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Seonggon/segformer-finetuned-sidewalk-10k-steps
segformer-finetuned-sidewalk-10k-steps is a image segmentation model from Seonggon. 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-b2 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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1.6022 | 1.0 | 107 | 1.1070 | 0.1500 | 0.2002 | 0.7201 | nan | 0.9618 | 0.0 | 0.2737 | 0.1123 | nan | 0.0529 | 0.0265 | 0.0 | 0.9254 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8882 | 0.0 | 0.0713 | 0.0416 | 0.0 | nan | 0.0 | 0.3574 | 0.0 | 0.0 | 0.7896 | 0.7885 | 0.9139 | 0.0 | 0.0 | 0.0028 | 0.0 | nan | 0.0 | 0.7325 | 0.0 | 0.2694 | 0.0973 | nan | 0.0494 | 0.0262 | 0.0 | 0.7046 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5598 | 0.0 | 0.0635 | 0.0402 | 0.0 | nan | 0.0 | 0.2539 | 0.0 | 0.0 | 0.6949 | 0.4728 | 0.8315 | 0.0 | 0.0 | 0.0028 | 0.0 | nan |
| 0.9301 | 2.0 | 214 | 0.9070 | 0.1912 | 0.2461 | 0.7569 | nan | 0.9635 | 0.0897 | 0.4954 | 0.1958 | nan | 0.2859 | 0.2844 | 0.0 | 0.9124 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0429 | 0.0 | 0.0 | 0.8211 | 0.0 | 0.4868 | 0.0700 | 0.0 | nan | 0.0 | 0.3948 | 0.0 | 0.0 | 0.8468 | 0.8058 | 0.8470 | 0.0 | 0.0 | 0.0883 | 0.0 | nan | 0.0 | 0.7896 | 0.0893 | 0.4704 | 0.1734 | nan | 0.2320 | 0.2401 | 0.0 | 0.7492 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0427 | 0.0 | 0.0 | 0.6045 | 0.0 | 0.2655 | 0.0677 | 0.0 | nan | 0.0 | 0.2813 | 0.0 | 0.0 | 0.7204 | 0.5083 | 0.8128 | 0.0 | 0.0 | 0.0709 | 0.0 | nan |
| 0.7994 | 3.0 | 321 | 0.8534 | 0.2395 | 0.3170 | 0.7244 | nan | 0.7667 | 0.5689 | 0.6677 | 0.2106 | nan | 0.4606 | 0.5813 | 0.0 | 0.9205 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6979 | 0.0 | 0.0 | 0.8134 | 0.0 | 0.7302 | 0.1132 | 0.0 | nan | 0.0 | 0.5160 | 0.0 | 0.0 | 0.8711 | 0.7628 | 0.9147 | 0.0 | 0.0 | 0.2300 | 0.0 | nan | 0.0 | 0.7105 | 0.5559 | 0.3414 | 0.1969 | nan | 0.3254 | 0.4346 | 0.0 | 0.7703 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5551 | 0.0 | 0.0 | 0.6301 | 0.0 | 0.3736 | 0.1026 | 0.0 | nan | 0.0 | 0.2923 | 0.0 | 0.0 | 0.7750 | 0.5868 | 0.8520 | 0.0 | 0.0 | 0.1632 | 0.0 | nan |
| 0.7357 | 4.0 | 428 | 0.7647 | 0.2468 | 0.3176 | 0.7854 | nan | 0.9232 | 0.4187 | 0.6936 | 0.1583 | nan | 0.4846 | 0.6518 | 0.0 | 0.9273 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7173 | 0.0 | 0.0 | 0.8418 | 0.0 | 0.2601 | 0.4278 | 0.0 | nan | 0.0 | 0.5128 | 0.0 | 0.0 | 0.9203 | 0.7437 | 0.9500 | 0.0 | 0.0 | 0.2147 | 0.0 | nan | 0.0 | 0.8051 | 0.4145 | 0.4922 | 0.1514 | nan | 0.3480 | 0.4531 | 0.0 | 0.7834 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5719 | 0.0 | 0.0 | 0.6493 | 0.0 | 0.2366 | 0.2527 | 0.0 | nan | 0.0 | 0.3215 | 0.0 | 0.0 | 0.7749 | 0.5996 | 0.8820 | 0.0 | 0.0 | 0.1601 | 0.0 | nan |
| 0.6759 | 5.0 | 535 | 0.6861 | 0.2687 | 0.3428 | 0.8097 | nan | 0.9444 | 0.7878 | 0.6661 | 0.3059 | nan | 0.5740 | 0.6343 | 0.0 | 0.9455 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8084 | 0.0 | 0.0 | 0.8351 | 0.0 | 0.4663 | 0.3083 | 0.0 | nan | 0.0 | 0.5218 | 0.0 | 0.0 | 0.8870 | 0.7729 | 0.9556 | 0.0 | 0.0 | 0.2139 | 0.0 | nan | 0.0 | 0.8359 | 0.7687 | 0.6082 | 0.2650 | nan | 0.3938 | 0.4628 | 0.0 | 0.7794 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5119 | 0.0 | 0.0 | 0.6569 | 0.0 | 0.3703 | 0.2213 | 0.0 | nan | 0.0 | 0.3007 | 0.0 | 0.0 | 0.7807 | 0.6051 | 0.8789 | 0.0 | 0.0 | 0.1596 | 0.0 | nan |
| 0.6261 | 6.0 | 642 | 0.7037 | 0.2577 | 0.3296 | 0.8043 | nan | 0.9668 | 0.5259 | 0.6403 | 0.2319 | nan | 0.4815 | 0.7200 | 0.0 | 0.9228 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8106 | 0.0 | 0.0 | 0.7897 | 0.0 | 0.5976 | 0.3279 | 0.0 | nan | 0.0 | 0.4774 | 0.0 | 0.0 | 0.9255 | 0.7253 | 0.9390 | 0.0 | 0.0477 | 0.0870 | 0.0 | nan | 0.0 | 0.8221 | 0.5232 | 0.5481 | 0.2158 | nan | 0.3735 | 0.4330 | 0.0 | 0.7970 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5591 | 0.0 | 0.0 | 0.6471 | 0.0 | 0.3474 | 0.2365 | 0.0 | nan | 0.0 | 0.3293 | 0.0 | 0.0 | 0.7917 | 0.6184 | 0.8946 | 0.0 | 0.0356 | 0.0739 | 0.0 | nan |
| 0.6257 | 7.0 | 749 | 0.6705 | 0.2613 | 0.3382 | 0.7880 | nan | 0.9338 | 0.4636 | 0.6204 | 0.2743 | nan | 0.3265 | 0.6779 | 0.0 | 0.9238 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8088 | 0.0 | 0.0 | 0.8497 | 0.0 | 0.4536 | 0.5086 | 0.0 | nan | 0.0 | 0.6074 | 0.0 | 0.0 | 0.8327 | 0.8925 | 0.9179 | 0.0 | 0.0031 | 0.3893 | 0.0 | nan | 0.0 | 0.8391 | 0.4630 | 0.5660 | 0.2598 | nan | 0.2855 | 0.4437 | 0.0 | 0.8182 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5744 | 0.0 | 0.0 | 0.6800 | 0.0 | 0.3728 | 0.2910 | 0.0 | nan | 0.0 | 0.3161 | 0.0 | 0.0 | 0.7671 | 0.5547 | 0.8865 | 0.0 | 0.0029 | 0.2408 | 0.0 | nan |
| 0.5756 | 8.0 | 856 | 0.6755 | 0.2701 | 0.3502 | 0.8143 | nan | 0.9243 | 0.5467 | 0.8725 | 0.4110 | nan | 0.4982 | 0.7183 | 0.0 | 0.9381 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7800 | 0.0 | 0.0 | 0.7558 | 0.0 | 0.7804 | 0.1822 | 0.0 | nan | 0.0 | 0.6244 | 0.0 | 0.0 | 0.9315 | 0.7312 | 0.9468 | 0.0 | 0.0096 | 0.2054 | 0.0 | nan | 0.0 | 0.8374 | 0.5461 | 0.6290 | 0.3425 | nan | 0.3822 | 0.4531 | 0.0 | 0.8072 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5871 | 0.0 | 0.0 | 0.6475 | 0.0 | 0.3827 | 0.1523 | 0.0 | nan | 0.0 | 0.3392 | 0.0 | 0.0 | 0.8128 | 0.6482 | 0.9040 | 0.0 | 0.0093 | 0.1625 | 0.0 | nan |
| 0.5178 | 9.0 | 963 | 0.6938 | 0.2617 | 0.3422 | 0.8001 | nan | 0.9209 | 0.3083 | 0.8114 | 0.2825 | nan | 0.5969 | 0.7090 | 0.0003 | 0.9384 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7464 | 0.0 | 0.0 | 0.7608 | 0.0 | 0.7192 | 0.3846 | 0.0 | nan | 0.0 | 0.5296 | 0.0 | 0.0 | 0.9120 | 0.8051 | 0.9309 | 0.0 | 0.0488 | 0.2031 | 0.0 | nan | 0.0 | 0.8147 | 0.3075 | 0.5929 | 0.2549 | nan | 0.3899 | 0.4547 | 0.0003 | 0.8217 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5603 | 0.0 | 0.0 | 0.6475 | 0.0 | 0.4225 | 0.2297 | 0.0 | nan | 0.0 | 0.3504 | 0.0 | 0.0 | 0.8122 | 0.6536 | 0.8964 | 0.0 | 0.0209 | 0.1430 | 0.0 | nan |
| 0.5347 | 10.0 | 1070 | 0.6228 | 0.2827 | 0.3490 | 0.8179 | nan | 0.9316 | 0.6025 | 0.7417 | 0.4454 | nan | 0.4567 | 0.6594 | 0.0034 | 0.9458 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7044 | 0.0 | 0.0 | 0.8461 | 0.0 | 0.6370 | 0.2998 | 0.0 | nan | 0.0 | 0.6029 | 0.0245 | 0.0 | 0.9374 | 0.7536 | 0.8699 | 0.0 | 0.0 | 0.3556 | 0.0 | nan | 0.0 | 0.8376 | 0.6005 | 0.6208 | 0.3815 | nan | 0.3965 | 0.4879 | 0.0034 | 0.8057 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5801 | 0.0 | 0.0 | 0.6806 | 0.0 | 0.4786 | 0.2273 | 0.0 | nan | 0.0 | 0.3563 | 0.0244 | 0.0 | 0.8138 | 0.6530 | 0.8542 | 0.0 | 0.0 | 0.2443 | 0.0 | nan |
| 0.514 | 11.0 | 1177 | 0.6270 | 0.2870 | 0.3622 | 0.8274 | nan | 0.9540 | 0.6752 | 0.8104 | 0.2577 | nan | 0.5477 | 0.7275 | 0.0006 | 0.9112 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7903 | 0.0 | 0.0 | 0.8351 | 0.0 | 0.7140 | 0.2913 | 0.0 | nan | 0.0 | 0.5891 | 0.1469 | 0.0 | 0.9076 | 0.8225 | 0.9537 | 0.0 | 0.0209 | 0.2737 | 0.0 | nan | 0.0 | 0.8495 | 0.6395 | 0.6647 | 0.2412 | nan | 0.4306 | 0.4726 | 0.0006 | 0.8387 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6160 | 0.0 | 0.0 | 0.6835 | 0.0 | 0.4677 | 0.2019 | 0.0 | nan | 0.0 | 0.3336 | 0.1439 | 0.0 | 0.8219 | 0.6744 | 0.9065 | 0.0 | 0.0152 | 0.1820 | 0.0 | nan |
| 0.4732 | 12.0 | 1284 | 0.6651 | 0.2832 | 0.3648 | 0.8037 | nan | 0.8599 | 0.6997 | 0.9036 | 0.3867 | nan | 0.5753 | 0.6243 | 0.0300 | 0.9377 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8160 | 0.0 | 0.0 | 0.8907 | 0.0 | 0.6811 | 0.2742 | 0.0 | nan | 0.0 | 0.5792 | 0.1662 | 0.0 | 0.8867 | 0.8625 | 0.9145 | 0.0 | 0.0220 | 0.1973 | 0.0 | nan | 0.0 | 0.8016 | 0.6500 | 0.5033 | 0.3477 | nan | 0.4147 | 0.4963 | 0.0297 | 0.8355 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5920 | 0.0 | 0.0 | 0.6789 | 0.0 | 0.4632 | 0.1923 | 0.0 | nan | 0.0 | 0.3469 | 0.1635 | 0.0 | 0.8208 | 0.6565 | 0.8915 | 0.0 | 0.0167 | 0.1619 | 0.0 | nan |
| 0.4749 | 13.0 | 1391 | 0.5980 | 0.2969 | 0.3730 | 0.8213 | nan | 0.9115 | 0.6450 | 0.8883 | 0.3859 | nan | 0.5908 | 0.6537 | 0.1106 | 0.9518 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8234 | 0.0 | 0.0 | 0.8701 | 0.0 | 0.5025 | 0.4170 | 0.0 | nan | 0.0 | 0.5641 | 0.1475 | 0.0 | 0.8953 | 0.8599 | 0.9468 | 0.0 | 0.1641 | 0.2345 | 0.0 | nan | 0.0 | 0.8394 | 0.6371 | 0.6736 | 0.3485 | nan | 0.4371 | 0.5176 | 0.1034 | 0.8253 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5917 | 0.0 | 0.0 | 0.6941 | 0.0 | 0.4181 | 0.2753 | 0.0 | nan | 0.0 | 0.3507 | 0.1451 | 0.0 | 0.8165 | 0.6635 | 0.9107 | 0.0 | 0.0682 | 0.1844 | 0.0 | nan |
| 0.4955 | 14.0 | 1498 | 0.7432 | 0.2679 | 0.3458 | 0.7577 | nan | 0.7828 | 0.6273 | 0.8789 | 0.1947 | nan | 0.3619 | 0.7261 | 0.0027 | 0.9464 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8375 | 0.0 | 0.0 | 0.8636 | 0.0 | 0.5355 | 0.3965 | 0.0 | nan | 0.0 | 0.5341 | 0.0938 | 0.0 | 0.9174 | 0.8332 | 0.9287 | 0.0 | 0.0222 | 0.2363 | 0.0 | nan | 0.0 | 0.7331 | 0.6181 | 0.4369 | 0.1849 | nan | 0.3319 | 0.4764 | 0.0027 | 0.8169 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6228 | 0.0 | 0.0 | 0.6769 | 0.0 | 0.4157 | 0.2231 | 0.0 | nan | 0.0 | 0.3448 | 0.0929 | 0.0 | 0.8151 | 0.6785 | 0.9044 | 0.0 | 0.0154 | 0.1817 | 0.0 | nan |
| 0.4472 | 15.0 | 1605 | 0.6161 | 0.2876 | 0.3542 | 0.8241 | nan | 0.9441 | 0.6902 | 0.8482 | 0.2375 | nan | 0.4030 | 0.6803 | 0.0320 | 0.9348 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7919 | 0.0 | 0.0 | 0.8605 | 0.0 | 0.7350 | 0.2766 | 0.0 | nan | 0.0 | 0.5068 | 0.2137 | 0.0 | 0.9346 | 0.7397 | 0.9448 | 0.0003 | 0.0244 | 0.1823 | 0.0 | nan | 0.0 | 0.8373 | 0.6330 | 0.6741 | 0.2277 | nan | 0.3624 | 0.5013 | 0.0313 | 0.8460 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6188 | 0.0 | 0.0 | 0.6891 | 0.0 | 0.4372 | 0.2056 | 0.0 | nan | 0.0 | 0.3582 | 0.2031 | 0.0 | 0.8219 | 0.6709 | 0.9110 | 0.0003 | 0.0222 | 0.1512 | 0.0 | nan |
| 0.4254 | 16.0 | 1712 | 0.6267 | 0.2934 | 0.3581 | 0.8289 | nan | 0.9681 | 0.7145 | 0.8729 | 0.1818 | nan | 0.4696 | 0.6773 | 0.0266 | 0.9390 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7785 | 0.0 | 0.0 | 0.9082 | 0.0 | 0.5048 | 0.3031 | 0.0 | nan | 0.0 | 0.6085 | 0.1590 | 0.0 | 0.8566 | 0.8480 | 0.9341 | 0.0 | 0.0931 | 0.2582 | 0.0 | nan | 0.0 | 0.8510 | 0.7139 | 0.7829 | 0.1775 | nan | 0.3996 | 0.5174 | 0.0260 | 0.8465 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6332 | 0.0 | 0.0 | 0.6985 | 0.0 | 0.4409 | 0.2604 | 0.0 | nan | 0.0 | 0.3634 | 0.1547 | 0.0 | 0.7918 | 0.5963 | 0.9071 | 0.0 | 0.0414 | 0.1872 | 0.0 | nan |
| 0.4114 | 17.0 | 1819 | 0.6729 | 0.2871 | 0.3605 | 0.8229 | nan | 0.9392 | 0.7251 | 0.9153 | 0.2315 | nan | 0.4567 | 0.7256 | 0.0 | 0.9590 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6185 | 0.0 | 0.0 | 0.8066 | 0.0 | 0.5621 | 0.4395 | 0.0 | nan | 0.0 | 0.6145 | 0.2403 | 0.0 | 0.9133 | 0.7995 | 0.9398 | 0.0 | 0.0071 | 0.2822 | 0.0 | nan | 0.0 | 0.8265 | 0.7234 | 0.6722 | 0.2215 | nan | 0.3950 | 0.4662 | 0.0 | 0.8165 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5078 | 0.0 | 0.0 | 0.6691 | 0.0 | 0.4290 | 0.2784 | 0.0 | nan | 0.0 | 0.3776 | 0.2185 | 0.0 | 0.8190 | 0.6682 | 0.9119 | 0.0 | 0.0048 | 0.1810 | 0.0 | nan |
| 0.4454 | 18.0 | 1926 | 0.5813 | 0.3077 | 0.3756 | 0.8429 | nan | 0.9510 | 0.7915 | 0.8823 | 0.3622 | nan | 0.6052 | 0.6050 | 0.1438 | 0.9425 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8465 | 0.0 | 0.0 | 0.8991 | 0.0 | 0.5406 | 0.3726 | 0.0 | nan | 0.0 | 0.5662 | 0.2455 | 0.0 | 0.9274 | 0.7934 | 0.9195 | 0.0023 | 0.0242 | 0.2230 | 0.0 | nan | 0.0 | 0.8700 | 0.7413 | 0.7645 | 0.3337 | nan | 0.4351 | 0.5061 | 0.1184 | 0.8548 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6269 | 0.0 | 0.0 | 0.6952 | 0.0 | 0.4449 | 0.2702 | 0.0 | nan | 0.0 | 0.3680 | 0.2207 | 0.0 | 0.8215 | 0.6762 | 0.9004 | 0.0023 | 0.0155 | 0.1797 | 0.0 | nan |
| 0.3883 | 19.0 | 2033 | 0.6395 | 0.3015 | 0.3726 | 0.8387 | nan | 0.9646 | 0.6812 | 0.8640 | 0.2947 | nan | 0.5671 | 0.7051 | 0.1182 | 0.9589 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7838 | 0.0 | 0.0 | 0.8610 | 0.0 | 0.5791 | 0.2923 | 0.0 | nan | 0.0 | 0.6598 | 0.3077 | 0.0 | 0.9206 | 0.7629 | 0.9542 | 0.0 | 0.0385 | 0.2368 | 0.0 | nan | 0.0 | 0.8548 | 0.6800 | 0.7538 | 0.2778 | nan | 0.4306 | 0.4970 | 0.1019 | 0.8366 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5866 | 0.0 | 0.0 | 0.6989 | 0.0 | 0.4474 | 0.2176 | 0.0 | nan | 0.0 | 0.3589 | 0.2632 | 0.0 | 0.8286 | 0.6815 | 0.9146 | 0.0 | 0.0315 | 0.1867 | 0.0 | nan |
| 0.3644 | 20.0 | 2140 | 0.5922 | 0.3037 | 0.3786 | 0.8239 | nan | 0.9385 | 0.8519 | 0.8164 | 0.2723 | nan | 0.5861 | 0.6978 | 0.1213 | 0.9443 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8068 | 0.0 | 0.0 | 0.8482 | 0.0 | 0.7086 | 0.2478 | 0.0 | nan | 0.0047 | 0.6076 | 0.3227 | 0.0 | 0.8626 | 0.8449 | 0.9375 | 0.0 | 0.0464 | 0.2713 | 0.0 | nan | 0.0 | 0.8674 | 0.7808 | 0.7152 | 0.2557 | nan | 0.4243 | 0.5144 | 0.1072 | 0.8483 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6122 | 0.0 | 0.0 | 0.6901 | 0.0 | 0.5191 | 0.2071 | 0.0 | nan | 0.0046 | 0.3721 | 0.2806 | 0.0 | 0.7935 | 0.6024 | 0.9115 | 0.0 | 0.0252 | 0.1861 | 0.0 | nan |
| 0.3955 | 21.0 | 2247 | 0.5804 | 0.3102 | 0.3764 | 0.8314 | nan | 0.9517 | 0.7913 | 0.7814 | 0.2943 | nan | 0.6281 | 0.6433 | 0.2810 | 0.9482 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7860 | 0.0 | 0.0 | 0.8433 | 0.0 | 0.5338 | 0.4093 | 0.0 | nan | 0.0042 | 0.5789 | 0.3137 | 0.0 | 0.9507 | 0.6665 | 0.9587 | 0.0032 | 0.0371 | 0.2643 | 0.0 | nan | 0.0 | 0.8512 | 0.7876 | 0.7059 | 0.2815 | nan | 0.4609 | 0.5102 | 0.1889 | 0.8440 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6233 | 0.0 | 0.0 | 0.6931 | 0.0 | 0.4435 | 0.2827 | 0.0 | nan | 0.0042 | 0.3868 | 0.2788 | 0.0 | 0.8130 | 0.6311 | 0.9224 | 0.0032 | 0.0215 | 0.1924 | 0.0 | nan |
| 0.382 | 22.0 | 2354 | 0.5656 | 0.3038 | 0.3720 | 0.8336 | nan | 0.9571 | 0.6404 | 0.8362 | 0.2069 | nan | 0.6178 | 0.7017 | 0.0433 | 0.9437 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8184 | 0.0 | 0.0 | 0.8723 | 0.0 | 0.5318 | 0.3636 | 0.0 | nan | 0.0061 | 0.6724 | 0.3754 | 0.0 | 0.9416 | 0.7642 | 0.9470 | 0.0020 | 0.0946 | 0.1959 | 0.0 | nan | 0.0 | 0.8594 | 0.6390 | 0.7711 | 0.2000 | nan | 0.4408 | 0.4947 | 0.0405 | 0.8543 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6492 | 0.0 | 0.0 | 0.6926 | 0.0 | 0.4290 | 0.2442 | 0.0 | nan | 0.0060 | 0.3629 | 0.3313 | 0.0 | 0.8307 | 0.6991 | 0.9203 | 0.0020 | 0.0845 | 0.1699 | 0.0 | nan |
| 0.3605 | 23.0 | 2461 | 0.5688 | 0.3111 | 0.3737 | 0.8419 | nan | 0.9705 | 0.7359 | 0.8411 | 0.2990 | nan | 0.4916 | 0.6453 | 0.2595 | 0.9345 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7679 | 0.0 | 0.0 | 0.9066 | 0.0 | 0.6105 | 0.3299 | 0.0 | nan | 0.0159 | 0.6334 | 0.2015 | 0.0 | 0.8991 | 0.8151 | 0.9495 | 0.0070 | 0.0117 | 0.2605 | 0.0 | nan | 0.0 | 0.8551 | 0.7330 | 0.7620 | 0.2812 | nan | 0.4251 | 0.5201 | 0.2014 | 0.8628 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6653 | 0.0 | 0.0 | 0.7096 | 0.0 | 0.4805 | 0.2424 | 0.0 | nan | 0.0133 | 0.3804 | 0.1938 | 0.0 | 0.8233 | 0.6692 | 0.9197 | 0.0070 | 0.0107 | 0.1995 | 0.0 | nan |
| 0.3639 | 24.0 | 2568 | 0.5682 | 0.3141 | 0.3822 | 0.8401 | nan | 0.9631 | 0.7823 | 0.7522 | 0.3960 | nan | 0.6142 | 0.6735 | 0.2224 | 0.9642 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5796 | 0.0 | 0.0 | 0.8436 | 0.0063 | 0.5305 | 0.3932 | 0.0 | nan | 0.0390 | 0.6339 | 0.2542 | 0.0 | 0.9285 | 0.8081 | 0.9499 | 0.0002 | 0.2556 | 0.2589 | 0.0 | nan | 0.0 | 0.8632 | 0.7763 | 0.7107 | 0.3603 | nan | 0.4477 | 0.5014 | 0.1608 | 0.8085 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4859 | 0.0 | 0.0 | 0.6868 | 0.0050 | 0.4176 | 0.2614 | 0.0 | nan | 0.0318 | 0.4015 | 0.2398 | 0.0 | 0.8293 | 0.6988 | 0.9223 | 0.0002 | 0.2326 | 0.2083 | 0.0 | nan |
| 0.3449 | 25.0 | 2675 | 0.6115 | 0.2977 | 0.3745 | 0.7971 | nan | 0.8642 | 0.5640 | 0.8552 | 0.4055 | nan | 0.4367 | 0.5485 | 0.2659 | 0.9439 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8602 | 0.0 | 0.0 | 0.8717 | 0.0127 | 0.5178 | 0.4112 | 0.0 | nan | 0.0065 | 0.6117 | 0.3096 | 0.0 | 0.9201 | 0.7574 | 0.9596 | 0.0027 | 0.2540 | 0.2305 | 0.0 | nan | 0.0 | 0.7911 | 0.5627 | 0.5309 | 0.3507 | nan | 0.3866 | 0.4461 | 0.1302 | 0.8368 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5964 | 0.0 | 0.0 | 0.7030 | 0.0109 | 0.3968 | 0.2764 | 0.0 | nan | 0.0064 | 0.3905 | 0.2803 | 0.0 | 0.8301 | 0.6792 | 0.9230 | 0.0027 | 0.2038 | 0.1918 | 0.0 | nan |
| 0.3572 | 26.0 | 2782 | 0.6399 | 0.3084 | 0.3791 | 0.8402 | nan | 0.9684 | 0.6941 | 0.8763 | 0.2296 | nan | 0.4820 | 0.5448 | 0.2869 | 0.9428 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8372 | 0.0 | 0.0 | 0.8719 | 0.0 | 0.6016 | 0.3221 | 0.0 | nan | 0.0056 | 0.6549 | 0.4519 | 0.0 | 0.9391 | 0.7510 | 0.9560 | 0.0 | 0.0853 | 0.2508 | 0.0 | nan | 0.0 | 0.8478 | 0.6927 | 0.7600 | 0.2236 | nan | 0.4213 | 0.4609 | 0.1379 | 0.8558 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6121 | 0.0 | 0.0 | 0.7108 | 0.0 | 0.4673 | 0.2471 | 0.0 | nan | 0.0056 | 0.3793 | 0.3499 | 0.0 | 0.8271 | 0.6856 | 0.9211 | 0.0 | 0.0600 | 0.2031 | 0.0 | nan |
| 0.3015 | 27.0 | 2889 | 0.6563 | 0.2979 | 0.3704 | 0.8359 | nan | 0.9688 | 0.5500 | 0.8158 | 0.2144 | nan | 0.5423 | 0.4673 | 0.2929 | 0.9278 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8728 | 0.0 | 0.0 | 0.8941 | 0.0 | 0.6152 | 0.3662 | 0.0 | nan | 0.0312 | 0.6205 | 0.3109 | 0.0 | 0.9260 | 0.8206 | 0.9439 | 0.0012 | 0.0261 | 0.2755 | 0.0 | nan | 0.0 | 0.8561 | 0.5497 | 0.6970 | 0.2068 | nan | 0.4538 | 0.4023 | 0.1119 | 0.8553 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5691 | 0.0 | 0.0 | 0.7075 | 0.0 | 0.4687 | 0.2646 | 0.0 | nan | 0.0293 | 0.3912 | 0.2818 | 0.0 | 0.8310 | 0.7102 | 0.9202 | 0.0012 | 0.0152 | 0.2083 | 0.0 | nan |
| 0.3644 | 28.0 | 2996 | 0.6137 | 0.3137 | 0.3875 | 0.8268 | nan | 0.9175 | 0.7609 | 0.8997 | 0.2898 | nan | 0.5219 | 0.6557 | 0.4842 | 0.9426 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7732 | 0.0 | 0.0 | 0.8624 | 0.0 | 0.5963 | 0.2773 | 0.0 | nan | 0.0103 | 0.6139 | 0.3068 | 0.0 | 0.9365 | 0.7812 | 0.9671 | 0.0 | 0.1202 | 0.2962 | 0.0 | nan | 0.0 | 0.8208 | 0.7518 | 0.6407 | 0.2776 | nan | 0.4435 | 0.5112 | 0.2958 | 0.8551 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6324 | 0.0 | 0.0 | 0.7033 | 0.0 | 0.4347 | 0.2148 | 0.0 | nan | 0.0101 | 0.3938 | 0.2781 | 0.0 | 0.8298 | 0.6992 | 0.9261 | 0.0 | 0.0998 | 0.2201 | 0.0 | nan |
| 0.3305 | 29.0 | 3103 | 0.5922 | 0.3142 | 0.3842 | 0.8401 | nan | 0.9430 | 0.6594 | 0.8617 | 0.4674 | nan | 0.5859 | 0.6960 | 0.3651 | 0.9524 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7562 | 0.0 | 0.0 | 0.9002 | 0.0 | 0.5785 | 0.3076 | 0.0 | nan | 0.0006 | 0.6137 | 0.2652 | 0.0 | 0.9137 | 0.7894 | 0.9462 | 0.0047 | 0.0233 | 0.2785 | 0.0 | nan | 0.0 | 0.8547 | 0.6570 | 0.6717 | 0.3981 | nan | 0.4752 | 0.5136 | 0.2840 | 0.8540 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6352 | 0.0 | 0.0 | 0.6998 | 0.0 | 0.4314 | 0.2281 | 0.0 | nan | 0.0006 | 0.3950 | 0.2482 | 0.0 | 0.8399 | 0.7002 | 0.9241 | 0.0047 | 0.0168 | 0.2233 | 0.0 | nan |
| 0.3161 | 30.0 | 3210 | 0.6593 | 0.3152 | 0.3911 | 0.8377 | nan | 0.9621 | 0.6650 | 0.8330 | 0.2707 | nan | 0.5675 | 0.6548 | 0.4130 | 0.9506 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8448 | 0.0 | 0.0 | 0.8609 | 0.0 | 0.6193 | 0.3949 | 0.0 | nan | 0.0063 | 0.5849 | 0.2664 | 0.0 | 0.9208 | 0.7922 | 0.9469 | 0.0065 | 0.2712 | 0.2931 | 0.0 | nan | 0.0 | 0.8521 | 0.6586 | 0.7352 | 0.2605 | nan | 0.4690 | 0.5158 | 0.2397 | 0.8622 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6299 | 0.0 | 0.0 | 0.7146 | 0.0 | 0.4575 | 0.2541 | 0.0 | nan | 0.0062 | 0.3950 | 0.2498 | 0.0 | 0.8202 | 0.6884 | 0.9214 | 0.0065 | 0.1217 | 0.2268 | 0.0 | nan |
| 0.313 | 31.0 | 3317 | 0.6433 | 0.3097 | 0.3889 | 0.8233 | nan | 0.9383 | 0.6196 | 0.7380 | 0.2652 | nan | 0.6008 | 0.6056 | 0.3335 | 0.9413 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8374 | 0.0 | 0.0 | 0.8739 | 0.0 | 0.6614 | 0.5532 | 0.225 | nan | 0.0223 | 0.5705 | 0.2980 | 0.0 | 0.9193 | 0.7590 | 0.9416 | 0.0000 | 0.0354 | 0.3158 | 0.0 | nan | 0.0 | 0.8442 | 0.6157 | 0.6554 | 0.2457 | nan | 0.4546 | 0.5057 | 0.2083 | 0.8601 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6519 | 0.0 | 0.0 | 0.7275 | 0.0 | 0.5052 | 0.2533 | 0.0101 | nan | 0.0183 | 0.3946 | 0.2786 | 0.0 | 0.8199 | 0.6784 | 0.9204 | 0.0000 | 0.0258 | 0.2359 | 0.0 | nan |
| 0.3307 | 32.0 | 3424 | 0.6272 | 0.3160 | 0.3842 | 0.8345 | nan | 0.9630 | 0.6226 | 0.7989 | 0.2465 | nan | 0.5957 | 0.5553 | 0.3671 | 0.9542 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7552 | 0.0 | 0.0 | 0.9090 | 0.0 | 0.6869 | 0.3914 | 0.0 | nan | 0.0017 | 0.5437 | 0.3359 | 0.0 | 0.9029 | 0.8032 | 0.8902 | 0.0004 | 0.3616 | 0.2246 | 0.0 | nan | 0.0 | 0.8622 | 0.6181 | 0.7303 | 0.2333 | nan | 0.4845 | 0.4797 | 0.2222 | 0.8376 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6155 | 0.0 | 0.0 | 0.7008 | 0.0 | 0.5204 | 0.2567 | 0.0 | nan | 0.0017 | 0.3890 | 0.3034 | 0.0 | 0.8214 | 0.6789 | 0.8777 | 0.0004 | 0.2872 | 0.1912 | 0.0 | nan |
| 0.2934 | 33.0 | 3531 | 0.6393 | 0.3154 | 0.3915 | 0.8232 | nan | 0.9394 | 0.6453 | 0.8035 | 0.2705 | nan | 0.5682 | 0.6117 | 0.5255 | 0.9438 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7935 | 0.0 | 0.0 | 0.8735 | 0.0 | 0.6049 | 0.4505 | 0.0 | nan | 0.0216 | 0.5927 | 0.3485 | 0.0 | 0.8786 | 0.8584 | 0.9319 | 0.0013 | 0.1623 | 0.3116 | 0.0 | nan | 0.0 | 0.8422 | 0.6409 | 0.6508 | 0.2542 | nan | 0.4755 | 0.5129 | 0.3335 | 0.8693 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6654 | 0.0 | 0.0 | 0.7050 | 0.0 | 0.4609 | 0.2225 | 0.0 | nan | 0.0187 | 0.4007 | 0.3113 | 0.0 | 0.8030 | 0.6581 | 0.9098 | 0.0013 | 0.1338 | 0.2215 | 0.0 | nan |
| 0.3073 | 34.0 | 3638 | 0.6573 | 0.3146 | 0.3949 | 0.8165 | nan | 0.8918 | 0.6377 | 0.9139 | 0.3212 | nan | 0.5001 | 0.6803 | 0.5055 | 0.9578 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7891 | 0.0 | 0.0 | 0.8599 | 0.0116 | 0.6606 | 0.2960 | 0.0 | nan | 0.0160 | 0.6499 | 0.2813 | 0.0 | 0.9182 | 0.8127 | 0.9574 | 0.0007 | 0.2847 | 0.2969 | 0.0 | nan | 0.0 | 0.8013 | 0.6330 | 0.5518 | 0.2993 | nan | 0.4348 | 0.5373 | 0.3145 | 0.8598 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6676 | 0.0 | 0.0 | 0.7167 | 0.0113 | 0.4596 | 0.2073 | 0.0 | nan | 0.0143 | 0.3847 | 0.2628 | 0.0 | 0.8303 | 0.7056 | 0.9301 | 0.0007 | 0.2155 | 0.2286 | 0.0 | nan |
| 0.2787 | 35.0 | 3745 | 0.5653 | 0.3246 | 0.4052 | 0.8349 | nan | 0.9330 | 0.6632 | 0.8588 | 0.3982 | nan | 0.6274 | 0.6235 | 0.4885 | 0.9278 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8205 | 0.0 | 0.0 | 0.8537 | 0.0 | 0.7589 | 0.3149 | 0.0 | nan | 0.0072 | 0.6352 | 0.3399 | 0.0 | 0.9115 | 0.8036 | 0.9626 | 0.0111 | 0.3528 | 0.2679 | 0.0 | nan | 0.0 | 0.8494 | 0.6538 | 0.6869 | 0.3586 | nan | 0.4899 | 0.5093 | 0.2641 | 0.8677 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6734 | 0.0 | 0.0 | 0.7203 | 0.0 | 0.4977 | 0.2194 | 0.0 | nan | 0.0068 | 0.3967 | 0.2994 | 0.0 | 0.8190 | 0.6647 | 0.9319 | 0.0105 | 0.2500 | 0.2172 | 0.0 | nan |
| 0.2828 | 36.0 | 3852 | 0.6333 | 0.3228 | 0.4016 | 0.8377 | nan | 0.9532 | 0.6161 | 0.8298 | 0.3279 | nan | 0.5614 | 0.6539 | 0.6564 | 0.9453 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7608 | 0.0 | 0.0 | 0.8998 | 0.0171 | 0.7045 | 0.3198 | 0.0 | nan | 0.0 | 0.6384 | 0.3772 | 0.0 | 0.9301 | 0.6951 | 0.9620 | 0.0057 | 0.3720 | 0.2240 | 0.0 | nan | 0.0 | 0.8478 | 0.6100 | 0.7004 | 0.3116 | nan | 0.4626 | 0.5188 | 0.2794 | 0.8629 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6648 | 0.0 | 0.0 | 0.7274 | 0.0170 | 0.5115 | 0.2200 | 0.0 | nan | 0.0 | 0.4004 | 0.3402 | 0.0 | 0.8297 | 0.6536 | 0.9306 | 0.0057 | 0.2442 | 0.1919 | 0.0 | nan |
| 0.2686 | 37.0 | 3959 | 0.5766 | 0.3280 | 0.4041 | 0.8423 | nan | 0.9515 | 0.6531 | 0.8647 | 0.3277 | nan | 0.5861 | 0.6537 | 0.5780 | 0.9543 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8164 | 0.0 | 0.0 | 0.8772 | 0.0100 | 0.7140 | 0.3120 | 0.0 | nan | 0.0132 | 0.6123 | 0.3934 | 0.0 | 0.9442 | 0.7230 | 0.9512 | 0.0087 | 0.3074 | 0.2736 | 0.0 | nan | 0.0 | 0.8667 | 0.6395 | 0.7574 | 0.3026 | nan | 0.5002 | 0.5131 | 0.2961 | 0.8600 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6657 | 0.0 | 0.0 | 0.7264 | 0.0097 | 0.5066 | 0.2298 | 0.0 | nan | 0.0107 | 0.4090 | 0.3482 | 0.0 | 0.8243 | 0.6750 | 0.9290 | 0.0086 | 0.1977 | 0.2184 | 0.0 | nan |
| 0.2872 | 38.0 | 4066 | 0.7600 | 0.3028 | 0.3828 | 0.7887 | nan | 0.8301 | 0.5952 | 0.9243 | 0.2099 | nan | 0.6148 | 0.6372 | 0.3157 | 0.9564 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7528 | 0.0 | 0.0 | 0.8400 | 0.0620 | 0.5784 | 0.4437 | 0.0 | nan | 0.0003 | 0.6813 | 0.4380 | 0.0 | 0.9478 | 0.7159 | 0.9605 | 0.0004 | 0.0724 | 0.2892 | 0.0 | nan | 0.0 | 0.7550 | 0.5920 | 0.4648 | 0.2005 | nan | 0.4681 | 0.5265 | 0.2530 | 0.8598 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6530 | 0.0 | 0.0 | 0.7064 | 0.0451 | 0.4417 | 0.2671 | 0.0 | nan | 0.0003 | 0.3835 | 0.3671 | 0.0 | 0.8275 | 0.6661 | 0.9329 | 0.0004 | 0.0570 | 0.2215 | 0.0 | nan |
| 0.2988 | 39.0 | 4173 | 0.6956 | 0.3137 | 0.4024 | 0.8060 | nan | 0.8486 | 0.7527 | 0.9051 | 0.4368 | nan | 0.5564 | 0.4663 | 0.6503 | 0.9574 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7798 | 0.0 | 0.0 | 0.8769 | 0.0076 | 0.6471 | 0.3134 | 0.0 | nan | 0.0013 | 0.5886 | 0.4146 | 0.0 | 0.9096 | 0.7897 | 0.9540 | 0.0315 | 0.3085 | 0.2778 | 0.0 | nan | 0.0 | 0.7775 | 0.7446 | 0.5061 | 0.3735 | nan | 0.4825 | 0.4014 | 0.2063 | 0.8661 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6520 | 0.0 | 0.0 | 0.7083 | 0.0076 | 0.4158 | 0.1801 | 0.0 | nan | 0.0012 | 0.4124 | 0.3577 | 0.0 | 0.8235 | 0.6763 | 0.9285 | 0.0304 | 0.2659 | 0.2209 | 0.0 | nan |
| 0.2554 | 40.0 | 4280 | 0.5925 | 0.3213 | 0.3982 | 0.8403 | nan | 0.9438 | 0.7390 | 0.8390 | 0.3689 | nan | 0.5711 | 0.6502 | 0.5845 | 0.9649 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8041 | 0.0 | 0.0 | 0.8783 | 0.0001 | 0.5734 | 0.3989 | 0.0 | nan | 0.0181 | 0.6474 | 0.2346 | 0.0 | 0.9157 | 0.8202 | 0.9624 | 0.0716 | 0.0365 | 0.3229 | 0.0 | nan | 0.0 | 0.8637 | 0.7244 | 0.7277 | 0.3249 | nan | 0.4866 | 0.5165 | 0.2970 | 0.8582 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6574 | 0.0 | 0.0 | 0.7153 | 0.0001 | 0.4233 | 0.2486 | 0.0 | nan | 0.0168 | 0.3913 | 0.2256 | 0.0 | 0.8333 | 0.7040 | 0.9306 | 0.0692 | 0.0314 | 0.2344 | 0.0 | nan |
| 0.2549 | 41.0 | 4387 | 0.6137 | 0.3175 | 0.4036 | 0.8348 | nan | 0.9280 | 0.6296 | 0.9200 | 0.2669 | nan | 0.6599 | 0.5151 | 0.5457 | 0.9527 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8299 | 0.0 | 0.0 | 0.8628 | 0.0039 | 0.6988 | 0.4697 | 0.1125 | nan | 0.0043 | 0.6066 | 0.2872 | 0.0 | 0.9294 | 0.7896 | 0.9474 | 0.0271 | 0.2414 | 0.2841 | 0.0 | nan | 0.0 | 0.8513 | 0.6222 | 0.6898 | 0.2564 | nan | 0.4924 | 0.4449 | 0.2277 | 0.8669 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6512 | 0.0 | 0.0 | 0.7296 | 0.0039 | 0.4976 | 0.2478 | 0.0128 | nan | 0.0041 | 0.4068 | 0.2688 | 0.0 | 0.8341 | 0.6984 | 0.9264 | 0.0262 | 0.1851 | 0.2162 | 0.0 | nan |
| 0.2354 | 42.0 | 4494 | 0.6317 | 0.3154 | 0.3936 | 0.8313 | nan | 0.9302 | 0.7064 | 0.8898 | 0.2278 | nan | 0.6420 | 0.5582 | 0.6139 | 0.9384 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8030 | 0.0 | 0.0 | 0.8834 | 0.0 | 0.5782 | 0.3702 | 0.0 | nan | 0.0192 | 0.6504 | 0.3178 | 0.0 | 0.9325 | 0.7654 | 0.9594 | 0.0016 | 0.1285 | 0.2850 | 0.0 | nan | 0.0 | 0.8420 | 0.7002 | 0.6594 | 0.2167 | nan | 0.5181 | 0.4815 | 0.2914 | 0.8742 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6824 | 0.0 | 0.0 | 0.7117 | 0.0 | 0.4338 | 0.2444 | 0.0 | nan | 0.0177 | 0.3958 | 0.2949 | 0.0 | 0.8282 | 0.6779 | 0.9325 | 0.0016 | 0.0717 | 0.2155 | 0.0 | nan |
| 0.2573 | 43.0 | 4601 | 0.6638 | 0.3210 | 0.4055 | 0.8307 | nan | 0.9147 | 0.7127 | 0.8974 | 0.2779 | nan | 0.6535 | 0.6889 | 0.6945 | 0.9396 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7530 | 0.0 | 0.0046 | 0.8750 | 0.0200 | 0.5979 | 0.3331 | 0.0 | nan | 0.0335 | 0.6971 | 0.3345 | 0.0 | 0.9309 | 0.8372 | 0.9505 | 0.0388 | 0.1107 | 0.2742 | 0.0 | nan | 0.0 | 0.8328 | 0.7039 | 0.6265 | 0.2615 | nan | 0.5346 | 0.5493 | 0.2865 | 0.8751 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6519 | 0.0 | 0.0046 | 0.7166 | 0.0196 | 0.4378 | 0.2408 | 0.0 | nan | 0.0325 | 0.3868 | 0.3039 | 0.0 | 0.8334 | 0.7071 | 0.9292 | 0.0382 | 0.0811 | 0.2187 | 0.0 | nan |
| 0.2599 | 44.0 | 4708 | 0.6196 | 0.3244 | 0.4032 | 0.8396 | nan | 0.9392 | 0.6877 | 0.9035 | 0.2769 | nan | 0.6472 | 0.5983 | 0.6718 | 0.9534 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7589 | 0.0 | 0.0 | 0.9145 | 0.0003 | 0.5502 | 0.3588 | 0.0625 | nan | 0.0184 | 0.6013 | 0.3435 | 0.0 | 0.9215 | 0.8015 | 0.9602 | 0.0108 | 0.2543 | 0.2641 | 0.0 | nan | 0.0 | 0.8565 | 0.6822 | 0.7163 | 0.2620 | nan | 0.5244 | 0.4975 | 0.2733 | 0.8634 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6556 | 0.0 | 0.0 | 0.7052 | 0.0003 | 0.4242 | 0.2415 | 0.0181 | nan | 0.0153 | 0.4087 | 0.3124 | 0.0 | 0.8391 | 0.7028 | 0.9304 | 0.0107 | 0.2206 | 0.2216 | 0.0 | nan |
| 0.2529 | 45.0 | 4815 | 0.6302 | 0.3224 | 0.4042 | 0.8371 | nan | 0.9314 | 0.6702 | 0.9042 | 0.3293 | nan | 0.6666 | 0.5921 | 0.6454 | 0.9319 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7982 | 0.0 | 0.0 | 0.8871 | 0.0 | 0.5281 | 0.4077 | 0.0 | nan | 0.0023 | 0.6458 | 0.3395 | 0.0 | 0.9404 | 0.7694 | 0.9567 | 0.0000 | 0.3069 | 0.2783 | 0.0 | nan | 0.0 | 0.8519 | 0.6655 | 0.6871 | 0.3055 | nan | 0.5104 | 0.4922 | 0.2660 | 0.8720 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6501 | 0.0 | 0.0 | 0.7079 | 0.0 | 0.4104 | 0.2737 | 0.0 | nan | 0.0022 | 0.4162 | 0.3119 | 0.0 | 0.8253 | 0.6790 | 0.9335 | 0.0000 | 0.2281 | 0.2292 | 0.0 | nan |
| 0.2276 | 46.0 | 4922 | 0.6255 | 0.3253 | 0.4020 | 0.8418 | nan | 0.9661 | 0.6236 | 0.8573 | 0.2166 | nan | 0.6236 | 0.6989 | 0.6588 | 0.9574 | 0.0 | 0.0104 | 0.0 | 0.0 | 0.7680 | 0.0 | 0.0 | 0.8693 | 0.0111 | 0.5761 | 0.4166 | 0.0 | nan | 0.0086 | 0.6356 | 0.3650 | 0.0 | 0.9240 | 0.8207 | 0.9607 | 0.0002 | 0.2081 | 0.2867 | 0.0 | nan | 0.0 | 0.8675 | 0.6203 | 0.7974 | 0.2036 | nan | 0.4959 | 0.5226 | 0.3157 | 0.8640 | 0.0 | 0.0104 | 0.0 | 0.0 | 0.6408 | 0.0 | 0.0 | 0.7240 | 0.0109 | 0.4506 | 0.3072 | 0.0 | nan | 0.0075 | 0.4135 | 0.3288 | 0.0 | 0.8224 | 0.6748 | 0.9333 | 0.0002 | 0.1640 | 0.2329 | 0.0 | nan |
| 0.2427 | 47.0 | 5029 | 0.6093 | 0.3226 | 0.4113 | 0.8449 | nan | 0.9583 | 0.6256 | 0.8814 | 0.2647 | nan | 0.6329 | 0.4902 | 0.6976 | 0.9514 | 0.0 | 0.0414 | 0.0 | 0.0 | 0.8144 | 0.0 | 0.0 | 0.8750 | 0.0047 | 0.6638 | 0.4526 | 0.2062 | nan | 0.0430 | 0.6420 | 0.3008 | 0.0 | 0.9298 | 0.8125 | 0.9579 | 0.0 | 0.2264 | 0.2764 | 0.0 | nan | 0.0 | 0.8712 | 0.6212 | 0.7939 | 0.2490 | nan | 0.5023 | 0.4054 | 0.2064 | 0.8732 | 0.0 | 0.0414 | 0.0 | 0.0 | 0.6399 | 0.0 | 0.0 | 0.7253 | 0.0044 | 0.4843 | 0.2982 | 0.0358 | nan | 0.0321 | 0.4041 | 0.2754 | 0.0 | 0.8420 | 0.7234 | 0.9310 | 0.0 | 0.1466 | 0.2163 | 0.0 | nan |
| 0.2303 | 48.0 | 5136 | 0.6381 | 0.3261 | 0.4072 | 0.8457 | nan | 0.9577 | 0.7092 | 0.9185 | 0.2747 | nan | 0.5507 | 0.6217 | 0.5527 | 0.9458 | 0.0 | 0.0887 | 0.0 | 0.0 | 0.8262 | 0.0 | 0.0 | 0.8852 | 0.0237 | 0.6067 | 0.3769 | 0.0 | nan | 0.0189 | 0.6713 | 0.2886 | 0.0 | 0.9241 | 0.8327 | 0.9500 | 0.0006 | 0.3745 | 0.2248 | 0.0 | nan | 0.0 | 0.8618 | 0.7047 | 0.7718 | 0.2607 | nan | 0.4691 | 0.4999 | 0.2526 | 0.8814 | 0.0 | 0.0886 | 0.0 | 0.0 | 0.6479 | 0.0 | 0.0 | 0.7159 | 0.0228 | 0.4523 | 0.2813 | 0.0 | nan | 0.0152 | 0.3797 | 0.2696 | 0.0 | 0.8326 | 0.7174 | 0.9286 | 0.0006 | 0.1907 | 0.1899 | 0.0 | nan |
| 0.2392 | 49.0 | 5243 | 0.6558 | 0.3184 | 0.4016 | 0.8339 | nan | 0.9390 | 0.6214 | 0.8553 | 0.2535 | nan | 0.6478 | 0.5244 | 0.6586 | 0.9625 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7632 | 0.0 | 0.0 | 0.8693 | 0.0001 | 0.5707 | 0.3258 | 0.0 | nan | 0.0207 | 0.6880 | 0.3607 | 0.0 | 0.9410 | 0.7973 | 0.9581 | 0.0092 | 0.4327 | 0.2511 | 0.0 | nan | 0.0 | 0.8481 | 0.6183 | 0.7038 | 0.2347 | nan | 0.5121 | 0.4383 | 0.2360 | 0.8539 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6423 | 0.0 | 0.0 | 0.7145 | 0.0001 | 0.4356 | 0.2695 | 0.0 | nan | 0.0169 | 0.3838 | 0.3152 | 0.0 | 0.8368 | 0.7196 | 0.9310 | 0.0092 | 0.2585 | 0.2117 | 0.0 | nan |
| 0.237 | 50.0 | 5350 | 0.6710 | 0.3204 | 0.4038 | 0.8369 | nan | 0.9533 | 0.6190 | 0.9035 | 0.2047 | nan | 0.5981 | 0.5344 | 0.6234 | 0.9413 | 0.1139 | 0.0 | 0.0 | 0.0 | 0.8222 | 0.0 | 0.0 | 0.8759 | 0.0 | 0.5728 | 0.5058 | 0.0 | nan | 0.0181 | 0.6576 | 0.3454 | 0.0 | 0.9373 | 0.7299 | 0.9508 | 0.0028 | 0.3569 | 0.2521 | 0.0 | nan | 0.0 | 0.8544 | 0.6119 | 0.7662 | 0.1959 | nan | 0.4797 | 0.4514 | 0.2373 | 0.8759 | 0.0262 | 0.0 | 0.0 | 0.0 | 0.6584 | 0.0 | 0.0 | 0.7154 | 0.0 | 0.4302 | 0.3280 | 0.0 | nan | 0.0135 | 0.3882 | 0.3064 | 0.0 | 0.8327 | 0.6856 | 0.9294 | 0.0027 | 0.2539 | 0.2084 | 0.0 | nan |
| 0.2224 | 51.0 | 5457 | 0.6493 | 0.3273 | 0.4107 | 0.8439 | nan | 0.9551 | 0.6831 | 0.9049 | 0.2683 | nan | 0.6261 | 0.6141 | 0.5829 | 0.9609 | 0.0 | 0.0279 | 0.0 | 0.0 | 0.8182 | 0.0 | 0.0264 | 0.8745 | 0.0002 | 0.5981 | 0.4327 | 0.0 | nan | 0.0131 | 0.6526 | 0.3670 | 0.0 | 0.9285 | 0.7689 | 0.9607 | 0.0027 | 0.4246 | 0.2390 | 0.0 | nan | 0.0 | 0.8617 | 0.6760 | 0.7923 | 0.2494 | nan | 0.5177 | 0.4909 | 0.2681 | 0.8700 | 0.0 | 0.0279 | 0.0 | 0.0 | 0.6421 | 0.0 | 0.0263 | 0.7098 | 0.0001 | 0.4424 | 0.2941 | 0.0 | nan | 0.0107 | 0.3983 | 0.3253 | 0.0 | 0.8296 | 0.6983 | 0.9322 | 0.0026 | 0.2031 | 0.2062 | 0.0 | nan |
| 0.229 | 52.0 | 5564 | 0.6737 | 0.3294 | 0.4178 | 0.8319 | nan | 0.9129 | 0.7412 | 0.9291 | 0.3018 | nan | 0.6283 | 0.5970 | 0.5446 | 0.9533 | 0.0006 | 0.0 | 0.0 | 0.0 | 0.8282 | 0.0 | 0.0 | 0.8931 | 0.0 | 0.5834 | 0.4663 | 0.1313 | nan | 0.0639 | 0.6584 | 0.3552 | 0.0 | 0.9062 | 0.8006 | 0.9567 | 0.0043 | 0.3740 | 0.3202 | 0.0 | nan | 0.0 | 0.8299 | 0.7314 | 0.6376 | 0.2770 | nan | 0.5090 | 0.5047 | 0.2880 | 0.8749 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.6588 | 0.0 | 0.0 | 0.7263 | 0.0 | 0.4638 | 0.3083 | 0.0212 | nan | 0.0507 | 0.4104 | 0.3115 | 0.0 | 0.8294 | 0.6875 | 0.9332 | 0.0040 | 0.2403 | 0.2443 | 0.0 | nan |
The model card is truncated. Read the rest on Hugging Face.