744 0.5862 215 |
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BMW X5 1.0000 0.0558 0.1057 215 |
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BMW X6 1.0000 0.1767 0.3004 215 |
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BMW X7 0.7158 0.9676 0.8228 216 |
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BMW Z4 0.5506 0.4537 0.4975 216 |
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BMW i3 0.7198 0.7731 0.7455 216 |
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BMW i8 0.5935 0.8558 0.7010 215 |
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Bentley Bentayga 0.7871 0.7361 0.7608 216 |
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Bentley Continental GT 0.9677 0.2791 0.4332 215 |
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Bentley Flying Spur 0.5429 0.5302 0.5365 215 |
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Bentley Mulsanne 0.3973 0.6806 0.5017 216 |
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Buick Cascada 0.7860 0.9352 0.8541 216 |
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Buick Enclave 0.3787 0.7731 0.5084 216 |
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Buick Encore 0.3673 0.8843 0.5190 216 |
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Buick Envision 0.5925 0.9491 0.7295 216 |
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Buick Lacrosse 0.4848 0.2963 0.3678 216 |
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Buick Regal 0.9310 0.1250 0.2204 216 |
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Cadillac ATS 0.8667 0.3009 0.4467 216 |
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Cadillac CT4 0.8471 1.0000 0.9172 216 |
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Cadillac CT5 0.7143 1.0000 0.8333 215 |
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Cadillac CT6 0.7739 0.4140 0.5394 215 |
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Cadillac CTS 0.4649 0.4000 0.4300 215 |
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Cadillac Escalade 0.6526 0.5767 0.6123 215 |
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Cadillac XT4 0.6852 0.9676 0.8023 216 |
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Cadillac XT5 0.3828 0.9116 0.5392 215 |
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Cadillac XT6 0.6708 1.0000 0.8030 216 |
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Cadillac XTS 0.3260 0.8889 0.4770 216 |
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Chevrolet Blazer 0.8622 0.7860 0.8224 215 |
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Chevrolet Bolt EV 0.8879 0.8796 0.8837 216 |
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Chevrolet Camaro 0.5648 0.2824 0.3765 216 |
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Chevrolet Colorado 0.8824 0.1395 0.2410 215 |
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Chevrolet Corvette 0.6187 0.3981 0.4845 216 |
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Chevrolet Cruze 0.3143 0.0509 0.0876 216 |
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Chevrolet Equinox 0.9688 0.1435 0.2500 216 |
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Chevrolet Impala 0.2915 0.8611 0.4356 216 |
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Chevrolet Malibu 0.5714 0.0370 0.0696 216 |
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Chevrolet Silverado 1500 0.3099 0.3472 0.3275 216 |
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Chevrolet Silverado 2500HD 0.3956 0.5000 0.4417 216 |
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Chevrolet Sonic 0.6718 0.6093 0.6390 215 |
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Chevrolet Spark 0.3563 0.9628 0.5201 215 |
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Chevrolet Suburban 0.5249 0.6343 0.5744 216 |
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Chevrolet Tahoe 0.4922 0.5907 0.5370 215 |
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Chevrolet TrailBlazer 0.5672 0.8796 0.6897 216 |
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Chevrolet Traverse 0.4684 0.6558 0.5465 215 |
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Chevrolet Trax 0.8075 0.8935 0.8484 216 |
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Chevrolet Volt 0.8571 0.3333 0.4800 216 |
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Chrysler 300 0.7213 0.4074 0.5207 216 |
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Chrysler Pacifica 0.8696 0.5581 0.6799 215 |
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Dodge Challenger 0.7414 0.3981 0.5181 216 |
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Dodge Charger 0.9091 0.0463 0.0881 216 |
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Dodge Durango 0.6139 0.5767 0.5947 215 |
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Dodge Grand Caravan 0.6667 0.9259 0.7752 216 |
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Dodge Journey 0.5887 0.7222 0.6486 216 |
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FIAT 124 Spider 0.4342 0.9769 0.6011 216 |
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FIAT 500 0.7111 0.1481 0.2452 216 |
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FIAT 500L 0.6551 0.9583 0.7782 216 |
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FIAT 500X 0.7854 0.9535 0.8613 215 |
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FIAT 500e 0.4744 0.9861 0.6406 216 |
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Ferrari 488 GTB 0.5142 0.8419 0.6384 215 |
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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 0.6067 1.0000 0.7552 216 |
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Ford Edge 1.0000 0.0370 0.0714 216 |
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Ford Escape 0.9643 0.1256 0.2222 215 |
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Ford Expedition 0.4913 0.5256 0.5079 215 |
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Ford Explorer 0.8226 0.2361 0.3669 216 |
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Ford F-150 0.4595 0.0791 0.1349 215 |
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Ford Fiesta 0.5045 0.2593 0.3425 216 |
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Ford Flex 0.6406 0.8333 0.7243 216 |
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Ford Fusion 0.5039 0.3009 0.3768 216 |
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Ford Mustang 0.6667 0.1204 0.2039 216 |
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Ford Ranger 0.6142 0.7256 0.6652 215 |
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Ford Super Duty F-250 0.8082 0.2731 0.4083 216 |
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Ford Taurus 0.6720 0.5787 0.6219 216 |
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Ford Transit Connect Wagon 0.8178 0.8977 0.8559 215 |
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GMC Acadia 0.4655 0.7535 0.5755 215 |
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GMC Canyon 0.3593 0.5556 0.4364 216 |
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GMC Sierra 1500 0.3280 0.3796 0.3519 216 |
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GMC Sierra 2500HD 0.2686 0.6019 0.3714 216 |
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GMC Terrain 0.7692 0.1852 0.2985 216 |
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GMC Yukon 0.5632 0.7222 0.6329 216 |
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Genesis G70 0.8861 0.8287 0.8565 216 |
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Genesis G80 0.4856 0.8565 0.6198 216 |
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Genesis G90 0.4824 0.5694 0.5223 216 |
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Honda Accord 0.2661 0.1349 0.1790 215 |
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Honda CR-V 0.3883 0.4907 0.4335 216 |
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Honda Civic 0.6296 0.0791 0.1405 215 |
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Honda Clarity 0.9205 0.6435 0.7575 216 |
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Honda Fit 0.4680 0.4419 0.4545 215 |
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Honda HR-V 0.8152 0.6977 0.7519 215 |
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Honda Insight 0.8519 0.3194 0.4646 216 |
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Honda Odyssey 0.4890 0.7222 0.5832 216 |
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Honda Passport 0.4964 0.9583 0.6540 216 |
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Honda Pilot 0.7333 0.1019 0.1789 216 |
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Honda Ridgeline 0.5880 0.6372 0.6116 215 |
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Hyundai Accent 0.2785 0.6372 0.3876 215 |
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Hyundai Elantra 0.3235 0.0509 0.0880 216 |
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Hyundai Ioniq 0.7143 0.6944 0.7042 216 |
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Hyundai Kona 0.7551 0.8565 0.8026 216 |
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Hyundai Kona Electric 0.7273 1.0000 0.8421 216 |
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Hyundai NEXO 0.9817 1.0000 0.9908 215 |
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Hyundai Palisade 0.9099 0.9860 0.9464 215 |
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Hyundai Santa Fe 0.7544 0.1991 0.3150 216 |
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Hyundai Sonata 0.5109 0.2176 0.3052 216 |
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Hyundai Tucson 0.9744 0.1759 0.2980 216 |
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Hyundai Veloster 0.6382 0.7269 0.6797 216 |
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Hyundai Venue 0.8963 1.0000 0.9453 216 |
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INFINITI Q50 0.8784 0.3023 0.4498 215 |
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INFINITI Q60 0.5073 0.8056 0.6225 216 |
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INFINITI Q70 0.2395 0.9259 0.3806 216 |
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INFINITI QX30 0.7633 1.0000 0.8657 216 |
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INFINITI QX50 0.9570 0.4140 0.5779 215 |
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INFINITI QX60 0.9388 0.4259 0.5860 216 |
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INFINITI QX80 0.7718 0.7395 0.7553 215 |
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Jaguar E-Pace 0.8700 0.8056 0.8365 216 |
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Jaguar F-Pace 0.9740 0.3488 0.5137 215 |
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Jaguar F-Type 0.7568 0.1296 0.2213 216 |
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Jaguar I-Pace 0.8760 0.4907 0.6291 216 |
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Jaguar XE 0.7822 0.3674 0.5000 215 |
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Jaguar XF 0.5714 0.0185 0.0359 216 |
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Jaguar XJ 0.6324 0.2000 0.3039 215 |
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Jeep Cherokee 0.5033 0.7163 0.5912 215 |
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Jeep Compass 0.7186 0.5556 0.6266 216 |
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Jeep Gladiator 0.8151 1.0000 0.8981 216 |
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Jeep Grand Cherokee 0.9294 0.3657 0.5249 216 |
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Jeep Renegade 0.7649 0.9535 0.8489 215 |
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Jeep Wrangler 0.7835 0.9256 0.8486 215 |
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Kia Cadenza 0.4211 0.7407 0.5369 216 |
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Kia Forte 0.1917 0.4074 0.2607 216 |
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Kia K900 0.6779 0.9352 0.7860 216 |
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Kia Niro 0.8862 0.5046 0.6431 216 |
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Kia Optima 0.5865 0.3611 0.4470 216 |
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Kia Rio 0.3657 0.5231 0.4305 216 |
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Kia Sedona 0.6816 0.7767 0.7261 215 |
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Kia Sorento 1.0000 0.0833 0.1538 216 |
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Kia Soul 0.8333 0.2093 0.3346 215 |
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Kia Soul EV 0.6699 0.9676 0.7917 216 |
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Kia Sportage 0.3983 0.6651 0.4983 215 |
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Kia Stinger 0.9641 0.8704 0.9148 216 |
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Kia Telluride 0.5706 0.9581 0.7153 215 |
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Lamborghini Aventador 0.7895 0.9722 0.8714 216 |
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Lamborghini Huracan 0.5350 0.7814 0.6352 215 |
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Lamborghini Urus 0.3956 1.0000 0.5669 216 |
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Land Rover Defender 0.5094 1.0000 0.6750 216 |
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Land Rover Discovery 1.0000 0.2731 0.4291 216 |
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Land Rover Discovery Sport 0.6360 0.8009 0.7090 216 |
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Land Rover Range Rover 0.4438 0.3674 0.4020 215 |
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Land Rover Range Rover Evoque 0.9355 0.2685 0.4173 216 |
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Land Rover Range Rover Sport 0.6667 0.1023 0.1774 215 |
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Land Rover Range Rover Velar 0.9915 0.5395 0.6988 215 |
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Lexus ES 0.4074 0.2037 0.2716 216 |
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Lexus GS 0.6154 0.3333 0.4324 216 |
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Lexus GX 0.7625 0.9213 0.8344 216 |
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Lexus IS 0.5444 0.4558 0.4962 215 |
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Lexus LC 0.7280 0.8426 0.7811 216 |
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Lexus LS 0.4884 0.6806 0.5687 216 |
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Lexus LX 0.6410 0.2315 0.3401 216 |
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Lexus NX 0.5359 0.8326 0.6521 215 |
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Lexus RC 0.7882 0.3116 0.4467 215 |
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Lexus RX 0.6500 0.4815 0.5532 216 |
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Lexus UX 0.9441 0.7070 0.8085 215 |
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Lincoln Aviator 0.6721 0.5694 0.6165 216 |
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Lincoln Continental 0.7569 0.5070 0.6072 215 |
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Lincoln Corsair 0.7820 0.9674 0.8649 215 |
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Lincoln MKC 0.3453 0.8512 0.4913 215 |
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Lincoln MKT 0.7630 0.7454 0.7541 216 |
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Lincoln MKZ 0.7345 0.6019 0.6616 216 |
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Lincoln Nautilus 0.7188 0.8558 0.7813 215 |
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Lincoln Navigator 0.5281 0.5648 0.5459 216 |
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MINI Clubman 0.6975 0.7685 0.7313 216 |
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MINI Cooper 0.5509 0.7302 0.6280 215 |
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MINI Cooper Countryman 0.7688 0.6620 0.7114 216 |
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Maserati Ghibli 0.4808 0.9302 0.6339 215 |
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Maserati GranTurismo 0.7412 0.2930 0.4200 215 |
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Maserati Levante 0.9897 0.8935 0.9392 216 |
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Maserati Quattroporte 0.4846 0.8009 0.6038 216 |
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Mazda CX-3 0.5344 0.9352 0.6801 216 |
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Mazda CX-30 0.9000 1.0000 0.9474 216 |
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Mazda CX-5 0.7727 0.0791 0.1435 215 |
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Mazda CX-9 0.5403 0.6204 0.5776 216 |
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Mazda MAZDA3 0.6098 0.1163 0.1953 215 |
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Mazda MAZDA6 0.3868 0.5721 0.4615 215 |
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Mazda MX-5 Miata 0.6250 0.2093 0.3136 215 |
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Mazda Mazda3 Hatchback 0.9908 1.0000 0.9954 215 |
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McLaren 570GT 0.9863 1.0000 0.9931 216 |
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McLaren 570S 0.9267 1.0000 0.9620 215 |
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McLaren 720S 0.6103 0.9861 0.7540 216 |
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Mercedes-Benz A Class 0.6804 1.0000 0.8098 215 |
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Mercedes-Benz AMG GT 0.5300 0.4907 0.5096 216 |
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Mercedes-Benz C Class 1.0000 0.0046 0.0092 216 |
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Mercedes-Benz CLA Class 0.9722 0.1628 0.2789 215 |
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Mercedes-Benz CLS Class 0.6129 0.0880 0.1538 216 |
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Mercedes-Benz E Class 0.4330 0.1944 0.2684 216 |
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Mercedes-Benz EQC 0.7239 1.0000 0.8398 215 |
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Mercedes-Benz G Class 0.7500 0.6944 0.7212 216 |
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Mercedes-Benz GLA Class 0.5418 0.6930 0.6082 215 |
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Mercedes-Benz GLB Class 0.4190 0.9628 0.5839 215 |
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Mercedes-Benz GLC Class 0.7436 0.1349 0.2283 215 |
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Mercedes-Benz GLE Class 0.5163 0.3674 0.4293 215 |
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Mercedes-Benz GLS Class 0.5706 0.8837 0.6934 215 |
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Mercedes-Benz Metris 0.7833 0.9537 0.8601 216 |
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Mercedes-Benz S Class 0.5366 0.1023 0.1719 215 |
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Mercedes-Benz SL Class 0.4314 0.7023 0.5345 215 |
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Mercedes-Benz SLC Class 0.7547 0.7407 0.7477 216 |
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Mitsubishi Eclipse Cross 0.6595 1.0000 0.7948 215 |
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Mitsubishi Mirage 0.4704 0.6991 0.5624 216 |
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Mitsubishi Outlander 0.7850 0.3889 0.5201 216 |
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Mitsubishi Outlander Sport 0.4723 0.5926 0.5257 216 |
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Nissan 370Z 0.7973 0.5488 0.6501 215 |
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Nissan Altima 0.3345 0.4259 0.3747 216 |
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Nissan Armada 0.6912 0.6944 0.6928 216 |
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Nissan Frontier 0.5000 0.6698 0.5726 215 |
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Nissan GT-R 0.6038 0.2963 0.3975 216 |
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Nissan Kicks 0.6467 1.0000 0.7855 216 |
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Nissan Leaf 0.6506 0.2500 0.3612 216 |
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Nissan Maxima 0.5191 0.8194 0.6355 216 |
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Nissan Murano 0.9714 0.4744 0.6375 215 |
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Nissan NV200 0.8618 0.9860 0.9197 215 |
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Nissan Pathfinder 0.7895 0.2791 0.4124 215 |
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Nissan Rogue 0.6941 0.5463 0.6114 216 |
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Nissan Rogue Sport 0.8396 0.7302 0.7811 215 |
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Nissan Sentra 0.7188 0.1065 0.1855 216 |
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Nissan Titan 0.5532 0.1209 0.1985 215 |
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Nissan Versa 0.3047 0.3287 0.3163 216 |
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Porsche 718 0.3118 0.8935 0.4623 216 |
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Porsche 718 Spyder 0.9863 1.0000 0.9931 216 |
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Porsche 911 0.7183 0.2361 0.3554 216 |
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Porsche Cayenne 0.7170 0.3535 0.4735 215 |
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Porsche Macan 0.9727 0.4954 0.6564 216 |
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Porsche Panamera 0.5273 0.1343 0.2140 216 |
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Porsche Taycan 0.4928 0.9581 0.6509 215 |
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Ram 1500 0.3736 0.6326 0.4698 215 |
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Ram 2500 0.4878 0.6481 0.5567 216 |
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Rolls-Royce Cullinan 0.8269 1.0000 0.9053 215 |
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Rolls-Royce Dawn 0.7105 1.0000 0.8308 216 |
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Rolls-Royce Ghost 0.4000 0.7870 0.5304 216 |
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Rolls-Royce Phantom 0.4729 0.9676 0.6353 216 |
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Rolls-Royce Wraith 0.9765 0.9630 0.9697 216 |
|
Subaru Ascent 0.5563 0.7814 0.6499 215 |
|
Subaru BRZ 0.6839 0.5509 0.6103 216 |
|
Subaru Crosstrek 0.9358 0.4744 0.6296 215 |
|
Subaru Forester 0.6329 0.4651 0.5362 215 |
|
Subaru Impreza 0.5000 0.0140 0.0271 215 |
|
Subaru Legacy 0.3056 0.0509 0.0873 216 |
|
Subaru Outback 0.4394 0.7256 0.5474 215 |
|
Subaru STI S209 1.0000 1.0000 1.0000 216 |
|
Subaru WRX 0.4797 0.6019 0.5339 216 |
|
Tesla Model 3 0.7128 0.9814 0.8258 215 |
|
Tesla Model S 0.8871 0.2558 0.3971 215 |
|
Tesla Model X 0.7811 0.9628 0.8625 215 |
|
Tesla Model Y 0.9513 1.0000 0.9751 215 |
|
Toyota 4Runner 0.5298 0.7824 0.6318 216 |
|
Toyota 86 0.7660 1.0000 0.8675 216 |
|
Toyota Avalon 0.6166 0.5535 0.5833 215 |
|
Toyota C-HR 0.8101 0.8930 0.8496 215 |
|
Toyota Camry 0.2407 0.4491 0.3134 216 |
|
Toyota Corolla 0.4762 0.2778 0.3509 216 |
|
Toyota Highlander 0.6667 0.1944 0.3011 216 |
|
Toyota Land Cruiser 0.5409 0.7070 0.6129 215 |
|
Toyota Mirai 0.5949 0.9722 0.7381 216 |
|
Toyota Prius 0.5346 0.3953 0.4545 215 |
|
Toyota Prius C 0.3025 0.8512 0.4463 215 |
|
Toyota RAV4 0.6765 0.1065 0.1840 216 |
|
Toyota Sequoia 0.6528 0.6528 0.6528 216 |
|
Toyota Sienna 0.5889 0.7824 0.6720 216 |
|
Toyota Supra 0.4144 0.9306 0.5735 216 |
|
Toyota Tacoma 0.5490 0.2605 0.3533 215 |
|
Toyota Tundra 0.5106 0.1111 0.1825 216 |
|
Toyota Yaris 0.3692 0.1111 0.1708 216 |
|
Toyota Yaris Hatchback 0.9954 1.0000 0.9977 215 |
|
Volkswagen Arteon 0.6119 1.0000 0.7592 216 |
|
Volkswagen Atlas 0.7969 0.7083 0.7500 216 |
|
Volkswagen Beetle 0.7317 0.6944 0.7126 216 |
|
Volkswagen Golf 0.4632 0.2037 0.2830 216 |
|
Volkswagen Jetta 0.4094 0.2824 0.3342 216 |
|
Volkswagen Passat 1.0000 0.0419 0.0804 215 |
|
Volkswagen Tiguan 0.9873 0.3628 0.5306 215 |
|
Volkswagen e-Golf 0.4772 0.9256 0.6297 215 |
|
Volvo S60 0.6667 0.0093 0.0183 216 |
|
Volvo S90 0.8667 0.4815 0.6190 216 |
|
Volvo V60 0.8936 0.3907 0.5437 215 |
|
Volvo V90 0.5288 0.9352 0.6756 216 |
|
Volvo XC40 0.8083 0.9023 0.8527 215 |
|
Volvo XC60 0.5847 0.3194 0.4132 216 |
|
Volvo XC90 0.8689 0.4907 0.6272 216 |
|
smart fortwo 0.7423 0.3333 0.4601 216 |
|
|
|
accuracy 0.5872 69639 |
|
macro avg 0.6564 0.5872 0.5563 69639 |
|
weighted avg 0.6564 0.5872 0.5562 69639 |
|
``` |
