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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: 0.6330 |
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F1 Score: 0.6069 |
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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 0.3636 0.9074 0.5192 216 |
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Acura MDX 0.8783 0.4676 0.6103 216 |
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Acura NSX 0.6810 0.3674 0.4773 215 |
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Acura RDX 0.9155 0.3009 0.4530 216 |
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Acura RLX 0.6707 0.5093 0.5789 216 |
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Acura TLX 0.7072 0.5926 0.6448 216 |
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Alfa Romeo 4C 0.6985 0.8796 0.7787 216 |
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Alfa Romeo 4C Spider 0.9389 1.0000 0.9685 215 |
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Alfa Romeo Giulia 0.6653 0.7395 0.7004 215 |
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Alfa Romeo Stelvio 0.6228 0.9630 0.7564 216 |
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Aston Martin DB11 0.6571 0.9535 0.7780 215 |
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Aston Martin DBS 0.5262 0.9306 0.6722 216 |
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Aston Martin Vanquish 0.7534 0.7814 0.7671 215 |
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Aston Martin Vantage 0.4934 0.5185 0.5056 216 |
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Audi A3 0.5917 0.3302 0.4239 215 |
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Audi A4 0.4196 0.5556 0.4781 216 |
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Audi A5 0.3961 0.4676 0.4289 216 |
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Audi A6 0.2894 0.5185 0.3715 216 |
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Audi A7 0.5000 0.1852 0.2703 216 |
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Audi A8 0.2699 0.8047 0.4042 215 |
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Audi Q3 0.7958 0.8843 0.8377 216 |
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Audi Q5 0.7751 0.6093 0.6823 215 |
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Audi Q7 0.5174 0.7628 0.6165 215 |
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Audi Q8 0.9650 0.6389 0.7688 216 |
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Audi R8 0.6733 0.4676 0.5519 216 |
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Audi TT 0.4245 0.8333 0.5625 216 |
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Audi e-tron 0.9735 0.8519 0.9086 216 |
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BMW 2-Series 0.6625 0.4930 0.5653 215 |
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BMW 3-Series 0.5603 0.3657 0.4426 216 |
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BMW 4-Series 0.6404 0.5302 0.5802 215 |
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BMW 5-Series 0.6875 0.1535 0.2510 215 |
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BMW 6-Series 0.7375 0.2731 0.3986 216 |
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BMW 7-Series 0.4478 0.4167 0.4317 216 |
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BMW 8-Series 0.8534 0.9209 0.8859 215 |
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BMW X1 0.8099 0.5324 0.6425 216 |
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BMW X2 0.9573 0.5209 0.6747 215 |
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BMW X3 0.6425 0.5324 0.5823 216 |
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BMW X4 0.7680 0.6435 0.7003 216 |
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BMW X5 0.9500 0.0880 0.1610 216 |
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BMW X6 0.8947 0.2361 0.3736 216 |
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BMW X7 0.7363 1.0000 0.8481 215 |
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BMW Z4 0.5482 0.4233 0.4777 215 |
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BMW i3 0.7177 0.8241 0.7672 216 |
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BMW i8 0.6947 0.9209 0.7920 215 |
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Bentley Bentayga 0.7705 0.8744 0.8192 215 |
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Bentley Continental GT 0.9000 0.3750 0.5294 216 |
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Bentley Flying Spur 0.5665 0.5349 0.5502 215 |
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Bentley Mulsanne 0.5282 0.8698 0.6573 215 |
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Buick Cascada 0.7256 0.9306 0.8154 216 |
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Buick Enclave 0.4351 0.8419 0.5737 215 |
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Buick Encore 0.4163 0.8981 0.5689 216 |
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Buick Envision 0.6910 0.9630 0.8046 216 |
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Buick Lacrosse 0.4683 0.2731 0.3450 216 |
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Buick Regal 0.9091 0.0926 0.1681 216 |
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Cadillac ATS 0.7541 0.4259 0.5444 216 |
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Cadillac CT4 0.9188 1.0000 0.9577 215 |
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Cadillac CT5 0.8206 1.0000 0.9015 215 |
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Cadillac CT6 0.8071 0.5231 0.6348 216 |
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Cadillac CTS 0.5592 0.3935 0.4620 216 |
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Cadillac Escalade 0.7181 0.6250 0.6683 216 |
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Cadillac XT4 0.7714 1.0000 0.8710 216 |
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Cadillac XT5 0.4187 0.9537 0.5819 216 |
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Cadillac XT6 0.8244 1.0000 0.9038 216 |
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Cadillac XTS 0.3193 0.8750 0.4678 216 |
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Chevrolet Blazer 0.9015 0.8472 0.8735 216 |
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Chevrolet Bolt EV 0.9242 0.9070 0.9155 215 |
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Chevrolet Camaro 0.6491 0.3426 0.4485 216 |
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Chevrolet Colorado 0.7027 0.2407 0.3586 216 |
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Chevrolet Corvette 0.5882 0.4167 0.4878 216 |
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Chevrolet Cruze 0.4667 0.0972 0.1609 216 |
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Chevrolet Equinox 0.9216 0.2176 0.3521 216 |
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Chevrolet Impala 0.3777 0.8186 0.5169 215 |
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Chevrolet Malibu 0.5806 0.0833 0.1457 216 |
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Chevrolet Silverado 1500 0.3826 0.4074 0.3946 216 |
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Chevrolet Silverado 2500HD 0.3707 0.6000 0.4583 215 |
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Chevrolet Sonic 0.7424 0.6806 0.7101 216 |
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Chevrolet Spark 0.4481 0.9442 0.6078 215 |
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Chevrolet Suburban 0.5465 0.6806 0.6062 216 |
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Chevrolet Tahoe 0.5118 0.6047 0.5544 215 |
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Chevrolet TrailBlazer 0.6931 0.9306 0.7945 216 |
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Chevrolet Traverse 0.5804 0.6852 0.6285 216 |
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Chevrolet Trax 0.8795 0.9120 0.8955 216 |
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Chevrolet Volt 0.9175 0.4140 0.5705 215 |
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Chrysler 300 0.7176 0.4372 0.5434 215 |
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Chrysler Pacifica 0.9013 0.6343 0.7446 216 |
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Dodge Challenger 0.6715 0.4279 0.5227 215 |
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Dodge Charger 1.0000 0.0880 0.1617 216 |
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Dodge Durango 0.6792 0.6667 0.6729 216 |
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Dodge Grand Caravan 0.7528 0.9349 0.8340 215 |
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Dodge Journey 0.6028 0.8009 0.6879 216 |
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FIAT 124 Spider 0.4760 0.9630 0.6371 216 |
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FIAT 500 0.7183 0.2361 0.3554 216 |
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FIAT 500L 0.6764 0.9676 0.7962 216 |
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FIAT 500X 0.8161 0.9861 0.8931 216 |
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FIAT 500e 0.5036 0.9860 0.6667 215 |
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Ferrari 488 GTB 0.6080 0.8472 0.7079 216 |
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Ferrari GTC4Lusso 1.0000 1.0000 1.0000 216 |
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Ferrari Portofino 1.0000 1.0000 1.0000 216 |
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Ford Ecosport 0.6287 1.0000 0.7720 215 |
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Ford Edge 0.8333 0.0231 0.0450 216 |
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Ford Escape 0.9778 0.2037 0.3372 216 |
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Ford Expedition 0.6257 0.5442 0.5821 215 |
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Ford Explorer 0.8358 0.2593 0.3958 216 |
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Ford F-150 0.4921 0.1442 0.2230 215 |
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Ford Fiesta 0.5489 0.3395 0.4195 215 |
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Ford Flex 0.6858 0.8326 0.7521 215 |
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Ford Fusion 0.5769 0.4167 0.4839 216 |
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Ford Mustang 0.7200 0.1674 0.2717 215 |
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Ford Ranger 0.7215 0.7315 0.7264 216 |
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Ford Super Duty F-250 0.8070 0.4279 0.5593 215 |
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Ford Taurus 0.5708 0.6157 0.5924 216 |
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Ford Transit Connect Wagon 0.9041 0.9167 0.9103 216 |
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GMC Acadia 0.5219 0.7731 0.6231 216 |
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GMC Canyon 0.3567 0.5185 0.4226 216 |
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GMC Sierra 1500 0.3077 0.2791 0.2927 215 |
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GMC Sierra 2500HD 0.3169 0.5070 0.3900 215 |
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GMC Terrain 0.8507 0.2651 0.4043 215 |
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GMC Yukon 0.6097 0.7593 0.6763 216 |
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Genesis G70 0.9559 0.9070 0.9308 215 |
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Genesis G80 0.5540 0.9259 0.6932 216 |
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Genesis G90 0.5036 0.6512 0.5680 215 |
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Honda Accord 0.2353 0.0926 0.1329 216 |
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Honda CR-V 0.4138 0.5581 0.4752 215 |
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Honda Civic 0.5946 0.1023 0.1746 215 |
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Honda Clarity 0.8859 0.6140 0.7253 215 |
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Honda Fit 0.5419 0.5694 0.5553 216 |
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Honda HR-V 0.8495 0.7349 0.7880 215 |
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Honda Insight 0.7742 0.3333 0.4660 216 |
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Honda Odyssey 0.5585 0.7767 0.6498 215 |
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Honda Passport 0.5808 0.9860 0.7310 215 |
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Honda Pilot 0.8065 0.2315 0.3597 216 |
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Honda Ridgeline 0.5540 0.7130 0.6235 216 |
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Hyundai Accent 0.3385 0.7116 0.4588 215 |
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Hyundai Elantra 0.3922 0.0930 0.1504 215 |
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Hyundai Ioniq 0.6265 0.7222 0.6710 216 |
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Hyundai Kona 0.8676 0.8837 0.8756 215 |
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Hyundai Kona Electric 0.7552 1.0000 0.8606 216 |
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Hyundai NEXO 0.9908 1.0000 0.9954 216 |
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Hyundai Palisade 0.9511 0.9907 0.9705 216 |
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Hyundai Santa Fe 0.7206 0.2269 0.3451 216 |
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Hyundai Sonata 0.5824 0.2465 0.3464 215 |
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Hyundai Tucson 1.0000 0.2731 0.4291 216 |
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Hyundai Veloster 0.7056 0.7546 0.7293 216 |
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Hyundai Venue 0.9643 1.0000 0.9818 216 |
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INFINITI Q50 0.7879 0.3628 0.4968 215 |
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INFINITI Q60 0.5263 0.8333 0.6452 216 |
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INFINITI Q70 0.2991 0.9167 0.4510 216 |
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INFINITI QX30 0.8816 1.0000 0.9371 216 |
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INFINITI QX50 0.9573 0.5185 0.6727 216 |
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INFINITI QX60 0.9055 0.5349 0.6725 215 |
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INFINITI QX80 0.7412 0.7860 0.7630 215 |
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Jaguar E-Pace 0.8347 0.9163 0.8736 215 |
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Jaguar F-Pace 0.8932 0.4279 0.5786 215 |
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Jaguar F-Type 0.9062 0.1343 0.2339 216 |
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Jaguar I-Pace 0.8793 0.7116 0.7866 215 |
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Jaguar XE 0.7255 0.5163 0.6033 215 |
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Jaguar XF 0.6667 0.0463 0.0866 216 |
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Jaguar XJ 0.6020 0.2731 0.3758 216 |
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Jeep Cherokee 0.6154 0.7778 0.6871 216 |
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Jeep Compass 0.7545 0.5860 0.6597 215 |
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Jeep Gladiator 0.8958 1.0000 0.9451 215 |
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Jeep Grand Cherokee 0.9022 0.3860 0.5407 215 |
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Jeep Renegade 0.8171 0.9722 0.8879 216 |
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Jeep Wrangler 0.8529 0.9442 0.8962 215 |
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Kia Cadenza 0.4354 0.7639 0.5546 216 |
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Kia Forte 0.1947 0.4140 0.2649 215 |
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Kia K900 0.7401 0.9535 0.8333 215 |
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Kia Niro 0.8699 0.5880 0.7017 216 |
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Kia Optima 0.5370 0.4028 0.4603 216 |
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Kia Rio 0.3971 0.5116 0.4472 215 |
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Kia Sedona 0.7093 0.8472 0.7722 216 |
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Kia Sorento 0.9512 0.1806 0.3035 216 |
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Kia Soul 0.9423 0.2279 0.3670 215 |
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Kia Soul EV 0.7199 0.9398 0.8153 216 |
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Kia Sportage 0.4597 0.7163 0.5600 215 |
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Kia Stinger 0.9745 0.8843 0.9272 216 |
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Kia Telluride 0.5665 0.9861 0.7196 216 |
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Lamborghini Aventador 0.8471 1.0000 0.9172 216 |
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Lamborghini Huracan 0.6332 0.8512 0.7262 215 |
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Lamborghini Urus 0.4435 1.0000 0.6145 216 |
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Land Rover Defender 0.6740 1.0000 0.8052 215 |
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Land Rover Discovery 0.9884 0.3935 0.5629 216 |
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Land Rover Discovery Sport 0.5812 0.9444 0.7196 216 |
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Land Rover Range Rover 0.4885 0.5907 0.5347 215 |
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Land Rover Range Rover Evoque 0.9167 0.3565 0.5133 216 |
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Land Rover Range Rover Sport 0.6935 0.2000 0.3105 215 |
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Land Rover Range Rover Velar 0.9861 0.6605 0.7911 215 |
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Lexus ES 0.4722 0.3163 0.3788 215 |
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Lexus GS 0.5380 0.3935 0.4545 216 |
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Lexus GX 0.7812 0.9259 0.8475 216 |
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Lexus IS 0.5707 0.5442 0.5571 215 |
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Lexus LC 0.7425 0.9213 0.8223 216 |
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Lexus LS 0.5417 0.6620 0.5958 216 |
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Lexus LX 0.6593 0.4120 0.5071 216 |
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Lexus NX 0.6171 0.9070 0.7345 215 |
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Lexus RC 0.8496 0.4444 0.5836 216 |
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Lexus RX 0.7059 0.5556 0.6218 216 |
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Lexus UX 0.9420 0.9070 0.9242 215 |
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Lincoln Aviator 0.6881 0.6435 0.6651 216 |
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Lincoln Continental 0.6910 0.5694 0.6244 216 |
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Lincoln Corsair 0.8947 0.9488 0.9210 215 |
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Lincoln MKC 0.4427 0.8935 0.5920 216 |
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Lincoln MKT 0.7913 0.7581 0.7743 215 |
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Lincoln MKZ 0.6875 0.6651 0.6761 215 |
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Lincoln Nautilus 0.7452 0.9116 0.8201 215 |
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Lincoln Navigator 0.6411 0.6233 0.6321 215 |
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MINI Clubman 0.7593 0.7628 0.7610 215 |
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MINI Cooper 0.6084 0.7407 0.6681 216 |
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MINI Cooper Countryman 0.7429 0.7222 0.7324 216 |
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Maserati Ghibli 0.5718 0.9583 0.7163 216 |
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Maserati GranTurismo 0.8174 0.4372 0.5697 215 |
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Maserati Levante 0.9899 0.9074 0.9469 216 |
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Maserati Quattroporte 0.5597 0.8241 0.6667 216 |
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Mazda CX-3 0.5774 0.9023 0.7042 215 |
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Mazda CX-30 0.9231 1.0000 0.9600 216 |
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Mazda CX-5 0.8000 0.1302 0.2240 215 |
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Mazda CX-9 0.5794 0.6759 0.6239 216 |
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Mazda MAZDA3 0.4615 0.0837 0.1417 215 |
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Mazda MAZDA6 0.4080 0.5648 0.4738 216 |
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Mazda MX-5 Miata 0.6374 0.2698 0.3791 215 |
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Mazda Mazda3 Hatchback 1.0000 1.0000 1.0000 216 |
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McLaren 570GT 0.9818 1.0000 0.9908 216 |
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McLaren 570S 0.9686 1.0000 0.9841 216 |
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McLaren 720S 0.7114 0.9860 0.8265 215 |
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Mercedes-Benz A Class 0.6792 1.0000 0.8090 216 |
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Mercedes-Benz AMG GT 0.6064 0.5278 0.5644 216 |
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Mercedes-Benz C Class 1.0000 0.0093 0.0184 215 |
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Mercedes-Benz CLA Class 1.0000 0.2685 0.4234 216 |
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Mercedes-Benz CLS Class 0.7308 0.1759 0.2836 216 |
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Mercedes-Benz E Class 0.4554 0.2140 0.2911 215 |
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Mercedes-Benz EQC 0.7970 1.0000 0.8871 216 |
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Mercedes-Benz G Class 0.8173 0.7870 0.8019 216 |
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Mercedes-Benz GLA Class 0.5048 0.7349 0.5985 215 |
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Mercedes-Benz GLB Class 0.5308 0.9583 0.6832 216 |
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Mercedes-Benz GLC Class 0.7358 0.1814 0.2910 215 |
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Mercedes-Benz GLE Class 0.5568 0.4791 0.5150 215 |
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Mercedes-Benz GLS Class 0.5550 0.9860 0.7102 215 |
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Mercedes-Benz Metris 0.8595 0.9630 0.9083 216 |
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Mercedes-Benz S Class 0.6607 0.1721 0.2731 215 |
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Mercedes-Benz SL Class 0.4758 0.7269 0.5751 216 |
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Mercedes-Benz SLC Class 0.7656 0.7407 0.7529 216 |
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Mitsubishi Eclipse Cross 0.7322 1.0000 0.8454 216 |
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Mitsubishi Mirage 0.5343 0.6852 0.6004 216 |
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Mitsubishi Outlander 0.7483 0.4954 0.5961 216 |
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Mitsubishi Outlander Sport 0.5245 0.6435 0.5780 216 |
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Nissan 370Z 0.7898 0.6435 0.7092 216 |
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Nissan Altima 0.3811 0.4676 0.4200 216 |
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Nissan Armada 0.7594 0.7488 0.7541 215 |
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Nissan Frontier 0.5216 0.7269 0.6074 216 |
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Nissan GT-R 0.6029 0.3796 0.4659 216 |
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Nissan Kicks 0.7500 1.0000 0.8571 216 |
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Nissan Leaf 0.7087 0.3380 0.4577 216 |
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Nissan Maxima 0.5014 0.8333 0.6261 216 |
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Nissan Murano 0.9524 0.5556 0.7018 216 |
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Nissan NV200 0.8606 1.0000 0.9251 216 |
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Nissan Pathfinder 0.8462 0.4093 0.5517 215 |
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Nissan Rogue 0.7385 0.6667 0.7007 216 |
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Nissan Rogue Sport 0.7973 0.8194 0.8082 216 |
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Nissan Sentra 0.7647 0.1204 0.2080 216 |
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Nissan Titan 0.4630 0.1157 0.1852 216 |
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Nissan Versa 0.3842 0.3628 0.3732 215 |
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Porsche 718 0.4205 0.9349 0.5801 215 |
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Porsche 718 Spyder 0.9908 1.0000 0.9954 216 |
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Porsche 911 0.6463 0.2465 0.3569 215 |
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Porsche Cayenne 0.7287 0.4352 0.5449 216 |
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Porsche Macan 0.9810 0.4769 0.6417 216 |
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Porsche Panamera 0.6026 0.2176 0.3197 216 |
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Porsche Taycan 0.5457 0.9954 0.7049 216 |
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Ram 1500 0.4000 0.6047 0.4815 215 |
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Ram 2500 0.4522 0.6605 0.5369 215 |
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Rolls-Royce Cullinan 0.8852 1.0000 0.9391 216 |
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Rolls-Royce Dawn 0.8244 1.0000 0.9038 216 |
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Rolls-Royce Ghost 0.4697 0.8241 0.5983 216 |
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Rolls-Royce Phantom 0.5660 0.9767 0.7167 215 |
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Rolls-Royce Wraith 0.9856 0.9537 0.9694 216 |
|
Subaru Ascent 0.5494 0.8791 0.6762 215 |
|
Subaru BRZ 0.7327 0.6884 0.7098 215 |
|
Subaru Crosstrek 0.9328 0.5787 0.7143 216 |
|
Subaru Forester 0.5930 0.4744 0.5271 215 |
|
Subaru Impreza 0.3750 0.0139 0.0268 216 |
|
Subaru Legacy 0.4310 0.1163 0.1832 215 |
|
Subaru Outback 0.3972 0.7907 0.5288 215 |
|
Subaru STI S209 1.0000 1.0000 1.0000 216 |
|
Subaru WRX 0.5054 0.6481 0.5680 216 |
|
Tesla Model 3 0.6933 0.9630 0.8062 216 |
|
Tesla Model S 0.8471 0.3333 0.4784 216 |
|
Tesla Model X 0.7310 0.9860 0.8396 215 |
|
Tesla Model Y 0.9730 1.0000 0.9863 216 |
|
Toyota 4Runner 0.5676 0.7814 0.6575 215 |
|
Toyota 86 0.8740 1.0000 0.9328 215 |
|
Toyota Avalon 0.6571 0.5349 0.5897 215 |
|
Toyota C-HR 0.8652 0.9213 0.8924 216 |
|
Toyota Camry 0.2609 0.4722 0.3361 216 |
|
Toyota Corolla 0.4115 0.3981 0.4047 216 |
|
Toyota Highlander 0.6462 0.1953 0.3000 215 |
|
Toyota Land Cruiser 0.5828 0.8148 0.6795 216 |
|
Toyota Mirai 0.6059 0.9537 0.7410 216 |
|
Toyota Prius 0.5322 0.5767 0.5536 215 |
|
Toyota Prius C 0.3622 0.8704 0.5116 216 |
|
Toyota RAV4 0.7049 0.2000 0.3116 215 |
|
Toyota Sequoia 0.7688 0.7116 0.7391 215 |
|
Toyota Sienna 0.6762 0.8796 0.7646 216 |
|
Toyota Supra 0.4820 0.9306 0.6351 216 |
|
Toyota Tacoma 0.6181 0.4120 0.4944 216 |
|
Toyota Tundra 0.6000 0.1667 0.2609 216 |
|
Toyota Yaris 0.4231 0.1019 0.1642 216 |
|
Toyota Yaris Hatchback 0.9954 1.0000 0.9977 216 |
|
Volkswagen Arteon 0.6196 1.0000 0.7651 215 |
|
Volkswagen Atlas 0.8195 0.7814 0.8000 215 |
|
Volkswagen Beetle 0.7028 0.8102 0.7527 216 |
|
Volkswagen Golf 0.5545 0.2605 0.3544 215 |
|
Volkswagen Jetta 0.4427 0.3935 0.4167 216 |
|
Volkswagen Passat 0.8667 0.0605 0.1130 215 |
|
Volkswagen Tiguan 0.9322 0.5093 0.6587 216 |
|
Volkswagen e-Golf 0.4848 0.9628 0.6449 215 |
|
Volvo S60 1.0000 0.0279 0.0543 215 |
|
Volvo S90 0.8117 0.5814 0.6775 215 |
|
Volvo V60 0.8544 0.4093 0.5535 215 |
|
Volvo V90 0.5271 0.9444 0.6766 216 |
|
Volvo XC40 0.8904 0.9028 0.8966 216 |
|
Volvo XC60 0.7836 0.4861 0.6000 216 |
|
Volvo XC90 0.8385 0.5046 0.6301 216 |
|
smart fortwo 0.7117 0.3674 0.4847 215 |
|
|
|
accuracy 0.6330 69639 |
|
macro avg 0.6836 0.6330 0.6069 69639 |
|
weighted avg 0.6837 0.6330 0.6070 69639 |
|
``` |
