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dragon515/segformer-finetuned-sidewalk-10k-steps
segformer-finetuned-sidewalk-10k-steps is a image segmentation model from dragon515. 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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2.63 | 1.0 | 107 | 1.9980 | 0.0963 | 0.1445 | 0.6255 | nan | 0.6281 | 0.8645 | 0.0 | 0.0124 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7369 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.9438 | 0.0 | 0.0001 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8879 | 0.1919 | 0.3579 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4027 | 0.6936 | 0.0 | 0.0124 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4651 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.3644 | 0.0 | 0.0001 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6192 | 0.1737 | 0.3506 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.8424 | 2.0 | 214 | 1.6238 | 0.1322 | 0.1887 | 0.6748 | nan | 0.6829 | 0.8440 | 0.0 | 0.3072 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8499 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.9208 | 0.0 | 0.0003 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8021 | 0.8326 | 0.7990 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4155 | 0.7297 | 0.0 | 0.3025 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4853 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.3962 | 0.0 | 0.0003 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6875 | 0.5089 | 0.7043 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.4704 | 3.0 | 321 | 1.2968 | 0.1417 | 0.1997 | 0.6970 | nan | 0.7446 | 0.8746 | 0.0 | 0.6493 | 0.0015 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8200 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.9217 | 0.0 | 0.0032 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6884 | 0.8817 | 0.8052 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4547 | 0.7688 | 0.0 | 0.4908 | 0.0015 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5857 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.4631 | 0.0 | 0.0032 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6120 | 0.4259 | 0.7284 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.3174 | 4.0 | 428 | 1.1414 | 0.1542 | 0.2047 | 0.7321 | nan | 0.7118 | 0.9222 | 0.0 | 0.6080 | 0.0191 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8872 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.8776 | 0.0 | 0.0076 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8792 | 0.7669 | 0.8715 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4734 | 0.7606 | 0.0 | 0.4941 | 0.0185 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5720 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.5325 | 0.0 | 0.0076 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7293 | 0.5851 | 0.7627 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.2029 | 5.0 | 535 | 1.0745 | 0.1563 | 0.2074 | 0.7358 | nan | 0.7190 | 0.9134 | 0.0 | 0.6283 | 0.0828 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9097 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.8676 | 0.0 | 0.0069 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9103 | 0.7157 | 0.8839 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4907 | 0.7877 | 0.0 | 0.5345 | 0.0721 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5297 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.5196 | 0.0 | 0.0069 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7134 | 0.5446 | 0.8036 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.0631 | 6.0 | 642 | 1.0674 | 0.1534 | 0.2017 | 0.7228 | nan | 0.4849 | 0.9689 | 0.0 | 0.5688 | 0.1631 | 0.0 | 0.0003 | 0.0 | 0.0 | 0.9217 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.8618 | 0.0 | 0.0442 | 0.0 | 0.0 | nan | 0.0 | 0.0016 | 0.0 | 0.0 | 0.8535 | 0.8100 | 0.7706 | 0.0 | 0.0 | 0.0055 | 0.0 | nan | 0.4396 | 0.7250 | 0.0 | 0.4864 | 0.1308 | 0.0 | 0.0003 | 0.0 | 0.0 | 0.5447 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.5526 | 0.0 | 0.0440 | 0.0 | 0.0 | nan | 0.0 | 0.0016 | 0.0 | 0.0 | 0.7050 | 0.5412 | 0.7326 | 0.0 | 0.0 | 0.0053 | 0.0 |
| 1.0168 | 7.0 | 749 | 0.9743 | 0.1616 | 0.2145 | 0.7340 | nan | 0.6248 | 0.9629 | 0.0 | 0.6055 | 0.1411 | 0.0 | 0.0113 | 0.0 | 0.0 | 0.9606 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.7945 | 0.0 | 0.2188 | 0.0 | 0.0 | nan | 0.0 | 0.0070 | 0.0 | 0.0 | 0.8002 | 0.8392 | 0.8816 | 0.0 | 0.0 | 0.0150 | 0.0 | nan | 0.5055 | 0.7658 | 0.0 | 0.4673 | 0.1218 | 0.0 | 0.0105 | 0.0 | 0.0 | 0.4911 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.5737 | 0.0 | 0.2075 | 0.0 | 0.0 | nan | 0.0 | 0.0070 | 0.0 | 0.0 | 0.7005 | 0.5065 | 0.8004 | 0.0 | 0.0 | 0.0141 | 0.0 |
| 0.9498 | 8.0 | 856 | 0.9138 | 0.1800 | 0.2314 | 0.7513 | nan | 0.6538 | 0.9501 | 0.1609 | 0.6160 | 0.1876 | 0.0 | 0.1763 | 0.0001 | 0.0 | 0.9170 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.8431 | 0.0 | 0.2112 | 0.0000 | 0.0 | nan | 0.0 | 0.0282 | 0.0 | 0.0 | 0.8518 | 0.8370 | 0.9376 | 0.0 | 0.0 | 0.0334 | 0.0 | nan | 0.5357 | 0.7786 | 0.1571 | 0.4909 | 0.1492 | 0.0 | 0.1302 | 0.0001 | 0.0 | 0.5745 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.5902 | 0.0 | 0.2018 | 0.0000 | 0.0 | nan | 0.0 | 0.0281 | 0.0 | 0.0 | 0.7006 | 0.5791 | 0.8144 | 0.0 | 0.0 | 0.0295 | 0.0 |
| 0.9311 | 9.0 | 963 | 0.9098 | 0.1852 | 0.2323 | 0.7500 | nan | 0.5355 | 0.9646 | 0.2723 | 0.5754 | 0.1484 | 0.0 | 0.2072 | 0.0159 | 0.0 | 0.9134 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.8930 | 0.0 | 0.1797 | 0.0007 | 0.0 | nan | 0.0 | 0.0703 | 0.0 | 0.0 | 0.8887 | 0.8187 | 0.9042 | 0.0 | 0.0 | 0.0456 | 0.0 | nan | 0.4791 | 0.7572 | 0.2706 | 0.4683 | 0.1297 | 0.0 | 0.1247 | 0.0159 | 0.0 | 0.6194 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.5866 | 0.0 | 0.1662 | 0.0007 | 0.0 | nan | 0.0 | 0.0692 | 0.0 | 0.0 | 0.7463 | 0.6401 | 0.8198 | 0.0 | 0.0 | 0.0333 | 0.0 |
| 0.8429 | 10.0 | 1070 | 0.8815 | 0.2035 | 0.2596 | 0.7613 | nan | 0.6066 | 0.9371 | 0.3986 | 0.6835 | 0.2049 | 0.0 | 0.2464 | 0.1894 | 0.0 | 0.9202 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.8681 | 0.0 | 0.4150 | 0.0151 | 0.0 | nan | 0.0 | 0.1195 | 0.0 | 0.0 | 0.8504 | 0.8775 | 0.9150 | 0.0 | 0.0 | 0.0607 | 0.0 | nan | 0.4903 | 0.7980 | 0.3464 | 0.5011 | 0.1773 | 0.0 | 0.1601 | 0.1791 | 0.0 | 0.6061 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.6219 | 0.0 | 0.3161 | 0.0150 | 0.0 | nan | 0.0 | 0.1141 | 0.0 | 0.0 | 0.7200 | 0.5939 | 0.8216 | 0.0 | 0.0 | 0.0510 | 0.0 |
| 0.7821 | 11.0 | 1177 | 0.9169 | 0.1967 | 0.2541 | 0.7417 | nan | 0.4194 | 0.9454 | 0.5742 | 0.6082 | 0.1706 | 0.0 | 0.2582 | 0.1495 | 0.0 | 0.8910 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.9334 | 0.0 | 0.4634 | 0.0003 | 0.0 | nan | 0.0 | 0.1230 | 0.0 | 0.0 | 0.8317 | 0.8547 | 0.8725 | 0.0 | 0.0 | 0.0361 | 0.0 | nan | 0.4028 | 0.7552 | 0.3985 | 0.5066 | 0.1494 | 0.0 | 0.1439 | 0.1417 | 0.0 | 0.6719 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.5445 | 0.0 | 0.2527 | 0.0003 | 0.0 | nan | 0.0 | 0.1147 | 0.0 | 0.0 | 0.7515 | 0.6304 | 0.8000 | 0.0 | 0.0 | 0.0292 | 0.0 |
| 0.7941 | 12.0 | 1284 | 0.8220 | 0.2171 | 0.2738 | 0.7725 | nan | 0.5586 | 0.9570 | 0.4591 | 0.7406 | 0.1263 | 0.0 | 0.2350 | 0.4535 | 0.0 | 0.9118 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.8894 | 0.0 | 0.5316 | 0.0018 | 0.0 | nan | 0.0 | 0.2102 | 0.0 | 0.0 | 0.8690 | 0.8578 | 0.8877 | 0.0 | 0.0 | 0.0716 | 0.0 | nan | 0.4903 | 0.8016 | 0.3960 | 0.5066 | 0.1175 | 0.0 | 0.1368 | 0.3796 | 0.0 | 0.6791 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.6548 | 0.0 | 0.3735 | 0.0018 | 0.0 | nan | 0.0 | 0.1689 | 0.0 | 0.0 | 0.7584 | 0.6106 | 0.8141 | 0.0 | 0.0 | 0.0567 | 0.0 |
| 0.7382 | 13.0 | 1391 | 0.8105 | 0.2252 | 0.2871 | 0.7731 | nan | 0.5930 | 0.9464 | 0.6907 | 0.6366 | 0.2572 | 0.0 | 0.3422 | 0.3964 | 0.0 | 0.9028 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.9174 | 0.0 | 0.5818 | 0.0067 | 0.0 | nan | 0.0 | 0.2424 | 0.0 | 0.0 | 0.8283 | 0.8558 | 0.9047 | 0.0 | 0.0 | 0.0856 | 0.0 | nan | 0.5106 | 0.8001 | 0.5068 | 0.5288 | 0.1956 | 0.0 | 0.1846 | 0.3387 | 0.0 | 0.6876 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.6304 | 0.0 | 0.3768 | 0.0067 | 0.0 | nan | 0.0 | 0.1815 | 0.0 | 0.0 | 0.7511 | 0.6230 | 0.8164 | 0.0 | 0.0 | 0.0665 | 0.0 |
| 0.7245 | 14.0 | 1498 | 0.7762 | 0.2330 | 0.2908 | 0.7871 | nan | 0.6901 | 0.9576 | 0.6717 | 0.6076 | 0.2132 | 0.0 | 0.3430 | 0.5243 | 0.0 | 0.9038 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.9060 | 0.0 | 0.4936 | 0.0218 | 0.0 | nan | 0.0 | 0.2390 | 0.0 | 0.0 | 0.8675 | 0.8526 | 0.8906 | 0.0 | 0.0 | 0.1243 | 0.0 | nan | 0.5786 | 0.8089 | 0.5188 | 0.5376 | 0.1888 | 0.0 | 0.1863 | 0.3902 | 0.0 | 0.6983 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.6403 | 0.0 | 0.3684 | 0.0217 | 0.0 | nan | 0.0 | 0.1928 | 0.0 | 0.0 | 0.7659 | 0.6466 | 0.8261 | 0.0 | 0.0 | 0.0880 | 0.0 |
| 0.716 | 15.0 | 1605 | 0.7406 | 0.2401 | 0.2986 | 0.7977 | nan | 0.7674 | 0.9396 | 0.6055 | 0.6820 | 0.1779 | 0.0 | 0.2830 | 0.6526 | 0.0 | 0.9048 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.8975 | 0.0 | 0.5333 | 0.0513 | 0.0 | nan | 0.0 | 0.2485 | 0.0 | 0.0 | 0.9006 | 0.8634 | 0.8987 | 0.0 | 0.0 | 0.1480 | 0.0 | nan | 0.6092 | 0.8228 | 0.5039 | 0.5937 | 0.1587 | 0.0 | 0.1816 | 0.4437 | 0.0 | 0.7046 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.6620 | 0.0 | 0.3899 | 0.0505 | 0.0 | nan | 0.0 | 0.1989 | 0.0 | 0.0 | 0.7690 | 0.6631 | 0.8312 | 0.0 | 0.0 | 0.0995 | 0.0 |
| 0.6967 | 16.0 | 1712 | 0.7519 | 0.2374 | 0.3022 | 0.7868 | nan | 0.6527 | 0.9248 | 0.5821 | 0.7152 | 0.2506 | 0.0 | 0.3536 | 0.7032 | 0.0 | 0.9183 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.8921 | 0.0 | 0.5618 | 0.0642 | 0.0 | nan | 0.0 | 0.3191 | 0.0 | 0.0 | 0.9139 | 0.7944 | 0.9108 | 0.0 | 0.0 | 0.1121 | 0.0 | nan | 0.5396 | 0.8161 | 0.4210 | 0.5140 | 0.2151 | 0.0 | 0.2164 | 0.4745 | 0.0 | 0.6696 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.6619 | 0.0 | 0.3695 | 0.0629 | 0.0 | nan | 0.0 | 0.2228 | 0.0 | 0.0 | 0.7769 | 0.7082 | 0.8398 | 0.0 | 0.0 | 0.0877 | 0.0 |
| 0.7146 | 17.0 | 1819 | 0.7673 | 0.2381 | 0.2984 | 0.7853 | nan | 0.6112 | 0.9554 | 0.6551 | 0.6374 | 0.2040 | 0.0 | 0.3131 | 0.6927 | 0.0 | 0.9469 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.8407 | 0.0 | 0.5511 | 0.0980 | 0.0 | nan | 0.0 | 0.2891 | 0.0 | 0.0 | 0.9134 | 0.8228 | 0.9164 | 0.0 | 0.0 | 0.1020 | 0.0 | nan | 0.5347 | 0.8061 | 0.4892 | 0.4776 | 0.1807 | 0.0 | 0.2031 | 0.5341 | 0.0 | 0.6233 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.6703 | 0.0 | 0.3876 | 0.0955 | 0.0 | nan | 0.0 | 0.2245 | 0.0 | 0.0 | 0.7746 | 0.6848 | 0.8530 | 0.0 | 0.0 | 0.0798 | 0.0 |
| 0.6249 | 18.0 | 1926 | 0.7641 | 0.2400 | 0.3017 | 0.7823 | nan | 0.6081 | 0.9589 | 0.6340 | 0.5831 | 0.1883 | 0.0 | 0.3585 | 0.7692 | 0.0 | 0.8911 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0039 | nan | 0.0 | 0.8484 | 0.0 | 0.5604 | 0.1292 | 0.0 | nan | 0.0 | 0.3278 | 0.0 | 0.0 | 0.9132 | 0.8197 | 0.8919 | 0.0 | 0.0 | 0.1704 | 0.0 | nan | 0.5348 | 0.7856 | 0.4942 | 0.4752 | 0.1651 | 0.0 | 0.2141 | 0.4601 | 0.0 | 0.7166 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0039 | nan | 0.0 | 0.6632 | 0.0 | 0.3938 | 0.1226 | 0.0 | nan | 0.0 | 0.2324 | 0.0 | 0.0 | 0.7814 | 0.7015 | 0.8409 | 0.0 | 0.0 | 0.0952 | 0.0 |
| 0.6523 | 19.0 | 2033 | 0.7224 | 0.2463 | 0.3111 | 0.7971 | nan | 0.7888 | 0.9238 | 0.6959 | 0.6892 | 0.2065 | 0.0 | 0.4011 | 0.7448 | 0.0 | 0.9197 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0055 | nan | 0.0 | 0.8725 | 0.0 | 0.5523 | 0.1192 | 0.0 | nan | 0.0 | 0.2748 | 0.0 | 0.0 | 0.9003 | 0.7875 | 0.9184 | 0.0 | 0.0 | 0.1534 | 0.0 | nan | 0.5868 | 0.8283 | 0.4928 | 0.5559 | 0.1853 | 0.0 | 0.2254 | 0.4812 | 0.0 | 0.6969 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0055 | nan | 0.0 | 0.6617 | 0.0 | 0.3885 | 0.1146 | 0.0 | nan | 0.0 | 0.2333 | 0.0 | 0.0 | 0.7849 | 0.6897 | 0.8427 | 0.0 | 0.0 | 0.1065 | 0.0 |
| 0.6197 | 20.0 | 2140 | 0.7227 | 0.2458 | 0.3095 | 0.7916 | nan | 0.7398 | 0.9395 | 0.5908 | 0.6982 | 0.3091 | 0.0 | 0.1808 | 0.7815 | 0.0 | 0.9326 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0119 | nan | 0.0 | 0.7589 | 0.0 | 0.5982 | 0.2340 | 0.0 | nan | 0.0 | 0.3220 | 0.0 | 0.0 | 0.8934 | 0.8224 | 0.9427 | 0.0 | 0.0 | 0.1480 | 0.0 | nan | 0.5737 | 0.8184 | 0.4611 | 0.5457 | 0.2474 | 0.0 | 0.1301 | 0.5265 | 0.0 | 0.6796 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0119 | nan | 0.0 | 0.6438 | 0.0 | 0.3870 | 0.2141 | 0.0 | nan | 0.0 | 0.2447 | 0.0 | 0.0 | 0.7855 | 0.6601 | 0.8530 | 0.0 | 0.0 | 0.0834 | 0.0 |
| 0.6298 | 21.0 | 2247 | 0.6826 | 0.2509 | 0.3077 | 0.8064 | nan | 0.7776 | 0.9477 | 0.4951 | 0.6982 | 0.2926 | 0.0 | 0.2909 | 0.7075 | 0.0 | 0.9019 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0142 | nan | 0.0 | 0.9299 | 0.0 | 0.5729 | 0.1771 | 0.0 | nan | 0.0 | 0.2987 | 0.0 | 0.0 | 0.8786 | 0.8219 | 0.9182 | 0.0 | 0.0 | 0.1232 | 0.0 | nan | 0.6216 | 0.8323 | 0.4266 | 0.5821 | 0.2268 | 0.0 | 0.2128 | 0.4706 | 0.0 | 0.7242 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0142 | nan | 0.0 | 0.6507 | 0.0 | 0.4138 | 0.1642 | 0.0 | nan | 0.0 | 0.2382 | 0.0 | 0.0 | 0.7984 | 0.7100 | 0.8501 | 0.0 | 0.0 | 0.0926 | 0.0 |
| 0.6061 | 22.0 | 2354 | 0.7402 | 0.2486 | 0.3103 | 0.7827 | nan | 0.5784 | 0.9298 | 0.6171 | 0.7021 | 0.2619 | 0.0 | 0.4360 | 0.6863 | 0.0 | 0.8642 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1084 | nan | 0.0 | 0.9295 | 0.0 | 0.5527 | 0.1772 | 0.0 | nan | 0.0 | 0.3262 | 0.0 | 0.0 | 0.8885 | 0.8234 | 0.9107 | 0.0 | 0.0 | 0.1387 | 0.0 | nan | 0.4789 | 0.8126 | 0.5314 | 0.4620 | 0.2266 | 0.0 | 0.2501 | 0.4935 | 0.0 | 0.7363 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1077 | nan | 0.0 | 0.6343 | 0.0 | 0.3711 | 0.1685 | 0.0 | nan | 0.0 | 0.2476 | 0.0 | 0.0 | 0.7958 | 0.6886 | 0.8472 | 0.0 | 0.0 | 0.1035 | 0.0 |
| 0.6077 | 23.0 | 2461 | 0.7142 | 0.2531 | 0.3190 | 0.7952 | nan | 0.6883 | 0.9434 | 0.5959 | 0.7071 | 0.1699 | 0.0 | 0.3899 | 0.8140 | 0.0 | 0.9342 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0978 | nan | 0.0 | 0.8151 | 0.0 | 0.6305 | 0.2628 | 0.0 | nan | 0.0 | 0.3704 | 0.0 | 0.0 | 0.9076 | 0.8137 | 0.9280 | 0.0 | 0.0 | 0.1386 | 0.0 | nan | 0.5589 | 0.8195 | 0.5106 | 0.5287 | 0.1556 | 0.0 | 0.2372 | 0.5124 | 0.0 | 0.6813 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0973 | nan | 0.0 | 0.6704 | 0.0 | 0.4002 | 0.2327 | 0.0 | nan | 0.0 | 0.2401 | 0.0 | 0.0 | 0.7962 | 0.7060 | 0.8652 | 0.0 | 0.0 | 0.0880 | 0.0 |
| 0.5733 | 24.0 | 2568 | 0.7468 | 0.2501 | 0.3185 | 0.7873 | nan | 0.5767 | 0.9343 | 0.6211 | 0.8107 | 0.2497 | 0.0 | 0.2288 | 0.8094 | 0.0 | 0.8896 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1378 | nan | 0.0 | 0.8390 | 0.0 | 0.6598 | 0.2204 | 0.0 | nan | 0.0 | 0.3576 | 0.0 | 0.0 | 0.8947 | 0.8386 | 0.9353 | 0.0 | 0.0 | 0.1881 | 0.0 | nan | 0.4845 | 0.8256 | 0.4737 | 0.4719 | 0.2088 | 0.0 | 0.1725 | 0.4850 | 0.0 | 0.7548 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1349 | nan | 0.0 | 0.6777 | 0.0 | 0.3968 | 0.2024 | 0.0 | nan | 0.0 | 0.2388 | 0.0 | 0.0 | 0.7981 | 0.6989 | 0.8663 | 0.0 | 0.0 | 0.1115 | 0.0 |
| 0.5824 | 25.0 | 2675 | 0.7206 | 0.2563 | 0.3208 | 0.7954 | nan | 0.6241 | 0.9485 | 0.6620 | 0.6874 | 0.2499 | 0.0 | 0.2609 | 0.8283 | 0.0 | 0.9214 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2053 | nan | 0.0 | 0.8816 | 0.0 | 0.5645 | 0.2351 | 0.0 | nan | 0.0 | 0.3385 | 0.0 | 0.0 | 0.9068 | 0.8273 | 0.9361 | 0.0 | 0.0 | 0.1874 | 0.0 | nan | 0.5304 | 0.8169 | 0.4817 | 0.4789 | 0.2252 | 0.0 | 0.1871 | 0.5111 | 0.0 | 0.7262 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2021 | nan | 0.0 | 0.6784 | 0.0 | 0.3912 | 0.2134 | 0.0 | nan | 0.0 | 0.2592 | 0.0 | 0.0 | 0.8047 | 0.7062 | 0.8659 | 0.0 | 0.0 | 0.1228 | 0.0 |
| 0.5506 | 26.0 | 2782 | 0.7127 | 0.2604 | 0.3235 | 0.7946 | nan | 0.5265 | 0.9560 | 0.6204 | 0.7186 | 0.3018 | 0.0 | 0.3646 | 0.7754 | 0.0 | 0.9310 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3294 | nan | 0.0 | 0.9078 | 0.0 | 0.5830 | 0.3238 | 0.0 | nan | 0.0 | 0.3049 | 0.0 | 0.0 | 0.9168 | 0.7917 | 0.9116 | 0.0 | 0.0 | 0.0890 | 0.0 | nan | 0.4743 | 0.8219 | 0.4720 | 0.5288 | 0.2387 | 0.0 | 0.2255 | 0.5548 | 0.0 | 0.7092 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2764 | nan | 0.0 | 0.6596 | 0.0 | 0.4101 | 0.2624 | 0.0 | nan | 0.0 | 0.2481 | 0.0 | 0.0 | 0.7994 | 0.7116 | 0.8628 | 0.0 | 0.0 | 0.0772 | 0.0 |
| 0.5929 | 27.0 | 2889 | 0.6866 | 0.2702 | 0.3379 | 0.8080 | nan | 0.7504 | 0.9380 | 0.6357 | 0.6362 | 0.2503 | 0.0 | 0.4525 | 0.8158 | 0.0 | 0.9169 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3336 | nan | 0.0 | 0.8518 | 0.0 | 0.6337 | 0.4338 | 0.0 | nan | 0.0 | 0.3500 | 0.0 | 0.0 | 0.9267 | 0.8349 | 0.9111 | 0.0 | 0.0 | 0.1416 | 0.0 | nan | 0.6072 | 0.8361 | 0.4559 | 0.5403 | 0.2103 | 0.0 | 0.2754 | 0.5277 | 0.0 | 0.7270 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2917 | nan | 0.0 | 0.6729 | 0.0 | 0.4051 | 0.3650 | 0.0 | nan | 0.0 | 0.2615 | 0.0 | 0.0 | 0.7990 | 0.7024 | 0.8670 | 0.0 | 0.0 | 0.1024 | 0.0 |
| 0.5296 | 28.0 | 2996 | 0.6657 | 0.2744 | 0.3366 | 0.8174 | nan | 0.8030 | 0.9396 | 0.5971 | 0.7430 | 0.2328 | 0.0 | 0.3024 | 0.7030 | 0.0 | 0.9173 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4111 | nan | 0.0 | 0.8984 | 0.0 | 0.5995 | 0.4654 | 0.0 | nan | 0.0 | 0.3340 | 0.0 | 0.0 | 0.8962 | 0.8665 | 0.9347 | 0.0 | 0.0 | 0.1270 | 0.0 | nan | 0.6209 | 0.8478 | 0.4616 | 0.6394 | 0.2037 | 0.0 | 0.2163 | 0.5525 | 0.0 | 0.7416 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2995 | nan | 0.0 | 0.6580 | 0.0 | 0.4454 | 0.3746 | 0.0 | nan | 0.0 | 0.2432 | 0.0 | 0.0 | 0.8057 | 0.7067 | 0.8663 | 0.0 | 0.0 | 0.0991 | 0.0 |
| 0.535 | 29.0 | 3103 | 0.6941 | 0.2633 | 0.3319 | 0.8032 | nan | 0.7476 | 0.9327 | 0.4774 | 0.7654 | 0.2080 | 0.0 | 0.3697 | 0.7623 | 0.0 | 0.9269 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4097 | nan | 0.0 | 0.9014 | 0.0 | 0.6352 | 0.3538 | 0.0 | nan | 0.0 | 0.3495 | 0.0 | 0.0 | 0.8454 | 0.8863 | 0.9312 | 0.0 | 0.0 | 0.1189 | 0.0 | nan | 0.5919 | 0.8389 | 0.3984 | 0.5860 | 0.1892 | 0.0 | 0.2353 | 0.5625 | 0.0 | 0.7135 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2874 | nan | 0.0 | 0.6647 | 0.0 | 0.3925 | 0.3106 | 0.0 | nan | 0.0 | 0.2573 | 0.0 | 0.0 | 0.7811 | 0.6565 | 0.8628 | 0.0 | 0.0 | 0.0970 | 0.0 |
| 0.5551 | 30.0 | 3210 | 0.7026 | 0.2733 | 0.3455 | 0.8054 | nan | 0.7616 | 0.9166 | 0.6284 | 0.7953 | 0.2657 | 0.0 | 0.3415 | 0.8005 | 0.0 | 0.9268 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4347 | nan | 0.0 | 0.7702 | 0.0 | 0.5733 | 0.5522 | 0.0 | nan | 0.0 | 0.3897 | 0.0 | 0.0 | 0.9143 | 0.8901 | 0.9284 | 0.0 | 0.0 | 0.1665 | 0.0 | nan | 0.5663 | 0.8402 | 0.4873 | 0.5934 | 0.2306 | 0.0 | 0.1979 | 0.5712 | 0.0 | 0.7261 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2964 | nan | 0.0 | 0.6603 | 0.0 | 0.4536 | 0.4196 | 0.0 | nan | 0.0 | 0.2235 | 0.0 | 0.0 | 0.7999 | 0.7053 | 0.8746 | 0.0 | 0.0 | 0.1003 | 0.0 |
| 0.5058 | 31.0 | 3317 | 0.6920 | 0.2668 | 0.3319 | 0.8034 | nan | 0.6651 | 0.9402 | 0.6938 | 0.7921 | 0.1592 | 0.0 | 0.1482 | 0.7545 | 0.0 | 0.9158 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4385 | nan | 0.0 | 0.9100 | 0.0 | 0.6277 | 0.4017 | 0.0 | nan | 0.0 | 0.3257 | 0.0 | 0.0 | 0.8912 | 0.8587 | 0.9299 | 0.0 | 0.0 | 0.1697 | 0.0 | nan | 0.5487 | 0.8292 | 0.4928 | 0.5287 | 0.1504 | 0.0 | 0.1199 | 0.5477 | 0.0 | 0.7419 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3481 | nan | 0.0 | 0.6785 | 0.0 | 0.4538 | 0.3387 | 0.0 | nan | 0.0 | 0.2476 | 0.0 | 0.0 | 0.8063 | 0.7150 | 0.8719 | 0.0 | 0.0 | 0.1177 | 0.0 |
| 0.549 | 32.0 | 3424 | 0.6540 | 0.2754 | 0.3357 | 0.8145 | nan | 0.7787 | 0.9544 | 0.6566 | 0.6189 | 0.2471 | 0.0 | 0.2747 | 0.7314 | 0.0 | 0.9109 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4204 | nan | 0.0 | 0.8923 | 0.0 | 0.6464 | 0.4001 | 0.0 | nan | 0.0 | 0.3407 | 0.0 | 0.0 | 0.9046 | 0.8565 | 0.9406 | 0.0 | 0.0 | 0.1677 | 0.0 | nan | 0.6204 | 0.8321 | 0.5080 | 0.5512 | 0.2080 | 0.0 | 0.2068 | 0.5565 | 0.0 | 0.7428 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3474 | nan | 0.0 | 0.6856 | 0.0 | 0.4436 | 0.3199 | 0.0 | nan | 0.0 | 0.2525 | 0.0 | 0.0 | 0.8093 | 0.7290 | 0.8767 | 0.0 | 0.0 | 0.1223 | 0.0 |
| 0.4887 | 33.0 | 3531 | 0.6701 | 0.2748 | 0.3489 | 0.8084 | nan | 0.7960 | 0.9191 | 0.7126 | 0.7493 | 0.2179 | 0.0 | 0.2874 | 0.8168 | 0.0 | 0.9288 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5190 | nan | 0.0 | 0.8606 | 0.0 | 0.5587 | 0.5084 | 0.0 | nan | 0.0 | 0.4138 | 0.0 | 0.0 | 0.8850 | 0.8639 | 0.9287 | 0.0 | 0.0 | 0.1998 | 0.0 | nan | 0.5760 | 0.8360 | 0.4942 | 0.5972 | 0.1943 | 0.0 | 0.2041 | 0.5513 | 0.0 | 0.7158 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3120 | nan | 0.0 | 0.6771 | 0.0 | 0.4494 | 0.4050 | 0.0 | nan | 0.0 | 0.2481 | 0.0 | 0.0 | 0.8107 | 0.7304 | 0.8742 | 0.0 | 0.0 | 0.1168 | 0.0 |
| 0.5009 | 34.0 | 3638 | 0.6632 | 0.2796 | 0.3471 | 0.8166 | nan | 0.8099 | 0.9275 | 0.7244 | 0.7450 | 0.2597 | 0.0 | 0.2392 | 0.7828 | 0.0 | 0.9171 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5469 | nan | 0.0 | 0.8529 | 0.0 | 0.6339 | 0.3797 | 0.0 | nan | 0.0 | 0.3752 | 0.0 | 0.0 | 0.9226 | 0.8523 | 0.9404 | 0.0 | 0.0 | 0.1980 | 0.0 | nan | 0.5918 | 0.8395 | 0.5273 | 0.6345 | 0.2268 | 0.0 | 0.1833 | 0.5748 | 0.0 | 0.7523 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3311 | nan | 0.0 | 0.6811 | 0.0 | 0.4360 | 0.3394 | 0.0 | nan | 0.0 | 0.2690 | 0.0 | 0.0 | 0.8151 | 0.7392 | 0.8842 | 0.0 | 0.0 | 0.1233 | 0.0 |
| 0.4979 | 35.0 | 3745 | 0.6647 | 0.2793 | 0.3448 | 0.8133 | nan | 0.8031 | 0.9350 | 0.6527 | 0.6724 | 0.1961 | 0.0 | 0.3824 | 0.7662 | 0.0 | 0.9312 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4869 | nan | 0.0 | 0.8697 | 0.0 | 0.5610 | 0.5423 | 0.0 | nan | 0.0 | 0.3317 | 0.0 | 0.0 | 0.9015 | 0.8801 | 0.9300 | 0.0 | 0.0 | 0.1926 | 0.0 | nan | 0.6138 | 0.8295 | 0.5184 | 0.5878 | 0.1812 | 0.0 | 0.2364 | 0.5785 | 0.0 | 0.7284 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3313 | nan | 0.0 | 0.6623 | 0.0 | 0.4175 | 0.4419 | 0.0 | nan | 0.0 | 0.2562 | 0.0 | 0.0 | 0.8171 | 0.7341 | 0.8727 | 0.0 | 0.0 | 0.1293 | 0.0 |
| 0.5083 | 36.0 | 3852 | 0.6619 | 0.2806 | 0.3498 | 0.8165 | nan | 0.7138 | 0.9431 | 0.7095 | 0.7867 | 0.2334 | 0.0 | 0.3650 | 0.8100 | 0.0 | 0.9304 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5152 | nan | 0.0 | 0.8853 | 0.0 | 0.5142 | 0.5409 | 0.0 | nan | 0.0 | 0.3403 | 0.0 | 0.0 | 0.9087 | 0.8541 | 0.9328 | 0.0 | 0.0 | 0.2097 | 0.0 | nan | 0.5907 | 0.8491 | 0.4749 | 0.5863 | 0.2113 | 0.0 | 0.2494 | 0.5978 | 0.0 | 0.7386 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3317 | nan | 0.0 | 0.6648 | 0.0 | 0.4301 | 0.4399 | 0.0 | nan | 0.0 | 0.2594 | 0.0 | 0.0 | 0.8158 | 0.7326 | 0.8755 | 0.0 | 0.0 | 0.1312 | 0.0 |
| 0.4658 | 37.0 | 3959 | 0.6592 | 0.2758 | 0.3475 | 0.8125 | nan | 0.7238 | 0.9466 | 0.6958 | 0.7469 | 0.1840 | 0.0 | 0.4073 | 0.7977 | 0.0 | 0.9247 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5458 | nan | 0.0 | 0.8411 | 0.0 | 0.4762 | 0.6125 | 0.0 | nan | 0.0 | 0.3344 | 0.0 | 0.0 | 0.9212 | 0.8397 | 0.9442 | 0.0 | 0.0 | 0.1776 | 0.0 | nan | 0.5898 | 0.8423 | 0.5067 | 0.5715 | 0.1665 | 0.0 | 0.2527 | 0.5868 | 0.0 | 0.7449 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2936 | nan | 0.0 | 0.6668 | 0.0 | 0.4044 | 0.3970 | 0.0 | nan | 0.0 | 0.2564 | 0.0 | 0.0 | 0.8142 | 0.7296 | 0.8871 | 0.0 | 0.0 | 0.1156 | 0.0 |
| 0.5041 | 38.0 | 4066 | 0.6821 | 0.2757 | 0.3458 | 0.8138 | nan | 0.7958 | 0.9343 | 0.6860 | 0.7360 | 0.1790 | 0.0 | 0.2687 | 0.8215 | 0.0 | 0.9422 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5275 | nan | 0.0 | 0.8660 | 0.0 | 0.4874 | 0.5490 | 0.0 | nan | 0.0 | 0.3597 | 0.0 | 0.0 | 0.9099 | 0.8417 | 0.9353 | 0.0 | 0.0 | 0.2244 | 0.0 | nan | 0.5934 | 0.8372 | 0.5011 | 0.6009 | 0.1652 | 0.0 | 0.1949 | 0.5734 | 0.0 | 0.7193 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2644 | nan | 0.0 | 0.6693 | 0.0 | 0.4219 | 0.4293 | 0.0 | nan | 0.0 | 0.2617 | 0.0 | 0.0 | 0.8201 | 0.7413 | 0.8809 | 0.0 | 0.0 | 0.1473 | 0.0 |
| 0.4946 | 39.0 | 4173 | 0.6612 | 0.2792 | 0.3439 | 0.8133 | nan | 0.7046 | 0.9491 | 0.6880 | 0.7608 | 0.2718 | 0.0 | 0.2777 | 0.7270 | 0.0 | 0.8994 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5110 | nan | 0.0 | 0.8781 | 0.0 | 0.5299 | 0.4999 | 0.0 | nan | 0.0 | 0.3600 | 0.0 | 0.0 | 0.9064 | 0.8650 | 0.9330 | 0.0 | 0.0 | 0.2416 | 0.0 | nan | 0.5780 | 0.8383 | 0.4921 | 0.5850 | 0.2275 | 0.0 | 0.2135 | 0.5617 | 0.0 | 0.7622 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3422 | nan | 0.0 | 0.6676 | 0.0 | 0.4205 | 0.4338 | 0.0 | nan | 0.0 | 0.2630 | 0.0 | 0.0 | 0.8166 | 0.7247 | 0.8771 | 0.0 | 0.0 | 0.1321 | 0.0 |
| 0.4936 | 40.0 | 4280 | 0.6642 | 0.2779 | 0.3452 | 0.8113 | nan | 0.6705 | 0.9583 | 0.7094 | 0.6666 | 0.2670 | 0.0 | 0.3610 | 0.7727 | 0.0 | 0.9260 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5094 | nan | 0.0 | 0.8904 | 0.0 | 0.5739 | 0.4917 | 0.0 | nan | 0.0 | 0.3673 | 0.0 | 0.0 | 0.9063 | 0.8504 | 0.9355 | 0.0 | 0.0 | 0.1890 | 0.0 | nan | 0.5905 | 0.8279 | 0.4822 | 0.5260 | 0.2262 | 0.0 | 0.2500 | 0.5781 | 0.0 | 0.7444 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3211 | nan | 0.0 | 0.6694 | 0.0 | 0.4386 | 0.4239 | 0.0 | nan | 0.0 | 0.2590 | 0.0 | 0.0 | 0.8173 | 0.7336 | 0.8761 | 0.0 | 0.0 | 0.1295 | 0.0 |
| 0.4687 | 41.0 | 4387 | 0.6753 | 0.2790 | 0.3432 | 0.8131 | nan | 0.6830 | 0.9406 | 0.6153 | 0.7959 | 0.2582 | 0.0 | 0.3876 | 0.7297 | 0.0 | 0.8936 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4882 | nan | 0.0 | 0.9238 | 0.0 | 0.4874 | 0.5605 | 0.0 | nan | 0.0 | 0.3546 | 0.0 | 0.0 | 0.9053 | 0.8757 | 0.9151 | 0.0 | 0.0 | 0.1681 | 0.0 | nan | 0.5847 | 0.8406 | 0.4624 | 0.5748 | 0.2259 | 0.0 | 0.2640 | 0.5750 | 0.0 | 0.7606 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3509 | nan | 0.0 | 0.6537 | 0.0 | 0.4221 | 0.4330 | 0.0 | nan | 0.0 | 0.2558 | 0.0 | 0.0 | 0.8096 | 0.7198 | 0.8766 | 0.0 | 0.0 | 0.1192 | 0.0 |
| 0.4832 | 42.0 | 4494 | 0.6530 | 0.2800 | 0.3487 | 0.8207 | nan | 0.8168 | 0.9364 | 0.6078 | 0.7681 | 0.2336 | 0.0 | 0.3935 | 0.8224 | 0.0 | 0.9140 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5507 | nan | 0.0 | 0.8973 | 0.0 | 0.5493 | 0.5175 | 0.0 | nan | 0.0 | 0.3373 | 0.0 | 0.0 | 0.8939 | 0.8489 | 0.9400 | 0.0 | 0.0 | 0.1308 | 0.0 | nan | 0.6274 | 0.8486 | 0.4886 | 0.6197 | 0.2031 | 0.0 | 0.2536 | 0.5606 | 0.0 | 0.7485 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2911 | nan | 0.0 | 0.6701 | 0.0 | 0.4297 | 0.4218 | 0.0 | nan | 0.0 | 0.2606 | 0.0 | 0.0 | 0.8194 | 0.7411 | 0.8784 | 0.0 | 0.0 | 0.0988 | 0.0 |
| 0.4699 | 43.0 | 4601 | 0.6399 | 0.2822 | 0.3519 | 0.8193 | nan | 0.7260 | 0.9608 | 0.5982 | 0.7219 | 0.2718 | 0.0 | 0.4220 | 0.8110 | 0.0 | 0.9270 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5764 | nan | 0.0 | 0.8423 | 0.0 | 0.5458 | 0.5565 | 0.0 | nan | 0.0 | 0.3945 | 0.0 | 0.0 | 0.9184 | 0.8457 | 0.9398 | 0.0 | 0.0 | 0.2031 | 0.0 | nan | 0.6269 | 0.8350 | 0.4862 | 0.5720 | 0.2363 | 0.0 | 0.2720 | 0.5675 | 0.0 | 0.7519 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2699 | nan | 0.0 | 0.6844 | 0.0 | 0.4319 | 0.4619 | 0.0 | nan | 0.0 | 0.2678 | 0.0 | 0.0 | 0.8209 | 0.7317 | 0.8837 | 0.0 | 0.0 | 0.1301 | 0.0 |
| 0.4547 | 44.0 | 4708 | 0.6974 | 0.2744 | 0.3519 | 0.8014 | nan | 0.5516 | 0.9441 | 0.7095 | 0.7787 | 0.2917 | 0.0 | 0.3794 | 0.8238 | 0.0 | 0.9199 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5718 | nan | 0.0 | 0.8290 | 0.0 | 0.5251 | 0.5755 | 0.0 | nan | 0.0 | 0.4365 | 0.0 | 0.0 | 0.9341 | 0.8352 | 0.9445 | 0.0 | 0.0 | 0.2108 | 0.0 | nan | 0.4808 | 0.8282 | 0.4516 | 0.5240 | 0.2493 | 0.0 | 0.2582 | 0.5676 | 0.0 | 0.7460 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2794 | nan | 0.0 | 0.6784 | 0.0 | 0.4388 | 0.4654 | 0.0 | nan | 0.0 | 0.2596 | 0.0 | 0.0 | 0.8099 | 0.7246 | 0.8896 | 0.0 | 0.0 | 0.1304 | 0.0 |
| 0.4615 | 45.0 | 4815 | 0.6884 | 0.2744 | 0.3431 | 0.8030 | nan | 0.6622 | 0.9364 | 0.6362 | 0.7141 | 0.2589 | 0.0 | 0.3586 | 0.8283 | 0.0 | 0.9206 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5239 | nan | 0.0 | 0.8537 | 0.0 | 0.6041 | 0.3886 | 0.0 | nan | 0.0 | 0.3873 | 0.0 | 0.0 | 0.9246 | 0.8531 | 0.9144 | 0.0 | 0.0 | 0.2140 | 0.0 | nan | 0.5270 | 0.8248 | 0.4907 | 0.5153 | 0.2251 | 0.0 | 0.2502 | 0.5887 | 0.0 | 0.7667 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3280 | nan | 0.0 | 0.6800 | 0.0 | 0.4054 | 0.3527 | 0.0 | nan | 0.0 | 0.2719 | 0.0 | 0.0 | 0.8159 | 0.7295 | 0.8783 | 0.0 | 0.0 | 0.1321 | 0.0 |
| 0.4539 | 46.0 | 4922 | 0.6812 | 0.2804 | 0.3572 | 0.8111 | nan | 0.7641 | 0.9171 | 0.6762 | 0.7756 | 0.1882 | 0.0 | 0.4386 | 0.8164 | 0.0 | 0.9274 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5455 | nan | 0.0 | 0.8590 | 0.0 | 0.5625 | 0.5740 | 0.0 | nan | 0.0 | 0.3836 | 0.0 | 0.0 | 0.8933 | 0.9065 | 0.9194 | 0.0 | 0.0 | 0.2814 | 0.0 | nan | 0.5863 | 0.8417 | 0.5086 | 0.5907 | 0.1742 | 0.0 | 0.2626 | 0.5739 | 0.0 | 0.7495 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3148 | nan | 0.0 | 0.6689 | 0.0 | 0.4167 | 0.4474 | 0.0 | nan | 0.0 | 0.2820 | 0.0 | 0.0 | 0.8135 | 0.7097 | 0.8760 | 0.0 | 0.0 | 0.1546 | 0.0 |
| 0.4581 | 47.0 | 5029 | 0.6982 | 0.2772 | 0.3457 | 0.8082 | nan | 0.6467 | 0.9593 | 0.7545 | 0.7354 | 0.1747 | 0.0 | 0.3802 | 0.8261 | 0.0 | 0.9224 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5134 | nan | 0.0 | 0.8823 | 0.0 | 0.5601 | 0.4923 | 0.0 | nan | 0.0 | 0.3269 | 0.0 | 0.0 | 0.8946 | 0.8408 | 0.9262 | 0.0 | 0.0006 | 0.2253 | 0.0 | nan | 0.5821 | 0.8140 | 0.5309 | 0.5726 | 0.1594 | 0.0 | 0.2421 | 0.5780 | 0.0 | 0.7571 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3356 | nan | 0.0 | 0.6645 | 0.0 | 0.4193 | 0.3925 | 0.0 | nan | 0.0 | 0.2534 | 0.0 | 0.0 | 0.8173 | 0.7316 | 0.8788 | 0.0 | 0.0006 | 0.1407 | 0.0 |
| 0.4447 | 48.0 | 5136 | 0.6573 | 0.2787 | 0.3515 | 0.8196 | nan | 0.7790 | 0.9442 | 0.6071 | 0.7526 | 0.2421 | 0.0 | 0.4379 | 0.7060 | 0.0 | 0.9177 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5832 | nan | 0.0 | 0.8395 | 0.0 | 0.5075 | 0.6384 | 0.0 | nan | 0.0 | 0.4100 | 0.0 | 0.0 | 0.9210 | 0.8484 | 0.9448 | 0.0 | 0.0002 | 0.1679 | 0.0 | nan | 0.6252 | 0.8451 | 0.4817 | 0.6482 | 0.2095 | 0.0 | 0.2636 | 0.5414 | 0.0 | 0.7562 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2269 | nan | 0.0 | 0.6683 | 0.0 | 0.4194 | 0.4106 | 0.0 | nan | 0.0 | 0.2684 | 0.0 | 0.0 | 0.8180 | 0.7297 | 0.8936 | 0.0 | 0.0002 | 0.1132 | 0.0 |
| 0.4399 | 49.0 | 5243 | 0.6476 | 0.2854 | 0.3517 | 0.8184 | nan | 0.7563 | 0.9451 | 0.5833 | 0.6977 | 0.3426 | 0.0 | 0.4461 | 0.7491 | 0.0 | 0.9158 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5356 | nan | 0.0 | 0.8726 | 0.0 | 0.5524 | 0.5858 | 0.0 | nan | 0.0 | 0.3915 | 0.0 | 0.0 | 0.9131 | 0.8319 | 0.9306 | 0.0 | 0.0 | 0.2034 | 0.0 | nan | 0.6347 | 0.8318 | 0.4926 | 0.5892 | 0.2738 | 0.0 | 0.2691 | 0.5808 | 0.0 | 0.7648 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3190 | nan | 0.0 | 0.6773 | 0.0 | 0.4066 | 0.4442 | 0.0 | nan | 0.0 | 0.2776 | 0.0 | 0.0 | 0.8187 | 0.7388 | 0.8872 | 0.0 | 0.0 | 0.1261 | 0.0 |
| 0.4514 | 50.0 | 5350 | 0.6729 | 0.2788 | 0.3450 | 0.8141 | nan | 0.7067 | 0.9460 | 0.6818 | 0.7553 | 0.1655 | 0.0 | 0.3610 | 0.7631 | 0.0 | 0.9181 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5214 | nan | 0.0 | 0.9110 | 0.0 | 0.5190 | 0.5496 | 0.0 | nan | 0.0 | 0.3739 | 0.0 | 0.0 | 0.9095 | 0.8497 | 0.9463 | 0.0 | 0.0 | 0.1616 | 0.0 | nan | 0.5892 | 0.8353 | 0.5012 | 0.5906 | 0.1516 | 0.0 | 0.2551 | 0.5744 | 0.0 | 0.7533 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3276 | nan | 0.0 | 0.6527 | 0.0 | 0.4185 | 0.4436 | 0.0 | nan | 0.0 | 0.2704 | 0.0 | 0.0 | 0.8202 | 0.7379 | 0.8873 | 0.0 | 0.0 | 0.1126 | 0.0 |
| 0.4251 | 51.0 | 5457 | 0.6620 | 0.2828 | 0.3494 | 0.8156 | nan | 0.6932 | 0.9428 | 0.6475 | 0.7833 | 0.1722 | 0.0 | 0.3863 | 0.8126 | 0.0 | 0.9108 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5422 | nan | 0.0 | 0.8946 | 0.0 | 0.5261 | 0.5474 | 0.0 | nan | 0.0 | 0.3677 | 0.0 | 0.0 | 0.9227 | 0.8811 | 0.9380 | 0.0 | 0.0000 | 0.2134 | 0.0 | nan | 0.5773 | 0.8405 | 0.5207 | 0.5604 | 0.1582 | 0.0 | 0.2646 | 0.5933 | 0.0 | 0.7724 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3412 | nan | 0.0 | 0.6724 | 0.0 | 0.4298 | 0.4570 | 0.0 | nan | 0.0 | 0.2740 | 0.0 | 0.0 | 0.8208 | 0.7329 | 0.8906 | 0.0 | 0.0000 | 0.1422 | 0.0 |
| 0.4166 | 52.0 | 5564 | 0.6457 | 0.2812 | 0.3477 | 0.8195 | nan | 0.7720 | 0.9567 | 0.6460 | 0.7728 | 0.1172 | 0.0 | 0.2769 | 0.7827 | 0.0 | 0.9275 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5414 | nan | 0.0 | 0.8460 | 0.0 | 0.5852 | 0.5303 | 0.0 | nan | 0.0 | 0.4185 | 0.0 | 0.0 | 0.9121 | 0.8455 | 0.9454 | 0.0 | 0.0224 | 0.2293 | 0.0 | nan | 0.6288 | 0.8412 | 0.5142 | 0.6169 | 0.1081 | 0.0 | 0.2002 | 0.5762 | 0.0 | 0.7551 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3232 | nan | 0.0 | 0.6709 | 0.0 | 0.4218 | 0.4460 | 0.0 | nan | 0.0 | 0.2757 | 0.0 | 0.0 | 0.8228 | 0.7467 | 0.8913 | 0.0 | 0.0216 | 0.1391 | 0.0 |
The model card is truncated. Read the rest on Hugging Face.