segformer-b0-finetuned-autolamella-mega-1
This model is a fine-tuned version of nvidia/mit-b1 on the patrickcleeve/autolamella dataset. It achieves the following results on the evaluation set:
- Loss: 0.1093
- Mean Iou: 0.7759
- Mean Accuracy: 0.9403
- Overall Accuracy: 0.9638
- Accuracy Background: nan
- Accuracy Lamella: 0.9007
- Accuracy Manipulator: 0.9887
- Accuracy Landing Post: 0.9619
- Accuracy Copper Adapter: 0.8594
- Accuracy Volume Block: 0.9905
- Iou Background: 0.0
- Iou Lamella: 0.8989
- Iou Manipulator: 0.9883
- Iou Landing Post: 0.9592
- Iou Copper Adapter: 0.8204
- Iou Volume Block: 0.9887
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 6e-05
- train_batch_size: 2
- eval_batch_size: 2
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 50
Training results
Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Background | Accuracy Lamella | Accuracy Manipulator | Accuracy Landing Post | Accuracy Copper Adapter | Accuracy Volume Block | Iou Background | Iou Lamella | Iou Manipulator | Iou Landing Post | Iou Copper Adapter | Iou Volume Block |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1.2527 | 0.03 | 20 | 1.6486 | 0.3170 | 0.4266 | 0.7768 | nan | 0.1842 | 0.3192 | 0.9521 | 0.0201 | 0.6572 | 0.0 | 0.1403 | 0.2935 | 0.8391 | 0.0017 | 0.6274 |
1.4802 | 0.06 | 40 | 1.1300 | 0.3274 | 0.4249 | 0.7985 | nan | 0.0085 | 0.3343 | 0.9689 | 0.0107 | 0.8022 | 0.0 | 0.0085 | 0.3087 | 0.8808 | 0.0060 | 0.7601 |
1.2266 | 0.09 | 60 | 1.0512 | 0.3922 | 0.5078 | 0.8552 | nan | 0.1594 | 0.4731 | 0.9865 | 0.0020 | 0.9179 | 0.0 | 0.1534 | 0.4588 | 0.9031 | 0.0019 | 0.8359 |
1.0268 | 0.12 | 80 | 0.8069 | 0.3839 | 0.4948 | 0.8484 | nan | 0.0322 | 0.5521 | 0.9866 | 0.0045 | 0.8987 | 0.0 | 0.0321 | 0.5232 | 0.9046 | 0.0044 | 0.8391 |
0.6265 | 0.15 | 100 | 0.6359 | 0.3146 | 0.4406 | 0.7053 | nan | 0.0114 | 0.4855 | 0.7694 | 0.0 | 0.9368 | 0.0 | 0.0113 | 0.3457 | 0.7637 | 0.0 | 0.7669 |
0.8715 | 0.18 | 120 | 0.5561 | 0.3426 | 0.4389 | 0.8129 | nan | 0.0392 | 0.2682 | 0.9654 | 0.0 | 0.9216 | 0.0 | 0.0389 | 0.2611 | 0.9150 | 0.0 | 0.8408 |
0.8471 | 0.21 | 140 | 0.5105 | 0.3653 | 0.4626 | 0.8157 | nan | 0.0425 | 0.5522 | 0.9753 | 0.0 | 0.7430 | 0.0 | 0.0424 | 0.5201 | 0.9044 | 0.0 | 0.7248 |
0.6123 | 0.24 | 160 | 0.5490 | 0.3815 | 0.4811 | 0.8001 | nan | 0.0178 | 0.6658 | 0.9247 | 0.0 | 0.7970 | 0.0 | 0.0178 | 0.6333 | 0.8582 | 0.0 | 0.7796 |
0.3638 | 0.27 | 180 | 0.3881 | 0.3721 | 0.4826 | 0.8037 | nan | 0.0335 | 0.5522 | 0.9141 | 0.0 | 0.9132 | 0.0 | 0.0330 | 0.4310 | 0.9012 | 0.0 | 0.8673 |
0.4143 | 0.3 | 200 | 0.3391 | 0.4389 | 0.5583 | 0.8544 | nan | 0.0417 | 0.8968 | 0.9430 | 0.0 | 0.9103 | 0.0 | 0.0416 | 0.7972 | 0.9186 | 0.0 | 0.8758 |
0.6603 | 0.33 | 220 | 0.3806 | 0.3699 | 0.4644 | 0.7982 | nan | 0.1042 | 0.4627 | 0.9324 | 0.0 | 0.8226 | 0.0 | 0.0995 | 0.4099 | 0.8924 | 0.0 | 0.8175 |
0.5301 | 0.36 | 240 | 0.2807 | 0.4122 | 0.5132 | 0.8419 | nan | 0.0064 | 0.7135 | 0.9607 | 0.0 | 0.8856 | 0.0 | 0.0064 | 0.7005 | 0.9143 | 0.0 | 0.8522 |
0.7067 | 0.4 | 260 | 0.2813 | 0.3809 | 0.4650 | 0.7622 | nan | 0.0090 | 0.6835 | 0.8755 | 0.0 | 0.7572 | 0.0 | 0.0090 | 0.6729 | 0.8512 | 0.0 | 0.7525 |
0.4755 | 0.43 | 280 | 0.2660 | 0.4674 | 0.5757 | 0.8847 | nan | 0.0668 | 0.8940 | 0.9793 | 0.0 | 0.9382 | 0.0 | 0.0666 | 0.8797 | 0.9416 | 0.0 | 0.9167 |
0.2597 | 0.46 | 300 | 0.2884 | 0.4567 | 0.5635 | 0.8666 | nan | 0.0811 | 0.8556 | 0.9594 | 0.0 | 0.9214 | 0.0 | 0.0809 | 0.8387 | 0.9283 | 0.0 | 0.8921 |
0.2758 | 0.49 | 320 | 0.2767 | 0.4790 | 0.5943 | 0.8679 | nan | 0.1638 | 0.9315 | 0.9348 | 0.0 | 0.9413 | 0.0 | 0.1627 | 0.8939 | 0.9270 | 0.0 | 0.8906 |
0.2459 | 0.52 | 340 | 0.2725 | 0.4248 | 0.5247 | 0.8624 | nan | 0.0701 | 0.6290 | 0.9805 | 0.0 | 0.9441 | 0.0 | 0.0701 | 0.6249 | 0.9458 | 0.0 | 0.9080 |
0.2263 | 0.55 | 360 | 0.2482 | 0.4815 | 0.5942 | 0.8775 | nan | 0.1745 | 0.9283 | 0.9561 | 0.0 | 0.9120 | 0.0 | 0.1744 | 0.8926 | 0.9332 | 0.0 | 0.8890 |
0.288 | 0.58 | 380 | 0.2804 | 0.4584 | 0.5780 | 0.8628 | nan | 0.1330 | 0.8889 | 0.9406 | 0.0 | 0.9274 | 0.0 | 0.1329 | 0.7964 | 0.9194 | 0.0 | 0.9019 |
0.578 | 0.61 | 400 | 0.2636 | 0.4282 | 0.5245 | 0.8541 | nan | 0.1474 | 0.5775 | 0.9691 | 0.0 | 0.9284 | 0.0 | 0.1456 | 0.5752 | 0.9402 | 0.0 | 0.9081 |
0.2049 | 0.64 | 420 | 0.2160 | 0.4591 | 0.5788 | 0.8636 | nan | 0.1550 | 0.8735 | 0.9422 | 0.0 | 0.9232 | 0.0 | 0.1548 | 0.7726 | 0.9301 | 0.0 | 0.8968 |
0.5474 | 0.67 | 440 | 0.2174 | 0.4928 | 0.6053 | 0.9009 | nan | 0.2862 | 0.7978 | 0.9837 | 0.0 | 0.9586 | 0.0 | 0.2860 | 0.7813 | 0.9619 | 0.0 | 0.9276 |
0.2837 | 0.7 | 460 | 0.2199 | 0.4800 | 0.5832 | 0.8594 | nan | 0.2672 | 0.8019 | 0.9338 | 0.0 | 0.9133 | 0.0 | 0.2663 | 0.7997 | 0.9123 | 0.0 | 0.9014 |
0.1499 | 0.73 | 480 | 0.2261 | 0.4383 | 0.5410 | 0.8731 | nan | 0.0422 | 0.7405 | 0.9871 | 0.0 | 0.9352 | 0.0 | 0.0422 | 0.7382 | 0.9400 | 0.0 | 0.9096 |
0.1966 | 0.76 | 500 | 0.2679 | 0.4673 | 0.5807 | 0.7464 | nan | 0.2930 | 0.9278 | 0.7289 | 0.0 | 0.9537 | 0.0 | 0.2920 | 0.8975 | 0.7284 | 0.0 | 0.8857 |
0.3873 | 0.79 | 520 | 0.1985 | 0.4916 | 0.6048 | 0.8831 | nan | 0.3590 | 0.8219 | 0.9641 | 0.0 | 0.8788 | 0.0 | 0.3582 | 0.7929 | 0.9394 | 0.0 | 0.8594 |
0.1302 | 0.82 | 540 | 0.1941 | 0.4842 | 0.5878 | 0.8487 | nan | 0.3363 | 0.8127 | 0.9172 | 0.0 | 0.8729 | 0.0 | 0.3278 | 0.7982 | 0.9115 | 0.0 | 0.8676 |
0.1616 | 0.85 | 560 | 0.2724 | 0.4580 | 0.5628 | 0.8653 | nan | 0.1150 | 0.8012 | 0.9552 | 0.0 | 0.9427 | 0.0 | 0.1146 | 0.7711 | 0.9397 | 0.0 | 0.9229 |
0.3048 | 0.88 | 580 | 0.1716 | 0.5584 | 0.6813 | 0.9265 | nan | 0.5214 | 0.9419 | 0.9676 | 0.0 | 0.9753 | 0.0 | 0.5169 | 0.9278 | 0.9601 | 0.0 | 0.9455 |
0.1334 | 0.91 | 600 | 0.2024 | 0.4590 | 0.5883 | 0.8743 | nan | 0.1276 | 0.9102 | 0.9488 | 0.0 | 0.9549 | 0.0 | 0.1276 | 0.7659 | 0.9391 | 0.0 | 0.9217 |
0.1046 | 0.94 | 620 | 0.1660 | 0.5005 | 0.6103 | 0.8949 | nan | 0.3735 | 0.7597 | 0.9715 | 0.0 | 0.9468 | 0.0 | 0.3706 | 0.7414 | 0.9636 | 0.0 | 0.9276 |
0.2272 | 0.97 | 640 | 0.1468 | 0.5288 | 0.6458 | 0.9152 | nan | 0.4501 | 0.8505 | 0.9793 | 0.0 | 0.9492 | 0.0 | 0.4494 | 0.8377 | 0.9672 | 0.0 | 0.9186 |
0.1821 | 1.0 | 660 | 0.1745 | 0.5084 | 0.6387 | 0.9061 | nan | 0.3862 | 0.8940 | 0.9687 | 0.0 | 0.9443 | 0.0 | 0.3837 | 0.7819 | 0.9581 | 0.0 | 0.9267 |
0.1816 | 1.03 | 680 | 0.1703 | 0.5279 | 0.6432 | 0.8739 | nan | 0.4636 | 0.9002 | 0.9085 | 0.0 | 0.9437 | 0.0 | 0.4623 | 0.8828 | 0.9016 | 0.0 | 0.9206 |
0.0829 | 1.06 | 700 | 0.1797 | 0.5339 | 0.6516 | 0.9153 | nan | 0.3797 | 0.9622 | 0.9749 | 0.0 | 0.9413 | 0.0 | 0.3793 | 0.9453 | 0.9577 | 0.0 | 0.9209 |
0.1193 | 1.09 | 720 | 0.1669 | 0.5220 | 0.6383 | 0.8869 | nan | 0.4406 | 0.8549 | 0.9327 | 0.0 | 0.9635 | 0.0 | 0.4390 | 0.8452 | 0.9212 | 0.0 | 0.9267 |
0.3561 | 1.12 | 740 | 0.1557 | 0.5316 | 0.6491 | 0.9210 | nan | 0.3822 | 0.9334 | 0.9869 | 0.0 | 0.9432 | 0.0 | 0.3815 | 0.9186 | 0.9668 | 0.0 | 0.9226 |
0.5291 | 1.16 | 760 | 0.1342 | 0.5491 | 0.6713 | 0.9155 | nan | 0.5357 | 0.9099 | 0.9597 | 0.0 | 0.9511 | 0.0 | 0.5328 | 0.8999 | 0.9526 | 0.0 | 0.9095 |
0.0577 | 1.19 | 780 | 0.1612 | 0.5192 | 0.6373 | 0.9117 | nan | 0.4093 | 0.8324 | 0.9769 | 0.0 | 0.9680 | 0.0 | 0.4088 | 0.8260 | 0.9676 | 0.0 | 0.9131 |
0.3877 | 1.22 | 800 | 0.1581 | 0.5506 | 0.6711 | 0.9347 | nan | 0.4504 | 0.9609 | 0.9930 | 0.0 | 0.9513 | 0.0 | 0.4502 | 0.9486 | 0.9735 | 0.0 | 0.9312 |
0.0783 | 1.25 | 820 | 0.1376 | 0.5507 | 0.6722 | 0.9254 | nan | 0.4829 | 0.9503 | 0.9759 | 0.0 | 0.9520 | 0.0 | 0.4815 | 0.9290 | 0.9668 | 0.0 | 0.9270 |
0.1087 | 1.28 | 840 | 0.1762 | 0.5085 | 0.6183 | 0.9078 | nan | 0.3234 | 0.8596 | 0.9917 | 0.0 | 0.9166 | 0.0 | 0.3226 | 0.8572 | 0.9712 | 0.0 | 0.9001 |
0.0414 | 1.31 | 860 | 0.1472 | 0.5428 | 0.6747 | 0.9031 | nan | 0.4939 | 0.9765 | 0.9312 | 0.0 | 0.9721 | 0.0 | 0.4922 | 0.9111 | 0.9285 | 0.0 | 0.9253 |
0.1103 | 1.34 | 880 | 0.1347 | 0.5679 | 0.6895 | 0.9410 | nan | 0.5339 | 0.9704 | 0.9900 | 0.0 | 0.9532 | 0.0 | 0.5333 | 0.9597 | 0.9754 | 0.0 | 0.9392 |
0.1542 | 1.37 | 900 | 0.2812 | 0.5174 | 0.6292 | 0.9193 | nan | 0.4087 | 0.7742 | 0.9973 | 0.0 | 0.9659 | 0.0 | 0.4064 | 0.7729 | 0.9749 | 0.0 | 0.9502 |
0.1547 | 1.4 | 920 | 0.1599 | 0.5410 | 0.6637 | 0.8910 | nan | 0.5183 | 0.9268 | 0.9219 | 0.0 | 0.9512 | 0.0 | 0.5131 | 0.8898 | 0.9143 | 0.0 | 0.9287 |
0.3449 | 1.43 | 940 | 0.1319 | 0.5417 | 0.6713 | 0.9061 | nan | 0.4682 | 0.9642 | 0.9372 | 0.0 | 0.9868 | 0.0 | 0.4661 | 0.9378 | 0.9352 | 0.0 | 0.9114 |
0.156 | 1.46 | 960 | 0.1276 | 0.5657 | 0.6971 | 0.9314 | nan | 0.5870 | 0.9599 | 0.9641 | 0.0 | 0.9745 | 0.0 | 0.5851 | 0.8998 | 0.9597 | 0.0 | 0.9496 |
0.3673 | 1.49 | 980 | 0.1790 | 0.5699 | 0.6970 | 0.9418 | nan | 0.6259 | 0.9736 | 0.9948 | 0.0 | 0.8908 | 0.0 | 0.6212 | 0.9521 | 0.9566 | 0.0 | 0.8896 |
0.1194 | 1.52 | 1000 | 0.1292 | 0.5428 | 0.6593 | 0.9199 | nan | 0.4437 | 0.9212 | 0.9755 | 0.0 | 0.9559 | 0.0 | 0.4418 | 0.9107 | 0.9662 | 0.0 | 0.9383 |
0.0602 | 1.55 | 1020 | 0.1223 | 0.5737 | 0.6988 | 0.9451 | nan | 0.5885 | 0.9523 | 0.9888 | 0.0 | 0.9642 | 0.0 | 0.5855 | 0.9350 | 0.9770 | 0.0 | 0.9444 |
0.0559 | 1.58 | 1040 | 0.1565 | 0.5505 | 0.6802 | 0.9245 | nan | 0.5189 | 0.9582 | 0.9675 | 0.0 | 0.9562 | 0.0 | 0.5149 | 0.8863 | 0.9590 | 0.0 | 0.9429 |
0.1513 | 1.61 | 1060 | 0.1506 | 0.6004 | 0.7288 | 0.9621 | nan | 0.7103 | 0.9773 | 0.9965 | 0.0 | 0.9596 | 0.0 | 0.7093 | 0.9746 | 0.9771 | 0.0 | 0.9416 |
0.3221 | 1.64 | 1080 | 0.1172 | 0.5750 | 0.6963 | 0.9437 | nan | 0.5651 | 0.9592 | 0.9872 | 0.0 | 0.9701 | 0.0 | 0.5643 | 0.9573 | 0.9764 | 0.0 | 0.9521 |
0.0505 | 1.67 | 1100 | 0.1275 | 0.5807 | 0.7069 | 0.9492 | nan | 0.6079 | 0.9564 | 0.9870 | 0.0 | 0.9833 | 0.0 | 0.6066 | 0.9552 | 0.9805 | 0.0 | 0.9418 |
0.133 | 1.7 | 1120 | 0.1521 | 0.5907 | 0.7159 | 0.9571 | nan | 0.6502 | 0.9752 | 0.9980 | 0.0 | 0.9559 | 0.0 | 0.6496 | 0.9723 | 0.9772 | 0.0 | 0.9452 |
0.1053 | 1.73 | 1140 | 0.1184 | 0.5747 | 0.6983 | 0.9338 | nan | 0.5656 | 0.9779 | 0.9663 | 0.0 | 0.9817 | 0.0 | 0.5636 | 0.9654 | 0.9619 | 0.0 | 0.9575 |
0.0971 | 1.76 | 1160 | 0.1181 | 0.5871 | 0.7105 | 0.9414 | nan | 0.6508 | 0.9622 | 0.9729 | 0.0 | 0.9667 | 0.0 | 0.6451 | 0.9555 | 0.9682 | 0.0 | 0.9538 |
0.0701 | 1.79 | 1180 | 0.1120 | 0.5896 | 0.7148 | 0.9459 | nan | 0.6198 | 0.9783 | 0.9776 | 0.0166 | 0.9815 | 0.0 | 0.6190 | 0.9748 | 0.9653 | 0.0166 | 0.9617 |
0.2152 | 1.82 | 1200 | 0.1225 | 0.5692 | 0.6877 | 0.9321 | nan | 0.5404 | 0.9546 | 0.9732 | 0.0 | 0.9705 | 0.0 | 0.5322 | 0.9527 | 0.9676 | 0.0 | 0.9626 |
0.1078 | 1.85 | 1220 | 0.1175 | 0.6046 | 0.7299 | 0.9605 | nan | 0.7129 | 0.9724 | 0.9909 | 0.0 | 0.9734 | 0.0 | 0.7080 | 0.9712 | 0.9813 | 0.0 | 0.9671 |
0.0627 | 1.88 | 1240 | 0.1140 | 0.5727 | 0.6943 | 0.9367 | nan | 0.5397 | 0.9789 | 0.9748 | 0.0 | 0.9782 | 0.0 | 0.5385 | 0.9683 | 0.9669 | 0.0 | 0.9622 |
0.126 | 1.91 | 1260 | 0.0935 | 0.6014 | 0.7275 | 0.9453 | nan | 0.7251 | 0.9659 | 0.9649 | 0.0001 | 0.9812 | 0.0 | 0.7233 | 0.9611 | 0.9558 | 0.0001 | 0.9679 |
0.0335 | 1.95 | 1280 | 0.1121 | 0.5840 | 0.7127 | 0.9447 | nan | 0.6183 | 0.9854 | 0.9741 | 0.0 | 0.9856 | 0.0 | 0.6176 | 0.9545 | 0.9654 | 0.0 | 0.9666 |
0.2148 | 1.98 | 1300 | 0.1126 | 0.5611 | 0.6802 | 0.9328 | nan | 0.5266 | 0.9611 | 0.9864 | 0.0 | 0.9267 | 0.0 | 0.5262 | 0.9527 | 0.9619 | 0.0 | 0.9258 |
0.055 | 2.01 | 1320 | 0.1313 | 0.5699 | 0.6899 | 0.9414 | nan | 0.5433 | 0.9490 | 0.9883 | 0.0 | 0.9687 | 0.0 | 0.5419 | 0.9477 | 0.9739 | 0.0 | 0.9560 |
0.0483 | 2.04 | 1340 | 0.1286 | 0.5424 | 0.6581 | 0.8946 | nan | 0.4797 | 0.9231 | 0.9320 | 0.0 | 0.9555 | 0.0 | 0.4786 | 0.9229 | 0.9236 | 0.0 | 0.9296 |
0.0553 | 2.07 | 1360 | 0.1064 | 0.6083 | 0.7361 | 0.9621 | nan | 0.7358 | 0.9725 | 0.9873 | 0.0 | 0.9849 | 0.0 | 0.7346 | 0.9701 | 0.9808 | 0.0 | 0.9645 |
0.0304 | 2.1 | 1380 | 0.1138 | 0.5809 | 0.7027 | 0.9403 | nan | 0.6015 | 0.9634 | 0.9758 | 0.0 | 0.9729 | 0.0 | 0.6010 | 0.9611 | 0.9656 | 0.0 | 0.9577 |
0.0546 | 2.13 | 1400 | 0.1134 | 0.6106 | 0.7425 | 0.9662 | nan | 0.7687 | 0.9803 | 0.9919 | 0.0006 | 0.9709 | 0.0 | 0.7650 | 0.9667 | 0.9825 | 0.0006 | 0.9487 |
0.0695 | 2.16 | 1420 | 0.1182 | 0.6024 | 0.7303 | 0.9620 | nan | 0.7120 | 0.9792 | 0.9942 | 0.0 | 0.9662 | 0.0 | 0.7112 | 0.9758 | 0.9811 | 0.0 | 0.9460 |
0.0223 | 2.19 | 1440 | 0.1149 | 0.5812 | 0.7039 | 0.9452 | nan | 0.6525 | 0.9292 | 0.9875 | 0.0 | 0.9501 | 0.0 | 0.6514 | 0.9283 | 0.9645 | 0.0 | 0.9430 |
0.1745 | 2.22 | 1460 | 0.1391 | 0.5577 | 0.6804 | 0.8994 | nan | 0.6005 | 0.8947 | 0.9193 | 0.0 | 0.9873 | 0.0 | 0.5998 | 0.8918 | 0.9038 | 0.0 | 0.9506 |
0.2004 | 2.25 | 1480 | 0.1139 | 0.6062 | 0.7323 | 0.9547 | nan | 0.7562 | 0.9582 | 0.9800 | 0.0 | 0.9671 | 0.0 | 0.7519 | 0.9538 | 0.9720 | 0.0 | 0.9596 |
0.0222 | 2.28 | 1500 | 0.1064 | 0.5881 | 0.7127 | 0.9480 | nan | 0.6233 | 0.9782 | 0.9806 | 0.0 | 0.9813 | 0.0 | 0.6196 | 0.9766 | 0.9760 | 0.0 | 0.9563 |
0.0627 | 2.31 | 1520 | 0.1011 | 0.5953 | 0.7181 | 0.9535 | nan | 0.6641 | 0.9707 | 0.9882 | 0.0 | 0.9677 | 0.0 | 0.6633 | 0.9696 | 0.9759 | 0.0 | 0.9629 |
0.0336 | 2.34 | 1540 | 0.1487 | 0.5850 | 0.7079 | 0.9449 | nan | 0.6521 | 0.9273 | 0.9794 | 0.0 | 0.9805 | 0.0 | 0.6441 | 0.9240 | 0.9708 | 0.0 | 0.9714 |
0.0467 | 2.37 | 1560 | 0.1204 | 0.5912 | 0.7181 | 0.9419 | nan | 0.6610 | 0.9862 | 0.9664 | 0.0 | 0.9767 | 0.0 | 0.6558 | 0.9608 | 0.9622 | 0.0 | 0.9685 |
0.0366 | 2.4 | 1580 | 0.0868 | 0.5880 | 0.7093 | 0.9405 | nan | 0.6588 | 0.9429 | 0.9714 | 0.0 | 0.9732 | 0.0 | 0.6540 | 0.9422 | 0.9641 | 0.0 | 0.9678 |
0.1011 | 2.43 | 1600 | 0.0955 | 0.6218 | 0.7523 | 0.9616 | nan | 0.7450 | 0.9826 | 0.9823 | 0.0610 | 0.9907 | 0.0 | 0.7417 | 0.9803 | 0.9780 | 0.0610 | 0.9697 |
0.3434 | 2.46 | 1620 | 0.0978 | 0.5998 | 0.7233 | 0.9528 | nan | 0.6731 | 0.9833 | 0.9836 | 0.0063 | 0.9700 | 0.0 | 0.6712 | 0.9785 | 0.9763 | 0.0063 | 0.9668 |
0.0322 | 2.49 | 1640 | 0.1120 | 0.5957 | 0.7196 | 0.9564 | nan | 0.6661 | 0.9601 | 0.9914 | 0.0030 | 0.9774 | 0.0 | 0.6593 | 0.9556 | 0.9838 | 0.0030 | 0.9726 |
0.0438 | 2.52 | 1660 | 0.0885 | 0.6118 | 0.7392 | 0.9578 | nan | 0.7901 | 0.9511 | 0.9792 | 0.0 | 0.9755 | 0.0 | 0.7893 | 0.9462 | 0.9702 | 0.0 | 0.9652 |
0.0302 | 2.55 | 1680 | 0.2676 | 0.5419 | 0.6570 | 0.9050 | nan | 0.5335 | 0.9043 | 0.9616 | 0.0 | 0.8855 | 0.0 | 0.5310 | 0.9032 | 0.9320 | 0.0 | 0.8854 |
0.1708 | 2.58 | 1700 | 0.1117 | 0.5912 | 0.7149 | 0.9549 | nan | 0.6212 | 0.9770 | 0.9904 | 0.0 | 0.9861 | 0.0 | 0.6206 | 0.9742 | 0.9827 | 0.0 | 0.9699 |
0.0599 | 2.61 | 1720 | 0.1063 | 0.6197 | 0.7480 | 0.9696 | nan | 0.7955 | 0.9691 | 0.9919 | 0.0 | 0.9834 | 0.0 | 0.7913 | 0.9674 | 0.9848 | 0.0 | 0.9746 |
0.0452 | 2.64 | 1740 | 0.0969 | 0.6122 | 0.7428 | 0.9523 | nan | 0.7627 | 0.9860 | 0.9675 | 0.0152 | 0.9824 | 0.0 | 0.7604 | 0.9723 | 0.9629 | 0.0152 | 0.9626 |
0.1081 | 2.67 | 1760 | 0.0848 | 0.6071 | 0.7323 | 0.9449 | nan | 0.7084 | 0.9824 | 0.9637 | 0.0244 | 0.9824 | 0.0 | 0.7064 | 0.9807 | 0.9572 | 0.0244 | 0.9740 |
0.0286 | 2.71 | 1780 | 0.1049 | 0.5778 | 0.6982 | 0.9224 | nan | 0.5778 | 0.9738 | 0.9478 | 0.0104 | 0.9812 | 0.0 | 0.5755 | 0.9722 | 0.9432 | 0.0104 | 0.9656 |
0.032 | 2.74 | 1800 | 0.1092 | 0.5963 | 0.7203 | 0.9485 | nan | 0.6168 | 0.9618 | 0.9860 | 0.0619 | 0.9748 | 0.0 | 0.6158 | 0.9606 | 0.9761 | 0.0619 | 0.9633 |
0.212 | 2.77 | 1820 | 0.1036 | 0.5711 | 0.6896 | 0.9352 | nan | 0.5991 | 0.8986 | 0.9774 | 0.0 | 0.9730 | 0.0 | 0.5982 | 0.8980 | 0.9643 | 0.0 | 0.9662 |
0.0941 | 2.8 | 1840 | 0.0930 | 0.6062 | 0.7314 | 0.9512 | nan | 0.7371 | 0.9719 | 0.9731 | 0.0 | 0.9749 | 0.0 | 0.7340 | 0.9674 | 0.9662 | 0.0 | 0.9697 |
0.0484 | 2.83 | 1860 | 0.1310 | 0.5975 | 0.7214 | 0.9531 | nan | 0.6611 | 0.9152 | 0.9953 | 0.0666 | 0.9686 | 0.0 | 0.6578 | 0.9147 | 0.9802 | 0.0665 | 0.9661 |
0.1025 | 2.86 | 1880 | 0.0860 | 0.6173 | 0.7460 | 0.9500 | nan | 0.8279 | 0.9675 | 0.9608 | 0.0018 | 0.9720 | 0.0 | 0.8236 | 0.9595 | 0.9544 | 0.0018 | 0.9647 |
0.0573 | 2.89 | 1900 | 0.0832 | 0.5975 | 0.7229 | 0.9432 | nan | 0.7106 | 0.9545 | 0.9643 | 0.0009 | 0.9842 | 0.0 | 0.7097 | 0.9517 | 0.9576 | 0.0009 | 0.9649 |
0.0416 | 2.92 | 1920 | 0.0926 | 0.5987 | 0.7247 | 0.9469 | nan | 0.6610 | 0.9858 | 0.9714 | 0.0186 | 0.9866 | 0.0 | 0.6603 | 0.9791 | 0.9662 | 0.0185 | 0.9681 |
0.0323 | 2.95 | 1940 | 0.0890 | 0.6333 | 0.7635 | 0.9617 | nan | 0.8144 | 0.9842 | 0.9753 | 0.0611 | 0.9825 | 0.0 | 0.8124 | 0.9813 | 0.9683 | 0.0610 | 0.9770 |
0.0234 | 2.98 | 1960 | 0.0984 | 0.6140 | 0.7405 | 0.9654 | nan | 0.7341 | 0.9827 | 0.9925 | 0.0135 | 0.9796 | 0.0 | 0.7318 | 0.9798 | 0.9847 | 0.0135 | 0.9741 |
0.0371 | 3.01 | 1980 | 0.0935 | 0.6338 | 0.7638 | 0.9630 | nan | 0.7854 | 0.9815 | 0.9824 | 0.0911 | 0.9785 | 0.0 | 0.7837 | 0.9806 | 0.9750 | 0.0908 | 0.9728 |
0.1032 | 3.04 | 2000 | 0.0885 | 0.6304 | 0.7603 | 0.9497 | nan | 0.7823 | 0.9813 | 0.9595 | 0.0888 | 0.9897 | 0.0 | 0.7803 | 0.9804 | 0.9549 | 0.0886 | 0.9782 |
0.0925 | 3.07 | 2020 | 0.0869 | 0.6261 | 0.7559 | 0.9477 | nan | 0.7427 | 0.9797 | 0.9620 | 0.1062 | 0.9891 | 0.0 | 0.7407 | 0.9790 | 0.9566 | 0.1059 | 0.9746 |
0.034 | 3.1 | 2040 | 0.0931 | 0.6202 | 0.7510 | 0.9581 | nan | 0.7304 | 0.9531 | 0.9827 | 0.0974 | 0.9913 | 0.0 | 0.7282 | 0.9525 | 0.9774 | 0.0970 | 0.9664 |
0.0384 | 3.13 | 2060 | 0.1055 | 0.5889 | 0.7111 | 0.9368 | nan | 0.5877 | 0.9291 | 0.9761 | 0.0869 | 0.9758 | 0.0 | 0.5870 | 0.9267 | 0.9688 | 0.0867 | 0.9641 |
0.0476 | 3.16 | 2080 | 0.0875 | 0.6173 | 0.7456 | 0.9496 | nan | 0.6957 | 0.9840 | 0.9718 | 0.0925 | 0.9840 | 0.0 | 0.6944 | 0.9785 | 0.9664 | 0.0924 | 0.9719 |
0.0634 | 3.19 | 2100 | 0.0867 | 0.6159 | 0.7424 | 0.9524 | nan | 0.6623 | 0.9780 | 0.9819 | 0.1085 | 0.9816 | 0.0 | 0.6596 | 0.9768 | 0.9746 | 0.1083 | 0.9759 |
0.0364 | 3.22 | 2120 | 0.1000 | 0.6152 | 0.7422 | 0.8984 | nan | 0.7568 | 0.9726 | 0.8854 | 0.1066 | 0.9894 | 0.0 | 0.7542 | 0.9719 | 0.8825 | 0.1060 | 0.9764 |
0.0356 | 3.25 | 2140 | 0.1001 | 0.6118 | 0.7393 | 0.9527 | nan | 0.7141 | 0.9591 | 0.9863 | 0.0863 | 0.9509 | 0.0 | 0.7126 | 0.9582 | 0.9663 | 0.0858 | 0.9482 |
0.0386 | 3.28 | 2160 | 0.1070 | 0.6033 | 0.7267 | 0.9125 | nan | 0.6980 | 0.9630 | 0.9258 | 0.0950 | 0.9517 | 0.0 | 0.6955 | 0.9624 | 0.9187 | 0.0944 | 0.9489 |
0.0492 | 3.31 | 2180 | 0.0987 | 0.6332 | 0.7650 | 0.9657 | nan | 0.7543 | 0.9849 | 0.9901 | 0.1174 | 0.9782 | 0.0 | 0.7540 | 0.9824 | 0.9781 | 0.1171 | 0.9680 |
0.0222 | 3.34 | 2200 | 0.1015 | 0.5979 | 0.7221 | 0.9459 | nan | 0.5999 | 0.9838 | 0.9807 | 0.0699 | 0.9763 | 0.0 | 0.5991 | 0.9775 | 0.9732 | 0.0695 | 0.9680 |
0.0812 | 3.37 | 2220 | 0.1246 | 0.6217 | 0.7504 | 0.9621 | nan | 0.6822 | 0.9871 | 0.9954 | 0.1159 | 0.9713 | 0.0 | 0.6814 | 0.9858 | 0.9807 | 0.1155 | 0.9669 |
0.0169 | 3.4 | 2240 | 0.0863 | 0.6268 | 0.7570 | 0.9457 | nan | 0.7373 | 0.9724 | 0.9605 | 0.1251 | 0.9896 | 0.0 | 0.7360 | 0.9708 | 0.9566 | 0.1242 | 0.9734 |
0.0839 | 3.43 | 2260 | 0.0865 | 0.6355 | 0.7680 | 0.9624 | nan | 0.7623 | 0.9866 | 0.9813 | 0.1225 | 0.9874 | 0.0 | 0.7617 | 0.9840 | 0.9750 | 0.1214 | 0.9708 |
0.0457 | 3.47 | 2280 | 0.1031 | 0.6324 | 0.7639 | 0.9664 | nan | 0.7824 | 0.9430 | 0.9911 | 0.1161 | 0.9867 | 0.0 | 0.7809 | 0.9417 | 0.9828 | 0.1154 | 0.9738 |
0.1058 | 3.5 | 2300 | 0.0792 | 0.6348 | 0.7655 | 0.9397 | nan | 0.7698 | 0.9881 | 0.9478 | 0.1442 | 0.9774 | 0.0 | 0.7656 | 0.9837 | 0.9430 | 0.1436 | 0.9727 |
0.0139 | 3.53 | 2320 | 0.0809 | 0.6391 | 0.7720 | 0.9669 | nan | 0.8067 | 0.9793 | 0.9838 | 0.1036 | 0.9864 | 0.0 | 0.8017 | 0.9789 | 0.9779 | 0.1032 | 0.9728 |
0.084 | 3.56 | 2340 | 0.0859 | 0.6247 | 0.7532 | 0.9634 | nan | 0.7636 | 0.9827 | 0.9864 | 0.0573 | 0.9761 | 0.0 | 0.7618 | 0.9793 | 0.9811 | 0.0573 | 0.9685 |
0.0454 | 3.59 | 2360 | 0.0789 | 0.6046 | 0.7312 | 0.9310 | nan | 0.7388 | 0.9789 | 0.9407 | 0.0218 | 0.9758 | 0.0 | 0.7368 | 0.9678 | 0.9377 | 0.0218 | 0.9635 |
0.0499 | 3.62 | 2380 | 0.0842 | 0.6611 | 0.7983 | 0.9715 | nan | 0.8102 | 0.9860 | 0.9902 | 0.2232 | 0.9816 | 0.0 | 0.8091 | 0.9841 | 0.9820 | 0.2200 | 0.9716 |
0.0942 | 3.65 | 2400 | 0.0809 | 0.6383 | 0.7727 | 0.9492 | nan | 0.7884 | 0.9874 | 0.9580 | 0.1440 | 0.9856 | 0.0 | 0.7861 | 0.9860 | 0.9543 | 0.1423 | 0.9613 |
0.0252 | 3.68 | 2420 | 0.0783 | 0.6442 | 0.7771 | 0.9611 | nan | 0.7687 | 0.9853 | 0.9816 | 0.1740 | 0.9757 | 0.0 | 0.7671 | 0.9844 | 0.9728 | 0.1726 | 0.9683 |
0.0157 | 3.71 | 2440 | 0.0763 | 0.6498 | 0.7837 | 0.9582 | nan | 0.8072 | 0.9708 | 0.9746 | 0.1926 | 0.9735 | 0.0 | 0.8025 | 0.9704 | 0.9664 | 0.1904 | 0.9693 |
0.0267 | 3.74 | 2460 | 0.0886 | 0.6137 | 0.7403 | 0.9208 | nan | 0.6563 | 0.9858 | 0.9327 | 0.1441 | 0.9829 | 0.0 | 0.6533 | 0.9835 | 0.9287 | 0.1432 | 0.9733 |
0.0253 | 3.77 | 2480 | 0.0836 | 0.6382 | 0.7726 | 0.9686 | nan | 0.7831 | 0.9885 | 0.9867 | 0.1130 | 0.9918 | 0.0 | 0.7781 | 0.9808 | 0.9827 | 0.1126 | 0.9748 |
0.0748 | 3.8 | 2500 | 0.0867 | 0.6178 | 0.7516 | 0.9418 | nan | 0.6956 | 0.9855 | 0.9576 | 0.1281 | 0.9911 | 0.0 | 0.6930 | 0.9611 | 0.9543 | 0.1270 | 0.9712 |
0.0737 | 3.83 | 2520 | 0.0926 | 0.6279 | 0.7574 | 0.9630 | nan | 0.6967 | 0.9875 | 0.9931 | 0.1314 | 0.9780 | 0.0 | 0.6954 | 0.9849 | 0.9828 | 0.1306 | 0.9739 |
0.0214 | 3.86 | 2540 | 0.0932 | 0.6268 | 0.7559 | 0.9598 | nan | 0.6910 | 0.9872 | 0.9876 | 0.1307 | 0.9831 | 0.0 | 0.6887 | 0.9862 | 0.9795 | 0.1297 | 0.9769 |
0.0343 | 3.89 | 2560 | 0.0813 | 0.6451 | 0.7812 | 0.9631 | nan | 0.7836 | 0.9880 | 0.9794 | 0.1679 | 0.9870 | 0.0 | 0.7731 | 0.9768 | 0.9749 | 0.1658 | 0.9797 |
0.0594 | 3.92 | 2580 | 0.0712 | 0.6395 | 0.7708 | 0.9570 | nan | 0.7592 | 0.9834 | 0.9746 | 0.1527 | 0.9842 | 0.0 | 0.7561 | 0.9822 | 0.9696 | 0.1506 | 0.9784 |
0.0725 | 3.95 | 2600 | 0.0724 | 0.6389 | 0.7705 | 0.9445 | nan | 0.7634 | 0.9822 | 0.9534 | 0.1630 | 0.9906 | 0.0 | 0.7595 | 0.9813 | 0.9498 | 0.1619 | 0.9813 |
0.0785 | 3.98 | 2620 | 0.0894 | 0.6344 | 0.7652 | 0.9556 | nan | 0.6914 | 0.9851 | 0.9838 | 0.1924 | 0.9732 | 0.0 | 0.6891 | 0.9837 | 0.9738 | 0.1917 | 0.9682 |
0.0275 | 4.01 | 2640 | 0.0788 | 0.6376 | 0.7683 | 0.9357 | nan | 0.7520 | 0.9870 | 0.9432 | 0.1780 | 0.9812 | 0.0 | 0.7504 | 0.9857 | 0.9397 | 0.1763 | 0.9735 |
0.0225 | 4.04 | 2660 | 0.0705 | 0.6594 | 0.7948 | 0.9592 | nan | 0.8123 | 0.9876 | 0.9706 | 0.2207 | 0.9827 | 0.0 | 0.8091 | 0.9860 | 0.9663 | 0.2176 | 0.9772 |
0.1612 | 4.07 | 2680 | 0.0699 | 0.6666 | 0.8050 | 0.9567 | nan | 0.8118 | 0.9856 | 0.9667 | 0.2771 | 0.9841 | 0.0 | 0.8062 | 0.9839 | 0.9627 | 0.2709 | 0.9758 |
0.1545 | 4.1 | 2700 | 0.0785 | 0.6343 | 0.7646 | 0.9516 | nan | 0.7502 | 0.9776 | 0.9698 | 0.1466 | 0.9786 | 0.0 | 0.7485 | 0.9760 | 0.9617 | 0.1458 | 0.9738 |
0.0696 | 4.13 | 2720 | 0.0834 | 0.6381 | 0.7693 | 0.9527 | nan | 0.7669 | 0.9879 | 0.9696 | 0.1503 | 0.9719 | 0.0 | 0.7616 | 0.9868 | 0.9628 | 0.1495 | 0.9678 |
0.015 | 4.16 | 2740 | 0.0847 | 0.6319 | 0.7624 | 0.9556 | nan | 0.7502 | 0.9823 | 0.9785 | 0.1345 | 0.9665 | 0.0 | 0.7450 | 0.9817 | 0.9688 | 0.1340 | 0.9616 |
0.1205 | 4.19 | 2760 | 0.0929 | 0.6300 | 0.7606 | 0.9359 | nan | 0.6742 | 0.9772 | 0.9569 | 0.2218 | 0.9731 | 0.0 | 0.6692 | 0.9757 | 0.9503 | 0.2205 | 0.9643 |
0.0191 | 4.22 | 2780 | 0.0805 | 0.6697 | 0.8088 | 0.9522 | nan | 0.7758 | 0.9891 | 0.9687 | 0.3459 | 0.9646 | 0.0 | 0.7745 | 0.9832 | 0.9583 | 0.3407 | 0.9616 |
0.1073 | 4.26 | 2800 | 0.0962 | 0.6677 | 0.8062 | 0.9606 | nan | 0.7500 | 0.9893 | 0.9839 | 0.3385 | 0.9691 | 0.0 | 0.7481 | 0.9871 | 0.9724 | 0.3333 | 0.9654 |
0.1843 | 4.29 | 2820 | 0.0850 | 0.6733 | 0.8153 | 0.9238 | nan | 0.7967 | 0.9874 | 0.9179 | 0.3917 | 0.9826 | 0.0 | 0.7850 | 0.9831 | 0.9143 | 0.3834 | 0.9742 |
0.0283 | 4.32 | 2840 | 0.0794 | 0.6831 | 0.8253 | 0.9529 | nan | 0.7801 | 0.9887 | 0.9668 | 0.4175 | 0.9735 | 0.0 | 0.7779 | 0.9872 | 0.9592 | 0.4041 | 0.9700 |
0.1662 | 4.35 | 2860 | 0.0802 | 0.6829 | 0.8251 | 0.9381 | nan | 0.7989 | 0.9834 | 0.9408 | 0.4230 | 0.9792 | 0.0 | 0.7960 | 0.9830 | 0.9354 | 0.4107 | 0.9724 |
0.0798 | 4.38 | 2880 | 0.0928 | 0.6731 | 0.8126 | 0.9570 | nan | 0.7153 | 0.9832 | 0.9826 | 0.4094 | 0.9726 | 0.0 | 0.7146 | 0.9819 | 0.9721 | 0.4013 | 0.9684 |
0.0293 | 4.41 | 2900 | 0.0868 | 0.6864 | 0.8292 | 0.9413 | nan | 0.8306 | 0.9845 | 0.9419 | 0.4109 | 0.9780 | 0.0 | 0.8277 | 0.9837 | 0.9353 | 0.4053 | 0.9664 |
0.0272 | 4.44 | 2920 | 0.0839 | 0.6595 | 0.7984 | 0.9444 | nan | 0.7503 | 0.9868 | 0.9537 | 0.3101 | 0.9910 | 0.0 | 0.7492 | 0.9761 | 0.9506 | 0.3062 | 0.9750 |
0.0472 | 4.47 | 2940 | 0.0816 | 0.6601 | 0.7960 | 0.9450 | nan | 0.7306 | 0.9802 | 0.9595 | 0.3242 | 0.9854 | 0.0 | 0.7281 | 0.9774 | 0.9551 | 0.3201 | 0.9796 |
0.0247 | 4.5 | 2960 | 0.0864 | 0.6717 | 0.8103 | 0.9696 | nan | 0.8235 | 0.9854 | 0.9862 | 0.2775 | 0.9787 | 0.0 | 0.8225 | 0.9805 | 0.9768 | 0.2749 | 0.9758 |
0.067 | 4.53 | 2980 | 0.0932 | 0.6956 | 0.8402 | 0.9702 | nan | 0.8272 | 0.9896 | 0.9866 | 0.4221 | 0.9755 | 0.0 | 0.8224 | 0.9868 | 0.9780 | 0.4139 | 0.9728 |
0.0811 | 4.56 | 3000 | 0.0976 | 0.6616 | 0.7986 | 0.9364 | nan | 0.6353 | 0.9883 | 0.9567 | 0.4244 | 0.9884 | 0.0 | 0.6329 | 0.9847 | 0.9532 | 0.4153 | 0.9838 |
0.0272 | 4.59 | 3020 | 0.1047 | 0.6533 | 0.7876 | 0.9517 | nan | 0.6439 | 0.9783 | 0.9814 | 0.3490 | 0.9853 | 0.0 | 0.6421 | 0.9779 | 0.9752 | 0.3444 | 0.9800 |
0.0249 | 4.62 | 3040 | 0.0886 | 0.6915 | 0.8340 | 0.9707 | nan | 0.7889 | 0.9853 | 0.9902 | 0.4197 | 0.9860 | 0.0 | 0.7876 | 0.9845 | 0.9814 | 0.4167 | 0.9787 |
0.027 | 4.65 | 3060 | 0.0836 | 0.6959 | 0.8398 | 0.9640 | nan | 0.8063 | 0.9858 | 0.9771 | 0.4419 | 0.9878 | 0.0 | 0.8037 | 0.9845 | 0.9711 | 0.4342 | 0.9821 |
0.022 | 4.68 | 3080 | 0.0788 | 0.6845 | 0.8272 | 0.9606 | nan | 0.7788 | 0.9716 | 0.9786 | 0.4231 | 0.9838 | 0.0 | 0.7753 | 0.9707 | 0.9701 | 0.4108 | 0.9803 |
0.0704 | 4.71 | 3100 | 0.0808 | 0.7098 | 0.8619 | 0.9701 | nan | 0.8095 | 0.9866 | 0.9869 | 0.5444 | 0.9822 | 0.0 | 0.8072 | 0.9845 | 0.9790 | 0.5079 | 0.9805 |
0.0123 | 4.74 | 3120 | 0.0727 | 0.7262 | 0.8883 | 0.9704 | nan | 0.8666 | 0.9894 | 0.9763 | 0.6152 | 0.9941 | 0.0 | 0.8603 | 0.9856 | 0.9735 | 0.5573 | 0.9806 |
0.1596 | 4.77 | 3140 | 0.0704 | 0.7139 | 0.8684 | 0.9658 | nan | 0.8159 | 0.9901 | 0.9786 | 0.5734 | 0.9840 | 0.0 | 0.8138 | 0.9853 | 0.9730 | 0.5313 | 0.9802 |
0.0502 | 4.8 | 3160 | 0.0729 | 0.6942 | 0.8384 | 0.9642 | nan | 0.8098 | 0.9870 | 0.9754 | 0.4267 | 0.9931 | 0.0 | 0.8089 | 0.9849 | 0.9708 | 0.4220 | 0.9789 |
0.0519 | 4.83 | 3180 | 0.0662 | 0.7006 | 0.8462 | 0.9596 | nan | 0.8389 | 0.9874 | 0.9662 | 0.4521 | 0.9863 | 0.0 | 0.8329 | 0.9864 | 0.9628 | 0.4403 | 0.9810 |
0.0189 | 4.86 | 3200 | 0.0702 | 0.6888 | 0.8309 | 0.9600 | nan | 0.7973 | 0.9864 | 0.9773 | 0.4258 | 0.9675 | 0.0 | 0.7917 | 0.9842 | 0.9731 | 0.4197 | 0.9643 |
0.0281 | 4.89 | 3220 | 0.0739 | 0.6857 | 0.8272 | 0.9413 | nan | 0.8411 | 0.9859 | 0.9403 | 0.3906 | 0.9781 | 0.0 | 0.8390 | 0.9839 | 0.9371 | 0.3850 | 0.9689 |
0.0886 | 4.92 | 3240 | 0.0916 | 0.6644 | 0.8014 | 0.9250 | nan | 0.7829 | 0.9845 | 0.9248 | 0.3421 | 0.9725 | 0.0 | 0.7770 | 0.9842 | 0.9224 | 0.3392 | 0.9639 |
0.027 | 4.95 | 3260 | 0.0738 | 0.6997 | 0.8439 | 0.9691 | nan | 0.8640 | 0.9892 | 0.9784 | 0.4060 | 0.9820 | 0.0 | 0.8625 | 0.9885 | 0.9728 | 0.4005 | 0.9737 |
0.0974 | 4.98 | 3280 | 0.0714 | 0.6930 | 0.8351 | 0.9437 | nan | 0.8303 | 0.9858 | 0.9457 | 0.4374 | 0.9765 | 0.0 | 0.8272 | 0.9854 | 0.9414 | 0.4315 | 0.9723 |
0.0417 | 5.02 | 3300 | 0.0728 | 0.6671 | 0.8035 | 0.9428 | nan | 0.7635 | 0.9887 | 0.9527 | 0.3352 | 0.9773 | 0.0 | 0.7614 | 0.9881 | 0.9483 | 0.3333 | 0.9716 |
0.0162 | 5.05 | 3320 | 0.0759 | 0.6691 | 0.8077 | 0.9497 | nan | 0.8593 | 0.9851 | 0.9501 | 0.2609 | 0.9831 | 0.0 | 0.8530 | 0.9847 | 0.9473 | 0.2587 | 0.9711 |
0.0765 | 5.08 | 3340 | 0.0722 | 0.7197 | 0.8690 | 0.9683 | nan | 0.8217 | 0.9866 | 0.9832 | 0.5735 | 0.9798 | 0.0 | 0.8187 | 0.9862 | 0.9781 | 0.5603 | 0.9746 |
0.0316 | 5.11 | 3360 | 0.0786 | 0.7246 | 0.8756 | 0.9671 | nan | 0.8002 | 0.9890 | 0.9829 | 0.6235 | 0.9826 | 0.0 | 0.7989 | 0.9868 | 0.9758 | 0.6096 | 0.9765 |
0.1062 | 5.14 | 3380 | 0.0697 | 0.7433 | 0.9021 | 0.9717 | nan | 0.8472 | 0.9887 | 0.9841 | 0.7097 | 0.9809 | 0.0 | 0.8422 | 0.9842 | 0.9773 | 0.6787 | 0.9775 |
0.0819 | 5.17 | 3400 | 0.0676 | 0.7089 | 0.8568 | 0.9506 | nan | 0.8007 | 0.9792 | 0.9581 | 0.5599 | 0.9862 | 0.0 | 0.7990 | 0.9780 | 0.9539 | 0.5410 | 0.9815 |
0.0168 | 5.2 | 3420 | 0.0756 | 0.7211 | 0.8722 | 0.9770 | nan | 0.8762 | 0.9833 | 0.9880 | 0.5263 | 0.9871 | 0.0 | 0.8728 | 0.9826 | 0.9838 | 0.5078 | 0.9798 |
0.0315 | 5.23 | 3440 | 0.0739 | 0.6949 | 0.8391 | 0.9598 | nan | 0.8005 | 0.9783 | 0.9734 | 0.4594 | 0.9839 | 0.0 | 0.7984 | 0.9778 | 0.9689 | 0.4518 | 0.9724 |
0.0965 | 5.26 | 3460 | 0.0690 | 0.7091 | 0.8554 | 0.9584 | nan | 0.8076 | 0.9746 | 0.9698 | 0.5380 | 0.9870 | 0.0 | 0.8066 | 0.9738 | 0.9633 | 0.5305 | 0.9801 |
0.0235 | 5.29 | 3480 | 0.0683 | 0.7116 | 0.8597 | 0.9630 | nan | 0.8126 | 0.9889 | 0.9755 | 0.5397 | 0.9816 | 0.0 | 0.8112 | 0.9851 | 0.9705 | 0.5245 | 0.9786 |
0.0784 | 5.32 | 3500 | 0.0696 | 0.7068 | 0.8567 | 0.9577 | nan | 0.7699 | 0.9841 | 0.9724 | 0.5708 | 0.9861 | 0.0 | 0.7678 | 0.9834 | 0.9684 | 0.5387 | 0.9827 |
0.0159 | 5.35 | 3520 | 0.0802 | 0.7283 | 0.8792 | 0.9717 | nan | 0.8091 | 0.9873 | 0.9882 | 0.6258 | 0.9858 | 0.0 | 0.8080 | 0.9868 | 0.9820 | 0.6102 | 0.9830 |
0.0155 | 5.38 | 3540 | 0.0834 | 0.6937 | 0.8369 | 0.9319 | nan | 0.8041 | 0.9870 | 0.9310 | 0.4867 | 0.9756 | 0.0 | 0.8004 | 0.9828 | 0.9288 | 0.4785 | 0.9720 |
0.0181 | 5.41 | 3560 | 0.0794 | 0.6877 | 0.8287 | 0.9539 | nan | 0.7424 | 0.9884 | 0.9702 | 0.4572 | 0.9852 | 0.0 | 0.7414 | 0.9878 | 0.9648 | 0.4515 | 0.9805 |
0.0112 | 5.44 | 3580 | 0.0705 | 0.7095 | 0.8611 | 0.9584 | nan | 0.7961 | 0.9880 | 0.9684 | 0.5630 | 0.9902 | 0.0 | 0.7941 | 0.9872 | 0.9646 | 0.5272 | 0.9838 |
0.0113 | 5.47 | 3600 | 0.0656 | 0.7343 | 0.8960 | 0.9664 | nan | 0.8426 | 0.9856 | 0.9776 | 0.6957 | 0.9787 | 0.0 | 0.8412 | 0.9840 | 0.9707 | 0.6339 | 0.9762 |
0.0385 | 5.5 | 3620 | 0.0630 | 0.7200 | 0.8719 | 0.9608 | nan | 0.7988 | 0.9769 | 0.9743 | 0.6236 | 0.9859 | 0.0 | 0.7974 | 0.9761 | 0.9696 | 0.5937 | 0.9830 |
0.0334 | 5.53 | 3640 | 0.0678 | 0.7381 | 0.8922 | 0.9623 | nan | 0.8445 | 0.9888 | 0.9683 | 0.6715 | 0.9878 | 0.0 | 0.8423 | 0.9883 | 0.9646 | 0.6513 | 0.9819 |
0.0153 | 5.56 | 3660 | 0.0685 | 0.7185 | 0.8687 | 0.9623 | nan | 0.8049 | 0.9884 | 0.9736 | 0.5884 | 0.9884 | 0.0 | 0.8032 | 0.9868 | 0.9694 | 0.5681 | 0.9835 |
0.122 | 5.59 | 3680 | 0.0682 | 0.7390 | 0.8953 | 0.9726 | nan | 0.8488 | 0.9890 | 0.9828 | 0.6655 | 0.9902 | 0.0 | 0.8466 | 0.9875 | 0.9785 | 0.6371 | 0.9841 |
0.0265 | 5.62 | 3700 | 0.0695 | 0.7087 | 0.8564 | 0.9578 | nan | 0.7950 | 0.9858 | 0.9689 | 0.5452 | 0.9869 | 0.0 | 0.7927 | 0.9854 | 0.9650 | 0.5267 | 0.9824 |
0.0713 | 5.65 | 3720 | 0.0750 | 0.7141 | 0.8649 | 0.9662 | nan | 0.8273 | 0.9872 | 0.9804 | 0.5546 | 0.9750 | 0.0 | 0.8241 | 0.9864 | 0.9741 | 0.5270 | 0.9731 |
0.0632 | 5.68 | 3740 | 0.0637 | 0.7152 | 0.8659 | 0.9616 | nan | 0.8245 | 0.9884 | 0.9714 | 0.5615 | 0.9835 | 0.0 | 0.8212 | 0.9857 | 0.9680 | 0.5401 | 0.9760 |
0.0239 | 5.71 | 3760 | 0.0759 | 0.7308 | 0.8936 | 0.9698 | nan | 0.7919 | 0.9842 | 0.9883 | 0.7200 | 0.9836 | 0.0 | 0.7883 | 0.9837 | 0.9820 | 0.6491 | 0.9815 |
0.0185 | 5.74 | 3780 | 0.0679 | 0.7232 | 0.8763 | 0.9626 | nan | 0.7876 | 0.9884 | 0.9762 | 0.6405 | 0.9888 | 0.0 | 0.7849 | 0.9868 | 0.9717 | 0.6128 | 0.9831 |
0.1536 | 5.78 | 3800 | 0.0721 | 0.7203 | 0.8718 | 0.9358 | nan | 0.8358 | 0.9651 | 0.9350 | 0.6462 | 0.9770 | 0.0 | 0.8339 | 0.9647 | 0.9294 | 0.6194 | 0.9747 |
0.0293 | 5.81 | 3820 | 0.0697 | 0.7142 | 0.8624 | 0.9633 | nan | 0.8004 | 0.9702 | 0.9796 | 0.5783 | 0.9835 | 0.0 | 0.7991 | 0.9694 | 0.9732 | 0.5636 | 0.9802 |
0.0704 | 5.84 | 3840 | 0.0692 | 0.7087 | 0.8563 | 0.9605 | nan | 0.8008 | 0.9858 | 0.9709 | 0.5313 | 0.9929 | 0.0 | 0.7992 | 0.9847 | 0.9668 | 0.5172 | 0.9845 |
0.0183 | 5.87 | 3860 | 0.0748 | 0.7172 | 0.8655 | 0.9654 | nan | 0.7800 | 0.9874 | 0.9830 | 0.5934 | 0.9837 | 0.0 | 0.7792 | 0.9860 | 0.9766 | 0.5807 | 0.9806 |
0.0375 | 5.9 | 3880 | 0.0828 | 0.7438 | 0.9004 | 0.9777 | nan | 0.8701 | 0.9906 | 0.9882 | 0.6645 | 0.9884 | 0.0 | 0.8680 | 0.9894 | 0.9825 | 0.6388 | 0.9840 |
0.1463 | 5.93 | 3900 | 0.0687 | 0.7085 | 0.8581 | 0.9533 | nan | 0.7959 | 0.9731 | 0.9642 | 0.5728 | 0.9848 | 0.0 | 0.7932 | 0.9725 | 0.9598 | 0.5451 | 0.9804 |
0.0217 | 5.96 | 3920 | 0.0706 | 0.7123 | 0.8641 | 0.9495 | nan | 0.7628 | 0.9901 | 0.9585 | 0.6178 | 0.9911 | 0.0 | 0.7597 | 0.9772 | 0.9560 | 0.5959 | 0.9850 |
0.0472 | 5.99 | 3940 | 0.0680 | 0.7308 | 0.8825 | 0.9694 | nan | 0.8450 | 0.9869 | 0.9786 | 0.6106 | 0.9916 | 0.0 | 0.8439 | 0.9858 | 0.9739 | 0.5954 | 0.9857 |
0.021 | 6.02 | 3960 | 0.0687 | 0.7138 | 0.8620 | 0.9641 | nan | 0.7902 | 0.9869 | 0.9782 | 0.5647 | 0.9900 | 0.0 | 0.7892 | 0.9853 | 0.9732 | 0.5495 | 0.9857 |
0.0176 | 6.05 | 3980 | 0.0727 | 0.7017 | 0.8467 | 0.9500 | nan | 0.8165 | 0.9858 | 0.9549 | 0.4912 | 0.9848 | 0.0 | 0.8145 | 0.9852 | 0.9510 | 0.4791 | 0.9806 |
0.0577 | 6.08 | 4000 | 0.0765 | 0.6954 | 0.8397 | 0.9423 | nan | 0.8025 | 0.9864 | 0.9456 | 0.4821 | 0.9819 | 0.0 | 0.8003 | 0.9856 | 0.9419 | 0.4658 | 0.9791 |
0.0531 | 6.11 | 4020 | 0.0787 | 0.7053 | 0.8543 | 0.9610 | nan | 0.7607 | 0.9780 | 0.9776 | 0.5611 | 0.9939 | 0.0 | 0.7595 | 0.9770 | 0.9715 | 0.5418 | 0.9821 |
0.0783 | 6.14 | 4040 | 0.0749 | 0.6987 | 0.8445 | 0.9463 | nan | 0.8236 | 0.9772 | 0.9479 | 0.4823 | 0.9914 | 0.0 | 0.8222 | 0.9764 | 0.9430 | 0.4746 | 0.9762 |
0.0134 | 6.17 | 4060 | 0.0722 | 0.6950 | 0.8391 | 0.9615 | nan | 0.8364 | 0.9829 | 0.9690 | 0.4165 | 0.9907 | 0.0 | 0.8351 | 0.9812 | 0.9639 | 0.4097 | 0.9799 |
0.0472 | 6.2 | 4080 | 0.0688 | 0.6990 | 0.8434 | 0.9490 | nan | 0.8265 | 0.9904 | 0.9500 | 0.4596 | 0.9904 | 0.0 | 0.8248 | 0.9877 | 0.9467 | 0.4526 | 0.9821 |
0.0625 | 6.23 | 4100 | 0.0673 | 0.7176 | 0.8671 | 0.9702 | nan | 0.8320 | 0.9892 | 0.9813 | 0.5410 | 0.9920 | 0.0 | 0.8299 | 0.9869 | 0.9772 | 0.5279 | 0.9839 |
0.0434 | 6.26 | 4120 | 0.0670 | 0.7145 | 0.8709 | 0.9497 | nan | 0.7854 | 0.9819 | 0.9585 | 0.6442 | 0.9848 | 0.0 | 0.7826 | 0.9812 | 0.9554 | 0.5879 | 0.9799 |
0.0695 | 6.29 | 4140 | 0.0661 | 0.7417 | 0.9021 | 0.9607 | nan | 0.8588 | 0.9904 | 0.9659 | 0.7161 | 0.9792 | 0.0 | 0.8571 | 0.9889 | 0.9608 | 0.6665 | 0.9772 |
0.1032 | 6.32 | 4160 | 0.0639 | 0.7387 | 0.8980 | 0.9637 | nan | 0.8107 | 0.9854 | 0.9751 | 0.7306 | 0.9881 | 0.0 | 0.8091 | 0.9849 | 0.9702 | 0.6826 | 0.9856 |
0.3381 | 6.35 | 4180 | 0.0680 | 0.7171 | 0.8677 | 0.9582 | nan | 0.7939 | 0.9850 | 0.9706 | 0.6061 | 0.9828 | 0.0 | 0.7926 | 0.9838 | 0.9636 | 0.5812 | 0.9813 |
0.0185 | 6.38 | 4200 | 0.0764 | 0.7362 | 0.8919 | 0.9724 | nan | 0.8219 | 0.9904 | 0.9864 | 0.6725 | 0.9884 | 0.0 | 0.8212 | 0.9877 | 0.9788 | 0.6440 | 0.9856 |
0.1073 | 6.41 | 4220 | 0.0651 | 0.7425 | 0.8997 | 0.9661 | nan | 0.8294 | 0.9880 | 0.9758 | 0.7158 | 0.9892 | 0.0 | 0.8274 | 0.9862 | 0.9704 | 0.6850 | 0.9858 |
0.0492 | 6.44 | 4240 | 0.0685 | 0.7217 | 0.8727 | 0.9527 | nan | 0.8079 | 0.9874 | 0.9590 | 0.6228 | 0.9865 | 0.0 | 0.8058 | 0.9865 | 0.9551 | 0.5998 | 0.9832 |
0.0649 | 6.47 | 4260 | 0.0671 | 0.7030 | 0.8485 | 0.9581 | nan | 0.8114 | 0.9892 | 0.9669 | 0.4877 | 0.9873 | 0.0 | 0.8097 | 0.9872 | 0.9637 | 0.4770 | 0.9805 |
0.1434 | 6.5 | 4280 | 0.0622 | 0.7230 | 0.8769 | 0.9633 | nan | 0.8467 | 0.9886 | 0.9708 | 0.5944 | 0.9841 | 0.0 | 0.8436 | 0.9880 | 0.9671 | 0.5577 | 0.9815 |
0.0419 | 6.53 | 4300 | 0.0714 | 0.7493 | 0.9086 | 0.9689 | nan | 0.8108 | 0.9858 | 0.9822 | 0.7732 | 0.9908 | 0.0 | 0.8085 | 0.9849 | 0.9775 | 0.7381 | 0.9867 |
0.1831 | 6.57 | 4320 | 0.0731 | 0.7552 | 0.9175 | 0.9744 | nan | 0.8462 | 0.9915 | 0.9860 | 0.7760 | 0.9875 | 0.0 | 0.8449 | 0.9888 | 0.9801 | 0.7348 | 0.9825 |
0.008 | 6.6 | 4340 | 0.0700 | 0.7448 | 0.9035 | 0.9591 | nan | 0.8241 | 0.9898 | 0.9662 | 0.7514 | 0.9860 | 0.0 | 0.8229 | 0.9892 | 0.9605 | 0.7151 | 0.9811 |
0.0067 | 6.63 | 4360 | 0.0690 | 0.7302 | 0.8828 | 0.9550 | nan | 0.8332 | 0.9874 | 0.9598 | 0.6496 | 0.9840 | 0.0 | 0.8318 | 0.9871 | 0.9549 | 0.6274 | 0.9799 |
0.0193 | 6.66 | 4380 | 0.0711 | 0.7126 | 0.8603 | 0.9456 | nan | 0.8100 | 0.9909 | 0.9476 | 0.5665 | 0.9863 | 0.0 | 0.8088 | 0.9896 | 0.9435 | 0.5536 | 0.9804 |
0.0257 | 6.69 | 4400 | 0.0813 | 0.7250 | 0.8774 | 0.9692 | nan | 0.8068 | 0.9885 | 0.9851 | 0.6233 | 0.9833 | 0.0 | 0.8062 | 0.9878 | 0.9777 | 0.5990 | 0.9791 |
0.0243 | 6.72 | 4420 | 0.0677 | 0.7485 | 0.9082 | 0.9702 | nan | 0.8560 | 0.9907 | 0.9774 | 0.7248 | 0.9920 | 0.0 | 0.8527 | 0.9896 | 0.9742 | 0.6900 | 0.9847 |
0.0663 | 6.75 | 4440 | 0.0652 | 0.7428 | 0.9034 | 0.9599 | nan | 0.8564 | 0.9915 | 0.9633 | 0.7209 | 0.9850 | 0.0 | 0.8549 | 0.9898 | 0.9589 | 0.6718 | 0.9816 |
0.0302 | 6.78 | 4460 | 0.0752 | 0.7442 | 0.9066 | 0.9705 | nan | 0.8371 | 0.9916 | 0.9820 | 0.7376 | 0.9849 | 0.0 | 0.8352 | 0.9878 | 0.9772 | 0.6830 | 0.9820 |
0.037 | 6.81 | 4480 | 0.0673 | 0.7442 | 0.9085 | 0.9609 | nan | 0.8301 | 0.9881 | 0.9675 | 0.7675 | 0.9891 | 0.0 | 0.8269 | 0.9874 | 0.9645 | 0.7038 | 0.9825 |
0.0135 | 6.84 | 4500 | 0.0770 | 0.7039 | 0.8535 | 0.9553 | nan | 0.7198 | 0.9860 | 0.9760 | 0.6039 | 0.9817 | 0.0 | 0.7190 | 0.9853 | 0.9699 | 0.5712 | 0.9778 |
0.0152 | 6.87 | 4520 | 0.0693 | 0.7343 | 0.8885 | 0.9508 | nan | 0.8599 | 0.9885 | 0.9469 | 0.6524 | 0.9949 | 0.0 | 0.8568 | 0.9876 | 0.9446 | 0.6332 | 0.9839 |
0.0256 | 6.9 | 4540 | 0.0679 | 0.7199 | 0.8829 | 0.9716 | nan | 0.8710 | 0.9907 | 0.9798 | 0.5883 | 0.9847 | 0.0 | 0.8663 | 0.9896 | 0.9761 | 0.5056 | 0.9820 |
0.0127 | 6.93 | 4560 | 0.0684 | 0.7157 | 0.8741 | 0.9676 | nan | 0.8704 | 0.9915 | 0.9738 | 0.5496 | 0.9851 | 0.0 | 0.8671 | 0.9904 | 0.9698 | 0.4851 | 0.9821 |
0.018 | 6.96 | 4580 | 0.0717 | 0.7074 | 0.8558 | 0.9509 | nan | 0.8332 | 0.9890 | 0.9529 | 0.5163 | 0.9875 | 0.0 | 0.8301 | 0.9883 | 0.9492 | 0.4921 | 0.9849 |
0.0127 | 6.99 | 4600 | 0.0883 | 0.6888 | 0.8329 | 0.9722 | nan | 0.8126 | 0.9817 | 0.9920 | 0.3997 | 0.9784 | 0.0 | 0.8115 | 0.9812 | 0.9825 | 0.3809 | 0.9768 |
0.0119 | 7.02 | 4620 | 0.0622 | 0.7135 | 0.8650 | 0.9679 | nan | 0.8510 | 0.9914 | 0.9756 | 0.5170 | 0.9898 | 0.0 | 0.8487 | 0.9899 | 0.9718 | 0.4872 | 0.9837 |
0.0127 | 7.05 | 4640 | 0.0682 | 0.7172 | 0.8763 | 0.9701 | nan | 0.8290 | 0.9906 | 0.9812 | 0.5887 | 0.9918 | 0.0 | 0.8263 | 0.9898 | 0.9772 | 0.5243 | 0.9858 |
0.0369 | 7.08 | 4660 | 0.0689 | 0.7068 | 0.8618 | 0.9584 | nan | 0.8124 | 0.9908 | 0.9674 | 0.5534 | 0.9850 | 0.0 | 0.8101 | 0.9861 | 0.9640 | 0.4983 | 0.9823 |
0.0088 | 7.11 | 4680 | 0.0739 | 0.7225 | 0.8767 | 0.9567 | nan | 0.8719 | 0.9911 | 0.9560 | 0.5762 | 0.9881 | 0.0 | 0.8692 | 0.9889 | 0.9532 | 0.5398 | 0.9841 |
0.0074 | 7.14 | 4700 | 0.0718 | 0.7225 | 0.8799 | 0.9571 | nan | 0.8739 | 0.9919 | 0.9548 | 0.5856 | 0.9932 | 0.0 | 0.8709 | 0.9908 | 0.9527 | 0.5408 | 0.9801 |
0.1149 | 7.17 | 4720 | 0.0693 | 0.7331 | 0.8954 | 0.9753 | nan | 0.8635 | 0.9891 | 0.9853 | 0.6493 | 0.9896 | 0.0 | 0.8610 | 0.9885 | 0.9806 | 0.5847 | 0.9839 |
0.0146 | 7.2 | 4740 | 0.0624 | 0.7342 | 0.9004 | 0.9597 | nan | 0.8726 | 0.9899 | 0.9592 | 0.6875 | 0.9925 | 0.0 | 0.8697 | 0.9879 | 0.9567 | 0.6060 | 0.9850 |
0.0131 | 7.23 | 4760 | 0.0840 | 0.7020 | 0.8531 | 0.9206 | nan | 0.8190 | 0.9878 | 0.9081 | 0.5629 | 0.9878 | 0.0 | 0.8155 | 0.9833 | 0.9066 | 0.5260 | 0.9806 |
0.0081 | 7.26 | 4780 | 0.0665 | 0.7535 | 0.9158 | 0.9626 | nan | 0.8695 | 0.9916 | 0.9662 | 0.7692 | 0.9826 | 0.0 | 0.8675 | 0.9894 | 0.9615 | 0.7227 | 0.9797 |
0.0074 | 7.29 | 4800 | 0.0679 | 0.7427 | 0.9001 | 0.9575 | nan | 0.8089 | 0.9909 | 0.9658 | 0.7503 | 0.9847 | 0.0 | 0.8079 | 0.9901 | 0.9619 | 0.7152 | 0.9813 |
0.014 | 7.33 | 4820 | 0.0706 | 0.7304 | 0.8849 | 0.9475 | nan | 0.8013 | 0.9873 | 0.9509 | 0.6951 | 0.9897 | 0.0 | 0.8004 | 0.9866 | 0.9477 | 0.6638 | 0.9839 |
0.0457 | 7.36 | 4840 | 0.0701 | 0.7606 | 0.9302 | 0.9749 | nan | 0.8568 | 0.9895 | 0.9852 | 0.8309 | 0.9885 | 0.0 | 0.8559 | 0.9890 | 0.9787 | 0.7553 | 0.9851 |
0.0045 | 7.39 | 4860 | 0.0656 | 0.7382 | 0.8949 | 0.9455 | nan | 0.8402 | 0.9844 | 0.9435 | 0.7182 | 0.9880 | 0.0 | 0.8370 | 0.9840 | 0.9411 | 0.6844 | 0.9829 |
0.0181 | 7.42 | 4880 | 0.0701 | 0.7358 | 0.8925 | 0.9599 | nan | 0.8303 | 0.9919 | 0.9654 | 0.6848 | 0.9903 | 0.0 | 0.8266 | 0.9901 | 0.9631 | 0.6514 | 0.9838 |
0.0246 | 7.45 | 4900 | 0.0683 | 0.7253 | 0.8791 | 0.9539 | nan | 0.8139 | 0.9893 | 0.9590 | 0.6436 | 0.9896 | 0.0 | 0.8117 | 0.9879 | 0.9566 | 0.6120 | 0.9834 |
0.0293 | 7.48 | 4920 | 0.0674 | 0.7600 | 0.9258 | 0.9614 | nan | 0.8887 | 0.9895 | 0.9598 | 0.7999 | 0.9910 | 0.0 | 0.8859 | 0.9883 | 0.9569 | 0.7437 | 0.9854 |
0.0079 | 7.51 | 4940 | 0.0696 | 0.7430 | 0.9047 | 0.9611 | nan | 0.8572 | 0.9911 | 0.9640 | 0.7222 | 0.9891 | 0.0 | 0.8544 | 0.9900 | 0.9609 | 0.6698 | 0.9827 |
0.021 | 7.54 | 4960 | 0.0879 | 0.7035 | 0.8535 | 0.9242 | nan | 0.7430 | 0.9885 | 0.9234 | 0.6251 | 0.9874 | 0.0 | 0.7402 | 0.9878 | 0.9220 | 0.5894 | 0.9819 |
0.0405 | 7.57 | 4980 | 0.0683 | 0.7227 | 0.8790 | 0.9585 | nan | 0.8119 | 0.9893 | 0.9678 | 0.6425 | 0.9836 | 0.0 | 0.8094 | 0.9884 | 0.9646 | 0.5931 | 0.9809 |
0.0092 | 7.6 | 5000 | 0.0679 | 0.7429 | 0.9028 | 0.9535 | nan | 0.8186 | 0.9896 | 0.9577 | 0.7598 | 0.9886 | 0.0 | 0.8146 | 0.9884 | 0.9552 | 0.7151 | 0.9840 |
0.0661 | 7.63 | 5020 | 0.0727 | 0.7475 | 0.9057 | 0.9525 | nan | 0.8446 | 0.9897 | 0.9526 | 0.7533 | 0.9884 | 0.0 | 0.8417 | 0.9891 | 0.9487 | 0.7191 | 0.9862 |
0.0571 | 7.66 | 5040 | 0.0711 | 0.7127 | 0.8632 | 0.9437 | nan | 0.8012 | 0.9881 | 0.9452 | 0.5912 | 0.9902 | 0.0 | 0.7982 | 0.9867 | 0.9433 | 0.5680 | 0.9801 |
0.0167 | 7.69 | 5060 | 0.0657 | 0.7328 | 0.8891 | 0.9618 | nan | 0.8208 | 0.9919 | 0.9712 | 0.6777 | 0.9840 | 0.0 | 0.8193 | 0.9906 | 0.9666 | 0.6394 | 0.9807 |
0.0177 | 7.72 | 5080 | 0.0632 | 0.7547 | 0.9186 | 0.9683 | nan | 0.8555 | 0.9858 | 0.9765 | 0.7890 | 0.9861 | 0.0 | 0.8521 | 0.9822 | 0.9735 | 0.7363 | 0.9840 |
0.0395 | 7.75 | 5100 | 0.0654 | 0.7436 | 0.9043 | 0.9599 | nan | 0.8707 | 0.9896 | 0.9619 | 0.7154 | 0.9837 | 0.0 | 0.8651 | 0.9748 | 0.9587 | 0.6816 | 0.9815 |
0.0105 | 7.78 | 5120 | 0.0704 | 0.7440 | 0.9006 | 0.9652 | nan | 0.8369 | 0.9855 | 0.9753 | 0.7224 | 0.9831 | 0.0 | 0.8365 | 0.9845 | 0.9681 | 0.6959 | 0.9792 |
0.028 | 7.81 | 5140 | 0.0669 | 0.7405 | 0.8942 | 0.9531 | nan | 0.8406 | 0.9880 | 0.9561 | 0.7039 | 0.9827 | 0.0 | 0.8392 | 0.9871 | 0.9517 | 0.6861 | 0.9789 |
0.0123 | 7.84 | 5160 | 0.0629 | 0.7537 | 0.9104 | 0.9712 | nan | 0.8683 | 0.9857 | 0.9790 | 0.7311 | 0.9880 | 0.0 | 0.8655 | 0.9849 | 0.9740 | 0.7131 | 0.9847 |
0.1105 | 7.87 | 5180 | 0.0620 | 0.7500 | 0.9060 | 0.9637 | nan | 0.8553 | 0.9835 | 0.9699 | 0.7350 | 0.9864 | 0.0 | 0.8530 | 0.9828 | 0.9645 | 0.7165 | 0.9832 |
0.0185 | 7.9 | 5200 | 0.0616 | 0.7443 | 0.9005 | 0.9605 | nan | 0.8452 | 0.9886 | 0.9645 | 0.7133 | 0.9910 | 0.0 | 0.8425 | 0.9873 | 0.9614 | 0.6903 | 0.9843 |
0.0388 | 7.93 | 5220 | 0.0685 | 0.7312 | 0.8839 | 0.9503 | nan | 0.8831 | 0.9906 | 0.9444 | 0.6120 | 0.9894 | 0.0 | 0.8788 | 0.9896 | 0.9422 | 0.5938 | 0.9830 |
0.0139 | 7.96 | 5240 | 0.0650 | 0.7378 | 0.8953 | 0.9610 | nan | 0.8572 | 0.9889 | 0.9657 | 0.6812 | 0.9836 | 0.0 | 0.8543 | 0.9880 | 0.9626 | 0.6405 | 0.9813 |
0.0272 | 7.99 | 5260 | 0.0696 | 0.7558 | 0.9198 | 0.9711 | nan | 0.8473 | 0.9916 | 0.9805 | 0.7912 | 0.9882 | 0.0 | 0.8460 | 0.9904 | 0.9763 | 0.7373 | 0.9850 |
0.0149 | 8.02 | 5280 | 0.0769 | 0.7485 | 0.9121 | 0.9572 | nan | 0.7868 | 0.9877 | 0.9678 | 0.8309 | 0.9873 | 0.0 | 0.7854 | 0.9870 | 0.9641 | 0.7700 | 0.9848 |
0.1279 | 8.05 | 5300 | 0.0664 | 0.7604 | 0.9233 | 0.9645 | nan | 0.8571 | 0.9885 | 0.9691 | 0.8126 | 0.9894 | 0.0 | 0.8538 | 0.9873 | 0.9666 | 0.7690 | 0.9855 |
0.0176 | 8.09 | 5320 | 0.0720 | 0.7377 | 0.8927 | 0.9493 | nan | 0.8015 | 0.9889 | 0.9524 | 0.7274 | 0.9931 | 0.0 | 0.8001 | 0.9878 | 0.9500 | 0.7040 | 0.9846 |
0.0263 | 8.12 | 5340 | 0.0697 | 0.7422 | 0.8982 | 0.9615 | nan | 0.8225 | 0.9906 | 0.9680 | 0.7162 | 0.9937 | 0.0 | 0.8203 | 0.9896 | 0.9655 | 0.6913 | 0.9863 |
0.0102 | 8.15 | 5360 | 0.0688 | 0.7369 | 0.8925 | 0.9545 | nan | 0.8032 | 0.9878 | 0.9606 | 0.7185 | 0.9924 | 0.0 | 0.8008 | 0.9871 | 0.9579 | 0.6895 | 0.9862 |
0.0142 | 8.18 | 5380 | 0.0638 | 0.7560 | 0.9183 | 0.9647 | nan | 0.8576 | 0.9871 | 0.9693 | 0.7862 | 0.9913 | 0.0 | 0.8550 | 0.9865 | 0.9652 | 0.7433 | 0.9861 |
0.0085 | 8.21 | 5400 | 0.0709 | 0.7526 | 0.9152 | 0.9593 | nan | 0.8203 | 0.9899 | 0.9659 | 0.8107 | 0.9891 | 0.0 | 0.8161 | 0.9887 | 0.9632 | 0.7637 | 0.9839 |
0.012 | 8.24 | 5420 | 0.0676 | 0.7453 | 0.9151 | 0.9632 | nan | 0.8369 | 0.9874 | 0.9712 | 0.7949 | 0.9849 | 0.0 | 0.8331 | 0.9867 | 0.9687 | 0.7015 | 0.9821 |
0.0222 | 8.27 | 5440 | 0.0738 | 0.7398 | 0.9058 | 0.9477 | nan | 0.7953 | 0.9902 | 0.9520 | 0.8048 | 0.9867 | 0.0 | 0.7942 | 0.9893 | 0.9491 | 0.7218 | 0.9841 |
0.0132 | 8.3 | 5460 | 0.0795 | 0.7245 | 0.8809 | 0.9397 | nan | 0.8018 | 0.9899 | 0.9413 | 0.6926 | 0.9789 | 0.0 | 0.7952 | 0.9888 | 0.9388 | 0.6547 | 0.9694 |
0.0355 | 8.33 | 5480 | 0.0859 | 0.7433 | 0.9053 | 0.9673 | nan | 0.8011 | 0.9880 | 0.9845 | 0.7767 | 0.9762 | 0.0 | 0.7928 | 0.9874 | 0.9806 | 0.7276 | 0.9715 |
0.0097 | 8.36 | 5500 | 0.0681 | 0.7349 | 0.8926 | 0.9621 | nan | 0.8594 | 0.9904 | 0.9700 | 0.6720 | 0.9712 | 0.0 | 0.8494 | 0.9898 | 0.9669 | 0.6338 | 0.9693 |
0.0111 | 8.39 | 5520 | 0.0756 | 0.7338 | 0.8931 | 0.9594 | nan | 0.8183 | 0.9905 | 0.9689 | 0.7073 | 0.9804 | 0.0 | 0.8123 | 0.9896 | 0.9657 | 0.6602 | 0.9751 |
0.01 | 8.42 | 5540 | 0.0656 | 0.7524 | 0.9152 | 0.9660 | nan | 0.8737 | 0.9836 | 0.9704 | 0.7596 | 0.9887 | 0.0 | 0.8638 | 0.9835 | 0.9674 | 0.7172 | 0.9824 |
0.0119 | 8.45 | 5560 | 0.0703 | 0.7376 | 0.8967 | 0.9595 | nan | 0.8151 | 0.9902 | 0.9681 | 0.7247 | 0.9855 | 0.0 | 0.8097 | 0.9899 | 0.9633 | 0.6810 | 0.9820 |
0.0697 | 8.48 | 5580 | 0.0703 | 0.7244 | 0.8795 | 0.9535 | nan | 0.8057 | 0.9887 | 0.9617 | 0.6607 | 0.9808 | 0.0 | 0.8027 | 0.9884 | 0.9577 | 0.6191 | 0.9782 |
0.0159 | 8.51 | 5600 | 0.0650 | 0.7437 | 0.9079 | 0.9630 | nan | 0.8316 | 0.9876 | 0.9707 | 0.7606 | 0.9889 | 0.0 | 0.8283 | 0.9872 | 0.9672 | 0.6933 | 0.9865 |
0.0138 | 8.54 | 5620 | 0.0724 | 0.7496 | 0.9128 | 0.9668 | nan | 0.8537 | 0.9910 | 0.9722 | 0.7542 | 0.9927 | 0.0 | 0.8525 | 0.9892 | 0.9683 | 0.6982 | 0.9893 |
0.0504 | 8.57 | 5640 | 0.0650 | 0.7435 | 0.9087 | 0.9654 | nan | 0.8545 | 0.9869 | 0.9716 | 0.7418 | 0.9885 | 0.0 | 0.8508 | 0.9855 | 0.9687 | 0.6696 | 0.9866 |
0.0043 | 8.6 | 5660 | 0.0677 | 0.7500 | 0.9122 | 0.9710 | nan | 0.8775 | 0.9875 | 0.9774 | 0.7311 | 0.9877 | 0.0 | 0.8741 | 0.9873 | 0.9738 | 0.6788 | 0.9860 |
0.0717 | 8.63 | 5680 | 0.0666 | 0.7445 | 0.9087 | 0.9592 | nan | 0.8400 | 0.9895 | 0.9639 | 0.7626 | 0.9875 | 0.0 | 0.8369 | 0.9884 | 0.9612 | 0.6946 | 0.9857 |
0.0314 | 8.66 | 5700 | 0.0648 | 0.7228 | 0.8784 | 0.9548 | nan | 0.8567 | 0.9889 | 0.9566 | 0.6065 | 0.9833 | 0.0 | 0.8541 | 0.9875 | 0.9543 | 0.5593 | 0.9814 |
0.0205 | 8.69 | 5720 | 0.0672 | 0.7481 | 0.9080 | 0.9721 | nan | 0.8851 | 0.9884 | 0.9772 | 0.6982 | 0.9909 | 0.0 | 0.8840 | 0.9878 | 0.9732 | 0.6561 | 0.9878 |
0.0329 | 8.72 | 5740 | 0.0657 | 0.7507 | 0.9130 | 0.9731 | nan | 0.8708 | 0.9873 | 0.9810 | 0.7361 | 0.9895 | 0.0 | 0.8690 | 0.9871 | 0.9766 | 0.6845 | 0.9873 |
0.0854 | 8.75 | 5760 | 0.0651 | 0.7445 | 0.9011 | 0.9701 | nan | 0.8909 | 0.9895 | 0.9734 | 0.6616 | 0.9902 | 0.0 | 0.8880 | 0.9892 | 0.9705 | 0.6318 | 0.9876 |
0.0074 | 8.78 | 5780 | 0.0675 | 0.7355 | 0.8880 | 0.9711 | nan | 0.8810 | 0.9913 | 0.9762 | 0.6013 | 0.9902 | 0.0 | 0.8793 | 0.9907 | 0.9724 | 0.5837 | 0.9867 |
0.0183 | 8.81 | 5800 | 0.0660 | 0.7243 | 0.8751 | 0.9627 | nan | 0.8422 | 0.9900 | 0.9695 | 0.5870 | 0.9870 | 0.0 | 0.8396 | 0.9891 | 0.9663 | 0.5673 | 0.9836 |
0.1138 | 8.84 | 5820 | 0.0656 | 0.7345 | 0.8879 | 0.9617 | nan | 0.8889 | 0.9869 | 0.9628 | 0.6160 | 0.9851 | 0.0 | 0.8860 | 0.9864 | 0.9597 | 0.5922 | 0.9827 |
0.02 | 8.88 | 5840 | 0.0682 | 0.7414 | 0.9007 | 0.9603 | nan | 0.8486 | 0.9894 | 0.9648 | 0.7143 | 0.9867 | 0.0 | 0.8469 | 0.9882 | 0.9616 | 0.6684 | 0.9832 |
0.0623 | 8.91 | 5860 | 0.0706 | 0.7276 | 0.8838 | 0.9481 | nan | 0.8353 | 0.9859 | 0.9489 | 0.6641 | 0.9849 | 0.0 | 0.8333 | 0.9853 | 0.9460 | 0.6191 | 0.9820 |
0.01 | 8.94 | 5880 | 0.0656 | 0.7457 | 0.9036 | 0.9625 | nan | 0.8347 | 0.9871 | 0.9694 | 0.7371 | 0.9894 | 0.0 | 0.8334 | 0.9865 | 0.9654 | 0.7036 | 0.9854 |
0.0128 | 8.97 | 5900 | 0.0707 | 0.7375 | 0.8901 | 0.9676 | nan | 0.8420 | 0.9872 | 0.9766 | 0.6554 | 0.9893 | 0.0 | 0.8405 | 0.9866 | 0.9728 | 0.6420 | 0.9829 |
0.0239 | 9.0 | 5920 | 0.0710 | 0.7221 | 0.8774 | 0.9478 | nan | 0.8490 | 0.9613 | 0.9490 | 0.6385 | 0.9891 | 0.0 | 0.8443 | 0.9610 | 0.9438 | 0.5989 | 0.9847 |
0.0094 | 9.03 | 5940 | 0.0699 | 0.7516 | 0.9229 | 0.9744 | nan | 0.8456 | 0.9842 | 0.9860 | 0.8074 | 0.9915 | 0.0 | 0.8423 | 0.9837 | 0.9821 | 0.7136 | 0.9879 |
0.0513 | 9.06 | 5960 | 0.0648 | 0.7477 | 0.9182 | 0.9653 | nan | 0.8555 | 0.9895 | 0.9720 | 0.7905 | 0.9835 | 0.0 | 0.8518 | 0.9879 | 0.9687 | 0.6954 | 0.9823 |
0.0625 | 9.09 | 5980 | 0.0737 | 0.7348 | 0.8959 | 0.9529 | nan | 0.8481 | 0.9381 | 0.9606 | 0.7463 | 0.9866 | 0.0 | 0.8471 | 0.9376 | 0.9502 | 0.6897 | 0.9844 |
0.0106 | 9.12 | 6000 | 0.0751 | 0.7516 | 0.9162 | 0.9688 | nan | 0.8708 | 0.9643 | 0.9776 | 0.7794 | 0.9891 | 0.0 | 0.8686 | 0.9638 | 0.9700 | 0.7207 | 0.9868 |
0.0067 | 9.15 | 6020 | 0.0685 | 0.7409 | 0.9044 | 0.9561 | nan | 0.8508 | 0.9908 | 0.9557 | 0.7302 | 0.9946 | 0.0 | 0.8479 | 0.9871 | 0.9535 | 0.6719 | 0.9850 |
0.0326 | 9.18 | 6040 | 0.0699 | 0.7341 | 0.8937 | 0.9613 | nan | 0.8095 | 0.9915 | 0.9693 | 0.7039 | 0.9942 | 0.0 | 0.8075 | 0.9906 | 0.9665 | 0.6540 | 0.9863 |
0.0068 | 9.21 | 6060 | 0.0665 | 0.7439 | 0.9055 | 0.9611 | nan | 0.8600 | 0.9907 | 0.9648 | 0.7276 | 0.9844 | 0.0 | 0.8577 | 0.9902 | 0.9616 | 0.6722 | 0.9820 |
0.0672 | 9.24 | 6080 | 0.0674 | 0.7311 | 0.8875 | 0.9612 | nan | 0.8394 | 0.9872 | 0.9682 | 0.6575 | 0.9853 | 0.0 | 0.8374 | 0.9869 | 0.9648 | 0.6147 | 0.9829 |
0.0284 | 9.27 | 6100 | 0.0638 | 0.7444 | 0.9059 | 0.9649 | nan | 0.8656 | 0.9922 | 0.9683 | 0.7130 | 0.9903 | 0.0 | 0.8635 | 0.9906 | 0.9651 | 0.6600 | 0.9869 |
0.0446 | 9.3 | 6120 | 0.0646 | 0.7518 | 0.9153 | 0.9615 | nan | 0.8933 | 0.9889 | 0.9598 | 0.7446 | 0.9901 | 0.0 | 0.8906 | 0.9880 | 0.9572 | 0.6894 | 0.9859 |
0.0484 | 9.33 | 6140 | 0.0637 | 0.7498 | 0.9108 | 0.9623 | nan | 0.8759 | 0.9917 | 0.9624 | 0.7315 | 0.9926 | 0.0 | 0.8731 | 0.9903 | 0.9600 | 0.6894 | 0.9859 |
0.0297 | 9.36 | 6160 | 0.0652 | 0.7384 | 0.8965 | 0.9596 | nan | 0.8568 | 0.9896 | 0.9634 | 0.6887 | 0.9840 | 0.0 | 0.8544 | 0.9884 | 0.9604 | 0.6459 | 0.9812 |
0.0097 | 9.39 | 6180 | 0.0685 | 0.7324 | 0.8951 | 0.9568 | nan | 0.8286 | 0.9870 | 0.9630 | 0.7129 | 0.9841 | 0.0 | 0.8254 | 0.9847 | 0.9606 | 0.6427 | 0.9811 |
0.0439 | 9.42 | 6200 | 0.0778 | 0.7255 | 0.8778 | 0.9508 | nan | 0.7756 | 0.9846 | 0.9603 | 0.6813 | 0.9873 | 0.0 | 0.7722 | 0.9806 | 0.9574 | 0.6599 | 0.9831 |
0.0451 | 9.45 | 6220 | 0.0790 | 0.7431 | 0.8977 | 0.9389 | nan | 0.8400 | 0.9886 | 0.9315 | 0.7356 | 0.9928 | 0.0 | 0.8368 | 0.9865 | 0.9291 | 0.7183 | 0.9879 |
0.0146 | 9.48 | 6240 | 0.0696 | 0.7540 | 0.9133 | 0.9697 | nan | 0.8862 | 0.9896 | 0.9742 | 0.7300 | 0.9865 | 0.0 | 0.8834 | 0.9880 | 0.9697 | 0.6986 | 0.9845 |
0.0464 | 9.51 | 6260 | 0.0656 | 0.7497 | 0.9095 | 0.9595 | nan | 0.8501 | 0.9868 | 0.9628 | 0.7588 | 0.9892 | 0.0 | 0.8477 | 0.9851 | 0.9596 | 0.7191 | 0.9865 |
0.018 | 9.54 | 6280 | 0.0712 | 0.7526 | 0.9109 | 0.9654 | nan | 0.8467 | 0.9885 | 0.9718 | 0.7567 | 0.9908 | 0.0 | 0.8451 | 0.9857 | 0.9674 | 0.7310 | 0.9863 |
0.0106 | 9.57 | 6300 | 0.0646 | 0.7477 | 0.9062 | 0.9616 | nan | 0.8357 | 0.9867 | 0.9676 | 0.7496 | 0.9913 | 0.0 | 0.8335 | 0.9841 | 0.9642 | 0.7184 | 0.9860 |
0.0075 | 9.6 | 6320 | 0.0671 | 0.7301 | 0.8861 | 0.9549 | nan | 0.8150 | 0.9904 | 0.9604 | 0.6759 | 0.9886 | 0.0 | 0.8123 | 0.9883 | 0.9578 | 0.6394 | 0.9826 |
0.0144 | 9.64 | 6340 | 0.0607 | 0.7632 | 0.9267 | 0.9626 | nan | 0.8801 | 0.9896 | 0.9620 | 0.8081 | 0.9938 | 0.0 | 0.8777 | 0.9877 | 0.9594 | 0.7673 | 0.9870 |
0.0052 | 9.67 | 6360 | 0.0676 | 0.7435 | 0.8995 | 0.9445 | nan | 0.8020 | 0.9766 | 0.9473 | 0.7809 | 0.9906 | 0.0 | 0.8013 | 0.9760 | 0.9426 | 0.7564 | 0.9845 |
0.1188 | 9.7 | 6380 | 0.0631 | 0.7640 | 0.9294 | 0.9644 | nan | 0.8511 | 0.9884 | 0.9697 | 0.8478 | 0.9899 | 0.0 | 0.8489 | 0.9878 | 0.9659 | 0.7942 | 0.9871 |
0.0243 | 9.73 | 6400 | 0.0621 | 0.7645 | 0.9280 | 0.9653 | nan | 0.8629 | 0.9886 | 0.9701 | 0.8309 | 0.9873 | 0.0 | 0.8605 | 0.9880 | 0.9663 | 0.7871 | 0.9851 |
0.0136 | 9.76 | 6420 | 0.0597 | 0.7609 | 0.9231 | 0.9670 | nan | 0.8627 | 0.9859 | 0.9725 | 0.8045 | 0.9900 | 0.0 | 0.8615 | 0.9852 | 0.9680 | 0.7635 | 0.9874 |
0.0365 | 9.79 | 6440 | 0.0621 | 0.7586 | 0.9203 | 0.9716 | nan | 0.8800 | 0.9803 | 0.9788 | 0.7746 | 0.9876 | 0.0 | 0.8795 | 0.9799 | 0.9724 | 0.7344 | 0.9855 |
0.0136 | 9.82 | 6460 | 0.0645 | 0.7547 | 0.9207 | 0.9571 | nan | 0.8698 | 0.9786 | 0.9598 | 0.8146 | 0.9806 | 0.0 | 0.8691 | 0.9783 | 0.9534 | 0.7475 | 0.9800 |
0.0172 | 9.85 | 6480 | 0.0642 | 0.7594 | 0.9308 | 0.9651 | nan | 0.8397 | 0.9837 | 0.9728 | 0.8681 | 0.9897 | 0.0 | 0.8384 | 0.9832 | 0.9679 | 0.7793 | 0.9878 |
0.0181 | 9.88 | 6500 | 0.0646 | 0.7405 | 0.8984 | 0.9521 | nan | 0.8292 | 0.9889 | 0.9536 | 0.7294 | 0.9907 | 0.0 | 0.8270 | 0.9873 | 0.9509 | 0.6900 | 0.9875 |
0.0107 | 9.91 | 6520 | 0.0623 | 0.7499 | 0.9074 | 0.9582 | nan | 0.8654 | 0.9892 | 0.9586 | 0.7348 | 0.9892 | 0.0 | 0.8637 | 0.9857 | 0.9555 | 0.7072 | 0.9873 |
0.0838 | 9.94 | 6540 | 0.0692 | 0.7429 | 0.8997 | 0.9643 | nan | 0.8217 | 0.9886 | 0.9752 | 0.7292 | 0.9839 | 0.0 | 0.8200 | 0.9846 | 0.9713 | 0.6987 | 0.9827 |
0.0467 | 9.97 | 6560 | 0.0645 | 0.7583 | 0.9160 | 0.9708 | nan | 0.8424 | 0.9912 | 0.9803 | 0.7761 | 0.9900 | 0.0 | 0.8418 | 0.9891 | 0.9757 | 0.7555 | 0.9880 |
0.0087 | 10.0 | 6580 | 0.0616 | 0.7494 | 0.9045 | 0.9597 | nan | 0.8822 | 0.9910 | 0.9583 | 0.7006 | 0.9903 | 0.0 | 0.8806 | 0.9890 | 0.9551 | 0.6844 | 0.9872 |
0.0126 | 10.03 | 6600 | 0.0612 | 0.7561 | 0.9149 | 0.9691 | nan | 0.8814 | 0.9892 | 0.9727 | 0.7395 | 0.9918 | 0.0 | 0.8786 | 0.9882 | 0.9691 | 0.7112 | 0.9893 |
0.0161 | 10.06 | 6620 | 0.0661 | 0.7549 | 0.9155 | 0.9713 | nan | 0.8664 | 0.9896 | 0.9784 | 0.7536 | 0.9897 | 0.0 | 0.8649 | 0.9887 | 0.9743 | 0.7138 | 0.9878 |
0.0111 | 10.09 | 6640 | 0.0678 | 0.7461 | 0.9004 | 0.9550 | nan | 0.8370 | 0.9897 | 0.9567 | 0.7270 | 0.9917 | 0.0 | 0.8365 | 0.9883 | 0.9533 | 0.7097 | 0.9887 |
0.0088 | 10.12 | 6660 | 0.0668 | 0.7621 | 0.9189 | 0.9697 | nan | 0.8699 | 0.9885 | 0.9751 | 0.7695 | 0.9915 | 0.0 | 0.8692 | 0.9879 | 0.9705 | 0.7568 | 0.9884 |
0.0154 | 10.15 | 6680 | 0.0668 | 0.7559 | 0.9119 | 0.9669 | nan | 0.8406 | 0.9893 | 0.9752 | 0.7655 | 0.9887 | 0.0 | 0.8403 | 0.9884 | 0.9699 | 0.7507 | 0.9861 |
0.015 | 10.18 | 6700 | 0.0655 | 0.7574 | 0.9131 | 0.9634 | nan | 0.8614 | 0.9891 | 0.9670 | 0.7585 | 0.9896 | 0.0 | 0.8602 | 0.9886 | 0.9631 | 0.7455 | 0.9870 |
0.0476 | 10.21 | 6720 | 0.0653 | 0.7506 | 0.9059 | 0.9653 | nan | 0.8361 | 0.9902 | 0.9736 | 0.7416 | 0.9878 | 0.0 | 0.8353 | 0.9892 | 0.9691 | 0.7245 | 0.9857 |
0.0039 | 10.24 | 6740 | 0.0644 | 0.7635 | 0.9227 | 0.9652 | nan | 0.8746 | 0.9885 | 0.9675 | 0.7917 | 0.9912 | 0.0 | 0.8732 | 0.9879 | 0.9638 | 0.7680 | 0.9878 |
0.0155 | 10.27 | 6760 | 0.0667 | 0.7498 | 0.9061 | 0.9606 | nan | 0.8296 | 0.9837 | 0.9679 | 0.7609 | 0.9887 | 0.0 | 0.8289 | 0.9833 | 0.9624 | 0.7378 | 0.9861 |
0.0106 | 10.3 | 6780 | 0.0661 | 0.7600 | 0.9191 | 0.9656 | nan | 0.8412 | 0.9833 | 0.9733 | 0.8063 | 0.9913 | 0.0 | 0.8393 | 0.9830 | 0.9692 | 0.7812 | 0.9870 |
0.0109 | 10.33 | 6800 | 0.0662 | 0.7656 | 0.9250 | 0.9580 | nan | 0.8740 | 0.9882 | 0.9569 | 0.8157 | 0.9901 | 0.0 | 0.8712 | 0.9875 | 0.9540 | 0.7943 | 0.9866 |
0.0127 | 10.36 | 6820 | 0.0685 | 0.7619 | 0.9204 | 0.9645 | nan | 0.8795 | 0.9885 | 0.9674 | 0.7810 | 0.9856 | 0.0 | 0.8782 | 0.9880 | 0.9628 | 0.7588 | 0.9834 |
0.005 | 10.4 | 6840 | 0.0712 | 0.7623 | 0.9221 | 0.9524 | nan | 0.8759 | 0.9883 | 0.9469 | 0.8048 | 0.9945 | 0.0 | 0.8732 | 0.9878 | 0.9442 | 0.7808 | 0.9878 |
0.0199 | 10.43 | 6860 | 0.0677 | 0.7718 | 0.9375 | 0.9690 | nan | 0.8814 | 0.9869 | 0.9721 | 0.8541 | 0.9929 | 0.0 | 0.8787 | 0.9866 | 0.9683 | 0.8075 | 0.9894 |
0.06 | 10.46 | 6880 | 0.0703 | 0.7397 | 0.8973 | 0.9585 | nan | 0.8391 | 0.9863 | 0.9634 | 0.7095 | 0.9880 | 0.0 | 0.8365 | 0.9860 | 0.9604 | 0.6708 | 0.9845 |
0.0159 | 10.49 | 6900 | 0.0707 | 0.7612 | 0.9229 | 0.9718 | nan | 0.8748 | 0.9862 | 0.9785 | 0.7860 | 0.9890 | 0.0 | 0.8731 | 0.9859 | 0.9746 | 0.7475 | 0.9861 |
0.014 | 10.52 | 6920 | 0.0650 | 0.7555 | 0.9151 | 0.9638 | nan | 0.8886 | 0.9839 | 0.9650 | 0.7495 | 0.9885 | 0.0 | 0.8851 | 0.9836 | 0.9622 | 0.7166 | 0.9855 |
0.0464 | 10.55 | 6940 | 0.0638 | 0.7583 | 0.9184 | 0.9678 | nan | 0.8821 | 0.9915 | 0.9711 | 0.7595 | 0.9880 | 0.0 | 0.8803 | 0.9902 | 0.9675 | 0.7258 | 0.9859 |
0.0087 | 10.58 | 6960 | 0.0680 | 0.7439 | 0.8987 | 0.9543 | nan | 0.8910 | 0.9883 | 0.9505 | 0.6781 | 0.9856 | 0.0 | 0.8876 | 0.9879 | 0.9479 | 0.6563 | 0.9835 |
0.006 | 10.61 | 6980 | 0.0659 | 0.7431 | 0.8998 | 0.9700 | nan | 0.9017 | 0.9788 | 0.9745 | 0.6581 | 0.9860 | 0.0 | 0.8985 | 0.9785 | 0.9693 | 0.6284 | 0.9836 |
0.0118 | 10.64 | 7000 | 0.0669 | 0.7405 | 0.9196 | 0.9678 | nan | 0.8772 | 0.9796 | 0.9743 | 0.7829 | 0.9842 | 0.0 | 0.8748 | 0.9790 | 0.9689 | 0.6377 | 0.9823 |
0.0287 | 10.67 | 7020 | 0.0682 | 0.7491 | 0.9221 | 0.9645 | nan | 0.8862 | 0.9857 | 0.9662 | 0.7844 | 0.9880 | 0.0 | 0.8837 | 0.9851 | 0.9625 | 0.6778 | 0.9854 |
0.0166 | 10.7 | 7040 | 0.0731 | 0.7436 | 0.9051 | 0.9625 | nan | 0.8151 | 0.9875 | 0.9721 | 0.7617 | 0.9891 | 0.0 | 0.8143 | 0.9869 | 0.9679 | 0.7099 | 0.9825 |
0.016 | 10.73 | 7060 | 0.0991 | 0.7256 | 0.8784 | 0.9280 | nan | 0.8064 | 0.9897 | 0.9210 | 0.6889 | 0.9858 | 0.0 | 0.8039 | 0.9889 | 0.9186 | 0.6632 | 0.9792 |
0.0179 | 10.76 | 7080 | 0.0692 | 0.7550 | 0.9164 | 0.9693 | nan | 0.8462 | 0.9901 | 0.9780 | 0.7786 | 0.9889 | 0.0 | 0.8442 | 0.9892 | 0.9745 | 0.7376 | 0.9845 |
0.0077 | 10.79 | 7100 | 0.0670 | 0.7596 | 0.9206 | 0.9602 | nan | 0.8918 | 0.9866 | 0.9585 | 0.7768 | 0.9891 | 0.0 | 0.8881 | 0.9860 | 0.9561 | 0.7428 | 0.9843 |
0.0112 | 10.82 | 7120 | 0.0693 | 0.7644 | 0.9251 | 0.9636 | nan | 0.8650 | 0.9903 | 0.9676 | 0.8171 | 0.9852 | 0.0 | 0.8627 | 0.9894 | 0.9637 | 0.7881 | 0.9822 |
0.0155 | 10.85 | 7140 | 0.0699 | 0.7529 | 0.9152 | 0.9600 | nan | 0.8590 | 0.9885 | 0.9612 | 0.7741 | 0.9930 | 0.0 | 0.8561 | 0.9879 | 0.9586 | 0.7248 | 0.9899 |
0.0059 | 10.88 | 7160 | 0.0705 | 0.7589 | 0.9240 | 0.9607 | nan | 0.8536 | 0.9883 | 0.9634 | 0.8234 | 0.9912 | 0.0 | 0.8524 | 0.9876 | 0.9602 | 0.7641 | 0.9889 |
0.028 | 10.91 | 7180 | 0.0686 | 0.7524 | 0.9147 | 0.9594 | nan | 0.8608 | 0.9875 | 0.9602 | 0.7718 | 0.9932 | 0.0 | 0.8594 | 0.9871 | 0.9572 | 0.7210 | 0.9894 |
0.0815 | 10.94 | 7200 | 0.0766 | 0.7287 | 0.8840 | 0.9618 | nan | 0.8513 | 0.9880 | 0.9667 | 0.6254 | 0.9886 | 0.0 | 0.8498 | 0.9877 | 0.9622 | 0.5872 | 0.9853 |
0.0813 | 10.97 | 7220 | 0.0855 | 0.7351 | 0.8909 | 0.9459 | nan | 0.8290 | 0.9904 | 0.9434 | 0.6985 | 0.9934 | 0.0 | 0.8273 | 0.9895 | 0.9408 | 0.6647 | 0.9882 |
0.0117 | 11.0 | 7240 | 0.0727 | 0.7328 | 0.8895 | 0.9555 | nan | 0.8390 | 0.9602 | 0.9634 | 0.7008 | 0.9841 | 0.0 | 0.8377 | 0.9600 | 0.9558 | 0.6605 | 0.9828 |
0.0168 | 11.03 | 7260 | 0.0748 | 0.7289 | 0.8816 | 0.9592 | nan | 0.8302 | 0.9896 | 0.9666 | 0.6383 | 0.9834 | 0.0 | 0.8290 | 0.9889 | 0.9623 | 0.6122 | 0.9813 |
0.0097 | 11.06 | 7280 | 0.0691 | 0.7500 | 0.9085 | 0.9706 | nan | 0.8841 | 0.9877 | 0.9754 | 0.7056 | 0.9895 | 0.0 | 0.8815 | 0.9871 | 0.9722 | 0.6738 | 0.9856 |
0.0101 | 11.09 | 7300 | 0.0689 | 0.7496 | 0.9072 | 0.9627 | nan | 0.8520 | 0.9886 | 0.9683 | 0.7415 | 0.9858 | 0.0 | 0.8504 | 0.9875 | 0.9643 | 0.7128 | 0.9825 |
0.014 | 11.12 | 7320 | 0.0714 | 0.7501 | 0.9080 | 0.9535 | nan | 0.8442 | 0.9873 | 0.9542 | 0.7641 | 0.9900 | 0.0 | 0.8422 | 0.9867 | 0.9510 | 0.7354 | 0.9854 |
0.0121 | 11.16 | 7340 | 0.0661 | 0.7504 | 0.9090 | 0.9602 | nan | 0.8403 | 0.9875 | 0.9644 | 0.7606 | 0.9923 | 0.0 | 0.8387 | 0.9869 | 0.9614 | 0.7295 | 0.9859 |
0.0093 | 11.19 | 7360 | 0.0644 | 0.7460 | 0.9029 | 0.9564 | nan | 0.8555 | 0.9889 | 0.9575 | 0.7241 | 0.9883 | 0.0 | 0.8533 | 0.9881 | 0.9542 | 0.6937 | 0.9864 |
0.0878 | 11.22 | 7380 | 0.0650 | 0.7491 | 0.9127 | 0.9586 | nan | 0.8538 | 0.9907 | 0.9599 | 0.7672 | 0.9917 | 0.0 | 0.8514 | 0.9845 | 0.9569 | 0.7128 | 0.9891 |
0.0143 | 11.25 | 7400 | 0.0641 | 0.7577 | 0.9251 | 0.9683 | nan | 0.8780 | 0.9907 | 0.9717 | 0.7941 | 0.9907 | 0.0 | 0.8764 | 0.9888 | 0.9683 | 0.7247 | 0.9882 |
0.0481 | 11.28 | 7420 | 0.0676 | 0.7634 | 0.9317 | 0.9571 | nan | 0.8657 | 0.9907 | 0.9570 | 0.8589 | 0.9863 | 0.0 | 0.8632 | 0.9891 | 0.9538 | 0.7897 | 0.9848 |
0.008 | 11.31 | 7440 | 0.0630 | 0.7590 | 0.9218 | 0.9647 | nan | 0.8862 | 0.9887 | 0.9662 | 0.7802 | 0.9878 | 0.0 | 0.8839 | 0.9882 | 0.9629 | 0.7331 | 0.9859 |
0.0058 | 11.34 | 7460 | 0.0677 | 0.7681 | 0.9314 | 0.9720 | nan | 0.8974 | 0.9902 | 0.9755 | 0.8056 | 0.9881 | 0.0 | 0.8951 | 0.9890 | 0.9719 | 0.7668 | 0.9857 |
0.0471 | 11.37 | 7480 | 0.0707 | 0.7555 | 0.9158 | 0.9574 | nan | 0.8331 | 0.9911 | 0.9602 | 0.8014 | 0.9930 | 0.0 | 0.8313 | 0.9873 | 0.9574 | 0.7697 | 0.9876 |
0.0135 | 11.4 | 7500 | 0.0693 | 0.7559 | 0.9184 | 0.9705 | nan | 0.8781 | 0.9890 | 0.9762 | 0.7614 | 0.9875 | 0.0 | 0.8761 | 0.9874 | 0.9718 | 0.7142 | 0.9856 |
0.0391 | 11.43 | 7520 | 0.0678 | 0.7522 | 0.9126 | 0.9592 | nan | 0.8535 | 0.9884 | 0.9614 | 0.7694 | 0.9906 | 0.0 | 0.8516 | 0.9866 | 0.9579 | 0.7298 | 0.9875 |
0.0065 | 11.46 | 7540 | 0.0716 | 0.7512 | 0.9092 | 0.9659 | nan | 0.8589 | 0.9862 | 0.9726 | 0.7427 | 0.9857 | 0.0 | 0.8576 | 0.9855 | 0.9674 | 0.7126 | 0.9841 |
0.0092 | 11.49 | 7560 | 0.0741 | 0.7439 | 0.9048 | 0.9573 | nan | 0.8414 | 0.9583 | 0.9657 | 0.7734 | 0.9854 | 0.0 | 0.8400 | 0.9577 | 0.9579 | 0.7241 | 0.9838 |
0.0385 | 11.52 | 7580 | 0.0737 | 0.7420 | 0.9030 | 0.9626 | nan | 0.8331 | 0.9621 | 0.9735 | 0.7575 | 0.9887 | 0.0 | 0.8315 | 0.9610 | 0.9658 | 0.7076 | 0.9863 |
0.006 | 11.55 | 7600 | 0.0711 | 0.7432 | 0.9018 | 0.9550 | nan | 0.8607 | 0.9605 | 0.9582 | 0.7397 | 0.9898 | 0.0 | 0.8595 | 0.9601 | 0.9514 | 0.7011 | 0.9870 |
0.0065 | 11.58 | 7620 | 0.0711 | 0.7464 | 0.9063 | 0.9564 | nan | 0.8332 | 0.9820 | 0.9601 | 0.7635 | 0.9928 | 0.0 | 0.8313 | 0.9814 | 0.9574 | 0.7197 | 0.9886 |
0.006 | 11.61 | 7640 | 0.0722 | 0.7488 | 0.9084 | 0.9591 | nan | 0.8555 | 0.9879 | 0.9609 | 0.7461 | 0.9917 | 0.0 | 0.8467 | 0.9872 | 0.9590 | 0.7121 | 0.9879 |
0.0081 | 11.64 | 7660 | 0.0754 | 0.7450 | 0.9005 | 0.9635 | nan | 0.8619 | 0.9856 | 0.9673 | 0.6963 | 0.9914 | 0.0 | 0.8596 | 0.9850 | 0.9641 | 0.6736 | 0.9875 |
0.1254 | 11.67 | 7680 | 0.0726 | 0.7206 | 0.8695 | 0.9558 | nan | 0.8396 | 0.9826 | 0.9593 | 0.5752 | 0.9909 | 0.0 | 0.8371 | 0.9822 | 0.9564 | 0.5630 | 0.9849 |
0.0137 | 11.7 | 7700 | 0.0714 | 0.7329 | 0.8843 | 0.9659 | nan | 0.8800 | 0.9877 | 0.9699 | 0.5972 | 0.9865 | 0.0 | 0.8763 | 0.9871 | 0.9669 | 0.5834 | 0.9836 |
0.0141 | 11.73 | 7720 | 0.0706 | 0.7355 | 0.8873 | 0.9533 | nan | 0.8345 | 0.9845 | 0.9564 | 0.6732 | 0.9878 | 0.0 | 0.8317 | 0.9842 | 0.9537 | 0.6578 | 0.9853 |
0.0274 | 11.76 | 7740 | 0.0687 | 0.7537 | 0.9105 | 0.9688 | nan | 0.8543 | 0.9885 | 0.9764 | 0.7437 | 0.9894 | 0.0 | 0.8520 | 0.9877 | 0.9735 | 0.7219 | 0.9871 |
0.0046 | 11.79 | 7760 | 0.0655 | 0.7498 | 0.9072 | 0.9663 | nan | 0.8528 | 0.9868 | 0.9742 | 0.7375 | 0.9846 | 0.0 | 0.8512 | 0.9862 | 0.9701 | 0.7078 | 0.9835 |
0.0076 | 11.82 | 7780 | 0.0649 | 0.7596 | 0.9186 | 0.9612 | nan | 0.8504 | 0.9879 | 0.9644 | 0.7979 | 0.9924 | 0.0 | 0.8483 | 0.9874 | 0.9610 | 0.7736 | 0.9870 |
0.0075 | 11.85 | 7800 | 0.0655 | 0.7541 | 0.9124 | 0.9629 | nan | 0.8432 | 0.9896 | 0.9689 | 0.7727 | 0.9878 | 0.0 | 0.8417 | 0.9888 | 0.9646 | 0.7451 | 0.9845 |
0.0275 | 11.88 | 7820 | 0.0661 | 0.7449 | 0.8999 | 0.9672 | nan | 0.8623 | 0.9905 | 0.9738 | 0.6878 | 0.9854 | 0.0 | 0.8602 | 0.9899 | 0.9698 | 0.6664 | 0.9831 |
0.0159 | 11.91 | 7840 | 0.0621 | 0.7555 | 0.9167 | 0.9650 | nan | 0.8792 | 0.9859 | 0.9677 | 0.7614 | 0.9892 | 0.0 | 0.8754 | 0.9856 | 0.9647 | 0.7201 | 0.9869 |
1.2278 | 11.95 | 7860 | 0.0638 | 0.7653 | 0.9304 | 0.9620 | nan | 0.8717 | 0.9868 | 0.9638 | 0.8408 | 0.9889 | 0.0 | 0.8678 | 0.9864 | 0.9612 | 0.7898 | 0.9867 |
0.0139 | 11.98 | 7880 | 0.0673 | 0.7745 | 0.9360 | 0.9690 | nan | 0.8866 | 0.9903 | 0.9713 | 0.8397 | 0.9919 | 0.0 | 0.8838 | 0.9894 | 0.9685 | 0.8155 | 0.9896 |
0.0418 | 12.01 | 7900 | 0.0669 | 0.7568 | 0.9135 | 0.9634 | nan | 0.8467 | 0.9886 | 0.9675 | 0.7693 | 0.9952 | 0.0 | 0.8443 | 0.9881 | 0.9648 | 0.7548 | 0.9887 |
0.0657 | 12.04 | 7920 | 0.0612 | 0.7545 | 0.9150 | 0.9639 | nan | 0.8656 | 0.9892 | 0.9663 | 0.7608 | 0.9928 | 0.0 | 0.8612 | 0.9889 | 0.9638 | 0.7236 | 0.9893 |
0.0149 | 12.07 | 7940 | 0.0640 | 0.7596 | 0.9200 | 0.9584 | nan | 0.8544 | 0.9892 | 0.9595 | 0.8054 | 0.9916 | 0.0 | 0.8525 | 0.9887 | 0.9566 | 0.7724 | 0.9874 |
0.0114 | 12.1 | 7960 | 0.0628 | 0.7508 | 0.9140 | 0.9693 | nan | 0.8899 | 0.9899 | 0.9718 | 0.7270 | 0.9916 | 0.0 | 0.8870 | 0.9894 | 0.9684 | 0.6715 | 0.9887 |
0.0084 | 12.13 | 7980 | 0.0671 | 0.7358 | 0.8921 | 0.9639 | nan | 0.8671 | 0.9868 | 0.9672 | 0.6480 | 0.9913 | 0.0 | 0.8650 | 0.9863 | 0.9642 | 0.6115 | 0.9880 |
0.0147 | 12.16 | 8000 | 0.0677 | 0.7496 | 0.9077 | 0.9642 | nan | 0.8920 | 0.9878 | 0.9645 | 0.7046 | 0.9898 | 0.0 | 0.8893 | 0.9872 | 0.9614 | 0.6724 | 0.9876 |
0.0786 | 12.19 | 8020 | 0.0700 | 0.7516 | 0.9093 | 0.9585 | nan | 0.8695 | 0.9901 | 0.9579 | 0.7374 | 0.9915 | 0.0 | 0.8670 | 0.9895 | 0.9552 | 0.7097 | 0.9880 |
0.0638 | 12.22 | 8040 | 0.0689 | 0.7496 | 0.9067 | 0.9693 | nan | 0.8671 | 0.9897 | 0.9753 | 0.7118 | 0.9896 | 0.0 | 0.8653 | 0.9893 | 0.9710 | 0.6855 | 0.9863 |
0.0181 | 12.25 | 8060 | 0.0640 | 0.7660 | 0.9297 | 0.9681 | nan | 0.8746 | 0.9856 | 0.9722 | 0.8242 | 0.9917 | 0.0 | 0.8720 | 0.9854 | 0.9688 | 0.7823 | 0.9876 |
0.0316 | 12.28 | 8080 | 0.0644 | 0.7596 | 0.9273 | 0.9595 | nan | 0.8949 | 0.9906 | 0.9568 | 0.8063 | 0.9877 | 0.0 | 0.8906 | 0.9902 | 0.9540 | 0.7380 | 0.9848 |
0.0173 | 12.31 | 8100 | 0.0655 | 0.7377 | 0.8957 | 0.9589 | nan | 0.8554 | 0.9877 | 0.9630 | 0.6890 | 0.9831 | 0.0 | 0.8539 | 0.9875 | 0.9596 | 0.6440 | 0.9810 |
0.1049 | 12.34 | 8120 | 0.0653 | 0.7627 | 0.9262 | 0.9713 | nan | 0.8778 | 0.9906 | 0.9766 | 0.7964 | 0.9898 | 0.0 | 0.8760 | 0.9901 | 0.9730 | 0.7497 | 0.9872 |
0.0211 | 12.37 | 8140 | 0.0638 | 0.7591 | 0.9170 | 0.9601 | nan | 0.8882 | 0.9889 | 0.9572 | 0.7565 | 0.9943 | 0.0 | 0.8860 | 0.9879 | 0.9549 | 0.7386 | 0.9874 |
0.0749 | 12.4 | 8160 | 0.0640 | 0.7554 | 0.9124 | 0.9671 | nan | 0.8627 | 0.9910 | 0.9707 | 0.7418 | 0.9957 | 0.0 | 0.8614 | 0.9900 | 0.9674 | 0.7246 | 0.9890 |
0.0148 | 12.43 | 8180 | 0.0696 | 0.7515 | 0.9120 | 0.9521 | nan | 0.8691 | 0.9909 | 0.9477 | 0.7600 | 0.9924 | 0.0 | 0.8666 | 0.9903 | 0.9454 | 0.7180 | 0.9888 |
0.0465 | 12.46 | 8200 | 0.0715 | 0.7681 | 0.9361 | 0.9726 | nan | 0.8943 | 0.9900 | 0.9760 | 0.8288 | 0.9914 | 0.0 | 0.8929 | 0.9894 | 0.9718 | 0.7663 | 0.9884 |
0.0397 | 12.49 | 8220 | 0.0734 | 0.7684 | 0.9332 | 0.9563 | nan | 0.8833 | 0.9878 | 0.9526 | 0.8504 | 0.9919 | 0.0 | 0.8814 | 0.9857 | 0.9498 | 0.8055 | 0.9877 |
0.0182 | 12.52 | 8240 | 0.0778 | 0.7610 | 0.9224 | 0.9593 | nan | 0.8673 | 0.9740 | 0.9616 | 0.8183 | 0.9907 | 0.0 | 0.8659 | 0.9737 | 0.9560 | 0.7827 | 0.9874 |
0.0419 | 12.55 | 8260 | 0.0714 | 0.7573 | 0.9185 | 0.9638 | nan | 0.8873 | 0.9890 | 0.9639 | 0.7616 | 0.9907 | 0.0 | 0.8850 | 0.9886 | 0.9608 | 0.7218 | 0.9873 |
0.0078 | 12.58 | 8280 | 0.0729 | 0.7498 | 0.9086 | 0.9540 | nan | 0.8498 | 0.9900 | 0.9533 | 0.7575 | 0.9924 | 0.0 | 0.8473 | 0.9892 | 0.9509 | 0.7240 | 0.9873 |
0.0078 | 12.61 | 8300 | 0.0729 | 0.7606 | 0.9216 | 0.9663 | nan | 0.8691 | 0.9909 | 0.9695 | 0.7862 | 0.9922 | 0.0 | 0.8681 | 0.9902 | 0.9653 | 0.7520 | 0.9881 |
0.0058 | 12.64 | 8320 | 0.0660 | 0.7532 | 0.9109 | 0.9647 | nan | 0.8809 | 0.9881 | 0.9668 | 0.7294 | 0.9892 | 0.0 | 0.8798 | 0.9877 | 0.9628 | 0.7023 | 0.9865 |
0.0084 | 12.67 | 8340 | 0.0644 | 0.7463 | 0.9021 | 0.9685 | nan | 0.8781 | 0.9897 | 0.9722 | 0.6787 | 0.9921 | 0.0 | 0.8763 | 0.9893 | 0.9684 | 0.6546 | 0.9893 |
0.0183 | 12.71 | 8360 | 0.0700 | 0.7411 | 0.8966 | 0.9620 | nan | 0.8794 | 0.9860 | 0.9617 | 0.6607 | 0.9954 | 0.0 | 0.8767 | 0.9857 | 0.9588 | 0.6386 | 0.9871 |
0.0057 | 12.74 | 8380 | 0.0758 | 0.7345 | 0.8886 | 0.9525 | nan | 0.8612 | 0.9884 | 0.9492 | 0.6487 | 0.9954 | 0.0 | 0.8587 | 0.9881 | 0.9466 | 0.6270 | 0.9867 |
0.0163 | 12.77 | 8400 | 0.0705 | 0.7382 | 0.8926 | 0.9630 | nan | 0.8541 | 0.9906 | 0.9673 | 0.6609 | 0.9900 | 0.0 | 0.8522 | 0.9901 | 0.9632 | 0.6359 | 0.9881 |
0.0647 | 12.8 | 8420 | 0.0663 | 0.7454 | 0.9016 | 0.9636 | nan | 0.8724 | 0.9886 | 0.9658 | 0.6903 | 0.9908 | 0.0 | 0.8703 | 0.9882 | 0.9621 | 0.6632 | 0.9885 |
0.0701 | 12.83 | 8440 | 0.0681 | 0.7485 | 0.9051 | 0.9611 | nan | 0.8382 | 0.9892 | 0.9658 | 0.7399 | 0.9923 | 0.0 | 0.8364 | 0.9887 | 0.9623 | 0.7148 | 0.9889 |
0.0083 | 12.86 | 8460 | 0.0707 | 0.7657 | 0.9277 | 0.9652 | nan | 0.8375 | 0.9885 | 0.9719 | 0.8481 | 0.9925 | 0.0 | 0.8366 | 0.9880 | 0.9661 | 0.8151 | 0.9883 |
0.0603 | 12.89 | 8480 | 0.0695 | 0.7677 | 0.9315 | 0.9558 | nan | 0.8471 | 0.9876 | 0.9573 | 0.8766 | 0.9888 | 0.0 | 0.8449 | 0.9869 | 0.9535 | 0.8351 | 0.9859 |
0.009 | 12.92 | 8500 | 0.0678 | 0.7717 | 0.9357 | 0.9672 | nan | 0.8729 | 0.9888 | 0.9711 | 0.8563 | 0.9895 | 0.0 | 0.8709 | 0.9884 | 0.9666 | 0.8171 | 0.9872 |
0.0161 | 12.95 | 8520 | 0.0721 | 0.7593 | 0.9230 | 0.9513 | nan | 0.8642 | 0.9856 | 0.9485 | 0.8278 | 0.9893 | 0.0 | 0.8611 | 0.9849 | 0.9451 | 0.7784 | 0.9866 |
0.0347 | 12.98 | 8540 | 0.0720 | 0.7473 | 0.9050 | 0.9580 | nan | 0.8355 | 0.9915 | 0.9617 | 0.7464 | 0.9900 | 0.0 | 0.8331 | 0.9899 | 0.9586 | 0.7160 | 0.9864 |
0.0677 | 13.01 | 8560 | 0.0651 | 0.7468 | 0.9065 | 0.9569 | nan | 0.8572 | 0.9912 | 0.9569 | 0.7355 | 0.9914 | 0.0 | 0.8535 | 0.9894 | 0.9548 | 0.6961 | 0.9869 |
0.0078 | 13.04 | 8580 | 0.0655 | 0.7556 | 0.9182 | 0.9645 | nan | 0.8675 | 0.9914 | 0.9673 | 0.7748 | 0.9903 | 0.0 | 0.8646 | 0.9903 | 0.9640 | 0.7277 | 0.9870 |
0.0096 | 13.07 | 8600 | 0.0682 | 0.7598 | 0.9220 | 0.9570 | nan | 0.8416 | 0.9866 | 0.9597 | 0.8314 | 0.9906 | 0.0 | 0.8400 | 0.9858 | 0.9565 | 0.7895 | 0.9869 |
0.0522 | 13.1 | 8620 | 0.0675 | 0.7577 | 0.9203 | 0.9521 | nan | 0.8626 | 0.9884 | 0.9495 | 0.8115 | 0.9893 | 0.0 | 0.8602 | 0.9854 | 0.9470 | 0.7679 | 0.9858 |
0.0203 | 13.13 | 8640 | 0.0656 | 0.7606 | 0.9247 | 0.9638 | nan | 0.8703 | 0.9880 | 0.9645 | 0.8036 | 0.9974 | 0.0 | 0.8677 | 0.9853 | 0.9621 | 0.7625 | 0.9860 |
0.0034 | 13.16 | 8660 | 0.0643 | 0.7579 | 0.9202 | 0.9651 | nan | 0.8584 | 0.9855 | 0.9703 | 0.7973 | 0.9897 | 0.0 | 0.8564 | 0.9844 | 0.9669 | 0.7529 | 0.9869 |
0.0106 | 13.19 | 8680 | 0.0635 | 0.7680 | 0.9328 | 0.9673 | nan | 0.8806 | 0.9906 | 0.9693 | 0.8315 | 0.9922 | 0.0 | 0.8788 | 0.9893 | 0.9660 | 0.7874 | 0.9864 |
0.0035 | 13.22 | 8700 | 0.0704 | 0.7616 | 0.9273 | 0.9524 | nan | 0.8642 | 0.9877 | 0.9492 | 0.8438 | 0.9917 | 0.0 | 0.8611 | 0.9870 | 0.9469 | 0.7886 | 0.9862 |
0.0135 | 13.25 | 8720 | 0.0685 | 0.7727 | 0.9389 | 0.9718 | nan | 0.8890 | 0.9906 | 0.9754 | 0.8485 | 0.9913 | 0.0 | 0.8853 | 0.9898 | 0.9727 | 0.7995 | 0.9888 |
0.0183 | 13.28 | 8740 | 0.0655 | 0.7527 | 0.9109 | 0.9511 | nan | 0.8842 | 0.9889 | 0.9442 | 0.7440 | 0.9933 | 0.0 | 0.8820 | 0.9881 | 0.9422 | 0.7163 | 0.9875 |
0.0098 | 13.31 | 8760 | 0.0664 | 0.7545 | 0.9130 | 0.9625 | nan | 0.8673 | 0.9886 | 0.9638 | 0.7515 | 0.9937 | 0.0 | 0.8661 | 0.9879 | 0.9607 | 0.7230 | 0.9893 |
0.0417 | 13.34 | 8780 | 0.0649 | 0.7607 | 0.9226 | 0.9691 | nan | 0.8773 | 0.9906 | 0.9722 | 0.7788 | 0.9942 | 0.0 | 0.8751 | 0.9894 | 0.9697 | 0.7406 | 0.9897 |
0.0186 | 13.37 | 8800 | 0.0741 | 0.7470 | 0.9051 | 0.9575 | nan | 0.8645 | 0.9869 | 0.9574 | 0.7253 | 0.9916 | 0.0 | 0.8626 | 0.9865 | 0.9547 | 0.6894 | 0.9889 |
0.0241 | 13.4 | 8820 | 0.0723 | 0.7586 | 0.9194 | 0.9649 | nan | 0.8569 | 0.9892 | 0.9688 | 0.7888 | 0.9933 | 0.0 | 0.8550 | 0.9886 | 0.9657 | 0.7522 | 0.9899 |
0.0036 | 13.43 | 8840 | 0.0656 | 0.7738 | 0.9401 | 0.9644 | nan | 0.8866 | 0.9894 | 0.9643 | 0.8686 | 0.9917 | 0.0 | 0.8850 | 0.9889 | 0.9607 | 0.8192 | 0.9888 |
0.0208 | 13.47 | 8860 | 0.0689 | 0.7734 | 0.9405 | 0.9708 | nan | 0.8573 | 0.9895 | 0.9776 | 0.8855 | 0.9927 | 0.0 | 0.8563 | 0.9889 | 0.9729 | 0.8326 | 0.9899 |
0.1381 | 13.5 | 8880 | 0.0661 | 0.7601 | 0.9220 | 0.9578 | nan | 0.8688 | 0.9895 | 0.9569 | 0.8040 | 0.9908 | 0.0 | 0.8666 | 0.9888 | 0.9542 | 0.7626 | 0.9881 |
0.0096 | 13.53 | 8900 | 0.0678 | 0.7544 | 0.9139 | 0.9601 | nan | 0.8426 | 0.9891 | 0.9641 | 0.7837 | 0.9902 | 0.0 | 0.8403 | 0.9885 | 0.9614 | 0.7489 | 0.9874 |
0.0087 | 13.56 | 8920 | 0.0705 | 0.7484 | 0.9079 | 0.9558 | nan | 0.8824 | 0.9900 | 0.9521 | 0.7235 | 0.9915 | 0.0 | 0.8785 | 0.9891 | 0.9509 | 0.6841 | 0.9876 |
0.0166 | 13.59 | 8940 | 0.0718 | 0.7452 | 0.9026 | 0.9573 | nan | 0.8212 | 0.9880 | 0.9633 | 0.7516 | 0.9889 | 0.0 | 0.8187 | 0.9871 | 0.9613 | 0.7177 | 0.9863 |
0.0084 | 13.62 | 8960 | 0.0722 | 0.7717 | 0.9336 | 0.9715 | nan | 0.8808 | 0.9869 | 0.9769 | 0.8337 | 0.9899 | 0.0 | 0.8787 | 0.9864 | 0.9732 | 0.8049 | 0.9871 |
0.0139 | 13.65 | 8980 | 0.0653 | 0.7558 | 0.9143 | 0.9589 | nan | 0.8590 | 0.9867 | 0.9605 | 0.7751 | 0.9903 | 0.0 | 0.8566 | 0.9861 | 0.9580 | 0.7468 | 0.9871 |
0.0024 | 13.68 | 9000 | 0.0668 | 0.7404 | 0.8947 | 0.9665 | nan | 0.8611 | 0.9892 | 0.9722 | 0.6620 | 0.9891 | 0.0 | 0.8588 | 0.9888 | 0.9682 | 0.6404 | 0.9864 |
0.0137 | 13.71 | 9020 | 0.0661 | 0.7712 | 0.9376 | 0.9617 | nan | 0.8569 | 0.9871 | 0.9645 | 0.8885 | 0.9910 | 0.0 | 0.8548 | 0.9867 | 0.9610 | 0.8358 | 0.9888 |
0.011 | 13.74 | 9040 | 0.0662 | 0.7714 | 0.9385 | 0.9641 | nan | 0.8533 | 0.9887 | 0.9684 | 0.8912 | 0.9908 | 0.0 | 0.8512 | 0.9882 | 0.9647 | 0.8353 | 0.9888 |
0.0051 | 13.77 | 9060 | 0.0692 | 0.7740 | 0.9399 | 0.9640 | nan | 0.8602 | 0.9902 | 0.9668 | 0.8898 | 0.9924 | 0.0 | 0.8583 | 0.9895 | 0.9633 | 0.8431 | 0.9896 |
0.0205 | 13.8 | 9080 | 0.0722 | 0.7683 | 0.9329 | 0.9624 | nan | 0.8312 | 0.9887 | 0.9689 | 0.8852 | 0.9905 | 0.0 | 0.8291 | 0.9882 | 0.9652 | 0.8394 | 0.9880 |
0.0539 | 13.83 | 9100 | 0.0680 | 0.7709 | 0.9371 | 0.9561 | nan | 0.8656 | 0.9889 | 0.9540 | 0.8841 | 0.9931 | 0.0 | 0.8622 | 0.9882 | 0.9518 | 0.8343 | 0.9890 |
0.008 | 13.86 | 9120 | 0.0695 | 0.7764 | 0.9415 | 0.9682 | nan | 0.8877 | 0.9893 | 0.9699 | 0.8689 | 0.9917 | 0.0 | 0.8860 | 0.9887 | 0.9663 | 0.8285 | 0.9890 |
0.0497 | 13.89 | 9140 | 0.0680 | 0.7707 | 0.9341 | 0.9650 | nan | 0.8737 | 0.9857 | 0.9673 | 0.8514 | 0.9922 | 0.0 | 0.8717 | 0.9853 | 0.9642 | 0.8141 | 0.9890 |
0.137 | 13.92 | 9160 | 0.0661 | 0.7708 | 0.9373 | 0.9634 | nan | 0.8703 | 0.9879 | 0.9651 | 0.8716 | 0.9918 | 0.0 | 0.8673 | 0.9871 | 0.9622 | 0.8189 | 0.9891 |
0.0151 | 13.95 | 9180 | 0.0680 | 0.7653 | 0.9272 | 0.9581 | nan | 0.8647 | 0.9886 | 0.9574 | 0.8324 | 0.9929 | 0.0 | 0.8621 | 0.9877 | 0.9548 | 0.7974 | 0.9895 |
0.0073 | 13.98 | 9200 | 0.0697 | 0.7721 | 0.9351 | 0.9608 | nan | 0.8841 | 0.9877 | 0.9596 | 0.8533 | 0.9909 | 0.0 | 0.8815 | 0.9870 | 0.9565 | 0.8191 | 0.9882 |
0.0283 | 14.01 | 9220 | 0.0717 | 0.7655 | 0.9282 | 0.9527 | nan | 0.8607 | 0.9898 | 0.9500 | 0.8495 | 0.9911 | 0.0 | 0.8574 | 0.9849 | 0.9481 | 0.8152 | 0.9877 |
0.0113 | 14.04 | 9240 | 0.0701 | 0.7642 | 0.9255 | 0.9590 | nan | 0.8475 | 0.9855 | 0.9621 | 0.8418 | 0.9905 | 0.0 | 0.8453 | 0.9840 | 0.9594 | 0.8095 | 0.9873 |
0.014 | 14.07 | 9260 | 0.0694 | 0.7660 | 0.9272 | 0.9559 | nan | 0.8744 | 0.9873 | 0.9544 | 0.8328 | 0.9870 | 0.0 | 0.8724 | 0.9869 | 0.9517 | 0.7997 | 0.9851 |
0.0111 | 14.1 | 9280 | 0.0693 | 0.7672 | 0.9269 | 0.9567 | nan | 0.8767 | 0.9891 | 0.9544 | 0.8244 | 0.9898 | 0.0 | 0.8753 | 0.9885 | 0.9513 | 0.8004 | 0.9875 |
0.0052 | 14.13 | 9300 | 0.0922 | 0.7648 | 0.9287 | 0.9521 | nan | 0.8599 | 0.9884 | 0.9493 | 0.8553 | 0.9906 | 0.0 | 0.8571 | 0.9877 | 0.9468 | 0.8090 | 0.9882 |
0.02 | 14.16 | 9320 | 0.0797 | 0.7683 | 0.9321 | 0.9583 | nan | 0.8706 | 0.9876 | 0.9572 | 0.8530 | 0.9922 | 0.0 | 0.8681 | 0.9870 | 0.9546 | 0.8107 | 0.9892 |
0.0255 | 14.19 | 9340 | 0.0747 | 0.7673 | 0.9330 | 0.9545 | nan | 0.8749 | 0.9889 | 0.9503 | 0.8576 | 0.9933 | 0.0 | 0.8725 | 0.9882 | 0.9476 | 0.8056 | 0.9901 |
0.0086 | 14.22 | 9360 | 0.0715 | 0.7692 | 0.9350 | 0.9667 | nan | 0.8565 | 0.9892 | 0.9717 | 0.8657 | 0.9919 | 0.0 | 0.8545 | 0.9882 | 0.9682 | 0.8149 | 0.9895 |
0.0176 | 14.26 | 9380 | 0.0700 | 0.7679 | 0.9328 | 0.9612 | nan | 0.8660 | 0.9866 | 0.9624 | 0.8569 | 0.9922 | 0.0 | 0.8632 | 0.9856 | 0.9595 | 0.8100 | 0.9894 |
0.0573 | 14.29 | 9400 | 0.0697 | 0.7644 | 0.9285 | 0.9589 | nan | 0.8414 | 0.9899 | 0.9618 | 0.8582 | 0.9914 | 0.0 | 0.8390 | 0.9888 | 0.9587 | 0.8113 | 0.9888 |
0.0173 | 14.32 | 9420 | 0.0692 | 0.7661 | 0.9312 | 0.9631 | nan | 0.8511 | 0.9899 | 0.9683 | 0.8603 | 0.9863 | 0.0 | 0.8494 | 0.9890 | 0.9643 | 0.8094 | 0.9847 |
0.0125 | 14.35 | 9440 | 0.0727 | 0.7667 | 0.9320 | 0.9565 | nan | 0.8573 | 0.9885 | 0.9562 | 0.8664 | 0.9915 | 0.0 | 0.8539 | 0.9878 | 0.9537 | 0.8158 | 0.9891 |
0.01 | 14.38 | 9460 | 0.0720 | 0.7705 | 0.9317 | 0.9635 | nan | 0.8930 | 0.9891 | 0.9628 | 0.8241 | 0.9895 | 0.0 | 0.8893 | 0.9886 | 0.9597 | 0.7983 | 0.9873 |
0.0101 | 14.41 | 9480 | 0.0766 | 0.7568 | 0.9146 | 0.9552 | nan | 0.8439 | 0.9891 | 0.9565 | 0.7938 | 0.9898 | 0.0 | 0.8416 | 0.9885 | 0.9531 | 0.7706 | 0.9870 |
0.0306 | 14.44 | 9500 | 0.0730 | 0.7626 | 0.9219 | 0.9624 | nan | 0.8635 | 0.9883 | 0.9651 | 0.8029 | 0.9899 | 0.0 | 0.8617 | 0.9878 | 0.9613 | 0.7776 | 0.9871 |
0.0145 | 14.47 | 9520 | 0.0683 | 0.7698 | 0.9366 | 0.9645 | nan | 0.8758 | 0.9894 | 0.9662 | 0.8612 | 0.9903 | 0.0 | 0.8737 | 0.9889 | 0.9628 | 0.8053 | 0.9880 |
0.0115 | 14.5 | 9540 | 0.0695 | 0.7704 | 0.9329 | 0.9668 | nan | 0.8789 | 0.9905 | 0.9693 | 0.8356 | 0.9902 | 0.0 | 0.8772 | 0.9898 | 0.9661 | 0.8019 | 0.9875 |
0.0336 | 14.53 | 9560 | 0.0771 | 0.7537 | 0.9120 | 0.9490 | nan | 0.8528 | 0.9888 | 0.9466 | 0.7844 | 0.9874 | 0.0 | 0.8503 | 0.9881 | 0.9442 | 0.7545 | 0.9849 |
0.0067 | 14.56 | 9580 | 0.0728 | 0.7651 | 0.9271 | 0.9606 | nan | 0.8921 | 0.9897 | 0.9592 | 0.8081 | 0.9864 | 0.0 | 0.8895 | 0.9893 | 0.9562 | 0.7714 | 0.9844 |
0.0072 | 14.59 | 9600 | 0.0730 | 0.7683 | 0.9326 | 0.9543 | nan | 0.8868 | 0.9898 | 0.9484 | 0.8449 | 0.9932 | 0.0 | 0.8831 | 0.9892 | 0.9463 | 0.8020 | 0.9895 |
0.0053 | 14.62 | 9620 | 0.0684 | 0.7714 | 0.9335 | 0.9668 | nan | 0.8862 | 0.9913 | 0.9676 | 0.8298 | 0.9926 | 0.0 | 0.8843 | 0.9903 | 0.9646 | 0.7996 | 0.9895 |
0.0118 | 14.65 | 9640 | 0.0681 | 0.7583 | 0.9182 | 0.9618 | nan | 0.8621 | 0.9886 | 0.9637 | 0.7842 | 0.9925 | 0.0 | 0.8599 | 0.9880 | 0.9609 | 0.7522 | 0.9892 |
0.066 | 14.68 | 9660 | 0.0718 | 0.7619 | 0.9218 | 0.9577 | nan | 0.8520 | 0.9911 | 0.9583 | 0.8149 | 0.9925 | 0.0 | 0.8494 | 0.9899 | 0.9555 | 0.7872 | 0.9894 |
0.022 | 14.71 | 9680 | 0.0706 | 0.7724 | 0.9360 | 0.9588 | nan | 0.9106 | 0.9881 | 0.9533 | 0.8381 | 0.9900 | 0.0 | 0.9069 | 0.9873 | 0.9507 | 0.8015 | 0.9877 |
0.0291 | 14.74 | 9700 | 0.0675 | 0.7727 | 0.9408 | 0.9622 | nan | 0.8984 | 0.9911 | 0.9596 | 0.8650 | 0.9900 | 0.0 | 0.8963 | 0.9900 | 0.9565 | 0.8051 | 0.9881 |
0.0117 | 14.77 | 9720 | 0.0683 | 0.7758 | 0.9423 | 0.9694 | nan | 0.9088 | 0.9895 | 0.9708 | 0.8577 | 0.9848 | 0.0 | 0.9056 | 0.9887 | 0.9670 | 0.8099 | 0.9835 |
0.0031 | 14.8 | 9740 | 0.0690 | 0.7701 | 0.9341 | 0.9730 | nan | 0.8604 | 0.9889 | 0.9807 | 0.8472 | 0.9931 | 0.0 | 0.8589 | 0.9880 | 0.9767 | 0.8068 | 0.9903 |
0.0378 | 14.83 | 9760 | 0.0649 | 0.7677 | 0.9327 | 0.9668 | nan | 0.8850 | 0.9862 | 0.9688 | 0.8320 | 0.9914 | 0.0 | 0.8827 | 0.9858 | 0.9654 | 0.7836 | 0.9889 |
0.0231 | 14.86 | 9780 | 0.0704 | 0.7671 | 0.9301 | 0.9622 | nan | 0.8648 | 0.9889 | 0.9636 | 0.8403 | 0.9932 | 0.0 | 0.8613 | 0.9884 | 0.9608 | 0.8019 | 0.9902 |
0.0073 | 14.89 | 9800 | 0.0728 | 0.7724 | 0.9369 | 0.9632 | nan | 0.8920 | 0.9862 | 0.9625 | 0.8530 | 0.9909 | 0.0 | 0.8881 | 0.9861 | 0.9591 | 0.8124 | 0.9888 |
0.0035 | 14.92 | 9820 | 0.0749 | 0.7481 | 0.9046 | 0.9533 | nan | 0.8848 | 0.9877 | 0.9483 | 0.7109 | 0.9914 | 0.0 | 0.8820 | 0.9874 | 0.9455 | 0.6855 | 0.9885 |
0.0109 | 14.95 | 9840 | 0.0723 | 0.7503 | 0.9067 | 0.9604 | nan | 0.8615 | 0.9886 | 0.9620 | 0.7300 | 0.9913 | 0.0 | 0.8592 | 0.9880 | 0.9590 | 0.7074 | 0.9879 |
2.2231 | 14.98 | 9860 | 0.0685 | 0.7509 | 0.9079 | 0.9638 | nan | 0.8755 | 0.9882 | 0.9660 | 0.7200 | 0.9901 | 0.0 | 0.8721 | 0.9878 | 0.9630 | 0.6950 | 0.9874 |
0.0253 | 15.02 | 9880 | 0.0783 | 0.7445 | 0.8996 | 0.9487 | nan | 0.8726 | 0.9899 | 0.9430 | 0.7022 | 0.9900 | 0.0 | 0.8702 | 0.9879 | 0.9407 | 0.6811 | 0.9870 |
0.0075 | 15.05 | 9900 | 0.0771 | 0.7484 | 0.9037 | 0.9614 | nan | 0.8897 | 0.9889 | 0.9614 | 0.6928 | 0.9857 | 0.0 | 0.8874 | 0.9885 | 0.9579 | 0.6734 | 0.9831 |
0.0237 | 15.08 | 9920 | 0.0724 | 0.7555 | 0.9134 | 0.9659 | nan | 0.8785 | 0.9886 | 0.9691 | 0.7430 | 0.9880 | 0.0 | 0.8763 | 0.9881 | 0.9651 | 0.7177 | 0.9857 |
0.0137 | 15.11 | 9940 | 0.0671 | 0.7673 | 0.9275 | 0.9668 | nan | 0.8859 | 0.9891 | 0.9678 | 0.8009 | 0.9940 | 0.0 | 0.8838 | 0.9886 | 0.9646 | 0.7775 | 0.9896 |
0.0061 | 15.14 | 9960 | 0.0696 | 0.7532 | 0.9116 | 0.9633 | nan | 0.8648 | 0.9888 | 0.9657 | 0.7463 | 0.9924 | 0.0 | 0.8625 | 0.9883 | 0.9627 | 0.7166 | 0.9890 |
0.0119 | 15.17 | 9980 | 0.0700 | 0.7709 | 0.9352 | 0.9616 | nan | 0.9071 | 0.9892 | 0.9569 | 0.8294 | 0.9936 | 0.0 | 0.9038 | 0.9887 | 0.9546 | 0.7886 | 0.9898 |
0.0074 | 15.2 | 10000 | 0.0694 | 0.7713 | 0.9341 | 0.9653 | nan | 0.8911 | 0.9867 | 0.9652 | 0.8346 | 0.9931 | 0.0 | 0.8892 | 0.9863 | 0.9624 | 0.8007 | 0.9894 |
0.0072 | 15.23 | 10020 | 0.0706 | 0.7764 | 0.9423 | 0.9660 | nan | 0.8924 | 0.9908 | 0.9654 | 0.8694 | 0.9933 | 0.0 | 0.8903 | 0.9902 | 0.9626 | 0.8252 | 0.9898 |
0.0116 | 15.26 | 10040 | 0.0720 | 0.7742 | 0.9425 | 0.9642 | nan | 0.8893 | 0.9898 | 0.9633 | 0.8777 | 0.9925 | 0.0 | 0.8871 | 0.9894 | 0.9606 | 0.8186 | 0.9896 |
0.1293 | 15.29 | 10060 | 0.0732 | 0.7704 | 0.9373 | 0.9602 | nan | 0.8596 | 0.9868 | 0.9619 | 0.8870 | 0.9911 | 0.0 | 0.8570 | 0.9864 | 0.9588 | 0.8316 | 0.9889 |
0.0082 | 15.32 | 10080 | 0.0737 | 0.7678 | 0.9342 | 0.9661 | nan | 0.8297 | 0.9875 | 0.9745 | 0.8871 | 0.9922 | 0.0 | 0.8281 | 0.9868 | 0.9710 | 0.8315 | 0.9893 |
0.0141 | 15.35 | 10100 | 0.0688 | 0.7774 | 0.9451 | 0.9675 | nan | 0.9120 | 0.9898 | 0.9674 | 0.8715 | 0.9850 | 0.0 | 0.9079 | 0.9893 | 0.9641 | 0.8194 | 0.9836 |
0.0216 | 15.38 | 10120 | 0.0691 | 0.7688 | 0.9332 | 0.9641 | nan | 0.8523 | 0.9885 | 0.9687 | 0.8655 | 0.9910 | 0.0 | 0.8496 | 0.9879 | 0.9657 | 0.8210 | 0.9884 |
0.0025 | 15.41 | 10140 | 0.0695 | 0.7701 | 0.9378 | 0.9558 | nan | 0.8837 | 0.9914 | 0.9505 | 0.8693 | 0.9943 | 0.0 | 0.8795 | 0.9902 | 0.9484 | 0.8125 | 0.9900 |
0.0086 | 15.44 | 10160 | 0.0704 | 0.7558 | 0.9192 | 0.9528 | nan | 0.8435 | 0.9874 | 0.9537 | 0.8238 | 0.9875 | 0.0 | 0.8421 | 0.9867 | 0.9505 | 0.7698 | 0.9858 |
0.0144 | 15.47 | 10180 | 0.0702 | 0.7667 | 0.9285 | 0.9617 | nan | 0.8672 | 0.9884 | 0.9629 | 0.8318 | 0.9922 | 0.0 | 0.8658 | 0.9875 | 0.9595 | 0.7982 | 0.9894 |
0.0419 | 15.5 | 10200 | 0.0735 | 0.7678 | 0.9310 | 0.9516 | nan | 0.8937 | 0.9901 | 0.9430 | 0.8337 | 0.9942 | 0.0 | 0.8898 | 0.9892 | 0.9411 | 0.7970 | 0.9895 |
0.0048 | 15.53 | 10220 | 0.0708 | 0.7614 | 0.9253 | 0.9630 | nan | 0.8622 | 0.9905 | 0.9664 | 0.8196 | 0.9876 | 0.0 | 0.8613 | 0.9788 | 0.9625 | 0.7797 | 0.9858 |
0.0048 | 15.56 | 10240 | 0.0713 | 0.7605 | 0.9237 | 0.9582 | nan | 0.8895 | 0.9832 | 0.9558 | 0.7995 | 0.9905 | 0.0 | 0.8847 | 0.9830 | 0.9532 | 0.7542 | 0.9881 |
0.0345 | 15.59 | 10260 | 0.0716 | 0.7679 | 0.9328 | 0.9650 | nan | 0.8750 | 0.9896 | 0.9667 | 0.8406 | 0.9922 | 0.0 | 0.8726 | 0.9890 | 0.9637 | 0.7928 | 0.9895 |
0.1273 | 15.62 | 10280 | 0.0738 | 0.7582 | 0.9193 | 0.9593 | nan | 0.8740 | 0.9897 | 0.9584 | 0.7826 | 0.9916 | 0.0 | 0.8719 | 0.9879 | 0.9553 | 0.7448 | 0.9891 |
0.0121 | 15.65 | 10300 | 0.0702 | 0.7687 | 0.9359 | 0.9627 | nan | 0.8849 | 0.9860 | 0.9623 | 0.8541 | 0.9923 | 0.0 | 0.8815 | 0.9845 | 0.9597 | 0.7973 | 0.9894 |
0.019 | 15.68 | 10320 | 0.0739 | 0.7648 | 0.9277 | 0.9630 | nan | 0.8402 | 0.9884 | 0.9684 | 0.8498 | 0.9916 | 0.0 | 0.8385 | 0.9870 | 0.9652 | 0.8098 | 0.9885 |
0.0132 | 15.71 | 10340 | 0.0774 | 0.7658 | 0.9272 | 0.9698 | nan | 0.8540 | 0.9883 | 0.9777 | 0.8263 | 0.9894 | 0.0 | 0.8527 | 0.9876 | 0.9737 | 0.7951 | 0.9855 |
0.0233 | 15.74 | 10360 | 0.0706 | 0.7593 | 0.9202 | 0.9622 | nan | 0.8519 | 0.9904 | 0.9655 | 0.8020 | 0.9914 | 0.0 | 0.8497 | 0.9897 | 0.9625 | 0.7659 | 0.9881 |
0.1128 | 15.78 | 10380 | 0.0710 | 0.7603 | 0.9212 | 0.9506 | nan | 0.8668 | 0.9899 | 0.9460 | 0.8124 | 0.9910 | 0.0 | 0.8631 | 0.9892 | 0.9438 | 0.7790 | 0.9865 |
0.0417 | 15.81 | 10400 | 0.0687 | 0.7703 | 0.9349 | 0.9627 | nan | 0.8721 | 0.9895 | 0.9648 | 0.8611 | 0.9869 | 0.0 | 0.8701 | 0.9886 | 0.9607 | 0.8172 | 0.9853 |
0.004 | 15.84 | 10420 | 0.0728 | 0.7659 | 0.9301 | 0.9522 | nan | 0.8624 | 0.9871 | 0.9485 | 0.8589 | 0.9938 | 0.0 | 0.8596 | 0.9864 | 0.9461 | 0.8142 | 0.9894 |
0.0391 | 15.87 | 10440 | 0.0742 | 0.7705 | 0.9357 | 0.9677 | nan | 0.8598 | 0.9915 | 0.9724 | 0.8624 | 0.9925 | 0.0 | 0.8579 | 0.9902 | 0.9689 | 0.8165 | 0.9897 |
0.0309 | 15.9 | 10460 | 0.0707 | 0.7689 | 0.9354 | 0.9572 | nan | 0.8706 | 0.9883 | 0.9562 | 0.8729 | 0.9889 | 0.0 | 0.8675 | 0.9873 | 0.9535 | 0.8185 | 0.9866 |
0.0029 | 15.93 | 10480 | 0.0684 | 0.7738 | 0.9406 | 0.9679 | nan | 0.8857 | 0.9893 | 0.9710 | 0.8699 | 0.9872 | 0.0 | 0.8838 | 0.9888 | 0.9668 | 0.8181 | 0.9852 |
0.0067 | 15.96 | 10500 | 0.0713 | 0.7674 | 0.9291 | 0.9658 | nan | 0.8611 | 0.9894 | 0.9707 | 0.8354 | 0.9887 | 0.0 | 0.8594 | 0.9883 | 0.9670 | 0.8039 | 0.9860 |
1.2739 | 15.99 | 10520 | 0.0747 | 0.7621 | 0.9222 | 0.9628 | nan | 0.8330 | 0.9875 | 0.9697 | 0.8305 | 0.9901 | 0.0 | 0.8310 | 0.9862 | 0.9665 | 0.8014 | 0.9874 |
0.0071 | 16.02 | 10540 | 0.0720 | 0.7647 | 0.9245 | 0.9579 | nan | 0.8584 | 0.9871 | 0.9594 | 0.8296 | 0.9879 | 0.0 | 0.8565 | 0.9864 | 0.9563 | 0.8035 | 0.9856 |
0.0357 | 16.05 | 10560 | 0.0767 | 0.7625 | 0.9224 | 0.9636 | nan | 0.8386 | 0.9866 | 0.9704 | 0.8270 | 0.9896 | 0.0 | 0.8374 | 0.9859 | 0.9661 | 0.7979 | 0.9876 |
0.0117 | 16.08 | 10580 | 0.0743 | 0.7551 | 0.9132 | 0.9623 | nan | 0.8645 | 0.9870 | 0.9646 | 0.7579 | 0.9920 | 0.0 | 0.8627 | 0.9862 | 0.9609 | 0.7320 | 0.9889 |
0.0118 | 16.11 | 10600 | 0.0672 | 0.7551 | 0.9111 | 0.9692 | nan | 0.8996 | 0.9901 | 0.9703 | 0.7035 | 0.9918 | 0.0 | 0.8971 | 0.9888 | 0.9669 | 0.6891 | 0.9889 |
0.0463 | 16.14 | 10620 | 0.0660 | 0.7431 | 0.8965 | 0.9636 | nan | 0.8683 | 0.9880 | 0.9662 | 0.6681 | 0.9919 | 0.0 | 0.8662 | 0.9861 | 0.9634 | 0.6546 | 0.9885 |
0.0061 | 16.17 | 10640 | 0.0738 | 0.7584 | 0.9196 | 0.9580 | nan | 0.8858 | 0.9904 | 0.9542 | 0.7739 | 0.9936 | 0.0 | 0.8830 | 0.9881 | 0.9518 | 0.7376 | 0.9900 |
0.0291 | 16.2 | 10660 | 0.0747 | 0.7453 | 0.9064 | 0.9604 | nan | 0.8539 | 0.9835 | 0.9646 | 0.7419 | 0.9884 | 0.0 | 0.8518 | 0.9828 | 0.9610 | 0.6895 | 0.9866 |
0.0109 | 16.23 | 10680 | 0.0724 | 0.7647 | 0.9279 | 0.9615 | nan | 0.8781 | 0.9876 | 0.9617 | 0.8216 | 0.9905 | 0.0 | 0.8765 | 0.9867 | 0.9581 | 0.7792 | 0.9877 |
0.0556 | 16.26 | 10700 | 0.0733 | 0.7600 | 0.9203 | 0.9641 | nan | 0.8837 | 0.9908 | 0.9666 | 0.7777 | 0.9830 | 0.0 | 0.8815 | 0.9896 | 0.9630 | 0.7448 | 0.9813 |
0.0224 | 16.29 | 10720 | 0.0739 | 0.7518 | 0.9101 | 0.9573 | nan | 0.8618 | 0.9905 | 0.9562 | 0.7477 | 0.9944 | 0.0 | 0.8598 | 0.9808 | 0.9545 | 0.7257 | 0.9902 |
0.0518 | 16.32 | 10740 | 0.0726 | 0.7546 | 0.9136 | 0.9603 | nan | 0.8858 | 0.9794 | 0.9599 | 0.7510 | 0.9918 | 0.0 | 0.8826 | 0.9790 | 0.9567 | 0.7208 | 0.9888 |
0.0107 | 16.35 | 10760 | 0.0827 | 0.7464 | 0.9036 | 0.9585 | nan | 0.8664 | 0.9862 | 0.9590 | 0.7152 | 0.9912 | 0.0 | 0.8648 | 0.9854 | 0.9558 | 0.6844 | 0.9883 |
0.0097 | 16.38 | 10780 | 0.0841 | 0.7526 | 0.9102 | 0.9553 | nan | 0.8913 | 0.9898 | 0.9495 | 0.7267 | 0.9940 | 0.0 | 0.8891 | 0.9883 | 0.9469 | 0.7006 | 0.9907 |
0.0121 | 16.41 | 10800 | 0.0816 | 0.7471 | 0.9115 | 0.9519 | nan | 0.8510 | 0.9897 | 0.9501 | 0.7755 | 0.9913 | 0.0 | 0.8493 | 0.9886 | 0.9474 | 0.7081 | 0.9891 |
0.0048 | 16.44 | 10820 | 0.0820 | 0.7571 | 0.9194 | 0.9570 | nan | 0.8797 | 0.9896 | 0.9542 | 0.7824 | 0.9914 | 0.0 | 0.8775 | 0.9886 | 0.9510 | 0.7360 | 0.9893 |
0.0063 | 16.47 | 10840 | 0.0746 | 0.7679 | 0.9292 | 0.9642 | nan | 0.8835 | 0.9898 | 0.9643 | 0.8157 | 0.9927 | 0.0 | 0.8821 | 0.9891 | 0.9612 | 0.7851 | 0.9898 |
0.0406 | 16.5 | 10860 | 0.0741 | 0.7713 | 0.9372 | 0.9638 | nan | 0.8790 | 0.9902 | 0.9646 | 0.8617 | 0.9905 | 0.0 | 0.8770 | 0.9893 | 0.9616 | 0.8114 | 0.9885 |
0.0392 | 16.53 | 10880 | 0.0743 | 0.7671 | 0.9317 | 0.9647 | nan | 0.8697 | 0.9860 | 0.9673 | 0.8432 | 0.9922 | 0.0 | 0.8674 | 0.9855 | 0.9643 | 0.7955 | 0.9898 |
0.0102 | 16.57 | 10900 | 0.0800 | 0.7547 | 0.9122 | 0.9556 | nan | 0.8663 | 0.9888 | 0.9545 | 0.7619 | 0.9895 | 0.0 | 0.8648 | 0.9880 | 0.9516 | 0.7371 | 0.9865 |
0.0249 | 16.6 | 10920 | 0.0728 | 0.7700 | 0.9337 | 0.9607 | nan | 0.8722 | 0.9878 | 0.9611 | 0.8569 | 0.9903 | 0.0 | 0.8707 | 0.9867 | 0.9577 | 0.8164 | 0.9884 |
0.044 | 16.63 | 10940 | 0.0726 | 0.7673 | 0.9314 | 0.9610 | nan | 0.8711 | 0.9876 | 0.9619 | 0.8467 | 0.9895 | 0.0 | 0.8690 | 0.9864 | 0.9589 | 0.8018 | 0.9876 |
0.0087 | 16.66 | 10960 | 0.0778 | 0.7599 | 0.9226 | 0.9546 | nan | 0.8520 | 0.9900 | 0.9555 | 0.8300 | 0.9856 | 0.0 | 0.8500 | 0.9885 | 0.9526 | 0.7839 | 0.9842 |
0.006 | 16.69 | 10980 | 0.0722 | 0.7695 | 0.9358 | 0.9618 | nan | 0.8993 | 0.9905 | 0.9592 | 0.8406 | 0.9892 | 0.0 | 0.8967 | 0.9890 | 0.9567 | 0.7874 | 0.9873 |
0.0049 | 16.72 | 11000 | 0.0756 | 0.7642 | 0.9273 | 0.9620 | nan | 0.8801 | 0.9901 | 0.9614 | 0.8130 | 0.9919 | 0.0 | 0.8782 | 0.9887 | 0.9590 | 0.7702 | 0.9891 |
0.0098 | 16.75 | 11020 | 0.0742 | 0.7569 | 0.9176 | 0.9616 | nan | 0.8736 | 0.9875 | 0.9632 | 0.7757 | 0.9881 | 0.0 | 0.8721 | 0.9868 | 0.9601 | 0.7365 | 0.9861 |
0.028 | 16.78 | 11040 | 0.1066 | 0.7567 | 0.9192 | 0.9528 | nan | 0.8817 | 0.9881 | 0.9473 | 0.7864 | 0.9927 | 0.0 | 0.8793 | 0.9874 | 0.9446 | 0.7391 | 0.9900 |
0.0101 | 16.81 | 11060 | 0.0816 | 0.7614 | 0.9240 | 0.9566 | nan | 0.8748 | 0.9874 | 0.9548 | 0.8128 | 0.9901 | 0.0 | 0.8731 | 0.9868 | 0.9513 | 0.7693 | 0.9881 |
0.0096 | 16.84 | 11080 | 0.0780 | 0.7529 | 0.9127 | 0.9525 | nan | 0.8586 | 0.9888 | 0.9504 | 0.7753 | 0.9905 | 0.0 | 0.8569 | 0.9881 | 0.9478 | 0.7363 | 0.9880 |
0.0061 | 16.87 | 11100 | 0.0746 | 0.7604 | 0.9211 | 0.9652 | nan | 0.8804 | 0.9885 | 0.9669 | 0.7786 | 0.9910 | 0.0 | 0.8779 | 0.9877 | 0.9641 | 0.7448 | 0.9879 |
0.0107 | 16.9 | 11120 | 0.0797 | 0.7575 | 0.9191 | 0.9456 | nan | 0.8758 | 0.9885 | 0.9373 | 0.8028 | 0.9912 | 0.0 | 0.8731 | 0.9878 | 0.9352 | 0.7603 | 0.9885 |
0.0534 | 16.93 | 11140 | 0.0743 | 0.7666 | 0.9300 | 0.9613 | nan | 0.8901 | 0.9899 | 0.9591 | 0.8190 | 0.9917 | 0.0 | 0.8878 | 0.9891 | 0.9566 | 0.7767 | 0.9894 |
0.097 | 16.96 | 11160 | 0.0771 | 0.7642 | 0.9260 | 0.9500 | nan | 0.8910 | 0.9885 | 0.9427 | 0.8186 | 0.9890 | 0.0 | 0.8886 | 0.9880 | 0.9404 | 0.7818 | 0.9866 |
0.0046 | 16.99 | 11180 | 0.0729 | 0.7731 | 0.9376 | 0.9717 | nan | 0.8709 | 0.9879 | 0.9782 | 0.8610 | 0.9899 | 0.0 | 0.8692 | 0.9872 | 0.9746 | 0.8191 | 0.9882 |
0.0104 | 17.02 | 11200 | 0.0782 | 0.7650 | 0.9256 | 0.9692 | nan | 0.8614 | 0.9877 | 0.9771 | 0.8171 | 0.9849 | 0.0 | 0.8597 | 0.9869 | 0.9723 | 0.7878 | 0.9835 |
0.0061 | 17.05 | 11220 | 0.0713 | 0.7677 | 0.9284 | 0.9595 | nan | 0.8838 | 0.9880 | 0.9581 | 0.8229 | 0.9893 | 0.0 | 0.8813 | 0.9874 | 0.9551 | 0.7948 | 0.9873 |
0.0049 | 17.08 | 11240 | 0.0669 | 0.7741 | 0.9367 | 0.9639 | nan | 0.8929 | 0.9900 | 0.9630 | 0.8468 | 0.9905 | 0.0 | 0.8895 | 0.9891 | 0.9605 | 0.8167 | 0.9886 |
0.014 | 17.11 | 11260 | 0.0669 | 0.7705 | 0.9337 | 0.9647 | nan | 0.8787 | 0.9873 | 0.9674 | 0.8479 | 0.9870 | 0.0 | 0.8758 | 0.9865 | 0.9644 | 0.8108 | 0.9857 |
0.0026 | 17.14 | 11280 | 0.0681 | 0.7716 | 0.9361 | 0.9654 | nan | 0.8798 | 0.9904 | 0.9672 | 0.8537 | 0.9894 | 0.0 | 0.8779 | 0.9897 | 0.9638 | 0.8101 | 0.9879 |
0.0844 | 17.17 | 11300 | 0.0708 | 0.7690 | 0.9320 | 0.9537 | nan | 0.8852 | 0.9903 | 0.9479 | 0.8442 | 0.9923 | 0.0 | 0.8820 | 0.9896 | 0.9455 | 0.8072 | 0.9896 |
0.0351 | 17.2 | 11320 | 0.0717 | 0.7723 | 0.9357 | 0.9651 | nan | 0.8803 | 0.9920 | 0.9658 | 0.8486 | 0.9919 | 0.0 | 0.8771 | 0.9911 | 0.9629 | 0.8133 | 0.9894 |
0.0082 | 17.23 | 11340 | 0.0697 | 0.7699 | 0.9336 | 0.9626 | nan | 0.8770 | 0.9907 | 0.9633 | 0.8475 | 0.9896 | 0.0 | 0.8744 | 0.9900 | 0.9604 | 0.8072 | 0.9876 |
0.0567 | 17.26 | 11360 | 0.0714 | 0.7693 | 0.9327 | 0.9595 | nan | 0.8872 | 0.9886 | 0.9563 | 0.8374 | 0.9938 | 0.0 | 0.8847 | 0.9880 | 0.9542 | 0.7986 | 0.9905 |
0.0157 | 17.29 | 11380 | 0.0717 | 0.7682 | 0.9304 | 0.9568 | nan | 0.8978 | 0.9877 | 0.9515 | 0.8230 | 0.9920 | 0.0 | 0.8949 | 0.9871 | 0.9495 | 0.7888 | 0.9891 |
0.0621 | 17.33 | 11400 | 0.0707 | 0.7689 | 0.9336 | 0.9630 | nan | 0.8811 | 0.9924 | 0.9628 | 0.8411 | 0.9906 | 0.0 | 0.8782 | 0.9915 | 0.9600 | 0.7951 | 0.9888 |
0.0061 | 17.36 | 11420 | 0.0741 | 0.7725 | 0.9390 | 0.9649 | nan | 0.8878 | 0.9886 | 0.9645 | 0.8602 | 0.9940 | 0.0 | 0.8844 | 0.9880 | 0.9619 | 0.8106 | 0.9900 |
0.004 | 17.39 | 11440 | 0.0752 | 0.7700 | 0.9424 | 0.9623 | nan | 0.8952 | 0.9897 | 0.9602 | 0.8762 | 0.9905 | 0.0 | 0.8907 | 0.9890 | 0.9575 | 0.7947 | 0.9880 |
0.0076 | 17.42 | 11460 | 0.0730 | 0.7675 | 0.9331 | 0.9601 | nan | 0.8776 | 0.9892 | 0.9605 | 0.8529 | 0.9853 | 0.0 | 0.8746 | 0.9885 | 0.9571 | 0.8007 | 0.9840 |
0.0083 | 17.45 | 11480 | 0.0761 | 0.7657 | 0.9263 | 0.9636 | nan | 0.8829 | 0.9882 | 0.9641 | 0.8051 | 0.9910 | 0.0 | 0.8803 | 0.9875 | 0.9607 | 0.7771 | 0.9885 |
0.0105 | 17.48 | 11500 | 0.0722 | 0.7676 | 0.9287 | 0.9665 | nan | 0.8739 | 0.9867 | 0.9697 | 0.8214 | 0.9917 | 0.0 | 0.8713 | 0.9860 | 0.9667 | 0.7925 | 0.9890 |
0.0067 | 17.51 | 11520 | 0.0694 | 0.7731 | 0.9359 | 0.9670 | nan | 0.8908 | 0.9902 | 0.9677 | 0.8394 | 0.9915 | 0.0 | 0.8877 | 0.9894 | 0.9650 | 0.8077 | 0.9889 |
0.0082 | 17.54 | 11540 | 0.0748 | 0.7636 | 0.9254 | 0.9519 | nan | 0.8646 | 0.9872 | 0.9479 | 0.8336 | 0.9940 | 0.0 | 0.8618 | 0.9863 | 0.9458 | 0.7977 | 0.9898 |
0.0155 | 17.57 | 11560 | 0.0695 | 0.7741 | 0.9391 | 0.9635 | nan | 0.8857 | 0.9892 | 0.9636 | 0.8672 | 0.9897 | 0.0 | 0.8828 | 0.9884 | 0.9605 | 0.8250 | 0.9880 |
0.0057 | 17.6 | 11580 | 0.0730 | 0.7721 | 0.9376 | 0.9669 | nan | 0.8565 | 0.9891 | 0.9721 | 0.8785 | 0.9918 | 0.0 | 0.8539 | 0.9881 | 0.9689 | 0.8321 | 0.9899 |
0.0246 | 17.63 | 11600 | 0.0695 | 0.7732 | 0.9432 | 0.9649 | nan | 0.8963 | 0.9877 | 0.9644 | 0.8774 | 0.9900 | 0.0 | 0.8929 | 0.9771 | 0.9619 | 0.8193 | 0.9880 |
0.0445 | 17.66 | 11620 | 0.0716 | 0.7702 | 0.9349 | 0.9593 | nan | 0.8757 | 0.9888 | 0.9579 | 0.8602 | 0.9920 | 0.0 | 0.8730 | 0.9882 | 0.9552 | 0.8148 | 0.9897 |
0.014 | 17.69 | 11640 | 0.0730 | 0.7733 | 0.9373 | 0.9653 | nan | 0.8812 | 0.9902 | 0.9664 | 0.8579 | 0.9910 | 0.0 | 0.8788 | 0.9882 | 0.9634 | 0.8204 | 0.9888 |
0.012 | 17.72 | 11660 | 0.0758 | 0.7683 | 0.9313 | 0.9648 | nan | 0.8651 | 0.9883 | 0.9695 | 0.8482 | 0.9856 | 0.0 | 0.8630 | 0.9876 | 0.9660 | 0.8092 | 0.9842 |
0.0121 | 17.75 | 11680 | 0.0792 | 0.7702 | 0.9357 | 0.9671 | nan | 0.8694 | 0.9832 | 0.9727 | 0.8655 | 0.9876 | 0.0 | 0.8672 | 0.9826 | 0.9685 | 0.8168 | 0.9861 |
0.0266 | 17.78 | 11700 | 0.0766 | 0.7693 | 0.9344 | 0.9604 | nan | 0.8720 | 0.9774 | 0.9620 | 0.8700 | 0.9904 | 0.0 | 0.8697 | 0.9767 | 0.9579 | 0.8227 | 0.9887 |
0.0399 | 17.81 | 11720 | 0.0773 | 0.7721 | 0.9378 | 0.9655 | nan | 0.8681 | 0.9710 | 0.9712 | 0.8881 | 0.9904 | 0.0 | 0.8664 | 0.9701 | 0.9667 | 0.8406 | 0.9886 |
0.0583 | 17.84 | 11740 | 0.0763 | 0.7704 | 0.9328 | 0.9658 | nan | 0.8642 | 0.9811 | 0.9710 | 0.8577 | 0.9903 | 0.0 | 0.8631 | 0.9801 | 0.9665 | 0.8245 | 0.9884 |
0.0132 | 17.87 | 11760 | 0.0740 | 0.7709 | 0.9390 | 0.9643 | nan | 0.8654 | 0.9832 | 0.9686 | 0.8893 | 0.9884 | 0.0 | 0.8639 | 0.9823 | 0.9645 | 0.8277 | 0.9870 |
0.0151 | 17.9 | 11780 | 0.0780 | 0.7641 | 0.9312 | 0.9574 | nan | 0.8355 | 0.9832 | 0.9613 | 0.8855 | 0.9907 | 0.0 | 0.8341 | 0.9824 | 0.9571 | 0.8225 | 0.9886 |
0.0751 | 17.93 | 11800 | 0.0819 | 0.7650 | 0.9329 | 0.9521 | nan | 0.8426 | 0.9850 | 0.9521 | 0.8945 | 0.9904 | 0.0 | 0.8404 | 0.9837 | 0.9485 | 0.8298 | 0.9877 |
0.0088 | 17.96 | 11820 | 0.0832 | 0.7724 | 0.9393 | 0.9638 | nan | 0.8669 | 0.9857 | 0.9669 | 0.8872 | 0.9900 | 0.0 | 0.8654 | 0.9845 | 0.9626 | 0.8340 | 0.9880 |
0.0132 | 17.99 | 11840 | 0.0815 | 0.7714 | 0.9381 | 0.9597 | nan | 0.8628 | 0.9847 | 0.9607 | 0.8905 | 0.9918 | 0.0 | 0.8613 | 0.9838 | 0.9574 | 0.8365 | 0.9895 |
0.0358 | 18.02 | 11860 | 0.0845 | 0.7704 | 0.9342 | 0.9599 | nan | 0.8691 | 0.9870 | 0.9602 | 0.8633 | 0.9913 | 0.0 | 0.8667 | 0.9861 | 0.9566 | 0.8236 | 0.9891 |
0.0117 | 18.05 | 11880 | 0.0789 | 0.7564 | 0.9154 | 0.9627 | nan | 0.8573 | 0.9814 | 0.9687 | 0.7852 | 0.9845 | 0.0 | 0.8564 | 0.9807 | 0.9636 | 0.7544 | 0.9835 |
0.0119 | 18.09 | 11900 | 0.0988 | 0.7579 | 0.9160 | 0.9505 | nan | 0.8914 | 0.9903 | 0.9433 | 0.7665 | 0.9887 | 0.0 | 0.8885 | 0.9891 | 0.9409 | 0.7433 | 0.9859 |
0.0094 | 18.12 | 11920 | 0.0778 | 0.7459 | 0.9011 | 0.9643 | nan | 0.8682 | 0.9846 | 0.9703 | 0.7006 | 0.9816 | 0.0 | 0.8663 | 0.9838 | 0.9666 | 0.6792 | 0.9796 |
0.023 | 18.15 | 11940 | 0.0724 | 0.7511 | 0.9088 | 0.9589 | nan | 0.8774 | 0.9866 | 0.9600 | 0.7367 | 0.9832 | 0.0 | 0.8748 | 0.9858 | 0.9569 | 0.7074 | 0.9815 |
0.0104 | 18.18 | 11960 | 0.0661 | 0.7577 | 0.9170 | 0.9685 | nan | 0.8606 | 0.9895 | 0.9754 | 0.7725 | 0.9874 | 0.0 | 0.8588 | 0.9884 | 0.9717 | 0.7418 | 0.9856 |
0.0103 | 18.21 | 11980 | 0.0658 | 0.7591 | 0.9191 | 0.9650 | nan | 0.8797 | 0.9883 | 0.9670 | 0.7701 | 0.9902 | 0.0 | 0.8765 | 0.9876 | 0.9642 | 0.7383 | 0.9884 |
0.0144 | 18.24 | 12000 | 0.0692 | 0.7548 | 0.9127 | 0.9623 | nan | 0.8685 | 0.9911 | 0.9631 | 0.7474 | 0.9936 | 0.0 | 0.8661 | 0.9901 | 0.9605 | 0.7213 | 0.9908 |
0.0134 | 18.27 | 12020 | 0.0671 | 0.7606 | 0.9219 | 0.9677 | nan | 0.8953 | 0.9928 | 0.9689 | 0.7638 | 0.9888 | 0.0 | 0.8923 | 0.9917 | 0.9660 | 0.7262 | 0.9873 |
0.0121 | 18.3 | 12040 | 0.0688 | 0.7512 | 0.9094 | 0.9652 | nan | 0.8666 | 0.9920 | 0.9681 | 0.7278 | 0.9923 | 0.0 | 0.8643 | 0.9910 | 0.9656 | 0.6966 | 0.9899 |
0.0033 | 18.33 | 12060 | 0.0688 | 0.7480 | 0.9047 | 0.9645 | nan | 0.8789 | 0.9887 | 0.9669 | 0.7004 | 0.9885 | 0.0 | 0.8766 | 0.9878 | 0.9640 | 0.6725 | 0.9867 |
0.0237 | 18.36 | 12080 | 0.0740 | 0.7421 | 0.8975 | 0.9608 | nan | 0.8448 | 0.9916 | 0.9657 | 0.6982 | 0.9870 | 0.0 | 0.8430 | 0.9904 | 0.9627 | 0.6714 | 0.9854 |
0.0241 | 18.39 | 12100 | 0.0746 | 0.7472 | 0.9040 | 0.9636 | nan | 0.8453 | 0.9920 | 0.9685 | 0.7224 | 0.9920 | 0.0 | 0.8436 | 0.9907 | 0.9660 | 0.6946 | 0.9886 |
0.0074 | 18.42 | 12120 | 0.0673 | 0.7615 | 0.9217 | 0.9676 | nan | 0.8892 | 0.9881 | 0.9694 | 0.7705 | 0.9913 | 0.0 | 0.8875 | 0.9875 | 0.9664 | 0.7383 | 0.9890 |
0.006 | 18.45 | 12140 | 0.0712 | 0.7696 | 0.9337 | 0.9699 | nan | 0.8690 | 0.9903 | 0.9746 | 0.8415 | 0.9934 | 0.0 | 0.8675 | 0.9894 | 0.9712 | 0.7983 | 0.9910 |
0.0046 | 18.48 | 12160 | 0.0746 | 0.7662 | 0.9286 | 0.9666 | nan | 0.8727 | 0.9878 | 0.9699 | 0.8208 | 0.9916 | 0.0 | 0.8708 | 0.9872 | 0.9667 | 0.7830 | 0.9895 |
0.0024 | 18.51 | 12180 | 0.0755 | 0.7605 | 0.9218 | 0.9617 | nan | 0.8786 | 0.9898 | 0.9607 | 0.7857 | 0.9943 | 0.0 | 0.8762 | 0.9891 | 0.9583 | 0.7484 | 0.9912 |
0.0096 | 18.54 | 12200 | 0.0726 | 0.7637 | 0.9260 | 0.9682 | nan | 0.8808 | 0.9882 | 0.9706 | 0.7955 | 0.9947 | 0.0 | 0.8790 | 0.9876 | 0.9676 | 0.7565 | 0.9917 |
0.0056 | 18.57 | 12220 | 0.0729 | 0.7636 | 0.9270 | 0.9639 | nan | 0.8745 | 0.9902 | 0.9658 | 0.8150 | 0.9894 | 0.0 | 0.8721 | 0.9863 | 0.9633 | 0.7721 | 0.9874 |
0.0187 | 18.6 | 12240 | 0.0805 | 0.7620 | 0.9236 | 0.9627 | nan | 0.8739 | 0.9887 | 0.9647 | 0.8030 | 0.9878 | 0.0 | 0.8718 | 0.9855 | 0.9616 | 0.7671 | 0.9860 |
0.0088 | 18.63 | 12260 | 0.0808 | 0.7647 | 0.9262 | 0.9607 | nan | 0.8714 | 0.9890 | 0.9609 | 0.8181 | 0.9915 | 0.0 | 0.8691 | 0.9881 | 0.9581 | 0.7842 | 0.9888 |
0.0125 | 18.66 | 12280 | 0.0800 | 0.7550 | 0.9126 | 0.9599 | nan | 0.8601 | 0.9897 | 0.9615 | 0.7614 | 0.9906 | 0.0 | 0.8579 | 0.9890 | 0.9587 | 0.7363 | 0.9881 |
0.0223 | 18.69 | 12300 | 0.0781 | 0.7510 | 0.9078 | 0.9606 | nan | 0.8562 | 0.9874 | 0.9642 | 0.7439 | 0.9870 | 0.0 | 0.8542 | 0.9869 | 0.9612 | 0.7187 | 0.9849 |
0.0704 | 18.72 | 12320 | 0.1032 | 0.7555 | 0.9153 | 0.9503 | nan | 0.8663 | 0.9893 | 0.9459 | 0.7841 | 0.9907 | 0.0 | 0.8639 | 0.9882 | 0.9432 | 0.7498 | 0.9880 |
0.0367 | 18.75 | 12340 | 0.1004 | 0.7631 | 0.9248 | 0.9502 | nan | 0.8768 | 0.9890 | 0.9448 | 0.8249 | 0.9888 | 0.0 | 0.8746 | 0.9882 | 0.9417 | 0.7873 | 0.9869 |
0.0416 | 18.78 | 12360 | 0.0844 | 0.7706 | 0.9346 | 0.9582 | nan | 0.8947 | 0.9880 | 0.9537 | 0.8437 | 0.9925 | 0.0 | 0.8923 | 0.9876 | 0.9509 | 0.8032 | 0.9899 |
0.0132 | 18.81 | 12380 | 0.0834 | 0.7713 | 0.9354 | 0.9624 | nan | 0.8772 | 0.9897 | 0.9620 | 0.8550 | 0.9934 | 0.0 | 0.8751 | 0.9893 | 0.9589 | 0.8137 | 0.9906 |
0.0077 | 18.84 | 12400 | 0.0872 | 0.7572 | 0.9158 | 0.9555 | nan | 0.8438 | 0.9895 | 0.9575 | 0.8007 | 0.9876 | 0.0 | 0.8413 | 0.9890 | 0.9548 | 0.7728 | 0.9854 |
0.0148 | 18.88 | 12420 | 0.0796 | 0.7682 | 0.9302 | 0.9632 | nan | 0.8817 | 0.9871 | 0.9649 | 0.8305 | 0.9866 | 0.0 | 0.8800 | 0.9868 | 0.9614 | 0.7962 | 0.9848 |
0.0637 | 18.91 | 12440 | 0.0777 | 0.7731 | 0.9407 | 0.9577 | nan | 0.8946 | 0.9906 | 0.9528 | 0.8738 | 0.9917 | 0.0 | 0.8923 | 0.9891 | 0.9503 | 0.8183 | 0.9888 |
0.0079 | 18.94 | 12460 | 0.0776 | 0.7694 | 0.9405 | 0.9620 | nan | 0.8877 | 0.9893 | 0.9624 | 0.8787 | 0.9846 | 0.0 | 0.8860 | 0.9883 | 0.9588 | 0.7999 | 0.9834 |
0.0078 | 18.97 | 12480 | 0.0800 | 0.7727 | 0.9428 | 0.9627 | nan | 0.8893 | 0.9900 | 0.9617 | 0.8828 | 0.9901 | 0.0 | 0.8874 | 0.9891 | 0.9587 | 0.8128 | 0.9880 |
0.0044 | 19.0 | 12500 | 0.0753 | 0.7691 | 0.9463 | 0.9643 | nan | 0.8805 | 0.9886 | 0.9650 | 0.9059 | 0.9912 | 0.0 | 0.8786 | 0.9878 | 0.9621 | 0.7969 | 0.9890 |
0.0046 | 19.03 | 12520 | 0.0774 | 0.7738 | 0.9495 | 0.9697 | nan | 0.8859 | 0.9906 | 0.9723 | 0.9072 | 0.9916 | 0.0 | 0.8845 | 0.9892 | 0.9687 | 0.8109 | 0.9894 |
0.0027 | 19.06 | 12540 | 0.0760 | 0.7711 | 0.9343 | 0.9577 | nan | 0.8837 | 0.9884 | 0.9546 | 0.8533 | 0.9918 | 0.0 | 0.8815 | 0.9874 | 0.9520 | 0.8165 | 0.9894 |
0.0291 | 19.09 | 12560 | 0.0749 | 0.7737 | 0.9353 | 0.9662 | nan | 0.8840 | 0.9898 | 0.9680 | 0.8451 | 0.9895 | 0.0 | 0.8826 | 0.9889 | 0.9640 | 0.8192 | 0.9877 |
0.004 | 19.12 | 12580 | 0.0765 | 0.7701 | 0.9314 | 0.9638 | nan | 0.8634 | 0.9876 | 0.9668 | 0.8474 | 0.9917 | 0.0 | 0.8619 | 0.9868 | 0.9631 | 0.8195 | 0.9893 |
0.0026 | 19.15 | 12600 | 0.0776 | 0.7687 | 0.9307 | 0.9627 | nan | 0.8809 | 0.9904 | 0.9621 | 0.8272 | 0.9927 | 0.0 | 0.8779 | 0.9892 | 0.9593 | 0.7956 | 0.9900 |
0.0388 | 19.18 | 12620 | 0.0758 | 0.7671 | 0.9289 | 0.9644 | nan | 0.8857 | 0.9903 | 0.9640 | 0.8108 | 0.9935 | 0.0 | 0.8832 | 0.9889 | 0.9611 | 0.7787 | 0.9904 |
0.0271 | 19.21 | 12640 | 0.0676 | 0.7731 | 0.9357 | 0.9679 | nan | 0.8941 | 0.9884 | 0.9688 | 0.8347 | 0.9925 | 0.0 | 0.8915 | 0.9878 | 0.9653 | 0.8044 | 0.9898 |
0.0476 | 19.24 | 12660 | 0.0711 | 0.7639 | 0.9230 | 0.9609 | nan | 0.8656 | 0.9894 | 0.9626 | 0.8080 | 0.9893 | 0.0 | 0.8639 | 0.9887 | 0.9590 | 0.7847 | 0.9873 |
0.0264 | 19.27 | 12680 | 0.0713 | 0.7668 | 0.9404 | 0.9671 | nan | 0.8855 | 0.9903 | 0.9707 | 0.8729 | 0.9825 | 0.0 | 0.8833 | 0.9896 | 0.9666 | 0.7793 | 0.9817 |
0.0087 | 19.3 | 12700 | 0.0708 | 0.7618 | 0.9310 | 0.9592 | nan | 0.8718 | 0.9893 | 0.9594 | 0.8469 | 0.9876 | 0.0 | 0.8690 | 0.9882 | 0.9564 | 0.7710 | 0.9863 |
0.0052 | 19.33 | 12720 | 0.0722 | 0.7676 | 0.9323 | 0.9593 | nan | 0.8725 | 0.9900 | 0.9596 | 0.8528 | 0.9869 | 0.0 | 0.8697 | 0.9889 | 0.9565 | 0.8051 | 0.9854 |
0.0074 | 19.36 | 12740 | 0.0730 | 0.7740 | 0.9379 | 0.9621 | nan | 0.8903 | 0.9903 | 0.9610 | 0.8596 | 0.9884 | 0.0 | 0.8878 | 0.9895 | 0.9575 | 0.8225 | 0.9867 |
0.0062 | 19.39 | 12760 | 0.0744 | 0.7700 | 0.9315 | 0.9626 | nan | 0.8845 | 0.9889 | 0.9625 | 0.8320 | 0.9899 | 0.0 | 0.8826 | 0.9883 | 0.9589 | 0.8023 | 0.9878 |
0.0103 | 19.42 | 12780 | 0.0714 | 0.7722 | 0.9350 | 0.9652 | nan | 0.8838 | 0.9896 | 0.9665 | 0.8453 | 0.9896 | 0.0 | 0.8821 | 0.9889 | 0.9627 | 0.8116 | 0.9877 |
0.0309 | 19.45 | 12800 | 0.0745 | 0.7659 | 0.9258 | 0.9588 | nan | 0.8799 | 0.9878 | 0.9572 | 0.8133 | 0.9910 | 0.0 | 0.8780 | 0.9873 | 0.9541 | 0.7875 | 0.9885 |
0.0434 | 19.48 | 12820 | 0.0777 | 0.7666 | 0.9295 | 0.9599 | nan | 0.8744 | 0.9873 | 0.9598 | 0.8357 | 0.9900 | 0.0 | 0.8724 | 0.9868 | 0.9565 | 0.7959 | 0.9882 |
0.0421 | 19.51 | 12840 | 0.0729 | 0.7704 | 0.9366 | 0.9621 | nan | 0.8862 | 0.9886 | 0.9608 | 0.8551 | 0.9924 | 0.0 | 0.8826 | 0.9880 | 0.9583 | 0.8039 | 0.9897 |
0.0088 | 19.54 | 12860 | 0.0769 | 0.7667 | 0.9314 | 0.9536 | nan | 0.8829 | 0.9884 | 0.9500 | 0.8502 | 0.9853 | 0.0 | 0.8806 | 0.9876 | 0.9472 | 0.8011 | 0.9837 |
0.0027 | 19.57 | 12880 | 0.0741 | 0.7719 | 0.9380 | 0.9643 | nan | 0.8964 | 0.9868 | 0.9650 | 0.8566 | 0.9850 | 0.0 | 0.8940 | 0.9862 | 0.9620 | 0.8059 | 0.9834 |
0.0092 | 19.6 | 12900 | 0.0767 | 0.7629 | 0.9229 | 0.9586 | nan | 0.8628 | 0.9865 | 0.9603 | 0.8180 | 0.9872 | 0.0 | 0.8614 | 0.9858 | 0.9570 | 0.7883 | 0.9852 |
0.0128 | 19.64 | 12920 | 0.0729 | 0.7717 | 0.9347 | 0.9651 | nan | 0.8947 | 0.9891 | 0.9650 | 0.8354 | 0.9894 | 0.0 | 0.8919 | 0.9886 | 0.9620 | 0.8006 | 0.9873 |
0.0139 | 19.67 | 12940 | 0.0707 | 0.7720 | 0.9338 | 0.9625 | nan | 0.8978 | 0.9874 | 0.9612 | 0.8345 | 0.9880 | 0.0 | 0.8955 | 0.9869 | 0.9583 | 0.8050 | 0.9861 |
0.008 | 19.7 | 12960 | 0.0738 | 0.7703 | 0.9307 | 0.9695 | nan | 0.9130 | 0.9880 | 0.9694 | 0.7925 | 0.9906 | 0.0 | 0.9096 | 0.9875 | 0.9667 | 0.7700 | 0.9881 |
0.0041 | 19.73 | 12980 | 0.0799 | 0.7533 | 0.9092 | 0.9673 | nan | 0.8897 | 0.9900 | 0.9697 | 0.7086 | 0.9883 | 0.0 | 0.8876 | 0.9888 | 0.9661 | 0.6914 | 0.9859 |
0.0081 | 19.76 | 13000 | 0.0753 | 0.7551 | 0.9159 | 0.9643 | nan | 0.9014 | 0.9875 | 0.9646 | 0.7414 | 0.9847 | 0.0 | 0.8988 | 0.9870 | 0.9611 | 0.7005 | 0.9833 |
0.0226 | 19.79 | 13020 | 0.0710 | 0.7705 | 0.9343 | 0.9718 | nan | 0.9062 | 0.9886 | 0.9737 | 0.8128 | 0.9903 | 0.0 | 0.9042 | 0.9882 | 0.9696 | 0.7728 | 0.9884 |
0.0063 | 19.82 | 13040 | 0.0779 | 0.7554 | 0.9147 | 0.9654 | nan | 0.8747 | 0.9894 | 0.9679 | 0.7503 | 0.9910 | 0.0 | 0.8726 | 0.9887 | 0.9649 | 0.7179 | 0.9881 |
0.0214 | 19.85 | 13060 | 0.0820 | 0.7544 | 0.9142 | 0.9577 | nan | 0.8971 | 0.9899 | 0.9534 | 0.7403 | 0.9902 | 0.0 | 0.8922 | 0.9884 | 0.9511 | 0.7089 | 0.9857 |
0.049 | 19.88 | 13080 | 0.0745 | 0.7610 | 0.9200 | 0.9661 | nan | 0.8855 | 0.9910 | 0.9669 | 0.7637 | 0.9929 | 0.0 | 0.8823 | 0.9897 | 0.9639 | 0.7413 | 0.9889 |
0.0078 | 19.91 | 13100 | 0.0751 | 0.7595 | 0.9181 | 0.9615 | nan | 0.9037 | 0.9869 | 0.9594 | 0.7529 | 0.9876 | 0.0 | 0.9007 | 0.9862 | 0.9568 | 0.7286 | 0.9849 |
0.0036 | 19.94 | 13120 | 0.0808 | 0.7585 | 0.9182 | 0.9582 | nan | 0.8981 | 0.9884 | 0.9551 | 0.7629 | 0.9865 | 0.0 | 0.8956 | 0.9876 | 0.9525 | 0.7314 | 0.9840 |
0.005 | 19.97 | 13140 | 0.0791 | 0.7681 | 0.9298 | 0.9638 | nan | 0.8892 | 0.9886 | 0.9637 | 0.8177 | 0.9899 | 0.0 | 0.8872 | 0.9878 | 0.9606 | 0.7855 | 0.9873 |
0.0071 | 20.0 | 13160 | 0.0784 | 0.7666 | 0.9294 | 0.9607 | nan | 0.8830 | 0.9897 | 0.9589 | 0.8229 | 0.9927 | 0.0 | 0.8804 | 0.9888 | 0.9562 | 0.7853 | 0.9888 |
0.0053 | 20.03 | 13180 | 0.0766 | 0.7595 | 0.9192 | 0.9638 | nan | 0.8836 | 0.9882 | 0.9649 | 0.7704 | 0.9891 | 0.0 | 0.8808 | 0.9874 | 0.9620 | 0.7403 | 0.9864 |
0.0345 | 20.06 | 13200 | 0.0907 | 0.7423 | 0.8976 | 0.9495 | nan | 0.8555 | 0.9895 | 0.9472 | 0.7089 | 0.9870 | 0.0 | 0.8529 | 0.9888 | 0.9447 | 0.6829 | 0.9846 |
0.0035 | 20.09 | 13220 | 0.0784 | 0.7579 | 0.9190 | 0.9593 | nan | 0.8780 | 0.9906 | 0.9576 | 0.7768 | 0.9921 | 0.0 | 0.8750 | 0.9900 | 0.9549 | 0.7382 | 0.9894 |
0.008 | 20.12 | 13240 | 0.0780 | 0.7655 | 0.9281 | 0.9607 | nan | 0.8956 | 0.9883 | 0.9578 | 0.8072 | 0.9916 | 0.0 | 0.8934 | 0.9878 | 0.9550 | 0.7678 | 0.9892 |
0.0051 | 20.15 | 13260 | 0.0759 | 0.7703 | 0.9348 | 0.9680 | nan | 0.9004 | 0.9893 | 0.9681 | 0.8245 | 0.9919 | 0.0 | 0.8980 | 0.9887 | 0.9652 | 0.7800 | 0.9896 |
0.036 | 20.18 | 13280 | 0.0743 | 0.7658 | 0.9290 | 0.9645 | nan | 0.9018 | 0.9912 | 0.9626 | 0.7985 | 0.9910 | 0.0 | 0.8998 | 0.9903 | 0.9595 | 0.7561 | 0.9892 |
0.0056 | 20.21 | 13300 | 0.0724 | 0.7674 | 0.9306 | 0.9635 | nan | 0.9009 | 0.9890 | 0.9612 | 0.8100 | 0.9917 | 0.0 | 0.8978 | 0.9883 | 0.9584 | 0.7703 | 0.9897 |
0.009 | 20.24 | 13320 | 0.0714 | 0.7645 | 0.9280 | 0.9668 | nan | 0.8813 | 0.9887 | 0.9708 | 0.8144 | 0.9846 | 0.0 | 0.8794 | 0.9881 | 0.9671 | 0.7688 | 0.9835 |
0.0071 | 20.27 | 13340 | 0.0762 | 0.7489 | 0.9048 | 0.9549 | nan | 0.8903 | 0.9903 | 0.9502 | 0.7036 | 0.9898 | 0.0 | 0.8883 | 0.9896 | 0.9475 | 0.6806 | 0.9872 |
0.0049 | 20.3 | 13360 | 0.0754 | 0.7537 | 0.9111 | 0.9662 | nan | 0.8794 | 0.9900 | 0.9688 | 0.7270 | 0.9900 | 0.0 | 0.8779 | 0.9891 | 0.9655 | 0.7021 | 0.9879 |
0.047 | 20.33 | 13380 | 0.0762 | 0.7640 | 0.9258 | 0.9645 | nan | 0.8878 | 0.9862 | 0.9664 | 0.8026 | 0.9860 | 0.0 | 0.8852 | 0.9858 | 0.9634 | 0.7650 | 0.9843 |
0.0151 | 20.36 | 13400 | 0.0794 | 0.7699 | 0.9338 | 0.9592 | nan | 0.8878 | 0.9896 | 0.9563 | 0.8437 | 0.9916 | 0.0 | 0.8846 | 0.9886 | 0.9538 | 0.8035 | 0.9887 |
0.0163 | 20.4 | 13420 | 0.0779 | 0.7718 | 0.9370 | 0.9602 | nan | 0.8774 | 0.9868 | 0.9596 | 0.8706 | 0.9907 | 0.0 | 0.8744 | 0.9861 | 0.9568 | 0.8257 | 0.9878 |
0.0051 | 20.43 | 13440 | 0.0771 | 0.7664 | 0.9296 | 0.9563 | nan | 0.8855 | 0.9888 | 0.9534 | 0.8333 | 0.9871 | 0.0 | 0.8827 | 0.9881 | 0.9506 | 0.7918 | 0.9852 |
0.0042 | 20.46 | 13460 | 0.0816 | 0.7676 | 0.9312 | 0.9531 | nan | 0.8797 | 0.9879 | 0.9474 | 0.8464 | 0.9946 | 0.0 | 0.8765 | 0.9874 | 0.9451 | 0.8065 | 0.9901 |
0.0022 | 20.49 | 13480 | 0.0725 | 0.7720 | 0.9364 | 0.9650 | nan | 0.8840 | 0.9883 | 0.9658 | 0.8522 | 0.9919 | 0.0 | 0.8813 | 0.9878 | 0.9626 | 0.8109 | 0.9896 |
0.0566 | 20.52 | 13500 | 0.0739 | 0.7746 | 0.9373 | 0.9649 | nan | 0.8985 | 0.9915 | 0.9629 | 0.8409 | 0.9928 | 0.0 | 0.8954 | 0.9908 | 0.9600 | 0.8116 | 0.9901 |
0.0069 | 20.55 | 13520 | 0.0752 | 0.7674 | 0.9299 | 0.9609 | nan | 0.8932 | 0.9881 | 0.9594 | 0.8209 | 0.9880 | 0.0 | 0.8903 | 0.9877 | 0.9564 | 0.7839 | 0.9863 |
0.0068 | 20.58 | 13540 | 0.0754 | 0.7744 | 0.9366 | 0.9686 | nan | 0.9023 | 0.9897 | 0.9689 | 0.8307 | 0.9912 | 0.0 | 0.8994 | 0.9892 | 0.9660 | 0.8030 | 0.9889 |
0.0612 | 20.61 | 13560 | 0.0747 | 0.7758 | 0.9396 | 0.9680 | nan | 0.8897 | 0.9880 | 0.9698 | 0.8592 | 0.9914 | 0.0 | 0.8870 | 0.9873 | 0.9668 | 0.8243 | 0.9892 |
0.0121 | 20.64 | 13580 | 0.0793 | 0.7697 | 0.9324 | 0.9554 | nan | 0.8797 | 0.9873 | 0.9517 | 0.8516 | 0.9917 | 0.0 | 0.8768 | 0.9866 | 0.9495 | 0.8167 | 0.9890 |
0.0983 | 20.67 | 13600 | 0.0817 | 0.7721 | 0.9342 | 0.9604 | nan | 0.8813 | 0.9914 | 0.9584 | 0.8470 | 0.9928 | 0.0 | 0.8782 | 0.9906 | 0.9560 | 0.8180 | 0.9900 |
0.0105 | 20.7 | 13620 | 0.0824 | 0.7685 | 0.9316 | 0.9576 | nan | 0.8673 | 0.9894 | 0.9562 | 0.8522 | 0.9928 | 0.0 | 0.8636 | 0.9889 | 0.9540 | 0.8149 | 0.9896 |
0.0105 | 20.73 | 13640 | 0.0789 | 0.7658 | 0.9276 | 0.9623 | nan | 0.8661 | 0.9870 | 0.9650 | 0.8314 | 0.9886 | 0.0 | 0.8636 | 0.9864 | 0.9618 | 0.7967 | 0.9865 |
0.0045 | 20.76 | 13660 | 0.0808 | 0.7774 | 0.9433 | 0.9659 | nan | 0.9032 | 0.9901 | 0.9642 | 0.8668 | 0.9924 | 0.0 | 0.8995 | 0.9892 | 0.9614 | 0.8247 | 0.9899 |
0.0056 | 20.79 | 13680 | 0.0968 | 0.7756 | 0.9417 | 0.9545 | nan | 0.8958 | 0.9879 | 0.9478 | 0.8842 | 0.9929 | 0.0 | 0.8922 | 0.9869 | 0.9454 | 0.8399 | 0.9894 |
0.0051 | 20.82 | 13700 | 0.1019 | 0.7772 | 0.9422 | 0.9602 | nan | 0.9032 | 0.9887 | 0.9557 | 0.8717 | 0.9918 | 0.0 | 0.8998 | 0.9879 | 0.9529 | 0.8333 | 0.9893 |
0.0286 | 20.85 | 13720 | 0.0848 | 0.7759 | 0.9397 | 0.9605 | nan | 0.8979 | 0.9879 | 0.9571 | 0.8639 | 0.9919 | 0.0 | 0.8949 | 0.9873 | 0.9541 | 0.8293 | 0.9894 |
0.0065 | 20.88 | 13740 | 0.0850 | 0.7800 | 0.9444 | 0.9660 | nan | 0.8994 | 0.9901 | 0.9645 | 0.8744 | 0.9934 | 0.0 | 0.8970 | 0.9895 | 0.9615 | 0.8416 | 0.9903 |
0.0046 | 20.91 | 13760 | 0.0923 | 0.7714 | 0.9349 | 0.9495 | nan | 0.8894 | 0.9871 | 0.9418 | 0.8660 | 0.9900 | 0.0 | 0.8868 | 0.9864 | 0.9391 | 0.8279 | 0.9879 |
0.0049 | 20.94 | 13780 | 0.0856 | 0.7735 | 0.9378 | 0.9603 | nan | 0.8888 | 0.9892 | 0.9574 | 0.8607 | 0.9929 | 0.0 | 0.8858 | 0.9888 | 0.9545 | 0.8220 | 0.9901 |
0.0139 | 20.97 | 13800 | 0.0816 | 0.7667 | 0.9329 | 0.9622 | nan | 0.8606 | 0.9893 | 0.9642 | 0.8578 | 0.9925 | 0.0 | 0.8579 | 0.9889 | 0.9611 | 0.8025 | 0.9896 |
0.0043 | 21.0 | 13820 | 0.0814 | 0.7723 | 0.9388 | 0.9647 | nan | 0.8944 | 0.9866 | 0.9640 | 0.8564 | 0.9925 | 0.0 | 0.8916 | 0.9862 | 0.9609 | 0.8050 | 0.9901 |
0.0064 | 21.03 | 13840 | 0.0817 | 0.7634 | 0.9251 | 0.9615 | nan | 0.8651 | 0.9897 | 0.9628 | 0.8161 | 0.9920 | 0.0 | 0.8630 | 0.9887 | 0.9597 | 0.7791 | 0.9898 |
0.0127 | 21.06 | 13860 | 0.0795 | 0.7679 | 0.9299 | 0.9674 | nan | 0.8699 | 0.9892 | 0.9713 | 0.8276 | 0.9915 | 0.0 | 0.8669 | 0.9885 | 0.9681 | 0.7945 | 0.9895 |
0.0541 | 21.09 | 13880 | 0.0797 | 0.7681 | 0.9313 | 0.9590 | nan | 0.8842 | 0.9905 | 0.9564 | 0.8340 | 0.9912 | 0.0 | 0.8808 | 0.9893 | 0.9540 | 0.7957 | 0.9891 |
0.0242 | 21.12 | 13900 | 0.0783 | 0.7653 | 0.9273 | 0.9614 | nan | 0.8672 | 0.9910 | 0.9631 | 0.8269 | 0.9882 | 0.0 | 0.8645 | 0.9899 | 0.9603 | 0.7905 | 0.9868 |
0.0337 | 21.16 | 13920 | 0.0734 | 0.7686 | 0.9305 | 0.9647 | nan | 0.8672 | 0.9869 | 0.9688 | 0.8416 | 0.9878 | 0.0 | 0.8653 | 0.9862 | 0.9655 | 0.8081 | 0.9864 |
0.0099 | 21.19 | 13940 | 0.0761 | 0.7772 | 0.9411 | 0.9665 | nan | 0.8938 | 0.9900 | 0.9667 | 0.8639 | 0.9911 | 0.0 | 0.8912 | 0.9887 | 0.9639 | 0.8304 | 0.9890 |
0.0148 | 21.22 | 13960 | 0.0773 | 0.7665 | 0.9261 | 0.9605 | nan | 0.8729 | 0.9885 | 0.9607 | 0.8175 | 0.9908 | 0.0 | 0.8705 | 0.9845 | 0.9580 | 0.7973 | 0.9884 |
0.0075 | 21.25 | 13980 | 0.0772 | 0.7704 | 0.9317 | 0.9654 | nan | 0.8894 | 0.9919 | 0.9651 | 0.8197 | 0.9923 | 0.0 | 0.8863 | 0.9866 | 0.9625 | 0.7982 | 0.9891 |
0.0106 | 21.28 | 14000 | 0.0784 | 0.7657 | 0.9266 | 0.9618 | nan | 0.8764 | 0.9905 | 0.9616 | 0.8126 | 0.9921 | 0.0 | 0.8731 | 0.9854 | 0.9591 | 0.7874 | 0.9895 |
0.0063 | 21.31 | 14020 | 0.0757 | 0.7664 | 0.9281 | 0.9592 | nan | 0.8849 | 0.9910 | 0.9565 | 0.8165 | 0.9916 | 0.0 | 0.8820 | 0.9900 | 0.9538 | 0.7830 | 0.9894 |
0.0048 | 21.34 | 14040 | 0.0762 | 0.7652 | 0.9262 | 0.9606 | nan | 0.8766 | 0.9899 | 0.9596 | 0.8121 | 0.9927 | 0.0 | 0.8740 | 0.9892 | 0.9568 | 0.7808 | 0.9901 |
0.0019 | 21.37 | 14060 | 0.0779 | 0.7659 | 0.9263 | 0.9638 | nan | 0.8778 | 0.9913 | 0.9644 | 0.8057 | 0.9923 | 0.0 | 0.8752 | 0.9905 | 0.9615 | 0.7782 | 0.9898 |
0.0093 | 21.4 | 14080 | 0.0789 | 0.7716 | 0.9335 | 0.9668 | nan | 0.8924 | 0.9888 | 0.9672 | 0.8262 | 0.9929 | 0.0 | 0.8899 | 0.9883 | 0.9642 | 0.7967 | 0.9902 |
0.0111 | 21.43 | 14100 | 0.0833 | 0.7678 | 0.9290 | 0.9623 | nan | 0.8886 | 0.9873 | 0.9609 | 0.8152 | 0.9932 | 0.0 | 0.8864 | 0.9868 | 0.9581 | 0.7853 | 0.9900 |
0.0025 | 21.46 | 14120 | 0.0879 | 0.7596 | 0.9192 | 0.9604 | nan | 0.8766 | 0.9889 | 0.9598 | 0.7787 | 0.9921 | 0.0 | 0.8738 | 0.9883 | 0.9572 | 0.7488 | 0.9894 |
0.0017 | 21.49 | 14140 | 0.0898 | 0.7537 | 0.9129 | 0.9645 | nan | 0.8738 | 0.9886 | 0.9665 | 0.7434 | 0.9919 | 0.0 | 0.8712 | 0.9881 | 0.9636 | 0.7095 | 0.9896 |
0.0093 | 21.52 | 14160 | 0.0893 | 0.7493 | 0.9110 | 0.9632 | nan | 0.8832 | 0.9912 | 0.9650 | 0.7312 | 0.9844 | 0.0 | 0.8808 | 0.9901 | 0.9616 | 0.6796 | 0.9833 |
0.0287 | 21.55 | 14180 | 0.0880 | 0.7509 | 0.9135 | 0.9612 | nan | 0.8835 | 0.9874 | 0.9621 | 0.7493 | 0.9853 | 0.0 | 0.8807 | 0.9868 | 0.9590 | 0.6949 | 0.9841 |
0.0018 | 21.58 | 14200 | 0.0862 | 0.7633 | 0.9245 | 0.9645 | nan | 0.8955 | 0.9895 | 0.9637 | 0.7825 | 0.9912 | 0.0 | 0.8930 | 0.9890 | 0.9606 | 0.7477 | 0.9893 |
0.0053 | 21.61 | 14220 | 0.0794 | 0.7586 | 0.9175 | 0.9641 | nan | 0.8700 | 0.9879 | 0.9663 | 0.7707 | 0.9926 | 0.0 | 0.8676 | 0.9875 | 0.9634 | 0.7429 | 0.9902 |
0.017 | 21.64 | 14240 | 0.0772 | 0.7659 | 0.9267 | 0.9663 | nan | 0.8831 | 0.9917 | 0.9672 | 0.7985 | 0.9928 | 0.0 | 0.8803 | 0.9911 | 0.9644 | 0.7691 | 0.9905 |
0.0363 | 21.67 | 14260 | 0.0799 | 0.7670 | 0.9284 | 0.9637 | nan | 0.8860 | 0.9887 | 0.9639 | 0.8130 | 0.9902 | 0.0 | 0.8834 | 0.9881 | 0.9611 | 0.7810 | 0.9884 |
0.0044 | 21.7 | 14280 | 0.0794 | 0.7633 | 0.9246 | 0.9630 | nan | 0.8770 | 0.9894 | 0.9649 | 0.8052 | 0.9867 | 0.0 | 0.8751 | 0.9887 | 0.9614 | 0.7696 | 0.9851 |
0.0031 | 21.73 | 14300 | 0.0780 | 0.7635 | 0.9246 | 0.9596 | nan | 0.8857 | 0.9864 | 0.9578 | 0.8014 | 0.9916 | 0.0 | 0.8833 | 0.9859 | 0.9549 | 0.7676 | 0.9892 |
0.0091 | 21.76 | 14320 | 0.0818 | 0.7584 | 0.9171 | 0.9541 | nan | 0.8614 | 0.9896 | 0.9519 | 0.7909 | 0.9919 | 0.0 | 0.8596 | 0.9889 | 0.9492 | 0.7631 | 0.9894 |
0.0031 | 21.79 | 14340 | 0.0803 | 0.7637 | 0.9226 | 0.9607 | nan | 0.8893 | 0.9907 | 0.9583 | 0.7824 | 0.9922 | 0.0 | 0.8875 | 0.9901 | 0.9553 | 0.7591 | 0.9899 |
0.0059 | 21.82 | 14360 | 0.0782 | 0.7726 | 0.9344 | 0.9644 | nan | 0.9020 | 0.9897 | 0.9619 | 0.8250 | 0.9937 | 0.0 | 0.8994 | 0.9889 | 0.9591 | 0.7971 | 0.9909 |
0.0225 | 21.85 | 14380 | 0.0791 | 0.7698 | 0.9319 | 0.9640 | nan | 0.8921 | 0.9879 | 0.9627 | 0.8230 | 0.9940 | 0.0 | 0.8894 | 0.9872 | 0.9601 | 0.7917 | 0.9905 |
0.0351 | 21.88 | 14400 | 0.0806 | 0.7712 | 0.9341 | 0.9626 | nan | 0.8833 | 0.9895 | 0.9620 | 0.8441 | 0.9918 | 0.0 | 0.8810 | 0.9888 | 0.9591 | 0.8091 | 0.9894 |
0.0182 | 21.91 | 14420 | 0.0852 | 0.7736 | 0.9409 | 0.9628 | nan | 0.8914 | 0.9897 | 0.9614 | 0.8716 | 0.9906 | 0.0 | 0.8884 | 0.9890 | 0.9586 | 0.8163 | 0.9890 |
0.0057 | 21.95 | 14440 | 0.0890 | 0.7699 | 0.9339 | 0.9568 | nan | 0.8937 | 0.9891 | 0.9520 | 0.8438 | 0.9910 | 0.0 | 0.8905 | 0.9883 | 0.9497 | 0.8015 | 0.9893 |
0.0091 | 21.98 | 14460 | 0.0878 | 0.7726 | 0.9368 | 0.9628 | nan | 0.9011 | 0.9901 | 0.9604 | 0.8425 | 0.9898 | 0.0 | 0.8978 | 0.9895 | 0.9574 | 0.8028 | 0.9884 |
0.0038 | 22.01 | 14480 | 0.0838 | 0.7675 | 0.9314 | 0.9602 | nan | 0.8804 | 0.9917 | 0.9585 | 0.8348 | 0.9913 | 0.0 | 0.8774 | 0.9906 | 0.9560 | 0.7915 | 0.9896 |
0.0361 | 22.04 | 14500 | 0.0789 | 0.7730 | 0.9402 | 0.9644 | nan | 0.8943 | 0.9891 | 0.9628 | 0.8611 | 0.9937 | 0.0 | 0.8907 | 0.9886 | 0.9604 | 0.8067 | 0.9914 |
0.004 | 22.07 | 14520 | 0.0802 | 0.7665 | 0.9288 | 0.9698 | nan | 0.8818 | 0.9880 | 0.9742 | 0.8109 | 0.9892 | 0.0 | 0.8797 | 0.9876 | 0.9707 | 0.7733 | 0.9877 |
0.0158 | 22.1 | 14540 | 0.0701 | 0.7712 | 0.9343 | 0.9652 | nan | 0.8896 | 0.9873 | 0.9658 | 0.8378 | 0.9907 | 0.0 | 0.8873 | 0.9869 | 0.9627 | 0.8018 | 0.9886 |
0.003 | 22.13 | 14560 | 0.0852 | 0.7650 | 0.9276 | 0.9515 | nan | 0.8554 | 0.9909 | 0.9483 | 0.8512 | 0.9921 | 0.0 | 0.8526 | 0.9901 | 0.9460 | 0.8128 | 0.9884 |
0.0138 | 22.16 | 14580 | 0.0922 | 0.7659 | 0.9282 | 0.9562 | nan | 0.8495 | 0.9898 | 0.9567 | 0.8542 | 0.9910 | 0.0 | 0.8468 | 0.9890 | 0.9541 | 0.8171 | 0.9884 |
0.0088 | 22.19 | 14600 | 0.0988 | 0.7658 | 0.9285 | 0.9513 | nan | 0.8733 | 0.9898 | 0.9469 | 0.8444 | 0.9881 | 0.0 | 0.8704 | 0.9891 | 0.9443 | 0.8045 | 0.9862 |
0.0076 | 22.22 | 14620 | 0.0915 | 0.7653 | 0.9283 | 0.9582 | nan | 0.8734 | 0.9902 | 0.9573 | 0.8317 | 0.9888 | 0.0 | 0.8711 | 0.9895 | 0.9542 | 0.7897 | 0.9871 |
0.0582 | 22.25 | 14640 | 0.0838 | 0.7675 | 0.9296 | 0.9669 | nan | 0.8741 | 0.9885 | 0.9704 | 0.8247 | 0.9902 | 0.0 | 0.8719 | 0.9880 | 0.9670 | 0.7895 | 0.9885 |
0.0122 | 22.28 | 14660 | 0.0826 | 0.7659 | 0.9288 | 0.9597 | nan | 0.8815 | 0.9890 | 0.9584 | 0.8247 | 0.9901 | 0.0 | 0.8787 | 0.9885 | 0.9557 | 0.7844 | 0.9884 |
0.0273 | 22.31 | 14680 | 0.0852 | 0.7734 | 0.9394 | 0.9551 | nan | 0.8834 | 0.9904 | 0.9503 | 0.8811 | 0.9918 | 0.0 | 0.8804 | 0.9897 | 0.9476 | 0.8329 | 0.9899 |
0.0054 | 22.34 | 14700 | 0.0839 | 0.7746 | 0.9397 | 0.9617 | nan | 0.8896 | 0.9877 | 0.9597 | 0.8684 | 0.9932 | 0.0 | 0.8863 | 0.9873 | 0.9569 | 0.8259 | 0.9908 |
0.0112 | 22.37 | 14720 | 0.0819 | 0.7704 | 0.9335 | 0.9591 | nan | 0.8820 | 0.9881 | 0.9566 | 0.8475 | 0.9935 | 0.0 | 0.8795 | 0.9877 | 0.9538 | 0.8110 | 0.9905 |
0.0635 | 22.4 | 14740 | 0.0821 | 0.7711 | 0.9345 | 0.9611 | nan | 0.8810 | 0.9874 | 0.9607 | 0.8530 | 0.9904 | 0.0 | 0.8787 | 0.9869 | 0.9576 | 0.8149 | 0.9886 |
0.0053 | 22.43 | 14760 | 0.0810 | 0.7709 | 0.9342 | 0.9630 | nan | 0.8891 | 0.9892 | 0.9626 | 0.8409 | 0.9890 | 0.0 | 0.8867 | 0.9888 | 0.9597 | 0.8025 | 0.9875 |
0.0365 | 22.46 | 14780 | 0.0752 | 0.7748 | 0.9414 | 0.9610 | nan | 0.8968 | 0.9890 | 0.9580 | 0.8722 | 0.9914 | 0.0 | 0.8936 | 0.9886 | 0.9557 | 0.8220 | 0.9889 |
0.0095 | 22.49 | 14800 | 0.0817 | 0.7710 | 0.9379 | 0.9548 | nan | 0.8870 | 0.9881 | 0.9502 | 0.8744 | 0.9896 | 0.0 | 0.8846 | 0.9877 | 0.9477 | 0.8188 | 0.9875 |
0.0122 | 22.52 | 14820 | 0.0842 | 0.7772 | 0.9418 | 0.9601 | nan | 0.9021 | 0.9891 | 0.9556 | 0.8699 | 0.9924 | 0.0 | 0.8994 | 0.9886 | 0.9532 | 0.8326 | 0.9892 |
0.0297 | 22.55 | 14840 | 0.0849 | 0.7713 | 0.9338 | 0.9555 | nan | 0.8837 | 0.9875 | 0.9509 | 0.8530 | 0.9937 | 0.0 | 0.8814 | 0.9870 | 0.9485 | 0.8214 | 0.9897 |
0.0608 | 22.58 | 14860 | 0.0883 | 0.7658 | 0.9284 | 0.9465 | nan | 0.8868 | 0.9883 | 0.9362 | 0.8353 | 0.9953 | 0.0 | 0.8835 | 0.9878 | 0.9343 | 0.8000 | 0.9891 |
0.044 | 22.61 | 14880 | 0.0833 | 0.7719 | 0.9349 | 0.9597 | nan | 0.8950 | 0.9874 | 0.9570 | 0.8461 | 0.9891 | 0.0 | 0.8919 | 0.9871 | 0.9542 | 0.8108 | 0.9875 |
0.0214 | 22.64 | 14900 | 0.0914 | 0.7638 | 0.9246 | 0.9522 | nan | 0.8832 | 0.9890 | 0.9468 | 0.8145 | 0.9896 | 0.0 | 0.8805 | 0.9883 | 0.9444 | 0.7819 | 0.9875 |
0.0077 | 22.67 | 14920 | 0.0936 | 0.7516 | 0.9092 | 0.9562 | nan | 0.8691 | 0.9880 | 0.9551 | 0.7441 | 0.9899 | 0.0 | 0.8665 | 0.9875 | 0.9524 | 0.7155 | 0.9877 |
0.0535 | 22.71 | 14940 | 0.0973 | 0.7503 | 0.9069 | 0.9514 | nan | 0.8404 | 0.9902 | 0.9508 | 0.7619 | 0.9909 | 0.0 | 0.8383 | 0.9893 | 0.9481 | 0.7387 | 0.9878 |
0.012 | 22.74 | 14960 | 0.0883 | 0.7620 | 0.9207 | 0.9621 | nan | 0.8687 | 0.9892 | 0.9639 | 0.7921 | 0.9896 | 0.0 | 0.8669 | 0.9886 | 0.9606 | 0.7682 | 0.9875 |
0.0033 | 22.77 | 14980 | 0.0837 | 0.7684 | 0.9294 | 0.9642 | nan | 0.8721 | 0.9886 | 0.9655 | 0.8268 | 0.9939 | 0.0 | 0.8703 | 0.9878 | 0.9626 | 0.7991 | 0.9903 |
0.0198 | 22.8 | 15000 | 0.0828 | 0.7703 | 0.9325 | 0.9603 | nan | 0.8792 | 0.9889 | 0.9593 | 0.8442 | 0.9910 | 0.0 | 0.8771 | 0.9884 | 0.9565 | 0.8108 | 0.9887 |
0.002 | 22.83 | 15020 | 0.0794 | 0.7746 | 0.9379 | 0.9668 | nan | 0.8926 | 0.9903 | 0.9673 | 0.8486 | 0.9908 | 0.0 | 0.8903 | 0.9898 | 0.9642 | 0.8144 | 0.9888 |
0.0061 | 22.86 | 15040 | 0.0833 | 0.7754 | 0.9395 | 0.9668 | nan | 0.8957 | 0.9901 | 0.9663 | 0.8517 | 0.9936 | 0.0 | 0.8935 | 0.9894 | 0.9634 | 0.8153 | 0.9906 |
0.0155 | 22.89 | 15060 | 0.0810 | 0.7724 | 0.9363 | 0.9631 | nan | 0.8855 | 0.9881 | 0.9631 | 0.8547 | 0.9899 | 0.0 | 0.8832 | 0.9876 | 0.9603 | 0.8154 | 0.9880 |
0.0069 | 22.92 | 15080 | 0.0816 | 0.7688 | 0.9311 | 0.9625 | nan | 0.8674 | 0.9873 | 0.9639 | 0.8436 | 0.9933 | 0.0 | 0.8655 | 0.9869 | 0.9611 | 0.8087 | 0.9905 |
0.0148 | 22.95 | 15100 | 0.0778 | 0.7709 | 0.9347 | 0.9628 | nan | 0.8841 | 0.9903 | 0.9625 | 0.8463 | 0.9905 | 0.0 | 0.8814 | 0.9898 | 0.9598 | 0.8060 | 0.9886 |
0.0054 | 22.98 | 15120 | 0.0757 | 0.7717 | 0.9367 | 0.9655 | nan | 0.8804 | 0.9919 | 0.9667 | 0.8537 | 0.9908 | 0.0 | 0.8780 | 0.9902 | 0.9639 | 0.8093 | 0.9888 |
0.0038 | 23.01 | 15140 | 0.0791 | 0.7630 | 0.9258 | 0.9586 | nan | 0.8807 | 0.9868 | 0.9568 | 0.8136 | 0.9913 | 0.0 | 0.8781 | 0.9855 | 0.9545 | 0.7709 | 0.9890 |
0.003 | 23.04 | 15160 | 0.0735 | 0.7681 | 0.9309 | 0.9628 | nan | 0.9012 | 0.9903 | 0.9612 | 0.8151 | 0.9869 | 0.0 | 0.8978 | 0.9890 | 0.9586 | 0.7774 | 0.9855 |
0.0154 | 23.07 | 15180 | 0.0787 | 0.7707 | 0.9332 | 0.9667 | nan | 0.8886 | 0.9898 | 0.9679 | 0.8292 | 0.9904 | 0.0 | 0.8863 | 0.9889 | 0.9650 | 0.7951 | 0.9886 |
0.0062 | 23.1 | 15200 | 0.0825 | 0.7668 | 0.9284 | 0.9625 | nan | 0.8798 | 0.9842 | 0.9637 | 0.8248 | 0.9897 | 0.0 | 0.8776 | 0.9839 | 0.9607 | 0.7905 | 0.9878 |
0.008 | 23.13 | 15220 | 0.0818 | 0.7686 | 0.9307 | 0.9629 | nan | 0.8817 | 0.9887 | 0.9629 | 0.8282 | 0.9919 | 0.0 | 0.8798 | 0.9883 | 0.9600 | 0.7939 | 0.9895 |
0.0274 | 23.16 | 15240 | 0.0819 | 0.7736 | 0.9372 | 0.9710 | nan | 0.8881 | 0.9890 | 0.9742 | 0.8422 | 0.9925 | 0.0 | 0.8863 | 0.9886 | 0.9707 | 0.8058 | 0.9900 |
0.0106 | 23.19 | 15260 | 0.0778 | 0.7680 | 0.9309 | 0.9664 | nan | 0.8736 | 0.9896 | 0.9693 | 0.8313 | 0.9908 | 0.0 | 0.8717 | 0.9890 | 0.9663 | 0.7922 | 0.9887 |
0.0065 | 23.22 | 15280 | 0.0796 | 0.7717 | 0.9341 | 0.9603 | nan | 0.8868 | 0.9901 | 0.9581 | 0.8447 | 0.9910 | 0.0 | 0.8846 | 0.9895 | 0.9552 | 0.8125 | 0.9887 |
0.0305 | 23.25 | 15300 | 0.0849 | 0.7718 | 0.9342 | 0.9586 | nan | 0.8971 | 0.9878 | 0.9542 | 0.8398 | 0.9919 | 0.0 | 0.8945 | 0.9874 | 0.9515 | 0.8082 | 0.9894 |
0.0127 | 23.28 | 15320 | 0.0903 | 0.7721 | 0.9349 | 0.9654 | nan | 0.8799 | 0.9895 | 0.9671 | 0.8478 | 0.9905 | 0.0 | 0.8779 | 0.9890 | 0.9637 | 0.8134 | 0.9883 |
0.0091 | 23.31 | 15340 | 0.0880 | 0.7727 | 0.9371 | 0.9678 | nan | 0.8864 | 0.9887 | 0.9703 | 0.8508 | 0.9893 | 0.0 | 0.8843 | 0.9882 | 0.9669 | 0.8092 | 0.9874 |
0.0232 | 23.34 | 15360 | 0.0848 | 0.7733 | 0.9389 | 0.9624 | nan | 0.8848 | 0.9889 | 0.9616 | 0.8677 | 0.9915 | 0.0 | 0.8826 | 0.9883 | 0.9587 | 0.8208 | 0.9892 |
0.0064 | 23.37 | 15380 | 0.0847 | 0.7733 | 0.9376 | 0.9671 | nan | 0.8919 | 0.9895 | 0.9680 | 0.8482 | 0.9906 | 0.0 | 0.8900 | 0.9882 | 0.9648 | 0.8080 | 0.9887 |
0.0058 | 23.4 | 15400 | 0.0804 | 0.7726 | 0.9396 | 0.9668 | nan | 0.8942 | 0.9883 | 0.9677 | 0.8580 | 0.9899 | 0.0 | 0.8919 | 0.9873 | 0.9646 | 0.8037 | 0.9883 |
0.0038 | 23.43 | 15420 | 0.0820 | 0.7708 | 0.9364 | 0.9640 | nan | 0.8914 | 0.9884 | 0.9634 | 0.8477 | 0.9912 | 0.0 | 0.8891 | 0.9875 | 0.9605 | 0.7984 | 0.9893 |
0.0294 | 23.47 | 15440 | 0.0872 | 0.7674 | 0.9300 | 0.9675 | nan | 0.8751 | 0.9883 | 0.9718 | 0.8269 | 0.9879 | 0.0 | 0.8736 | 0.9875 | 0.9680 | 0.7887 | 0.9865 |
0.0031 | 23.5 | 15460 | 0.0819 | 0.7671 | 0.9276 | 0.9596 | nan | 0.8772 | 0.9907 | 0.9585 | 0.8213 | 0.9905 | 0.0 | 0.8752 | 0.9894 | 0.9559 | 0.7936 | 0.9886 |
0.0036 | 23.53 | 15480 | 0.0792 | 0.7683 | 0.9307 | 0.9636 | nan | 0.8719 | 0.9911 | 0.9651 | 0.8344 | 0.9909 | 0.0 | 0.8695 | 0.9902 | 0.9623 | 0.7989 | 0.9889 |
0.0043 | 23.56 | 15500 | 0.0824 | 0.7651 | 0.9283 | 0.9607 | nan | 0.8741 | 0.9883 | 0.9612 | 0.8288 | 0.9889 | 0.0 | 0.8718 | 0.9876 | 0.9583 | 0.7857 | 0.9872 |
0.0426 | 23.59 | 15520 | 0.0804 | 0.7661 | 0.9303 | 0.9614 | nan | 0.8812 | 0.9897 | 0.9616 | 0.8319 | 0.9871 | 0.0 | 0.8789 | 0.9889 | 0.9587 | 0.7842 | 0.9856 |
0.0169 | 23.62 | 15540 | 0.0831 | 0.7655 | 0.9284 | 0.9583 | nan | 0.8793 | 0.9889 | 0.9566 | 0.8275 | 0.9899 | 0.0 | 0.8770 | 0.9880 | 0.9542 | 0.7861 | 0.9879 |
0.0095 | 23.65 | 15560 | 0.0839 | 0.7641 | 0.9253 | 0.9601 | nan | 0.8616 | 0.9887 | 0.9612 | 0.8232 | 0.9918 | 0.0 | 0.8595 | 0.9880 | 0.9585 | 0.7894 | 0.9895 |
0.0141 | 23.68 | 15580 | 0.0871 | 0.7706 | 0.9335 | 0.9652 | nan | 0.8847 | 0.9899 | 0.9658 | 0.8351 | 0.9920 | 0.0 | 0.8825 | 0.9891 | 0.9629 | 0.7996 | 0.9898 |
0.0217 | 23.71 | 15600 | 0.0935 | 0.7723 | 0.9372 | 0.9602 | nan | 0.8935 | 0.9887 | 0.9571 | 0.8550 | 0.9917 | 0.0 | 0.8907 | 0.9881 | 0.9546 | 0.8111 | 0.9894 |
0.0045 | 23.74 | 15620 | 0.0884 | 0.7718 | 0.9359 | 0.9643 | nan | 0.8860 | 0.9889 | 0.9642 | 0.8485 | 0.9921 | 0.0 | 0.8837 | 0.9883 | 0.9614 | 0.8076 | 0.9898 |
0.0022 | 23.77 | 15640 | 0.0903 | 0.7732 | 0.9374 | 0.9607 | nan | 0.9008 | 0.9901 | 0.9566 | 0.8474 | 0.9918 | 0.0 | 0.8986 | 0.9896 | 0.9538 | 0.8078 | 0.9895 |
0.0146 | 23.8 | 15660 | 0.0902 | 0.7712 | 0.9344 | 0.9617 | nan | 0.8940 | 0.9890 | 0.9594 | 0.8383 | 0.9916 | 0.0 | 0.8918 | 0.9885 | 0.9563 | 0.8012 | 0.9892 |
0.0453 | 23.83 | 15680 | 0.0871 | 0.7660 | 0.9293 | 0.9565 | nan | 0.8783 | 0.9864 | 0.9543 | 0.8382 | 0.9895 | 0.0 | 0.8753 | 0.9859 | 0.9517 | 0.7958 | 0.9875 |
0.0058 | 23.86 | 15700 | 0.0815 | 0.7688 | 0.9293 | 0.9614 | nan | 0.9001 | 0.9876 | 0.9582 | 0.8084 | 0.9920 | 0.0 | 0.8976 | 0.9871 | 0.9553 | 0.7835 | 0.9896 |
0.0059 | 23.89 | 15720 | 0.0749 | 0.7731 | 0.9348 | 0.9637 | nan | 0.8998 | 0.9902 | 0.9616 | 0.8309 | 0.9916 | 0.0 | 0.8973 | 0.9895 | 0.9587 | 0.8033 | 0.9896 |
0.0096 | 23.92 | 15740 | 0.0827 | 0.7664 | 0.9275 | 0.9631 | nan | 0.8885 | 0.9903 | 0.9622 | 0.8053 | 0.9913 | 0.0 | 0.8858 | 0.9887 | 0.9600 | 0.7747 | 0.9891 |
0.0064 | 23.95 | 15760 | 0.0880 | 0.7639 | 0.9233 | 0.9606 | nan | 0.8810 | 0.9893 | 0.9594 | 0.7946 | 0.9921 | 0.0 | 0.8790 | 0.9878 | 0.9569 | 0.7697 | 0.9898 |
0.0546 | 23.98 | 15780 | 0.0869 | 0.7738 | 0.9365 | 0.9699 | nan | 0.8925 | 0.9898 | 0.9720 | 0.8364 | 0.9916 | 0.0 | 0.8897 | 0.9887 | 0.9691 | 0.8054 | 0.9896 |
0.0147 | 24.01 | 15800 | 0.0928 | 0.7606 | 0.9216 | 0.9490 | nan | 0.8610 | 0.9880 | 0.9441 | 0.8224 | 0.9925 | 0.0 | 0.8582 | 0.9871 | 0.9422 | 0.7862 | 0.9900 |
0.0127 | 24.04 | 15820 | 0.0906 | 0.7746 | 0.9393 | 0.9662 | nan | 0.8998 | 0.9889 | 0.9649 | 0.8493 | 0.9938 | 0.0 | 0.8970 | 0.9884 | 0.9621 | 0.8089 | 0.9914 |
0.0029 | 24.07 | 15840 | 0.0928 | 0.7688 | 0.9341 | 0.9619 | nan | 0.8795 | 0.9878 | 0.9616 | 0.8497 | 0.9921 | 0.0 | 0.8776 | 0.9872 | 0.9587 | 0.7991 | 0.9901 |
0.0096 | 24.1 | 15860 | 0.0866 | 0.7706 | 0.9363 | 0.9621 | nan | 0.8859 | 0.9871 | 0.9615 | 0.8561 | 0.9908 | 0.0 | 0.8840 | 0.9865 | 0.9585 | 0.8057 | 0.9890 |
0.0382 | 24.13 | 15880 | 0.0912 | 0.7731 | 0.9389 | 0.9662 | nan | 0.8934 | 0.9908 | 0.9663 | 0.8535 | 0.9906 | 0.0 | 0.8914 | 0.9898 | 0.9630 | 0.8053 | 0.9889 |
0.0107 | 24.16 | 15900 | 0.0900 | 0.7687 | 0.9318 | 0.9626 | nan | 0.8843 | 0.9869 | 0.9627 | 0.8349 | 0.9900 | 0.0 | 0.8821 | 0.9864 | 0.9596 | 0.7956 | 0.9885 |
0.0318 | 24.19 | 15920 | 0.0874 | 0.7649 | 0.9294 | 0.9567 | nan | 0.8634 | 0.9867 | 0.9567 | 0.8514 | 0.9889 | 0.0 | 0.8609 | 0.9863 | 0.9539 | 0.8010 | 0.9870 |
0.0042 | 24.22 | 15940 | 0.0913 | 0.7651 | 0.9323 | 0.9547 | nan | 0.8634 | 0.9883 | 0.9531 | 0.8669 | 0.9900 | 0.0 | 0.8609 | 0.9879 | 0.9504 | 0.8034 | 0.9878 |
0.0024 | 24.26 | 15960 | 0.0802 | 0.7735 | 0.9408 | 0.9658 | nan | 0.8897 | 0.9883 | 0.9665 | 0.8692 | 0.9902 | 0.0 | 0.8873 | 0.9879 | 0.9634 | 0.8141 | 0.9885 |
0.0042 | 24.29 | 15980 | 0.0845 | 0.7698 | 0.9333 | 0.9603 | nan | 0.8911 | 0.9890 | 0.9587 | 0.8403 | 0.9875 | 0.0 | 0.8891 | 0.9885 | 0.9556 | 0.7995 | 0.9859 |
0.0039 | 24.32 | 16000 | 0.0871 | 0.7682 | 0.9312 | 0.9638 | nan | 0.8744 | 0.9891 | 0.9655 | 0.8367 | 0.9902 | 0.0 | 0.8729 | 0.9886 | 0.9621 | 0.7976 | 0.9883 |
0.0446 | 24.35 | 16020 | 0.0864 | 0.7696 | 0.9352 | 0.9609 | nan | 0.8880 | 0.9885 | 0.9591 | 0.8496 | 0.9907 | 0.0 | 0.8858 | 0.9881 | 0.9563 | 0.7990 | 0.9886 |
0.0297 | 24.38 | 16040 | 0.0834 | 0.7664 | 0.9321 | 0.9588 | nan | 0.8726 | 0.9896 | 0.9581 | 0.8504 | 0.9897 | 0.0 | 0.8702 | 0.9891 | 0.9554 | 0.7957 | 0.9880 |
0.0435 | 24.41 | 16060 | 0.0882 | 0.7655 | 0.9254 | 0.9570 | nan | 0.8697 | 0.9853 | 0.9561 | 0.8248 | 0.9911 | 0.0 | 0.8676 | 0.9849 | 0.9533 | 0.7984 | 0.9890 |
0.0082 | 24.44 | 16080 | 0.0950 | 0.7713 | 0.9322 | 0.9621 | nan | 0.8820 | 0.9894 | 0.9612 | 0.8357 | 0.9929 | 0.0 | 0.8799 | 0.9888 | 0.9584 | 0.8105 | 0.9902 |
0.0108 | 24.47 | 16100 | 0.0856 | 0.7685 | 0.9279 | 0.9589 | nan | 0.8851 | 0.9894 | 0.9564 | 0.8175 | 0.9914 | 0.0 | 0.8832 | 0.9888 | 0.9538 | 0.7963 | 0.9888 |
0.0266 | 24.5 | 16120 | 0.0856 | 0.7721 | 0.9341 | 0.9591 | nan | 0.8924 | 0.9879 | 0.9553 | 0.8413 | 0.9935 | 0.0 | 0.8900 | 0.9875 | 0.9527 | 0.8115 | 0.9909 |
0.0428 | 24.53 | 16140 | 0.0859 | 0.7747 | 0.9380 | 0.9634 | nan | 0.8974 | 0.9910 | 0.9614 | 0.8497 | 0.9907 | 0.0 | 0.8948 | 0.9903 | 0.9584 | 0.8156 | 0.9890 |
0.074 | 24.56 | 16160 | 0.0876 | 0.7735 | 0.9359 | 0.9642 | nan | 0.8896 | 0.9899 | 0.9638 | 0.8453 | 0.9908 | 0.0 | 0.8872 | 0.9893 | 0.9606 | 0.8147 | 0.9890 |
0.0037 | 24.59 | 16180 | 0.0894 | 0.7720 | 0.9346 | 0.9640 | nan | 0.8843 | 0.9898 | 0.9646 | 0.8451 | 0.9893 | 0.0 | 0.8819 | 0.9891 | 0.9616 | 0.8119 | 0.9875 |
0.0082 | 24.62 | 16200 | 0.0942 | 0.7717 | 0.9327 | 0.9655 | nan | 0.8903 | 0.9882 | 0.9662 | 0.8289 | 0.9900 | 0.0 | 0.8882 | 0.9878 | 0.9630 | 0.8034 | 0.9880 |
0.0033 | 24.65 | 16220 | 0.0893 | 0.7692 | 0.9298 | 0.9645 | nan | 0.8776 | 0.9891 | 0.9660 | 0.8252 | 0.9908 | 0.0 | 0.8752 | 0.9887 | 0.9630 | 0.7997 | 0.9888 |
0.0097 | 24.68 | 16240 | 0.0853 | 0.7684 | 0.9288 | 0.9656 | nan | 0.8966 | 0.9907 | 0.9645 | 0.7991 | 0.9929 | 0.0 | 0.8940 | 0.9901 | 0.9618 | 0.7742 | 0.9905 |
0.1525 | 24.71 | 16260 | 0.0861 | 0.7619 | 0.9217 | 0.9597 | nan | 0.8937 | 0.9907 | 0.9558 | 0.7746 | 0.9936 | 0.0 | 0.8911 | 0.9900 | 0.9534 | 0.7458 | 0.9909 |
0.0274 | 24.74 | 16280 | 0.0823 | 0.7595 | 0.9196 | 0.9643 | nan | 0.8885 | 0.9897 | 0.9648 | 0.7654 | 0.9896 | 0.0 | 0.8863 | 0.9892 | 0.9617 | 0.7324 | 0.9876 |
0.004 | 24.77 | 16300 | 0.0826 | 0.7583 | 0.9178 | 0.9630 | nan | 0.8790 | 0.9896 | 0.9634 | 0.7650 | 0.9917 | 0.0 | 0.8767 | 0.9892 | 0.9605 | 0.7342 | 0.9894 |
0.0598 | 24.8 | 16320 | 0.0853 | 0.7673 | 0.9294 | 0.9601 | nan | 0.8941 | 0.9887 | 0.9570 | 0.8153 | 0.9916 | 0.0 | 0.8912 | 0.9883 | 0.9545 | 0.7808 | 0.9892 |
0.005 | 24.83 | 16340 | 0.0807 | 0.7715 | 0.9339 | 0.9659 | nan | 0.8932 | 0.9861 | 0.9678 | 0.8368 | 0.9856 | 0.0 | 0.8910 | 0.9858 | 0.9645 | 0.8031 | 0.9843 |
0.0058 | 24.86 | 16360 | 0.0798 | 0.7729 | 0.9359 | 0.9607 | nan | 0.9062 | 0.9883 | 0.9565 | 0.8375 | 0.9909 | 0.0 | 0.9031 | 0.9879 | 0.9542 | 0.8037 | 0.9886 |
0.0138 | 24.89 | 16380 | 0.0776 | 0.7661 | 0.9263 | 0.9652 | nan | 0.8650 | 0.9903 | 0.9688 | 0.8175 | 0.9900 | 0.0 | 0.8629 | 0.9898 | 0.9655 | 0.7900 | 0.9883 |
0.0539 | 24.92 | 16400 | 0.0815 | 0.7675 | 0.9280 | 0.9621 | nan | 0.8813 | 0.9902 | 0.9611 | 0.8142 | 0.9931 | 0.0 | 0.8782 | 0.9896 | 0.9587 | 0.7882 | 0.9903 |
0.0025 | 24.95 | 16420 | 0.0910 | 0.7544 | 0.9111 | 0.9607 | nan | 0.8673 | 0.9879 | 0.9627 | 0.7500 | 0.9876 | 0.0 | 0.8651 | 0.9874 | 0.9599 | 0.7282 | 0.9858 |
0.0037 | 24.98 | 16440 | 0.0890 | 0.7474 | 0.9029 | 0.9606 | nan | 0.8658 | 0.9899 | 0.9620 | 0.7063 | 0.9903 | 0.0 | 0.8638 | 0.9893 | 0.9590 | 0.6839 | 0.9882 |
0.0092 | 25.02 | 16460 | 0.0912 | 0.7526 | 0.9107 | 0.9572 | nan | 0.8713 | 0.9882 | 0.9560 | 0.7470 | 0.9912 | 0.0 | 0.8688 | 0.9876 | 0.9534 | 0.7165 | 0.9890 |
0.0179 | 25.05 | 16480 | 0.0876 | 0.7583 | 0.9183 | 0.9584 | nan | 0.8921 | 0.9884 | 0.9547 | 0.7645 | 0.9919 | 0.0 | 0.8890 | 0.9880 | 0.9524 | 0.7311 | 0.9894 |
0.0101 | 25.08 | 16500 | 0.0856 | 0.7599 | 0.9210 | 0.9622 | nan | 0.8848 | 0.9880 | 0.9617 | 0.7792 | 0.9910 | 0.0 | 0.8822 | 0.9875 | 0.9592 | 0.7418 | 0.9889 |
0.0122 | 25.11 | 16520 | 0.0926 | 0.7599 | 0.9195 | 0.9621 | nan | 0.8838 | 0.9888 | 0.9624 | 0.7745 | 0.9880 | 0.0 | 0.8816 | 0.9884 | 0.9595 | 0.7436 | 0.9862 |
0.0062 | 25.14 | 16540 | 0.0930 | 0.7726 | 0.9357 | 0.9618 | nan | 0.8972 | 0.9861 | 0.9594 | 0.8441 | 0.9918 | 0.0 | 0.8946 | 0.9858 | 0.9567 | 0.8095 | 0.9893 |
0.0245 | 25.17 | 16560 | 0.0995 | 0.7702 | 0.9329 | 0.9565 | nan | 0.8890 | 0.9908 | 0.9512 | 0.8397 | 0.9939 | 0.0 | 0.8863 | 0.9886 | 0.9493 | 0.8063 | 0.9907 |
0.0068 | 25.2 | 16580 | 0.0974 | 0.7617 | 0.9214 | 0.9586 | nan | 0.8968 | 0.9878 | 0.9554 | 0.7788 | 0.9884 | 0.0 | 0.8949 | 0.9867 | 0.9527 | 0.7492 | 0.9866 |
0.0044 | 25.23 | 16600 | 0.0968 | 0.7595 | 0.9183 | 0.9667 | nan | 0.8993 | 0.9897 | 0.9663 | 0.7432 | 0.9928 | 0.0 | 0.8971 | 0.9887 | 0.9637 | 0.7174 | 0.9901 |
0.0122 | 25.26 | 16620 | 0.0954 | 0.7524 | 0.9106 | 0.9641 | nan | 0.8898 | 0.9894 | 0.9636 | 0.7178 | 0.9925 | 0.0 | 0.8878 | 0.9885 | 0.9610 | 0.6875 | 0.9898 |
0.0056 | 25.29 | 16640 | 0.0976 | 0.7471 | 0.9024 | 0.9538 | nan | 0.8845 | 0.9882 | 0.9498 | 0.7009 | 0.9887 | 0.0 | 0.8822 | 0.9873 | 0.9476 | 0.6784 | 0.9869 |
0.007 | 25.32 | 16660 | 0.0866 | 0.7633 | 0.9220 | 0.9604 | nan | 0.8934 | 0.9847 | 0.9579 | 0.7810 | 0.9930 | 0.0 | 0.8913 | 0.9839 | 0.9549 | 0.7596 | 0.9904 |
0.0067 | 25.35 | 16680 | 0.0889 | 0.7625 | 0.9218 | 0.9618 | nan | 0.9010 | 0.9734 | 0.9615 | 0.7835 | 0.9897 | 0.0 | 0.8990 | 0.9728 | 0.9565 | 0.7586 | 0.9884 |
0.0122 | 25.38 | 16700 | 0.0885 | 0.7621 | 0.9212 | 0.9605 | nan | 0.8969 | 0.9706 | 0.9607 | 0.7894 | 0.9884 | 0.0 | 0.8950 | 0.9701 | 0.9555 | 0.7650 | 0.9870 |
0.0075 | 25.41 | 16720 | 0.0822 | 0.7715 | 0.9343 | 0.9666 | nan | 0.9007 | 0.9890 | 0.9660 | 0.8239 | 0.9920 | 0.0 | 0.8979 | 0.9880 | 0.9636 | 0.7899 | 0.9898 |
0.0075 | 25.44 | 16740 | 0.0853 | 0.7656 | 0.9281 | 0.9640 | nan | 0.8890 | 0.9882 | 0.9637 | 0.8082 | 0.9915 | 0.0 | 0.8867 | 0.9870 | 0.9613 | 0.7691 | 0.9894 |
0.0049 | 25.47 | 16760 | 0.0867 | 0.7702 | 0.9339 | 0.9677 | nan | 0.8921 | 0.9883 | 0.9687 | 0.8280 | 0.9924 | 0.0 | 0.8901 | 0.9874 | 0.9660 | 0.7876 | 0.9902 |
0.011 | 25.5 | 16780 | 0.0852 | 0.7697 | 0.9320 | 0.9674 | nan | 0.8808 | 0.9875 | 0.9703 | 0.8307 | 0.9905 | 0.0 | 0.8790 | 0.9868 | 0.9674 | 0.7964 | 0.9883 |
0.0081 | 25.53 | 16800 | 0.0867 | 0.7667 | 0.9274 | 0.9655 | nan | 0.8895 | 0.9881 | 0.9662 | 0.8025 | 0.9909 | 0.0 | 0.8875 | 0.9875 | 0.9636 | 0.7729 | 0.9884 |
0.0035 | 25.56 | 16820 | 0.0844 | 0.7723 | 0.9365 | 0.9649 | nan | 0.8870 | 0.9877 | 0.9658 | 0.8518 | 0.9900 | 0.0 | 0.8849 | 0.9872 | 0.9631 | 0.8103 | 0.9881 |
0.0167 | 25.59 | 16840 | 0.0849 | 0.7684 | 0.9311 | 0.9634 | nan | 0.8856 | 0.9887 | 0.9636 | 0.8273 | 0.9901 | 0.0 | 0.8834 | 0.9882 | 0.9608 | 0.7897 | 0.9881 |
0.0089 | 25.62 | 16860 | 0.0855 | 0.7697 | 0.9327 | 0.9604 | nan | 0.8896 | 0.9893 | 0.9591 | 0.8383 | 0.9870 | 0.0 | 0.8881 | 0.9888 | 0.9561 | 0.7998 | 0.9855 |
0.0093 | 25.65 | 16880 | 0.0817 | 0.7790 | 0.9439 | 0.9671 | nan | 0.9111 | 0.9885 | 0.9658 | 0.8639 | 0.9900 | 0.0 | 0.9088 | 0.9882 | 0.9629 | 0.8258 | 0.9881 |
0.014 | 25.68 | 16900 | 0.0817 | 0.7705 | 0.9336 | 0.9621 | nan | 0.8812 | 0.9874 | 0.9623 | 0.8474 | 0.9898 | 0.0 | 0.8788 | 0.9871 | 0.9596 | 0.8098 | 0.9881 |
0.0043 | 25.71 | 16920 | 0.0854 | 0.7729 | 0.9384 | 0.9639 | nan | 0.8931 | 0.9892 | 0.9627 | 0.8547 | 0.9923 | 0.0 | 0.8881 | 0.9887 | 0.9602 | 0.8104 | 0.9902 |
0.0135 | 25.74 | 16940 | 0.0845 | 0.7687 | 0.9333 | 0.9598 | nan | 0.8822 | 0.9876 | 0.9584 | 0.8482 | 0.9903 | 0.0 | 0.8782 | 0.9871 | 0.9560 | 0.8023 | 0.9884 |
0.0071 | 25.78 | 16960 | 0.0829 | 0.7654 | 0.9299 | 0.9624 | nan | 0.8854 | 0.9876 | 0.9627 | 0.8255 | 0.9881 | 0.0 | 0.8827 | 0.9872 | 0.9596 | 0.7758 | 0.9869 |
0.019 | 25.81 | 16980 | 0.0799 | 0.7658 | 0.9300 | 0.9662 | nan | 0.8777 | 0.9868 | 0.9697 | 0.8278 | 0.9880 | 0.0 | 0.8761 | 0.9864 | 0.9663 | 0.7790 | 0.9868 |
0.0393 | 25.84 | 17000 | 0.0818 | 0.7627 | 0.9244 | 0.9636 | nan | 0.8926 | 0.9883 | 0.9636 | 0.7893 | 0.9880 | 0.0 | 0.8898 | 0.9878 | 0.9608 | 0.7512 | 0.9868 |
0.0041 | 25.87 | 17020 | 0.0771 | 0.7743 | 0.9379 | 0.9646 | nan | 0.9061 | 0.9896 | 0.9623 | 0.8408 | 0.9907 | 0.0 | 0.9036 | 0.9890 | 0.9597 | 0.8049 | 0.9888 |
0.0052 | 25.9 | 17040 | 0.0766 | 0.7721 | 0.9346 | 0.9654 | nan | 0.8922 | 0.9876 | 0.9658 | 0.8371 | 0.9901 | 0.0 | 0.8904 | 0.9869 | 0.9630 | 0.8042 | 0.9882 |
0.0533 | 25.93 | 17060 | 0.0780 | 0.7710 | 0.9329 | 0.9638 | nan | 0.8938 | 0.9892 | 0.9627 | 0.8272 | 0.9918 | 0.0 | 0.8914 | 0.9883 | 0.9601 | 0.7968 | 0.9896 |
0.0057 | 25.96 | 17080 | 0.0855 | 0.7665 | 0.9278 | 0.9630 | nan | 0.8801 | 0.9878 | 0.9639 | 0.8170 | 0.9900 | 0.0 | 0.8780 | 0.9869 | 0.9611 | 0.7848 | 0.9880 |
0.0441 | 25.99 | 17100 | 0.0852 | 0.7727 | 0.9367 | 0.9648 | nan | 0.8791 | 0.9891 | 0.9667 | 0.8603 | 0.9886 | 0.0 | 0.8763 | 0.9883 | 0.9639 | 0.8206 | 0.9869 |
0.031 | 26.02 | 17120 | 0.0847 | 0.7739 | 0.9377 | 0.9633 | nan | 0.8803 | 0.9879 | 0.9645 | 0.8670 | 0.9886 | 0.0 | 0.8783 | 0.9874 | 0.9613 | 0.8294 | 0.9870 |
0.0026 | 26.05 | 17140 | 0.0852 | 0.7769 | 0.9407 | 0.9660 | nan | 0.8981 | 0.9869 | 0.9658 | 0.8618 | 0.9910 | 0.0 | 0.8957 | 0.9865 | 0.9630 | 0.8274 | 0.9890 |
0.0073 | 26.08 | 17160 | 0.0838 | 0.7693 | 0.9308 | 0.9597 | nan | 0.8793 | 0.9871 | 0.9596 | 0.8408 | 0.9873 | 0.0 | 0.8773 | 0.9864 | 0.9568 | 0.8094 | 0.9858 |
0.0069 | 26.11 | 17180 | 0.0854 | 0.7705 | 0.9316 | 0.9596 | nan | 0.8859 | 0.9887 | 0.9573 | 0.8347 | 0.9915 | 0.0 | 0.8839 | 0.9882 | 0.9548 | 0.8070 | 0.9893 |
0.0069 | 26.14 | 17200 | 0.0902 | 0.7740 | 0.9375 | 0.9631 | nan | 0.8955 | 0.9875 | 0.9615 | 0.8514 | 0.9918 | 0.0 | 0.8932 | 0.9871 | 0.9588 | 0.8153 | 0.9896 |
0.0073 | 26.17 | 17220 | 0.0912 | 0.7803 | 0.9480 | 0.9626 | nan | 0.9086 | 0.9888 | 0.9583 | 0.8912 | 0.9930 | 0.0 | 0.9059 | 0.9884 | 0.9559 | 0.8410 | 0.9905 |
0.0334 | 26.2 | 17240 | 0.0891 | 0.7804 | 0.9469 | 0.9647 | nan | 0.9016 | 0.9884 | 0.9632 | 0.8903 | 0.9908 | 0.0 | 0.8997 | 0.9880 | 0.9602 | 0.8456 | 0.9887 |
0.0123 | 26.23 | 17260 | 0.0870 | 0.7778 | 0.9429 | 0.9628 | nan | 0.9029 | 0.9871 | 0.9597 | 0.8720 | 0.9928 | 0.0 | 0.9008 | 0.9867 | 0.9570 | 0.8322 | 0.9898 |
0.0192 | 26.26 | 17280 | 0.0899 | 0.7689 | 0.9304 | 0.9583 | nan | 0.8795 | 0.9887 | 0.9555 | 0.8345 | 0.9938 | 0.0 | 0.8776 | 0.9883 | 0.9531 | 0.8039 | 0.9904 |
0.0227 | 26.29 | 17300 | 0.0858 | 0.7739 | 0.9355 | 0.9704 | nan | 0.8869 | 0.9850 | 0.9741 | 0.8395 | 0.9919 | 0.0 | 0.8853 | 0.9847 | 0.9707 | 0.8131 | 0.9895 |
0.0099 | 26.32 | 17320 | 0.0817 | 0.7735 | 0.9345 | 0.9694 | nan | 0.8902 | 0.9881 | 0.9721 | 0.8316 | 0.9903 | 0.0 | 0.8886 | 0.9878 | 0.9690 | 0.8076 | 0.9880 |
0.003 | 26.35 | 17340 | 0.0788 | 0.7766 | 0.9407 | 0.9648 | nan | 0.8985 | 0.9887 | 0.9640 | 0.8629 | 0.9897 | 0.0 | 0.8965 | 0.9882 | 0.9612 | 0.8261 | 0.9877 |
0.0067 | 26.38 | 17360 | 0.0851 | 0.7733 | 0.9367 | 0.9670 | nan | 0.8743 | 0.9871 | 0.9699 | 0.8593 | 0.9930 | 0.0 | 0.8726 | 0.9867 | 0.9670 | 0.8231 | 0.9905 |
0.0045 | 26.41 | 17380 | 0.0840 | 0.7716 | 0.9352 | 0.9594 | nan | 0.8763 | 0.9862 | 0.9580 | 0.8623 | 0.9934 | 0.0 | 0.8741 | 0.9858 | 0.9556 | 0.8236 | 0.9906 |
0.0051 | 26.44 | 17400 | 0.0883 | 0.7751 | 0.9386 | 0.9635 | nan | 0.8863 | 0.9880 | 0.9632 | 0.8639 | 0.9918 | 0.0 | 0.8844 | 0.9876 | 0.9603 | 0.8284 | 0.9898 |
0.0149 | 26.47 | 17420 | 0.0874 | 0.7721 | 0.9351 | 0.9626 | nan | 0.8751 | 0.9871 | 0.9633 | 0.8582 | 0.9921 | 0.0 | 0.8732 | 0.9866 | 0.9605 | 0.8224 | 0.9899 |
0.008 | 26.5 | 17440 | 0.0843 | 0.7681 | 0.9300 | 0.9589 | nan | 0.8754 | 0.9879 | 0.9578 | 0.8379 | 0.9910 | 0.0 | 0.8737 | 0.9874 | 0.9550 | 0.8037 | 0.9887 |
0.0057 | 26.53 | 17460 | 0.0857 | 0.7670 | 0.9279 | 0.9576 | nan | 0.8747 | 0.9881 | 0.9560 | 0.8302 | 0.9904 | 0.0 | 0.8733 | 0.9876 | 0.9531 | 0.7998 | 0.9884 |
0.0043 | 26.57 | 17480 | 0.0823 | 0.7761 | 0.9394 | 0.9672 | nan | 0.8872 | 0.9905 | 0.9689 | 0.8609 | 0.9897 | 0.0 | 0.8856 | 0.9900 | 0.9656 | 0.8273 | 0.9881 |
0.0033 | 26.6 | 17500 | 0.0790 | 0.7749 | 0.9382 | 0.9615 | nan | 0.8808 | 0.9881 | 0.9612 | 0.8709 | 0.9898 | 0.0 | 0.8787 | 0.9875 | 0.9585 | 0.8368 | 0.9879 |
0.0349 | 26.63 | 17520 | 0.0784 | 0.7778 | 0.9413 | 0.9660 | nan | 0.8937 | 0.9909 | 0.9656 | 0.8645 | 0.9918 | 0.0 | 0.8915 | 0.9900 | 0.9627 | 0.8323 | 0.9900 |
0.0056 | 26.66 | 17540 | 0.0816 | 0.7716 | 0.9329 | 0.9648 | nan | 0.8899 | 0.9906 | 0.9641 | 0.8268 | 0.9932 | 0.0 | 0.8882 | 0.9898 | 0.9613 | 0.7993 | 0.9910 |
0.0227 | 26.69 | 17560 | 0.0832 | 0.7669 | 0.9271 | 0.9667 | nan | 0.8935 | 0.9904 | 0.9668 | 0.7920 | 0.9928 | 0.0 | 0.8919 | 0.9894 | 0.9640 | 0.7656 | 0.9903 |
0.0055 | 26.72 | 17580 | 0.0842 | 0.7714 | 0.9343 | 0.9641 | nan | 0.9016 | 0.9887 | 0.9616 | 0.8260 | 0.9936 | 0.0 | 0.8995 | 0.9880 | 0.9592 | 0.7914 | 0.9906 |
0.0236 | 26.75 | 17600 | 0.0818 | 0.7648 | 0.9270 | 0.9593 | nan | 0.8795 | 0.9876 | 0.9581 | 0.8188 | 0.9909 | 0.0 | 0.8775 | 0.9869 | 0.9556 | 0.7799 | 0.9888 |
0.0119 | 26.78 | 17620 | 0.0851 | 0.7687 | 0.9316 | 0.9647 | nan | 0.8995 | 0.9887 | 0.9640 | 0.8163 | 0.9894 | 0.0 | 0.8972 | 0.9881 | 0.9612 | 0.7783 | 0.9877 |
0.0033 | 26.81 | 17640 | 0.0851 | 0.7675 | 0.9290 | 0.9651 | nan | 0.8932 | 0.9893 | 0.9648 | 0.8059 | 0.9916 | 0.0 | 0.8912 | 0.9888 | 0.9621 | 0.7731 | 0.9898 |
0.0081 | 26.84 | 17660 | 0.0865 | 0.7733 | 0.9355 | 0.9661 | nan | 0.9029 | 0.9887 | 0.9653 | 0.8297 | 0.9907 | 0.0 | 0.9008 | 0.9882 | 0.9625 | 0.7993 | 0.9892 |
0.0175 | 26.87 | 17680 | 0.0869 | 0.7734 | 0.9365 | 0.9657 | nan | 0.8947 | 0.9877 | 0.9661 | 0.8444 | 0.9896 | 0.0 | 0.8927 | 0.9872 | 0.9626 | 0.8097 | 0.9883 |
0.0167 | 26.9 | 17700 | 0.0861 | 0.7754 | 0.9396 | 0.9634 | nan | 0.8907 | 0.9908 | 0.9616 | 0.8619 | 0.9931 | 0.0 | 0.8885 | 0.9885 | 0.9592 | 0.8253 | 0.9909 |
0.0088 | 26.93 | 17720 | 0.0857 | 0.7719 | 0.9432 | 0.9615 | nan | 0.8982 | 0.9904 | 0.9586 | 0.8787 | 0.9901 | 0.0 | 0.8957 | 0.9851 | 0.9563 | 0.8061 | 0.9884 |
0.0017 | 26.96 | 17740 | 0.0863 | 0.7690 | 0.9408 | 0.9653 | nan | 0.8890 | 0.9874 | 0.9663 | 0.8724 | 0.9890 | 0.0 | 0.8872 | 0.9867 | 0.9632 | 0.7893 | 0.9877 |
0.0083 | 26.99 | 17760 | 0.0847 | 0.7629 | 0.9295 | 0.9678 | nan | 0.9070 | 0.9889 | 0.9681 | 0.7958 | 0.9877 | 0.0 | 0.9042 | 0.9884 | 0.9654 | 0.7330 | 0.9862 |
0.0107 | 27.02 | 17780 | 0.0899 | 0.7600 | 0.9220 | 0.9619 | nan | 0.8888 | 0.9890 | 0.9610 | 0.7812 | 0.9900 | 0.0 | 0.8864 | 0.9885 | 0.9587 | 0.7387 | 0.9876 |
0.0529 | 27.05 | 17800 | 0.0882 | 0.7641 | 0.9257 | 0.9641 | nan | 0.8997 | 0.9890 | 0.9628 | 0.7864 | 0.9902 | 0.0 | 0.8976 | 0.9886 | 0.9602 | 0.7504 | 0.9879 |
0.0041 | 27.08 | 17820 | 0.0876 | 0.7606 | 0.9197 | 0.9633 | nan | 0.8915 | 0.9889 | 0.9634 | 0.7671 | 0.9873 | 0.0 | 0.8900 | 0.9885 | 0.9604 | 0.7393 | 0.9856 |
0.0065 | 27.11 | 17840 | 0.0879 | 0.7642 | 0.9242 | 0.9638 | nan | 0.8915 | 0.9885 | 0.9635 | 0.7874 | 0.9903 | 0.0 | 0.8899 | 0.9881 | 0.9607 | 0.7583 | 0.9880 |
0.0041 | 27.14 | 17860 | 0.0886 | 0.7624 | 0.9225 | 0.9641 | nan | 0.8878 | 0.9881 | 0.9659 | 0.7856 | 0.9849 | 0.0 | 0.8866 | 0.9877 | 0.9626 | 0.7540 | 0.9836 |
0.029 | 27.17 | 17880 | 0.0898 | 0.7670 | 0.9283 | 0.9644 | nan | 0.8862 | 0.9876 | 0.9655 | 0.8133 | 0.9886 | 0.0 | 0.8841 | 0.9872 | 0.9627 | 0.7813 | 0.9865 |
0.0098 | 27.2 | 17900 | 0.0868 | 0.7726 | 0.9340 | 0.9613 | nan | 0.8858 | 0.9869 | 0.9608 | 0.8480 | 0.9887 | 0.0 | 0.8840 | 0.9865 | 0.9579 | 0.8207 | 0.9865 |
0.0063 | 27.23 | 17920 | 0.0861 | 0.7710 | 0.9329 | 0.9571 | nan | 0.8683 | 0.9886 | 0.9557 | 0.8602 | 0.9916 | 0.0 | 0.8663 | 0.9880 | 0.9531 | 0.8299 | 0.9889 |
0.0091 | 27.26 | 17940 | 0.0895 | 0.7714 | 0.9343 | 0.9571 | nan | 0.8823 | 0.9890 | 0.9542 | 0.8565 | 0.9898 | 0.0 | 0.8803 | 0.9884 | 0.9515 | 0.8205 | 0.9878 |
0.0023 | 27.29 | 17960 | 0.0945 | 0.7737 | 0.9370 | 0.9620 | nan | 0.8957 | 0.9894 | 0.9598 | 0.8499 | 0.9903 | 0.0 | 0.8940 | 0.9889 | 0.9569 | 0.8140 | 0.9882 |
0.0315 | 27.33 | 17980 | 0.0874 | 0.7769 | 0.9422 | 0.9636 | nan | 0.9037 | 0.9889 | 0.9613 | 0.8665 | 0.9904 | 0.0 | 0.9005 | 0.9884 | 0.9588 | 0.8252 | 0.9883 |
0.0235 | 27.36 | 18000 | 0.0874 | 0.7730 | 0.9376 | 0.9586 | nan | 0.8946 | 0.9890 | 0.9549 | 0.8596 | 0.9900 | 0.0 | 0.8909 | 0.9885 | 0.9528 | 0.8183 | 0.9877 |
0.0064 | 27.39 | 18020 | 0.0867 | 0.7700 | 0.9333 | 0.9604 | nan | 0.8724 | 0.9884 | 0.9604 | 0.8545 | 0.9909 | 0.0 | 0.8699 | 0.9879 | 0.9579 | 0.8157 | 0.9888 |
0.0203 | 27.42 | 18040 | 0.0865 | 0.7720 | 0.9380 | 0.9591 | nan | 0.8927 | 0.9900 | 0.9561 | 0.8623 | 0.9887 | 0.0 | 0.8897 | 0.9893 | 0.9537 | 0.8121 | 0.9871 |
0.0036 | 27.45 | 18060 | 0.0861 | 0.7743 | 0.9362 | 0.9646 | nan | 0.9005 | 0.9887 | 0.9636 | 0.8389 | 0.9895 | 0.0 | 0.8978 | 0.9881 | 0.9608 | 0.8114 | 0.9876 |
0.0127 | 27.48 | 18080 | 0.0865 | 0.7729 | 0.9347 | 0.9640 | nan | 0.9000 | 0.9886 | 0.9623 | 0.8316 | 0.9912 | 0.0 | 0.8970 | 0.9881 | 0.9600 | 0.8038 | 0.9885 |
0.0539 | 27.51 | 18100 | 0.0975 | 0.7620 | 0.9230 | 0.9491 | nan | 0.8889 | 0.9908 | 0.9416 | 0.8061 | 0.9877 | 0.0 | 0.8860 | 0.9900 | 0.9398 | 0.7704 | 0.9856 |
0.0033 | 27.54 | 18120 | 0.0867 | 0.7665 | 0.9287 | 0.9615 | nan | 0.8894 | 0.9871 | 0.9609 | 0.8180 | 0.9880 | 0.0 | 0.8876 | 0.9866 | 0.9579 | 0.7804 | 0.9864 |
0.0123 | 27.57 | 18140 | 0.0915 | 0.7687 | 0.9301 | 0.9552 | nan | 0.8856 | 0.9866 | 0.9511 | 0.8365 | 0.9906 | 0.0 | 0.8832 | 0.9862 | 0.9487 | 0.8054 | 0.9886 |
0.0157 | 27.6 | 18160 | 0.0909 | 0.7696 | 0.9311 | 0.9547 | nan | 0.8871 | 0.9889 | 0.9498 | 0.8392 | 0.9907 | 0.0 | 0.8842 | 0.9884 | 0.9474 | 0.8087 | 0.9886 |
0.0122 | 27.63 | 18180 | 0.0920 | 0.7724 | 0.9350 | 0.9636 | nan | 0.8905 | 0.9874 | 0.9636 | 0.8449 | 0.9888 | 0.0 | 0.8880 | 0.9871 | 0.9607 | 0.8119 | 0.9870 |
0.031 | 27.66 | 18200 | 0.0871 | 0.7718 | 0.9359 | 0.9593 | nan | 0.8934 | 0.9874 | 0.9562 | 0.8517 | 0.9906 | 0.0 | 0.8904 | 0.9871 | 0.9538 | 0.8111 | 0.9883 |
0.0191 | 27.69 | 18220 | 0.0889 | 0.7710 | 0.9341 | 0.9614 | nan | 0.8845 | 0.9867 | 0.9614 | 0.8496 | 0.9882 | 0.0 | 0.8821 | 0.9864 | 0.9586 | 0.8129 | 0.9864 |
0.0045 | 27.72 | 18240 | 0.0902 | 0.7741 | 0.9377 | 0.9621 | nan | 0.9046 | 0.9890 | 0.9595 | 0.8476 | 0.9879 | 0.0 | 0.9022 | 0.9874 | 0.9569 | 0.8120 | 0.9858 |
0.0507 | 27.75 | 18260 | 0.0870 | 0.7681 | 0.9310 | 0.9605 | nan | 0.8906 | 0.9878 | 0.9590 | 0.8291 | 0.9886 | 0.0 | 0.8883 | 0.9849 | 0.9564 | 0.7922 | 0.9866 |
0.0031 | 27.78 | 18280 | 0.0890 | 0.7702 | 0.9329 | 0.9598 | nan | 0.8924 | 0.9878 | 0.9575 | 0.8383 | 0.9887 | 0.0 | 0.8897 | 0.9852 | 0.9548 | 0.8043 | 0.9870 |
0.0037 | 27.81 | 18300 | 0.0912 | 0.7698 | 0.9319 | 0.9605 | nan | 0.8792 | 0.9880 | 0.9605 | 0.8437 | 0.9883 | 0.0 | 0.8769 | 0.9857 | 0.9576 | 0.8117 | 0.9867 |
0.0216 | 27.84 | 18320 | 0.0872 | 0.7681 | 0.9297 | 0.9588 | nan | 0.8758 | 0.9876 | 0.9577 | 0.8366 | 0.9908 | 0.0 | 0.8734 | 0.9861 | 0.9551 | 0.8054 | 0.9889 |
0.0094 | 27.87 | 18340 | 0.0900 | 0.7702 | 0.9317 | 0.9612 | nan | 0.8930 | 0.9875 | 0.9589 | 0.8276 | 0.9917 | 0.0 | 0.8906 | 0.9872 | 0.9563 | 0.7977 | 0.9895 |
0.0082 | 27.9 | 18360 | 0.0855 | 0.7747 | 0.9381 | 0.9701 | nan | 0.8968 | 0.9886 | 0.9714 | 0.8402 | 0.9934 | 0.0 | 0.8948 | 0.9883 | 0.9686 | 0.8054 | 0.9909 |
0.0323 | 27.93 | 18380 | 0.0843 | 0.7689 | 0.9324 | 0.9582 | nan | 0.8856 | 0.9889 | 0.9552 | 0.8411 | 0.9913 | 0.0 | 0.8835 | 0.9884 | 0.9530 | 0.7997 | 0.9886 |
0.018 | 27.96 | 18400 | 0.0848 | 0.7713 | 0.9345 | 0.9618 | nan | 0.8997 | 0.9894 | 0.9590 | 0.8339 | 0.9907 | 0.0 | 0.8973 | 0.9889 | 0.9566 | 0.7967 | 0.9882 |
0.0024 | 27.99 | 18420 | 0.0837 | 0.7753 | 0.9396 | 0.9615 | nan | 0.8993 | 0.9876 | 0.9588 | 0.8624 | 0.9901 | 0.0 | 0.8971 | 0.9873 | 0.9564 | 0.8231 | 0.9878 |
0.0112 | 28.02 | 18440 | 0.0827 | 0.7743 | 0.9381 | 0.9624 | nan | 0.8952 | 0.9894 | 0.9602 | 0.8542 | 0.9912 | 0.0 | 0.8933 | 0.9890 | 0.9577 | 0.8168 | 0.9892 |
0.0353 | 28.05 | 18460 | 0.0848 | 0.7734 | 0.9394 | 0.9641 | nan | 0.8948 | 0.9891 | 0.9630 | 0.8591 | 0.9909 | 0.0 | 0.8929 | 0.9886 | 0.9603 | 0.8092 | 0.9892 |
0.0096 | 28.09 | 18480 | 0.0841 | 0.7746 | 0.9392 | 0.9657 | nan | 0.9026 | 0.9898 | 0.9640 | 0.8470 | 0.9927 | 0.0 | 0.9007 | 0.9892 | 0.9613 | 0.8056 | 0.9908 |
0.0101 | 28.12 | 18500 | 0.0847 | 0.7706 | 0.9327 | 0.9645 | nan | 0.9004 | 0.9852 | 0.9632 | 0.8225 | 0.9923 | 0.0 | 0.8983 | 0.9847 | 0.9606 | 0.7901 | 0.9901 |
0.0061 | 28.15 | 18520 | 0.0856 | 0.7734 | 0.9359 | 0.9649 | nan | 0.8994 | 0.9883 | 0.9638 | 0.8366 | 0.9915 | 0.0 | 0.8971 | 0.9878 | 0.9610 | 0.8052 | 0.9894 |
0.0355 | 28.18 | 18540 | 0.0852 | 0.7715 | 0.9331 | 0.9626 | nan | 0.8930 | 0.9883 | 0.9612 | 0.8321 | 0.9908 | 0.0 | 0.8910 | 0.9878 | 0.9583 | 0.8033 | 0.9886 |
0.0099 | 28.21 | 18560 | 0.0865 | 0.7730 | 0.9349 | 0.9637 | nan | 0.8950 | 0.9875 | 0.9625 | 0.8377 | 0.9915 | 0.0 | 0.8927 | 0.9869 | 0.9597 | 0.8091 | 0.9894 |
0.0172 | 28.24 | 18580 | 0.0884 | 0.7734 | 0.9359 | 0.9634 | nan | 0.8940 | 0.9882 | 0.9618 | 0.8434 | 0.9923 | 0.0 | 0.8914 | 0.9876 | 0.9593 | 0.8124 | 0.9900 |
0.0056 | 28.27 | 18600 | 0.0844 | 0.7730 | 0.9363 | 0.9622 | nan | 0.9000 | 0.9887 | 0.9595 | 0.8421 | 0.9914 | 0.0 | 0.8976 | 0.9882 | 0.9570 | 0.8062 | 0.9892 |
0.0038 | 28.3 | 18620 | 0.0882 | 0.7697 | 0.9328 | 0.9599 | nan | 0.8831 | 0.9883 | 0.9584 | 0.8438 | 0.9904 | 0.0 | 0.8812 | 0.9879 | 0.9558 | 0.8047 | 0.9886 |
0.0056 | 28.33 | 18640 | 0.0845 | 0.7714 | 0.9336 | 0.9617 | nan | 0.8943 | 0.9876 | 0.9600 | 0.8362 | 0.9898 | 0.0 | 0.8923 | 0.9873 | 0.9573 | 0.8033 | 0.9881 |
0.0497 | 28.36 | 18660 | 0.0836 | 0.7706 | 0.9340 | 0.9553 | nan | 0.8920 | 0.9881 | 0.9505 | 0.8500 | 0.9892 | 0.0 | 0.8898 | 0.9876 | 0.9481 | 0.8110 | 0.9873 |
0.0058 | 28.39 | 18680 | 0.0844 | 0.7738 | 0.9379 | 0.9583 | nan | 0.8940 | 0.9878 | 0.9544 | 0.8624 | 0.9908 | 0.0 | 0.8919 | 0.9874 | 0.9518 | 0.8231 | 0.9887 |
0.0072 | 28.42 | 18700 | 0.0855 | 0.7701 | 0.9346 | 0.9595 | nan | 0.8832 | 0.9876 | 0.9582 | 0.8548 | 0.9894 | 0.0 | 0.8814 | 0.9872 | 0.9554 | 0.8092 | 0.9875 |
0.0113 | 28.45 | 18720 | 0.0880 | 0.7702 | 0.9333 | 0.9595 | nan | 0.8866 | 0.9895 | 0.9577 | 0.8447 | 0.9882 | 0.0 | 0.8849 | 0.9890 | 0.9548 | 0.8058 | 0.9866 |
0.0257 | 28.48 | 18740 | 0.0875 | 0.7744 | 0.9381 | 0.9643 | nan | 0.8951 | 0.9887 | 0.9630 | 0.8514 | 0.9922 | 0.0 | 0.8929 | 0.9884 | 0.9601 | 0.8148 | 0.9901 |
0.0042 | 28.51 | 18760 | 0.0906 | 0.7724 | 0.9355 | 0.9629 | nan | 0.8987 | 0.9883 | 0.9611 | 0.8394 | 0.9898 | 0.0 | 0.8968 | 0.9880 | 0.9581 | 0.8035 | 0.9881 |
0.0096 | 28.54 | 18780 | 0.0888 | 0.7694 | 0.9314 | 0.9598 | nan | 0.8850 | 0.9888 | 0.9581 | 0.8352 | 0.9898 | 0.0 | 0.8831 | 0.9883 | 0.9552 | 0.8018 | 0.9881 |
0.0055 | 28.57 | 18800 | 0.0885 | 0.7682 | 0.9291 | 0.9621 | nan | 0.8810 | 0.9892 | 0.9627 | 0.8251 | 0.9875 | 0.0 | 0.8791 | 0.9884 | 0.9596 | 0.7957 | 0.9861 |
0.0208 | 28.6 | 18820 | 0.0878 | 0.7688 | 0.9289 | 0.9634 | nan | 0.8894 | 0.9879 | 0.9632 | 0.8141 | 0.9899 | 0.0 | 0.8876 | 0.9871 | 0.9603 | 0.7898 | 0.9880 |
0.0344 | 28.63 | 18840 | 0.0882 | 0.7688 | 0.9296 | 0.9622 | nan | 0.8924 | 0.9878 | 0.9613 | 0.8173 | 0.9891 | 0.0 | 0.8904 | 0.9871 | 0.9584 | 0.7895 | 0.9874 |
0.0259 | 28.66 | 18860 | 0.0884 | 0.7675 | 0.9292 | 0.9641 | nan | 0.8856 | 0.9887 | 0.9656 | 0.8194 | 0.9869 | 0.0 | 0.8841 | 0.9881 | 0.9622 | 0.7850 | 0.9856 |
0.0296 | 28.69 | 18880 | 0.0843 | 0.7715 | 0.9363 | 0.9622 | nan | 0.8922 | 0.9880 | 0.9605 | 0.8497 | 0.9911 | 0.0 | 0.8902 | 0.9875 | 0.9580 | 0.8041 | 0.9891 |
0.0048 | 28.72 | 18900 | 0.0802 | 0.7742 | 0.9382 | 0.9677 | nan | 0.8938 | 0.9892 | 0.9688 | 0.8489 | 0.9904 | 0.0 | 0.8916 | 0.9888 | 0.9660 | 0.8100 | 0.9889 |
0.0194 | 28.75 | 18920 | 0.0829 | 0.7728 | 0.9350 | 0.9603 | nan | 0.9011 | 0.9868 | 0.9569 | 0.8402 | 0.9900 | 0.0 | 0.8985 | 0.9864 | 0.9543 | 0.8093 | 0.9884 |
0.0027 | 28.78 | 18940 | 0.0818 | 0.7707 | 0.9329 | 0.9626 | nan | 0.8936 | 0.9869 | 0.9625 | 0.8350 | 0.9865 | 0.0 | 0.8914 | 0.9866 | 0.9596 | 0.8015 | 0.9853 |
0.0056 | 28.81 | 18960 | 0.0837 | 0.7682 | 0.9283 | 0.9631 | nan | 0.8862 | 0.9890 | 0.9628 | 0.8132 | 0.9905 | 0.0 | 0.8848 | 0.9885 | 0.9598 | 0.7876 | 0.9886 |
0.004 | 28.84 | 18980 | 0.0855 | 0.7667 | 0.9270 | 0.9591 | nan | 0.8775 | 0.9889 | 0.9584 | 0.8213 | 0.9889 | 0.0 | 0.8760 | 0.9885 | 0.9553 | 0.7931 | 0.9873 |
0.0077 | 28.88 | 19000 | 0.0837 | 0.7741 | 0.9362 | 0.9613 | nan | 0.9090 | 0.9877 | 0.9574 | 0.8368 | 0.9902 | 0.0 | 0.9068 | 0.9874 | 0.9545 | 0.8076 | 0.9884 |
0.0093 | 28.91 | 19020 | 0.0808 | 0.7732 | 0.9360 | 0.9649 | nan | 0.8995 | 0.9867 | 0.9642 | 0.8395 | 0.9904 | 0.0 | 0.8981 | 0.9864 | 0.9609 | 0.8049 | 0.9886 |
0.0045 | 28.94 | 19040 | 0.0830 | 0.7737 | 0.9373 | 0.9636 | nan | 0.8918 | 0.9883 | 0.9628 | 0.8527 | 0.9910 | 0.0 | 0.8900 | 0.9879 | 0.9599 | 0.8155 | 0.9887 |
0.0065 | 28.97 | 19060 | 0.0837 | 0.7770 | 0.9415 | 0.9661 | nan | 0.9006 | 0.9892 | 0.9657 | 0.8628 | 0.9892 | 0.0 | 0.8985 | 0.9887 | 0.9626 | 0.8248 | 0.9875 |
0.0047 | 29.0 | 19080 | 0.0832 | 0.7787 | 0.9435 | 0.9676 | nan | 0.9077 | 0.9891 | 0.9672 | 0.8644 | 0.9890 | 0.0 | 0.9055 | 0.9886 | 0.9641 | 0.8268 | 0.9874 |
0.0041 | 29.03 | 19100 | 0.0821 | 0.7731 | 0.9368 | 0.9604 | nan | 0.8965 | 0.9889 | 0.9579 | 0.8522 | 0.9886 | 0.0 | 0.8941 | 0.9882 | 0.9551 | 0.8139 | 0.9871 |
0.0049 | 29.06 | 19120 | 0.0831 | 0.7719 | 0.9353 | 0.9659 | nan | 0.8940 | 0.9906 | 0.9669 | 0.8386 | 0.9864 | 0.0 | 0.8919 | 0.9899 | 0.9636 | 0.8011 | 0.9852 |
0.0309 | 29.09 | 19140 | 0.0829 | 0.7679 | 0.9306 | 0.9621 | nan | 0.8889 | 0.9884 | 0.9621 | 0.8267 | 0.9867 | 0.0 | 0.8866 | 0.9878 | 0.9592 | 0.7881 | 0.9855 |
0.0181 | 29.12 | 19160 | 0.0829 | 0.7729 | 0.9359 | 0.9655 | nan | 0.8982 | 0.9897 | 0.9645 | 0.8353 | 0.9920 | 0.0 | 0.8959 | 0.9891 | 0.9617 | 0.8004 | 0.9901 |
0.0096 | 29.15 | 19180 | 0.0843 | 0.7689 | 0.9309 | 0.9620 | nan | 0.8884 | 0.9885 | 0.9603 | 0.8241 | 0.9931 | 0.0 | 0.8862 | 0.9879 | 0.9577 | 0.7912 | 0.9907 |
0.0206 | 29.18 | 19200 | 0.0891 | 0.7672 | 0.9286 | 0.9573 | nan | 0.8910 | 0.9878 | 0.9536 | 0.8210 | 0.9897 | 0.0 | 0.8887 | 0.9874 | 0.9511 | 0.7882 | 0.9880 |
0.0303 | 29.21 | 19220 | 0.0873 | 0.7732 | 0.9362 | 0.9649 | nan | 0.8923 | 0.9880 | 0.9655 | 0.8472 | 0.9881 | 0.0 | 0.8904 | 0.9876 | 0.9622 | 0.8120 | 0.9869 |
0.0127 | 29.24 | 19240 | 0.0878 | 0.7727 | 0.9352 | 0.9622 | nan | 0.8913 | 0.9872 | 0.9606 | 0.8451 | 0.9917 | 0.0 | 0.8892 | 0.9867 | 0.9579 | 0.8126 | 0.9896 |
0.005 | 29.27 | 19260 | 0.0861 | 0.7737 | 0.9374 | 0.9658 | nan | 0.8885 | 0.9886 | 0.9667 | 0.8527 | 0.9904 | 0.0 | 0.8869 | 0.9881 | 0.9634 | 0.8152 | 0.9885 |
0.0038 | 29.3 | 19280 | 0.0896 | 0.7768 | 0.9423 | 0.9681 | nan | 0.8978 | 0.9896 | 0.9685 | 0.8634 | 0.9920 | 0.0 | 0.8959 | 0.9890 | 0.9654 | 0.8207 | 0.9898 |
0.022 | 29.33 | 19300 | 0.0899 | 0.7745 | 0.9380 | 0.9638 | nan | 0.8958 | 0.9893 | 0.9621 | 0.8505 | 0.9926 | 0.0 | 0.8938 | 0.9888 | 0.9593 | 0.8149 | 0.9901 |
0.0018 | 29.36 | 19320 | 0.0910 | 0.7708 | 0.9329 | 0.9540 | nan | 0.8935 | 0.9884 | 0.9486 | 0.8460 | 0.9881 | 0.0 | 0.8916 | 0.9878 | 0.9462 | 0.8128 | 0.9862 |
0.0032 | 29.39 | 19340 | 0.0883 | 0.7734 | 0.9366 | 0.9633 | nan | 0.8946 | 0.9886 | 0.9626 | 0.8492 | 0.9883 | 0.0 | 0.8928 | 0.9880 | 0.9596 | 0.8135 | 0.9867 |
0.0065 | 29.42 | 19360 | 0.0841 | 0.7770 | 0.9428 | 0.9662 | nan | 0.9101 | 0.9894 | 0.9643 | 0.8592 | 0.9909 | 0.0 | 0.9077 | 0.9889 | 0.9616 | 0.8149 | 0.9890 |
0.0106 | 29.45 | 19380 | 0.0854 | 0.7776 | 0.9435 | 0.9682 | nan | 0.9036 | 0.9896 | 0.9686 | 0.8667 | 0.9888 | 0.0 | 0.9012 | 0.9890 | 0.9657 | 0.8221 | 0.9873 |
0.0039 | 29.48 | 19400 | 0.0857 | 0.7746 | 0.9408 | 0.9650 | nan | 0.9044 | 0.9901 | 0.9640 | 0.8580 | 0.9875 | 0.0 | 0.9016 | 0.9896 | 0.9612 | 0.8094 | 0.9861 |
0.0172 | 29.51 | 19420 | 0.0876 | 0.7698 | 0.9324 | 0.9611 | nan | 0.8774 | 0.9888 | 0.9616 | 0.8461 | 0.9879 | 0.0 | 0.8754 | 0.9883 | 0.9587 | 0.8098 | 0.9864 |
0.0076 | 29.54 | 19440 | 0.0890 | 0.7778 | 0.9432 | 0.9621 | nan | 0.9043 | 0.9882 | 0.9594 | 0.8754 | 0.9885 | 0.0 | 0.9016 | 0.9878 | 0.9567 | 0.8338 | 0.9868 |
0.0041 | 29.57 | 19460 | 0.0889 | 0.7756 | 0.9411 | 0.9636 | nan | 0.8926 | 0.9898 | 0.9632 | 0.8717 | 0.9881 | 0.0 | 0.8905 | 0.9893 | 0.9603 | 0.8272 | 0.9866 |
0.0115 | 29.6 | 19480 | 0.0879 | 0.7772 | 0.9428 | 0.9628 | nan | 0.8988 | 0.9903 | 0.9605 | 0.8746 | 0.9899 | 0.0 | 0.8966 | 0.9898 | 0.9579 | 0.8307 | 0.9880 |
0.0046 | 29.64 | 19500 | 0.0857 | 0.7741 | 0.9405 | 0.9624 | nan | 0.8879 | 0.9901 | 0.9617 | 0.8741 | 0.9889 | 0.0 | 0.8859 | 0.9897 | 0.9590 | 0.8230 | 0.9872 |
0.0044 | 29.67 | 19520 | 0.0825 | 0.7764 | 0.9409 | 0.9638 | nan | 0.8932 | 0.9874 | 0.9629 | 0.8697 | 0.9911 | 0.0 | 0.8912 | 0.9871 | 0.9602 | 0.8310 | 0.9889 |
0.0081 | 29.7 | 19540 | 0.0896 | 0.7749 | 0.9396 | 0.9629 | nan | 0.8881 | 0.9884 | 0.9619 | 0.8679 | 0.9918 | 0.0 | 0.8857 | 0.9880 | 0.9593 | 0.8270 | 0.9893 |
0.0045 | 29.73 | 19560 | 0.0902 | 0.7745 | 0.9379 | 0.9621 | nan | 0.8897 | 0.9887 | 0.9607 | 0.8596 | 0.9909 | 0.0 | 0.8876 | 0.9882 | 0.9580 | 0.8246 | 0.9887 |
0.0038 | 29.76 | 19580 | 0.0882 | 0.7753 | 0.9383 | 0.9606 | nan | 0.8972 | 0.9894 | 0.9574 | 0.8569 | 0.9906 | 0.0 | 0.8955 | 0.9889 | 0.9546 | 0.8239 | 0.9886 |
0.0034 | 29.79 | 19600 | 0.0913 | 0.7751 | 0.9399 | 0.9607 | nan | 0.8939 | 0.9889 | 0.9578 | 0.8672 | 0.9915 | 0.0 | 0.8920 | 0.9884 | 0.9551 | 0.8253 | 0.9894 |
0.0065 | 29.82 | 19620 | 0.0887 | 0.7780 | 0.9438 | 0.9631 | nan | 0.9037 | 0.9894 | 0.9599 | 0.8737 | 0.9923 | 0.0 | 0.9016 | 0.9888 | 0.9573 | 0.8307 | 0.9899 |
0.0176 | 29.85 | 19640 | 0.0852 | 0.7771 | 0.9419 | 0.9654 | nan | 0.8997 | 0.9877 | 0.9643 | 0.8656 | 0.9921 | 0.0 | 0.8974 | 0.9873 | 0.9616 | 0.8263 | 0.9899 |
0.0029 | 29.88 | 19660 | 0.0852 | 0.7746 | 0.9384 | 0.9625 | nan | 0.8960 | 0.9871 | 0.9612 | 0.8585 | 0.9890 | 0.0 | 0.8938 | 0.9866 | 0.9583 | 0.8216 | 0.9873 |
0.011 | 29.91 | 19680 | 0.0882 | 0.7738 | 0.9360 | 0.9642 | nan | 0.8938 | 0.9899 | 0.9635 | 0.8426 | 0.9900 | 0.0 | 0.8921 | 0.9893 | 0.9605 | 0.8128 | 0.9880 |
0.027 | 29.94 | 19700 | 0.0884 | 0.7600 | 0.9192 | 0.9573 | nan | 0.8756 | 0.9873 | 0.9565 | 0.7894 | 0.9872 | 0.0 | 0.8737 | 0.9867 | 0.9539 | 0.7603 | 0.9854 |
0.0048 | 29.97 | 19720 | 0.0894 | 0.7572 | 0.9150 | 0.9626 | nan | 0.8827 | 0.9890 | 0.9632 | 0.7509 | 0.9889 | 0.0 | 0.8811 | 0.9885 | 0.9603 | 0.7263 | 0.9870 |
0.016 | 30.0 | 19740 | 0.0866 | 0.7585 | 0.9165 | 0.9588 | nan | 0.8743 | 0.9861 | 0.9583 | 0.7731 | 0.9908 | 0.0 | 0.8726 | 0.9858 | 0.9555 | 0.7486 | 0.9888 |
0.0051 | 30.03 | 19760 | 0.0872 | 0.7689 | 0.9293 | 0.9626 | nan | 0.9033 | 0.9903 | 0.9600 | 0.8038 | 0.9893 | 0.0 | 0.9008 | 0.9897 | 0.9572 | 0.7781 | 0.9877 |
0.0096 | 30.06 | 19780 | 0.0832 | 0.7593 | 0.9174 | 0.9622 | nan | 0.8876 | 0.9900 | 0.9617 | 0.7587 | 0.9890 | 0.0 | 0.8859 | 0.9893 | 0.9589 | 0.7346 | 0.9873 |
0.0226 | 30.09 | 19800 | 0.0858 | 0.7619 | 0.9211 | 0.9651 | nan | 0.9037 | 0.9884 | 0.9637 | 0.7580 | 0.9915 | 0.0 | 0.9013 | 0.9880 | 0.9612 | 0.7314 | 0.9895 |
0.0119 | 30.12 | 19820 | 0.0887 | 0.7648 | 0.9248 | 0.9566 | nan | 0.8906 | 0.9892 | 0.9523 | 0.8012 | 0.9906 | 0.0 | 0.8889 | 0.9886 | 0.9498 | 0.7728 | 0.9886 |
0.0023 | 30.15 | 19840 | 0.0837 | 0.7718 | 0.9356 | 0.9618 | nan | 0.8888 | 0.9913 | 0.9596 | 0.8460 | 0.9925 | 0.0 | 0.8872 | 0.9900 | 0.9569 | 0.8069 | 0.9898 |
0.0038 | 30.18 | 19860 | 0.0864 | 0.7709 | 0.9354 | 0.9610 | nan | 0.8862 | 0.9880 | 0.9592 | 0.8512 | 0.9924 | 0.0 | 0.8844 | 0.9873 | 0.9566 | 0.8075 | 0.9897 |
0.0103 | 30.21 | 19880 | 0.0823 | 0.7659 | 0.9285 | 0.9649 | nan | 0.8852 | 0.9880 | 0.9656 | 0.8122 | 0.9916 | 0.0 | 0.8836 | 0.9875 | 0.9627 | 0.7721 | 0.9897 |
0.0244 | 30.24 | 19900 | 0.0829 | 0.7665 | 0.9275 | 0.9648 | nan | 0.8851 | 0.9893 | 0.9651 | 0.8052 | 0.9927 | 0.0 | 0.8834 | 0.9888 | 0.9624 | 0.7738 | 0.9905 |
0.0072 | 30.27 | 19920 | 0.0830 | 0.7642 | 0.9237 | 0.9588 | nan | 0.8904 | 0.9900 | 0.9552 | 0.7904 | 0.9927 | 0.0 | 0.8883 | 0.9894 | 0.9529 | 0.7647 | 0.9901 |
0.0099 | 30.3 | 19940 | 0.0862 | 0.7626 | 0.9218 | 0.9572 | nan | 0.8922 | 0.9900 | 0.9525 | 0.7817 | 0.9925 | 0.0 | 0.8901 | 0.9894 | 0.9504 | 0.7560 | 0.9898 |
0.0049 | 30.33 | 19960 | 0.0869 | 0.7624 | 0.9217 | 0.9606 | nan | 0.8858 | 0.9908 | 0.9583 | 0.7804 | 0.9932 | 0.0 | 0.8839 | 0.9902 | 0.9559 | 0.7540 | 0.9906 |
0.0044 | 30.36 | 19980 | 0.0857 | 0.7643 | 0.9245 | 0.9660 | nan | 0.8953 | 0.9873 | 0.9661 | 0.7821 | 0.9917 | 0.0 | 0.8931 | 0.9870 | 0.9634 | 0.7529 | 0.9897 |
0.0566 | 30.4 | 20000 | 0.0854 | 0.7633 | 0.9227 | 0.9589 | nan | 0.8813 | 0.9885 | 0.9567 | 0.7945 | 0.9926 | 0.0 | 0.8791 | 0.9880 | 0.9545 | 0.7680 | 0.9901 |
0.0265 | 30.43 | 20020 | 0.0862 | 0.7736 | 0.9373 | 0.9649 | nan | 0.9003 | 0.9882 | 0.9634 | 0.8424 | 0.9922 | 0.0 | 0.8973 | 0.9878 | 0.9610 | 0.8056 | 0.9899 |
0.023 | 30.46 | 20040 | 0.0876 | 0.7709 | 0.9349 | 0.9620 | nan | 0.8828 | 0.9892 | 0.9614 | 0.8506 | 0.9908 | 0.0 | 0.8803 | 0.9886 | 0.9588 | 0.8087 | 0.9888 |
0.0096 | 30.49 | 20060 | 0.0891 | 0.7709 | 0.9339 | 0.9623 | nan | 0.8938 | 0.9869 | 0.9608 | 0.8368 | 0.9912 | 0.0 | 0.8913 | 0.9866 | 0.9583 | 0.8001 | 0.9891 |
0.0306 | 30.52 | 20080 | 0.0906 | 0.7667 | 0.9287 | 0.9596 | nan | 0.8911 | 0.9901 | 0.9568 | 0.8155 | 0.9900 | 0.0 | 0.8885 | 0.9895 | 0.9545 | 0.7795 | 0.9880 |
0.0041 | 30.55 | 20100 | 0.0913 | 0.7643 | 0.9252 | 0.9629 | nan | 0.8865 | 0.9898 | 0.9626 | 0.7971 | 0.9901 | 0.0 | 0.8843 | 0.9892 | 0.9600 | 0.7641 | 0.9882 |
0.0058 | 30.58 | 20120 | 0.0882 | 0.7632 | 0.9235 | 0.9637 | nan | 0.8993 | 0.9871 | 0.9626 | 0.7789 | 0.9896 | 0.0 | 0.8969 | 0.9867 | 0.9601 | 0.7481 | 0.9877 |
0.0121 | 30.61 | 20140 | 0.0901 | 0.7611 | 0.9205 | 0.9611 | nan | 0.8992 | 0.9883 | 0.9590 | 0.7678 | 0.9880 | 0.0 | 0.8972 | 0.9879 | 0.9563 | 0.7386 | 0.9863 |
0.0333 | 30.64 | 20160 | 0.0878 | 0.7671 | 0.9273 | 0.9687 | nan | 0.9033 | 0.9897 | 0.9696 | 0.7850 | 0.9887 | 0.0 | 0.9013 | 0.9893 | 0.9665 | 0.7586 | 0.9870 |
0.0033 | 30.67 | 20180 | 0.0856 | 0.7744 | 0.9384 | 0.9663 | nan | 0.9049 | 0.9900 | 0.9654 | 0.8421 | 0.9897 | 0.0 | 0.9026 | 0.9895 | 0.9628 | 0.8036 | 0.9878 |
0.0347 | 30.7 | 20200 | 0.0860 | 0.7746 | 0.9398 | 0.9629 | nan | 0.9016 | 0.9898 | 0.9601 | 0.8563 | 0.9914 | 0.0 | 0.8989 | 0.9893 | 0.9577 | 0.8123 | 0.9892 |
0.0304 | 30.73 | 20220 | 0.0897 | 0.7727 | 0.9367 | 0.9611 | nan | 0.8823 | 0.9902 | 0.9602 | 0.8609 | 0.9901 | 0.0 | 0.8805 | 0.9896 | 0.9574 | 0.8200 | 0.9884 |
0.0095 | 30.76 | 20240 | 0.0880 | 0.7753 | 0.9395 | 0.9615 | nan | 0.8990 | 0.9907 | 0.9583 | 0.8586 | 0.9909 | 0.0 | 0.8968 | 0.9901 | 0.9558 | 0.8203 | 0.9889 |
0.0267 | 30.79 | 20260 | 0.0879 | 0.7742 | 0.9375 | 0.9636 | nan | 0.9065 | 0.9892 | 0.9614 | 0.8421 | 0.9883 | 0.0 | 0.9042 | 0.9886 | 0.9589 | 0.8073 | 0.9865 |
0.0058 | 30.82 | 20280 | 0.0867 | 0.7756 | 0.9411 | 0.9651 | nan | 0.9041 | 0.9899 | 0.9636 | 0.8586 | 0.9894 | 0.0 | 0.9022 | 0.9891 | 0.9609 | 0.8134 | 0.9878 |
0.0123 | 30.85 | 20300 | 0.0954 | 0.7754 | 0.9419 | 0.9613 | nan | 0.8978 | 0.9907 | 0.9584 | 0.8729 | 0.9897 | 0.0 | 0.8957 | 0.9899 | 0.9560 | 0.8231 | 0.9879 |
0.0313 | 30.88 | 20320 | 0.0924 | 0.7768 | 0.9430 | 0.9643 | nan | 0.9000 | 0.9889 | 0.9631 | 0.8739 | 0.9890 | 0.0 | 0.8981 | 0.9884 | 0.9603 | 0.8268 | 0.9873 |
0.0122 | 30.91 | 20340 | 0.0909 | 0.7730 | 0.9371 | 0.9609 | nan | 0.8857 | 0.9894 | 0.9601 | 0.8625 | 0.9879 | 0.0 | 0.8837 | 0.9889 | 0.9573 | 0.8219 | 0.9862 |
0.0065 | 30.94 | 20360 | 0.0899 | 0.7749 | 0.9409 | 0.9635 | nan | 0.8831 | 0.9893 | 0.9637 | 0.8780 | 0.9904 | 0.0 | 0.8806 | 0.9887 | 0.9611 | 0.8307 | 0.9885 |
0.0141 | 30.97 | 20380 | 0.0900 | 0.7747 | 0.9404 | 0.9575 | nan | 0.8887 | 0.9900 | 0.9532 | 0.8783 | 0.9919 | 0.0 | 0.8862 | 0.9894 | 0.9510 | 0.8320 | 0.9895 |
0.0053 | 31.0 | 20400 | 0.0923 | 0.7787 | 0.9446 | 0.9664 | nan | 0.8993 | 0.9908 | 0.9661 | 0.8777 | 0.9892 | 0.0 | 0.8978 | 0.9900 | 0.9630 | 0.8341 | 0.9875 |
0.0044 | 31.03 | 20420 | 0.0863 | 0.7758 | 0.9405 | 0.9629 | nan | 0.8935 | 0.9879 | 0.9615 | 0.8685 | 0.9912 | 0.0 | 0.8913 | 0.9873 | 0.9589 | 0.8281 | 0.9891 |
0.0311 | 31.06 | 20440 | 0.0868 | 0.7728 | 0.9366 | 0.9625 | nan | 0.8909 | 0.9883 | 0.9613 | 0.8518 | 0.9906 | 0.0 | 0.8890 | 0.9877 | 0.9585 | 0.8130 | 0.9888 |
0.0093 | 31.09 | 20460 | 0.0936 | 0.7761 | 0.9411 | 0.9650 | nan | 0.8956 | 0.9886 | 0.9644 | 0.8658 | 0.9910 | 0.0 | 0.8933 | 0.9880 | 0.9615 | 0.8247 | 0.9893 |
0.0105 | 31.12 | 20480 | 0.0923 | 0.7698 | 0.9325 | 0.9594 | nan | 0.8611 | 0.9873 | 0.9605 | 0.8631 | 0.9906 | 0.0 | 0.8589 | 0.9869 | 0.9577 | 0.8267 | 0.9888 |
0.0274 | 31.16 | 20500 | 0.0893 | 0.7703 | 0.9319 | 0.9611 | nan | 0.8724 | 0.9891 | 0.9614 | 0.8460 | 0.9908 | 0.0 | 0.8700 | 0.9887 | 0.9587 | 0.8155 | 0.9889 |
0.0264 | 31.19 | 20520 | 0.0938 | 0.7724 | 0.9343 | 0.9636 | nan | 0.8875 | 0.9895 | 0.9636 | 0.8415 | 0.9892 | 0.0 | 0.8854 | 0.9890 | 0.9607 | 0.8119 | 0.9876 |
0.0353 | 31.22 | 20540 | 0.0919 | 0.7736 | 0.9353 | 0.9616 | nan | 0.8930 | 0.9888 | 0.9596 | 0.8446 | 0.9906 | 0.0 | 0.8907 | 0.9883 | 0.9570 | 0.8166 | 0.9887 |
0.004 | 31.25 | 20560 | 0.0919 | 0.7750 | 0.9377 | 0.9649 | nan | 0.8922 | 0.9885 | 0.9645 | 0.8509 | 0.9922 | 0.0 | 0.8901 | 0.9880 | 0.9618 | 0.8201 | 0.9901 |
0.0099 | 31.28 | 20580 | 0.0880 | 0.7768 | 0.9412 | 0.9644 | nan | 0.9070 | 0.9888 | 0.9621 | 0.8579 | 0.9901 | 0.0 | 0.9044 | 0.9882 | 0.9595 | 0.8198 | 0.9885 |
0.035 | 31.31 | 20600 | 0.0863 | 0.7754 | 0.9383 | 0.9626 | nan | 0.9045 | 0.9883 | 0.9597 | 0.8484 | 0.9906 | 0.0 | 0.9021 | 0.9878 | 0.9572 | 0.8168 | 0.9887 |
0.0026 | 31.34 | 20620 | 0.0878 | 0.7796 | 0.9470 | 0.9685 | nan | 0.8993 | 0.9898 | 0.9693 | 0.8862 | 0.9901 | 0.0 | 0.8972 | 0.9893 | 0.9664 | 0.8365 | 0.9884 |
0.0289 | 31.37 | 20640 | 0.0889 | 0.7738 | 0.9408 | 0.9573 | nan | 0.8935 | 0.9875 | 0.9536 | 0.8812 | 0.9883 | 0.0 | 0.8910 | 0.9871 | 0.9511 | 0.8268 | 0.9865 |
0.006 | 31.4 | 20660 | 0.0917 | 0.7745 | 0.9393 | 0.9551 | nan | 0.9049 | 0.9907 | 0.9485 | 0.8647 | 0.9878 | 0.0 | 0.9026 | 0.9902 | 0.9460 | 0.8221 | 0.9861 |
0.0042 | 31.43 | 20680 | 0.0864 | 0.7767 | 0.9412 | 0.9659 | nan | 0.8989 | 0.9894 | 0.9656 | 0.8625 | 0.9896 | 0.0 | 0.8970 | 0.9890 | 0.9626 | 0.8238 | 0.9880 |
0.0093 | 31.46 | 20700 | 0.0891 | 0.7731 | 0.9354 | 0.9609 | nan | 0.8976 | 0.9901 | 0.9578 | 0.8407 | 0.9907 | 0.0 | 0.8953 | 0.9895 | 0.9554 | 0.8099 | 0.9885 |
0.0035 | 31.49 | 20720 | 0.0934 | 0.7737 | 0.9356 | 0.9653 | nan | 0.8940 | 0.9899 | 0.9655 | 0.8397 | 0.9887 | 0.0 | 0.8920 | 0.9893 | 0.9628 | 0.8116 | 0.9868 |
0.0015 | 31.52 | 20740 | 0.0978 | 0.7718 | 0.9326 | 0.9617 | nan | 0.9023 | 0.9887 | 0.9595 | 0.8255 | 0.9870 | 0.0 | 0.9000 | 0.9883 | 0.9571 | 0.8000 | 0.9852 |
0.0021 | 31.55 | 20760 | 0.0974 | 0.7715 | 0.9324 | 0.9599 | nan | 0.8985 | 0.9896 | 0.9560 | 0.8263 | 0.9914 | 0.0 | 0.8963 | 0.9891 | 0.9538 | 0.8005 | 0.9889 |
0.0078 | 31.58 | 20780 | 0.0977 | 0.7747 | 0.9369 | 0.9630 | nan | 0.9005 | 0.9902 | 0.9600 | 0.8410 | 0.9926 | 0.0 | 0.8983 | 0.9897 | 0.9577 | 0.8121 | 0.9902 |
0.008 | 31.61 | 20800 | 0.0968 | 0.7746 | 0.9369 | 0.9634 | nan | 0.8990 | 0.9889 | 0.9612 | 0.8431 | 0.9922 | 0.0 | 0.8972 | 0.9885 | 0.9588 | 0.8132 | 0.9900 |
0.0044 | 31.64 | 20820 | 0.0980 | 0.7764 | 0.9403 | 0.9601 | nan | 0.9036 | 0.9897 | 0.9554 | 0.8607 | 0.9920 | 0.0 | 0.9018 | 0.9892 | 0.9530 | 0.8243 | 0.9898 |
0.0092 | 31.67 | 20840 | 0.0939 | 0.7759 | 0.9404 | 0.9609 | nan | 0.8978 | 0.9907 | 0.9574 | 0.8653 | 0.9910 | 0.0 | 0.8960 | 0.9902 | 0.9549 | 0.8249 | 0.9892 |
0.0053 | 31.7 | 20860 | 0.0956 | 0.7717 | 0.9364 | 0.9583 | nan | 0.8860 | 0.9877 | 0.9552 | 0.8608 | 0.9924 | 0.0 | 0.8840 | 0.9872 | 0.9531 | 0.8156 | 0.9901 |
0.0439 | 31.73 | 20880 | 0.1011 | 0.7701 | 0.9353 | 0.9553 | nan | 0.8890 | 0.9883 | 0.9500 | 0.8571 | 0.9923 | 0.0 | 0.8865 | 0.9878 | 0.9482 | 0.8082 | 0.9898 |
0.0139 | 31.76 | 20900 | 0.0952 | 0.7747 | 0.9402 | 0.9607 | nan | 0.8955 | 0.9887 | 0.9576 | 0.8680 | 0.9914 | 0.0 | 0.8936 | 0.9882 | 0.9553 | 0.8219 | 0.9890 |
0.0028 | 31.79 | 20920 | 0.0974 | 0.7769 | 0.9431 | 0.9617 | nan | 0.9080 | 0.9883 | 0.9577 | 0.8709 | 0.9909 | 0.0 | 0.9059 | 0.9879 | 0.9554 | 0.8235 | 0.9886 |
0.0314 | 31.82 | 20940 | 0.0953 | 0.7779 | 0.9435 | 0.9627 | nan | 0.9078 | 0.9899 | 0.9593 | 0.8703 | 0.9903 | 0.0 | 0.9061 | 0.9894 | 0.9567 | 0.8269 | 0.9883 |
0.008 | 31.85 | 20960 | 0.0898 | 0.7776 | 0.9435 | 0.9641 | nan | 0.9002 | 0.9895 | 0.9618 | 0.8734 | 0.9927 | 0.0 | 0.8984 | 0.9891 | 0.9592 | 0.8285 | 0.9903 |
0.0054 | 31.88 | 20980 | 0.0910 | 0.7763 | 0.9413 | 0.9637 | nan | 0.9002 | 0.9887 | 0.9616 | 0.8650 | 0.9911 | 0.0 | 0.8981 | 0.9883 | 0.9590 | 0.8232 | 0.9892 |
0.004 | 31.91 | 21000 | 0.0930 | 0.7748 | 0.9382 | 0.9621 | nan | 0.8969 | 0.9902 | 0.9598 | 0.8540 | 0.9903 | 0.0 | 0.8951 | 0.9896 | 0.9571 | 0.8189 | 0.9883 |
0.0136 | 31.95 | 21020 | 0.0912 | 0.7769 | 0.9409 | 0.9631 | nan | 0.9017 | 0.9894 | 0.9604 | 0.8617 | 0.9914 | 0.0 | 0.8996 | 0.9888 | 0.9580 | 0.8259 | 0.9891 |
0.0086 | 31.98 | 21040 | 0.0884 | 0.7778 | 0.9430 | 0.9646 | nan | 0.9016 | 0.9903 | 0.9630 | 0.8705 | 0.9897 | 0.0 | 0.8997 | 0.9897 | 0.9602 | 0.8295 | 0.9877 |
0.0039 | 32.01 | 21060 | 0.0897 | 0.7762 | 0.9412 | 0.9645 | nan | 0.9011 | 0.9872 | 0.9630 | 0.8638 | 0.9910 | 0.0 | 0.8988 | 0.9867 | 0.9605 | 0.8221 | 0.9889 |
0.005 | 32.04 | 21080 | 0.0979 | 0.7802 | 0.9479 | 0.9680 | nan | 0.9063 | 0.9903 | 0.9670 | 0.8838 | 0.9919 | 0.0 | 0.9041 | 0.9896 | 0.9641 | 0.8336 | 0.9901 |
0.0202 | 32.07 | 21100 | 0.1006 | 0.7738 | 0.9414 | 0.9583 | nan | 0.8936 | 0.9889 | 0.9542 | 0.8789 | 0.9913 | 0.0 | 0.8915 | 0.9884 | 0.9516 | 0.8223 | 0.9893 |
0.0135 | 32.1 | 21120 | 0.0997 | 0.7757 | 0.9418 | 0.9633 | nan | 0.8954 | 0.9901 | 0.9617 | 0.8710 | 0.9906 | 0.0 | 0.8938 | 0.9895 | 0.9588 | 0.8230 | 0.9889 |
0.0135 | 32.13 | 21140 | 0.0938 | 0.7761 | 0.9419 | 0.9628 | nan | 0.8999 | 0.9886 | 0.9604 | 0.8691 | 0.9912 | 0.0 | 0.8980 | 0.9881 | 0.9577 | 0.8237 | 0.9892 |
0.0036 | 32.16 | 21160 | 0.0897 | 0.7758 | 0.9407 | 0.9593 | nan | 0.8987 | 0.9876 | 0.9550 | 0.8704 | 0.9921 | 0.0 | 0.8967 | 0.9871 | 0.9525 | 0.8283 | 0.9899 |
0.0072 | 32.19 | 21180 | 0.0954 | 0.7765 | 0.9400 | 0.9607 | nan | 0.8963 | 0.9894 | 0.9569 | 0.8643 | 0.9932 | 0.0 | 0.8942 | 0.9888 | 0.9544 | 0.8307 | 0.9905 |
0.0066 | 32.22 | 21200 | 0.0985 | 0.7741 | 0.9378 | 0.9616 | nan | 0.8885 | 0.9899 | 0.9597 | 0.8596 | 0.9915 | 0.0 | 0.8866 | 0.9893 | 0.9570 | 0.8224 | 0.9894 |
0.0071 | 32.25 | 21220 | 0.0992 | 0.7713 | 0.9347 | 0.9587 | nan | 0.8890 | 0.9893 | 0.9556 | 0.8488 | 0.9907 | 0.0 | 0.8872 | 0.9888 | 0.9531 | 0.8105 | 0.9884 |
0.0546 | 32.28 | 21240 | 0.0983 | 0.7728 | 0.9363 | 0.9639 | nan | 0.8924 | 0.9885 | 0.9631 | 0.8462 | 0.9913 | 0.0 | 0.8905 | 0.9880 | 0.9604 | 0.8088 | 0.9891 |
0.0078 | 32.31 | 21260 | 0.0999 | 0.7736 | 0.9385 | 0.9579 | nan | 0.9005 | 0.9894 | 0.9529 | 0.8594 | 0.9904 | 0.0 | 0.8979 | 0.9888 | 0.9505 | 0.8157 | 0.9885 |
0.0049 | 32.34 | 21280 | 0.1008 | 0.7743 | 0.9388 | 0.9600 | nan | 0.8976 | 0.9882 | 0.9562 | 0.8598 | 0.9922 | 0.0 | 0.8951 | 0.9877 | 0.9537 | 0.8193 | 0.9900 |
0.0018 | 32.37 | 21300 | 0.0973 | 0.7744 | 0.9375 | 0.9621 | nan | 0.8979 | 0.9876 | 0.9596 | 0.8505 | 0.9922 | 0.0 | 0.8957 | 0.9872 | 0.9569 | 0.8168 | 0.9899 |
0.0142 | 32.4 | 21320 | 0.0944 | 0.7734 | 0.9372 | 0.9588 | nan | 0.8937 | 0.9883 | 0.9552 | 0.8581 | 0.9910 | 0.0 | 0.8916 | 0.9878 | 0.9526 | 0.8194 | 0.9889 |
0.0098 | 32.43 | 21340 | 0.1006 | 0.7726 | 0.9361 | 0.9598 | nan | 0.8951 | 0.9867 | 0.9566 | 0.8507 | 0.9914 | 0.0 | 0.8931 | 0.9863 | 0.9540 | 0.8130 | 0.9892 |
0.0035 | 32.46 | 21360 | 0.1012 | 0.7730 | 0.9359 | 0.9630 | nan | 0.8949 | 0.9886 | 0.9615 | 0.8443 | 0.9904 | 0.0 | 0.8934 | 0.9881 | 0.9586 | 0.8092 | 0.9885 |
0.0051 | 32.49 | 21380 | 0.0971 | 0.7737 | 0.9373 | 0.9605 | nan | 0.9044 | 0.9887 | 0.9563 | 0.8460 | 0.9910 | 0.0 | 0.9025 | 0.9881 | 0.9538 | 0.8086 | 0.9891 |
0.0059 | 32.52 | 21400 | 0.0935 | 0.7711 | 0.9347 | 0.9586 | nan | 0.8945 | 0.9898 | 0.9557 | 0.8474 | 0.9863 | 0.0 | 0.8926 | 0.9892 | 0.9530 | 0.8066 | 0.9850 |
0.0124 | 32.55 | 21420 | 0.0923 | 0.7712 | 0.9354 | 0.9612 | nan | 0.8849 | 0.9876 | 0.9604 | 0.8542 | 0.9898 | 0.0 | 0.8829 | 0.9871 | 0.9577 | 0.8115 | 0.9878 |
0.0094 | 32.58 | 21440 | 0.0952 | 0.7725 | 0.9363 | 0.9623 | nan | 0.8870 | 0.9872 | 0.9620 | 0.8562 | 0.9892 | 0.0 | 0.8853 | 0.9867 | 0.9591 | 0.8168 | 0.9873 |
0.0102 | 32.61 | 21460 | 0.0940 | 0.7726 | 0.9352 | 0.9628 | nan | 0.8876 | 0.9880 | 0.9624 | 0.8476 | 0.9902 | 0.0 | 0.8859 | 0.9875 | 0.9595 | 0.8148 | 0.9881 |
0.002 | 32.64 | 21480 | 0.0954 | 0.7703 | 0.9326 | 0.9589 | nan | 0.8776 | 0.9891 | 0.9580 | 0.8498 | 0.9885 | 0.0 | 0.8761 | 0.9886 | 0.9551 | 0.8151 | 0.9867 |
0.0054 | 32.67 | 21500 | 0.0923 | 0.7708 | 0.9334 | 0.9594 | nan | 0.8793 | 0.9896 | 0.9583 | 0.8505 | 0.9891 | 0.0 | 0.8779 | 0.9891 | 0.9554 | 0.8153 | 0.9873 |
0.0086 | 32.71 | 21520 | 0.0950 | 0.7732 | 0.9370 | 0.9596 | nan | 0.8925 | 0.9885 | 0.9564 | 0.8561 | 0.9916 | 0.0 | 0.8907 | 0.9881 | 0.9537 | 0.8173 | 0.9892 |
0.0368 | 32.74 | 21540 | 0.0976 | 0.7749 | 0.9385 | 0.9640 | nan | 0.8965 | 0.9892 | 0.9626 | 0.8535 | 0.9909 | 0.0 | 0.8948 | 0.9887 | 0.9597 | 0.8174 | 0.9888 |
0.0066 | 32.77 | 21560 | 0.0977 | 0.7732 | 0.9368 | 0.9591 | nan | 0.8959 | 0.9880 | 0.9552 | 0.8529 | 0.9920 | 0.0 | 0.8937 | 0.9876 | 0.9527 | 0.8158 | 0.9896 |
0.012 | 32.8 | 21580 | 0.0966 | 0.7741 | 0.9403 | 0.9616 | nan | 0.9036 | 0.9897 | 0.9588 | 0.8618 | 0.9876 | 0.0 | 0.9012 | 0.9892 | 0.9561 | 0.8118 | 0.9861 |
0.007 | 32.83 | 21600 | 0.0961 | 0.7723 | 0.9379 | 0.9633 | nan | 0.8902 | 0.9882 | 0.9637 | 0.8605 | 0.9867 | 0.0 | 0.8884 | 0.9877 | 0.9607 | 0.8120 | 0.9852 |
0.0434 | 32.86 | 21620 | 0.0918 | 0.7725 | 0.9371 | 0.9629 | nan | 0.8938 | 0.9885 | 0.9624 | 0.8535 | 0.9872 | 0.0 | 0.8917 | 0.9879 | 0.9596 | 0.8099 | 0.9857 |
0.0107 | 32.89 | 21640 | 0.0946 | 0.7720 | 0.9349 | 0.9630 | nan | 0.8932 | 0.9881 | 0.9617 | 0.8405 | 0.9909 | 0.0 | 0.8913 | 0.9872 | 0.9590 | 0.8058 | 0.9888 |
0.0149 | 32.92 | 21660 | 0.0985 | 0.7705 | 0.9324 | 0.9616 | nan | 0.8917 | 0.9871 | 0.9600 | 0.8327 | 0.9907 | 0.0 | 0.8901 | 0.9864 | 0.9572 | 0.8008 | 0.9885 |
0.0111 | 32.95 | 21680 | 0.0910 | 0.7714 | 0.9335 | 0.9655 | nan | 0.8972 | 0.9895 | 0.9651 | 0.8255 | 0.9902 | 0.0 | 0.8958 | 0.9889 | 0.9621 | 0.7937 | 0.9882 |
0.0079 | 32.98 | 21700 | 0.0923 | 0.7732 | 0.9356 | 0.9669 | nan | 0.8979 | 0.9896 | 0.9670 | 0.8329 | 0.9905 | 0.0 | 0.8964 | 0.9890 | 0.9639 | 0.8013 | 0.9885 |
0.0032 | 33.01 | 21720 | 0.0909 | 0.7718 | 0.9340 | 0.9660 | nan | 0.8964 | 0.9886 | 0.9661 | 0.8284 | 0.9906 | 0.0 | 0.8946 | 0.9882 | 0.9630 | 0.7961 | 0.9887 |
0.0031 | 33.04 | 21740 | 0.0861 | 0.7698 | 0.9314 | 0.9633 | nan | 0.8956 | 0.9876 | 0.9623 | 0.8213 | 0.9899 | 0.0 | 0.8938 | 0.9873 | 0.9593 | 0.7904 | 0.9882 |
0.0104 | 33.07 | 21760 | 0.0898 | 0.7723 | 0.9357 | 0.9651 | nan | 0.8942 | 0.9865 | 0.9652 | 0.8421 | 0.9907 | 0.0 | 0.8923 | 0.9862 | 0.9620 | 0.8046 | 0.9888 |
0.0504 | 33.1 | 21780 | 0.0901 | 0.7753 | 0.9402 | 0.9657 | nan | 0.8998 | 0.9889 | 0.9649 | 0.8563 | 0.9908 | 0.0 | 0.8972 | 0.9885 | 0.9621 | 0.8152 | 0.9889 |
0.0029 | 33.13 | 21800 | 0.0894 | 0.7752 | 0.9404 | 0.9629 | nan | 0.8966 | 0.9884 | 0.9611 | 0.8653 | 0.9909 | 0.0 | 0.8943 | 0.9879 | 0.9584 | 0.8216 | 0.9889 |
0.0078 | 33.16 | 21820 | 0.0931 | 0.7724 | 0.9368 | 0.9594 | nan | 0.8895 | 0.9880 | 0.9567 | 0.8589 | 0.9907 | 0.0 | 0.8875 | 0.9875 | 0.9541 | 0.8168 | 0.9887 |
0.012 | 33.19 | 21840 | 0.0933 | 0.7729 | 0.9357 | 0.9609 | nan | 0.8906 | 0.9891 | 0.9593 | 0.8510 | 0.9885 | 0.0 | 0.8887 | 0.9885 | 0.9565 | 0.8169 | 0.9867 |
0.0066 | 33.22 | 21860 | 0.0920 | 0.7735 | 0.9373 | 0.9608 | nan | 0.8963 | 0.9876 | 0.9589 | 0.8564 | 0.9873 | 0.0 | 0.8943 | 0.9871 | 0.9562 | 0.8177 | 0.9857 |
0.0099 | 33.25 | 21880 | 0.0921 | 0.7772 | 0.9428 | 0.9634 | nan | 0.8997 | 0.9901 | 0.9615 | 0.8729 | 0.9898 | 0.0 | 0.8976 | 0.9894 | 0.9588 | 0.8294 | 0.9878 |
0.0131 | 33.28 | 21900 | 0.0988 | 0.7806 | 0.9452 | 0.9709 | nan | 0.9040 | 0.9912 | 0.9718 | 0.8672 | 0.9919 | 0.0 | 0.9024 | 0.9904 | 0.9685 | 0.8327 | 0.9897 |
0.0034 | 33.31 | 21920 | 0.0927 | 0.7759 | 0.9403 | 0.9642 | nan | 0.8929 | 0.9861 | 0.9637 | 0.8674 | 0.9910 | 0.0 | 0.8912 | 0.9857 | 0.9609 | 0.8289 | 0.9889 |
0.0259 | 33.34 | 21940 | 0.0925 | 0.7742 | 0.9374 | 0.9602 | nan | 0.8921 | 0.9887 | 0.9572 | 0.8573 | 0.9917 | 0.0 | 0.8901 | 0.9882 | 0.9547 | 0.8229 | 0.9894 |
0.0045 | 33.37 | 21960 | 0.0951 | 0.7726 | 0.9364 | 0.9607 | nan | 0.8810 | 0.9887 | 0.9600 | 0.8621 | 0.9900 | 0.0 | 0.8791 | 0.9882 | 0.9572 | 0.8231 | 0.9882 |
0.006 | 33.4 | 21980 | 0.0897 | 0.7748 | 0.9392 | 0.9623 | nan | 0.8934 | 0.9904 | 0.9604 | 0.8616 | 0.9900 | 0.0 | 0.8911 | 0.9899 | 0.9579 | 0.8217 | 0.9881 |
0.0064 | 33.43 | 22000 | 0.0944 | 0.7739 | 0.9379 | 0.9621 | nan | 0.8891 | 0.9881 | 0.9609 | 0.8607 | 0.9907 | 0.0 | 0.8870 | 0.9876 | 0.9583 | 0.8219 | 0.9887 |
0.006 | 33.47 | 22020 | 0.0922 | 0.7717 | 0.9345 | 0.9621 | nan | 0.8838 | 0.9889 | 0.9619 | 0.8486 | 0.9894 | 0.0 | 0.8817 | 0.9885 | 0.9591 | 0.8133 | 0.9876 |
0.0175 | 33.5 | 22040 | 0.0934 | 0.7735 | 0.9360 | 0.9643 | nan | 0.8896 | 0.9883 | 0.9642 | 0.8466 | 0.9913 | 0.0 | 0.8874 | 0.9879 | 0.9613 | 0.8151 | 0.9892 |
0.0021 | 33.53 | 22060 | 0.0901 | 0.7751 | 0.9389 | 0.9635 | nan | 0.8933 | 0.9894 | 0.9623 | 0.8584 | 0.9909 | 0.0 | 0.8913 | 0.9890 | 0.9595 | 0.8221 | 0.9889 |
0.0136 | 33.56 | 22080 | 0.0953 | 0.7711 | 0.9341 | 0.9589 | nan | 0.8916 | 0.9883 | 0.9557 | 0.8445 | 0.9905 | 0.0 | 0.8895 | 0.9878 | 0.9530 | 0.8078 | 0.9886 |
0.0061 | 33.59 | 22100 | 0.0934 | 0.7731 | 0.9371 | 0.9624 | nan | 0.8888 | 0.9885 | 0.9609 | 0.8548 | 0.9926 | 0.0 | 0.8867 | 0.9879 | 0.9584 | 0.8152 | 0.9902 |
0.0077 | 33.62 | 22120 | 0.0930 | 0.7734 | 0.9368 | 0.9611 | nan | 0.8894 | 0.9876 | 0.9587 | 0.8551 | 0.9931 | 0.0 | 0.8874 | 0.9870 | 0.9563 | 0.8191 | 0.9906 |
0.008 | 33.65 | 22140 | 0.0887 | 0.7738 | 0.9368 | 0.9601 | nan | 0.8925 | 0.9896 | 0.9577 | 0.8553 | 0.9890 | 0.0 | 0.8904 | 0.9891 | 0.9550 | 0.8212 | 0.9873 |
0.0024 | 33.68 | 22160 | 0.0914 | 0.7724 | 0.9354 | 0.9608 | nan | 0.8862 | 0.9884 | 0.9599 | 0.8542 | 0.9881 | 0.0 | 0.8841 | 0.9879 | 0.9571 | 0.8186 | 0.9866 |
0.011 | 33.71 | 22180 | 0.0894 | 0.7750 | 0.9383 | 0.9641 | nan | 0.8951 | 0.9888 | 0.9627 | 0.8527 | 0.9920 | 0.0 | 0.8930 | 0.9884 | 0.9599 | 0.8187 | 0.9899 |
0.0392 | 33.74 | 22200 | 0.0929 | 0.7726 | 0.9364 | 0.9620 | nan | 0.8883 | 0.9868 | 0.9612 | 0.8553 | 0.9903 | 0.0 | 0.8862 | 0.9865 | 0.9584 | 0.8161 | 0.9885 |
0.0043 | 33.77 | 22220 | 0.0960 | 0.7726 | 0.9370 | 0.9597 | nan | 0.8933 | 0.9874 | 0.9567 | 0.8567 | 0.9911 | 0.0 | 0.8912 | 0.9870 | 0.9542 | 0.8143 | 0.9892 |
0.0018 | 33.8 | 22240 | 0.0967 | 0.7736 | 0.9369 | 0.9632 | nan | 0.8894 | 0.9890 | 0.9625 | 0.8532 | 0.9906 | 0.0 | 0.8876 | 0.9886 | 0.9598 | 0.8171 | 0.9888 |
0.0026 | 33.83 | 22260 | 0.0964 | 0.7746 | 0.9378 | 0.9619 | nan | 0.8970 | 0.9889 | 0.9594 | 0.8527 | 0.9911 | 0.0 | 0.8952 | 0.9884 | 0.9568 | 0.8182 | 0.9891 |
0.0027 | 33.86 | 22280 | 0.1005 | 0.7749 | 0.9372 | 0.9607 | nan | 0.9036 | 0.9882 | 0.9568 | 0.8465 | 0.9909 | 0.0 | 0.9018 | 0.9877 | 0.9544 | 0.8167 | 0.9889 |
0.0229 | 33.89 | 22300 | 0.0972 | 0.7750 | 0.9373 | 0.9631 | nan | 0.8964 | 0.9889 | 0.9616 | 0.8498 | 0.9899 | 0.0 | 0.8948 | 0.9885 | 0.9588 | 0.8194 | 0.9881 |
0.0323 | 33.92 | 22320 | 0.0982 | 0.7739 | 0.9369 | 0.9619 | nan | 0.8952 | 0.9880 | 0.9595 | 0.8500 | 0.9920 | 0.0 | 0.8934 | 0.9876 | 0.9569 | 0.8157 | 0.9898 |
0.0035 | 33.95 | 22340 | 0.0979 | 0.7740 | 0.9371 | 0.9615 | nan | 0.8994 | 0.9890 | 0.9583 | 0.8472 | 0.9914 | 0.0 | 0.8974 | 0.9885 | 0.9557 | 0.8133 | 0.9894 |
0.0465 | 33.98 | 22360 | 0.0987 | 0.7739 | 0.9372 | 0.9633 | nan | 0.8916 | 0.9889 | 0.9620 | 0.8511 | 0.9924 | 0.0 | 0.8897 | 0.9883 | 0.9593 | 0.8156 | 0.9902 |
0.0666 | 34.01 | 22380 | 0.0964 | 0.7730 | 0.9365 | 0.9599 | nan | 0.8945 | 0.9887 | 0.9566 | 0.8513 | 0.9914 | 0.0 | 0.8924 | 0.9882 | 0.9539 | 0.8141 | 0.9896 |
0.0077 | 34.04 | 22400 | 0.1050 | 0.7672 | 0.9294 | 0.9540 | nan | 0.8768 | 0.9879 | 0.9500 | 0.8410 | 0.9912 | 0.0 | 0.8751 | 0.9875 | 0.9473 | 0.8036 | 0.9893 |
0.0025 | 34.07 | 22420 | 0.0995 | 0.7718 | 0.9355 | 0.9608 | nan | 0.8927 | 0.9890 | 0.9580 | 0.8459 | 0.9918 | 0.0 | 0.8907 | 0.9886 | 0.9553 | 0.8064 | 0.9899 |
0.0084 | 34.1 | 22440 | 0.0946 | 0.7710 | 0.9337 | 0.9615 | nan | 0.8840 | 0.9884 | 0.9607 | 0.8450 | 0.9905 | 0.0 | 0.8822 | 0.9880 | 0.9580 | 0.8091 | 0.9888 |
0.0017 | 34.13 | 22460 | 0.0946 | 0.7735 | 0.9373 | 0.9642 | nan | 0.8909 | 0.9885 | 0.9637 | 0.8523 | 0.9912 | 0.0 | 0.8888 | 0.9882 | 0.9609 | 0.8137 | 0.9893 |
0.0056 | 34.16 | 22480 | 0.0922 | 0.7707 | 0.9323 | 0.9605 | nan | 0.8866 | 0.9888 | 0.9590 | 0.8373 | 0.9898 | 0.0 | 0.8845 | 0.9884 | 0.9564 | 0.8076 | 0.9875 |
0.0039 | 34.19 | 22500 | 0.0900 | 0.7736 | 0.9362 | 0.9649 | nan | 0.8945 | 0.9872 | 0.9646 | 0.8437 | 0.9909 | 0.0 | 0.8926 | 0.9869 | 0.9618 | 0.8120 | 0.9886 |
0.0974 | 34.22 | 22520 | 0.0883 | 0.7759 | 0.9408 | 0.9645 | nan | 0.8984 | 0.9889 | 0.9631 | 0.8625 | 0.9911 | 0.0 | 0.8964 | 0.9885 | 0.9605 | 0.8209 | 0.9890 |
0.0084 | 34.26 | 22540 | 0.0887 | 0.7745 | 0.9386 | 0.9637 | nan | 0.9012 | 0.9894 | 0.9613 | 0.8491 | 0.9921 | 0.0 | 0.8996 | 0.9889 | 0.9587 | 0.8100 | 0.9897 |
0.0095 | 34.29 | 22560 | 0.0879 | 0.7735 | 0.9364 | 0.9622 | nan | 0.9042 | 0.9889 | 0.9587 | 0.8380 | 0.9920 | 0.0 | 0.9024 | 0.9885 | 0.9561 | 0.8041 | 0.9897 |
0.0045 | 34.32 | 22580 | 0.0932 | 0.7726 | 0.9343 | 0.9613 | nan | 0.9132 | 0.9895 | 0.9560 | 0.8203 | 0.9923 | 0.0 | 0.9111 | 0.9891 | 0.9536 | 0.7921 | 0.9899 |
0.0105 | 34.35 | 22600 | 0.0892 | 0.7734 | 0.9356 | 0.9690 | nan | 0.9090 | 0.9882 | 0.9686 | 0.8203 | 0.9922 | 0.0 | 0.9070 | 0.9878 | 0.9658 | 0.7901 | 0.9899 |
0.0071 | 34.38 | 22620 | 0.0890 | 0.7728 | 0.9350 | 0.9672 | nan | 0.9022 | 0.9885 | 0.9670 | 0.8260 | 0.9913 | 0.0 | 0.9004 | 0.9881 | 0.9643 | 0.7950 | 0.9891 |
0.0299 | 34.41 | 22640 | 0.0881 | 0.7704 | 0.9334 | 0.9617 | nan | 0.8997 | 0.9883 | 0.9591 | 0.8298 | 0.9902 | 0.0 | 0.8975 | 0.9878 | 0.9565 | 0.7927 | 0.9882 |
0.007 | 34.44 | 22660 | 0.0894 | 0.7720 | 0.9348 | 0.9627 | nan | 0.9049 | 0.9885 | 0.9596 | 0.8295 | 0.9915 | 0.0 | 0.9031 | 0.9881 | 0.9569 | 0.7944 | 0.9894 |
0.0175 | 34.47 | 22680 | 0.0898 | 0.7699 | 0.9317 | 0.9629 | nan | 0.8929 | 0.9872 | 0.9616 | 0.8250 | 0.9918 | 0.0 | 0.8912 | 0.9867 | 0.9589 | 0.7929 | 0.9896 |
0.0094 | 34.5 | 22700 | 0.0924 | 0.7728 | 0.9357 | 0.9629 | nan | 0.8983 | 0.9884 | 0.9603 | 0.8381 | 0.9934 | 0.0 | 0.8963 | 0.9880 | 0.9578 | 0.8040 | 0.9907 |
0.0038 | 34.53 | 22720 | 0.0984 | 0.7736 | 0.9367 | 0.9638 | nan | 0.8993 | 0.9891 | 0.9613 | 0.8401 | 0.9937 | 0.0 | 0.8974 | 0.9887 | 0.9587 | 0.8060 | 0.9912 |
0.0153 | 34.56 | 22740 | 0.0952 | 0.7739 | 0.9368 | 0.9646 | nan | 0.9019 | 0.9868 | 0.9630 | 0.8403 | 0.9921 | 0.0 | 0.9000 | 0.9865 | 0.9603 | 0.8065 | 0.9901 |
0.0129 | 34.59 | 22760 | 0.0917 | 0.7710 | 0.9329 | 0.9620 | nan | 0.8927 | 0.9883 | 0.9607 | 0.8331 | 0.9895 | 0.0 | 0.8907 | 0.9879 | 0.9579 | 0.8015 | 0.9878 |
0.0095 | 34.62 | 22780 | 0.0936 | 0.7682 | 0.9302 | 0.9584 | nan | 0.8846 | 0.9881 | 0.9564 | 0.8329 | 0.9888 | 0.0 | 0.8824 | 0.9876 | 0.9538 | 0.7984 | 0.9870 |
0.005 | 34.65 | 22800 | 0.0939 | 0.7682 | 0.9299 | 0.9587 | nan | 0.8723 | 0.9898 | 0.9575 | 0.8381 | 0.9917 | 0.0 | 0.8703 | 0.9892 | 0.9550 | 0.8053 | 0.9896 |
0.0053 | 34.68 | 22820 | 0.0945 | 0.7726 | 0.9349 | 0.9640 | nan | 0.8880 | 0.9897 | 0.9633 | 0.8413 | 0.9924 | 0.0 | 0.8861 | 0.9891 | 0.9607 | 0.8096 | 0.9902 |
0.0048 | 34.71 | 22840 | 0.0952 | 0.7721 | 0.9340 | 0.9623 | nan | 0.8935 | 0.9870 | 0.9604 | 0.8369 | 0.9922 | 0.0 | 0.8917 | 0.9866 | 0.9579 | 0.8063 | 0.9900 |
0.024 | 34.74 | 22860 | 0.0902 | 0.7703 | 0.9323 | 0.9612 | nan | 0.8831 | 0.9888 | 0.9603 | 0.8386 | 0.9909 | 0.0 | 0.8812 | 0.9883 | 0.9577 | 0.8055 | 0.9890 |
0.0079 | 34.77 | 22880 | 0.0921 | 0.7706 | 0.9352 | 0.9630 | nan | 0.8852 | 0.9883 | 0.9632 | 0.8504 | 0.9891 | 0.0 | 0.8834 | 0.9878 | 0.9605 | 0.8046 | 0.9876 |
0.0042 | 34.8 | 22900 | 0.0932 | 0.7754 | 0.9398 | 0.9649 | nan | 0.8972 | 0.9883 | 0.9639 | 0.8583 | 0.9914 | 0.0 | 0.8953 | 0.9878 | 0.9611 | 0.8184 | 0.9896 |
0.015 | 34.83 | 22920 | 0.0935 | 0.7750 | 0.9387 | 0.9637 | nan | 0.8987 | 0.9894 | 0.9618 | 0.8520 | 0.9917 | 0.0 | 0.8969 | 0.9888 | 0.9592 | 0.8151 | 0.9898 |
0.0075 | 34.86 | 22940 | 0.0917 | 0.7733 | 0.9361 | 0.9619 | nan | 0.8973 | 0.9863 | 0.9598 | 0.8463 | 0.9910 | 0.0 | 0.8953 | 0.9860 | 0.9573 | 0.8123 | 0.9887 |
0.0043 | 34.89 | 22960 | 0.0923 | 0.7721 | 0.9340 | 0.9611 | nan | 0.8953 | 0.9889 | 0.9582 | 0.8361 | 0.9916 | 0.0 | 0.8935 | 0.9885 | 0.9558 | 0.8058 | 0.9891 |
0.0127 | 34.92 | 22980 | 0.0915 | 0.7743 | 0.9382 | 0.9626 | nan | 0.8981 | 0.9889 | 0.9604 | 0.8528 | 0.9907 | 0.0 | 0.8961 | 0.9885 | 0.9579 | 0.8146 | 0.9886 |
0.0051 | 34.95 | 23000 | 0.0928 | 0.7728 | 0.9359 | 0.9626 | nan | 0.8939 | 0.9867 | 0.9613 | 0.8467 | 0.9907 | 0.0 | 0.8918 | 0.9864 | 0.9587 | 0.8110 | 0.9887 |
0.0277 | 34.98 | 23020 | 0.0918 | 0.7742 | 0.9383 | 0.9617 | nan | 0.8949 | 0.9881 | 0.9592 | 0.8571 | 0.9923 | 0.0 | 0.8920 | 0.9876 | 0.9570 | 0.8185 | 0.9900 |
0.0068 | 35.02 | 23040 | 0.0918 | 0.7760 | 0.9392 | 0.9644 | nan | 0.9006 | 0.9894 | 0.9624 | 0.8513 | 0.9924 | 0.0 | 0.8984 | 0.9890 | 0.9599 | 0.8184 | 0.9902 |
0.0076 | 35.05 | 23060 | 0.0945 | 0.7737 | 0.9369 | 0.9626 | nan | 0.8937 | 0.9880 | 0.9608 | 0.8499 | 0.9922 | 0.0 | 0.8919 | 0.9875 | 0.9584 | 0.8147 | 0.9899 |
0.0035 | 35.08 | 23080 | 0.0939 | 0.7737 | 0.9374 | 0.9633 | nan | 0.8938 | 0.9869 | 0.9628 | 0.8550 | 0.9887 | 0.0 | 0.8919 | 0.9865 | 0.9601 | 0.8165 | 0.9869 |
0.011 | 35.11 | 23100 | 0.0940 | 0.7754 | 0.9400 | 0.9657 | nan | 0.9000 | 0.9884 | 0.9653 | 0.8569 | 0.9894 | 0.0 | 0.8980 | 0.9880 | 0.9626 | 0.8160 | 0.9875 |
0.0042 | 35.14 | 23120 | 0.0936 | 0.7746 | 0.9400 | 0.9635 | nan | 0.8950 | 0.9886 | 0.9619 | 0.8626 | 0.9920 | 0.0 | 0.8932 | 0.9881 | 0.9593 | 0.8175 | 0.9896 |
0.0041 | 35.17 | 23140 | 0.0951 | 0.7763 | 0.9407 | 0.9666 | nan | 0.9012 | 0.9886 | 0.9660 | 0.8562 | 0.9913 | 0.0 | 0.8994 | 0.9882 | 0.9631 | 0.8179 | 0.9892 |
0.0092 | 35.2 | 23160 | 0.0954 | 0.7725 | 0.9360 | 0.9620 | nan | 0.8874 | 0.9889 | 0.9612 | 0.8529 | 0.9895 | 0.0 | 0.8859 | 0.9884 | 0.9582 | 0.8146 | 0.9877 |
0.0047 | 35.23 | 23180 | 0.0969 | 0.7763 | 0.9411 | 0.9637 | nan | 0.9002 | 0.9897 | 0.9613 | 0.8622 | 0.9920 | 0.0 | 0.8982 | 0.9892 | 0.9585 | 0.8217 | 0.9900 |
0.0097 | 35.26 | 23200 | 0.0971 | 0.7734 | 0.9375 | 0.9609 | nan | 0.8931 | 0.9871 | 0.9587 | 0.8574 | 0.9909 | 0.0 | 0.8911 | 0.9867 | 0.9560 | 0.8174 | 0.9890 |
0.0051 | 35.29 | 23220 | 0.0947 | 0.7779 | 0.9421 | 0.9699 | nan | 0.9061 | 0.9889 | 0.9705 | 0.8538 | 0.9911 | 0.0 | 0.9041 | 0.9884 | 0.9675 | 0.8183 | 0.9892 |
0.023 | 35.32 | 23240 | 0.0988 | 0.7724 | 0.9343 | 0.9594 | nan | 0.8994 | 0.9879 | 0.9554 | 0.8378 | 0.9911 | 0.0 | 0.8971 | 0.9872 | 0.9532 | 0.8078 | 0.9889 |
0.0293 | 35.35 | 23260 | 0.1002 | 0.7746 | 0.9369 | 0.9638 | nan | 0.9006 | 0.9894 | 0.9618 | 0.8412 | 0.9913 | 0.0 | 0.8985 | 0.9886 | 0.9594 | 0.8121 | 0.9892 |
0.0261 | 35.38 | 23280 | 0.0987 | 0.7755 | 0.9387 | 0.9634 | nan | 0.9082 | 0.9903 | 0.9597 | 0.8429 | 0.9922 | 0.0 | 0.9058 | 0.9895 | 0.9574 | 0.8106 | 0.9898 |
0.0074 | 35.41 | 23300 | 0.0996 | 0.7727 | 0.9353 | 0.9606 | nan | 0.8977 | 0.9896 | 0.9571 | 0.8403 | 0.9919 | 0.0 | 0.8954 | 0.9888 | 0.9548 | 0.8074 | 0.9896 |
0.0028 | 35.44 | 23320 | 0.1018 | 0.7702 | 0.9316 | 0.9605 | nan | 0.8853 | 0.9901 | 0.9589 | 0.8338 | 0.9899 | 0.0 | 0.8835 | 0.9893 | 0.9563 | 0.8042 | 0.9880 |
0.0084 | 35.47 | 23340 | 0.0997 | 0.7700 | 0.9314 | 0.9605 | nan | 0.8914 | 0.9893 | 0.9582 | 0.8282 | 0.9900 | 0.0 | 0.8894 | 0.9887 | 0.9558 | 0.7981 | 0.9879 |
0.0079 | 35.5 | 23360 | 0.1006 | 0.7694 | 0.9308 | 0.9602 | nan | 0.8906 | 0.9892 | 0.9582 | 0.8270 | 0.9892 | 0.0 | 0.8889 | 0.9886 | 0.9557 | 0.7958 | 0.9872 |
0.0098 | 35.53 | 23380 | 0.0995 | 0.7721 | 0.9345 | 0.9622 | nan | 0.9051 | 0.9880 | 0.9594 | 0.8306 | 0.9894 | 0.0 | 0.9031 | 0.9876 | 0.9568 | 0.7979 | 0.9875 |
0.0317 | 35.56 | 23400 | 0.0933 | 0.7750 | 0.9388 | 0.9648 | nan | 0.9027 | 0.9888 | 0.9633 | 0.8485 | 0.9906 | 0.0 | 0.9002 | 0.9883 | 0.9608 | 0.8120 | 0.9885 |
0.0096 | 35.59 | 23420 | 0.0904 | 0.7741 | 0.9368 | 0.9650 | nan | 0.9013 | 0.9893 | 0.9636 | 0.8389 | 0.9909 | 0.0 | 0.8991 | 0.9888 | 0.9610 | 0.8071 | 0.9888 |
0.0099 | 35.62 | 23440 | 0.0898 | 0.7740 | 0.9369 | 0.9669 | nan | 0.9010 | 0.9900 | 0.9663 | 0.8354 | 0.9918 | 0.0 | 0.8990 | 0.9895 | 0.9635 | 0.8025 | 0.9895 |
0.0306 | 35.65 | 23460 | 0.0887 | 0.7727 | 0.9348 | 0.9651 | nan | 0.9000 | 0.9891 | 0.9641 | 0.8306 | 0.9904 | 0.0 | 0.8980 | 0.9886 | 0.9613 | 0.7997 | 0.9883 |
0.0134 | 35.68 | 23480 | 0.0892 | 0.7730 | 0.9354 | 0.9653 | nan | 0.9001 | 0.9895 | 0.9647 | 0.8337 | 0.9889 | 0.0 | 0.8983 | 0.9891 | 0.9617 | 0.8022 | 0.9870 |
0.0257 | 35.71 | 23500 | 0.0934 | 0.7754 | 0.9383 | 0.9659 | nan | 0.9039 | 0.9900 | 0.9644 | 0.8418 | 0.9913 | 0.0 | 0.9016 | 0.9896 | 0.9617 | 0.8107 | 0.9890 |
0.004 | 35.74 | 23520 | 0.0900 | 0.7738 | 0.9362 | 0.9632 | nan | 0.9028 | 0.9884 | 0.9608 | 0.8381 | 0.9909 | 0.0 | 0.9006 | 0.9879 | 0.9583 | 0.8071 | 0.9886 |
0.0304 | 35.78 | 23540 | 0.0980 | 0.7722 | 0.9341 | 0.9614 | nan | 0.9041 | 0.9899 | 0.9580 | 0.8290 | 0.9896 | 0.0 | 0.9020 | 0.9893 | 0.9553 | 0.7989 | 0.9878 |
0.0461 | 35.81 | 23560 | 0.0982 | 0.7718 | 0.9335 | 0.9619 | nan | 0.8974 | 0.9883 | 0.9598 | 0.8325 | 0.9897 | 0.0 | 0.8954 | 0.9878 | 0.9570 | 0.8026 | 0.9879 |
0.012 | 35.84 | 23580 | 0.0965 | 0.7698 | 0.9310 | 0.9606 | nan | 0.8965 | 0.9880 | 0.9575 | 0.8214 | 0.9916 | 0.0 | 0.8944 | 0.9876 | 0.9549 | 0.7924 | 0.9893 |
0.004 | 35.87 | 23600 | 0.0973 | 0.7740 | 0.9375 | 0.9630 | nan | 0.8989 | 0.9895 | 0.9604 | 0.8462 | 0.9923 | 0.0 | 0.8967 | 0.9891 | 0.9579 | 0.8103 | 0.9900 |
0.0063 | 35.9 | 23620 | 0.0936 | 0.7728 | 0.9369 | 0.9631 | nan | 0.8950 | 0.9882 | 0.9617 | 0.8487 | 0.9908 | 0.0 | 0.8931 | 0.9879 | 0.9589 | 0.8079 | 0.9888 |
0.0113 | 35.93 | 23640 | 0.0989 | 0.7728 | 0.9362 | 0.9656 | nan | 0.8913 | 0.9867 | 0.9657 | 0.8448 | 0.9927 | 0.0 | 0.8897 | 0.9865 | 0.9627 | 0.8077 | 0.9904 |
0.0082 | 35.96 | 23660 | 0.0932 | 0.7746 | 0.9378 | 0.9638 | nan | 0.9000 | 0.9896 | 0.9617 | 0.8462 | 0.9917 | 0.0 | 0.8979 | 0.9892 | 0.9588 | 0.8116 | 0.9898 |
0.0042 | 35.99 | 23680 | 0.0940 | 0.7732 | 0.9367 | 0.9645 | nan | 0.8946 | 0.9885 | 0.9640 | 0.8463 | 0.9898 | 0.0 | 0.8927 | 0.9883 | 0.9609 | 0.8092 | 0.9882 |
0.0592 | 36.02 | 23700 | 0.0920 | 0.7719 | 0.9345 | 0.9638 | nan | 0.8963 | 0.9875 | 0.9631 | 0.8359 | 0.9896 | 0.0 | 0.8942 | 0.9872 | 0.9601 | 0.8018 | 0.9880 |
0.0058 | 36.05 | 23720 | 0.0923 | 0.7722 | 0.9350 | 0.9649 | nan | 0.8879 | 0.9872 | 0.9660 | 0.8453 | 0.9886 | 0.0 | 0.8860 | 0.9869 | 0.9629 | 0.8106 | 0.9870 |
0.0178 | 36.08 | 23740 | 0.0942 | 0.7709 | 0.9328 | 0.9591 | nan | 0.8909 | 0.9884 | 0.9567 | 0.8399 | 0.9882 | 0.0 | 0.8889 | 0.9880 | 0.9539 | 0.8080 | 0.9865 |
0.0053 | 36.11 | 23760 | 0.0972 | 0.7745 | 0.9368 | 0.9654 | nan | 0.8983 | 0.9902 | 0.9647 | 0.8409 | 0.9900 | 0.0 | 0.8964 | 0.9898 | 0.9617 | 0.8108 | 0.9881 |
0.0034 | 36.14 | 23780 | 0.0957 | 0.7731 | 0.9357 | 0.9621 | nan | 0.8986 | 0.9885 | 0.9595 | 0.8404 | 0.9913 | 0.0 | 0.8961 | 0.9881 | 0.9570 | 0.8083 | 0.9892 |
0.0117 | 36.17 | 23800 | 0.0952 | 0.7718 | 0.9344 | 0.9606 | nan | 0.8951 | 0.9880 | 0.9575 | 0.8391 | 0.9921 | 0.0 | 0.8924 | 0.9877 | 0.9551 | 0.8057 | 0.9898 |
0.008 | 36.2 | 23820 | 0.0942 | 0.7710 | 0.9337 | 0.9593 | nan | 0.8921 | 0.9875 | 0.9561 | 0.8415 | 0.9915 | 0.0 | 0.8896 | 0.9872 | 0.9535 | 0.8065 | 0.9893 |
0.0065 | 36.23 | 23840 | 0.0949 | 0.7694 | 0.9320 | 0.9571 | nan | 0.8880 | 0.9880 | 0.9538 | 0.8408 | 0.9893 | 0.0 | 0.8860 | 0.9877 | 0.9510 | 0.8040 | 0.9876 |
0.0127 | 36.26 | 23860 | 0.0975 | 0.7727 | 0.9378 | 0.9597 | nan | 0.8957 | 0.9883 | 0.9565 | 0.8581 | 0.9903 | 0.0 | 0.8933 | 0.9880 | 0.9538 | 0.8124 | 0.9884 |
0.0105 | 36.29 | 23880 | 0.0972 | 0.7721 | 0.9360 | 0.9623 | nan | 0.8898 | 0.9884 | 0.9613 | 0.8506 | 0.9898 | 0.0 | 0.8879 | 0.9881 | 0.9583 | 0.8106 | 0.9880 |
0.0037 | 36.32 | 23900 | 0.1002 | 0.7740 | 0.9371 | 0.9631 | nan | 0.8998 | 0.9877 | 0.9612 | 0.8463 | 0.9906 | 0.0 | 0.8977 | 0.9874 | 0.9583 | 0.8120 | 0.9886 |
0.0148 | 36.35 | 23920 | 0.0961 | 0.7737 | 0.9372 | 0.9621 | nan | 0.8954 | 0.9888 | 0.9603 | 0.8514 | 0.9899 | 0.0 | 0.8933 | 0.9884 | 0.9574 | 0.8152 | 0.9880 |
0.002 | 36.38 | 23940 | 0.0962 | 0.7728 | 0.9352 | 0.9612 | nan | 0.8946 | 0.9885 | 0.9588 | 0.8436 | 0.9904 | 0.0 | 0.8927 | 0.9881 | 0.9560 | 0.8117 | 0.9884 |
0.0359 | 36.41 | 23960 | 0.1016 | 0.7731 | 0.9359 | 0.9597 | nan | 0.8989 | 0.9887 | 0.9561 | 0.8458 | 0.9901 | 0.0 | 0.8966 | 0.9883 | 0.9535 | 0.8119 | 0.9881 |
0.0028 | 36.44 | 23980 | 0.0980 | 0.7746 | 0.9388 | 0.9622 | nan | 0.9004 | 0.9893 | 0.9592 | 0.8536 | 0.9914 | 0.0 | 0.8980 | 0.9889 | 0.9565 | 0.8146 | 0.9895 |
0.0057 | 36.47 | 24000 | 0.0968 | 0.7726 | 0.9360 | 0.9622 | nan | 0.8932 | 0.9877 | 0.9609 | 0.8487 | 0.9895 | 0.0 | 0.8911 | 0.9874 | 0.9580 | 0.8112 | 0.9879 |
0.0023 | 36.5 | 24020 | 0.0979 | 0.7709 | 0.9336 | 0.9618 | nan | 0.8937 | 0.9866 | 0.9608 | 0.8391 | 0.9880 | 0.0 | 0.8917 | 0.9863 | 0.9579 | 0.8033 | 0.9865 |
0.0294 | 36.53 | 24040 | 0.0907 | 0.7728 | 0.9356 | 0.9640 | nan | 0.8949 | 0.9883 | 0.9632 | 0.8410 | 0.9904 | 0.0 | 0.8928 | 0.9879 | 0.9604 | 0.8075 | 0.9885 |
0.0056 | 36.57 | 24060 | 0.0917 | 0.7728 | 0.9356 | 0.9627 | nan | 0.8952 | 0.9873 | 0.9611 | 0.8433 | 0.9911 | 0.0 | 0.8930 | 0.9869 | 0.9585 | 0.8095 | 0.9888 |
0.0183 | 36.6 | 24080 | 0.0917 | 0.7724 | 0.9350 | 0.9629 | nan | 0.8977 | 0.9875 | 0.9614 | 0.8383 | 0.9899 | 0.0 | 0.8954 | 0.9871 | 0.9587 | 0.8056 | 0.9878 |
0.0181 | 36.63 | 24100 | 0.0922 | 0.7730 | 0.9356 | 0.9643 | nan | 0.8978 | 0.9875 | 0.9638 | 0.8402 | 0.9887 | 0.0 | 0.8957 | 0.9872 | 0.9609 | 0.8074 | 0.9869 |
0.0033 | 36.66 | 24120 | 0.0949 | 0.7741 | 0.9391 | 0.9642 | nan | 0.9009 | 0.9873 | 0.9631 | 0.8551 | 0.9892 | 0.0 | 0.8988 | 0.9870 | 0.9603 | 0.8109 | 0.9874 |
0.0442 | 36.69 | 24140 | 0.0938 | 0.7724 | 0.9358 | 0.9623 | nan | 0.8941 | 0.9880 | 0.9605 | 0.8455 | 0.9910 | 0.0 | 0.8921 | 0.9876 | 0.9578 | 0.8079 | 0.9888 |
0.0026 | 36.72 | 24160 | 0.0964 | 0.7709 | 0.9344 | 0.9602 | nan | 0.8926 | 0.9874 | 0.9583 | 0.8454 | 0.9881 | 0.0 | 0.8906 | 0.9870 | 0.9555 | 0.8060 | 0.9865 |
0.0077 | 36.75 | 24180 | 0.0983 | 0.7740 | 0.9385 | 0.9625 | nan | 0.8957 | 0.9888 | 0.9604 | 0.8564 | 0.9911 | 0.0 | 0.8935 | 0.9884 | 0.9577 | 0.8152 | 0.9891 |
0.0043 | 36.78 | 24200 | 0.0979 | 0.7735 | 0.9373 | 0.9619 | nan | 0.8974 | 0.9885 | 0.9594 | 0.8502 | 0.9911 | 0.0 | 0.8952 | 0.9881 | 0.9568 | 0.8122 | 0.9889 |
0.0031 | 36.81 | 24220 | 0.1002 | 0.7736 | 0.9379 | 0.9604 | nan | 0.9072 | 0.9883 | 0.9563 | 0.8484 | 0.9892 | 0.0 | 0.9048 | 0.9879 | 0.9538 | 0.8079 | 0.9873 |
0.0089 | 36.84 | 24240 | 0.0999 | 0.7719 | 0.9360 | 0.9613 | nan | 0.8939 | 0.9878 | 0.9593 | 0.8489 | 0.9899 | 0.0 | 0.8919 | 0.9873 | 0.9568 | 0.8075 | 0.9878 |
0.0124 | 36.87 | 24260 | 0.0976 | 0.7742 | 0.9384 | 0.9643 | nan | 0.9021 | 0.9890 | 0.9630 | 0.8487 | 0.9892 | 0.0 | 0.8998 | 0.9885 | 0.9603 | 0.8091 | 0.9874 |
0.016 | 36.9 | 24280 | 0.0938 | 0.7740 | 0.9384 | 0.9632 | nan | 0.8986 | 0.9882 | 0.9616 | 0.8537 | 0.9898 | 0.0 | 0.8964 | 0.9878 | 0.9591 | 0.8129 | 0.9878 |
0.0342 | 36.93 | 24300 | 0.0960 | 0.7745 | 0.9402 | 0.9622 | nan | 0.8981 | 0.9873 | 0.9599 | 0.8649 | 0.9910 | 0.0 | 0.8956 | 0.9869 | 0.9575 | 0.8181 | 0.9887 |
0.0076 | 36.96 | 24320 | 0.1000 | 0.7744 | 0.9401 | 0.9595 | nan | 0.9043 | 0.9872 | 0.9549 | 0.8632 | 0.9910 | 0.0 | 0.9016 | 0.9869 | 0.9526 | 0.8171 | 0.9885 |
0.0075 | 36.99 | 24340 | 0.0972 | 0.7736 | 0.9381 | 0.9622 | nan | 0.8941 | 0.9888 | 0.9604 | 0.8566 | 0.9905 | 0.0 | 0.8919 | 0.9884 | 0.9577 | 0.8151 | 0.9887 |
0.0049 | 37.02 | 24360 | 0.1010 | 0.7740 | 0.9381 | 0.9625 | nan | 0.8941 | 0.9881 | 0.9608 | 0.8565 | 0.9912 | 0.0 | 0.8917 | 0.9877 | 0.9581 | 0.8173 | 0.9892 |
0.0034 | 37.05 | 24380 | 0.0984 | 0.7743 | 0.9386 | 0.9606 | nan | 0.8994 | 0.9873 | 0.9571 | 0.8577 | 0.9918 | 0.0 | 0.8966 | 0.9869 | 0.9547 | 0.8180 | 0.9897 |
0.0061 | 37.08 | 24400 | 0.1001 | 0.7736 | 0.9382 | 0.9623 | nan | 0.8955 | 0.9876 | 0.9601 | 0.8557 | 0.9921 | 0.0 | 0.8931 | 0.9872 | 0.9576 | 0.8140 | 0.9899 |
0.0531 | 37.11 | 24420 | 0.1003 | 0.7682 | 0.9312 | 0.9590 | nan | 0.8951 | 0.9884 | 0.9553 | 0.8256 | 0.9915 | 0.0 | 0.8923 | 0.9880 | 0.9531 | 0.7865 | 0.9894 |
0.0045 | 37.14 | 24440 | 0.0976 | 0.7720 | 0.9349 | 0.9603 | nan | 0.9008 | 0.9894 | 0.9563 | 0.8364 | 0.9914 | 0.0 | 0.8984 | 0.9890 | 0.9540 | 0.8016 | 0.9893 |
0.0022 | 37.17 | 24460 | 0.0975 | 0.7736 | 0.9375 | 0.9626 | nan | 0.8979 | 0.9887 | 0.9606 | 0.8502 | 0.9903 | 0.0 | 0.8955 | 0.9883 | 0.9580 | 0.8115 | 0.9885 |
0.0245 | 37.2 | 24480 | 0.0984 | 0.7730 | 0.9371 | 0.9610 | nan | 0.8934 | 0.9889 | 0.9591 | 0.8554 | 0.9889 | 0.0 | 0.8910 | 0.9884 | 0.9565 | 0.8150 | 0.9873 |
0.0116 | 37.23 | 24500 | 0.0969 | 0.7730 | 0.9380 | 0.9604 | nan | 0.8896 | 0.9881 | 0.9587 | 0.8646 | 0.9888 | 0.0 | 0.8874 | 0.9876 | 0.9561 | 0.8196 | 0.9872 |
0.0073 | 37.26 | 24520 | 0.1008 | 0.7741 | 0.9394 | 0.9607 | nan | 0.8954 | 0.9882 | 0.9580 | 0.8653 | 0.9901 | 0.0 | 0.8933 | 0.9877 | 0.9554 | 0.8197 | 0.9882 |
0.005 | 37.29 | 24540 | 0.0992 | 0.7751 | 0.9396 | 0.9630 | nan | 0.8975 | 0.9896 | 0.9613 | 0.8602 | 0.9897 | 0.0 | 0.8950 | 0.9890 | 0.9586 | 0.8198 | 0.9879 |
0.0044 | 37.33 | 24560 | 0.0967 | 0.7728 | 0.9364 | 0.9609 | nan | 0.8935 | 0.9862 | 0.9592 | 0.8536 | 0.9893 | 0.0 | 0.8913 | 0.9858 | 0.9566 | 0.8155 | 0.9874 |
0.0035 | 37.36 | 24580 | 0.0993 | 0.7725 | 0.9360 | 0.9595 | nan | 0.8921 | 0.9873 | 0.9572 | 0.8548 | 0.9887 | 0.0 | 0.8899 | 0.9868 | 0.9546 | 0.8169 | 0.9868 |
0.0313 | 37.39 | 24600 | 0.1020 | 0.7736 | 0.9363 | 0.9612 | nan | 0.8938 | 0.9890 | 0.9586 | 0.8485 | 0.9914 | 0.0 | 0.8917 | 0.9885 | 0.9560 | 0.8163 | 0.9890 |
0.0049 | 37.42 | 24620 | 0.1067 | 0.7743 | 0.9369 | 0.9629 | nan | 0.8929 | 0.9892 | 0.9610 | 0.8490 | 0.9925 | 0.0 | 0.8907 | 0.9887 | 0.9584 | 0.8179 | 0.9900 |
0.0199 | 37.45 | 24640 | 0.1050 | 0.7738 | 0.9372 | 0.9613 | nan | 0.8893 | 0.9880 | 0.9593 | 0.8573 | 0.9924 | 0.0 | 0.8870 | 0.9875 | 0.9567 | 0.8216 | 0.9900 |
0.0044 | 37.48 | 24660 | 0.1037 | 0.7737 | 0.9391 | 0.9597 | nan | 0.8952 | 0.9877 | 0.9564 | 0.8655 | 0.9909 | 0.0 | 0.8927 | 0.9874 | 0.9538 | 0.8194 | 0.9888 |
0.0182 | 37.51 | 24680 | 0.1033 | 0.7742 | 0.9397 | 0.9604 | nan | 0.8954 | 0.9881 | 0.9576 | 0.8672 | 0.9901 | 0.0 | 0.8932 | 0.9877 | 0.9549 | 0.8212 | 0.9883 |
0.0174 | 37.54 | 24700 | 0.1020 | 0.7751 | 0.9386 | 0.9610 | nan | 0.8948 | 0.9894 | 0.9581 | 0.8594 | 0.9911 | 0.0 | 0.8925 | 0.9889 | 0.9556 | 0.8246 | 0.9891 |
0.0051 | 37.57 | 24720 | 0.1040 | 0.7740 | 0.9370 | 0.9610 | nan | 0.8934 | 0.9895 | 0.9585 | 0.8525 | 0.9909 | 0.0 | 0.8912 | 0.9888 | 0.9560 | 0.8193 | 0.9888 |
0.0373 | 37.6 | 24740 | 0.1050 | 0.7723 | 0.9345 | 0.9612 | nan | 0.8884 | 0.9878 | 0.9597 | 0.8461 | 0.9905 | 0.0 | 0.8864 | 0.9872 | 0.9571 | 0.8145 | 0.9885 |
0.0088 | 37.63 | 24760 | 0.1052 | 0.7728 | 0.9351 | 0.9582 | nan | 0.8952 | 0.9880 | 0.9541 | 0.8470 | 0.9913 | 0.0 | 0.8929 | 0.9874 | 0.9518 | 0.8159 | 0.9891 |
0.0178 | 37.66 | 24780 | 0.1031 | 0.7739 | 0.9364 | 0.9594 | nan | 0.8991 | 0.9891 | 0.9554 | 0.8475 | 0.9908 | 0.0 | 0.8968 | 0.9885 | 0.9530 | 0.8164 | 0.9888 |
0.0258 | 37.69 | 24800 | 0.1031 | 0.7758 | 0.9392 | 0.9627 | nan | 0.9075 | 0.9885 | 0.9594 | 0.8498 | 0.9906 | 0.0 | 0.9050 | 0.9881 | 0.9568 | 0.8159 | 0.9887 |
0.0071 | 37.72 | 24820 | 0.1032 | 0.7744 | 0.9385 | 0.9613 | nan | 0.8969 | 0.9877 | 0.9586 | 0.8579 | 0.9912 | 0.0 | 0.8945 | 0.9872 | 0.9561 | 0.8194 | 0.9892 |
0.003 | 37.75 | 24840 | 0.1031 | 0.7740 | 0.9380 | 0.9612 | nan | 0.8920 | 0.9890 | 0.9590 | 0.8589 | 0.9909 | 0.0 | 0.8898 | 0.9885 | 0.9565 | 0.8200 | 0.9889 |
0.009 | 37.78 | 24860 | 0.1046 | 0.7764 | 0.9412 | 0.9654 | nan | 0.9051 | 0.9890 | 0.9637 | 0.8571 | 0.9910 | 0.0 | 0.9026 | 0.9886 | 0.9611 | 0.8173 | 0.9889 |
0.0067 | 37.81 | 24880 | 0.1026 | 0.7741 | 0.9407 | 0.9624 | nan | 0.9010 | 0.9879 | 0.9597 | 0.8642 | 0.9909 | 0.0 | 0.8984 | 0.9875 | 0.9573 | 0.8124 | 0.9888 |
0.0057 | 37.84 | 24900 | 0.1091 | 0.7723 | 0.9388 | 0.9600 | nan | 0.8939 | 0.9884 | 0.9567 | 0.8631 | 0.9919 | 0.0 | 0.8915 | 0.9880 | 0.9544 | 0.8104 | 0.9895 |
0.0039 | 37.87 | 24920 | 0.1021 | 0.7716 | 0.9388 | 0.9586 | nan | 0.8994 | 0.9893 | 0.9546 | 0.8626 | 0.9881 | 0.0 | 0.8968 | 0.9888 | 0.9524 | 0.8055 | 0.9863 |
0.0042 | 37.9 | 24940 | 0.1025 | 0.7715 | 0.9380 | 0.9608 | nan | 0.8971 | 0.9877 | 0.9586 | 0.8583 | 0.9882 | 0.0 | 0.8951 | 0.9872 | 0.9561 | 0.8043 | 0.9865 |
0.002 | 37.93 | 24960 | 0.1022 | 0.7739 | 0.9407 | 0.9639 | nan | 0.9046 | 0.9886 | 0.9620 | 0.8590 | 0.9895 | 0.0 | 0.9026 | 0.9882 | 0.9594 | 0.8055 | 0.9876 |
0.0016 | 37.96 | 24980 | 0.0979 | 0.7733 | 0.9398 | 0.9622 | nan | 0.8996 | 0.9885 | 0.9597 | 0.8605 | 0.9908 | 0.0 | 0.8975 | 0.9881 | 0.9572 | 0.8082 | 0.9887 |
0.0099 | 37.99 | 25000 | 0.1001 | 0.7722 | 0.9369 | 0.9626 | nan | 0.8956 | 0.9887 | 0.9612 | 0.8496 | 0.9893 | 0.0 | 0.8937 | 0.9883 | 0.9584 | 0.8052 | 0.9876 |
0.0376 | 38.02 | 25020 | 0.0971 | 0.7718 | 0.9361 | 0.9598 | nan | 0.8969 | 0.9891 | 0.9566 | 0.8484 | 0.9893 | 0.0 | 0.8950 | 0.9887 | 0.9539 | 0.8054 | 0.9876 |
0.016 | 38.05 | 25040 | 0.0970 | 0.7720 | 0.9359 | 0.9644 | nan | 0.8932 | 0.9886 | 0.9643 | 0.8440 | 0.9892 | 0.0 | 0.8916 | 0.9882 | 0.9613 | 0.8032 | 0.9875 |
0.0097 | 38.09 | 25060 | 0.0980 | 0.7709 | 0.9362 | 0.9602 | nan | 0.8892 | 0.9887 | 0.9576 | 0.8536 | 0.9918 | 0.0 | 0.8869 | 0.9882 | 0.9552 | 0.8056 | 0.9896 |
0.0059 | 38.12 | 25080 | 0.1009 | 0.7707 | 0.9358 | 0.9586 | nan | 0.8930 | 0.9884 | 0.9547 | 0.8512 | 0.9919 | 0.0 | 0.8909 | 0.9879 | 0.9523 | 0.8034 | 0.9896 |
0.0105 | 38.15 | 25100 | 0.0969 | 0.7697 | 0.9355 | 0.9597 | nan | 0.8893 | 0.9890 | 0.9572 | 0.8520 | 0.9902 | 0.0 | 0.8874 | 0.9885 | 0.9547 | 0.7993 | 0.9883 |
0.0078 | 38.18 | 25120 | 0.0994 | 0.7718 | 0.9371 | 0.9612 | nan | 0.8937 | 0.9887 | 0.9589 | 0.8534 | 0.9906 | 0.0 | 0.8919 | 0.9883 | 0.9563 | 0.8057 | 0.9885 |
0.0287 | 38.21 | 25140 | 0.0983 | 0.7720 | 0.9387 | 0.9602 | nan | 0.8964 | 0.9901 | 0.9569 | 0.8599 | 0.9902 | 0.0 | 0.8935 | 0.9895 | 0.9545 | 0.8062 | 0.9882 |
0.0014 | 38.24 | 25160 | 0.1017 | 0.7720 | 0.9359 | 0.9611 | nan | 0.8925 | 0.9895 | 0.9588 | 0.8479 | 0.9906 | 0.0 | 0.8902 | 0.9890 | 0.9563 | 0.8081 | 0.9887 |
0.0538 | 38.27 | 25180 | 0.1004 | 0.7734 | 0.9360 | 0.9618 | nan | 0.8947 | 0.9888 | 0.9595 | 0.8459 | 0.9912 | 0.0 | 0.8926 | 0.9883 | 0.9568 | 0.8132 | 0.9891 |
0.0025 | 38.3 | 25200 | 0.1042 | 0.7747 | 0.9393 | 0.9635 | nan | 0.9055 | 0.9878 | 0.9612 | 0.8519 | 0.9897 | 0.0 | 0.9035 | 0.9875 | 0.9585 | 0.8110 | 0.9878 |
0.0046 | 38.33 | 25220 | 0.1021 | 0.7730 | 0.9369 | 0.9631 | nan | 0.9000 | 0.9879 | 0.9617 | 0.8467 | 0.9883 | 0.0 | 0.8979 | 0.9876 | 0.9589 | 0.8071 | 0.9867 |
0.0016 | 38.36 | 25240 | 0.1009 | 0.7727 | 0.9364 | 0.9616 | nan | 0.8950 | 0.9888 | 0.9595 | 0.8490 | 0.9899 | 0.0 | 0.8929 | 0.9883 | 0.9569 | 0.8101 | 0.9880 |
0.0056 | 38.39 | 25260 | 0.1016 | 0.7766 | 0.9415 | 0.9654 | nan | 0.9049 | 0.9897 | 0.9635 | 0.8580 | 0.9912 | 0.0 | 0.9026 | 0.9892 | 0.9608 | 0.8177 | 0.9892 |
0.006 | 38.42 | 25280 | 0.1007 | 0.7731 | 0.9372 | 0.9615 | nan | 0.8967 | 0.9874 | 0.9591 | 0.8518 | 0.9908 | 0.0 | 0.8945 | 0.9869 | 0.9565 | 0.8117 | 0.9888 |
0.0027 | 38.45 | 25300 | 0.1021 | 0.7743 | 0.9401 | 0.9620 | nan | 0.9022 | 0.9879 | 0.9590 | 0.8606 | 0.9906 | 0.0 | 0.8999 | 0.9875 | 0.9564 | 0.8129 | 0.9887 |
0.0315 | 38.48 | 25320 | 0.1055 | 0.7727 | 0.9376 | 0.9607 | nan | 0.8924 | 0.9884 | 0.9581 | 0.8578 | 0.9911 | 0.0 | 0.8902 | 0.9880 | 0.9555 | 0.8131 | 0.9892 |
0.0158 | 38.51 | 25340 | 0.1008 | 0.7726 | 0.9352 | 0.9609 | nan | 0.8933 | 0.9886 | 0.9586 | 0.8451 | 0.9904 | 0.0 | 0.8911 | 0.9881 | 0.9559 | 0.8120 | 0.9885 |
0.0076 | 38.54 | 25360 | 0.1038 | 0.7730 | 0.9350 | 0.9635 | nan | 0.8954 | 0.9881 | 0.9625 | 0.8393 | 0.9900 | 0.0 | 0.8935 | 0.9877 | 0.9596 | 0.8092 | 0.9882 |
0.0041 | 38.57 | 25380 | 0.1106 | 0.7723 | 0.9344 | 0.9623 | nan | 0.9004 | 0.9865 | 0.9602 | 0.8348 | 0.9901 | 0.0 | 0.8983 | 0.9862 | 0.9574 | 0.8038 | 0.9882 |
0.0059 | 38.6 | 25400 | 0.0995 | 0.7696 | 0.9303 | 0.9601 | nan | 0.8991 | 0.9871 | 0.9575 | 0.8197 | 0.9881 | 0.0 | 0.8968 | 0.9868 | 0.9549 | 0.7929 | 0.9862 |
0.0256 | 38.63 | 25420 | 0.0969 | 0.7741 | 0.9372 | 0.9634 | nan | 0.9014 | 0.9886 | 0.9615 | 0.8446 | 0.9899 | 0.0 | 0.8989 | 0.9882 | 0.9590 | 0.8104 | 0.9881 |
0.0053 | 38.66 | 25440 | 0.0972 | 0.7731 | 0.9362 | 0.9628 | nan | 0.8947 | 0.9879 | 0.9611 | 0.8461 | 0.9912 | 0.0 | 0.8926 | 0.9875 | 0.9586 | 0.8106 | 0.9891 |
0.0111 | 38.69 | 25460 | 0.0956 | 0.7728 | 0.9365 | 0.9639 | nan | 0.8955 | 0.9884 | 0.9631 | 0.8457 | 0.9896 | 0.0 | 0.8931 | 0.9880 | 0.9604 | 0.8077 | 0.9879 |
0.0267 | 38.72 | 25480 | 0.0986 | 0.7729 | 0.9356 | 0.9619 | nan | 0.8985 | 0.9889 | 0.9592 | 0.8404 | 0.9911 | 0.0 | 0.8962 | 0.9886 | 0.9567 | 0.8068 | 0.9890 |
0.0346 | 38.75 | 25500 | 0.1010 | 0.7734 | 0.9365 | 0.9589 | nan | 0.9069 | 0.9887 | 0.9531 | 0.8410 | 0.9929 | 0.0 | 0.9043 | 0.9884 | 0.9509 | 0.8068 | 0.9903 |
0.0056 | 38.78 | 25520 | 0.1039 | 0.7748 | 0.9395 | 0.9614 | nan | 0.9090 | 0.9887 | 0.9571 | 0.8514 | 0.9913 | 0.0 | 0.9061 | 0.9883 | 0.9548 | 0.8104 | 0.9892 |
0.0061 | 38.81 | 25540 | 0.1045 | 0.7744 | 0.9381 | 0.9621 | nan | 0.9057 | 0.9889 | 0.9587 | 0.8469 | 0.9906 | 0.0 | 0.9034 | 0.9885 | 0.9564 | 0.8092 | 0.9887 |
0.0092 | 38.84 | 25560 | 0.1024 | 0.7731 | 0.9363 | 0.9612 | nan | 0.9039 | 0.9890 | 0.9576 | 0.8405 | 0.9904 | 0.0 | 0.9018 | 0.9886 | 0.9553 | 0.8046 | 0.9885 |
0.006 | 38.88 | 25580 | 0.1093 | 0.7737 | 0.9366 | 0.9622 | nan | 0.9029 | 0.9881 | 0.9595 | 0.8422 | 0.9902 | 0.0 | 0.9009 | 0.9877 | 0.9570 | 0.8082 | 0.9883 |
0.0047 | 38.91 | 25600 | 0.1025 | 0.7736 | 0.9366 | 0.9598 | nan | 0.9009 | 0.9884 | 0.9562 | 0.8483 | 0.9892 | 0.0 | 0.8989 | 0.9880 | 0.9538 | 0.8133 | 0.9874 |
0.0071 | 38.94 | 25620 | 0.1007 | 0.7749 | 0.9390 | 0.9625 | nan | 0.9014 | 0.9887 | 0.9598 | 0.8544 | 0.9905 | 0.0 | 0.8995 | 0.9883 | 0.9573 | 0.8155 | 0.9886 |
0.0044 | 38.97 | 25640 | 0.0991 | 0.7746 | 0.9407 | 0.9631 | nan | 0.9008 | 0.9881 | 0.9609 | 0.8631 | 0.9906 | 0.0 | 0.8987 | 0.9877 | 0.9585 | 0.8139 | 0.9886 |
0.0027 | 39.0 | 25660 | 0.0961 | 0.7748 | 0.9403 | 0.9624 | nan | 0.9006 | 0.9881 | 0.9601 | 0.8627 | 0.9900 | 0.0 | 0.8984 | 0.9877 | 0.9577 | 0.8166 | 0.9882 |
0.0138 | 39.03 | 25680 | 0.0979 | 0.7755 | 0.9401 | 0.9613 | nan | 0.9054 | 0.9883 | 0.9575 | 0.8588 | 0.9906 | 0.0 | 0.9033 | 0.9879 | 0.9551 | 0.8178 | 0.9886 |
0.0197 | 39.06 | 25700 | 0.1015 | 0.7756 | 0.9402 | 0.9645 | nan | 0.9029 | 0.9883 | 0.9630 | 0.8572 | 0.9897 | 0.0 | 0.9011 | 0.9880 | 0.9603 | 0.8161 | 0.9879 |
0.0136 | 39.09 | 25720 | 0.1017 | 0.7748 | 0.9389 | 0.9643 | nan | 0.9023 | 0.9874 | 0.9630 | 0.8525 | 0.9892 | 0.0 | 0.9006 | 0.9870 | 0.9604 | 0.8135 | 0.9875 |
0.0178 | 39.12 | 25740 | 0.0980 | 0.7759 | 0.9409 | 0.9640 | nan | 0.9029 | 0.9882 | 0.9624 | 0.8615 | 0.9895 | 0.0 | 0.9007 | 0.9879 | 0.9598 | 0.8194 | 0.9878 |
0.0017 | 39.15 | 25760 | 0.0960 | 0.7739 | 0.9382 | 0.9627 | nan | 0.8978 | 0.9891 | 0.9612 | 0.8545 | 0.9886 | 0.0 | 0.8955 | 0.9887 | 0.9586 | 0.8135 | 0.9870 |
0.0025 | 39.18 | 25780 | 0.0976 | 0.7739 | 0.9392 | 0.9632 | nan | 0.8972 | 0.9882 | 0.9615 | 0.8584 | 0.9906 | 0.0 | 0.8949 | 0.9879 | 0.9591 | 0.8130 | 0.9887 |
0.0157 | 39.21 | 25800 | 0.0953 | 0.7750 | 0.9405 | 0.9643 | nan | 0.8969 | 0.9873 | 0.9632 | 0.8638 | 0.9911 | 0.0 | 0.8947 | 0.9869 | 0.9607 | 0.8184 | 0.9890 |
0.0229 | 39.24 | 25820 | 0.0979 | 0.7753 | 0.9404 | 0.9653 | nan | 0.8957 | 0.9882 | 0.9647 | 0.8620 | 0.9913 | 0.0 | 0.8936 | 0.9878 | 0.9621 | 0.8190 | 0.9892 |
0.0186 | 39.27 | 25840 | 0.0980 | 0.7749 | 0.9398 | 0.9622 | nan | 0.8988 | 0.9888 | 0.9596 | 0.8609 | 0.9911 | 0.0 | 0.8966 | 0.9884 | 0.9571 | 0.8183 | 0.9889 |
0.0028 | 39.3 | 25860 | 0.1015 | 0.7744 | 0.9385 | 0.9616 | nan | 0.9002 | 0.9889 | 0.9588 | 0.8544 | 0.9899 | 0.0 | 0.8981 | 0.9886 | 0.9562 | 0.8154 | 0.9880 |
0.0017 | 39.33 | 25880 | 0.1006 | 0.7738 | 0.9381 | 0.9618 | nan | 0.8963 | 0.9882 | 0.9599 | 0.8571 | 0.9892 | 0.0 | 0.8942 | 0.9878 | 0.9573 | 0.8160 | 0.9876 |
0.0166 | 39.36 | 25900 | 0.0951 | 0.7752 | 0.9402 | 0.9640 | nan | 0.8989 | 0.9885 | 0.9627 | 0.8608 | 0.9902 | 0.0 | 0.8968 | 0.9881 | 0.9599 | 0.8182 | 0.9884 |
0.0086 | 39.39 | 25920 | 0.0958 | 0.7781 | 0.9448 | 0.9653 | nan | 0.9025 | 0.9906 | 0.9633 | 0.8758 | 0.9917 | 0.0 | 0.9003 | 0.9901 | 0.9608 | 0.8278 | 0.9895 |
0.0206 | 39.42 | 25940 | 0.0951 | 0.7746 | 0.9416 | 0.9619 | nan | 0.8947 | 0.9879 | 0.9601 | 0.8756 | 0.9896 | 0.0 | 0.8926 | 0.9875 | 0.9577 | 0.8220 | 0.9877 |
0.0045 | 39.45 | 25960 | 0.0931 | 0.7765 | 0.9421 | 0.9646 | nan | 0.9003 | 0.9895 | 0.9636 | 0.8683 | 0.9888 | 0.0 | 0.8982 | 0.9891 | 0.9610 | 0.8236 | 0.9871 |
0.0037 | 39.48 | 25980 | 0.0934 | 0.7760 | 0.9420 | 0.9630 | nan | 0.8977 | 0.9891 | 0.9610 | 0.8715 | 0.9909 | 0.0 | 0.8956 | 0.9886 | 0.9587 | 0.8245 | 0.9888 |
0.028 | 39.51 | 26000 | 0.0944 | 0.7756 | 0.9417 | 0.9635 | nan | 0.8960 | 0.9894 | 0.9618 | 0.8700 | 0.9913 | 0.0 | 0.8939 | 0.9889 | 0.9595 | 0.8219 | 0.9891 |
0.0061 | 39.54 | 26020 | 0.0963 | 0.7764 | 0.9415 | 0.9641 | nan | 0.9006 | 0.9894 | 0.9624 | 0.8648 | 0.9905 | 0.0 | 0.8986 | 0.9889 | 0.9599 | 0.8225 | 0.9886 |
0.0159 | 39.57 | 26040 | 0.0968 | 0.7749 | 0.9396 | 0.9620 | nan | 0.8971 | 0.9896 | 0.9599 | 0.8625 | 0.9890 | 0.0 | 0.8952 | 0.9891 | 0.9573 | 0.8208 | 0.9872 |
0.0098 | 39.6 | 26060 | 0.0975 | 0.7765 | 0.9414 | 0.9650 | nan | 0.9020 | 0.9897 | 0.9639 | 0.8622 | 0.9889 | 0.0 | 0.9000 | 0.9892 | 0.9612 | 0.8216 | 0.9872 |
0.0367 | 39.64 | 26080 | 0.0939 | 0.7746 | 0.9388 | 0.9638 | nan | 0.8936 | 0.9887 | 0.9626 | 0.8576 | 0.9915 | 0.0 | 0.8916 | 0.9882 | 0.9602 | 0.8184 | 0.9894 |
0.0037 | 39.67 | 26100 | 0.0960 | 0.7740 | 0.9383 | 0.9631 | nan | 0.8909 | 0.9892 | 0.9615 | 0.8573 | 0.9925 | 0.0 | 0.8889 | 0.9886 | 0.9592 | 0.8174 | 0.9900 |
0.0057 | 39.7 | 26120 | 0.0930 | 0.7743 | 0.9383 | 0.9637 | nan | 0.8999 | 0.9862 | 0.9619 | 0.8517 | 0.9919 | 0.0 | 0.8975 | 0.9858 | 0.9597 | 0.8131 | 0.9895 |
0.0204 | 39.73 | 26140 | 0.0970 | 0.7737 | 0.9387 | 0.9612 | nan | 0.8978 | 0.9876 | 0.9583 | 0.8583 | 0.9913 | 0.0 | 0.8951 | 0.9872 | 0.9560 | 0.8147 | 0.9890 |
0.0136 | 39.76 | 26160 | 0.0935 | 0.7712 | 0.9361 | 0.9621 | nan | 0.8825 | 0.9882 | 0.9619 | 0.8575 | 0.9902 | 0.0 | 0.8805 | 0.9878 | 0.9593 | 0.8116 | 0.9882 |
0.0249 | 39.79 | 26180 | 0.0945 | 0.7733 | 0.9382 | 0.9630 | nan | 0.8932 | 0.9884 | 0.9616 | 0.8565 | 0.9913 | 0.0 | 0.8910 | 0.9880 | 0.9591 | 0.8123 | 0.9893 |
0.0052 | 39.82 | 26200 | 0.0986 | 0.7729 | 0.9386 | 0.9633 | nan | 0.8941 | 0.9869 | 0.9630 | 0.8611 | 0.9880 | 0.0 | 0.8921 | 0.9866 | 0.9602 | 0.8120 | 0.9865 |
0.0034 | 39.85 | 26220 | 0.0999 | 0.7739 | 0.9394 | 0.9626 | nan | 0.9015 | 0.9867 | 0.9613 | 0.8610 | 0.9866 | 0.0 | 0.8990 | 0.9864 | 0.9586 | 0.8142 | 0.9851 |
0.0206 | 39.88 | 26240 | 0.0966 | 0.7763 | 0.9419 | 0.9636 | nan | 0.9039 | 0.9895 | 0.9616 | 0.8662 | 0.9884 | 0.0 | 0.9013 | 0.9891 | 0.9590 | 0.8216 | 0.9867 |
0.0109 | 39.91 | 26260 | 0.0979 | 0.7752 | 0.9397 | 0.9630 | nan | 0.8965 | 0.9894 | 0.9610 | 0.8606 | 0.9912 | 0.0 | 0.8940 | 0.9890 | 0.9585 | 0.8206 | 0.9889 |
0.0038 | 39.94 | 26280 | 0.0980 | 0.7755 | 0.9406 | 0.9636 | nan | 0.8978 | 0.9891 | 0.9619 | 0.8632 | 0.9908 | 0.0 | 0.8956 | 0.9887 | 0.9592 | 0.8209 | 0.9886 |
0.0011 | 39.97 | 26300 | 0.1015 | 0.7752 | 0.9414 | 0.9625 | nan | 0.9016 | 0.9895 | 0.9596 | 0.8651 | 0.9910 | 0.0 | 0.8991 | 0.9890 | 0.9571 | 0.8169 | 0.9888 |
0.0031 | 40.0 | 26320 | 0.1049 | 0.7732 | 0.9379 | 0.9606 | nan | 0.8920 | 0.9893 | 0.9581 | 0.8597 | 0.9904 | 0.0 | 0.8899 | 0.9888 | 0.9555 | 0.8166 | 0.9884 |
0.0183 | 40.03 | 26340 | 0.1014 | 0.7735 | 0.9380 | 0.9619 | nan | 0.8950 | 0.9884 | 0.9600 | 0.8567 | 0.9898 | 0.0 | 0.8928 | 0.9880 | 0.9573 | 0.8151 | 0.9879 |
0.011 | 40.06 | 26360 | 0.1000 | 0.7754 | 0.9404 | 0.9629 | nan | 0.9019 | 0.9886 | 0.9605 | 0.8605 | 0.9903 | 0.0 | 0.8996 | 0.9882 | 0.9578 | 0.8181 | 0.9884 |
0.003 | 40.09 | 26380 | 0.1009 | 0.7742 | 0.9388 | 0.9636 | nan | 0.8963 | 0.9883 | 0.9625 | 0.8573 | 0.9896 | 0.0 | 0.8941 | 0.9880 | 0.9598 | 0.8155 | 0.9877 |
0.0077 | 40.12 | 26400 | 0.0964 | 0.7740 | 0.9392 | 0.9632 | nan | 0.8951 | 0.9891 | 0.9623 | 0.8614 | 0.9883 | 0.0 | 0.8930 | 0.9887 | 0.9595 | 0.8163 | 0.9867 |
0.02 | 40.15 | 26420 | 0.0958 | 0.7739 | 0.9391 | 0.9610 | nan | 0.8997 | 0.9881 | 0.9581 | 0.8600 | 0.9897 | 0.0 | 0.8973 | 0.9877 | 0.9556 | 0.8152 | 0.9878 |
0.005 | 40.18 | 26440 | 0.0997 | 0.7751 | 0.9400 | 0.9637 | nan | 0.9007 | 0.9882 | 0.9621 | 0.8594 | 0.9894 | 0.0 | 0.8986 | 0.9879 | 0.9595 | 0.8170 | 0.9876 |
0.0041 | 40.21 | 26460 | 0.0990 | 0.7758 | 0.9395 | 0.9634 | nan | 0.9014 | 0.9888 | 0.9615 | 0.8562 | 0.9897 | 0.0 | 0.8994 | 0.9884 | 0.9588 | 0.8201 | 0.9878 |
0.0067 | 40.24 | 26480 | 0.0991 | 0.7740 | 0.9381 | 0.9611 | nan | 0.8942 | 0.9888 | 0.9592 | 0.8597 | 0.9886 | 0.0 | 0.8920 | 0.9883 | 0.9567 | 0.8203 | 0.9868 |
0.0085 | 40.27 | 26500 | 0.0990 | 0.7748 | 0.9392 | 0.9620 | nan | 0.8999 | 0.9885 | 0.9598 | 0.8588 | 0.9891 | 0.0 | 0.8974 | 0.9880 | 0.9573 | 0.8190 | 0.9873 |
0.0074 | 40.3 | 26520 | 0.1008 | 0.7736 | 0.9368 | 0.9628 | nan | 0.8962 | 0.9879 | 0.9612 | 0.8488 | 0.9901 | 0.0 | 0.8943 | 0.9875 | 0.9584 | 0.8130 | 0.9882 |
0.035 | 40.33 | 26540 | 0.1004 | 0.7742 | 0.9381 | 0.9615 | nan | 0.8975 | 0.9889 | 0.9588 | 0.8547 | 0.9907 | 0.0 | 0.8953 | 0.9884 | 0.9562 | 0.8170 | 0.9886 |
0.0039 | 40.36 | 26560 | 0.1064 | 0.7745 | 0.9381 | 0.9637 | nan | 0.8986 | 0.9882 | 0.9622 | 0.8510 | 0.9903 | 0.0 | 0.8967 | 0.9878 | 0.9594 | 0.8149 | 0.9883 |
0.0303 | 40.4 | 26580 | 0.1018 | 0.7731 | 0.9355 | 0.9614 | nan | 0.8987 | 0.9875 | 0.9589 | 0.8423 | 0.9901 | 0.0 | 0.8966 | 0.9872 | 0.9563 | 0.8105 | 0.9880 |
0.0025 | 40.43 | 26600 | 0.1036 | 0.7728 | 0.9360 | 0.9616 | nan | 0.8966 | 0.9885 | 0.9597 | 0.8462 | 0.9887 | 0.0 | 0.8945 | 0.9881 | 0.9570 | 0.8101 | 0.9869 |
0.009 | 40.46 | 26620 | 0.0966 | 0.7734 | 0.9377 | 0.9653 | nan | 0.8947 | 0.9886 | 0.9659 | 0.8522 | 0.9872 | 0.0 | 0.8929 | 0.9881 | 0.9628 | 0.8111 | 0.9857 |
0.0092 | 40.49 | 26640 | 0.0989 | 0.7732 | 0.9370 | 0.9624 | nan | 0.8966 | 0.9884 | 0.9606 | 0.8495 | 0.9901 | 0.0 | 0.8946 | 0.9879 | 0.9579 | 0.8110 | 0.9879 |
0.01 | 40.52 | 26660 | 0.0963 | 0.7724 | 0.9353 | 0.9606 | nan | 0.8933 | 0.9888 | 0.9579 | 0.8455 | 0.9911 | 0.0 | 0.8913 | 0.9882 | 0.9554 | 0.8108 | 0.9886 |
0.0391 | 40.55 | 26680 | 0.0994 | 0.7723 | 0.9351 | 0.9613 | nan | 0.8933 | 0.9885 | 0.9596 | 0.8449 | 0.9891 | 0.0 | 0.8914 | 0.9880 | 0.9568 | 0.8105 | 0.9872 |
0.0053 | 40.58 | 26700 | 0.0967 | 0.7732 | 0.9359 | 0.9634 | nan | 0.8953 | 0.9877 | 0.9625 | 0.8447 | 0.9892 | 0.0 | 0.8936 | 0.9873 | 0.9596 | 0.8116 | 0.9873 |
0.0095 | 40.61 | 26720 | 0.0972 | 0.7749 | 0.9384 | 0.9637 | nan | 0.8996 | 0.9885 | 0.9620 | 0.8512 | 0.9905 | 0.0 | 0.8976 | 0.9880 | 0.9593 | 0.8160 | 0.9883 |
0.0048 | 40.64 | 26740 | 0.1005 | 0.7736 | 0.9387 | 0.9615 | nan | 0.8976 | 0.9874 | 0.9594 | 0.8597 | 0.9892 | 0.0 | 0.8958 | 0.9870 | 0.9567 | 0.8149 | 0.9873 |
0.0247 | 40.67 | 26760 | 0.0979 | 0.7735 | 0.9370 | 0.9637 | nan | 0.8951 | 0.9884 | 0.9629 | 0.8488 | 0.9896 | 0.0 | 0.8933 | 0.9880 | 0.9600 | 0.8120 | 0.9876 |
0.0054 | 40.7 | 26780 | 0.1019 | 0.7741 | 0.9379 | 0.9651 | nan | 0.8952 | 0.9886 | 0.9650 | 0.8513 | 0.9896 | 0.0 | 0.8934 | 0.9882 | 0.9621 | 0.8132 | 0.9876 |
0.0041 | 40.73 | 26800 | 0.1026 | 0.7726 | 0.9367 | 0.9624 | nan | 0.8915 | 0.9874 | 0.9615 | 0.8533 | 0.9898 | 0.0 | 0.8893 | 0.9870 | 0.9588 | 0.8128 | 0.9878 |
0.0031 | 40.76 | 26820 | 0.1036 | 0.7732 | 0.9371 | 0.9642 | nan | 0.8936 | 0.9878 | 0.9637 | 0.8500 | 0.9905 | 0.0 | 0.8918 | 0.9874 | 0.9608 | 0.8105 | 0.9885 |
0.0036 | 40.79 | 26840 | 0.1016 | 0.7725 | 0.9363 | 0.9643 | nan | 0.8903 | 0.9875 | 0.9646 | 0.8495 | 0.9897 | 0.0 | 0.8886 | 0.9872 | 0.9616 | 0.8098 | 0.9879 |
0.0072 | 40.82 | 26860 | 0.1072 | 0.7732 | 0.9369 | 0.9633 | nan | 0.8922 | 0.9885 | 0.9624 | 0.8509 | 0.9907 | 0.0 | 0.8904 | 0.9881 | 0.9596 | 0.8125 | 0.9886 |
0.0068 | 40.85 | 26880 | 0.1032 | 0.7720 | 0.9351 | 0.9631 | nan | 0.8868 | 0.9885 | 0.9628 | 0.8468 | 0.9905 | 0.0 | 0.8851 | 0.9880 | 0.9599 | 0.8105 | 0.9885 |
0.02 | 40.88 | 26900 | 0.1065 | 0.7727 | 0.9360 | 0.9632 | nan | 0.8942 | 0.9874 | 0.9622 | 0.8462 | 0.9901 | 0.0 | 0.8924 | 0.9870 | 0.9594 | 0.8094 | 0.9881 |
0.0443 | 40.91 | 26920 | 0.1022 | 0.7740 | 0.9377 | 0.9633 | nan | 0.8995 | 0.9898 | 0.9612 | 0.8470 | 0.9909 | 0.0 | 0.8976 | 0.9892 | 0.9584 | 0.8098 | 0.9888 |
0.0195 | 40.94 | 26940 | 0.1028 | 0.7732 | 0.9372 | 0.9612 | nan | 0.8978 | 0.9898 | 0.9581 | 0.8496 | 0.9909 | 0.0 | 0.8956 | 0.9893 | 0.9555 | 0.8101 | 0.9888 |
0.0367 | 40.97 | 26960 | 0.1032 | 0.7724 | 0.9370 | 0.9600 | nan | 0.8959 | 0.9886 | 0.9568 | 0.8531 | 0.9907 | 0.0 | 0.8938 | 0.9881 | 0.9542 | 0.8098 | 0.9887 |
0.0068 | 41.0 | 26980 | 0.1044 | 0.7728 | 0.9377 | 0.9613 | nan | 0.8945 | 0.9892 | 0.9588 | 0.8550 | 0.9908 | 0.0 | 0.8927 | 0.9887 | 0.9560 | 0.8102 | 0.9888 |
0.0035 | 41.03 | 27000 | 0.1066 | 0.7712 | 0.9359 | 0.9605 | nan | 0.8909 | 0.9875 | 0.9584 | 0.8525 | 0.9903 | 0.0 | 0.8891 | 0.9871 | 0.9557 | 0.8067 | 0.9884 |
0.0057 | 41.06 | 27020 | 0.1066 | 0.7715 | 0.9364 | 0.9595 | nan | 0.8936 | 0.9883 | 0.9566 | 0.8536 | 0.9898 | 0.0 | 0.8916 | 0.9879 | 0.9540 | 0.8074 | 0.9879 |
0.0021 | 41.09 | 27040 | 0.0991 | 0.7741 | 0.9382 | 0.9625 | nan | 0.9005 | 0.9888 | 0.9602 | 0.8520 | 0.9895 | 0.0 | 0.8986 | 0.9883 | 0.9573 | 0.8123 | 0.9878 |
0.0047 | 41.12 | 27060 | 0.0973 | 0.7737 | 0.9378 | 0.9617 | nan | 0.8951 | 0.9879 | 0.9598 | 0.8569 | 0.9894 | 0.0 | 0.8931 | 0.9875 | 0.9571 | 0.8168 | 0.9877 |
0.0377 | 41.16 | 27080 | 0.1009 | 0.7731 | 0.9368 | 0.9628 | nan | 0.8905 | 0.9884 | 0.9618 | 0.8531 | 0.9904 | 0.0 | 0.8887 | 0.9879 | 0.9590 | 0.8143 | 0.9884 |
0.0066 | 41.19 | 27100 | 0.1011 | 0.7733 | 0.9379 | 0.9635 | nan | 0.8949 | 0.9878 | 0.9630 | 0.8561 | 0.9879 | 0.0 | 0.8929 | 0.9874 | 0.9602 | 0.8132 | 0.9863 |
0.0039 | 41.22 | 27120 | 0.1049 | 0.7741 | 0.9380 | 0.9639 | nan | 0.8986 | 0.9879 | 0.9627 | 0.8508 | 0.9900 | 0.0 | 0.8969 | 0.9874 | 0.9598 | 0.8125 | 0.9882 |
0.0046 | 41.25 | 27140 | 0.1038 | 0.7766 | 0.9410 | 0.9665 | nan | 0.9002 | 0.9895 | 0.9658 | 0.8580 | 0.9915 | 0.0 | 0.8984 | 0.9889 | 0.9630 | 0.8198 | 0.9894 |
0.0029 | 41.28 | 27160 | 0.1020 | 0.7759 | 0.9409 | 0.9650 | nan | 0.9013 | 0.9875 | 0.9638 | 0.8610 | 0.9906 | 0.0 | 0.8992 | 0.9871 | 0.9611 | 0.8193 | 0.9886 |
0.0042 | 41.31 | 27180 | 0.0992 | 0.7750 | 0.9398 | 0.9626 | nan | 0.8955 | 0.9881 | 0.9607 | 0.8634 | 0.9914 | 0.0 | 0.8930 | 0.9876 | 0.9583 | 0.8219 | 0.9891 |
0.005 | 41.34 | 27200 | 0.0982 | 0.7742 | 0.9390 | 0.9624 | nan | 0.8937 | 0.9883 | 0.9607 | 0.8617 | 0.9907 | 0.0 | 0.8912 | 0.9879 | 0.9582 | 0.8191 | 0.9885 |
0.0299 | 41.37 | 27220 | 0.1003 | 0.7744 | 0.9404 | 0.9619 | nan | 0.8984 | 0.9890 | 0.9595 | 0.8652 | 0.9900 | 0.0 | 0.8958 | 0.9886 | 0.9571 | 0.8172 | 0.9880 |
0.01 | 41.4 | 27240 | 0.1015 | 0.7722 | 0.9368 | 0.9602 | nan | 0.8920 | 0.9881 | 0.9584 | 0.8577 | 0.9876 | 0.0 | 0.8897 | 0.9876 | 0.9559 | 0.8137 | 0.9860 |
0.0051 | 41.43 | 27260 | 0.1018 | 0.7742 | 0.9389 | 0.9634 | nan | 0.8958 | 0.9890 | 0.9623 | 0.8579 | 0.9892 | 0.0 | 0.8936 | 0.9886 | 0.9596 | 0.8160 | 0.9875 |
0.0039 | 41.46 | 27280 | 0.0982 | 0.7740 | 0.9383 | 0.9624 | nan | 0.8938 | 0.9879 | 0.9609 | 0.8584 | 0.9904 | 0.0 | 0.8917 | 0.9875 | 0.9583 | 0.8179 | 0.9885 |
0.0046 | 41.49 | 27300 | 0.1017 | 0.7738 | 0.9377 | 0.9614 | nan | 0.8934 | 0.9878 | 0.9590 | 0.8566 | 0.9917 | 0.0 | 0.8914 | 0.9873 | 0.9565 | 0.8180 | 0.9894 |
0.0228 | 41.52 | 27320 | 0.1011 | 0.7758 | 0.9405 | 0.9651 | nan | 0.8998 | 0.9890 | 0.9642 | 0.8594 | 0.9901 | 0.0 | 0.8978 | 0.9885 | 0.9613 | 0.8189 | 0.9884 |
0.0212 | 41.55 | 27340 | 0.1001 | 0.7749 | 0.9390 | 0.9650 | nan | 0.8953 | 0.9879 | 0.9648 | 0.8572 | 0.9899 | 0.0 | 0.8933 | 0.9875 | 0.9620 | 0.8182 | 0.9881 |
0.0053 | 41.58 | 27360 | 0.0970 | 0.7741 | 0.9385 | 0.9632 | nan | 0.8958 | 0.9870 | 0.9622 | 0.8580 | 0.9893 | 0.0 | 0.8936 | 0.9867 | 0.9595 | 0.8173 | 0.9876 |
0.0048 | 41.61 | 27380 | 0.1021 | 0.7754 | 0.9400 | 0.9645 | nan | 0.8991 | 0.9885 | 0.9634 | 0.8592 | 0.9899 | 0.0 | 0.8971 | 0.9881 | 0.9606 | 0.8185 | 0.9881 |
0.0031 | 41.64 | 27400 | 0.1021 | 0.7740 | 0.9384 | 0.9632 | nan | 0.8933 | 0.9874 | 0.9623 | 0.8586 | 0.9902 | 0.0 | 0.8915 | 0.9870 | 0.9595 | 0.8174 | 0.9884 |
0.003 | 41.67 | 27420 | 0.1080 | 0.7733 | 0.9370 | 0.9618 | nan | 0.8926 | 0.9868 | 0.9600 | 0.8541 | 0.9918 | 0.0 | 0.8906 | 0.9864 | 0.9573 | 0.8157 | 0.9895 |
0.0028 | 41.7 | 27440 | 0.1006 | 0.7761 | 0.9408 | 0.9641 | nan | 0.9019 | 0.9882 | 0.9621 | 0.8599 | 0.9918 | 0.0 | 0.8997 | 0.9878 | 0.9593 | 0.8199 | 0.9898 |
0.0277 | 41.73 | 27460 | 0.0984 | 0.7747 | 0.9391 | 0.9640 | nan | 0.8997 | 0.9872 | 0.9629 | 0.8562 | 0.9897 | 0.0 | 0.8976 | 0.9868 | 0.9600 | 0.8160 | 0.9880 |
0.0214 | 41.76 | 27480 | 0.0998 | 0.7744 | 0.9383 | 0.9651 | nan | 0.8938 | 0.9881 | 0.9649 | 0.8540 | 0.9909 | 0.0 | 0.8918 | 0.9877 | 0.9620 | 0.8155 | 0.9891 |
0.0214 | 41.79 | 27500 | 0.0971 | 0.7757 | 0.9403 | 0.9628 | nan | 0.8987 | 0.9887 | 0.9602 | 0.8613 | 0.9925 | 0.0 | 0.8965 | 0.9882 | 0.9577 | 0.8216 | 0.9902 |
0.0164 | 41.82 | 27520 | 0.0969 | 0.7722 | 0.9362 | 0.9601 | nan | 0.8867 | 0.9883 | 0.9580 | 0.8565 | 0.9913 | 0.0 | 0.8850 | 0.9878 | 0.9555 | 0.8159 | 0.9892 |
0.0053 | 41.85 | 27540 | 0.0996 | 0.7740 | 0.9384 | 0.9622 | nan | 0.8957 | 0.9888 | 0.9600 | 0.8563 | 0.9910 | 0.0 | 0.8938 | 0.9883 | 0.9573 | 0.8154 | 0.9890 |
0.0142 | 41.88 | 27560 | 0.1008 | 0.7728 | 0.9364 | 0.9617 | nan | 0.8940 | 0.9875 | 0.9598 | 0.8497 | 0.9909 | 0.0 | 0.8922 | 0.9870 | 0.9571 | 0.8117 | 0.9888 |
0.0018 | 41.91 | 27580 | 0.1018 | 0.7727 | 0.9365 | 0.9614 | nan | 0.8952 | 0.9868 | 0.9594 | 0.8509 | 0.9903 | 0.0 | 0.8933 | 0.9864 | 0.9567 | 0.8117 | 0.9883 |
0.0121 | 41.95 | 27600 | 0.0985 | 0.7752 | 0.9394 | 0.9642 | nan | 0.9010 | 0.9886 | 0.9627 | 0.8545 | 0.9900 | 0.0 | 0.8990 | 0.9882 | 0.9599 | 0.8157 | 0.9882 |
0.0067 | 41.98 | 27620 | 0.1009 | 0.7735 | 0.9383 | 0.9627 | nan | 0.8944 | 0.9884 | 0.9614 | 0.8579 | 0.9895 | 0.0 | 0.8924 | 0.9879 | 0.9587 | 0.8146 | 0.9877 |
0.0199 | 42.01 | 27640 | 0.0970 | 0.7732 | 0.9373 | 0.9628 | nan | 0.8902 | 0.9881 | 0.9619 | 0.8558 | 0.9908 | 0.0 | 0.8885 | 0.9876 | 0.9591 | 0.8154 | 0.9888 |
0.0156 | 42.04 | 27660 | 0.0991 | 0.7749 | 0.9396 | 0.9634 | nan | 0.9014 | 0.9880 | 0.9614 | 0.8570 | 0.9903 | 0.0 | 0.8996 | 0.9875 | 0.9587 | 0.8151 | 0.9884 |
0.0083 | 42.07 | 27680 | 0.0978 | 0.7749 | 0.9398 | 0.9628 | nan | 0.9016 | 0.9886 | 0.9602 | 0.8574 | 0.9910 | 0.0 | 0.8997 | 0.9881 | 0.9577 | 0.8151 | 0.9889 |
0.0193 | 42.1 | 27700 | 0.0952 | 0.7738 | 0.9379 | 0.9619 | nan | 0.8965 | 0.9885 | 0.9597 | 0.8551 | 0.9899 | 0.0 | 0.8947 | 0.9880 | 0.9571 | 0.8150 | 0.9881 |
0.0103 | 42.13 | 27720 | 0.0978 | 0.7737 | 0.9379 | 0.9631 | nan | 0.8940 | 0.9885 | 0.9621 | 0.8557 | 0.9893 | 0.0 | 0.8925 | 0.9880 | 0.9592 | 0.8150 | 0.9877 |
0.0034 | 42.16 | 27740 | 0.0996 | 0.7736 | 0.9381 | 0.9614 | nan | 0.8948 | 0.9877 | 0.9590 | 0.8573 | 0.9914 | 0.0 | 0.8930 | 0.9873 | 0.9564 | 0.8158 | 0.9893 |
0.0158 | 42.19 | 27760 | 0.1003 | 0.7738 | 0.9386 | 0.9623 | nan | 0.8960 | 0.9876 | 0.9604 | 0.8588 | 0.9904 | 0.0 | 0.8940 | 0.9871 | 0.9577 | 0.8155 | 0.9886 |
0.0004 | 42.22 | 27780 | 0.1000 | 0.7744 | 0.9392 | 0.9631 | nan | 0.8994 | 0.9883 | 0.9613 | 0.8570 | 0.9900 | 0.0 | 0.8976 | 0.9879 | 0.9585 | 0.8141 | 0.9882 |
0.0298 | 42.25 | 27800 | 0.0953 | 0.7746 | 0.9395 | 0.9626 | nan | 0.9002 | 0.9887 | 0.9600 | 0.8578 | 0.9910 | 0.0 | 0.8981 | 0.9882 | 0.9575 | 0.8148 | 0.9890 |
0.0041 | 42.28 | 27820 | 0.1039 | 0.7741 | 0.9391 | 0.9628 | nan | 0.8976 | 0.9888 | 0.9608 | 0.8576 | 0.9904 | 0.0 | 0.8959 | 0.9883 | 0.9582 | 0.8139 | 0.9884 |
0.012 | 42.31 | 27840 | 0.0998 | 0.7729 | 0.9378 | 0.9625 | nan | 0.8953 | 0.9883 | 0.9612 | 0.8556 | 0.9886 | 0.0 | 0.8936 | 0.9878 | 0.9586 | 0.8106 | 0.9868 |
0.0042 | 42.34 | 27860 | 0.1018 | 0.7735 | 0.9383 | 0.9630 | nan | 0.8995 | 0.9880 | 0.9619 | 0.8553 | 0.9871 | 0.0 | 0.8977 | 0.9875 | 0.9591 | 0.8113 | 0.9856 |
0.0115 | 42.37 | 27880 | 0.1020 | 0.7740 | 0.9387 | 0.9626 | nan | 0.8987 | 0.9882 | 0.9608 | 0.8563 | 0.9893 | 0.0 | 0.8967 | 0.9877 | 0.9583 | 0.8138 | 0.9874 |
0.0246 | 42.4 | 27900 | 0.0999 | 0.7726 | 0.9366 | 0.9618 | nan | 0.8974 | 0.9859 | 0.9602 | 0.8507 | 0.9886 | 0.0 | 0.8956 | 0.9856 | 0.9575 | 0.8100 | 0.9868 |
0.0053 | 42.43 | 27920 | 0.0985 | 0.7755 | 0.9404 | 0.9629 | nan | 0.9045 | 0.9886 | 0.9602 | 0.8585 | 0.9904 | 0.0 | 0.9024 | 0.9881 | 0.9577 | 0.8165 | 0.9884 |
0.0053 | 42.46 | 27940 | 0.1021 | 0.7742 | 0.9390 | 0.9617 | nan | 0.8992 | 0.9883 | 0.9592 | 0.8587 | 0.9898 | 0.0 | 0.8970 | 0.9879 | 0.9567 | 0.8159 | 0.9879 |
0.0154 | 42.49 | 27960 | 0.1011 | 0.7733 | 0.9378 | 0.9607 | nan | 0.8966 | 0.9868 | 0.9581 | 0.8576 | 0.9899 | 0.0 | 0.8946 | 0.9863 | 0.9557 | 0.8155 | 0.9879 |
0.0046 | 42.52 | 27980 | 0.1011 | 0.7756 | 0.9401 | 0.9635 | nan | 0.9026 | 0.9883 | 0.9614 | 0.8578 | 0.9906 | 0.0 | 0.9006 | 0.9878 | 0.9589 | 0.8178 | 0.9886 |
0.0556 | 42.55 | 28000 | 0.0988 | 0.7742 | 0.9393 | 0.9621 | nan | 0.8966 | 0.9883 | 0.9601 | 0.8615 | 0.9898 | 0.0 | 0.8943 | 0.9878 | 0.9577 | 0.8175 | 0.9879 |
0.002 | 42.58 | 28020 | 0.1016 | 0.7752 | 0.9406 | 0.9636 | nan | 0.9015 | 0.9890 | 0.9619 | 0.8620 | 0.9886 | 0.0 | 0.8994 | 0.9885 | 0.9593 | 0.8171 | 0.9869 |
0.0055 | 42.61 | 28040 | 0.1025 | 0.7751 | 0.9396 | 0.9629 | nan | 0.9001 | 0.9894 | 0.9608 | 0.8585 | 0.9895 | 0.0 | 0.8982 | 0.9889 | 0.9582 | 0.8176 | 0.9876 |
0.0046 | 42.64 | 28060 | 0.1012 | 0.7729 | 0.9370 | 0.9611 | nan | 0.8887 | 0.9881 | 0.9595 | 0.8583 | 0.9904 | 0.0 | 0.8868 | 0.9876 | 0.9571 | 0.8175 | 0.9883 |
0.0336 | 42.67 | 28080 | 0.0988 | 0.7730 | 0.9364 | 0.9615 | nan | 0.8916 | 0.9874 | 0.9600 | 0.8528 | 0.9899 | 0.0 | 0.8898 | 0.9870 | 0.9574 | 0.8161 | 0.9879 |
0.0168 | 42.71 | 28100 | 0.0992 | 0.7727 | 0.9368 | 0.9615 | nan | 0.8850 | 0.9886 | 0.9606 | 0.8598 | 0.9901 | 0.0 | 0.8832 | 0.9881 | 0.9579 | 0.8186 | 0.9882 |
0.0069 | 42.74 | 28120 | 0.0990 | 0.7744 | 0.9394 | 0.9620 | nan | 0.8945 | 0.9888 | 0.9601 | 0.8640 | 0.9898 | 0.0 | 0.8924 | 0.9882 | 0.9576 | 0.8200 | 0.9880 |
0.0029 | 42.77 | 28140 | 0.1012 | 0.7740 | 0.9394 | 0.9610 | nan | 0.8976 | 0.9877 | 0.9585 | 0.8637 | 0.9893 | 0.0 | 0.8952 | 0.9873 | 0.9559 | 0.8183 | 0.9875 |
0.0242 | 42.8 | 28160 | 0.1033 | 0.7730 | 0.9382 | 0.9578 | nan | 0.8938 | 0.9886 | 0.9539 | 0.8655 | 0.9894 | 0.0 | 0.8915 | 0.9881 | 0.9515 | 0.8195 | 0.9876 |
0.0189 | 42.83 | 28180 | 0.0983 | 0.7734 | 0.9383 | 0.9589 | nan | 0.8944 | 0.9882 | 0.9556 | 0.8641 | 0.9893 | 0.0 | 0.8922 | 0.9877 | 0.9531 | 0.8199 | 0.9875 |
0.0019 | 42.86 | 28200 | 0.1042 | 0.7745 | 0.9396 | 0.9607 | nan | 0.8956 | 0.9881 | 0.9578 | 0.8654 | 0.9909 | 0.0 | 0.8937 | 0.9877 | 0.9553 | 0.8213 | 0.9888 |
0.0039 | 42.89 | 28220 | 0.1019 | 0.7742 | 0.9380 | 0.9597 | nan | 0.8976 | 0.9876 | 0.9562 | 0.8581 | 0.9906 | 0.0 | 0.8955 | 0.9872 | 0.9537 | 0.8203 | 0.9885 |
0.0192 | 42.92 | 28240 | 0.0996 | 0.7738 | 0.9382 | 0.9589 | nan | 0.8985 | 0.9875 | 0.9551 | 0.8604 | 0.9897 | 0.0 | 0.8963 | 0.9871 | 0.9525 | 0.8191 | 0.9878 |
0.0081 | 42.95 | 28260 | 0.0978 | 0.7734 | 0.9367 | 0.9601 | nan | 0.8980 | 0.9870 | 0.9570 | 0.8512 | 0.9902 | 0.0 | 0.8959 | 0.9866 | 0.9545 | 0.8151 | 0.9881 |
0.0067 | 42.98 | 28280 | 0.1029 | 0.7744 | 0.9383 | 0.9619 | nan | 0.8973 | 0.9878 | 0.9595 | 0.8558 | 0.9912 | 0.0 | 0.8952 | 0.9874 | 0.9569 | 0.8182 | 0.9890 |
0.0046 | 43.01 | 28300 | 0.1019 | 0.7741 | 0.9381 | 0.9616 | nan | 0.8912 | 0.9881 | 0.9598 | 0.8605 | 0.9908 | 0.0 | 0.8895 | 0.9877 | 0.9572 | 0.8211 | 0.9888 |
0.0207 | 43.04 | 28320 | 0.1013 | 0.7760 | 0.9402 | 0.9614 | nan | 0.9041 | 0.9892 | 0.9577 | 0.8594 | 0.9907 | 0.0 | 0.9021 | 0.9888 | 0.9553 | 0.8214 | 0.9887 |
0.0058 | 43.07 | 28340 | 0.0985 | 0.7758 | 0.9402 | 0.9621 | nan | 0.9005 | 0.9879 | 0.9595 | 0.8627 | 0.9906 | 0.0 | 0.8986 | 0.9875 | 0.9570 | 0.8229 | 0.9886 |
0.0027 | 43.1 | 28360 | 0.1014 | 0.7759 | 0.9412 | 0.9624 | nan | 0.9001 | 0.9877 | 0.9598 | 0.8675 | 0.9912 | 0.0 | 0.8982 | 0.9873 | 0.9573 | 0.8236 | 0.9892 |
0.0048 | 43.13 | 28380 | 0.1010 | 0.7760 | 0.9416 | 0.9614 | nan | 0.9028 | 0.9885 | 0.9579 | 0.8676 | 0.9911 | 0.0 | 0.9006 | 0.9880 | 0.9556 | 0.8230 | 0.9891 |
0.005 | 43.16 | 28400 | 0.1032 | 0.7769 | 0.9423 | 0.9630 | nan | 0.9060 | 0.9883 | 0.9598 | 0.8662 | 0.9912 | 0.0 | 0.9037 | 0.9879 | 0.9574 | 0.8233 | 0.9892 |
0.0033 | 43.19 | 28420 | 0.1022 | 0.7765 | 0.9415 | 0.9628 | nan | 0.9043 | 0.9888 | 0.9597 | 0.8631 | 0.9915 | 0.0 | 0.9021 | 0.9883 | 0.9572 | 0.8222 | 0.9894 |
0.0292 | 43.22 | 28440 | 0.1042 | 0.7764 | 0.9422 | 0.9631 | nan | 0.9043 | 0.9883 | 0.9604 | 0.8672 | 0.9906 | 0.0 | 0.9021 | 0.9878 | 0.9579 | 0.8216 | 0.9887 |
0.0019 | 43.25 | 28460 | 0.1043 | 0.7762 | 0.9414 | 0.9633 | nan | 0.9031 | 0.9880 | 0.9609 | 0.8643 | 0.9907 | 0.0 | 0.9011 | 0.9876 | 0.9583 | 0.8217 | 0.9888 |
0.0034 | 43.28 | 28480 | 0.1051 | 0.7749 | 0.9402 | 0.9609 | nan | 0.8984 | 0.9880 | 0.9580 | 0.8667 | 0.9899 | 0.0 | 0.8966 | 0.9877 | 0.9553 | 0.8215 | 0.9880 |
0.0038 | 43.31 | 28500 | 0.1063 | 0.7761 | 0.9419 | 0.9628 | nan | 0.9018 | 0.9886 | 0.9603 | 0.8686 | 0.9901 | 0.0 | 0.8998 | 0.9882 | 0.9576 | 0.8230 | 0.9883 |
0.0071 | 43.34 | 28520 | 0.1055 | 0.7752 | 0.9402 | 0.9621 | nan | 0.8971 | 0.9886 | 0.9598 | 0.8650 | 0.9906 | 0.0 | 0.8950 | 0.9881 | 0.9572 | 0.8224 | 0.9886 |
0.007 | 43.37 | 28540 | 0.1054 | 0.7753 | 0.9396 | 0.9632 | nan | 0.8981 | 0.9889 | 0.9616 | 0.8597 | 0.9898 | 0.0 | 0.8963 | 0.9884 | 0.9589 | 0.8204 | 0.9879 |
0.0049 | 43.4 | 28560 | 0.1046 | 0.7750 | 0.9395 | 0.9633 | nan | 0.8971 | 0.9880 | 0.9620 | 0.8609 | 0.9895 | 0.0 | 0.8953 | 0.9875 | 0.9593 | 0.8204 | 0.9877 |
0.0109 | 43.43 | 28580 | 0.1013 | 0.7758 | 0.9408 | 0.9629 | nan | 0.9012 | 0.9891 | 0.9606 | 0.8634 | 0.9897 | 0.0 | 0.8991 | 0.9885 | 0.9580 | 0.8213 | 0.9879 |
0.0074 | 43.47 | 28600 | 0.1007 | 0.7747 | 0.9395 | 0.9613 | nan | 0.8982 | 0.9880 | 0.9590 | 0.8634 | 0.9890 | 0.0 | 0.8961 | 0.9875 | 0.9564 | 0.8210 | 0.9873 |
0.0043 | 43.5 | 28620 | 0.1019 | 0.7751 | 0.9402 | 0.9616 | nan | 0.9018 | 0.9875 | 0.9592 | 0.8640 | 0.9884 | 0.0 | 0.8997 | 0.9871 | 0.9566 | 0.8207 | 0.9868 |
0.0053 | 43.53 | 28640 | 0.1025 | 0.7759 | 0.9400 | 0.9638 | nan | 0.9018 | 0.9888 | 0.9620 | 0.8576 | 0.9900 | 0.0 | 0.8998 | 0.9883 | 0.9593 | 0.8203 | 0.9880 |
0.0032 | 43.56 | 28660 | 0.1016 | 0.7753 | 0.9393 | 0.9635 | nan | 0.8993 | 0.9884 | 0.9617 | 0.8564 | 0.9907 | 0.0 | 0.8973 | 0.9879 | 0.9590 | 0.8192 | 0.9887 |
0.0048 | 43.59 | 28680 | 0.1035 | 0.7739 | 0.9371 | 0.9615 | nan | 0.8958 | 0.9881 | 0.9593 | 0.8523 | 0.9901 | 0.0 | 0.8939 | 0.9877 | 0.9566 | 0.8170 | 0.9881 |
0.0121 | 43.62 | 28700 | 0.1024 | 0.7734 | 0.9367 | 0.9603 | nan | 0.8946 | 0.9883 | 0.9579 | 0.8538 | 0.9890 | 0.0 | 0.8927 | 0.9879 | 0.9552 | 0.8175 | 0.9873 |
0.0033 | 43.65 | 28720 | 0.1046 | 0.7746 | 0.9388 | 0.9607 | nan | 0.8989 | 0.9883 | 0.9577 | 0.8595 | 0.9897 | 0.0 | 0.8969 | 0.9878 | 0.9551 | 0.8200 | 0.9879 |
0.0053 | 43.68 | 28740 | 0.1038 | 0.7739 | 0.9376 | 0.9612 | nan | 0.8944 | 0.9879 | 0.9590 | 0.8566 | 0.9899 | 0.0 | 0.8925 | 0.9875 | 0.9563 | 0.8191 | 0.9881 |
0.0033 | 43.71 | 28760 | 0.1039 | 0.7738 | 0.9374 | 0.9609 | nan | 0.8956 | 0.9882 | 0.9584 | 0.8552 | 0.9896 | 0.0 | 0.8937 | 0.9877 | 0.9558 | 0.8175 | 0.9878 |
0.0033 | 43.74 | 28780 | 0.1026 | 0.7749 | 0.9392 | 0.9623 | nan | 0.8996 | 0.9885 | 0.9601 | 0.8584 | 0.9896 | 0.0 | 0.8973 | 0.9880 | 0.9575 | 0.8185 | 0.9879 |
0.036 | 43.77 | 28800 | 0.1046 | 0.7741 | 0.9387 | 0.9622 | nan | 0.8947 | 0.9893 | 0.9604 | 0.8594 | 0.9899 | 0.0 | 0.8925 | 0.9888 | 0.9578 | 0.8176 | 0.9882 |
0.011 | 43.8 | 28820 | 0.1042 | 0.7735 | 0.9385 | 0.9607 | nan | 0.8954 | 0.9885 | 0.9583 | 0.8609 | 0.9892 | 0.0 | 0.8930 | 0.9880 | 0.9558 | 0.8164 | 0.9875 |
0.0254 | 43.83 | 28840 | 0.1024 | 0.7761 | 0.9417 | 0.9641 | nan | 0.9007 | 0.9892 | 0.9625 | 0.8657 | 0.9902 | 0.0 | 0.8983 | 0.9888 | 0.9598 | 0.8210 | 0.9885 |
0.1378 | 43.86 | 28860 | 0.1030 | 0.7757 | 0.9413 | 0.9636 | nan | 0.9015 | 0.9883 | 0.9617 | 0.8651 | 0.9900 | 0.0 | 0.8989 | 0.9879 | 0.9592 | 0.8201 | 0.9882 |
0.0062 | 43.89 | 28880 | 0.1031 | 0.7755 | 0.9403 | 0.9633 | nan | 0.8976 | 0.9891 | 0.9614 | 0.8626 | 0.9909 | 0.0 | 0.8952 | 0.9886 | 0.9589 | 0.8213 | 0.9890 |
0.0034 | 43.92 | 28900 | 0.1038 | 0.7737 | 0.9379 | 0.9605 | nan | 0.8941 | 0.9881 | 0.9580 | 0.8591 | 0.9902 | 0.0 | 0.8917 | 0.9876 | 0.9557 | 0.8190 | 0.9884 |
0.0437 | 43.95 | 28920 | 0.1040 | 0.7747 | 0.9400 | 0.9622 | nan | 0.8972 | 0.9895 | 0.9600 | 0.8633 | 0.9900 | 0.0 | 0.8949 | 0.9890 | 0.9575 | 0.8188 | 0.9883 |
0.0082 | 43.98 | 28940 | 0.1058 | 0.7739 | 0.9382 | 0.9624 | nan | 0.8935 | 0.9890 | 0.9606 | 0.8569 | 0.9910 | 0.0 | 0.8916 | 0.9884 | 0.9581 | 0.8162 | 0.9890 |
0.002 | 44.01 | 28960 | 0.1039 | 0.7742 | 0.9388 | 0.9626 | nan | 0.8971 | 0.9888 | 0.9607 | 0.8570 | 0.9904 | 0.0 | 0.8951 | 0.9883 | 0.9582 | 0.8151 | 0.9885 |
0.0058 | 44.04 | 28980 | 0.1030 | 0.7726 | 0.9381 | 0.9609 | nan | 0.8947 | 0.9884 | 0.9587 | 0.8589 | 0.9896 | 0.0 | 0.8926 | 0.9879 | 0.9562 | 0.8111 | 0.9879 |
0.003 | 44.07 | 29000 | 0.1047 | 0.7741 | 0.9394 | 0.9627 | nan | 0.8984 | 0.9885 | 0.9608 | 0.8595 | 0.9901 | 0.0 | 0.8964 | 0.9880 | 0.9582 | 0.8138 | 0.9883 |
0.0026 | 44.1 | 29020 | 0.1049 | 0.7744 | 0.9399 | 0.9629 | nan | 0.8973 | 0.9890 | 0.9610 | 0.8613 | 0.9906 | 0.0 | 0.8953 | 0.9885 | 0.9585 | 0.8154 | 0.9887 |
0.0052 | 44.13 | 29040 | 0.1047 | 0.7737 | 0.9390 | 0.9633 | nan | 0.8944 | 0.9885 | 0.9621 | 0.8599 | 0.9903 | 0.0 | 0.8924 | 0.9880 | 0.9596 | 0.8137 | 0.9884 |
0.0025 | 44.16 | 29060 | 0.1063 | 0.7744 | 0.9409 | 0.9622 | nan | 0.8968 | 0.9890 | 0.9597 | 0.8675 | 0.9913 | 0.0 | 0.8946 | 0.9885 | 0.9574 | 0.8166 | 0.9892 |
0.0036 | 44.19 | 29080 | 0.1032 | 0.7750 | 0.9409 | 0.9625 | nan | 0.9008 | 0.9884 | 0.9600 | 0.8648 | 0.9907 | 0.0 | 0.8985 | 0.9879 | 0.9576 | 0.8175 | 0.9887 |
0.0123 | 44.22 | 29100 | 0.1013 | 0.7744 | 0.9403 | 0.9623 | nan | 0.8967 | 0.9885 | 0.9602 | 0.8659 | 0.9904 | 0.0 | 0.8944 | 0.9880 | 0.9578 | 0.8178 | 0.9886 |
0.0058 | 44.26 | 29120 | 0.1033 | 0.7750 | 0.9409 | 0.9614 | nan | 0.8994 | 0.9888 | 0.9583 | 0.8672 | 0.9909 | 0.0 | 0.8969 | 0.9883 | 0.9560 | 0.8197 | 0.9890 |
0.0097 | 44.29 | 29140 | 0.1016 | 0.7749 | 0.9402 | 0.9616 | nan | 0.8984 | 0.9888 | 0.9588 | 0.8642 | 0.9907 | 0.0 | 0.8962 | 0.9883 | 0.9564 | 0.8196 | 0.9889 |
0.0208 | 44.32 | 29160 | 0.1014 | 0.7749 | 0.9395 | 0.9628 | nan | 0.8954 | 0.9881 | 0.9610 | 0.8617 | 0.9912 | 0.0 | 0.8934 | 0.9876 | 0.9584 | 0.8205 | 0.9893 |
0.0031 | 44.35 | 29180 | 0.0991 | 0.7741 | 0.9396 | 0.9634 | nan | 0.8960 | 0.9883 | 0.9624 | 0.8623 | 0.9893 | 0.0 | 0.8940 | 0.9878 | 0.9596 | 0.8156 | 0.9877 |
0.0236 | 44.38 | 29200 | 0.1028 | 0.7755 | 0.9402 | 0.9624 | nan | 0.9002 | 0.9884 | 0.9597 | 0.8612 | 0.9913 | 0.0 | 0.8983 | 0.9879 | 0.9571 | 0.8204 | 0.9894 |
0.0162 | 44.41 | 29220 | 0.1032 | 0.7746 | 0.9386 | 0.9603 | nan | 0.8992 | 0.9888 | 0.9567 | 0.8573 | 0.9908 | 0.0 | 0.8970 | 0.9882 | 0.9543 | 0.8189 | 0.9889 |
0.0043 | 44.44 | 29240 | 0.1068 | 0.7748 | 0.9389 | 0.9608 | nan | 0.9015 | 0.9886 | 0.9571 | 0.8562 | 0.9910 | 0.0 | 0.8995 | 0.9881 | 0.9546 | 0.8178 | 0.9890 |
0.0042 | 44.47 | 29260 | 0.1038 | 0.7749 | 0.9399 | 0.9612 | nan | 0.8983 | 0.9886 | 0.9584 | 0.8642 | 0.9899 | 0.0 | 0.8962 | 0.9881 | 0.9559 | 0.8209 | 0.9882 |
0.01 | 44.5 | 29280 | 0.1012 | 0.7754 | 0.9402 | 0.9619 | nan | 0.9009 | 0.9881 | 0.9591 | 0.8625 | 0.9904 | 0.0 | 0.8986 | 0.9877 | 0.9565 | 0.8209 | 0.9886 |
0.0042 | 44.53 | 29300 | 0.1062 | 0.7745 | 0.9384 | 0.9608 | nan | 0.8984 | 0.9876 | 0.9582 | 0.8590 | 0.9889 | 0.0 | 0.8964 | 0.9872 | 0.9557 | 0.8201 | 0.9873 |
0.0034 | 44.56 | 29320 | 0.1057 | 0.7746 | 0.9384 | 0.9603 | nan | 0.9004 | 0.9879 | 0.9571 | 0.8574 | 0.9891 | 0.0 | 0.8985 | 0.9875 | 0.9545 | 0.8194 | 0.9874 |
0.0053 | 44.59 | 29340 | 0.1030 | 0.7746 | 0.9387 | 0.9621 | nan | 0.8947 | 0.9886 | 0.9604 | 0.8602 | 0.9896 | 0.0 | 0.8928 | 0.9882 | 0.9577 | 0.8211 | 0.9879 |
0.0078 | 44.62 | 29360 | 0.1060 | 0.7744 | 0.9380 | 0.9621 | nan | 0.8938 | 0.9881 | 0.9604 | 0.8569 | 0.9906 | 0.0 | 0.8920 | 0.9877 | 0.9577 | 0.8200 | 0.9888 |
0.022 | 44.65 | 29380 | 0.1047 | 0.7729 | 0.9373 | 0.9596 | nan | 0.8920 | 0.9878 | 0.9570 | 0.8604 | 0.9893 | 0.0 | 0.8900 | 0.9874 | 0.9544 | 0.8182 | 0.9876 |
0.0071 | 44.68 | 29400 | 0.1071 | 0.7739 | 0.9384 | 0.9604 | nan | 0.8934 | 0.9881 | 0.9578 | 0.8623 | 0.9904 | 0.0 | 0.8914 | 0.9876 | 0.9552 | 0.8208 | 0.9886 |
0.0057 | 44.71 | 29420 | 0.1042 | 0.7735 | 0.9372 | 0.9595 | nan | 0.8937 | 0.9877 | 0.9565 | 0.8575 | 0.9903 | 0.0 | 0.8918 | 0.9873 | 0.9540 | 0.8193 | 0.9885 |
0.0079 | 44.74 | 29440 | 0.1035 | 0.7757 | 0.9403 | 0.9624 | nan | 0.8980 | 0.9889 | 0.9598 | 0.8635 | 0.9915 | 0.0 | 0.8961 | 0.9884 | 0.9573 | 0.8230 | 0.9895 |
0.0073 | 44.77 | 29460 | 0.1039 | 0.7749 | 0.9396 | 0.9616 | nan | 0.8980 | 0.9880 | 0.9591 | 0.8625 | 0.9903 | 0.0 | 0.8961 | 0.9876 | 0.9566 | 0.8207 | 0.9884 |
0.0039 | 44.8 | 29480 | 0.1071 | 0.7752 | 0.9400 | 0.9618 | nan | 0.8997 | 0.9876 | 0.9591 | 0.8630 | 0.9907 | 0.0 | 0.8976 | 0.9872 | 0.9566 | 0.8213 | 0.9887 |
0.0281 | 44.83 | 29500 | 0.0977 | 0.7765 | 0.9418 | 0.9639 | nan | 0.9026 | 0.9886 | 0.9618 | 0.8653 | 0.9909 | 0.0 | 0.9006 | 0.9881 | 0.9591 | 0.8222 | 0.9889 |
0.0263 | 44.86 | 29520 | 0.0992 | 0.7751 | 0.9398 | 0.9636 | nan | 0.8940 | 0.9884 | 0.9623 | 0.8628 | 0.9913 | 0.0 | 0.8920 | 0.9880 | 0.9597 | 0.8218 | 0.9892 |
0.0082 | 44.89 | 29540 | 0.1013 | 0.7739 | 0.9380 | 0.9623 | nan | 0.8922 | 0.9884 | 0.9606 | 0.8577 | 0.9910 | 0.0 | 0.8902 | 0.9880 | 0.9581 | 0.8185 | 0.9889 |
0.0127 | 44.92 | 29560 | 0.1009 | 0.7750 | 0.9395 | 0.9630 | nan | 0.8974 | 0.9886 | 0.9612 | 0.8601 | 0.9901 | 0.0 | 0.8954 | 0.9882 | 0.9586 | 0.8199 | 0.9883 |
0.0352 | 44.95 | 29580 | 0.1013 | 0.7754 | 0.9398 | 0.9632 | nan | 0.8973 | 0.9894 | 0.9615 | 0.8607 | 0.9900 | 0.0 | 0.8953 | 0.9890 | 0.9589 | 0.8212 | 0.9882 |
0.0191 | 44.98 | 29600 | 0.0991 | 0.7753 | 0.9398 | 0.9631 | nan | 0.8949 | 0.9897 | 0.9616 | 0.8627 | 0.9901 | 0.0 | 0.8927 | 0.9892 | 0.9590 | 0.8224 | 0.9883 |
0.0197 | 45.02 | 29620 | 0.1012 | 0.7736 | 0.9383 | 0.9620 | nan | 0.8924 | 0.9886 | 0.9606 | 0.8606 | 0.9890 | 0.0 | 0.8904 | 0.9882 | 0.9579 | 0.8176 | 0.9874 |
0.0036 | 45.05 | 29640 | 0.1017 | 0.7734 | 0.9379 | 0.9612 | nan | 0.8945 | 0.9885 | 0.9592 | 0.8585 | 0.9888 | 0.0 | 0.8925 | 0.9881 | 0.9565 | 0.8158 | 0.9872 |
0.0034 | 45.08 | 29660 | 0.1039 | 0.7729 | 0.9372 | 0.9612 | nan | 0.8908 | 0.9884 | 0.9597 | 0.8577 | 0.9893 | 0.0 | 0.8889 | 0.9880 | 0.9570 | 0.8158 | 0.9876 |
0.0165 | 45.11 | 29680 | 0.1031 | 0.7749 | 0.9396 | 0.9647 | nan | 0.8976 | 0.9891 | 0.9641 | 0.8580 | 0.9892 | 0.0 | 0.8956 | 0.9887 | 0.9612 | 0.8162 | 0.9876 |
0.016 | 45.14 | 29700 | 0.1036 | 0.7732 | 0.9373 | 0.9631 | nan | 0.8908 | 0.9880 | 0.9626 | 0.8558 | 0.9891 | 0.0 | 0.8890 | 0.9877 | 0.9598 | 0.8154 | 0.9875 |
0.0192 | 45.17 | 29720 | 0.1026 | 0.7744 | 0.9384 | 0.9642 | nan | 0.8969 | 0.9871 | 0.9639 | 0.8556 | 0.9884 | 0.0 | 0.8948 | 0.9868 | 0.9610 | 0.8167 | 0.9868 |
0.0097 | 45.2 | 29740 | 0.0999 | 0.7745 | 0.9385 | 0.9636 | nan | 0.8940 | 0.9884 | 0.9629 | 0.8577 | 0.9895 | 0.0 | 0.8920 | 0.9880 | 0.9602 | 0.8191 | 0.9878 |
0.0051 | 45.23 | 29760 | 0.1049 | 0.7751 | 0.9397 | 0.9633 | nan | 0.8979 | 0.9887 | 0.9615 | 0.8596 | 0.9905 | 0.0 | 0.8958 | 0.9883 | 0.9589 | 0.8188 | 0.9886 |
0.0249 | 45.26 | 29780 | 0.1030 | 0.7751 | 0.9402 | 0.9627 | nan | 0.8974 | 0.9887 | 0.9607 | 0.8635 | 0.9908 | 0.0 | 0.8953 | 0.9882 | 0.9581 | 0.8200 | 0.9889 |
0.0152 | 45.29 | 29800 | 0.1007 | 0.7751 | 0.9395 | 0.9620 | nan | 0.8990 | 0.9880 | 0.9593 | 0.8600 | 0.9911 | 0.0 | 0.8968 | 0.9876 | 0.9568 | 0.8207 | 0.9890 |
0.0277 | 45.32 | 29820 | 0.1023 | 0.7739 | 0.9383 | 0.9621 | nan | 0.8957 | 0.9878 | 0.9603 | 0.8579 | 0.9898 | 0.0 | 0.8937 | 0.9875 | 0.9576 | 0.8166 | 0.9881 |
0.0036 | 45.35 | 29840 | 0.1079 | 0.7744 | 0.9383 | 0.9618 | nan | 0.8983 | 0.9885 | 0.9592 | 0.8544 | 0.9910 | 0.0 | 0.8964 | 0.9880 | 0.9565 | 0.8163 | 0.9890 |
0.0298 | 45.38 | 29860 | 0.1001 | 0.7753 | 0.9399 | 0.9619 | nan | 0.8985 | 0.9894 | 0.9589 | 0.8611 | 0.9916 | 0.0 | 0.8965 | 0.9889 | 0.9564 | 0.8206 | 0.9895 |
0.0055 | 45.41 | 29880 | 0.1057 | 0.7750 | 0.9394 | 0.9624 | nan | 0.8975 | 0.9884 | 0.9602 | 0.8600 | 0.9909 | 0.0 | 0.8957 | 0.9880 | 0.9574 | 0.8201 | 0.9890 |
0.0092 | 45.44 | 29900 | 0.1037 | 0.7748 | 0.9386 | 0.9626 | nan | 0.8956 | 0.9882 | 0.9606 | 0.8571 | 0.9914 | 0.0 | 0.8938 | 0.9878 | 0.9579 | 0.8199 | 0.9893 |
0.0068 | 45.47 | 29920 | 0.1015 | 0.7739 | 0.9377 | 0.9605 | nan | 0.8938 | 0.9885 | 0.9579 | 0.8577 | 0.9907 | 0.0 | 0.8919 | 0.9881 | 0.9552 | 0.8193 | 0.9887 |
0.0017 | 45.5 | 29940 | 0.1058 | 0.7744 | 0.9385 | 0.9609 | nan | 0.8945 | 0.9892 | 0.9584 | 0.8602 | 0.9903 | 0.0 | 0.8927 | 0.9887 | 0.9557 | 0.8207 | 0.9884 |
0.0066 | 45.53 | 29960 | 0.1031 | 0.7747 | 0.9389 | 0.9621 | nan | 0.8953 | 0.9887 | 0.9599 | 0.8596 | 0.9913 | 0.0 | 0.8932 | 0.9882 | 0.9572 | 0.8200 | 0.9893 |
0.0199 | 45.56 | 29980 | 0.1035 | 0.7742 | 0.9384 | 0.9613 | nan | 0.8950 | 0.9884 | 0.9588 | 0.8588 | 0.9908 | 0.0 | 0.8931 | 0.9880 | 0.9561 | 0.8191 | 0.9889 |
0.008 | 45.59 | 30000 | 0.1015 | 0.7749 | 0.9399 | 0.9612 | nan | 0.8986 | 0.9882 | 0.9582 | 0.8635 | 0.9910 | 0.0 | 0.8965 | 0.9878 | 0.9556 | 0.8207 | 0.9890 |
0.0086 | 45.62 | 30020 | 0.1087 | 0.7755 | 0.9401 | 0.9630 | nan | 0.9008 | 0.9885 | 0.9607 | 0.8594 | 0.9909 | 0.0 | 0.8989 | 0.9881 | 0.9580 | 0.8189 | 0.9890 |
0.0028 | 45.65 | 30040 | 0.1037 | 0.7736 | 0.9381 | 0.9618 | nan | 0.8948 | 0.9882 | 0.9598 | 0.8575 | 0.9900 | 0.0 | 0.8928 | 0.9877 | 0.9571 | 0.8159 | 0.9883 |
0.0091 | 45.68 | 30060 | 0.1022 | 0.7725 | 0.9357 | 0.9602 | nan | 0.8931 | 0.9876 | 0.9578 | 0.8501 | 0.9900 | 0.0 | 0.8910 | 0.9872 | 0.9552 | 0.8133 | 0.9881 |
0.0268 | 45.71 | 30080 | 0.1034 | 0.7737 | 0.9377 | 0.9616 | nan | 0.8959 | 0.9882 | 0.9594 | 0.8548 | 0.9902 | 0.0 | 0.8939 | 0.9877 | 0.9567 | 0.8155 | 0.9883 |
0.0222 | 45.74 | 30100 | 0.0999 | 0.7742 | 0.9376 | 0.9626 | nan | 0.8972 | 0.9889 | 0.9605 | 0.8506 | 0.9907 | 0.0 | 0.8953 | 0.9884 | 0.9578 | 0.8152 | 0.9888 |
0.0049 | 45.78 | 30120 | 0.1070 | 0.7745 | 0.9383 | 0.9633 | nan | 0.8971 | 0.9890 | 0.9615 | 0.8532 | 0.9908 | 0.0 | 0.8953 | 0.9885 | 0.9587 | 0.8156 | 0.9889 |
0.015 | 45.81 | 30140 | 0.1006 | 0.7747 | 0.9393 | 0.9633 | nan | 0.8984 | 0.9887 | 0.9618 | 0.8585 | 0.9893 | 0.0 | 0.8964 | 0.9882 | 0.9590 | 0.8169 | 0.9876 |
0.0054 | 45.84 | 30160 | 0.1036 | 0.7731 | 0.9375 | 0.9611 | nan | 0.8933 | 0.9878 | 0.9593 | 0.8578 | 0.9893 | 0.0 | 0.8914 | 0.9874 | 0.9567 | 0.8156 | 0.9876 |
0.0074 | 45.87 | 30180 | 0.1025 | 0.7739 | 0.9380 | 0.9617 | nan | 0.8974 | 0.9878 | 0.9595 | 0.8559 | 0.9896 | 0.0 | 0.8954 | 0.9874 | 0.9568 | 0.8157 | 0.9878 |
0.0046 | 45.9 | 30200 | 0.1031 | 0.7744 | 0.9385 | 0.9617 | nan | 0.8995 | 0.9882 | 0.9592 | 0.8555 | 0.9899 | 0.0 | 0.8975 | 0.9878 | 0.9565 | 0.8163 | 0.9881 |
0.0064 | 45.93 | 30220 | 0.1028 | 0.7733 | 0.9370 | 0.9615 | nan | 0.8915 | 0.9884 | 0.9600 | 0.8557 | 0.9896 | 0.0 | 0.8897 | 0.9879 | 0.9572 | 0.8173 | 0.9878 |
0.0014 | 45.96 | 30240 | 0.1042 | 0.7737 | 0.9380 | 0.9615 | nan | 0.8940 | 0.9880 | 0.9598 | 0.8593 | 0.9889 | 0.0 | 0.8921 | 0.9876 | 0.9571 | 0.8179 | 0.9872 |
0.002 | 45.99 | 30260 | 0.1088 | 0.7735 | 0.9372 | 0.9619 | nan | 0.8940 | 0.9878 | 0.9604 | 0.8546 | 0.9891 | 0.0 | 0.8924 | 0.9874 | 0.9576 | 0.8162 | 0.9874 |
0.0017 | 46.02 | 30280 | 0.1073 | 0.7732 | 0.9367 | 0.9604 | nan | 0.8937 | 0.9878 | 0.9580 | 0.8541 | 0.9899 | 0.0 | 0.8919 | 0.9874 | 0.9553 | 0.8164 | 0.9880 |
0.0198 | 46.05 | 30300 | 0.1033 | 0.7737 | 0.9378 | 0.9614 | nan | 0.8961 | 0.9881 | 0.9593 | 0.8567 | 0.9890 | 0.0 | 0.8942 | 0.9877 | 0.9566 | 0.8163 | 0.9873 |
0.005 | 46.08 | 30320 | 0.1051 | 0.7743 | 0.9386 | 0.9620 | nan | 0.8980 | 0.9880 | 0.9598 | 0.8574 | 0.9898 | 0.0 | 0.8960 | 0.9876 | 0.9571 | 0.8173 | 0.9880 |
0.0198 | 46.11 | 30340 | 0.1007 | 0.7747 | 0.9382 | 0.9627 | nan | 0.8998 | 0.9882 | 0.9607 | 0.8524 | 0.9899 | 0.0 | 0.8979 | 0.9878 | 0.9579 | 0.8166 | 0.9881 |
0.0172 | 46.14 | 30360 | 0.1049 | 0.7727 | 0.9357 | 0.9609 | nan | 0.8930 | 0.9880 | 0.9589 | 0.8491 | 0.9893 | 0.0 | 0.8913 | 0.9876 | 0.9562 | 0.8135 | 0.9876 |
0.0196 | 46.17 | 30380 | 0.1031 | 0.7735 | 0.9367 | 0.9607 | nan | 0.8958 | 0.9886 | 0.9581 | 0.8513 | 0.9897 | 0.0 | 0.8939 | 0.9882 | 0.9555 | 0.8154 | 0.9878 |
0.0105 | 46.2 | 30400 | 0.1041 | 0.7736 | 0.9363 | 0.9624 | nan | 0.8971 | 0.9879 | 0.9607 | 0.8465 | 0.9894 | 0.0 | 0.8954 | 0.9875 | 0.9579 | 0.8135 | 0.9876 |
0.0045 | 46.23 | 30420 | 0.1018 | 0.7756 | 0.9391 | 0.9637 | nan | 0.9011 | 0.9888 | 0.9615 | 0.8529 | 0.9912 | 0.0 | 0.8992 | 0.9884 | 0.9588 | 0.8179 | 0.9892 |
0.0222 | 46.26 | 30440 | 0.1029 | 0.7739 | 0.9378 | 0.9624 | nan | 0.8940 | 0.9886 | 0.9609 | 0.8554 | 0.9900 | 0.0 | 0.8922 | 0.9881 | 0.9582 | 0.8165 | 0.9882 |
0.0128 | 46.29 | 30460 | 0.1030 | 0.7752 | 0.9392 | 0.9630 | nan | 0.8978 | 0.9888 | 0.9610 | 0.8572 | 0.9911 | 0.0 | 0.8959 | 0.9883 | 0.9584 | 0.8194 | 0.9892 |
0.0034 | 46.32 | 30480 | 0.1056 | 0.7742 | 0.9387 | 0.9629 | nan | 0.8936 | 0.9882 | 0.9615 | 0.8593 | 0.9907 | 0.0 | 0.8918 | 0.9878 | 0.9588 | 0.8178 | 0.9888 |
0.0014 | 46.35 | 30500 | 0.1064 | 0.7743 | 0.9392 | 0.9632 | nan | 0.8962 | 0.9877 | 0.9620 | 0.8603 | 0.9896 | 0.0 | 0.8945 | 0.9873 | 0.9592 | 0.8172 | 0.9878 |
0.0066 | 46.38 | 30520 | 0.1027 | 0.7746 | 0.9390 | 0.9638 | nan | 0.8972 | 0.9877 | 0.9627 | 0.8578 | 0.9898 | 0.0 | 0.8954 | 0.9873 | 0.9599 | 0.8168 | 0.9880 |
0.0158 | 46.41 | 30540 | 0.0990 | 0.7734 | 0.9375 | 0.9606 | nan | 0.8938 | 0.9879 | 0.9583 | 0.8578 | 0.9895 | 0.0 | 0.8918 | 0.9875 | 0.9556 | 0.8180 | 0.9877 |
0.008 | 46.44 | 30560 | 0.1015 | 0.7748 | 0.9389 | 0.9620 | nan | 0.8998 | 0.9876 | 0.9596 | 0.8576 | 0.9901 | 0.0 | 0.8978 | 0.9872 | 0.9569 | 0.8186 | 0.9882 |
0.0077 | 46.47 | 30580 | 0.1026 | 0.7741 | 0.9383 | 0.9618 | nan | 0.8960 | 0.9877 | 0.9599 | 0.8582 | 0.9895 | 0.0 | 0.8941 | 0.9873 | 0.9572 | 0.8185 | 0.9877 |
0.0058 | 46.5 | 30600 | 0.0998 | 0.7742 | 0.9379 | 0.9624 | nan | 0.8954 | 0.9878 | 0.9608 | 0.8561 | 0.9896 | 0.0 | 0.8935 | 0.9874 | 0.9581 | 0.8181 | 0.9879 |
0.0051 | 46.53 | 30620 | 0.1037 | 0.7741 | 0.9381 | 0.9616 | nan | 0.8955 | 0.9881 | 0.9595 | 0.8574 | 0.9899 | 0.0 | 0.8935 | 0.9876 | 0.9569 | 0.8184 | 0.9881 |
0.0053 | 46.57 | 30640 | 0.1003 | 0.7754 | 0.9402 | 0.9627 | nan | 0.8994 | 0.9885 | 0.9606 | 0.8625 | 0.9899 | 0.0 | 0.8973 | 0.9881 | 0.9580 | 0.8211 | 0.9882 |
0.0048 | 46.6 | 30660 | 0.1063 | 0.7752 | 0.9395 | 0.9628 | nan | 0.8979 | 0.9886 | 0.9609 | 0.8603 | 0.9900 | 0.0 | 0.8961 | 0.9882 | 0.9582 | 0.8207 | 0.9882 |
0.0052 | 46.63 | 30680 | 0.1073 | 0.7744 | 0.9384 | 0.9624 | nan | 0.8955 | 0.9888 | 0.9605 | 0.8568 | 0.9902 | 0.0 | 0.8938 | 0.9883 | 0.9578 | 0.8180 | 0.9883 |
0.004 | 46.66 | 30700 | 0.1041 | 0.7752 | 0.9397 | 0.9633 | nan | 0.8987 | 0.9886 | 0.9616 | 0.8594 | 0.9903 | 0.0 | 0.8969 | 0.9882 | 0.9588 | 0.8190 | 0.9885 |
0.0061 | 46.69 | 30720 | 0.1045 | 0.7740 | 0.9385 | 0.9629 | nan | 0.8956 | 0.9876 | 0.9618 | 0.8583 | 0.9893 | 0.0 | 0.8937 | 0.9872 | 0.9590 | 0.8167 | 0.9876 |
0.0162 | 46.72 | 30740 | 0.1022 | 0.7745 | 0.9388 | 0.9625 | nan | 0.8965 | 0.9884 | 0.9608 | 0.8587 | 0.9895 | 0.0 | 0.8946 | 0.9880 | 0.9581 | 0.8183 | 0.9878 |
0.0098 | 46.75 | 30760 | 0.1033 | 0.7745 | 0.9388 | 0.9630 | nan | 0.8959 | 0.9881 | 0.9615 | 0.8582 | 0.9903 | 0.0 | 0.8941 | 0.9877 | 0.9588 | 0.8178 | 0.9885 |
0.003 | 46.78 | 30780 | 0.1060 | 0.7738 | 0.9380 | 0.9619 | nan | 0.8948 | 0.9882 | 0.9602 | 0.8570 | 0.9897 | 0.0 | 0.8930 | 0.9877 | 0.9575 | 0.8167 | 0.9879 |
0.0205 | 46.81 | 30800 | 0.1058 | 0.7745 | 0.9391 | 0.9624 | nan | 0.8969 | 0.9885 | 0.9604 | 0.8593 | 0.9902 | 0.0 | 0.8951 | 0.9881 | 0.9577 | 0.8180 | 0.9883 |
0.0265 | 46.84 | 30820 | 0.1020 | 0.7734 | 0.9372 | 0.9617 | nan | 0.8927 | 0.9883 | 0.9601 | 0.8554 | 0.9897 | 0.0 | 0.8909 | 0.9879 | 0.9574 | 0.8164 | 0.9879 |
0.006 | 46.87 | 30840 | 0.1052 | 0.7739 | 0.9385 | 0.9608 | nan | 0.8940 | 0.9886 | 0.9583 | 0.8616 | 0.9900 | 0.0 | 0.8922 | 0.9882 | 0.9557 | 0.8190 | 0.9881 |
0.0078 | 46.9 | 30860 | 0.1037 | 0.7743 | 0.9393 | 0.9620 | nan | 0.8939 | 0.9893 | 0.9603 | 0.8638 | 0.9894 | 0.0 | 0.8920 | 0.9888 | 0.9577 | 0.8195 | 0.9877 |
0.0024 | 46.93 | 30880 | 0.1080 | 0.7743 | 0.9388 | 0.9618 | nan | 0.8967 | 0.9883 | 0.9595 | 0.8591 | 0.9901 | 0.0 | 0.8949 | 0.9879 | 0.9569 | 0.8178 | 0.9882 |
0.0342 | 46.96 | 30900 | 0.1022 | 0.7754 | 0.9405 | 0.9618 | nan | 0.9017 | 0.9886 | 0.9589 | 0.8635 | 0.9900 | 0.0 | 0.8996 | 0.9881 | 0.9564 | 0.8199 | 0.9881 |
0.0099 | 46.99 | 30920 | 0.1006 | 0.7755 | 0.9403 | 0.9621 | nan | 0.9008 | 0.9887 | 0.9593 | 0.8616 | 0.9910 | 0.0 | 0.8986 | 0.9882 | 0.9568 | 0.8206 | 0.9889 |
0.009 | 47.02 | 30940 | 0.1060 | 0.7748 | 0.9394 | 0.9622 | nan | 0.8948 | 0.9884 | 0.9602 | 0.8630 | 0.9906 | 0.0 | 0.8929 | 0.9879 | 0.9577 | 0.8217 | 0.9887 |
0.0541 | 47.05 | 30960 | 0.1034 | 0.7748 | 0.9383 | 0.9627 | nan | 0.8970 | 0.9883 | 0.9606 | 0.8547 | 0.9911 | 0.0 | 0.8951 | 0.9878 | 0.9580 | 0.8188 | 0.9891 |
0.0127 | 47.08 | 30980 | 0.1013 | 0.7744 | 0.9393 | 0.9619 | nan | 0.8968 | 0.9879 | 0.9600 | 0.8624 | 0.9894 | 0.0 | 0.8949 | 0.9875 | 0.9573 | 0.8189 | 0.9877 |
0.0053 | 47.11 | 31000 | 0.1049 | 0.7747 | 0.9397 | 0.9623 | nan | 0.8973 | 0.9885 | 0.9603 | 0.8626 | 0.9895 | 0.0 | 0.8955 | 0.9880 | 0.9577 | 0.8195 | 0.9877 |
0.0044 | 47.14 | 31020 | 0.1062 | 0.7743 | 0.9390 | 0.9624 | nan | 0.8973 | 0.9877 | 0.9608 | 0.8601 | 0.9891 | 0.0 | 0.8955 | 0.9873 | 0.9581 | 0.8177 | 0.9875 |
0.003 | 47.17 | 31040 | 0.1070 | 0.7750 | 0.9401 | 0.9631 | nan | 0.8993 | 0.9882 | 0.9614 | 0.8622 | 0.9894 | 0.0 | 0.8975 | 0.9877 | 0.9586 | 0.8183 | 0.9877 |
0.0344 | 47.2 | 31060 | 0.1048 | 0.7754 | 0.9412 | 0.9630 | nan | 0.8985 | 0.9890 | 0.9610 | 0.8670 | 0.9903 | 0.0 | 0.8966 | 0.9885 | 0.9583 | 0.8204 | 0.9885 |
0.0032 | 47.23 | 31080 | 0.1045 | 0.7755 | 0.9411 | 0.9630 | nan | 0.8989 | 0.9890 | 0.9609 | 0.8660 | 0.9908 | 0.0 | 0.8970 | 0.9885 | 0.9583 | 0.8203 | 0.9889 |
0.0058 | 47.26 | 31100 | 0.1022 | 0.7751 | 0.9399 | 0.9631 | nan | 0.8983 | 0.9886 | 0.9612 | 0.8607 | 0.9905 | 0.0 | 0.8964 | 0.9881 | 0.9585 | 0.8189 | 0.9886 |
0.0019 | 47.29 | 31120 | 0.1067 | 0.7755 | 0.9409 | 0.9628 | nan | 0.9020 | 0.9888 | 0.9602 | 0.8629 | 0.9904 | 0.0 | 0.9000 | 0.9883 | 0.9576 | 0.8187 | 0.9885 |
0.0288 | 47.33 | 31140 | 0.1058 | 0.7749 | 0.9401 | 0.9630 | nan | 0.8994 | 0.9885 | 0.9612 | 0.8618 | 0.9899 | 0.0 | 0.8976 | 0.9880 | 0.9585 | 0.8172 | 0.9881 |
0.0138 | 47.36 | 31160 | 0.1033 | 0.7755 | 0.9410 | 0.9635 | nan | 0.9015 | 0.9882 | 0.9617 | 0.8642 | 0.9897 | 0.0 | 0.8996 | 0.9877 | 0.9591 | 0.8186 | 0.9879 |
0.0117 | 47.39 | 31180 | 0.1024 | 0.7752 | 0.9409 | 0.9637 | nan | 0.9002 | 0.9889 | 0.9623 | 0.8643 | 0.9888 | 0.0 | 0.8983 | 0.9884 | 0.9595 | 0.8176 | 0.9872 |
0.006 | 47.42 | 31200 | 0.1005 | 0.7740 | 0.9388 | 0.9615 | nan | 0.8954 | 0.9883 | 0.9595 | 0.8617 | 0.9891 | 0.0 | 0.8935 | 0.9878 | 0.9570 | 0.8182 | 0.9874 |
0.0007 | 47.45 | 31220 | 0.1011 | 0.7754 | 0.9405 | 0.9625 | nan | 0.8993 | 0.9887 | 0.9604 | 0.8646 | 0.9894 | 0.0 | 0.8974 | 0.9882 | 0.9578 | 0.8212 | 0.9877 |
0.0032 | 47.48 | 31240 | 0.1041 | 0.7757 | 0.9401 | 0.9632 | nan | 0.9005 | 0.9887 | 0.9612 | 0.8603 | 0.9898 | 0.0 | 0.8986 | 0.9882 | 0.9585 | 0.8208 | 0.9880 |
0.0174 | 47.51 | 31260 | 0.1040 | 0.7747 | 0.9400 | 0.9622 | nan | 0.8978 | 0.9885 | 0.9603 | 0.8645 | 0.9889 | 0.0 | 0.8959 | 0.9881 | 0.9577 | 0.8191 | 0.9872 |
0.0211 | 47.54 | 31280 | 0.1035 | 0.7750 | 0.9401 | 0.9614 | nan | 0.8988 | 0.9883 | 0.9588 | 0.8651 | 0.9897 | 0.0 | 0.8968 | 0.9879 | 0.9562 | 0.8213 | 0.9879 |
0.0069 | 47.57 | 31300 | 0.1022 | 0.7757 | 0.9408 | 0.9620 | nan | 0.9014 | 0.9885 | 0.9592 | 0.8650 | 0.9899 | 0.0 | 0.8992 | 0.9881 | 0.9567 | 0.8223 | 0.9881 |
0.0108 | 47.6 | 31320 | 0.0990 | 0.7747 | 0.9406 | 0.9607 | nan | 0.8990 | 0.9891 | 0.9577 | 0.8683 | 0.9890 | 0.0 | 0.8968 | 0.9885 | 0.9552 | 0.8202 | 0.9873 |
0.005 | 47.63 | 31340 | 0.1030 | 0.7747 | 0.9392 | 0.9620 | nan | 0.8967 | 0.9886 | 0.9599 | 0.8612 | 0.9899 | 0.0 | 0.8948 | 0.9881 | 0.9573 | 0.8199 | 0.9881 |
0.003 | 47.66 | 31360 | 0.1043 | 0.7753 | 0.9403 | 0.9627 | nan | 0.8971 | 0.9889 | 0.9606 | 0.8645 | 0.9906 | 0.0 | 0.8951 | 0.9884 | 0.9581 | 0.8214 | 0.9887 |
0.0019 | 47.69 | 31380 | 0.1074 | 0.7748 | 0.9391 | 0.9620 | nan | 0.8982 | 0.9882 | 0.9595 | 0.8589 | 0.9907 | 0.0 | 0.8963 | 0.9878 | 0.9570 | 0.8190 | 0.9887 |
0.0163 | 47.72 | 31400 | 0.1059 | 0.7748 | 0.9390 | 0.9618 | nan | 0.8974 | 0.9889 | 0.9593 | 0.8588 | 0.9906 | 0.0 | 0.8955 | 0.9884 | 0.9568 | 0.8194 | 0.9886 |
0.0065 | 47.75 | 31420 | 0.1027 | 0.7738 | 0.9379 | 0.9606 | nan | 0.8955 | 0.9885 | 0.9580 | 0.8579 | 0.9897 | 0.0 | 0.8933 | 0.9880 | 0.9555 | 0.8180 | 0.9879 |
0.0023 | 47.78 | 31440 | 0.1054 | 0.7754 | 0.9396 | 0.9624 | nan | 0.9005 | 0.9888 | 0.9597 | 0.8578 | 0.9910 | 0.0 | 0.8984 | 0.9883 | 0.9572 | 0.8197 | 0.9890 |
0.0052 | 47.81 | 31460 | 0.1068 | 0.7751 | 0.9395 | 0.9633 | nan | 0.8970 | 0.9885 | 0.9618 | 0.8599 | 0.9906 | 0.0 | 0.8951 | 0.9881 | 0.9591 | 0.8195 | 0.9887 |
0.0024 | 47.84 | 31480 | 0.1102 | 0.7757 | 0.9400 | 0.9636 | nan | 0.8993 | 0.9888 | 0.9615 | 0.8588 | 0.9916 | 0.0 | 0.8975 | 0.9883 | 0.9589 | 0.8202 | 0.9895 |
0.0068 | 47.87 | 31500 | 0.1071 | 0.7750 | 0.9391 | 0.9631 | nan | 0.8968 | 0.9884 | 0.9612 | 0.8573 | 0.9917 | 0.0 | 0.8950 | 0.9879 | 0.9586 | 0.8191 | 0.9895 |
0.0059 | 47.9 | 31520 | 0.1067 | 0.7753 | 0.9401 | 0.9634 | nan | 0.8987 | 0.9882 | 0.9616 | 0.8612 | 0.9907 | 0.0 | 0.8969 | 0.9878 | 0.9589 | 0.8192 | 0.9888 |
0.007 | 47.93 | 31540 | 0.1102 | 0.7749 | 0.9397 | 0.9632 | nan | 0.8974 | 0.9882 | 0.9616 | 0.8610 | 0.9903 | 0.0 | 0.8956 | 0.9878 | 0.9590 | 0.8188 | 0.9884 |
0.0111 | 47.96 | 31560 | 0.1027 | 0.7765 | 0.9425 | 0.9647 | nan | 0.9018 | 0.9893 | 0.9633 | 0.8682 | 0.9899 | 0.0 | 0.8999 | 0.9888 | 0.9606 | 0.8217 | 0.9882 |
0.0038 | 47.99 | 31580 | 0.1031 | 0.7750 | 0.9394 | 0.9625 | nan | 0.8986 | 0.9886 | 0.9603 | 0.8590 | 0.9904 | 0.0 | 0.8967 | 0.9881 | 0.9577 | 0.8191 | 0.9885 |
0.0013 | 48.02 | 31600 | 0.1042 | 0.7756 | 0.9408 | 0.9625 | nan | 0.9000 | 0.9887 | 0.9600 | 0.8648 | 0.9905 | 0.0 | 0.8979 | 0.9882 | 0.9575 | 0.8213 | 0.9886 |
0.0184 | 48.05 | 31620 | 0.1043 | 0.7753 | 0.9397 | 0.9625 | nan | 0.8994 | 0.9884 | 0.9603 | 0.8602 | 0.9900 | 0.0 | 0.8974 | 0.9880 | 0.9578 | 0.8203 | 0.9882 |
0.0045 | 48.09 | 31640 | 0.1032 | 0.7745 | 0.9389 | 0.9619 | nan | 0.8961 | 0.9883 | 0.9599 | 0.8601 | 0.9901 | 0.0 | 0.8941 | 0.9878 | 0.9573 | 0.8197 | 0.9883 |
0.0024 | 48.12 | 31660 | 0.1027 | 0.7754 | 0.9396 | 0.9626 | nan | 0.8995 | 0.9889 | 0.9603 | 0.8589 | 0.9902 | 0.0 | 0.8975 | 0.9884 | 0.9577 | 0.8204 | 0.9884 |
0.0011 | 48.15 | 31680 | 0.1098 | 0.7745 | 0.9384 | 0.9618 | nan | 0.8983 | 0.9882 | 0.9592 | 0.8555 | 0.9905 | 0.0 | 0.8963 | 0.9878 | 0.9567 | 0.8177 | 0.9885 |
0.0027 | 48.18 | 31700 | 0.1053 | 0.7759 | 0.9403 | 0.9629 | nan | 0.9033 | 0.9887 | 0.9604 | 0.8593 | 0.9901 | 0.0 | 0.9012 | 0.9882 | 0.9578 | 0.8198 | 0.9882 |
0.0061 | 48.21 | 31720 | 0.1043 | 0.7756 | 0.9402 | 0.9625 | nan | 0.9014 | 0.9888 | 0.9598 | 0.8604 | 0.9905 | 0.0 | 0.8994 | 0.9883 | 0.9573 | 0.8200 | 0.9886 |
0.0054 | 48.24 | 31740 | 0.1061 | 0.7751 | 0.9397 | 0.9619 | nan | 0.8994 | 0.9883 | 0.9594 | 0.8612 | 0.9904 | 0.0 | 0.8975 | 0.9879 | 0.9568 | 0.8200 | 0.9885 |
0.0135 | 48.27 | 31760 | 0.1046 | 0.7747 | 0.9387 | 0.9624 | nan | 0.8978 | 0.9877 | 0.9604 | 0.8572 | 0.9903 | 0.0 | 0.8958 | 0.9873 | 0.9578 | 0.8186 | 0.9884 |
0.0383 | 48.3 | 31780 | 0.1073 | 0.7747 | 0.9389 | 0.9606 | nan | 0.8992 | 0.9883 | 0.9572 | 0.8587 | 0.9911 | 0.0 | 0.8972 | 0.9878 | 0.9548 | 0.8196 | 0.9890 |
0.0175 | 48.33 | 31800 | 0.1020 | 0.7744 | 0.9396 | 0.9608 | nan | 0.8989 | 0.9882 | 0.9579 | 0.8637 | 0.9895 | 0.0 | 0.8966 | 0.9877 | 0.9555 | 0.8189 | 0.9877 |
0.0026 | 48.36 | 31820 | 0.1050 | 0.7749 | 0.9397 | 0.9622 | nan | 0.8985 | 0.9882 | 0.9599 | 0.8615 | 0.9901 | 0.0 | 0.8967 | 0.9877 | 0.9573 | 0.8195 | 0.9883 |
0.0012 | 48.39 | 31840 | 0.1088 | 0.7750 | 0.9393 | 0.9615 | nan | 0.8983 | 0.9884 | 0.9587 | 0.8603 | 0.9906 | 0.0 | 0.8964 | 0.9880 | 0.9562 | 0.8205 | 0.9887 |
0.0055 | 48.42 | 31860 | 0.1080 | 0.7748 | 0.9385 | 0.9631 | nan | 0.8980 | 0.9882 | 0.9612 | 0.8543 | 0.9908 | 0.0 | 0.8963 | 0.9878 | 0.9585 | 0.8173 | 0.9889 |
0.0074 | 48.45 | 31880 | 0.1023 | 0.7750 | 0.9390 | 0.9623 | nan | 0.8979 | 0.9889 | 0.9601 | 0.8583 | 0.9900 | 0.0 | 0.8958 | 0.9884 | 0.9575 | 0.8196 | 0.9883 |
0.015 | 48.48 | 31900 | 0.1015 | 0.7759 | 0.9398 | 0.9627 | nan | 0.9019 | 0.9898 | 0.9600 | 0.8568 | 0.9906 | 0.0 | 0.8998 | 0.9893 | 0.9574 | 0.8201 | 0.9887 |
0.0059 | 48.51 | 31920 | 0.1039 | 0.7746 | 0.9389 | 0.9620 | nan | 0.8964 | 0.9887 | 0.9601 | 0.8597 | 0.9894 | 0.0 | 0.8945 | 0.9883 | 0.9575 | 0.8195 | 0.9877 |
0.0016 | 48.54 | 31940 | 0.1097 | 0.7747 | 0.9392 | 0.9626 | nan | 0.8983 | 0.9887 | 0.9608 | 0.8591 | 0.9891 | 0.0 | 0.8964 | 0.9883 | 0.9581 | 0.8182 | 0.9874 |
0.0263 | 48.57 | 31960 | 0.1041 | 0.7750 | 0.9395 | 0.9620 | nan | 0.8988 | 0.9890 | 0.9597 | 0.8605 | 0.9892 | 0.0 | 0.8969 | 0.9885 | 0.9571 | 0.8199 | 0.9876 |
0.0033 | 48.6 | 31980 | 0.1042 | 0.7750 | 0.9395 | 0.9619 | nan | 0.9001 | 0.9891 | 0.9594 | 0.8597 | 0.9891 | 0.0 | 0.8981 | 0.9886 | 0.9569 | 0.8191 | 0.9873 |
0.0034 | 48.63 | 32000 | 0.1041 | 0.7749 | 0.9393 | 0.9618 | nan | 0.8976 | 0.9889 | 0.9594 | 0.8602 | 0.9905 | 0.0 | 0.8956 | 0.9885 | 0.9569 | 0.8201 | 0.9886 |
0.0032 | 48.66 | 32020 | 0.1066 | 0.7748 | 0.9394 | 0.9626 | nan | 0.8978 | 0.9884 | 0.9608 | 0.8600 | 0.9899 | 0.0 | 0.8959 | 0.9880 | 0.9582 | 0.8189 | 0.9881 |
0.0032 | 48.69 | 32040 | 0.1074 | 0.7749 | 0.9391 | 0.9632 | nan | 0.8977 | 0.9883 | 0.9617 | 0.8577 | 0.9901 | 0.0 | 0.8959 | 0.9879 | 0.9590 | 0.8184 | 0.9883 |
0.012 | 48.72 | 32060 | 0.1055 | 0.7749 | 0.9394 | 0.9626 | nan | 0.8978 | 0.9885 | 0.9606 | 0.8598 | 0.9903 | 0.0 | 0.8959 | 0.9880 | 0.9580 | 0.8192 | 0.9885 |
0.0047 | 48.75 | 32080 | 0.1037 | 0.7757 | 0.9401 | 0.9630 | nan | 0.9014 | 0.9885 | 0.9606 | 0.8590 | 0.9908 | 0.0 | 0.8994 | 0.9881 | 0.9581 | 0.8197 | 0.9889 |
0.0161 | 48.78 | 32100 | 0.1022 | 0.7751 | 0.9392 | 0.9626 | nan | 0.8989 | 0.9885 | 0.9604 | 0.8580 | 0.9905 | 0.0 | 0.8969 | 0.9881 | 0.9578 | 0.8196 | 0.9886 |
0.0048 | 48.81 | 32120 | 0.1071 | 0.7754 | 0.9398 | 0.9632 | nan | 0.8975 | 0.9890 | 0.9613 | 0.8602 | 0.9910 | 0.0 | 0.8955 | 0.9885 | 0.9587 | 0.8206 | 0.9890 |
0.0117 | 48.84 | 32140 | 0.1043 | 0.7757 | 0.9405 | 0.9629 | nan | 0.8993 | 0.9894 | 0.9608 | 0.8629 | 0.9902 | 0.0 | 0.8972 | 0.9889 | 0.9582 | 0.8215 | 0.9884 |
0.0006 | 48.88 | 32160 | 0.1076 | 0.7760 | 0.9408 | 0.9633 | nan | 0.9020 | 0.9888 | 0.9611 | 0.8616 | 0.9902 | 0.0 | 0.9001 | 0.9884 | 0.9585 | 0.8206 | 0.9884 |
0.0025 | 48.91 | 32180 | 0.1072 | 0.7753 | 0.9401 | 0.9624 | nan | 0.8983 | 0.9887 | 0.9600 | 0.8627 | 0.9908 | 0.0 | 0.8963 | 0.9882 | 0.9575 | 0.8211 | 0.9889 |
0.0034 | 48.94 | 32200 | 0.1049 | 0.7756 | 0.9407 | 0.9626 | nan | 0.8983 | 0.9888 | 0.9602 | 0.8650 | 0.9911 | 0.0 | 0.8961 | 0.9883 | 0.9578 | 0.8223 | 0.9891 |
0.0061 | 48.97 | 32220 | 0.1056 | 0.7749 | 0.9396 | 0.9626 | nan | 0.8977 | 0.9882 | 0.9608 | 0.8619 | 0.9895 | 0.0 | 0.8957 | 0.9878 | 0.9582 | 0.8196 | 0.9878 |
0.0047 | 49.0 | 32240 | 0.1066 | 0.7748 | 0.9398 | 0.9617 | nan | 0.8971 | 0.9885 | 0.9594 | 0.8640 | 0.9898 | 0.0 | 0.8950 | 0.9880 | 0.9569 | 0.8208 | 0.9881 |
0.0094 | 49.03 | 32260 | 0.1076 | 0.7749 | 0.9392 | 0.9619 | nan | 0.8975 | 0.9884 | 0.9597 | 0.8602 | 0.9901 | 0.0 | 0.8956 | 0.9880 | 0.9571 | 0.8202 | 0.9883 |
0.0089 | 49.06 | 32280 | 0.1050 | 0.7747 | 0.9398 | 0.9625 | nan | 0.8983 | 0.9882 | 0.9607 | 0.8628 | 0.9892 | 0.0 | 0.8963 | 0.9878 | 0.9580 | 0.8185 | 0.9876 |
0.0029 | 49.09 | 32300 | 0.1060 | 0.7748 | 0.9395 | 0.9619 | nan | 0.8968 | 0.9885 | 0.9597 | 0.8627 | 0.9899 | 0.0 | 0.8949 | 0.9881 | 0.9571 | 0.8205 | 0.9882 |
0.024 | 49.12 | 32320 | 0.1034 | 0.7747 | 0.9395 | 0.9612 | nan | 0.8972 | 0.9885 | 0.9586 | 0.8634 | 0.9900 | 0.0 | 0.8950 | 0.9881 | 0.9561 | 0.8209 | 0.9882 |
0.0023 | 49.15 | 32340 | 0.1045 | 0.7752 | 0.9409 | 0.9629 | nan | 0.9002 | 0.9889 | 0.9610 | 0.8654 | 0.9892 | 0.0 | 0.8981 | 0.9884 | 0.9583 | 0.8188 | 0.9876 |
0.0032 | 49.18 | 32360 | 0.1080 | 0.7759 | 0.9404 | 0.9633 | nan | 0.9008 | 0.9889 | 0.9611 | 0.8604 | 0.9906 | 0.0 | 0.8989 | 0.9884 | 0.9585 | 0.8207 | 0.9888 |
0.0015 | 49.21 | 32380 | 0.1050 | 0.7759 | 0.9407 | 0.9630 | nan | 0.9021 | 0.9886 | 0.9606 | 0.8617 | 0.9903 | 0.0 | 0.9001 | 0.9882 | 0.9581 | 0.8205 | 0.9885 |
0.0057 | 49.24 | 32400 | 0.1030 | 0.7750 | 0.9394 | 0.9620 | nan | 0.8996 | 0.9883 | 0.9596 | 0.8599 | 0.9897 | 0.0 | 0.8975 | 0.9879 | 0.9571 | 0.8195 | 0.9879 |
0.0087 | 49.27 | 32420 | 0.1043 | 0.7752 | 0.9398 | 0.9623 | nan | 0.8991 | 0.9882 | 0.9599 | 0.8614 | 0.9905 | 0.0 | 0.8971 | 0.9878 | 0.9574 | 0.8205 | 0.9886 |
0.0039 | 49.3 | 32440 | 0.1050 | 0.7754 | 0.9394 | 0.9623 | nan | 0.9008 | 0.9885 | 0.9597 | 0.8574 | 0.9909 | 0.0 | 0.8987 | 0.9880 | 0.9571 | 0.8197 | 0.9889 |
0.0107 | 49.33 | 32460 | 0.1007 | 0.7747 | 0.9393 | 0.9615 | nan | 0.8977 | 0.9884 | 0.9590 | 0.8611 | 0.9902 | 0.0 | 0.8957 | 0.9880 | 0.9565 | 0.8199 | 0.9884 |
0.0037 | 49.36 | 32480 | 0.1054 | 0.7756 | 0.9406 | 0.9628 | nan | 0.9000 | 0.9889 | 0.9607 | 0.8635 | 0.9898 | 0.0 | 0.8981 | 0.9884 | 0.9580 | 0.8211 | 0.9881 |
0.0375 | 49.39 | 32500 | 0.1065 | 0.7745 | 0.9388 | 0.9617 | nan | 0.8951 | 0.9888 | 0.9595 | 0.8606 | 0.9900 | 0.0 | 0.8932 | 0.9883 | 0.9569 | 0.8202 | 0.9882 |
0.0399 | 49.42 | 32520 | 0.1049 | 0.7758 | 0.9407 | 0.9626 | nan | 0.9018 | 0.9885 | 0.9601 | 0.8627 | 0.9905 | 0.0 | 0.8998 | 0.9881 | 0.9574 | 0.8209 | 0.9887 |
0.0047 | 49.45 | 32540 | 0.1080 | 0.7748 | 0.9391 | 0.9623 | nan | 0.8962 | 0.9887 | 0.9602 | 0.8601 | 0.9904 | 0.0 | 0.8945 | 0.9882 | 0.9576 | 0.8199 | 0.9885 |
0.006 | 49.48 | 32560 | 0.1054 | 0.7757 | 0.9403 | 0.9629 | nan | 0.9000 | 0.9888 | 0.9608 | 0.8616 | 0.9903 | 0.0 | 0.8981 | 0.9884 | 0.9581 | 0.8209 | 0.9885 |
0.0019 | 49.51 | 32580 | 0.1058 | 0.7747 | 0.9391 | 0.9623 | nan | 0.8967 | 0.9888 | 0.9603 | 0.8597 | 0.9900 | 0.0 | 0.8949 | 0.9883 | 0.9576 | 0.8193 | 0.9883 |
0.0039 | 49.54 | 32600 | 0.1068 | 0.7747 | 0.9393 | 0.9624 | nan | 0.8968 | 0.9883 | 0.9606 | 0.8609 | 0.9899 | 0.0 | 0.8949 | 0.9878 | 0.9579 | 0.8192 | 0.9881 |
0.0368 | 49.57 | 32620 | 0.1070 | 0.7755 | 0.9403 | 0.9630 | nan | 0.9000 | 0.9883 | 0.9611 | 0.8623 | 0.9900 | 0.0 | 0.8980 | 0.9878 | 0.9584 | 0.8204 | 0.9883 |
0.0077 | 49.6 | 32640 | 0.1039 | 0.7742 | 0.9388 | 0.9617 | nan | 0.8959 | 0.9881 | 0.9597 | 0.8608 | 0.9894 | 0.0 | 0.8941 | 0.9877 | 0.9571 | 0.8188 | 0.9877 |
0.0096 | 49.64 | 32660 | 0.1051 | 0.7750 | 0.9394 | 0.9614 | nan | 0.8983 | 0.9889 | 0.9587 | 0.8611 | 0.9901 | 0.0 | 0.8963 | 0.9884 | 0.9562 | 0.8206 | 0.9883 |
0.0046 | 49.67 | 32680 | 0.1073 | 0.7755 | 0.9398 | 0.9627 | nan | 0.8993 | 0.9889 | 0.9605 | 0.8598 | 0.9904 | 0.0 | 0.8974 | 0.9884 | 0.9579 | 0.8205 | 0.9885 |
0.445 | 49.7 | 32700 | 0.1067 | 0.7754 | 0.9395 | 0.9634 | nan | 0.8990 | 0.9888 | 0.9617 | 0.8576 | 0.9904 | 0.0 | 0.8973 | 0.9884 | 0.9589 | 0.8195 | 0.9886 |
0.0087 | 49.73 | 32720 | 0.1057 | 0.7757 | 0.9405 | 0.9632 | nan | 0.8988 | 0.9890 | 0.9611 | 0.8628 | 0.9906 | 0.0 | 0.8969 | 0.9886 | 0.9585 | 0.8213 | 0.9888 |
0.0642 | 49.76 | 32740 | 0.1061 | 0.7752 | 0.9393 | 0.9627 | nan | 0.8973 | 0.9884 | 0.9607 | 0.8592 | 0.9910 | 0.0 | 0.8955 | 0.9880 | 0.9580 | 0.8204 | 0.9890 |
0.0092 | 49.79 | 32760 | 0.1052 | 0.7755 | 0.9400 | 0.9626 | nan | 0.8996 | 0.9886 | 0.9603 | 0.8611 | 0.9902 | 0.0 | 0.8977 | 0.9882 | 0.9577 | 0.8211 | 0.9884 |
0.0081 | 49.82 | 32780 | 0.1112 | 0.7752 | 0.9393 | 0.9628 | nan | 0.8981 | 0.9884 | 0.9607 | 0.8586 | 0.9908 | 0.0 | 0.8962 | 0.9880 | 0.9581 | 0.8198 | 0.9889 |
0.0369 | 49.85 | 32800 | 0.1065 | 0.7754 | 0.9404 | 0.9627 | nan | 0.8982 | 0.9889 | 0.9606 | 0.8635 | 0.9906 | 0.0 | 0.8962 | 0.9884 | 0.9580 | 0.8211 | 0.9888 |
0.0051 | 49.88 | 32820 | 0.1060 | 0.7755 | 0.9398 | 0.9630 | nan | 0.8985 | 0.9888 | 0.9609 | 0.8599 | 0.9908 | 0.0 | 0.8966 | 0.9883 | 0.9583 | 0.8206 | 0.9889 |
0.0047 | 49.91 | 32840 | 0.1091 | 0.7748 | 0.9390 | 0.9616 | nan | 0.8985 | 0.9881 | 0.9591 | 0.8589 | 0.9901 | 0.0 | 0.8966 | 0.9877 | 0.9566 | 0.8194 | 0.9883 |
0.0026 | 49.94 | 32860 | 0.1058 | 0.7745 | 0.9386 | 0.9619 | nan | 0.8952 | 0.9885 | 0.9599 | 0.8593 | 0.9901 | 0.0 | 0.8933 | 0.9880 | 0.9573 | 0.8201 | 0.9883 |
0.0071 | 49.97 | 32880 | 0.1066 | 0.7750 | 0.9389 | 0.9630 | nan | 0.8980 | 0.9886 | 0.9611 | 0.8563 | 0.9906 | 0.0 | 0.8961 | 0.9882 | 0.9583 | 0.8187 | 0.9887 |
0.0036 | 50.0 | 32900 | 0.1093 | 0.7759 | 0.9403 | 0.9638 | nan | 0.9007 | 0.9887 | 0.9619 | 0.8594 | 0.9905 | 0.0 | 0.8989 | 0.9883 | 0.9592 | 0.8204 | 0.9887 |
Framework versions
- Transformers 4.38.0.dev0
- Pytorch 2.1.2+cu121
- Datasets 2.16.1
- Tokenizers 0.15.0
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nvidia/mit-b1