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UniversalAlgorithmic/segformer-finetuned-sidewalk-10k-steps
segformer-finetuned-sidewalk-10k-steps is a image segmentation model from UniversalAlgorithmic. Use it for the image segmentation task on the model card, and read the license before you ship it in a product. It is set up for transformers. The card lists the license as other.
should probably proofread and complete it, then remove this comment. --
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From the Hugging Face model README
This model is a fine-tuned version of nvidia/mit-b0 on the segments/sidewalk-semantic dataset. It achieves the following results on the evaluation set:
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The following hyperparameters were used during training:
| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Flat-road | Accuracy Flat-sidewalk | Accuracy Flat-crosswalk | Accuracy Flat-cyclinglane | Accuracy Flat-parkingdriveway | Accuracy Flat-railtrack | Accuracy Flat-curb | Accuracy Human-person | Accuracy Human-rider | Accuracy Vehicle-car | Accuracy Vehicle-truck | Accuracy Vehicle-bus | Accuracy Vehicle-tramtrain | Accuracy Vehicle-motorcycle | Accuracy Vehicle-bicycle | Accuracy Vehicle-caravan | Accuracy Vehicle-cartrailer | Accuracy Construction-building | Accuracy Construction-door | Accuracy Construction-wall | Accuracy Construction-fenceguardrail | Accuracy Construction-bridge | Accuracy Construction-tunnel | Accuracy Construction-stairs | Accuracy Object-pole | Accuracy Object-trafficsign | Accuracy Object-trafficlight | Accuracy Nature-vegetation | Accuracy Nature-terrain | Accuracy Sky | Accuracy Void-ground | Accuracy Void-dynamic | Accuracy Void-static | Accuracy Void-unclear | Iou Unlabeled | Iou Flat-road | Iou Flat-sidewalk | Iou Flat-crosswalk | Iou Flat-cyclinglane | Iou Flat-parkingdriveway | Iou Flat-railtrack | Iou Flat-curb | Iou Human-person | Iou Human-rider | Iou Vehicle-car | Iou Vehicle-truck | Iou Vehicle-bus | Iou Vehicle-tramtrain | Iou Vehicle-motorcycle | Iou Vehicle-bicycle | Iou Vehicle-caravan | Iou Vehicle-cartrailer | Iou Construction-building | Iou Construction-door | Iou Construction-wall | Iou Construction-fenceguardrail | Iou Construction-bridge | Iou Construction-tunnel | Iou Construction-stairs | Iou Object-pole | Iou Object-trafficsign | Iou Object-trafficlight | Iou Nature-vegetation | Iou Nature-terrain | Iou Sky | Iou Void-ground | Iou Void-dynamic | Iou Void-static | Iou Void-unclear |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2.9189 | 1.0 | 107 | 2.1144 | 0.0808 | 0.1258 | 0.5966 | nan | 0.3867 | 0.9175 | 0.0 | 0.0382 | 0.0004 | nan | 0.0003 | 0.0 | 0.0 | 0.8052 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6941 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0003 | 0.0 | 0.0 | 0.9709 | 0.0057 | 0.2051 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.2870 | 0.6301 | 0.0 | 0.0378 | 0.0004 | nan | 0.0003 | 0.0 | 0.0 | 0.4862 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4112 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0003 | 0.0 | 0.0 | 0.5234 | 0.0057 | 0.2041 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2.0725 | 2.0 | 214 | 1.6033 | 0.1214 | 0.1655 | 0.6652 | nan | 0.5384 | 0.9250 | 0.0 | 0.0884 | 0.0009 | nan | 0.0007 | 0.0 | 0.0 | 0.8467 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7956 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0006 | 0.0 | 0.0 | 0.9357 | 0.4544 | 0.7101 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.3605 | 0.6590 | 0.0 | 0.0875 | 0.0009 | nan | 0.0007 | 0.0 | 0.0 | 0.5345 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4680 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0006 | 0.0 | 0.0 | 0.6716 | 0.4035 | 0.6995 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.6236 | 3.0 | 321 | 1.3755 | 0.1370 | 0.1813 | 0.6915 | nan | 0.5898 | 0.9267 | 0.0 | 0.2833 | 0.0034 | nan | 0.0004 | 0.0 | 0.0 | 0.8316 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8292 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0071 | 0.0 | 0.0 | 0.9055 | 0.6923 | 0.7337 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.3987 | 0.6797 | 0.0 | 0.2749 | 0.0034 | nan | 0.0004 | 0.0 | 0.0 | 0.5777 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4941 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0070 | 0.0 | 0.0 | 0.6900 | 0.5339 | 0.7251 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.4384 | 4.0 | 428 | 1.1619 | 0.1452 | 0.1872 | 0.7044 | nan | 0.6030 | 0.9366 | 0.0 | 0.3853 | 0.0045 | nan | 0.0 | 0.0 | 0.0 | 0.8463 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8225 | 0.0 | 0.0000 | 0.0 | 0.0 | nan | 0.0 | 0.0324 | 0.0 | 0.0 | 0.9108 | 0.6413 | 0.8075 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4107 | 0.6801 | 0.0 | 0.3751 | 0.0045 | nan | 0.0 | 0.0 | 0.0 | 0.6068 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5149 | 0.0 | 0.0000 | 0.0 | 0.0 | nan | 0.0 | 0.0318 | 0.0 | 0.0 | 0.7158 | 0.5173 | 0.7907 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.306 | 5.0 | 535 | 1.0957 | 0.1544 | 0.1977 | 0.7212 | nan | 0.6672 | 0.9345 | 0.0 | 0.5035 | 0.0151 | nan | 0.0005 | 0.0 | 0.0 | 0.8476 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8349 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0556 | 0.0 | 0.0 | 0.8861 | 0.7227 | 0.8582 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4448 | 0.7046 | 0.0 | 0.4719 | 0.0149 | nan | 0.0005 | 0.0 | 0.0 | 0.6106 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5161 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0540 | 0.0 | 0.0 | 0.7358 | 0.5546 | 0.8338 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.1705 | 6.0 | 642 | 1.0302 | 0.1566 | 0.2010 | 0.7220 | nan | 0.6341 | 0.9366 | 0.0 | 0.5435 | 0.0243 | nan | 0.0038 | 0.0 | 0.0 | 0.8437 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8492 | 0.0 | 0.0000 | 0.0 | 0.0 | nan | 0.0 | 0.0869 | 0.0 | 0.0 | 0.8715 | 0.7811 | 0.8573 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4427 | 0.7038 | 0.0 | 0.4830 | 0.0238 | nan | 0.0037 | 0.0 | 0.0 | 0.6210 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5214 | 0.0 | 0.0000 | 0.0 | 0.0 | nan | 0.0 | 0.0822 | 0.0 | 0.0 | 0.7298 | 0.5648 | 0.8336 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.1154 | 7.0 | 749 | 0.9927 | 0.1584 | 0.2013 | 0.7251 | nan | 0.5862 | 0.9501 | 0.0 | 0.5877 | 0.0375 | nan | 0.0141 | 0.0 | 0.0 | 0.8369 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8515 | 0.0 | 0.0002 | 0.0 | 0.0 | nan | 0.0 | 0.0869 | 0.0 | 0.0 | 0.8881 | 0.7162 | 0.8870 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4482 | 0.6987 | 0.0 | 0.4857 | 0.0365 | nan | 0.0135 | 0.0 | 0.0 | 0.6309 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5195 | 0.0 | 0.0002 | 0.0 | 0.0 | nan | 0.0 | 0.0823 | 0.0 | 0.0 | 0.7427 | 0.5559 | 0.8558 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.12 | 8.0 | 856 | 0.9656 | 0.1603 | 0.2020 | 0.7210 | nan | 0.5348 | 0.9597 | 0.0 | 0.5422 | 0.0442 | nan | 0.0175 | 0.0 | 0.0 | 0.8520 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8169 | 0.0 | 0.0075 | 0.0 | 0.0 | nan | 0.0 | 0.1903 | 0.0 | 0.0 | 0.9044 | 0.7085 | 0.8853 | 0.0 | 0.0 | 0.0004 | 0.0 | nan | 0.4313 | 0.6806 | 0.0 | 0.4849 | 0.0428 | nan | 0.0168 | 0.0 | 0.0 | 0.6318 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5367 | 0.0 | 0.0074 | 0.0 | 0.0 | nan | 0.0 | 0.1595 | 0.0 | 0.0 | 0.7272 | 0.5544 | 0.8556 | 0.0 | 0.0 | 0.0004 | 0.0 |
| 1.0522 | 9.0 | 963 | 0.9461 | 0.1628 | 0.2054 | 0.7243 | nan | 0.5211 | 0.9637 | 0.0000 | 0.5585 | 0.0812 | nan | 0.0295 | 0.0 | 0.0 | 0.8472 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8682 | 0.0 | 0.0041 | 0.0 | 0.0 | nan | 0.0 | 0.1808 | 0.0 | 0.0 | 0.8782 | 0.7431 | 0.8957 | 0.0 | 0.0 | 0.0004 | 0.0 | nan | 0.4313 | 0.6859 | 0.0000 | 0.4840 | 0.0765 | nan | 0.0276 | 0.0 | 0.0 | 0.6286 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5228 | 0.0 | 0.0041 | 0.0 | 0.0 | nan | 0.0 | 0.1609 | 0.0 | 0.0 | 0.7535 | 0.5697 | 0.8645 | 0.0 | 0.0 | 0.0004 | 0.0 |
| 1.0322 | 10.0 | 1070 | 0.9136 | 0.1669 | 0.2094 | 0.7290 | nan | 0.5705 | 0.9539 | 0.0001 | 0.5491 | 0.1015 | nan | 0.0505 | 0.0039 | 0.0 | 0.8513 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8516 | 0.0 | 0.0073 | 0.0004 | 0.0 | nan | 0.0 | 0.2612 | 0.0 | 0.0 | 0.9048 | 0.6907 | 0.9011 | 0.0 | 0.0 | 0.0035 | 0.0 | nan | 0.4428 | 0.6989 | 0.0001 | 0.4897 | 0.0928 | nan | 0.0450 | 0.0039 | 0.0 | 0.6326 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5360 | 0.0 | 0.0073 | 0.0004 | 0.0 | nan | 0.0 | 0.2123 | 0.0 | 0.0 | 0.7482 | 0.5573 | 0.8692 | 0.0 | 0.0 | 0.0035 | 0.0 |
| 1.0545 | 11.0 | 1177 | 0.9201 | 0.1678 | 0.2114 | 0.7278 | nan | 0.5447 | 0.9642 | 0.0 | 0.5834 | 0.0720 | nan | 0.0469 | 0.0044 | 0.0 | 0.8464 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8706 | 0.0 | 0.0202 | 0.0006 | 0.0 | nan | 0.0 | 0.3070 | 0.0 | 0.0 | 0.8616 | 0.7421 | 0.8990 | 0.0 | 0.0 | 0.0032 | 0.0 | nan | 0.4452 | 0.6874 | 0.0 | 0.4959 | 0.0684 | nan | 0.0422 | 0.0044 | 0.0 | 0.6307 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5296 | 0.0 | 0.0199 | 0.0006 | 0.0 | nan | 0.0 | 0.2423 | 0.0 | 0.0 | 0.7651 | 0.5715 | 0.8642 | 0.0 | 0.0 | 0.0032 | 0.0 |
| 0.9935 | 12.0 | 1284 | 0.8949 | 0.1727 | 0.2199 | 0.7356 | nan | 0.6496 | 0.9269 | 0.0006 | 0.6428 | 0.0983 | nan | 0.0670 | 0.0082 | 0.0 | 0.8635 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8483 | 0.0 | 0.0436 | 0.0046 | 0.0 | nan | 0.0 | 0.3061 | 0.0 | 0.0 | 0.8696 | 0.7819 | 0.9209 | 0.0 | 0.0 | 0.0057 | 0.0 | nan | 0.4548 | 0.7210 | 0.0006 | 0.5029 | 0.0914 | nan | 0.0575 | 0.0082 | 0.0 | 0.6351 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5487 | 0.0 | 0.0425 | 0.0046 | 0.0 | nan | 0.0 | 0.2358 | 0.0 | 0.0 | 0.7541 | 0.5825 | 0.8808 | 0.0 | 0.0 | 0.0057 | 0.0 |
| 0.9687 | 13.0 | 1391 | 0.8695 | 0.1768 | 0.2232 | 0.7427 | nan | 0.6350 | 0.9351 | 0.0069 | 0.6710 | 0.1351 | nan | 0.0653 | 0.0306 | 0.0 | 0.8464 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8375 | 0.0 | 0.0720 | 0.0094 | 0.0 | nan | 0.0 | 0.3249 | 0.0 | 0.0 | 0.9068 | 0.7594 | 0.9019 | 0.0 | 0.0 | 0.0057 | 0.0 | nan | 0.4742 | 0.7340 | 0.0069 | 0.5044 | 0.1190 | nan | 0.0559 | 0.0305 | 0.0 | 0.6480 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5538 | 0.0 | 0.0695 | 0.0093 | 0.0 | nan | 0.0 | 0.2273 | 0.0 | 0.0 | 0.7472 | 0.5983 | 0.8725 | 0.0 | 0.0 | 0.0057 | 0.0 |
| 0.9329 | 14.0 | 1498 | 0.8690 | 0.1788 | 0.2261 | 0.7422 | nan | 0.7241 | 0.8937 | 0.0317 | 0.6871 | 0.1407 | nan | 0.0972 | 0.0218 | 0.0 | 0.8505 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8586 | 0.0 | 0.0784 | 0.0118 | 0.0 | nan | 0.0 | 0.3074 | 0.0 | 0.0 | 0.9142 | 0.6926 | 0.9178 | 0.0 | 0.0 | 0.0082 | 0.0 | nan | 0.4762 | 0.7410 | 0.0316 | 0.5085 | 0.1232 | nan | 0.0809 | 0.0217 | 0.0 | 0.6409 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5486 | 0.0 | 0.0756 | 0.0117 | 0.0 | nan | 0.0 | 0.2344 | 0.0 | 0.0 | 0.7575 | 0.5813 | 0.8791 | 0.0 | 0.0 | 0.0082 | 0.0 |
| 0.9283 | 15.0 | 1605 | 0.8541 | 0.1813 | 0.2272 | 0.7462 | nan | 0.6486 | 0.9337 | 0.0308 | 0.6604 | 0.1308 | nan | 0.1125 | 0.0712 | 0.0 | 0.8640 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.8504 | 0.0 | 0.1080 | 0.0103 | 0.0 | nan | 0.0 | 0.2926 | 0.0 | 0.0 | 0.9088 | 0.7309 | 0.9080 | 0.0 | 0.0 | 0.0084 | 0.0 | nan | 0.4851 | 0.7373 | 0.0307 | 0.5010 | 0.1177 | nan | 0.0913 | 0.0708 | 0.0 | 0.6366 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.5547 | 0.0 | 0.1022 | 0.0102 | 0.0 | nan | 0.0 | 0.2315 | 0.0 | 0.0 | 0.7571 | 0.5913 | 0.8770 | 0.0 | 0.0 | 0.0084 | 0.0 |
| 0.8684 | 16.0 | 1712 | 0.8498 | 0.1835 | 0.2304 | 0.7442 | nan | 0.5613 | 0.9512 | 0.0368 | 0.6908 | 0.1314 | nan | 0.0850 | 0.1192 | 0.0 | 0.8741 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0004 | 0.0 | 0.0 | 0.8662 | 0.0 | 0.1484 | 0.0110 | 0.0 | nan | 0.0 | 0.3301 | 0.0 | 0.0 | 0.8906 | 0.7382 | 0.9163 | 0.0 | 0.0 | 0.0226 | 0.0 | nan | 0.4693 | 0.7236 | 0.0366 | 0.4918 | 0.1175 | nan | 0.0714 | 0.1174 | 0.0 | 0.6289 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0004 | 0.0 | 0.0 | 0.5550 | 0.0 | 0.1377 | 0.0109 | 0.0 | nan | 0.0 | 0.2474 | 0.0 | 0.0 | 0.7723 | 0.5926 | 0.8775 | 0.0 | 0.0 | 0.0224 | 0.0 |
| 0.8804 | 17.0 | 1819 | 0.8449 | 0.1880 | 0.2364 | 0.7469 | nan | 0.6362 | 0.9253 | 0.0520 | 0.6823 | 0.1584 | nan | 0.1577 | 0.1390 | 0.0 | 0.8780 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0026 | 0.0 | 0.0 | 0.8486 | 0.0 | 0.1245 | 0.0369 | 0.0 | nan | 0.0 | 0.3066 | 0.0 | 0.0 | 0.8929 | 0.7719 | 0.9258 | 0.0 | 0.0 | 0.0275 | 0.0 | nan | 0.4760 | 0.7428 | 0.0519 | 0.4758 | 0.1341 | nan | 0.1249 | 0.1357 | 0.0 | 0.6379 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0026 | 0.0 | 0.0 | 0.5595 | 0.0 | 0.1182 | 0.0357 | 0.0 | nan | 0.0 | 0.2430 | 0.0 | 0.0 | 0.7648 | 0.6019 | 0.8847 | 0.0 | 0.0 | 0.0272 | 0.0 |
| 0.9119 | 18.0 | 1926 | 0.8442 | 0.1883 | 0.2337 | 0.7440 | nan | 0.5545 | 0.9571 | 0.0307 | 0.6722 | 0.1159 | nan | 0.0949 | 0.1900 | 0.0 | 0.8555 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0060 | 0.0 | 0.0 | 0.8650 | 0.0 | 0.1562 | 0.0476 | 0.0 | nan | 0.0 | 0.3514 | 0.0 | 0.0 | 0.8868 | 0.7423 | 0.9178 | 0.0 | 0.0 | 0.0344 | 0.0 | nan | 0.4598 | 0.7162 | 0.0307 | 0.5036 | 0.1060 | nan | 0.0790 | 0.1833 | 0.0 | 0.6538 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0060 | 0.0 | 0.0 | 0.5562 | 0.0 | 0.1457 | 0.0453 | 0.0 | nan | 0.0 | 0.2566 | 0.0 | 0.0 | 0.7741 | 0.5934 | 0.8810 | 0.0 | 0.0 | 0.0339 | 0.0 |
| 0.8439 | 19.0 | 2033 | 0.8258 | 0.1943 | 0.2418 | 0.7506 | nan | 0.6272 | 0.9333 | 0.0686 | 0.7064 | 0.1212 | nan | 0.0852 | 0.2087 | 0.0 | 0.8610 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0176 | 0.0 | 0.0 | 0.8562 | 0.0 | 0.2182 | 0.0864 | 0.0 | nan | 0.0 | 0.3639 | 0.0 | 0.0 | 0.9026 | 0.7229 | 0.9242 | 0.0 | 0.0 | 0.0343 | 0.0 | nan | 0.4759 | 0.7390 | 0.0682 | 0.4958 | 0.1104 | nan | 0.0727 | 0.1986 | 0.0 | 0.6574 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0176 | 0.0 | 0.0 | 0.5701 | 0.0 | 0.1967 | 0.0785 | 0.0 | nan | 0.0 | 0.2494 | 0.0 | 0.0 | 0.7729 | 0.5926 | 0.8872 | 0.0 | 0.0 | 0.0338 | 0.0 |
| 0.8426 | 20.0 | 2140 | 0.8210 | 0.2013 | 0.2494 | 0.7531 | nan | 0.6601 | 0.9316 | 0.0641 | 0.6892 | 0.1344 | nan | 0.1268 | 0.2805 | 0.0 | 0.8725 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0274 | 0.0 | 0.0 | 0.8122 | 0.0 | 0.2648 | 0.1384 | 0.0 | nan | 0.0 | 0.3626 | 0.0 | 0.0 | 0.8925 | 0.7593 | 0.9316 | 0.0 | 0.0 | 0.0329 | 0.0 | nan | 0.4755 | 0.7411 | 0.0638 | 0.5217 | 0.1204 | nan | 0.1043 | 0.2638 | 0.0 | 0.6570 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0274 | 0.0 | 0.0 | 0.5822 | 0.0 | 0.2314 | 0.1164 | 0.0 | nan | 0.0 | 0.2444 | 0.0 | 0.0 | 0.7680 | 0.5994 | 0.8913 | 0.0 | 0.0 | 0.0326 | 0.0 |
| 0.8681 | 21.0 | 2247 | 0.8143 | 0.2014 | 0.2499 | 0.7533 | nan | 0.6295 | 0.9286 | 0.1434 | 0.7057 | 0.1197 | nan | 0.1696 | 0.3045 | 0.0 | 0.8650 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0306 | 0.0 | 0.0 | 0.8566 | 0.0 | 0.2309 | 0.0816 | 0.0 | nan | 0.0 | 0.3664 | 0.0 | 0.0 | 0.9134 | 0.6959 | 0.9245 | 0.0 | 0.0 | 0.0311 | 0.0 | nan | 0.4814 | 0.7447 | 0.1410 | 0.4948 | 0.1096 | nan | 0.1314 | 0.2842 | 0.0 | 0.6547 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0306 | 0.0 | 0.0 | 0.5763 | 0.0 | 0.2069 | 0.0749 | 0.0 | nan | 0.0 | 0.2433 | 0.0 | 0.0 | 0.7707 | 0.5836 | 0.8870 | 0.0 | 0.0 | 0.0307 | 0.0 |
| 0.8259 | 22.0 | 2354 | 0.8106 | 0.2053 | 0.2554 | 0.7570 | nan | 0.7385 | 0.9077 | 0.1314 | 0.6683 | 0.1602 | nan | 0.1751 | 0.3005 | 0.0 | 0.8929 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0369 | 0.0 | 0.0 | 0.8476 | 0.0 | 0.2122 | 0.0947 | 0.0 | nan | 0.0 | 0.3662 | 0.0 | 0.0 | 0.8792 | 0.7942 | 0.9286 | 0.0 | 0.0 | 0.0381 | 0.0 | nan | 0.4921 | 0.7537 | 0.1294 | 0.5387 | 0.1381 | nan | 0.1392 | 0.2784 | 0.0 | 0.6490 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0369 | 0.0 | 0.0 | 0.5839 | 0.0 | 0.1941 | 0.0851 | 0.0 | nan | 0.0 | 0.2515 | 0.0 | 0.0 | 0.7683 | 0.6033 | 0.8915 | 0.0 | 0.0 | 0.0375 | 0.0 |
| 0.8295 | 23.0 | 2461 | 0.7949 | 0.2086 | 0.2574 | 0.7598 | nan | 0.6761 | 0.9246 | 0.1581 | 0.6660 | 0.1433 | nan | 0.2347 | 0.3485 | 0.0 | 0.8606 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0439 | 0.0 | 0.0 | 0.8818 | 0.0 | 0.2449 | 0.0902 | 0.0 | nan | 0.0 | 0.3731 | 0.0 | 0.0 | 0.9052 | 0.7425 | 0.9094 | 0.0 | 0.0 | 0.0334 | 0.0 | nan | 0.4988 | 0.7536 | 0.1532 | 0.5251 | 0.1279 | nan | 0.1747 | 0.3149 | 0.0 | 0.6592 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0438 | 0.0 | 0.0 | 0.5712 | 0.0 | 0.2170 | 0.0816 | 0.0 | nan | 0.0 | 0.2571 | 0.0 | 0.0 | 0.7771 | 0.6060 | 0.8817 | 0.0 | 0.0 | 0.0329 | 0.0 |
| 0.8144 | 24.0 | 2568 | 0.8120 | 0.2100 | 0.2628 | 0.7541 | nan | 0.7276 | 0.8833 | 0.1362 | 0.7265 | 0.1620 | nan | 0.2551 | 0.4031 | 0.0 | 0.8512 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0506 | 0.0 | 0.0 | 0.8841 | 0.0 | 0.2155 | 0.1066 | 0.0 | nan | 0.0 | 0.3671 | 0.0 | 0.0 | 0.8777 | 0.8057 | 0.9128 | 0.0 | 0.0 | 0.0460 | 0.0 | nan | 0.4909 | 0.7508 | 0.1339 | 0.5053 | 0.1423 | nan | 0.1872 | 0.3481 | 0.0 | 0.6648 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0506 | 0.0 | 0.0 | 0.5666 | 0.0 | 0.1972 | 0.0953 | 0.0 | nan | 0.0 | 0.2666 | 0.0 | 0.0 | 0.7771 | 0.6158 | 0.8811 | 0.0 | 0.0 | 0.0449 | 0.0 |
| 0.8323 | 25.0 | 2675 | 0.7945 | 0.2132 | 0.2644 | 0.7601 | nan | 0.6599 | 0.9313 | 0.1490 | 0.7026 | 0.1448 | nan | 0.2443 | 0.4097 | 0.0 | 0.8581 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0550 | 0.0 | 0.0 | 0.8694 | 0.0 | 0.3000 | 0.1266 | 0.0 | nan | 0.0 | 0.3858 | 0.0 | 0.0 | 0.8680 | 0.7969 | 0.9139 | 0.0 | 0.0 | 0.0464 | 0.0 | nan | 0.4981 | 0.7520 | 0.1452 | 0.5156 | 0.1302 | nan | 0.1813 | 0.3552 | 0.0 | 0.6643 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0550 | 0.0 | 0.0 | 0.5764 | 0.0 | 0.2510 | 0.1123 | 0.0 | nan | 0.0 | 0.2685 | 0.0 | 0.0 | 0.7811 | 0.6079 | 0.8817 | 0.0 | 0.0 | 0.0456 | 0.0 |
| 0.8291 | 26.0 | 2782 | 0.7954 | 0.2151 | 0.2685 | 0.7610 | nan | 0.7058 | 0.9137 | 0.1414 | 0.7305 | 0.1515 | nan | 0.2154 | 0.4642 | 0.0 | 0.8723 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0902 | 0.0 | 0.0 | 0.8618 | 0.0 | 0.2806 | 0.1131 | 0.0 | nan | 0.0 | 0.4051 | 0.0 | 0.0 | 0.8694 | 0.7808 | 0.9332 | 0.0 | 0.0 | 0.0645 | 0.0 | nan | 0.5081 | 0.7584 | 0.1388 | 0.5027 | 0.1344 | nan | 0.1657 | 0.3881 | 0.0 | 0.6681 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0901 | 0.0 | 0.0 | 0.5842 | 0.0 | 0.2399 | 0.1023 | 0.0 | nan | 0.0 | 0.2658 | 0.0 | 0.0 | 0.7802 | 0.6045 | 0.8898 | 0.0 | 0.0 | 0.0623 | 0.0 |
| 0.8578 | 27.0 | 2889 | 0.7828 | 0.2155 | 0.2666 | 0.7636 | nan | 0.6979 | 0.9291 | 0.1891 | 0.6705 | 0.1466 | nan | 0.2215 | 0.4398 | 0.0 | 0.8726 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0942 | 0.0 | 0.0 | 0.8793 | 0.0 | 0.2315 | 0.1128 | 0.0 | nan | 0.0 | 0.4106 | 0.0 | 0.0 | 0.8789 | 0.7674 | 0.9354 | 0.0 | 0.0 | 0.0551 | 0.0 | nan | 0.5046 | 0.7595 | 0.1820 | 0.5276 | 0.1306 | nan | 0.1684 | 0.3720 | 0.0 | 0.6657 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0941 | 0.0 | 0.0 | 0.5768 | 0.0 | 0.2053 | 0.1007 | 0.0 | nan | 0.0 | 0.2615 | 0.0 | 0.0 | 0.7875 | 0.6141 | 0.8932 | 0.0 | 0.0 | 0.0534 | 0.0 |
| 0.8143 | 28.0 | 2996 | 0.7903 | 0.2143 | 0.2664 | 0.7590 | nan | 0.6757 | 0.9201 | 0.1637 | 0.7175 | 0.1374 | nan | 0.1986 | 0.4715 | 0.0 | 0.8524 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1151 | 0.0 | 0.0 | 0.8872 | 0.0 | 0.2162 | 0.1201 | 0.0 | nan | 0.0 | 0.3978 | 0.0 | 0.0 | 0.8732 | 0.7916 | 0.9285 | 0.0 | 0.0 | 0.0581 | 0.0 | nan | 0.4976 | 0.7533 | 0.1592 | 0.5010 | 0.1242 | nan | 0.1559 | 0.3907 | 0.0 | 0.6683 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1148 | 0.0 | 0.0 | 0.5717 | 0.0 | 0.1951 | 0.1067 | 0.0 | nan | 0.0 | 0.2712 | 0.0 | 0.0 | 0.7854 | 0.6155 | 0.8895 | 0.0 | 0.0 | 0.0563 | 0.0 |
| 0.7667 | 29.0 | 3103 | 0.7804 | 0.2184 | 0.2708 | 0.7620 | nan | 0.6077 | 0.9472 | 0.1829 | 0.7083 | 0.1355 | nan | 0.2358 | 0.4920 | 0.0 | 0.8754 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1249 | 0.0 | 0.0 | 0.8510 | 0.0 | 0.2923 | 0.1540 | 0.0 | nan | 0.0 | 0.4084 | 0.0 | 0.0 | 0.8815 | 0.7898 | 0.9207 | 0.0 | 0.0 | 0.0584 | 0.0 | nan | 0.4934 | 0.7487 | 0.1768 | 0.5170 | 0.1214 | nan | 0.1733 | 0.4021 | 0.0 | 0.6705 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1242 | 0.0 | 0.0 | 0.5911 | 0.0 | 0.2509 | 0.1286 | 0.0 | nan | 0.0 | 0.2542 | 0.0 | 0.0 | 0.7800 | 0.6120 | 0.8887 | 0.0 | 0.0 | 0.0565 | 0.0 |
| 0.7807 | 30.0 | 3210 | 0.7843 | 0.2181 | 0.2708 | 0.7623 | nan | 0.7089 | 0.9141 | 0.1817 | 0.7105 | 0.1587 | nan | 0.2394 | 0.4539 | 0.0 | 0.8702 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1214 | 0.0 | 0.0 | 0.8631 | 0.0 | 0.2609 | 0.1202 | 0.0 | nan | 0.0 | 0.4009 | 0.0 | 0.0 | 0.8725 | 0.8044 | 0.9249 | 0.0 | 0.0 | 0.0586 | 0.0 | nan | 0.5071 | 0.7583 | 0.1775 | 0.5129 | 0.1381 | nan | 0.1783 | 0.3849 | 0.0 | 0.6730 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1209 | 0.0 | 0.0 | 0.5818 | 0.0 | 0.2295 | 0.1076 | 0.0 | nan | 0.0 | 0.2663 | 0.0 | 0.0 | 0.7821 | 0.6135 | 0.8908 | 0.0 | 0.0 | 0.0568 | 0.0 |
| 0.8129 | 31.0 | 3317 | 0.7753 | 0.2186 | 0.2683 | 0.7641 | nan | 0.6507 | 0.9403 | 0.1742 | 0.6896 | 0.1388 | nan | 0.2313 | 0.4255 | 0.0 | 0.8763 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1237 | 0.0 | 0.0 | 0.8644 | 0.0 | 0.3179 | 0.1244 | 0.0 | nan | 0.0 | 0.3690 | 0.0 | 0.0 | 0.8781 | 0.7979 | 0.9189 | 0.0 | 0.0 | 0.0640 | 0.0 | nan | 0.5013 | 0.7526 | 0.1692 | 0.5340 | 0.1234 | nan | 0.1734 | 0.3679 | 0.0 | 0.6706 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1232 | 0.0 | 0.0 | 0.5810 | 0.0 | 0.2661 | 0.1134 | 0.0 | nan | 0.0 | 0.2707 | 0.0 | 0.0 | 0.7825 | 0.6166 | 0.8876 | 0.0 | 0.0 | 0.0617 | 0.0 |
| 0.8264 | 32.0 | 3424 | 0.7794 | 0.2236 | 0.2786 | 0.7622 | nan | 0.7298 | 0.8914 | 0.1613 | 0.7334 | 0.1585 | nan | 0.2274 | 0.5010 | 0.0 | 0.8449 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2137 | 0.0 | 0.0 | 0.8415 | 0.0 | 0.3002 | 0.1784 | 0.0 | nan | 0.0 | 0.4106 | 0.0 | 0.0 | 0.8961 | 0.8277 | 0.9299 | 0.0 | 0.0 | 0.0684 | 0.0 | nan | 0.5038 | 0.7614 | 0.1586 | 0.5056 | 0.1376 | nan | 0.1733 | 0.4097 | 0.0 | 0.6839 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2098 | 0.0 | 0.0 | 0.5927 | 0.0 | 0.2553 | 0.1447 | 0.0 | nan | 0.0 | 0.2522 | 0.0 | 0.0 | 0.7766 | 0.6278 | 0.8960 | 0.0 | 0.0 | 0.0652 | 0.0 |
| 0.7543 | 33.0 | 3531 | 0.7661 | 0.2247 | 0.2777 | 0.7680 | nan | 0.6899 | 0.9307 | 0.1984 | 0.6882 | 0.1663 | nan | 0.2730 | 0.4549 | 0.0 | 0.8901 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1841 | 0.0 | 0.0 | 0.8600 | 0.0 | 0.2759 | 0.1603 | 0.0 | nan | 0.0 | 0.4064 | 0.0 | 0.0 | 0.8683 | 0.8381 | 0.9275 | 0.0 | 0.0 | 0.0742 | 0.0 | nan | 0.5115 | 0.7647 | 0.1910 | 0.5502 | 0.1429 | nan | 0.1965 | 0.3876 | 0.0 | 0.6726 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1809 | 0.0 | 0.0 | 0.5927 | 0.0 | 0.2431 | 0.1366 | 0.0 | nan | 0.0 | 0.2639 | 0.0 | 0.0 | 0.7770 | 0.6154 | 0.8944 | 0.0 | 0.0 | 0.0704 | 0.0 |
| 0.806 | 34.0 | 3638 | 0.7726 | 0.2235 | 0.2749 | 0.7638 | nan | 0.7221 | 0.8994 | 0.2261 | 0.7256 | 0.1693 | nan | 0.2520 | 0.4109 | 0.0 | 0.8656 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2283 | 0.0 | 0.0 | 0.8546 | 0.0 | 0.2470 | 0.1604 | 0.0 | nan | 0.0 | 0.3813 | 0.0 | 0.0 | 0.9083 | 0.7606 | 0.9195 | 0.0 | 0.0 | 0.0644 | 0.0 | nan | 0.5041 | 0.7615 | 0.2166 | 0.5154 | 0.1467 | nan | 0.1839 | 0.3631 | 0.0 | 0.6762 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2205 | 0.0 | 0.0 | 0.5879 | 0.0 | 0.2230 | 0.1341 | 0.0 | nan | 0.0 | 0.2631 | 0.0 | 0.0 | 0.7807 | 0.6222 | 0.8916 | 0.0 | 0.0 | 0.0618 | 0.0 |
| 0.7678 | 35.0 | 3745 | 0.7826 | 0.2224 | 0.2750 | 0.7615 | nan | 0.7282 | 0.8819 | 0.2213 | 0.7532 | 0.1804 | nan | 0.2398 | 0.4306 | 0.0 | 0.8583 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2373 | 0.0 | 0.0 | 0.8898 | 0.0 | 0.2436 | 0.1279 | 0.0 | nan | 0.0 | 0.3922 | 0.0 | 0.0 | 0.9159 | 0.7111 | 0.9236 | 0.0 | 0.0 | 0.0632 | 0.0 | nan | 0.5028 | 0.7635 | 0.2118 | 0.5074 | 0.1551 | nan | 0.1794 | 0.3699 | 0.0 | 0.6655 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2300 | 0.0 | 0.0 | 0.5716 | 0.0 | 0.2199 | 0.1154 | 0.0 | nan | 0.0 | 0.2755 | 0.0 | 0.0 | 0.7866 | 0.6109 | 0.8913 | 0.0 | 0.0 | 0.0608 | 0.0 |
| 0.7557 | 36.0 | 3852 | 0.7651 | 0.2237 | 0.2739 | 0.7657 | nan | 0.6388 | 0.9405 | 0.2089 | 0.7272 | 0.1503 | nan | 0.1706 | 0.4771 | 0.0 | 0.8687 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2520 | 0.0 | 0.0 | 0.8513 | 0.0 | 0.3009 | 0.1457 | 0.0 | nan | 0.0 | 0.4062 | 0.0 | 0.0 | 0.9092 | 0.7288 | 0.9182 | 0.0 | 0.0 | 0.0714 | 0.0 | nan | 0.5015 | 0.7577 | 0.1985 | 0.5182 | 0.1335 | nan | 0.1388 | 0.4018 | 0.0 | 0.6729 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2436 | 0.0 | 0.0 | 0.5861 | 0.0 | 0.2587 | 0.1279 | 0.0 | nan | 0.0 | 0.2682 | 0.0 | 0.0 | 0.7848 | 0.6088 | 0.8907 | 0.0 | 0.0 | 0.0677 | 0.0 |
| 0.7785 | 37.0 | 3959 | 0.7665 | 0.2290 | 0.2849 | 0.7674 | nan | 0.7251 | 0.8979 | 0.2133 | 0.7591 | 0.1545 | nan | 0.2153 | 0.5152 | 0.0 | 0.8768 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2979 | 0.0 | 0.0 | 0.8587 | 0.0 | 0.3457 | 0.1563 | 0.0 | nan | 0.0 | 0.4122 | 0.0 | 0.0 | 0.8906 | 0.8060 | 0.9283 | 0.0 | 0.0 | 0.0653 | 0.0 | nan | 0.5076 | 0.7744 | 0.2056 | 0.5129 | 0.1375 | nan | 0.1651 | 0.4126 | 0.0 | 0.6698 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2817 | 0.0 | 0.0 | 0.5872 | 0.0 | 0.2851 | 0.1377 | 0.0 | nan | 0.0 | 0.2744 | 0.0 | 0.0 | 0.7858 | 0.6325 | 0.8952 | 0.0 | 0.0 | 0.0625 | 0.0 |
| 0.7806 | 38.0 | 4066 | 0.7625 | 0.2297 | 0.2837 | 0.7680 | nan | 0.6427 | 0.9407 | 0.2145 | 0.7200 | 0.1384 | nan | 0.2625 | 0.5304 | 0.0 | 0.8621 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3175 | 0.0 | 0.0 | 0.8337 | 0.0 | 0.3300 | 0.1681 | 0.0 | nan | 0.0 | 0.4252 | 0.0 | 0.0 | 0.8927 | 0.7916 | 0.9343 | 0.0 | 0.0 | 0.0752 | 0.0 | nan | 0.5014 | 0.7648 | 0.2047 | 0.5234 | 0.1241 | nan | 0.1851 | 0.4172 | 0.0 | 0.6869 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2998 | 0.0 | 0.0 | 0.5937 | 0.0 | 0.2765 | 0.1457 | 0.0 | nan | 0.0 | 0.2551 | 0.0 | 0.0 | 0.7806 | 0.6204 | 0.9008 | 0.0 | 0.0 | 0.0711 | 0.0 |
| 0.7517 | 39.0 | 4173 | 0.7682 | 0.2275 | 0.2827 | 0.7641 | nan | 0.6403 | 0.9217 | 0.2089 | 0.7616 | 0.1339 | nan | 0.2453 | 0.4967 | 0.0 | 0.8657 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3223 | 0.0 | 0.0 | 0.8636 | 0.0 | 0.3069 | 0.1574 | 0.0 | nan | 0.0 | 0.4191 | 0.0 | 0.0 | 0.8826 | 0.8172 | 0.9306 | 0.0 | 0.0 | 0.0737 | 0.0 | nan | 0.4980 | 0.7650 | 0.2009 | 0.4849 | 0.1215 | nan | 0.1794 | 0.4061 | 0.0 | 0.6794 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3045 | 0.0 | 0.0 | 0.5843 | 0.0 | 0.2615 | 0.1398 | 0.0 | nan | 0.0 | 0.2750 | 0.0 | 0.0 | 0.7856 | 0.6267 | 0.8980 | 0.0 | 0.0 | 0.0702 | 0.0 |
| 0.7586 | 40.0 | 4280 | 0.7646 | 0.2305 | 0.2861 | 0.7670 | nan | 0.7037 | 0.8956 | 0.2242 | 0.7543 | 0.1819 | nan | 0.2716 | 0.4736 | 0.0 | 0.8918 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3078 | 0.0 | 0.0 | 0.8495 | 0.0 | 0.3421 | 0.1494 | 0.0 | nan | 0.0 | 0.3961 | 0.0 | 0.0 | 0.9007 | 0.8054 | 0.9245 | 0.0 | 0.0 | 0.0816 | 0.0 | nan | 0.5110 | 0.7700 | 0.2107 | 0.4989 | 0.1526 | nan | 0.1993 | 0.4010 | 0.0 | 0.6709 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2838 | 0.0 | 0.0 | 0.5889 | 0.0 | 0.2846 | 0.1330 | 0.0 | nan | 0.0 | 0.2762 | 0.0 | 0.0 | 0.7845 | 0.6387 | 0.8959 | 0.0 | 0.0 | 0.0772 | 0.0 |
| 0.7477 | 41.0 | 4387 | 0.7701 | 0.2297 | 0.2838 | 0.7650 | nan | 0.6051 | 0.9240 | 0.2283 | 0.7851 | 0.1430 | nan | 0.2358 | 0.4527 | 0.0 | 0.8947 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3496 | 0.0 | 0.0 | 0.8528 | 0.0 | 0.3578 | 0.1667 | 0.0 | nan | 0.0 | 0.4111 | 0.0 | 0.0 | 0.9102 | 0.7344 | 0.9278 | 0.0 | 0.0 | 0.1037 | 0.0 | nan | 0.4981 | 0.7607 | 0.2125 | 0.4799 | 0.1285 | nan | 0.1772 | 0.3917 | 0.0 | 0.6704 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3201 | 0.0 | 0.0 | 0.5905 | 0.0 | 0.2932 | 0.1421 | 0.0 | nan | 0.0 | 0.2782 | 0.0 | 0.0 | 0.7907 | 0.6231 | 0.8973 | 0.0 | 0.0 | 0.0950 | 0.0 |
| 0.7646 | 42.0 | 4494 | 0.7778 | 0.2315 | 0.2897 | 0.7600 | nan | 0.6279 | 0.8956 | 0.2223 | 0.8181 | 0.1623 | nan | 0.2370 | 0.4986 | 0.0 | 0.8883 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3929 | 0.0 | 0.0 | 0.8557 | 0.0 | 0.3564 | 0.1667 | 0.0 | nan | 0.0 | 0.4246 | 0.0 | 0.0 | 0.8822 | 0.8201 | 0.9322 | 0.0 | 0.0 | 0.0908 | 0.0 | nan | 0.5018 | 0.7577 | 0.2095 | 0.4382 | 0.1421 | nan | 0.1799 | 0.4167 | 0.0 | 0.6818 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3578 | 0.0 | 0.0 | 0.5927 | 0.0 | 0.2938 | 0.1466 | 0.0 | nan | 0.0 | 0.2804 | 0.0 | 0.0 | 0.7890 | 0.6347 | 0.8997 | 0.0 | 0.0 | 0.0846 | 0.0 |
| 0.806 | 43.0 | 4601 | 0.7572 | 0.2353 | 0.2910 | 0.7681 | nan | 0.6463 | 0.9240 | 0.2497 | 0.7539 | 0.1533 | nan | 0.2597 | 0.5330 | 0.0 | 0.8860 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4103 | 0.0 | 0.0 | 0.8546 | 0.0 | 0.3119 | 0.1758 | 0.0 | nan | 0.0 | 0.4241 | 0.0 | 0.0 | 0.8891 | 0.8081 | 0.9233 | 0.0 | 0.0 | 0.1080 | 0.0 | nan | 0.5009 | 0.7613 | 0.2300 | 0.5171 | 0.1353 | nan | 0.1911 | 0.4264 | 0.0 | 0.6870 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3719 | 0.0 | 0.0 | 0.5924 | 0.0 | 0.2689 | 0.1497 | 0.0 | nan | 0.0 | 0.2778 | 0.0 | 0.0 | 0.7900 | 0.6354 | 0.8960 | 0.0 | 0.0 | 0.0982 | 0.0 |
| 0.7116 | 44.0 | 4708 | 0.7592 | 0.2339 | 0.2902 | 0.7674 | nan | 0.6544 | 0.9144 | 0.2169 | 0.7799 | 0.1625 | nan | 0.2634 | 0.5162 | 0.0 | 0.8789 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4164 | 0.0 | 0.0 | 0.8594 | 0.0 | 0.3182 | 0.1774 | 0.0 | nan | 0.0 | 0.4159 | 0.0 | 0.0 | 0.8911 | 0.8099 | 0.9268 | 0.0 | 0.0 | 0.0835 | 0.0 | nan | 0.5086 | 0.7682 | 0.2070 | 0.4811 | 0.1427 | nan | 0.1917 | 0.4197 | 0.0 | 0.6881 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3750 | 0.0 | 0.0 | 0.5904 | 0.0 | 0.2695 | 0.1535 | 0.0 | nan | 0.0 | 0.2844 | 0.0 | 0.0 | 0.7918 | 0.6370 | 0.8980 | 0.0 | 0.0 | 0.0787 | 0.0 |
| 0.7624 | 45.0 | 4815 | 0.7678 | 0.2342 | 0.2923 | 0.7633 | nan | 0.6778 | 0.8816 | 0.2338 | 0.7850 | 0.1775 | nan | 0.2942 | 0.5146 | 0.0 | 0.8901 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4185 | 0.0 | 0.0 | 0.8358 | 0.0 | 0.3204 | 0.1840 | 0.0 | nan | 0.0 | 0.4141 | 0.0 | 0.0 | 0.9231 | 0.7735 | 0.9300 | 0.0 | 0.0 | 0.0993 | 0.0 | nan | 0.5072 | 0.7645 | 0.2178 | 0.4584 | 0.1521 | nan | 0.2087 | 0.4270 | 0.0 | 0.6862 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3706 | 0.0 | 0.0 | 0.5960 | 0.0 | 0.2701 | 0.1512 | 0.0 | nan | 0.0 | 0.2701 | 0.0 | 0.0 | 0.7850 | 0.6374 | 0.9005 | 0.0 | 0.0 | 0.0914 | 0.0 |
| 0.7656 | 46.0 | 4922 | 0.7623 | 0.2331 | 0.2896 | 0.7655 | nan | 0.6769 | 0.9081 | 0.2173 | 0.7622 | 0.1524 | nan | 0.2701 | 0.4936 | 0.0 | 0.8745 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4167 | 0.0 | 0.0 | 0.8659 | 0.0 | 0.3050 | 0.1683 | 0.0 | nan | 0.0 | 0.4358 | 0.0 | 0.0 | 0.8791 | 0.8082 | 0.9379 | 0.0 | 0.0 | 0.0952 | 0.0 | nan | 0.5093 | 0.7624 | 0.2059 | 0.4811 | 0.1370 | nan | 0.1983 | 0.4101 | 0.0 | 0.6940 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3786 | 0.0 | 0.0 | 0.5908 | 0.0 | 0.2585 | 0.1472 | 0.0 | nan | 0.0 | 0.2739 | 0.0 | 0.0 | 0.7910 | 0.6319 | 0.9022 | 0.0 | 0.0 | 0.0884 | 0.0 |
| 0.7671 | 47.0 | 5029 | 0.7585 | 0.2346 | 0.2894 | 0.7669 | nan | 0.6671 | 0.9157 | 0.2090 | 0.7528 | 0.1633 | nan | 0.2470 | 0.5159 | 0.0 | 0.8704 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4418 | 0.0 | 0.0 | 0.8127 | 0.0 | 0.3478 | 0.1836 | 0.0 | nan | 0.0 | 0.4172 | 0.0 | 0.0 | 0.9128 | 0.7812 | 0.9359 | 0.0 | 0.0 | 0.0874 | 0.0 | nan | 0.5069 | 0.7626 | 0.1982 | 0.4836 | 0.1420 | nan | 0.1862 | 0.4281 | 0.0 | 0.6967 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3959 | 0.0 | 0.0 | 0.5955 | 0.0 | 0.2867 | 0.1525 | 0.0 | nan | 0.0 | 0.2607 | 0.0 | 0.0 | 0.7879 | 0.6392 | 0.9030 | 0.0 | 0.0 | 0.0817 | 0.0 |
| 0.7611 | 48.0 | 5136 | 0.7774 | 0.2328 | 0.2918 | 0.7580 | nan | 0.6722 | 0.8737 | 0.2327 | 0.7818 | 0.1624 | nan | 0.2481 | 0.5021 | 0.0 | 0.8717 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4238 | 0.0 | 0.0 | 0.8481 | 0.0 | 0.3549 | 0.2098 | 0.0 | nan | 0.0 | 0.4161 | 0.0 | 0.0 | 0.8995 | 0.8229 | 0.9286 | 0.0 | 0.0 | 0.0905 | 0.0 | nan | 0.5079 | 0.7527 | 0.2168 | 0.4299 | 0.1416 | nan | 0.1903 | 0.4145 | 0.0 | 0.6850 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3796 | 0.0 | 0.0 | 0.5901 | 0.0 | 0.2824 | 0.1669 | 0.0 | nan | 0.0 | 0.2773 | 0.0 | 0.0 | 0.7886 | 0.6433 | 0.8993 | 0.0 | 0.0 | 0.0841 | 0.0 |
| 0.7033 | 49.0 | 5243 | 0.7705 | 0.2335 | 0.2897 | 0.7622 | nan | 0.6969 | 0.8882 | 0.2241 | 0.7723 | 0.1474 | nan | 0.2512 | 0.4709 | 0.0 | 0.8880 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4351 | 0.0 | 0.0 | 0.8403 | 0.0 | 0.3312 | 0.1870 | 0.0 | nan | 0.0 | 0.4218 | 0.0 | 0.0 | 0.8978 | 0.7799 | 0.9305 | 0.0 | 0.0 | 0.1092 | 0.0 | nan | 0.5070 | 0.7569 | 0.2143 | 0.4535 | 0.1325 | nan | 0.1919 | 0.4043 | 0.0 | 0.6802 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3894 | 0.0 | 0.0 | 0.5940 | 0.0 | 0.2747 | 0.1598 | 0.0 | nan | 0.0 | 0.2798 | 0.0 | 0.0 | 0.7947 | 0.6379 | 0.9003 | 0.0 | 0.0 | 0.0996 | 0.0 |
| 0.7595 | 50.0 | 5350 | 0.7542 | 0.2370 | 0.2934 | 0.7687 | nan | 0.6808 | 0.9109 | 0.2466 | 0.7463 | 0.1578 | nan | 0.2847 | 0.4803 | 0.0 | 0.8892 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4431 | 0.0 | 0.0 | 0.8336 | 0.0 | 0.3302 | 0.1993 | 0.0 | nan | 0.0 | 0.4278 | 0.0 | 0.0 | 0.8958 | 0.8103 | 0.9327 | 0.0 | 0.0 | 0.1187 | 0.0 | nan | 0.5045 | 0.7660 | 0.2322 | 0.5041 | 0.1395 | nan | 0.2051 | 0.4108 | 0.0 | 0.6843 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3931 | 0.0 | 0.0 | 0.5989 | 0.0 | 0.2760 | 0.1631 | 0.0 | nan | 0.0 | 0.2688 | 0.0 | 0.0 | 0.7922 | 0.6386 | 0.9010 | 0.0 | 0.0 | 0.1062 | 0.0 |
| 0.7373 | 51.0 | 5457 | 0.7685 | 0.2364 | 0.2941 | 0.7634 | nan | 0.6223 | 0.9068 | 0.2341 | 0.7854 | 0.1850 | nan | 0.2490 | 0.4935 | 0.0 | 0.8999 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4738 | 0.0 | 0.0 | 0.8262 | 0.0 | 0.3702 | 0.2046 | 0.0 | nan | 0.0 | 0.4113 | 0.0 | 0.0 | 0.8989 | 0.7971 | 0.9385 | 0.0 | 0.0 | 0.1153 | 0.0 | nan | 0.4918 | 0.7604 | 0.2214 | 0.4558 | 0.1545 | nan | 0.1858 | 0.4185 | 0.0 | 0.6807 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4100 | 0.0 | 0.0 | 0.6004 | 0.0 | 0.2990 | 0.1662 | 0.0 | nan | 0.0 | 0.2795 | 0.0 | 0.0 | 0.7927 | 0.6400 | 0.9037 | 0.0 | 0.0 | 0.1045 | 0.0 |
| 0.7191 | 52.0 | 5564 | 0.7646 | 0.2334 | 0.2871 | 0.7641 | nan | 0.5587 | 0.9330 | 0.2401 | 0.7931 | 0.1570 | nan | 0.2739 | 0.4616 | 0.0 | 0.8504 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4370 | 0.0 | 0.0 | 0.8556 | 0.0 | 0.4103 | 0.1631 | 0.0 | nan | 0.0 | 0.3990 | 0.0 | 0.0 | 0.9154 | 0.7176 | 0.9259 | 0.0 | 0.0 | 0.0939 | 0.0 | nan | 0.4733 | 0.7587 | 0.2217 | 0.4880 | 0.1382 | nan | 0.1956 | 0.3944 | 0.0 | 0.6869 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3898 | 0.0 | 0.0 | 0.5858 | 0.0 | 0.3115 | 0.1441 | 0.0 | nan | 0.0 | 0.2840 | 0.0 | 0.0 | 0.7933 | 0.6193 | 0.8983 | 0.0 | 0.0 | 0.0874 | 0.0 |
The model card is truncated. Read the rest on Hugging Face.