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adolf669/segformer-finetuned-sidewalk-10k-steps
segformer-finetuned-sidewalk-10k-steps is a image segmentation model from adolf669. 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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.safetensors14.9 MB · 87%
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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2.6262 | 1.0 | 107 | 1.8030 | 0.1150 | 0.1631 | 0.6678 | nan | 0.4682 | 0.9266 | 0.0 | 0.1510 | 0.0020 | nan | 0.0000 | 0.0 | 0.0 | 0.8961 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7523 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.9321 | 0.7060 | 0.3833 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.3811 | 0.6887 | 0.0 | 0.1495 | 0.0020 | nan | 0.0000 | 0.0 | 0.0 | 0.4861 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4729 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.6066 | 0.5402 | 0.3543 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.8747 | 2.0 | 214 | 1.5625 | 0.1290 | 0.1774 | 0.6759 | nan | 0.5144 | 0.9502 | 0.0 | 0.2435 | 0.0107 | nan | 0.0000 | 0.0 | 0.0 | 0.8290 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8706 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6522 | 0.8882 | 0.7181 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4081 | 0.6930 | 0.0 | 0.2399 | 0.0106 | nan | 0.0000 | 0.0 | 0.0 | 0.6241 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5101 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5405 | 0.4174 | 0.6840 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.4981 | 3.0 | 321 | 1.2528 | 0.1500 | 0.2000 | 0.7230 | nan | 0.7317 | 0.9017 | 0.0 | 0.5385 | 0.0352 | nan | 0.0 | 0.0 | 0.0 | 0.9288 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7741 | 0.0 | 0.0001 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.8453 | 0.8460 | 0.7985 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4742 | 0.7460 | 0.0 | 0.4950 | 0.0322 | nan | 0.0 | 0.0 | 0.0 | 0.5423 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5264 | 0.0 | 0.0001 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.6792 | 0.5807 | 0.7242 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.3616 | 4.0 | 428 | 1.1121 | 0.1538 | 0.2064 | 0.7329 | nan | 0.6492 | 0.9195 | 0.0 | 0.6889 | 0.0578 | nan | 0.0 | 0.0 | 0.0 | 0.9435 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7840 | 0.0 | 0.0000 | 0.0 | 0.0 | nan | 0.0 | 0.0008 | 0.0 | 0.0 | 0.8478 | 0.8760 | 0.8387 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4697 | 0.7686 | 0.0 | 0.5062 | 0.0538 | nan | 0.0 | 0.0 | 0.0 | 0.5448 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5363 | 0.0 | 0.0000 | 0.0 | 0.0 | nan | 0.0 | 0.0008 | 0.0 | 0.0 | 0.6882 | 0.5835 | 0.7687 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.2402 | 5.0 | 535 | 0.9807 | 0.1617 | 0.2044 | 0.7432 | nan | 0.6175 | 0.9496 | 0.0 | 0.6074 | 0.0402 | nan | 0.0 | 0.0 | 0.0 | 0.9149 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9186 | 0.0 | 0.0000 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8532 | 0.7998 | 0.8388 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5019 | 0.7449 | 0.0 | 0.5470 | 0.0378 | nan | 0.0 | 0.0 | 0.0 | 0.6501 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5055 | 0.0 | 0.0000 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7337 | 0.6708 | 0.7837 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.1318 | 6.0 | 642 | 1.0385 | 0.1477 | 0.2019 | 0.7068 | nan | 0.4984 | 0.9470 | 0.0 | 0.7702 | 0.0691 | nan | 0.0 | 0.0 | 0.0 | 0.9543 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8840 | 0.0 | 0.0178 | 0.0 | 0.0 | nan | 0.0 | 0.0005 | 0.0 | 0.0 | 0.6212 | 0.8926 | 0.8047 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4191 | 0.7292 | 0.0 | 0.5835 | 0.0601 | nan | 0.0 | 0.0 | 0.0 | 0.6061 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5407 | 0.0 | 0.0177 | 0.0 | 0.0 | nan | 0.0 | 0.0005 | 0.0 | 0.0 | 0.5770 | 0.4410 | 0.7513 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.0574 | 7.0 | 749 | 0.9046 | 0.1690 | 0.2127 | 0.7531 | nan | 0.6171 | 0.9520 | 0.0115 | 0.7032 | 0.0985 | nan | 0.0020 | 0.0 | 0.0 | 0.9373 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8779 | 0.0 | 0.0486 | 0.0 | 0.0 | nan | 0.0 | 0.0169 | 0.0 | 0.0 | 0.8670 | 0.8317 | 0.8423 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4908 | 0.7535 | 0.0115 | 0.6164 | 0.0845 | nan | 0.0020 | 0.0 | 0.0 | 0.6419 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5622 | 0.0 | 0.0479 | 0.0 | 0.0 | nan | 0.0 | 0.0166 | 0.0 | 0.0 | 0.7327 | 0.6574 | 0.7922 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.9759 | 8.0 | 856 | 0.8881 | 0.1756 | 0.2189 | 0.7547 | nan | 0.5985 | 0.9566 | 0.1262 | 0.7070 | 0.0835 | nan | 0.0258 | 0.0 | 0.0 | 0.9402 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8847 | 0.0 | 0.1283 | 0.0001 | 0.0 | nan | 0.0 | 0.0597 | 0.0 | 0.0 | 0.8756 | 0.7936 | 0.8249 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5068 | 0.7552 | 0.1260 | 0.5858 | 0.0748 | nan | 0.0248 | 0.0 | 0.0 | 0.6569 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5553 | 0.0 | 0.1171 | 0.0001 | 0.0 | nan | 0.0 | 0.0558 | 0.0 | 0.0 | 0.7294 | 0.6463 | 0.7841 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.9478 | 9.0 | 963 | 0.8427 | 0.1792 | 0.2281 | 0.7627 | nan | 0.6444 | 0.9385 | 0.1576 | 0.8233 | 0.1084 | nan | 0.0637 | 0.0 | 0.0 | 0.9471 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9072 | 0.0 | 0.1206 | 0.0010 | 0.0 | nan | 0.0 | 0.0478 | 0.0 | 0.0 | 0.8482 | 0.8364 | 0.8557 | 0.0 | 0.0 | 0.0001 | 0.0 | nan | 0.5283 | 0.7850 | 0.1503 | 0.5470 | 0.0989 | nan | 0.0594 | 0.0 | 0.0 | 0.6174 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5622 | 0.0 | 0.1114 | 0.0010 | 0.0 | nan | 0.0 | 0.0438 | 0.0 | 0.0 | 0.7500 | 0.6754 | 0.8027 | 0.0 | 0.0 | 0.0001 | 0.0 |
| 0.9357 | 10.0 | 1070 | 0.8261 | 0.1919 | 0.2394 | 0.7663 | nan | 0.7330 | 0.9060 | 0.2756 | 0.7705 | 0.0660 | nan | 0.1561 | 0.0018 | 0.0 | 0.9329 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0039 | 0.0 | 0.0 | 0.8534 | 0.0 | 0.2518 | 0.0002 | 0.0 | nan | 0.0 | 0.0967 | 0.0 | 0.0 | 0.9051 | 0.8362 | 0.8711 | 0.0 | 0.0 | 0.0002 | 0.0 | nan | 0.5551 | 0.7720 | 0.2581 | 0.6407 | 0.0623 | nan | 0.1264 | 0.0018 | 0.0 | 0.6682 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0039 | 0.0 | 0.0 | 0.5674 | 0.0 | 0.2233 | 0.0002 | 0.0 | nan | 0.0 | 0.0776 | 0.0 | 0.0 | 0.7281 | 0.6464 | 0.8107 | 0.0 | 0.0 | 0.0002 | 0.0 |
| 0.8472 | 11.0 | 1177 | 0.7976 | 0.2078 | 0.2573 | 0.7708 | nan | 0.6694 | 0.9321 | 0.6020 | 0.7892 | 0.0857 | nan | 0.1836 | 0.0318 | 0.0 | 0.9266 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8658 | 0.0 | 0.4413 | 0.0004 | 0.0 | nan | 0.0 | 0.1099 | 0.0 | 0.0 | 0.8505 | 0.8369 | 0.9076 | 0.0 | 0.0 | 0.0022 | 0.0 | nan | 0.5349 | 0.7639 | 0.5201 | 0.6244 | 0.0777 | nan | 0.1394 | 0.0313 | 0.0 | 0.6994 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5838 | 0.0 | 0.3358 | 0.0004 | 0.0 | nan | 0.0 | 0.0885 | 0.0 | 0.0 | 0.7588 | 0.6643 | 0.8232 | 0.0 | 0.0 | 0.0022 | 0.0 |
| 0.8613 | 12.0 | 1284 | 0.7624 | 0.2053 | 0.2580 | 0.7782 | nan | 0.7226 | 0.9281 | 0.1215 | 0.7176 | 0.1899 | nan | 0.3386 | 0.0810 | 0.0 | 0.9500 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0216 | 0.0 | 0.0 | 0.8083 | 0.0 | 0.5341 | 0.0030 | 0.0 | nan | 0.0 | 0.2061 | 0.0 | 0.0 | 0.8630 | 0.8930 | 0.8579 | 0.0 | 0.0 | 0.0188 | 0.0 | nan | 0.5747 | 0.7922 | 0.1206 | 0.6327 | 0.1671 | nan | 0.2062 | 0.0747 | 0.0 | 0.6546 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0214 | 0.0 | 0.0 | 0.6156 | 0.0 | 0.3586 | 0.0030 | 0.0 | nan | 0.0 | 0.1199 | 0.0 | 0.0 | 0.7451 | 0.6452 | 0.8198 | 0.0 | 0.0 | 0.0183 | 0.0 |
| 0.7847 | 13.0 | 1391 | 0.7713 | 0.2170 | 0.2694 | 0.7725 | nan | 0.6374 | 0.9509 | 0.6615 | 0.5478 | 0.1946 | nan | 0.3358 | 0.2063 | 0.0 | 0.9425 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0670 | 0.0 | 0.0 | 0.8683 | 0.0 | 0.4287 | 0.0321 | 0.0 | nan | 0.0 | 0.1353 | 0.0 | 0.0 | 0.8484 | 0.8816 | 0.8796 | 0.0 | 0.0 | 0.0039 | 0.0 | nan | 0.5472 | 0.7772 | 0.5301 | 0.4776 | 0.1689 | nan | 0.2091 | 0.1927 | 0.0 | 0.6819 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0665 | 0.0 | 0.0 | 0.6125 | 0.0 | 0.3472 | 0.0320 | 0.0 | nan | 0.0 | 0.1017 | 0.0 | 0.0 | 0.7452 | 0.6313 | 0.8206 | 0.0 | 0.0 | 0.0039 | 0.0 |
| 0.8041 | 14.0 | 1498 | 0.7236 | 0.2310 | 0.2877 | 0.7880 | nan | 0.6190 | 0.9472 | 0.5927 | 0.8157 | 0.1877 | nan | 0.3897 | 0.3524 | 0.0 | 0.9307 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1085 | 0.0 | 0.0 | 0.7989 | 0.0 | 0.5597 | 0.0130 | 0.0 | nan | 0.0 | 0.1964 | 0.0 | 0.0 | 0.9106 | 0.8640 | 0.9053 | 0.0 | 0.0 | 0.0136 | 0.0 | nan | 0.5518 | 0.7940 | 0.4508 | 0.6548 | 0.1720 | nan | 0.2188 | 0.3054 | 0.0 | 0.7232 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1064 | 0.0 | 0.0 | 0.6219 | 0.0 | 0.3678 | 0.0129 | 0.0 | nan | 0.0 | 0.1153 | 0.0 | 0.0 | 0.7713 | 0.6756 | 0.8352 | 0.0 | 0.0 | 0.0133 | 0.0 |
| 0.74 | 15.0 | 1605 | 0.7429 | 0.2275 | 0.2771 | 0.7791 | nan | 0.6285 | 0.9519 | 0.4719 | 0.6291 | 0.1591 | nan | 0.3397 | 0.4511 | 0.0 | 0.9334 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1813 | 0.0 | 0.0 | 0.8426 | 0.0 | 0.4337 | 0.0407 | 0.0 | nan | 0.0 | 0.1488 | 0.0 | 0.0 | 0.9095 | 0.8395 | 0.9037 | 0.0 | 0.0 | 0.0042 | 0.0 | nan | 0.5371 | 0.7690 | 0.4183 | 0.5169 | 0.1449 | nan | 0.2088 | 0.3547 | 0.0 | 0.7256 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1607 | 0.0 | 0.0 | 0.6329 | 0.0 | 0.3753 | 0.0401 | 0.0 | nan | 0.0 | 0.1064 | 0.0 | 0.0 | 0.7613 | 0.6850 | 0.8378 | 0.0 | 0.0 | 0.0042 | 0.0 |
| 0.7184 | 16.0 | 1712 | 0.6646 | 0.2439 | 0.2964 | 0.8029 | nan | 0.7431 | 0.9484 | 0.4972 | 0.8103 | 0.2001 | nan | 0.3258 | 0.4629 | 0.0 | 0.9401 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1821 | 0.0 | 0.0 | 0.8279 | 0.0 | 0.6112 | 0.0110 | 0.0 | nan | 0.0 | 0.2345 | 0.0 | 0.0 | 0.8917 | 0.8616 | 0.9063 | 0.0 | 0.0 | 0.0313 | 0.0 | nan | 0.6165 | 0.8048 | 0.4637 | 0.6925 | 0.1798 | nan | 0.2280 | 0.3680 | 0.0 | 0.7181 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1722 | 0.0 | 0.0 | 0.6472 | 0.0 | 0.3937 | 0.0109 | 0.0 | nan | 0.0 | 0.1451 | 0.0 | 0.0 | 0.7831 | 0.7086 | 0.8424 | 0.0 | 0.0 | 0.0293 | 0.0 |
| 0.7496 | 17.0 | 1819 | 0.7000 | 0.2385 | 0.2948 | 0.7852 | nan | 0.6870 | 0.9552 | 0.5478 | 0.8104 | 0.2046 | nan | 0.3326 | 0.5163 | 0.0 | 0.9477 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1966 | 0.0 | 0.0 | 0.8765 | 0.0 | 0.5327 | 0.0835 | 0.0 | nan | 0.0 | 0.2037 | 0.0 | 0.0 | 0.7682 | 0.8842 | 0.8746 | 0.0 | 0.0 | 0.0112 | 0.0 | nan | 0.6047 | 0.7973 | 0.4943 | 0.6625 | 0.1800 | nan | 0.2414 | 0.3971 | 0.0 | 0.7056 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1848 | 0.0 | 0.0 | 0.6271 | 0.0 | 0.4151 | 0.0821 | 0.0 | nan | 0.0 | 0.1296 | 0.0 | 0.0 | 0.7041 | 0.5693 | 0.8255 | 0.0 | 0.0 | 0.0103 | 0.0 |
| 0.6723 | 18.0 | 1926 | 0.6689 | 0.2487 | 0.3028 | 0.8022 | nan | 0.7140 | 0.9462 | 0.5937 | 0.8259 | 0.1957 | nan | 0.3702 | 0.5214 | 0.0 | 0.9200 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2293 | 0.0 | 0.0 | 0.8539 | 0.0 | 0.4865 | 0.1947 | 0.0 | nan | 0.0 | 0.1763 | 0.0 | 0.0 | 0.9082 | 0.8340 | 0.9089 | 0.0 | 0.0 | 0.0120 | 0.0 | nan | 0.5970 | 0.8087 | 0.4665 | 0.6640 | 0.1781 | nan | 0.2503 | 0.3889 | 0.0 | 0.7549 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2088 | 0.0 | 0.0 | 0.6258 | 0.0 | 0.3857 | 0.1777 | 0.0 | nan | 0.0 | 0.1182 | 0.0 | 0.0 | 0.7836 | 0.6927 | 0.8458 | 0.0 | 0.0 | 0.0116 | 0.0 |
| 0.6711 | 19.0 | 2033 | 0.7171 | 0.2410 | 0.2989 | 0.7914 | nan | 0.6550 | 0.9565 | 0.2743 | 0.8302 | 0.1406 | nan | 0.2934 | 0.6023 | 0.0 | 0.9349 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2585 | 0.0 | 0.0 | 0.8100 | 0.0 | 0.6473 | 0.1674 | 0.0 | nan | 0.0 | 0.2790 | 0.0 | 0.0 | 0.8745 | 0.8440 | 0.9106 | 0.0 | 0.0 | 0.0875 | 0.0 | nan | 0.5597 | 0.7818 | 0.2558 | 0.6593 | 0.1321 | nan | 0.1980 | 0.3907 | 0.0 | 0.7384 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2201 | 0.0 | 0.0 | 0.6550 | 0.0 | 0.4454 | 0.1541 | 0.0 | nan | 0.0 | 0.1459 | 0.0 | 0.0 | 0.7737 | 0.6716 | 0.8494 | 0.0 | 0.0 | 0.0804 | 0.0 |
| 0.6843 | 20.0 | 2140 | 0.6734 | 0.2490 | 0.3017 | 0.7990 | nan | 0.6756 | 0.9455 | 0.4783 | 0.7881 | 0.2300 | nan | 0.3708 | 0.5272 | 0.0 | 0.9268 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3415 | 0.0 | 0.0 | 0.8824 | 0.0 | 0.5309 | 0.1064 | 0.0 | nan | 0.0 | 0.1958 | 0.0 | 0.0 | 0.8984 | 0.8616 | 0.8828 | 0.0 | 0.0 | 0.0131 | 0.0 | nan | 0.5749 | 0.8016 | 0.4521 | 0.6371 | 0.2040 | nan | 0.2474 | 0.4068 | 0.0 | 0.7496 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2855 | 0.0 | 0.0 | 0.6350 | 0.0 | 0.3958 | 0.1030 | 0.0 | nan | 0.0 | 0.1338 | 0.0 | 0.0 | 0.7849 | 0.6948 | 0.8482 | 0.0 | 0.0 | 0.0127 | 0.0 |
| 0.6635 | 21.0 | 2247 | 0.6890 | 0.2588 | 0.3264 | 0.7921 | nan | 0.8326 | 0.8628 | 0.5588 | 0.8419 | 0.2679 | nan | 0.3243 | 0.6557 | 0.0 | 0.9472 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3776 | 0.0 | 0.0 | 0.7708 | 0.0 | 0.5574 | 0.1780 | 0.0 | nan | 0.0 | 0.3384 | 0.0 | 0.0 | 0.9255 | 0.8385 | 0.8964 | 0.0 | 0.0 | 0.2726 | 0.0 | nan | 0.5749 | 0.7876 | 0.4791 | 0.6054 | 0.2392 | nan | 0.1911 | 0.4287 | 0.0 | 0.7368 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2660 | 0.0 | 0.0 | 0.6472 | 0.0 | 0.3842 | 0.1686 | 0.0 | nan | 0.0 | 0.2159 | 0.0 | 0.0 | 0.7949 | 0.7123 | 0.8570 | 0.0 | 0.0 | 0.1917 | 0.0 |
| 0.6789 | 22.0 | 2354 | 0.6569 | 0.2518 | 0.3098 | 0.8048 | nan | 0.6906 | 0.9488 | 0.2921 | 0.8276 | 0.2066 | nan | 0.3660 | 0.7073 | 0.0 | 0.9234 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2937 | 0.0 | 0.0 | 0.8247 | 0.0 | 0.6251 | 0.1025 | 0.0 | nan | 0.0 | 0.2306 | 0.0 | 0.0 | 0.9155 | 0.8941 | 0.8789 | 0.0 | 0.0 | 0.1853 | 0.0 | nan | 0.5897 | 0.7929 | 0.2851 | 0.7088 | 0.1866 | nan | 0.2519 | 0.3796 | 0.0 | 0.7649 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2501 | 0.0 | 0.0 | 0.6571 | 0.0 | 0.4087 | 0.0996 | 0.0 | nan | 0.0 | 0.1627 | 0.0 | 0.0 | 0.7933 | 0.7197 | 0.8451 | 0.0 | 0.0 | 0.1610 | 0.0 |
| 0.6454 | 23.0 | 2461 | 0.6744 | 0.2605 | 0.3209 | 0.8028 | nan | 0.7072 | 0.9467 | 0.5200 | 0.8210 | 0.1523 | nan | 0.3109 | 0.6300 | 0.0 | 0.8984 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5537 | 0.0 | 0.0 | 0.8196 | 0.0 | 0.5994 | 0.2228 | 0.0 | nan | 0.0 | 0.3040 | 0.0 | 0.0 | 0.9410 | 0.7925 | 0.9118 | 0.0 | 0.0 | 0.1383 | 0.0 | nan | 0.5906 | 0.8004 | 0.4780 | 0.7242 | 0.1412 | nan | 0.2191 | 0.3835 | 0.0 | 0.7780 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3617 | 0.0 | 0.0 | 0.6282 | 0.0 | 0.3930 | 0.2002 | 0.0 | nan | 0.0 | 0.1673 | 0.0 | 0.0 | 0.7889 | 0.7080 | 0.8552 | 0.0 | 0.0 | 0.1194 | 0.0 |
| 0.6038 | 24.0 | 2568 | 0.6785 | 0.2519 | 0.3080 | 0.7982 | nan | 0.6396 | 0.9585 | 0.4631 | 0.8241 | 0.1844 | nan | 0.3288 | 0.6904 | 0.0 | 0.9496 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2838 | 0.0 | 0.0 | 0.8668 | 0.0 | 0.5447 | 0.1331 | 0.0 | nan | 0.0 | 0.1784 | 0.0 | 0.0 | 0.8765 | 0.8686 | 0.8889 | 0.0 | 0.0 | 0.1761 | 0.0 | nan | 0.5546 | 0.7909 | 0.4552 | 0.6615 | 0.1639 | nan | 0.2402 | 0.4092 | 0.0 | 0.7445 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2344 | 0.0 | 0.0 | 0.6467 | 0.0 | 0.3978 | 0.1283 | 0.0 | nan | 0.0 | 0.1413 | 0.0 | 0.0 | 0.7854 | 0.7015 | 0.8537 | 0.0 | 0.0 | 0.1505 | 0.0 |
| 0.5843 | 25.0 | 2675 | 0.6425 | 0.2625 | 0.3200 | 0.8138 | nan | 0.7555 | 0.9393 | 0.5554 | 0.8420 | 0.1744 | nan | 0.3761 | 0.6702 | 0.0 | 0.9562 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2860 | 0.0 | 0.0 | 0.8611 | 0.0 | 0.5607 | 0.1917 | 0.0 | nan | 0.0 | 0.1636 | 0.0 | 0.0 | 0.9036 | 0.8870 | 0.9333 | 0.0 | 0.0 | 0.1841 | 0.0 | nan | 0.6111 | 0.8171 | 0.5276 | 0.6873 | 0.1643 | nan | 0.2403 | 0.4126 | 0.0 | 0.7284 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2312 | 0.0 | 0.0 | 0.6629 | 0.0 | 0.4188 | 0.1843 | 0.0 | nan | 0.0 | 0.1315 | 0.0 | 0.0 | 0.8117 | 0.7419 | 0.8673 | 0.0 | 0.0 | 0.1604 | 0.0 |
| 0.6123 | 26.0 | 2782 | 0.6211 | 0.2684 | 0.3346 | 0.8108 | nan | 0.7087 | 0.9396 | 0.7111 | 0.8640 | 0.2795 | nan | 0.3913 | 0.6719 | 0.0 | 0.9391 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5103 | 0.0 | 0.0 | 0.8288 | 0.0 | 0.5326 | 0.1613 | 0.0 | nan | 0.0 | 0.2742 | 0.0 | 0.0 | 0.8939 | 0.9020 | 0.9356 | 0.0 | 0.0 | 0.1632 | 0.0 | nan | 0.6169 | 0.8093 | 0.5850 | 0.6558 | 0.2548 | nan | 0.2581 | 0.4340 | 0.0 | 0.7676 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3224 | 0.0 | 0.0 | 0.6583 | 0.0 | 0.3977 | 0.1580 | 0.0 | nan | 0.0 | 0.1779 | 0.0 | 0.0 | 0.7857 | 0.6936 | 0.8708 | 0.0 | 0.0 | 0.1444 | 0.0 |
| 0.6164 | 27.0 | 2889 | 0.6278 | 0.2692 | 0.3328 | 0.8106 | nan | 0.7301 | 0.9259 | 0.4546 | 0.8241 | 0.2859 | nan | 0.4266 | 0.7477 | 0.0 | 0.9314 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4932 | 0.0 | 0.0 | 0.8171 | 0.0 | 0.6465 | 0.2815 | 0.0 | nan | 0.0 | 0.2226 | 0.0 | 0.0 | 0.9394 | 0.8207 | 0.9307 | 0.0 | 0.0 | 0.1704 | 0.0 | nan | 0.5995 | 0.8124 | 0.4500 | 0.6896 | 0.2528 | nan | 0.2576 | 0.4422 | 0.0 | 0.7626 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3378 | 0.0 | 0.0 | 0.6537 | 0.0 | 0.4146 | 0.2460 | 0.0 | nan | 0.0 | 0.1643 | 0.0 | 0.0 | 0.7946 | 0.7199 | 0.8725 | 0.0 | 0.0 | 0.1457 | 0.0 |
| 0.5928 | 28.0 | 2996 | 0.6444 | 0.2560 | 0.3123 | 0.8032 | nan | 0.7225 | 0.9455 | 0.5826 | 0.7252 | 0.2540 | nan | 0.3636 | 0.6262 | 0.0 | 0.9521 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4389 | 0.0 | 0.0 | 0.8869 | 0.0 | 0.5355 | 0.2178 | 0.0 | nan | 0.0 | 0.1197 | 0.0 | 0.0 | 0.9124 | 0.7629 | 0.8912 | 0.0 | 0.0 | 0.0572 | 0.0 | nan | 0.6153 | 0.7979 | 0.4936 | 0.6398 | 0.2297 | nan | 0.2420 | 0.4290 | 0.0 | 0.7238 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2985 | 0.0 | 0.0 | 0.6188 | 0.0 | 0.3818 | 0.1974 | 0.0 | nan | 0.0 | 0.1012 | 0.0 | 0.0 | 0.8042 | 0.7110 | 0.8555 | 0.0 | 0.0 | 0.0540 | 0.0 |
| 0.6063 | 29.0 | 3103 | 0.6164 | 0.2670 | 0.3287 | 0.8098 | nan | 0.7636 | 0.9203 | 0.5298 | 0.8515 | 0.2476 | nan | 0.3554 | 0.6410 | 0.0 | 0.9332 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5947 | 0.0 | 0.0 | 0.8756 | 0.0 | 0.4557 | 0.1954 | 0.0 | nan | 0.0 | 0.1901 | 0.0 | 0.0 | 0.9170 | 0.8145 | 0.9374 | 0.0 | 0.0 | 0.2956 | 0.0 | nan | 0.6094 | 0.8098 | 0.4908 | 0.6464 | 0.2266 | nan | 0.2439 | 0.4621 | 0.0 | 0.7694 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3324 | 0.0 | 0.0 | 0.6464 | 0.0 | 0.3436 | 0.1845 | 0.0 | nan | 0.0 | 0.1395 | 0.0 | 0.0 | 0.8088 | 0.7230 | 0.8753 | 0.0 | 0.0 | 0.2309 | 0.0 |
| 0.5813 | 30.0 | 3210 | 0.6119 | 0.2729 | 0.3411 | 0.8105 | nan | 0.6853 | 0.9401 | 0.6264 | 0.8606 | 0.2528 | nan | 0.4579 | 0.5719 | 0.0 | 0.9117 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6665 | 0.0 | 0.0 | 0.7954 | 0.0 | 0.7055 | 0.1902 | 0.0 | nan | 0.0 | 0.2144 | 0.0 | 0.0 | 0.9307 | 0.8167 | 0.9228 | 0.0 | 0.0 | 0.3674 | 0.0 | nan | 0.6009 | 0.8068 | 0.5336 | 0.6663 | 0.2257 | nan | 0.2688 | 0.4321 | 0.0 | 0.7877 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3381 | 0.0 | 0.0 | 0.6567 | 0.0 | 0.3964 | 0.1782 | 0.0 | nan | 0.0 | 0.1573 | 0.0 | 0.0 | 0.8086 | 0.7333 | 0.8815 | 0.0 | 0.0 | 0.2611 | 0.0 |
| 0.5753 | 31.0 | 3317 | 0.6142 | 0.2692 | 0.3382 | 0.8144 | nan | 0.7397 | 0.9468 | 0.1591 | 0.8381 | 0.2301 | nan | 0.4275 | 0.6882 | 0.0 | 0.9288 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6825 | 0.0 | 0.0 | 0.8008 | 0.0 | 0.5789 | 0.3769 | 0.0 | nan | 0.0 | 0.3456 | 0.0 | 0.0 | 0.9055 | 0.8430 | 0.9436 | 0.0 | 0.0 | 0.3874 | 0.0 | nan | 0.6312 | 0.8057 | 0.1547 | 0.6974 | 0.2115 | nan | 0.2538 | 0.4668 | 0.0 | 0.7752 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3349 | 0.0 | 0.0 | 0.6634 | 0.0 | 0.4402 | 0.3100 | 0.0 | nan | 0.0 | 0.1839 | 0.0 | 0.0 | 0.8163 | 0.7392 | 0.8800 | 0.0 | 0.0 | 0.2488 | 0.0 |
| 0.5493 | 32.0 | 3424 | 0.6291 | 0.2726 | 0.3368 | 0.8115 | nan | 0.6741 | 0.9459 | 0.5440 | 0.8585 | 0.2403 | nan | 0.3326 | 0.6183 | 0.0 | 0.9290 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6009 | 0.0 | 0.0 | 0.8325 | 0.0 | 0.6410 | 0.3244 | 0.0 | nan | 0.0 | 0.2637 | 0.0 | 0.0 | 0.9228 | 0.8354 | 0.9401 | 0.0 | 0.0 | 0.2739 | 0.0 | nan | 0.5865 | 0.8026 | 0.5007 | 0.6228 | 0.2209 | nan | 0.2419 | 0.4515 | 0.0 | 0.7720 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3170 | 0.0 | 0.0 | 0.6730 | 0.0 | 0.4396 | 0.2779 | 0.0 | nan | 0.0 | 0.1709 | 0.0 | 0.0 | 0.8131 | 0.7372 | 0.8849 | 0.0 | 0.0 | 0.2112 | 0.0 |
| 0.572 | 33.0 | 3531 | 0.6095 | 0.2716 | 0.3339 | 0.8132 | nan | 0.7679 | 0.9161 | 0.4917 | 0.8535 | 0.2678 | nan | 0.3628 | 0.6298 | 0.0 | 0.9277 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5765 | 0.0 | 0.0 | 0.8717 | 0.0 | 0.5620 | 0.3133 | 0.0 | nan | 0.0 | 0.2658 | 0.0 | 0.0 | 0.9195 | 0.8374 | 0.9406 | 0.0 | 0.0 | 0.1813 | 0.0 | nan | 0.6048 | 0.8106 | 0.4751 | 0.6478 | 0.2494 | nan | 0.2390 | 0.4547 | 0.0 | 0.7739 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3014 | 0.0 | 0.0 | 0.6518 | 0.0 | 0.4310 | 0.2716 | 0.0 | nan | 0.0 | 0.1825 | 0.0 | 0.0 | 0.8197 | 0.7451 | 0.8871 | 0.0 | 0.0 | 0.1444 | 0.0 |
| 0.5659 | 34.0 | 3638 | 0.5995 | 0.2738 | 0.3390 | 0.8154 | nan | 0.7757 | 0.9180 | 0.4547 | 0.8543 | 0.2850 | nan | 0.4562 | 0.6517 | 0.0 | 0.9198 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6006 | 0.0 | 0.0 | 0.8648 | 0.0 | 0.5829 | 0.3047 | 0.0 | nan | 0.0 | 0.3037 | 0.0 | 0.0 | 0.9198 | 0.7874 | 0.9499 | 0.0 | 0.0 | 0.2188 | 0.0 | nan | 0.6275 | 0.8164 | 0.4468 | 0.6083 | 0.2625 | nan | 0.2727 | 0.4371 | 0.0 | 0.7805 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3290 | 0.0 | 0.0 | 0.6634 | 0.0 | 0.4357 | 0.2797 | 0.0 | nan | 0.0 | 0.2018 | 0.0 | 0.0 | 0.8151 | 0.7264 | 0.8810 | 0.0 | 0.0 | 0.1772 | 0.0 |
| 0.5575 | 35.0 | 3745 | 0.5962 | 0.2682 | 0.3311 | 0.8191 | nan | 0.7740 | 0.9371 | 0.2343 | 0.8567 | 0.2454 | nan | 0.3847 | 0.7019 | 0.0 | 0.9294 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6050 | 0.0 | 0.0 | 0.8382 | 0.0 | 0.5856 | 0.2783 | 0.0 | nan | 0.0 | 0.2568 | 0.0 | 0.0 | 0.9207 | 0.8675 | 0.9434 | 0.0 | 0.0 | 0.2367 | 0.0 | nan | 0.6334 | 0.8124 | 0.2298 | 0.6599 | 0.2273 | nan | 0.2663 | 0.4582 | 0.0 | 0.7808 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3277 | 0.0 | 0.0 | 0.6675 | 0.0 | 0.4400 | 0.2565 | 0.0 | nan | 0.0 | 0.1763 | 0.0 | 0.0 | 0.8190 | 0.7467 | 0.8883 | 0.0 | 0.0 | 0.1938 | 0.0 |
| 0.5385 | 36.0 | 3852 | 0.6016 | 0.2774 | 0.3421 | 0.8201 | nan | 0.7738 | 0.9329 | 0.5348 | 0.8502 | 0.2559 | nan | 0.4350 | 0.6830 | 0.0 | 0.9382 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5540 | 0.0 | 0.0 | 0.8252 | 0.0 | 0.5325 | 0.3373 | 0.0 | nan | 0.0 | 0.2487 | 0.0 | 0.0 | 0.9255 | 0.8700 | 0.9223 | 0.0 | 0.0 | 0.3264 | 0.0 | nan | 0.6329 | 0.8225 | 0.5163 | 0.6751 | 0.2349 | nan | 0.2794 | 0.4422 | 0.0 | 0.7515 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2940 | 0.0 | 0.0 | 0.6535 | 0.0 | 0.4284 | 0.2885 | 0.0 | nan | 0.0 | 0.1702 | 0.0 | 0.0 | 0.8221 | 0.7615 | 0.8847 | 0.0 | 0.0 | 0.2205 | 0.0 |
| 0.5514 | 37.0 | 3959 | 0.5875 | 0.2765 | 0.3385 | 0.8182 | nan | 0.7511 | 0.9456 | 0.7456 | 0.8527 | 0.1887 | nan | 0.3801 | 0.6007 | 0.0 | 0.9364 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5184 | 0.0 | 0.0 | 0.8594 | 0.0 | 0.5793 | 0.3400 | 0.0 | nan | 0.0 | 0.2364 | 0.0 | 0.0 | 0.9123 | 0.8157 | 0.9486 | 0.0 | 0.0005 | 0.2218 | 0.0 | nan | 0.6242 | 0.8136 | 0.6078 | 0.6635 | 0.1786 | nan | 0.2639 | 0.4478 | 0.0 | 0.7892 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2984 | 0.0 | 0.0 | 0.6629 | 0.0 | 0.4149 | 0.2929 | 0.0 | nan | 0.0 | 0.1679 | 0.0 | 0.0 | 0.8203 | 0.7379 | 0.8733 | 0.0 | 0.0005 | 0.1913 | 0.0 |
| 0.5646 | 38.0 | 4066 | 0.5851 | 0.2778 | 0.3461 | 0.8213 | nan | 0.7679 | 0.9433 | 0.2984 | 0.8542 | 0.2606 | nan | 0.4306 | 0.6745 | 0.0 | 0.9418 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6483 | 0.0 | 0.0 | 0.7969 | 0.0 | 0.6172 | 0.4199 | 0.0 | nan | 0.0 | 0.3028 | 0.0 | 0.0 | 0.9174 | 0.8176 | 0.9435 | 0.0 | 0.0 | 0.4390 | 0.0 | nan | 0.6480 | 0.8126 | 0.2820 | 0.6944 | 0.2379 | nan | 0.2893 | 0.4644 | 0.0 | 0.7608 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3057 | 0.0 | 0.0 | 0.6647 | 0.0 | 0.4662 | 0.3524 | 0.0 | nan | 0.0 | 0.2084 | 0.0 | 0.0 | 0.8224 | 0.7383 | 0.8829 | 0.0 | 0.0 | 0.2589 | 0.0 |
| 0.5159 | 39.0 | 4173 | 0.5972 | 0.2695 | 0.3261 | 0.8223 | nan | 0.8123 | 0.9386 | 0.1507 | 0.8524 | 0.2827 | nan | 0.3794 | 0.5939 | 0.0 | 0.9299 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5320 | 0.0 | 0.0 | 0.8163 | 0.0 | 0.5226 | 0.2399 | 0.0 | nan | 0.0 | 0.2565 | 0.0 | 0.0 | 0.9301 | 0.8507 | 0.9229 | 0.0 | 0.0343 | 0.3888 | 0.0 | nan | 0.6372 | 0.8230 | 0.1498 | 0.7153 | 0.2585 | nan | 0.2692 | 0.4527 | 0.0 | 0.7899 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3226 | 0.0 | 0.0 | 0.6551 | 0.0 | 0.4115 | 0.2302 | 0.0 | nan | 0.0 | 0.1851 | 0.0 | 0.0 | 0.8199 | 0.7428 | 0.8828 | 0.0 | 0.0338 | 0.2433 | 0.0 |
| 0.5437 | 40.0 | 4280 | 0.6458 | 0.2638 | 0.3251 | 0.8133 | nan | 0.7190 | 0.9530 | 0.1568 | 0.8506 | 0.2216 | nan | 0.3876 | 0.6859 | 0.0 | 0.9265 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5604 | 0.0 | 0.0 | 0.8024 | 0.0 | 0.5051 | 0.3324 | 0.0 | nan | 0.0 | 0.3104 | 0.0 | 0.0 | 0.9478 | 0.7896 | 0.9378 | 0.0 | 0.0034 | 0.3133 | 0.0 | nan | 0.6243 | 0.8034 | 0.1541 | 0.6898 | 0.2043 | nan | 0.2718 | 0.4106 | 0.0 | 0.7866 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3329 | 0.0 | 0.0 | 0.6448 | 0.0 | 0.3972 | 0.2899 | 0.0 | nan | 0.0 | 0.2032 | 0.0 | 0.0 | 0.8065 | 0.7190 | 0.8874 | 0.0 | 0.0033 | 0.2121 | 0.0 |
| 0.4939 | 41.0 | 4387 | 0.5953 | 0.2727 | 0.3344 | 0.8254 | nan | 0.7959 | 0.9461 | 0.1852 | 0.8392 | 0.2900 | nan | 0.4223 | 0.6795 | 0.0 | 0.9282 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6097 | 0.0 | 0.0 | 0.8611 | 0.0 | 0.4823 | 0.3292 | 0.0 | nan | 0.0 | 0.3134 | 0.0 | 0.0 | 0.9086 | 0.8670 | 0.9295 | 0.0 | 0.0145 | 0.2979 | 0.0 | nan | 0.6661 | 0.8216 | 0.1796 | 0.7319 | 0.2653 | nan | 0.2834 | 0.4419 | 0.0 | 0.7931 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3199 | 0.0 | 0.0 | 0.6450 | 0.0 | 0.3787 | 0.2909 | 0.0 | nan | 0.0 | 0.2106 | 0.0 | 0.0 | 0.8306 | 0.7667 | 0.8830 | 0.0 | 0.0140 | 0.2050 | 0.0 |
| 0.506 | 42.0 | 4494 | 0.5911 | 0.2708 | 0.3345 | 0.8198 | nan | 0.7873 | 0.9425 | 0.2025 | 0.8426 | 0.2298 | nan | 0.4588 | 0.6948 | 0.0 | 0.9262 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6237 | 0.0 | 0.0 | 0.8128 | 0.0 | 0.5311 | 0.3261 | 0.0 | nan | 0.0 | 0.2602 | 0.0 | 0.0 | 0.9298 | 0.8085 | 0.9480 | 0.0 | 0.0 | 0.3804 | 0.0 | nan | 0.6450 | 0.8105 | 0.1975 | 0.7161 | 0.2125 | nan | 0.2897 | 0.4452 | 0.0 | 0.7978 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3305 | 0.0 | 0.0 | 0.6536 | 0.0 | 0.3841 | 0.2815 | 0.0 | nan | 0.0 | 0.1810 | 0.0 | 0.0 | 0.8288 | 0.7434 | 0.8883 | 0.0 | 0.0 | 0.2588 | 0.0 |
| 0.509 | 43.0 | 4601 | 0.5833 | 0.2868 | 0.3498 | 0.8205 | nan | 0.7739 | 0.9379 | 0.5441 | 0.8511 | 0.2662 | nan | 0.4565 | 0.6319 | 0.0 | 0.9412 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5537 | 0.0 | 0.0 | 0.8590 | 0.0 | 0.4568 | 0.4407 | 0.0 | nan | 0.0 | 0.3014 | 0.0 | 0.0 | 0.8854 | 0.8643 | 0.9519 | 0.0 | 0.2006 | 0.2775 | 0.0 | nan | 0.6424 | 0.8171 | 0.5156 | 0.6938 | 0.2412 | nan | 0.2817 | 0.4313 | 0.0 | 0.7883 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3691 | 0.0 | 0.0 | 0.6494 | 0.0 | 0.3882 | 0.3200 | 0.0 | nan | 0.0 | 0.1917 | 0.0 | 0.0 | 0.8231 | 0.7458 | 0.8888 | 0.0 | 0.1764 | 0.2126 | 0.0 |
| 0.492 | 44.0 | 4708 | 0.5778 | 0.2894 | 0.3492 | 0.8279 | nan | 0.7784 | 0.9384 | 0.4728 | 0.8394 | 0.3692 | nan | 0.4454 | 0.6222 | 0.0 | 0.9326 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6000 | 0.0 | 0.0 | 0.8719 | 0.0 | 0.5171 | 0.3511 | 0.0 | nan | 0.0 | 0.2849 | 0.0 | 0.0 | 0.9081 | 0.8644 | 0.9380 | 0.0 | 0.1613 | 0.2784 | 0.0 | nan | 0.6517 | 0.8181 | 0.4574 | 0.7044 | 0.3303 | nan | 0.2926 | 0.4394 | 0.0 | 0.7927 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3677 | 0.0 | 0.0 | 0.6662 | 0.0 | 0.3997 | 0.2946 | 0.0 | nan | 0.0 | 0.1834 | 0.0 | 0.0 | 0.8346 | 0.7660 | 0.8938 | 0.0 | 0.1488 | 0.2201 | 0.0 |
| 0.4965 | 45.0 | 4815 | 0.5756 | 0.2907 | 0.3584 | 0.8280 | nan | 0.7832 | 0.9404 | 0.5044 | 0.8364 | 0.3479 | nan | 0.4872 | 0.6981 | 0.0 | 0.9539 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5872 | 0.0 | 0.0 | 0.8024 | 0.0 | 0.5819 | 0.4517 | 0.0 | nan | 0.0 | 0.3394 | 0.0 | 0.0 | 0.9036 | 0.8622 | 0.9505 | 0.0 | 0.0307 | 0.4088 | 0.0 | nan | 0.6637 | 0.8233 | 0.4888 | 0.7297 | 0.3113 | nan | 0.2962 | 0.4542 | 0.0 | 0.7496 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3476 | 0.0 | 0.0 | 0.6544 | 0.0 | 0.4196 | 0.3478 | 0.0 | nan | 0.0 | 0.2141 | 0.0 | 0.0 | 0.8337 | 0.7634 | 0.8923 | 0.0 | 0.0300 | 0.2841 | 0.0 |
| 0.5002 | 46.0 | 4922 | 0.5911 | 0.2876 | 0.3519 | 0.8241 | nan | 0.7498 | 0.9490 | 0.6335 | 0.8538 | 0.2570 | nan | 0.4053 | 0.6984 | 0.0 | 0.9179 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6869 | 0.0 | 0.0 | 0.8449 | 0.0 | 0.5818 | 0.3487 | 0.0 | nan | 0.0 | 0.3070 | 0.0 | 0.0 | 0.9241 | 0.8325 | 0.9416 | 0.0 | 0.0284 | 0.2998 | 0.0 | nan | 0.6405 | 0.8102 | 0.5883 | 0.7132 | 0.2382 | nan | 0.2768 | 0.4374 | 0.0 | 0.8038 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3840 | 0.0 | 0.0 | 0.6677 | 0.0 | 0.4052 | 0.2988 | 0.0 | nan | 0.0 | 0.2030 | 0.0 | 0.0 | 0.8288 | 0.7556 | 0.8939 | 0.0 | 0.0275 | 0.2317 | 0.0 |
| 0.4593 | 47.0 | 5029 | 0.5917 | 0.2826 | 0.3528 | 0.8187 | nan | 0.7586 | 0.9405 | 0.7273 | 0.8595 | 0.2065 | nan | 0.4141 | 0.6501 | 0.0 | 0.9297 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7871 | 0.0 | 0.0 | 0.8608 | 0.0 | 0.5563 | 0.4812 | 0.0 | nan | 0.0 | 0.2866 | 0.0 | 0.0 | 0.9116 | 0.7873 | 0.9549 | 0.0 | 0.0086 | 0.1702 | 0.0 | nan | 0.6428 | 0.8118 | 0.6553 | 0.6713 | 0.1926 | nan | 0.2664 | 0.4467 | 0.0 | 0.7903 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3458 | 0.0 | 0.0 | 0.6574 | 0.0 | 0.4026 | 0.3809 | 0.0 | nan | 0.0 | 0.1806 | 0.0 | 0.0 | 0.8257 | 0.7325 | 0.8904 | 0.0 | 0.0085 | 0.1427 | 0.0 |
| 0.4918 | 48.0 | 5136 | 0.5844 | 0.2867 | 0.3512 | 0.8249 | nan | 0.7452 | 0.9517 | 0.6479 | 0.8534 | 0.2971 | nan | 0.4271 | 0.6779 | 0.0 | 0.9265 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6756 | 0.0 | 0.0 | 0.8596 | 0.0 | 0.5569 | 0.3076 | 0.0 | nan | 0.0 | 0.2851 | 0.0 | 0.0 | 0.9064 | 0.8252 | 0.9511 | 0.0 | 0.0297 | 0.3125 | 0.0 | nan | 0.6504 | 0.8138 | 0.5866 | 0.6861 | 0.2693 | nan | 0.2809 | 0.4518 | 0.0 | 0.7985 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3514 | 0.0 | 0.0 | 0.6628 | 0.0 | 0.3947 | 0.2834 | 0.0 | nan | 0.0 | 0.1980 | 0.0 | 0.0 | 0.8343 | 0.7573 | 0.8914 | 0.0 | 0.0293 | 0.2353 | 0.0 |
| 0.4964 | 49.0 | 5243 | 0.6075 | 0.2763 | 0.3394 | 0.8260 | nan | 0.8158 | 0.9484 | 0.1481 | 0.8338 | 0.2194 | nan | 0.4162 | 0.6461 | 0.0 | 0.9305 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6198 | 0.0 | 0.0 | 0.8643 | 0.0 | 0.6049 | 0.5862 | 0.0 | nan | 0.0 | 0.3021 | 0.0 | 0.0 | 0.8990 | 0.8118 | 0.9415 | 0.0 | 0.0430 | 0.2289 | 0.0 | nan | 0.6691 | 0.8134 | 0.1461 | 0.7553 | 0.2065 | nan | 0.2807 | 0.4379 | 0.0 | 0.7924 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3316 | 0.0 | 0.0 | 0.6698 | 0.0 | 0.4370 | 0.4026 | 0.0 | nan | 0.0 | 0.2042 | 0.0 | 0.0 | 0.8254 | 0.7464 | 0.8863 | 0.0 | 0.0412 | 0.1961 | 0.0 |
| 0.5269 | 50.0 | 5350 | 0.5908 | 0.2872 | 0.3517 | 0.8275 | nan | 0.7844 | 0.9384 | 0.4184 | 0.8534 | 0.2576 | nan | 0.4853 | 0.6334 | 0.0 | 0.9291 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7341 | 0.0 | 0.0 | 0.8757 | 0.0 | 0.5056 | 0.4892 | 0.0 | nan | 0.0 | 0.3070 | 0.0 | 0.0 | 0.9109 | 0.8654 | 0.9529 | 0.0 | 0.0719 | 0.2414 | 0.0 | nan | 0.6483 | 0.8192 | 0.4170 | 0.6947 | 0.2399 | nan | 0.2972 | 0.4607 | 0.0 | 0.7964 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3577 | 0.0 | 0.0 | 0.6746 | 0.0 | 0.4162 | 0.3866 | 0.0 | nan | 0.0 | 0.2110 | 0.0 | 0.0 | 0.8339 | 0.7680 | 0.8941 | 0.0 | 0.0691 | 0.2074 | 0.0 |
| 0.4802 | 51.0 | 5457 | 0.5712 | 0.2837 | 0.3464 | 0.8255 | nan | 0.8403 | 0.9234 | 0.5830 | 0.8358 | 0.3140 | nan | 0.4449 | 0.6503 | 0.0 | 0.9308 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7235 | 0.0 | 0.0 | 0.8929 | 0.0 | 0.5109 | 0.3872 | 0.0 | nan | 0.0 | 0.2343 | 0.0 | 0.0 | 0.9138 | 0.7883 | 0.9594 | 0.0 | 0.0271 | 0.1250 | 0.0 | nan | 0.6763 | 0.8123 | 0.5638 | 0.6999 | 0.2848 | nan | 0.2960 | 0.4551 | 0.0 | 0.7899 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3364 | 0.0 | 0.0 | 0.6579 | 0.0 | 0.4071 | 0.3440 | 0.0 | nan | 0.0 | 0.1751 | 0.0 | 0.0 | 0.8265 | 0.7311 | 0.8846 | 0.0 | 0.0266 | 0.1127 | 0.0 |
| 0.4695 | 52.0 | 5564 | 0.5993 | 0.2815 | 0.3477 | 0.8202 | nan | 0.7433 | 0.9466 | 0.3654 | 0.8687 | 0.2254 | nan | 0.4466 | 0.6632 | 0.0 | 0.9326 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7149 | 0.0 | 0.0 | 0.8300 | 0.0 | 0.5175 | 0.4682 | 0.0 | nan | 0.0 | 0.3419 | 0.0 | 0.0 | 0.9250 | 0.8074 | 0.9329 | 0.0 | 0.0434 | 0.3532 | 0.0 | nan | 0.6338 | 0.8101 | 0.3587 | 0.6763 | 0.2116 | nan | 0.2961 | 0.4354 | 0.0 | 0.7837 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3688 | 0.0 | 0.0 | 0.6543 | 0.0 | 0.4152 | 0.3928 | 0.0 | nan | 0.0 | 0.2239 | 0.0 | 0.0 | 0.8275 | 0.7419 | 0.8949 | 0.0 | 0.0419 | 0.2411 | 0.0 |
The model card is truncated. Read the rest on Hugging Face.