diff --git "a/README.md" "b/README.md" --- "a/README.md" +++ "b/README.md" @@ -25,16 +25,16 @@ model-index: metrics: - name: Precision type: precision - value: 0.6595820049592632 + value: 0.7502520524269048 - name: Recall type: recall - value: 0.49187689869237883 + value: 0.6880200766081099 - name: F1 type: f1 - value: 0.5635166830596958 + value: 0.717789720270084 - name: Accuracy type: accuracy - value: 0.9325807243277355 + value: 0.9521321974079398 --- This model is a fine-tuned version of [prajjwal1/bert-tiny](https://huggingface.co/prajjwal1/bert-tiny) on the sembr2023 dataset. It achieves the following results on the evaluation set: -- Loss: 0.2602 -- Precision: 0.6596 -- Recall: 0.4919 -- F1: 0.5635 -- Iou: 0.3923 -- Accuracy: 0.9326 -- Balanced Accuracy: 0.7336 -- Overall Accuracy: 0.9214 +- Loss: 0.2866 +- Precision: 0.7503 +- Recall: 0.6880 +- F1: 0.7178 +- Iou: 0.5598 +- Accuracy: 0.9521 +- Balanced Accuracy: 0.8329 +- Overall Accuracy: 0.9367 ## Model description @@ -70,7 +70,7 @@ More information needed ### Training hyperparameters The following hyperparameters were used during training: -- learning_rate: 1e-05 +- learning_rate: 0.0001 - train_batch_size: 64 - eval_batch_size: 128 - seed: 42 @@ -82,506 +82,506 @@ The following hyperparameters were used during training: | Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Iou | Accuracy | Balanced Accuracy | Overall Accuracy | |:-------------:|:-----:|:----:|:---------------:|:---------:|:------:|:------:|:------:|:--------:|:-----------------:|:----------------:| -| 2.0167 | 0.07 | 10 | 2.0374 | 0.0776 | 0.5736 | 0.1367 | 0.0734 | 0.3588 | 0.4558 | 0.3128 | -| 1.9273 | 0.14 | 20 | 1.9315 | 0.0651 | 0.2685 | 0.1048 | 0.0553 | 0.5942 | 0.4472 | 0.5725 | -| 1.8014 | 0.21 | 30 | 1.8286 | 0.0555 | 0.0977 | 0.0708 | 0.0367 | 0.7731 | 0.4682 | 0.7652 | -| 1.6963 | 0.28 | 40 | 1.7298 | 0.0534 | 0.0339 | 0.0415 | 0.0212 | 0.8613 | 0.4878 | 0.8586 | -| 1.6253 | 0.35 | 50 | 1.6346 | 0.0440 | 0.0103 | 0.0167 | 0.0084 | 0.8926 | 0.4943 | 0.8918 | -| 1.5252 | 0.42 | 60 | 1.5430 | 0.0581 | 0.0041 | 0.0076 | 0.0038 | 0.9060 | 0.4988 | 0.9056 | -| 1.4608 | 0.49 | 70 | 1.4552 | 0.0621 | 0.0012 | 0.0023 | 0.0012 | 0.9100 | 0.4997 | 0.9099 | -| 1.3568 | 0.56 | 80 | 1.3705 | 0.0833 | 0.0004 | 0.0008 | 0.0004 | 0.9112 | 0.5000 | 0.9111 | -| 1.2877 | 0.62 | 90 | 1.2910 | 0.0909 | 0.0001 | 0.0003 | 0.0001 | 0.9114 | 0.5000 | 0.9114 | -| 1.2023 | 0.69 | 100 | 1.2163 | 0.1667 | 0.0001 | 0.0003 | 0.0001 | 0.9115 | 0.5000 | 0.9115 | -| 1.1435 | 0.76 | 110 | 1.1461 | 0.2 | 0.0001 | 0.0003 | 0.0001 | 0.9115 | 0.5000 | 0.9115 | -| 1.0839 | 0.83 | 120 | 1.0805 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 1.0248 | 0.9 | 130 | 1.0203 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.9884 | 0.97 | 140 | 0.9649 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.9332 | 1.04 | 150 | 0.9146 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.8795 | 1.11 | 160 | 0.8699 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.8419 | 1.18 | 170 | 0.8296 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.8156 | 1.25 | 180 | 0.7942 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.7754 | 1.32 | 190 | 0.7634 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.7662 | 1.39 | 200 | 0.7364 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.7508 | 1.46 | 210 | 0.7129 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.7105 | 1.53 | 220 | 0.6922 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.6855 | 1.6 | 230 | 0.6741 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.6745 | 1.67 | 240 | 0.6582 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.6572 | 1.74 | 250 | 0.6439 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.6477 | 1.81 | 260 | 0.6311 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.6402 | 1.88 | 270 | 0.6196 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.6431 | 1.94 | 280 | 0.6094 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.6137 | 2.01 | 290 | 0.6000 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.6207 | 2.08 | 300 | 0.5915 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.6195 | 2.15 | 310 | 0.5834 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.5877 | 2.22 | 320 | 0.5759 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.5672 | 2.29 | 330 | 0.5688 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.573 | 2.36 | 340 | 0.5622 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.5517 | 2.43 | 350 | 0.5561 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.5491 | 2.5 | 360 | 0.5503 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.5449 | 2.57 | 370 | 0.5451 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.5404 | 2.64 | 380 | 0.5400 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.5538 | 2.71 | 390 | 0.5351 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.5131 | 2.78 | 400 | 0.5304 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.5135 | 2.85 | 410 | 0.5260 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.5288 | 2.92 | 420 | 0.5216 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.5257 | 2.99 | 430 | 0.5171 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.5318 | 3.06 | 440 | 0.5128 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.5034 | 3.12 | 450 | 0.5087 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.5267 | 3.19 | 460 | 0.5047 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.5147 | 3.26 | 470 | 0.5010 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.4991 | 3.33 | 480 | 0.4975 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.4796 | 3.4 | 490 | 0.4940 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.4859 | 3.47 | 500 | 0.4905 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.4816 | 3.54 | 510 | 0.4874 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.4778 | 3.61 | 520 | 0.4841 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.4836 | 3.68 | 530 | 0.4809 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.4901 | 3.75 | 540 | 0.4779 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.4793 | 3.82 | 550 | 0.4745 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.4952 | 3.89 | 560 | 0.4713 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.4748 | 3.96 | 570 | 0.4683 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.4573 | 4.03 | 580 | 0.4654 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.484 | 4.1 | 590 | 0.4623 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.4525 | 4.17 | 600 | 0.4594 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.4714 | 4.24 | 610 | 0.4563 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.4492 | 4.31 | 620 | 0.4531 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.4603 | 4.38 | 630 | 0.4502 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.4776 | 4.44 | 640 | 0.4472 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.4415 | 4.51 | 650 | 0.4441 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.4412 | 4.58 | 660 | 0.4412 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.4498 | 4.65 | 670 | 0.4384 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.4247 | 4.72 | 680 | 0.4353 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.4366 | 4.79 | 690 | 0.4323 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.4412 | 4.86 | 700 | 0.4293 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.4485 | 4.93 | 710 | 0.4262 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.4254 | 5.0 | 720 | 0.4230 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.4284 | 5.07 | 730 | 0.4199 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.4401 | 5.14 | 740 | 0.4165 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.3943 | 5.21 | 750 | 0.4132 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.4352 | 5.28 | 760 | 0.4098 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.4133 | 5.35 | 770 | 0.4063 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.4161 | 5.42 | 780 | 0.4026 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.3991 | 5.49 | 790 | 0.3990 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.3881 | 5.56 | 800 | 0.3954 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5000 | 0.9115 | -| 0.393 | 5.62 | 810 | 0.3917 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5000 | 0.9115 | -| 0.4029 | 5.69 | 820 | 0.3882 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5000 | 0.9115 | -| 0.4065 | 5.76 | 830 | 0.3847 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5000 | 0.9115 | -| 0.3804 | 5.83 | 840 | 0.3815 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5000 | 0.9115 | -| 0.384 | 5.9 | 850 | 0.3784 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5000 | 0.9115 | -| 0.4006 | 5.97 | 860 | 0.3755 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5000 | 0.9115 | -| 0.3854 | 6.04 | 870 | 0.3727 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5000 | 0.9115 | -| 0.3908 | 6.11 | 880 | 0.3701 | 0.5 | 0.0001 | 0.0003 | 0.0001 | 0.9115 | 0.5001 | 0.9115 | -| 0.352 | 6.18 | 890 | 0.3676 | 0.7143 | 0.0007 | 0.0013 | 0.0007 | 0.9116 | 0.5003 | 0.9115 | -| 0.3478 | 6.25 | 900 | 0.3650 | 0.5417 | 0.0017 | 0.0034 | 0.0017 | 0.9115 | 0.5008 | 0.9115 | -| 0.3681 | 6.32 | 910 | 0.3626 | 0.6094 | 0.0052 | 0.0102 | 0.0051 | 0.9117 | 0.5024 | 0.9116 | -| 0.364 | 6.39 | 920 | 0.3602 | 0.6953 | 0.0118 | 0.0231 | 0.0117 | 0.9121 | 0.5056 | 0.9119 | -| 0.3673 | 6.46 | 930 | 0.3579 | 0.6761 | 0.0127 | 0.0249 | 0.0126 | 0.9121 | 0.5060 | 0.9119 | -| 0.3359 | 6.53 | 940 | 0.3559 | 0.6846 | 0.0135 | 0.0264 | 0.0134 | 0.9122 | 0.5064 | 0.9119 | -| 0.3593 | 6.6 | 950 | 0.3538 | 0.6548 | 0.0218 | 0.0422 | 0.0215 | 0.9124 | 0.5103 | 0.9121 | -| 0.3716 | 6.67 | 960 | 0.3518 | 0.6549 | 0.0246 | 0.0474 | 0.0243 | 0.9126 | 0.5117 | 0.9122 | -| 0.3388 | 6.74 | 970 | 0.3499 | 0.6590 | 0.0265 | 0.0510 | 0.0262 | 0.9127 | 0.5126 | 0.9123 | -| 0.3501 | 6.81 | 980 | 0.3480 | 0.6544 | 0.0328 | 0.0624 | 0.0322 | 0.9129 | 0.5155 | 0.9124 | -| 0.3449 | 6.88 | 990 | 0.3464 | 0.6084 | 0.0519 | 0.0957 | 0.0502 | 0.9132 | 0.5243 | 0.9124 | -| 0.3661 | 6.94 | 1000 | 0.3447 | 0.6318 | 0.0494 | 0.0916 | 0.0480 | 0.9133 | 0.5233 | 0.9126 | -| 0.3567 | 7.01 | 1010 | 0.3433 | 0.6489 | 0.0417 | 0.0784 | 0.0408 | 0.9132 | 0.5198 | 0.9126 | -| 0.3315 | 7.08 | 1020 | 0.3421 | 0.6263 | 0.0485 | 0.0900 | 0.0471 | 0.9133 | 0.5228 | 0.9126 | -| 0.3485 | 7.15 | 1030 | 0.3409 | 0.6181 | 0.0605 | 0.1102 | 0.0583 | 0.9136 | 0.5284 | 0.9127 | -| 0.3465 | 7.22 | 1040 | 0.3397 | 0.6013 | 0.0725 | 0.1294 | 0.0692 | 0.9137 | 0.5339 | 0.9127 | -| 0.3532 | 7.29 | 1050 | 0.3381 | 0.6337 | 0.0635 | 0.1155 | 0.0613 | 0.9139 | 0.5300 | 0.9131 | -| 0.3537 | 7.36 | 1060 | 0.3373 | 0.6121 | 0.0786 | 0.1393 | 0.0749 | 0.9141 | 0.5369 | 0.9131 | -| 0.3315 | 7.43 | 1070 | 0.3362 | 0.6128 | 0.0796 | 0.1410 | 0.0758 | 0.9141 | 0.5374 | 0.9131 | -| 0.3515 | 7.5 | 1080 | 0.3348 | 0.6401 | 0.0742 | 0.1330 | 0.0713 | 0.9144 | 0.5351 | 0.9135 | -| 0.3374 | 7.57 | 1090 | 0.3339 | 0.6158 | 0.0874 | 0.1531 | 0.0829 | 0.9144 | 0.5411 | 0.9133 | -| 0.3274 | 7.64 | 1100 | 0.3329 | 0.6209 | 0.0896 | 0.1565 | 0.0849 | 0.9146 | 0.5421 | 0.9134 | -| 0.3397 | 7.71 | 1110 | 0.3317 | 0.6476 | 0.0791 | 0.1410 | 0.0759 | 0.9147 | 0.5375 | 0.9138 | -| 0.3415 | 7.78 | 1120 | 0.3307 | 0.6404 | 0.0964 | 0.1676 | 0.0915 | 0.9153 | 0.5456 | 0.9139 | -| 0.3266 | 7.85 | 1130 | 0.3300 | 0.6283 | 0.1219 | 0.2042 | 0.1137 | 0.9159 | 0.5575 | 0.9140 | -| 0.3341 | 7.92 | 1140 | 0.3287 | 0.6378 | 0.1088 | 0.1859 | 0.1025 | 0.9157 | 0.5514 | 0.9139 | -| 0.3287 | 7.99 | 1150 | 0.3283 | 0.6339 | 0.1313 | 0.2175 | 0.1220 | 0.9164 | 0.5620 | 0.9142 | -| 0.3154 | 8.06 | 1160 | 0.3274 | 0.6399 | 0.1314 | 0.2181 | 0.1224 | 0.9166 | 0.5621 | 0.9143 | -| 0.3376 | 8.12 | 1170 | 0.3263 | 0.6547 | 0.1199 | 0.2027 | 0.1128 | 0.9165 | 0.5569 | 0.9144 | -| 0.3416 | 8.19 | 1180 | 0.3257 | 0.6653 | 0.1268 | 0.2130 | 0.1192 | 0.9171 | 0.5603 | 0.9146 | -| 0.3276 | 8.26 | 1190 | 0.3252 | 0.6578 | 0.1442 | 0.2366 | 0.1342 | 0.9176 | 0.5685 | 0.9148 | -| 0.3429 | 8.33 | 1200 | 0.3243 | 0.6641 | 0.1457 | 0.2390 | 0.1357 | 0.9179 | 0.5693 | 0.9150 | -| 0.3559 | 8.4 | 1210 | 0.3237 | 0.6478 | 0.1650 | 0.2630 | 0.1514 | 0.9182 | 0.5781 | 0.9148 | -| 0.3307 | 8.47 | 1220 | 0.3228 | 0.6600 | 0.1705 | 0.2710 | 0.1568 | 0.9188 | 0.5810 | 0.9152 | -| 0.3505 | 8.54 | 1230 | 0.3218 | 0.6683 | 0.1751 | 0.2776 | 0.1611 | 0.9193 | 0.5834 | 0.9155 | -| 0.3362 | 8.61 | 1240 | 0.3212 | 0.6691 | 0.1832 | 0.2876 | 0.1680 | 0.9197 | 0.5872 | 0.9156 | -| 0.3371 | 8.68 | 1250 | 0.3206 | 0.6665 | 0.1959 | 0.3028 | 0.1784 | 0.9202 | 0.5932 | 0.9157 | -| 0.3328 | 8.75 | 1260 | 0.3199 | 0.6720 | 0.1832 | 0.2879 | 0.1682 | 0.9198 | 0.5873 | 0.9156 | -| 0.3138 | 8.82 | 1270 | 0.3190 | 0.6882 | 0.1671 | 0.2689 | 0.1553 | 0.9196 | 0.5799 | 0.9157 | -| 0.3334 | 8.89 | 1280 | 0.3183 | 0.6798 | 0.1843 | 0.2899 | 0.1695 | 0.9201 | 0.5879 | 0.9158 | -| 0.3292 | 8.96 | 1290 | 0.3180 | 0.6739 | 0.2170 | 0.3283 | 0.1964 | 0.9214 | 0.6034 | 0.9167 | -| 0.3344 | 9.03 | 1300 | 0.3172 | 0.6797 | 0.2206 | 0.3331 | 0.1998 | 0.9218 | 0.6052 | 0.9169 | -| 0.2983 | 9.1 | 1310 | 0.3163 | 0.6845 | 0.2107 | 0.3222 | 0.1920 | 0.9216 | 0.6006 | 0.9168 | -| 0.3095 | 9.17 | 1320 | 0.3162 | 0.6780 | 0.2417 | 0.3564 | 0.2168 | 0.9228 | 0.6153 | 0.9174 | -| 0.3051 | 9.24 | 1330 | 0.3160 | 0.6767 | 0.2469 | 0.3618 | 0.2208 | 0.9229 | 0.6177 | 0.9175 | -| 0.3161 | 9.31 | 1340 | 0.3147 | 0.6896 | 0.2116 | 0.3238 | 0.1932 | 0.9218 | 0.6012 | 0.9171 | -| 0.3209 | 9.38 | 1350 | 0.3152 | 0.6723 | 0.2585 | 0.3734 | 0.2296 | 0.9232 | 0.6231 | 0.9175 | -| 0.3117 | 9.44 | 1360 | 0.3142 | 0.6745 | 0.2417 | 0.3559 | 0.2165 | 0.9226 | 0.6152 | 0.9174 | -| 0.3006 | 9.51 | 1370 | 0.3136 | 0.6781 | 0.2359 | 0.3500 | 0.2121 | 0.9225 | 0.6125 | 0.9175 | -| 0.2967 | 9.58 | 1380 | 0.3130 | 0.6789 | 0.2351 | 0.3493 | 0.2116 | 0.9225 | 0.6122 | 0.9174 | -| 0.3026 | 9.65 | 1390 | 0.3122 | 0.6841 | 0.2346 | 0.3494 | 0.2117 | 0.9227 | 0.6120 | 0.9175 | -| 0.2993 | 9.72 | 1400 | 0.3118 | 0.6864 | 0.2463 | 0.3626 | 0.2214 | 0.9234 | 0.6177 | 0.9177 | -| 0.308 | 9.79 | 1410 | 0.3113 | 0.6861 | 0.2486 | 0.3649 | 0.2232 | 0.9235 | 0.6188 | 0.9178 | -| 0.2888 | 9.86 | 1420 | 0.3108 | 0.6892 | 0.2428 | 0.3591 | 0.2188 | 0.9233 | 0.6161 | 0.9178 | -| 0.2841 | 9.93 | 1430 | 0.3104 | 0.6862 | 0.2634 | 0.3806 | 0.2351 | 0.9242 | 0.6258 | 0.9179 | -| 0.3258 | 10.0 | 1440 | 0.3101 | 0.6809 | 0.2731 | 0.3899 | 0.2422 | 0.9244 | 0.6304 | 0.9179 | -| 0.3256 | 10.07 | 1450 | 0.3099 | 0.6784 | 0.2753 | 0.3916 | 0.2435 | 0.9243 | 0.6313 | 0.9180 | -| 0.3169 | 10.14 | 1460 | 0.3098 | 0.6775 | 0.2808 | 0.3970 | 0.2477 | 0.9245 | 0.6339 | 0.9179 | -| 0.2866 | 10.21 | 1470 | 0.3087 | 0.6867 | 0.2556 | 0.3725 | 0.2289 | 0.9238 | 0.6221 | 0.9179 | -| 0.2927 | 10.28 | 1480 | 0.3086 | 0.6779 | 0.2924 | 0.4086 | 0.2568 | 0.9251 | 0.6395 | 0.9181 | -| 0.2916 | 10.35 | 1490 | 0.3085 | 0.6698 | 0.3030 | 0.4172 | 0.2636 | 0.9251 | 0.6442 | 0.9178 | -| 0.3145 | 10.42 | 1500 | 0.3074 | 0.6870 | 0.2757 | 0.3934 | 0.2449 | 0.9248 | 0.6317 | 0.9182 | -| 0.3011 | 10.49 | 1510 | 0.3071 | 0.6794 | 0.2866 | 0.4032 | 0.2525 | 0.9249 | 0.6367 | 0.9181 | -| 0.2934 | 10.56 | 1520 | 0.3073 | 0.6632 | 0.3079 | 0.4205 | 0.2662 | 0.9249 | 0.6464 | 0.9175 | -| 0.3028 | 10.62 | 1530 | 0.3057 | 0.6937 | 0.2656 | 0.3841 | 0.2377 | 0.9246 | 0.6271 | 0.9184 | -| 0.314 | 10.69 | 1540 | 0.3056 | 0.6807 | 0.2911 | 0.4078 | 0.2561 | 0.9252 | 0.6389 | 0.9181 | -| 0.3128 | 10.76 | 1550 | 0.3056 | 0.6672 | 0.3088 | 0.4222 | 0.2676 | 0.9252 | 0.6469 | 0.9176 | -| 0.296 | 10.83 | 1560 | 0.3049 | 0.6787 | 0.2907 | 0.4071 | 0.2555 | 0.9251 | 0.6387 | 0.9180 | -| 0.2988 | 10.9 | 1570 | 0.3046 | 0.6768 | 0.2978 | 0.4136 | 0.2608 | 0.9253 | 0.6420 | 0.9180 | -| 0.3061 | 10.97 | 1580 | 0.3041 | 0.6756 | 0.2996 | 0.4151 | 0.2619 | 0.9253 | 0.6428 | 0.9181 | -| 0.2866 | 11.04 | 1590 | 0.3035 | 0.6892 | 0.2820 | 0.4002 | 0.2502 | 0.9252 | 0.6348 | 0.9184 | -| 0.2834 | 11.11 | 1600 | 0.3033 | 0.6808 | 0.2941 | 0.4108 | 0.2585 | 0.9253 | 0.6404 | 0.9182 | -| 0.2912 | 11.18 | 1610 | 0.3036 | 0.6629 | 0.3185 | 0.4302 | 0.2741 | 0.9254 | 0.6514 | 0.9176 | -| 0.2952 | 11.25 | 1620 | 0.3031 | 0.6637 | 0.3154 | 0.4276 | 0.2720 | 0.9253 | 0.6500 | 0.9177 | -| 0.3033 | 11.32 | 1630 | 0.3021 | 0.6752 | 0.3023 | 0.4177 | 0.2640 | 0.9254 | 0.6441 | 0.9180 | -| 0.2829 | 11.39 | 1640 | 0.3012 | 0.6911 | 0.2857 | 0.4043 | 0.2533 | 0.9255 | 0.6366 | 0.9185 | -| 0.3113 | 11.46 | 1650 | 0.3012 | 0.6792 | 0.3031 | 0.4192 | 0.2652 | 0.9257 | 0.6446 | 0.9181 | -| 0.3061 | 11.53 | 1660 | 0.3010 | 0.6768 | 0.3054 | 0.4209 | 0.2665 | 0.9256 | 0.6456 | 0.9181 | -| 0.2876 | 11.6 | 1670 | 0.3004 | 0.6858 | 0.2923 | 0.4099 | 0.2578 | 0.9255 | 0.6396 | 0.9185 | -| 0.2964 | 11.67 | 1680 | 0.3008 | 0.6633 | 0.3260 | 0.4371 | 0.2797 | 0.9257 | 0.6550 | 0.9178 | -| 0.3092 | 11.74 | 1690 | 0.2996 | 0.6708 | 0.3141 | 0.4279 | 0.2721 | 0.9257 | 0.6496 | 0.9180 | -| 0.3112 | 11.81 | 1700 | 0.2995 | 0.6636 | 0.3303 | 0.4411 | 0.2830 | 0.9259 | 0.6570 | 0.9179 | -| 0.2958 | 11.88 | 1710 | 0.2985 | 0.6769 | 0.3096 | 0.4249 | 0.2697 | 0.9258 | 0.6476 | 0.9183 | -| 0.269 | 11.94 | 1720 | 0.2985 | 0.6698 | 0.3188 | 0.4320 | 0.2755 | 0.9258 | 0.6518 | 0.9181 | -| 0.2736 | 12.01 | 1730 | 0.2976 | 0.6769 | 0.3088 | 0.4241 | 0.2691 | 0.9258 | 0.6473 | 0.9183 | -| 0.2902 | 12.08 | 1740 | 0.2976 | 0.6639 | 0.3328 | 0.4434 | 0.2848 | 0.9261 | 0.6582 | 0.9180 | -| 0.3055 | 12.15 | 1750 | 0.2971 | 0.6630 | 0.3350 | 0.4451 | 0.2862 | 0.9261 | 0.6592 | 0.9180 | -| 0.2831 | 12.22 | 1760 | 0.2965 | 0.6725 | 0.3157 | 0.4297 | 0.2736 | 0.9258 | 0.6504 | 0.9182 | -| 0.2998 | 12.29 | 1770 | 0.2963 | 0.6705 | 0.3196 | 0.4329 | 0.2763 | 0.9259 | 0.6522 | 0.9182 | -| 0.305 | 12.36 | 1780 | 0.2961 | 0.6675 | 0.3295 | 0.4412 | 0.2831 | 0.9262 | 0.6568 | 0.9183 | -| 0.2798 | 12.43 | 1790 | 0.2958 | 0.6672 | 0.3313 | 0.4427 | 0.2843 | 0.9262 | 0.6576 | 0.9184 | -| 0.2879 | 12.5 | 1800 | 0.2953 | 0.6701 | 0.3231 | 0.4360 | 0.2787 | 0.9260 | 0.6538 | 0.9184 | -| 0.2844 | 12.57 | 1810 | 0.2952 | 0.6648 | 0.3340 | 0.4447 | 0.2859 | 0.9262 | 0.6588 | 0.9183 | -| 0.2869 | 12.64 | 1820 | 0.2954 | 0.6580 | 0.3494 | 0.4564 | 0.2957 | 0.9264 | 0.6659 | 0.9183 | -| 0.2863 | 12.71 | 1830 | 0.2945 | 0.6666 | 0.3348 | 0.4458 | 0.2868 | 0.9263 | 0.6593 | 0.9185 | -| 0.2809 | 12.78 | 1840 | 0.2941 | 0.6691 | 0.3332 | 0.4449 | 0.2861 | 0.9264 | 0.6586 | 0.9186 | -| 0.274 | 12.85 | 1850 | 0.2933 | 0.6797 | 0.3108 | 0.4265 | 0.2711 | 0.9261 | 0.6483 | 0.9187 | -| 0.2822 | 12.92 | 1860 | 0.2937 | 0.6589 | 0.3496 | 0.4569 | 0.2961 | 0.9264 | 0.6660 | 0.9181 | -| 0.3053 | 12.99 | 1870 | 0.2928 | 0.6708 | 0.3340 | 0.4460 | 0.2870 | 0.9266 | 0.6591 | 0.9187 | -| 0.2568 | 13.06 | 1880 | 0.2926 | 0.6668 | 0.3352 | 0.4462 | 0.2871 | 0.9264 | 0.6595 | 0.9186 | -| 0.2991 | 13.12 | 1890 | 0.2917 | 0.6851 | 0.3146 | 0.4312 | 0.2749 | 0.9266 | 0.6503 | 0.9192 | -| 0.2721 | 13.19 | 1900 | 0.2917 | 0.6712 | 0.3298 | 0.4423 | 0.2839 | 0.9264 | 0.6571 | 0.9188 | -| 0.2833 | 13.26 | 1910 | 0.2923 | 0.6505 | 0.3624 | 0.4655 | 0.3034 | 0.9264 | 0.6718 | 0.9180 | -| 0.2927 | 13.33 | 1920 | 0.2915 | 0.6543 | 0.3495 | 0.4556 | 0.2950 | 0.9261 | 0.6658 | 0.9181 | -| 0.2796 | 13.4 | 1930 | 0.2910 | 0.6576 | 0.3462 | 0.4536 | 0.2933 | 0.9262 | 0.6643 | 0.9182 | -| 0.2791 | 13.47 | 1940 | 0.2911 | 0.6530 | 0.3557 | 0.4605 | 0.2992 | 0.9263 | 0.6687 | 0.9182 | -| 0.2834 | 13.54 | 1950 | 0.2903 | 0.6653 | 0.3365 | 0.4470 | 0.2878 | 0.9263 | 0.6601 | 0.9188 | -| 0.2758 | 13.61 | 1960 | 0.2899 | 0.6707 | 0.3319 | 0.4441 | 0.2854 | 0.9265 | 0.6581 | 0.9191 | -| 0.2648 | 13.68 | 1970 | 0.2903 | 0.6589 | 0.3447 | 0.4527 | 0.2925 | 0.9262 | 0.6637 | 0.9187 | -| 0.2724 | 13.75 | 1980 | 0.2893 | 0.6710 | 0.3319 | 0.4441 | 0.2855 | 0.9265 | 0.6581 | 0.9191 | -| 0.3228 | 13.82 | 1990 | 0.2890 | 0.6598 | 0.3461 | 0.4540 | 0.2937 | 0.9264 | 0.6644 | 0.9184 | -| 0.282 | 13.89 | 2000 | 0.2885 | 0.6628 | 0.3438 | 0.4528 | 0.2926 | 0.9265 | 0.6634 | 0.9185 | -| 0.2866 | 13.96 | 2010 | 0.2881 | 0.6713 | 0.3346 | 0.4466 | 0.2875 | 0.9266 | 0.6593 | 0.9191 | -| 0.252 | 14.03 | 2020 | 0.2886 | 0.6546 | 0.3565 | 0.4616 | 0.3001 | 0.9264 | 0.6691 | 0.9185 | -| 0.2746 | 14.1 | 2030 | 0.2881 | 0.6571 | 0.3492 | 0.4561 | 0.2954 | 0.9263 | 0.6658 | 0.9186 | -| 0.2589 | 14.17 | 2040 | 0.2872 | 0.6711 | 0.3310 | 0.4433 | 0.2848 | 0.9265 | 0.6576 | 0.9191 | -| 0.2684 | 14.24 | 2050 | 0.2873 | 0.6627 | 0.3483 | 0.4566 | 0.2959 | 0.9267 | 0.6655 | 0.9189 | -| 0.2913 | 14.31 | 2060 | 0.2868 | 0.6664 | 0.3451 | 0.4548 | 0.2943 | 0.9268 | 0.6642 | 0.9190 | -| 0.2709 | 14.38 | 2070 | 0.2865 | 0.6662 | 0.3432 | 0.4530 | 0.2928 | 0.9267 | 0.6632 | 0.9191 | -| 0.2916 | 14.44 | 2080 | 0.2866 | 0.6581 | 0.3537 | 0.4601 | 0.2988 | 0.9266 | 0.6679 | 0.9188 | -| 0.2551 | 14.51 | 2090 | 0.2859 | 0.6638 | 0.3445 | 0.4536 | 0.2933 | 0.9266 | 0.6638 | 0.9191 | -| 0.2776 | 14.58 | 2100 | 0.2857 | 0.6633 | 0.3517 | 0.4597 | 0.2984 | 0.9268 | 0.6672 | 0.9192 | -| 0.2666 | 14.65 | 2110 | 0.2854 | 0.6614 | 0.3556 | 0.4625 | 0.3008 | 0.9269 | 0.6690 | 0.9191 | -| 0.2546 | 14.72 | 2120 | 0.2855 | 0.6567 | 0.3638 | 0.4682 | 0.3056 | 0.9269 | 0.6726 | 0.9190 | -| 0.2613 | 14.79 | 2130 | 0.2851 | 0.6564 | 0.3636 | 0.4680 | 0.3055 | 0.9269 | 0.6726 | 0.9190 | -| 0.2558 | 14.86 | 2140 | 0.2847 | 0.6585 | 0.3605 | 0.4659 | 0.3037 | 0.9269 | 0.6712 | 0.9192 | -| 0.2749 | 14.93 | 2150 | 0.2847 | 0.6573 | 0.3635 | 0.4681 | 0.3056 | 0.9269 | 0.6725 | 0.9192 | -| 0.2747 | 15.0 | 2160 | 0.2841 | 0.6607 | 0.3589 | 0.4651 | 0.3030 | 0.9270 | 0.6705 | 0.9193 | -| 0.2768 | 15.07 | 2170 | 0.2841 | 0.6582 | 0.3709 | 0.4744 | 0.3110 | 0.9273 | 0.6761 | 0.9193 | -| 0.2789 | 15.14 | 2180 | 0.2837 | 0.6584 | 0.3706 | 0.4743 | 0.3108 | 0.9273 | 0.6760 | 0.9194 | -| 0.2784 | 15.21 | 2190 | 0.2829 | 0.6645 | 0.3540 | 0.4619 | 0.3003 | 0.9270 | 0.6683 | 0.9195 | -| 0.2684 | 15.28 | 2200 | 0.2835 | 0.6527 | 0.3690 | 0.4715 | 0.3085 | 0.9268 | 0.6750 | 0.9191 | -| 0.2605 | 15.35 | 2210 | 0.2830 | 0.6569 | 0.3656 | 0.4697 | 0.3070 | 0.9270 | 0.6735 | 0.9194 | -| 0.2815 | 15.42 | 2220 | 0.2827 | 0.6563 | 0.3702 | 0.4734 | 0.3101 | 0.9271 | 0.6757 | 0.9193 | -| 0.2645 | 15.49 | 2230 | 0.2825 | 0.6548 | 0.3756 | 0.4774 | 0.3136 | 0.9272 | 0.6782 | 0.9193 | -| 0.2717 | 15.56 | 2240 | 0.2816 | 0.6681 | 0.3546 | 0.4633 | 0.3015 | 0.9273 | 0.6688 | 0.9198 | -| 0.2665 | 15.62 | 2250 | 0.2813 | 0.6719 | 0.3516 | 0.4616 | 0.3001 | 0.9274 | 0.6675 | 0.9199 | -| 0.2366 | 15.69 | 2260 | 0.2816 | 0.6623 | 0.3738 | 0.4779 | 0.3140 | 0.9277 | 0.6776 | 0.9198 | -| 0.2661 | 15.76 | 2270 | 0.2817 | 0.6593 | 0.3829 | 0.4845 | 0.3197 | 0.9279 | 0.6819 | 0.9198 | -| 0.285 | 15.83 | 2280 | 0.2815 | 0.6569 | 0.3862 | 0.4864 | 0.3214 | 0.9278 | 0.6833 | 0.9197 | -| 0.2699 | 15.9 | 2290 | 0.2811 | 0.6591 | 0.3817 | 0.4834 | 0.3188 | 0.9278 | 0.6813 | 0.9199 | -| 0.2716 | 15.97 | 2300 | 0.2807 | 0.6611 | 0.3811 | 0.4835 | 0.3188 | 0.9280 | 0.6810 | 0.9200 | -| 0.238 | 16.04 | 2310 | 0.2808 | 0.6578 | 0.3953 | 0.4939 | 0.3279 | 0.9283 | 0.6877 | 0.9199 | -| 0.2547 | 16.11 | 2320 | 0.2798 | 0.6667 | 0.3795 | 0.4837 | 0.3190 | 0.9283 | 0.6805 | 0.9202 | -| 0.2842 | 16.18 | 2330 | 0.2800 | 0.6617 | 0.3929 | 0.4931 | 0.3272 | 0.9285 | 0.6867 | 0.9201 | -| 0.2548 | 16.25 | 2340 | 0.2796 | 0.6633 | 0.3865 | 0.4884 | 0.3231 | 0.9284 | 0.6837 | 0.9202 | -| 0.2518 | 16.32 | 2350 | 0.2794 | 0.6647 | 0.3889 | 0.4907 | 0.3251 | 0.9286 | 0.6849 | 0.9203 | -| 0.2674 | 16.39 | 2360 | 0.2794 | 0.6626 | 0.3989 | 0.4980 | 0.3315 | 0.9288 | 0.6896 | 0.9204 | -| 0.2517 | 16.46 | 2370 | 0.2792 | 0.6600 | 0.3964 | 0.4953 | 0.3292 | 0.9285 | 0.6883 | 0.9202 | -| 0.2822 | 16.53 | 2380 | 0.2787 | 0.6643 | 0.3894 | 0.4910 | 0.3254 | 0.9286 | 0.6851 | 0.9205 | -| 0.2531 | 16.6 | 2390 | 0.2786 | 0.6612 | 0.3926 | 0.4926 | 0.3268 | 0.9285 | 0.6865 | 0.9203 | -| 0.274 | 16.67 | 2400 | 0.2783 | 0.6664 | 0.3959 | 0.4967 | 0.3304 | 0.9290 | 0.6883 | 0.9207 | -| 0.2417 | 16.74 | 2410 | 0.2784 | 0.6629 | 0.4063 | 0.5038 | 0.3367 | 0.9292 | 0.6931 | 0.9206 | -| 0.2467 | 16.81 | 2420 | 0.2781 | 0.6633 | 0.4018 | 0.5005 | 0.3337 | 0.9290 | 0.6910 | 0.9206 | -| 0.2402 | 16.88 | 2430 | 0.2777 | 0.6650 | 0.3947 | 0.4954 | 0.3292 | 0.9289 | 0.6877 | 0.9207 | -| 0.2355 | 16.94 | 2440 | 0.2777 | 0.6628 | 0.4042 | 0.5021 | 0.3352 | 0.9291 | 0.6921 | 0.9207 | -| 0.2619 | 17.01 | 2450 | 0.2775 | 0.6651 | 0.4011 | 0.5005 | 0.3337 | 0.9291 | 0.6908 | 0.9208 | -| 0.2655 | 17.08 | 2460 | 0.2771 | 0.6682 | 0.3957 | 0.4971 | 0.3307 | 0.9291 | 0.6883 | 0.9209 | -| 0.2662 | 17.15 | 2470 | 0.2773 | 0.6586 | 0.4122 | 0.5071 | 0.3396 | 0.9291 | 0.6957 | 0.9205 | -| 0.2528 | 17.22 | 2480 | 0.2775 | 0.6560 | 0.4219 | 0.5135 | 0.3454 | 0.9293 | 0.7002 | 0.9205 | -| 0.2674 | 17.29 | 2490 | 0.2767 | 0.6652 | 0.4118 | 0.5087 | 0.3411 | 0.9296 | 0.6959 | 0.9210 | -| 0.2653 | 17.36 | 2500 | 0.2762 | 0.6734 | 0.4023 | 0.5037 | 0.3366 | 0.9299 | 0.6917 | 0.9213 | -| 0.2469 | 17.43 | 2510 | 0.2762 | 0.6716 | 0.4112 | 0.5101 | 0.3424 | 0.9301 | 0.6958 | 0.9214 | -| 0.2498 | 17.5 | 2520 | 0.2765 | 0.6634 | 0.4254 | 0.5184 | 0.3499 | 0.9301 | 0.7022 | 0.9210 | -| 0.2273 | 17.57 | 2530 | 0.2764 | 0.6602 | 0.4290 | 0.5201 | 0.3514 | 0.9299 | 0.7038 | 0.9208 | -| 0.2357 | 17.64 | 2540 | 0.2757 | 0.6677 | 0.4139 | 0.5110 | 0.3432 | 0.9299 | 0.6970 | 0.9212 | -| 0.2397 | 17.71 | 2550 | 0.2753 | 0.6728 | 0.4042 | 0.5050 | 0.3378 | 0.9299 | 0.6925 | 0.9214 | -| 0.2487 | 17.78 | 2560 | 0.2751 | 0.6755 | 0.4083 | 0.5089 | 0.3413 | 0.9303 | 0.6946 | 0.9216 | -| 0.2416 | 17.85 | 2570 | 0.2748 | 0.6770 | 0.4114 | 0.5118 | 0.3439 | 0.9306 | 0.6962 | 0.9217 | -| 0.2433 | 17.92 | 2580 | 0.2748 | 0.6711 | 0.4163 | 0.5139 | 0.3458 | 0.9303 | 0.6983 | 0.9215 | -| 0.2469 | 17.99 | 2590 | 0.2749 | 0.6661 | 0.4274 | 0.5207 | 0.3520 | 0.9304 | 0.7033 | 0.9212 | -| 0.2738 | 18.06 | 2600 | 0.2747 | 0.6648 | 0.4293 | 0.5217 | 0.3529 | 0.9303 | 0.7041 | 0.9211 | -| 0.2513 | 18.12 | 2610 | 0.2741 | 0.6695 | 0.4182 | 0.5148 | 0.3466 | 0.9303 | 0.6991 | 0.9214 | -| 0.2585 | 18.19 | 2620 | 0.2743 | 0.6660 | 0.4253 | 0.5191 | 0.3505 | 0.9303 | 0.7023 | 0.9212 | -| 0.2523 | 18.26 | 2630 | 0.2739 | 0.6676 | 0.4220 | 0.5171 | 0.3487 | 0.9303 | 0.7008 | 0.9213 | -| 0.237 | 18.33 | 2640 | 0.2738 | 0.6656 | 0.4236 | 0.5177 | 0.3493 | 0.9302 | 0.7015 | 0.9212 | -| 0.2648 | 18.4 | 2650 | 0.2740 | 0.6608 | 0.4286 | 0.5199 | 0.3513 | 0.9300 | 0.7036 | 0.9208 | -| 0.2585 | 18.47 | 2660 | 0.2739 | 0.6614 | 0.4283 | 0.5200 | 0.3513 | 0.9300 | 0.7035 | 0.9209 | -| 0.2574 | 18.54 | 2670 | 0.2736 | 0.6635 | 0.4278 | 0.5202 | 0.3515 | 0.9302 | 0.7034 | 0.9209 | -| 0.2542 | 18.61 | 2680 | 0.2735 | 0.6658 | 0.4285 | 0.5214 | 0.3526 | 0.9304 | 0.7038 | 0.9211 | -| 0.2432 | 18.68 | 2690 | 0.2739 | 0.6614 | 0.4412 | 0.5293 | 0.3599 | 0.9306 | 0.7096 | 0.9209 | -| 0.2522 | 18.75 | 2700 | 0.2734 | 0.6653 | 0.4352 | 0.5262 | 0.3570 | 0.9307 | 0.7070 | 0.9212 | -| 0.2432 | 18.82 | 2710 | 0.2730 | 0.6690 | 0.4352 | 0.5274 | 0.3581 | 0.9310 | 0.7072 | 0.9214 | -| 0.2433 | 18.89 | 2720 | 0.2732 | 0.6642 | 0.4478 | 0.5349 | 0.3651 | 0.9311 | 0.7129 | 0.9211 | -| 0.2514 | 18.96 | 2730 | 0.2729 | 0.6661 | 0.4458 | 0.5341 | 0.3644 | 0.9312 | 0.7120 | 0.9212 | -| 0.2554 | 19.03 | 2740 | 0.2726 | 0.6672 | 0.4406 | 0.5307 | 0.3612 | 0.9311 | 0.7096 | 0.9213 | -| 0.2432 | 19.1 | 2750 | 0.2724 | 0.6676 | 0.4393 | 0.5299 | 0.3605 | 0.9310 | 0.7090 | 0.9213 | -| 0.2487 | 19.17 | 2760 | 0.2725 | 0.6615 | 0.4458 | 0.5326 | 0.3630 | 0.9308 | 0.7118 | 0.9210 | -| 0.2428 | 19.24 | 2770 | 0.2720 | 0.6671 | 0.4368 | 0.5279 | 0.3586 | 0.9309 | 0.7078 | 0.9213 | -| 0.243 | 19.31 | 2780 | 0.2722 | 0.6614 | 0.4466 | 0.5332 | 0.3635 | 0.9308 | 0.7122 | 0.9210 | -| 0.2502 | 19.38 | 2790 | 0.2725 | 0.6558 | 0.4578 | 0.5392 | 0.3691 | 0.9308 | 0.7172 | 0.9206 | -| 0.267 | 19.44 | 2800 | 0.2715 | 0.6700 | 0.4375 | 0.5293 | 0.3599 | 0.9312 | 0.7083 | 0.9215 | -| 0.2644 | 19.51 | 2810 | 0.2717 | 0.6656 | 0.4427 | 0.5318 | 0.3622 | 0.9310 | 0.7106 | 0.9212 | -| 0.2252 | 19.58 | 2820 | 0.2720 | 0.6611 | 0.4517 | 0.5367 | 0.3668 | 0.9310 | 0.7146 | 0.9209 | -| 0.2343 | 19.65 | 2830 | 0.2717 | 0.6667 | 0.4493 | 0.5368 | 0.3669 | 0.9314 | 0.7138 | 0.9213 | -| 0.2635 | 19.72 | 2840 | 0.2711 | 0.6717 | 0.4397 | 0.5315 | 0.3619 | 0.9314 | 0.7094 | 0.9215 | -| 0.235 | 19.79 | 2850 | 0.2715 | 0.6610 | 0.4548 | 0.5388 | 0.3687 | 0.9311 | 0.7161 | 0.9209 | -| 0.2328 | 19.86 | 2860 | 0.2716 | 0.6583 | 0.4587 | 0.5407 | 0.3705 | 0.9310 | 0.7178 | 0.9208 | -| 0.2566 | 19.93 | 2870 | 0.2708 | 0.6644 | 0.4459 | 0.5337 | 0.3639 | 0.9310 | 0.7120 | 0.9211 | -| 0.2301 | 20.0 | 2880 | 0.2706 | 0.6678 | 0.4413 | 0.5314 | 0.3619 | 0.9311 | 0.7100 | 0.9213 | -| 0.2356 | 20.07 | 2890 | 0.2709 | 0.6623 | 0.4516 | 0.5370 | 0.3671 | 0.9311 | 0.7146 | 0.9210 | -| 0.2401 | 20.14 | 2900 | 0.2709 | 0.6600 | 0.4562 | 0.5395 | 0.3694 | 0.9311 | 0.7167 | 0.9209 | -| 0.2509 | 20.21 | 2910 | 0.2707 | 0.6590 | 0.4558 | 0.5389 | 0.3688 | 0.9310 | 0.7165 | 0.9208 | -| 0.2533 | 20.28 | 2920 | 0.2703 | 0.6630 | 0.4515 | 0.5372 | 0.3672 | 0.9312 | 0.7146 | 0.9210 | -| 0.249 | 20.35 | 2930 | 0.2702 | 0.6638 | 0.4521 | 0.5379 | 0.3679 | 0.9313 | 0.7149 | 0.9211 | -| 0.2488 | 20.42 | 2940 | 0.2702 | 0.6633 | 0.4540 | 0.5390 | 0.3689 | 0.9313 | 0.7158 | 0.9211 | -| 0.2297 | 20.49 | 2950 | 0.2701 | 0.6633 | 0.4530 | 0.5384 | 0.3683 | 0.9313 | 0.7154 | 0.9210 | -| 0.2327 | 20.56 | 2960 | 0.2698 | 0.6658 | 0.4504 | 0.5373 | 0.3673 | 0.9314 | 0.7142 | 0.9212 | -| 0.2618 | 20.62 | 2970 | 0.2700 | 0.6603 | 0.4595 | 0.5419 | 0.3716 | 0.9313 | 0.7183 | 0.9210 | -| 0.2444 | 20.69 | 2980 | 0.2698 | 0.6620 | 0.4573 | 0.5409 | 0.3707 | 0.9313 | 0.7173 | 0.9211 | -| 0.2529 | 20.76 | 2990 | 0.2697 | 0.6592 | 0.4622 | 0.5434 | 0.3730 | 0.9313 | 0.7195 | 0.9209 | -| 0.225 | 20.83 | 3000 | 0.2699 | 0.6549 | 0.4670 | 0.5453 | 0.3748 | 0.9311 | 0.7216 | 0.9205 | -| 0.2189 | 20.9 | 3010 | 0.2694 | 0.6602 | 0.4596 | 0.5420 | 0.3717 | 0.9313 | 0.7183 | 0.9209 | -| 0.2414 | 20.97 | 3020 | 0.2692 | 0.6612 | 0.4591 | 0.5419 | 0.3717 | 0.9313 | 0.7181 | 0.9210 | -| 0.2286 | 21.04 | 3030 | 0.2688 | 0.6653 | 0.4557 | 0.5409 | 0.3707 | 0.9316 | 0.7167 | 0.9213 | -| 0.2556 | 21.11 | 3040 | 0.2684 | 0.6713 | 0.4472 | 0.5368 | 0.3669 | 0.9317 | 0.7130 | 0.9215 | -| 0.2295 | 21.18 | 3050 | 0.2687 | 0.6647 | 0.4587 | 0.5428 | 0.3725 | 0.9316 | 0.7181 | 0.9212 | -| 0.2524 | 21.25 | 3060 | 0.2687 | 0.6619 | 0.4632 | 0.5450 | 0.3746 | 0.9316 | 0.7201 | 0.9211 | -| 0.2532 | 21.32 | 3070 | 0.2683 | 0.6665 | 0.4552 | 0.5409 | 0.3707 | 0.9316 | 0.7165 | 0.9214 | -| 0.2399 | 21.39 | 3080 | 0.2683 | 0.6632 | 0.4595 | 0.5429 | 0.3726 | 0.9315 | 0.7184 | 0.9211 | -| 0.2415 | 21.46 | 3090 | 0.2685 | 0.6593 | 0.4702 | 0.5489 | 0.3783 | 0.9316 | 0.7233 | 0.9209 | -| 0.2311 | 21.53 | 3100 | 0.2682 | 0.6607 | 0.4665 | 0.5469 | 0.3763 | 0.9316 | 0.7216 | 0.9209 | -| 0.2269 | 21.6 | 3110 | 0.2678 | 0.6650 | 0.4618 | 0.5451 | 0.3746 | 0.9318 | 0.7196 | 0.9213 | -| 0.2377 | 21.67 | 3120 | 0.2678 | 0.6627 | 0.4660 | 0.5472 | 0.3766 | 0.9318 | 0.7215 | 0.9212 | -| 0.2321 | 21.74 | 3130 | 0.2676 | 0.6636 | 0.4639 | 0.5461 | 0.3756 | 0.9318 | 0.7205 | 0.9212 | -| 0.2228 | 21.81 | 3140 | 0.2676 | 0.6614 | 0.4677 | 0.5479 | 0.3773 | 0.9317 | 0.7222 | 0.9210 | -| 0.25 | 21.88 | 3150 | 0.2678 | 0.6559 | 0.4768 | 0.5522 | 0.3814 | 0.9316 | 0.7263 | 0.9208 | -| 0.2465 | 21.94 | 3160 | 0.2674 | 0.6595 | 0.4689 | 0.5481 | 0.3775 | 0.9316 | 0.7227 | 0.9209 | -| 0.2447 | 22.01 | 3170 | 0.2671 | 0.6617 | 0.4677 | 0.5481 | 0.3775 | 0.9318 | 0.7222 | 0.9211 | -| 0.2145 | 22.08 | 3180 | 0.2670 | 0.6618 | 0.4682 | 0.5484 | 0.3778 | 0.9318 | 0.7225 | 0.9211 | -| 0.2299 | 22.15 | 3190 | 0.2673 | 0.6553 | 0.4785 | 0.5531 | 0.3823 | 0.9316 | 0.7270 | 0.9208 | -| 0.2291 | 22.22 | 3200 | 0.2668 | 0.6593 | 0.4715 | 0.5498 | 0.3791 | 0.9317 | 0.7239 | 0.9210 | -| 0.2463 | 22.29 | 3210 | 0.2667 | 0.6609 | 0.4730 | 0.5514 | 0.3806 | 0.9319 | 0.7247 | 0.9211 | -| 0.2452 | 22.36 | 3220 | 0.2667 | 0.6585 | 0.4763 | 0.5528 | 0.3820 | 0.9318 | 0.7262 | 0.9210 | -| 0.2393 | 22.43 | 3230 | 0.2668 | 0.6560 | 0.4801 | 0.5545 | 0.3836 | 0.9317 | 0.7278 | 0.9208 | -| 0.2725 | 22.5 | 3240 | 0.2664 | 0.6609 | 0.4725 | 0.5510 | 0.3803 | 0.9319 | 0.7245 | 0.9211 | -| 0.2319 | 22.57 | 3250 | 0.2661 | 0.6659 | 0.4655 | 0.5479 | 0.3773 | 0.9320 | 0.7214 | 0.9214 | -| 0.2331 | 22.64 | 3260 | 0.2660 | 0.6652 | 0.4677 | 0.5492 | 0.3786 | 0.9321 | 0.7224 | 0.9214 | -| 0.2378 | 22.71 | 3270 | 0.2657 | 0.6674 | 0.4652 | 0.5483 | 0.3777 | 0.9322 | 0.7213 | 0.9215 | -| 0.2373 | 22.78 | 3280 | 0.2657 | 0.6650 | 0.4692 | 0.5502 | 0.3795 | 0.9321 | 0.7231 | 0.9214 | -| 0.2224 | 22.85 | 3290 | 0.2656 | 0.6645 | 0.4694 | 0.5502 | 0.3795 | 0.9321 | 0.7232 | 0.9214 | -| 0.2534 | 22.92 | 3300 | 0.2657 | 0.6621 | 0.4744 | 0.5528 | 0.3820 | 0.9321 | 0.7255 | 0.9212 | -| 0.2714 | 22.99 | 3310 | 0.2655 | 0.6618 | 0.4742 | 0.5525 | 0.3817 | 0.9320 | 0.7253 | 0.9212 | -| 0.2343 | 23.06 | 3320 | 0.2653 | 0.6628 | 0.4731 | 0.5521 | 0.3813 | 0.9321 | 0.7249 | 0.9213 | -| 0.2377 | 23.12 | 3330 | 0.2652 | 0.6644 | 0.4725 | 0.5522 | 0.3814 | 0.9322 | 0.7246 | 0.9215 | -| 0.2121 | 23.19 | 3340 | 0.2651 | 0.6654 | 0.4727 | 0.5527 | 0.3819 | 0.9323 | 0.7248 | 0.9215 | -| 0.2371 | 23.26 | 3350 | 0.2652 | 0.6609 | 0.4760 | 0.5534 | 0.3826 | 0.9320 | 0.7262 | 0.9212 | -| 0.2424 | 23.33 | 3360 | 0.2653 | 0.6581 | 0.4808 | 0.5556 | 0.3847 | 0.9320 | 0.7283 | 0.9211 | -| 0.2252 | 23.4 | 3370 | 0.2652 | 0.6566 | 0.4824 | 0.5562 | 0.3852 | 0.9319 | 0.7289 | 0.9210 | -| 0.2286 | 23.47 | 3380 | 0.2653 | 0.6544 | 0.4845 | 0.5568 | 0.3858 | 0.9318 | 0.7298 | 0.9208 | -| 0.2191 | 23.54 | 3390 | 0.2650 | 0.6581 | 0.4818 | 0.5564 | 0.3854 | 0.9320 | 0.7288 | 0.9211 | -| 0.2316 | 23.61 | 3400 | 0.2648 | 0.6595 | 0.4797 | 0.5554 | 0.3845 | 0.9321 | 0.7278 | 0.9212 | -| 0.2317 | 23.68 | 3410 | 0.2650 | 0.6556 | 0.4866 | 0.5586 | 0.3875 | 0.9320 | 0.7309 | 0.9209 | -| 0.21 | 23.75 | 3420 | 0.2645 | 0.6617 | 0.4789 | 0.5557 | 0.3847 | 0.9322 | 0.7276 | 0.9213 | -| 0.2327 | 23.82 | 3430 | 0.2639 | 0.6707 | 0.4676 | 0.5510 | 0.3803 | 0.9326 | 0.7226 | 0.9219 | -| 0.2476 | 23.89 | 3440 | 0.2640 | 0.6674 | 0.4719 | 0.5529 | 0.3821 | 0.9325 | 0.7245 | 0.9217 | -| 0.2281 | 23.96 | 3450 | 0.2641 | 0.6630 | 0.4771 | 0.5549 | 0.3840 | 0.9323 | 0.7268 | 0.9214 | -| 0.2389 | 24.03 | 3460 | 0.2641 | 0.6609 | 0.4784 | 0.5551 | 0.3841 | 0.9321 | 0.7273 | 0.9212 | -| 0.2314 | 24.1 | 3470 | 0.2639 | 0.6646 | 0.4748 | 0.5539 | 0.3831 | 0.9323 | 0.7258 | 0.9215 | -| 0.2102 | 24.17 | 3480 | 0.2639 | 0.6624 | 0.4776 | 0.5550 | 0.3841 | 0.9322 | 0.7270 | 0.9214 | -| 0.2527 | 24.24 | 3490 | 0.2639 | 0.6610 | 0.4799 | 0.5561 | 0.3851 | 0.9322 | 0.7280 | 0.9213 | -| 0.2354 | 24.31 | 3500 | 0.2639 | 0.6598 | 0.4824 | 0.5573 | 0.3863 | 0.9322 | 0.7291 | 0.9212 | -| 0.2283 | 24.38 | 3510 | 0.2640 | 0.6576 | 0.4861 | 0.5590 | 0.3879 | 0.9321 | 0.7308 | 0.9211 | -| 0.2295 | 24.44 | 3520 | 0.2638 | 0.6579 | 0.4849 | 0.5583 | 0.3872 | 0.9321 | 0.7302 | 0.9211 | -| 0.2221 | 24.51 | 3530 | 0.2635 | 0.6622 | 0.4810 | 0.5573 | 0.3863 | 0.9324 | 0.7286 | 0.9215 | -| 0.2359 | 24.58 | 3540 | 0.2636 | 0.6588 | 0.4858 | 0.5592 | 0.3881 | 0.9322 | 0.7307 | 0.9212 | -| 0.23 | 24.65 | 3550 | 0.2636 | 0.6580 | 0.4855 | 0.5587 | 0.3877 | 0.9321 | 0.7305 | 0.9211 | -| 0.234 | 24.72 | 3560 | 0.2632 | 0.6630 | 0.4795 | 0.5565 | 0.3855 | 0.9324 | 0.7279 | 0.9214 | -| 0.2382 | 24.79 | 3570 | 0.2634 | 0.6595 | 0.4836 | 0.5580 | 0.3870 | 0.9322 | 0.7297 | 0.9212 | -| 0.2218 | 24.86 | 3580 | 0.2637 | 0.6554 | 0.4891 | 0.5602 | 0.3891 | 0.9320 | 0.7321 | 0.9209 | -| 0.2297 | 24.93 | 3590 | 0.2635 | 0.6578 | 0.4862 | 0.5591 | 0.3880 | 0.9322 | 0.7308 | 0.9212 | -| 0.2201 | 25.0 | 3600 | 0.2631 | 0.6620 | 0.4792 | 0.5560 | 0.3850 | 0.9323 | 0.7277 | 0.9215 | -| 0.2527 | 25.07 | 3610 | 0.2630 | 0.6622 | 0.4791 | 0.5559 | 0.3850 | 0.9323 | 0.7277 | 0.9215 | -| 0.2227 | 25.14 | 3620 | 0.2632 | 0.6582 | 0.4846 | 0.5582 | 0.3872 | 0.9321 | 0.7301 | 0.9212 | -| 0.2218 | 25.21 | 3630 | 0.2634 | 0.6535 | 0.4906 | 0.5604 | 0.3893 | 0.9319 | 0.7327 | 0.9208 | -| 0.2158 | 25.28 | 3640 | 0.2632 | 0.6544 | 0.4891 | 0.5598 | 0.3887 | 0.9319 | 0.7320 | 0.9208 | -| 0.2189 | 25.35 | 3650 | 0.2629 | 0.6594 | 0.4845 | 0.5586 | 0.3875 | 0.9322 | 0.7301 | 0.9213 | -| 0.2307 | 25.42 | 3660 | 0.2629 | 0.6568 | 0.4869 | 0.5592 | 0.3881 | 0.9321 | 0.7311 | 0.9211 | -| 0.1931 | 25.49 | 3670 | 0.2629 | 0.6570 | 0.4869 | 0.5593 | 0.3882 | 0.9321 | 0.7311 | 0.9211 | -| 0.2392 | 25.56 | 3680 | 0.2630 | 0.6537 | 0.4898 | 0.5600 | 0.3889 | 0.9319 | 0.7323 | 0.9208 | -| 0.2396 | 25.62 | 3690 | 0.2627 | 0.6581 | 0.4866 | 0.5595 | 0.3884 | 0.9322 | 0.7310 | 0.9212 | -| 0.2382 | 25.69 | 3700 | 0.2626 | 0.6589 | 0.4846 | 0.5585 | 0.3874 | 0.9322 | 0.7301 | 0.9212 | -| 0.2562 | 25.76 | 3710 | 0.2624 | 0.6621 | 0.4821 | 0.5579 | 0.3869 | 0.9324 | 0.7291 | 0.9215 | -| 0.2148 | 25.83 | 3720 | 0.2623 | 0.6615 | 0.4817 | 0.5575 | 0.3865 | 0.9323 | 0.7289 | 0.9215 | -| 0.216 | 25.9 | 3730 | 0.2622 | 0.6625 | 0.4816 | 0.5577 | 0.3867 | 0.9324 | 0.7289 | 0.9215 | -| 0.2319 | 25.97 | 3740 | 0.2623 | 0.6616 | 0.4826 | 0.5581 | 0.3871 | 0.9324 | 0.7293 | 0.9214 | -| 0.2217 | 26.04 | 3750 | 0.2623 | 0.6603 | 0.4849 | 0.5591 | 0.3881 | 0.9323 | 0.7303 | 0.9213 | -| 0.23 | 26.11 | 3760 | 0.2622 | 0.6609 | 0.4842 | 0.5589 | 0.3879 | 0.9324 | 0.7301 | 0.9214 | -| 0.2279 | 26.18 | 3770 | 0.2621 | 0.6604 | 0.4843 | 0.5588 | 0.3878 | 0.9323 | 0.7301 | 0.9213 | -| 0.2224 | 26.25 | 3780 | 0.2622 | 0.6577 | 0.4862 | 0.5591 | 0.3880 | 0.9321 | 0.7308 | 0.9211 | -| 0.2303 | 26.32 | 3790 | 0.2622 | 0.6556 | 0.4886 | 0.5599 | 0.3888 | 0.9320 | 0.7318 | 0.9209 | -| 0.2198 | 26.39 | 3800 | 0.2621 | 0.6580 | 0.4866 | 0.5595 | 0.3884 | 0.9322 | 0.7310 | 0.9211 | -| 0.2052 | 26.46 | 3810 | 0.2620 | 0.6590 | 0.4861 | 0.5595 | 0.3884 | 0.9323 | 0.7308 | 0.9213 | -| 0.2237 | 26.53 | 3820 | 0.2619 | 0.6591 | 0.4857 | 0.5592 | 0.3882 | 0.9323 | 0.7306 | 0.9212 | -| 0.2184 | 26.6 | 3830 | 0.2620 | 0.6558 | 0.4896 | 0.5606 | 0.3895 | 0.9321 | 0.7323 | 0.9209 | -| 0.2349 | 26.67 | 3840 | 0.2620 | 0.6559 | 0.4894 | 0.5605 | 0.3894 | 0.9321 | 0.7322 | 0.9210 | -| 0.2191 | 26.74 | 3850 | 0.2619 | 0.6577 | 0.4870 | 0.5596 | 0.3885 | 0.9322 | 0.7312 | 0.9212 | -| 0.2114 | 26.81 | 3860 | 0.2618 | 0.6586 | 0.4865 | 0.5596 | 0.3885 | 0.9323 | 0.7310 | 0.9213 | -| 0.2257 | 26.88 | 3870 | 0.2617 | 0.6597 | 0.4859 | 0.5596 | 0.3885 | 0.9323 | 0.7308 | 0.9214 | -| 0.2242 | 26.94 | 3880 | 0.2617 | 0.6604 | 0.4863 | 0.5602 | 0.3891 | 0.9324 | 0.7310 | 0.9214 | -| 0.2152 | 27.01 | 3890 | 0.2617 | 0.6578 | 0.4873 | 0.5598 | 0.3887 | 0.9322 | 0.7313 | 0.9212 | -| 0.2198 | 27.08 | 3900 | 0.2617 | 0.6568 | 0.4884 | 0.5603 | 0.3891 | 0.9322 | 0.7318 | 0.9211 | -| 0.2472 | 27.15 | 3910 | 0.2617 | 0.6568 | 0.4890 | 0.5606 | 0.3895 | 0.9322 | 0.7321 | 0.9211 | -| 0.2278 | 27.22 | 3920 | 0.2616 | 0.6576 | 0.4883 | 0.5604 | 0.3893 | 0.9322 | 0.7318 | 0.9212 | -| 0.231 | 27.29 | 3930 | 0.2614 | 0.6611 | 0.4862 | 0.5603 | 0.3892 | 0.9325 | 0.7310 | 0.9215 | -| 0.2097 | 27.36 | 3940 | 0.2614 | 0.6599 | 0.4873 | 0.5606 | 0.3895 | 0.9324 | 0.7314 | 0.9214 | -| 0.2309 | 27.43 | 3950 | 0.2615 | 0.6574 | 0.4890 | 0.5608 | 0.3897 | 0.9322 | 0.7321 | 0.9212 | -| 0.2076 | 27.5 | 3960 | 0.2614 | 0.6581 | 0.4888 | 0.5610 | 0.3898 | 0.9323 | 0.7321 | 0.9213 | -| 0.2421 | 27.57 | 3970 | 0.2612 | 0.6599 | 0.4871 | 0.5605 | 0.3894 | 0.9324 | 0.7314 | 0.9214 | -| 0.2285 | 27.64 | 3980 | 0.2612 | 0.6588 | 0.4877 | 0.5605 | 0.3893 | 0.9323 | 0.7316 | 0.9213 | -| 0.2303 | 27.71 | 3990 | 0.2612 | 0.6603 | 0.4871 | 0.5607 | 0.3895 | 0.9325 | 0.7314 | 0.9215 | -| 0.2385 | 27.78 | 4000 | 0.2611 | 0.6613 | 0.4865 | 0.5606 | 0.3894 | 0.9325 | 0.7311 | 0.9216 | -| 0.2451 | 27.85 | 4010 | 0.2611 | 0.6599 | 0.4877 | 0.5608 | 0.3897 | 0.9324 | 0.7316 | 0.9214 | -| 0.2365 | 27.92 | 4020 | 0.2611 | 0.6596 | 0.4879 | 0.5609 | 0.3898 | 0.9324 | 0.7317 | 0.9214 | -| 0.2358 | 27.99 | 4030 | 0.2612 | 0.6578 | 0.4894 | 0.5612 | 0.3901 | 0.9323 | 0.7323 | 0.9212 | -| 0.2214 | 28.06 | 4040 | 0.2613 | 0.6555 | 0.4917 | 0.5619 | 0.3907 | 0.9322 | 0.7333 | 0.9210 | -| 0.2136 | 28.12 | 4050 | 0.2613 | 0.6562 | 0.4908 | 0.5616 | 0.3904 | 0.9322 | 0.7329 | 0.9211 | -| 0.2035 | 28.19 | 4060 | 0.2613 | 0.6561 | 0.4921 | 0.5624 | 0.3912 | 0.9322 | 0.7336 | 0.9211 | -| 0.2254 | 28.26 | 4070 | 0.2613 | 0.6544 | 0.4929 | 0.5623 | 0.3911 | 0.9321 | 0.7338 | 0.9210 | -| 0.2392 | 28.33 | 4080 | 0.2613 | 0.6552 | 0.4919 | 0.5619 | 0.3907 | 0.9321 | 0.7334 | 0.9210 | -| 0.1995 | 28.4 | 4090 | 0.2613 | 0.6542 | 0.4936 | 0.5627 | 0.3915 | 0.9321 | 0.7341 | 0.9210 | -| 0.2459 | 28.47 | 4100 | 0.2613 | 0.6550 | 0.4929 | 0.5625 | 0.3913 | 0.9322 | 0.7339 | 0.9210 | -| 0.2242 | 28.54 | 4110 | 0.2611 | 0.6569 | 0.4919 | 0.5625 | 0.3913 | 0.9323 | 0.7335 | 0.9212 | -| 0.225 | 28.61 | 4120 | 0.2610 | 0.6583 | 0.4891 | 0.5612 | 0.3901 | 0.9323 | 0.7322 | 0.9213 | -| 0.2344 | 28.68 | 4130 | 0.2609 | 0.6586 | 0.4895 | 0.5616 | 0.3904 | 0.9324 | 0.7324 | 0.9213 | -| 0.2179 | 28.75 | 4140 | 0.2609 | 0.6591 | 0.4895 | 0.5618 | 0.3906 | 0.9324 | 0.7325 | 0.9214 | -| 0.2198 | 28.82 | 4150 | 0.2608 | 0.6596 | 0.4886 | 0.5613 | 0.3902 | 0.9324 | 0.7320 | 0.9214 | -| 0.2311 | 28.89 | 4160 | 0.2608 | 0.6597 | 0.4890 | 0.5616 | 0.3905 | 0.9325 | 0.7322 | 0.9214 | -| 0.2452 | 28.96 | 4170 | 0.2608 | 0.6598 | 0.4890 | 0.5617 | 0.3905 | 0.9325 | 0.7322 | 0.9214 | -| 0.2347 | 29.03 | 4180 | 0.2608 | 0.6596 | 0.4900 | 0.5623 | 0.3911 | 0.9325 | 0.7327 | 0.9214 | -| 0.2225 | 29.1 | 4190 | 0.2608 | 0.6590 | 0.4913 | 0.5630 | 0.3917 | 0.9325 | 0.7333 | 0.9214 | -| 0.1978 | 29.17 | 4200 | 0.2608 | 0.6588 | 0.4915 | 0.5630 | 0.3918 | 0.9325 | 0.7334 | 0.9214 | -| 0.2383 | 29.24 | 4210 | 0.2607 | 0.6595 | 0.4910 | 0.5629 | 0.3917 | 0.9325 | 0.7332 | 0.9214 | -| 0.2077 | 29.31 | 4220 | 0.2607 | 0.6600 | 0.4894 | 0.5620 | 0.3908 | 0.9325 | 0.7324 | 0.9214 | -| 0.2273 | 29.38 | 4230 | 0.2607 | 0.6598 | 0.4895 | 0.5620 | 0.3908 | 0.9325 | 0.7325 | 0.9214 | -| 0.2087 | 29.44 | 4240 | 0.2607 | 0.6596 | 0.4910 | 0.5629 | 0.3917 | 0.9325 | 0.7332 | 0.9215 | -| 0.2291 | 29.51 | 4250 | 0.2607 | 0.6586 | 0.4912 | 0.5627 | 0.3915 | 0.9325 | 0.7332 | 0.9214 | -| 0.2048 | 29.58 | 4260 | 0.2607 | 0.6581 | 0.4915 | 0.5627 | 0.3915 | 0.9324 | 0.7333 | 0.9213 | -| 0.229 | 29.65 | 4270 | 0.2607 | 0.6572 | 0.4932 | 0.5635 | 0.3923 | 0.9324 | 0.7341 | 0.9212 | -| 0.2343 | 29.72 | 4280 | 0.2607 | 0.6578 | 0.4924 | 0.5632 | 0.3920 | 0.9324 | 0.7338 | 0.9213 | -| 0.2419 | 29.79 | 4290 | 0.2606 | 0.6592 | 0.4912 | 0.5629 | 0.3917 | 0.9325 | 0.7333 | 0.9214 | -| 0.2319 | 29.86 | 4300 | 0.2606 | 0.6597 | 0.4908 | 0.5629 | 0.3917 | 0.9325 | 0.7331 | 0.9215 | -| 0.2092 | 29.93 | 4310 | 0.2606 | 0.6597 | 0.4910 | 0.5630 | 0.3918 | 0.9326 | 0.7332 | 0.9215 | -| 0.2305 | 30.0 | 4320 | 0.2606 | 0.6596 | 0.4917 | 0.5635 | 0.3922 | 0.9326 | 0.7336 | 0.9215 | -| 0.2387 | 30.07 | 4330 | 0.2605 | 0.6598 | 0.4915 | 0.5633 | 0.3921 | 0.9326 | 0.7334 | 0.9215 | -| 0.2179 | 30.14 | 4340 | 0.2605 | 0.6597 | 0.4913 | 0.5632 | 0.3920 | 0.9326 | 0.7334 | 0.9214 | -| 0.2356 | 30.21 | 4350 | 0.2605 | 0.6593 | 0.4919 | 0.5634 | 0.3922 | 0.9326 | 0.7336 | 0.9214 | -| 0.211 | 30.28 | 4360 | 0.2605 | 0.6589 | 0.4921 | 0.5634 | 0.3922 | 0.9325 | 0.7337 | 0.9214 | -| 0.2315 | 30.35 | 4370 | 0.2605 | 0.6595 | 0.4915 | 0.5632 | 0.3920 | 0.9326 | 0.7334 | 0.9214 | -| 0.2496 | 30.42 | 4380 | 0.2605 | 0.6593 | 0.4916 | 0.5633 | 0.3920 | 0.9325 | 0.7335 | 0.9214 | -| 0.2203 | 30.49 | 4390 | 0.2605 | 0.6594 | 0.4917 | 0.5634 | 0.3921 | 0.9326 | 0.7335 | 0.9214 | -| 0.2271 | 30.56 | 4400 | 0.2605 | 0.6595 | 0.4917 | 0.5634 | 0.3922 | 0.9326 | 0.7336 | 0.9214 | -| 0.2377 | 30.62 | 4410 | 0.2604 | 0.6599 | 0.4910 | 0.5630 | 0.3918 | 0.9326 | 0.7332 | 0.9215 | -| 0.2384 | 30.69 | 4420 | 0.2603 | 0.6601 | 0.4900 | 0.5625 | 0.3913 | 0.9326 | 0.7328 | 0.9215 | -| 0.2172 | 30.76 | 4430 | 0.2603 | 0.6609 | 0.4894 | 0.5623 | 0.3912 | 0.9326 | 0.7325 | 0.9215 | -| 0.1946 | 30.83 | 4440 | 0.2603 | 0.6609 | 0.4891 | 0.5622 | 0.3910 | 0.9326 | 0.7324 | 0.9215 | -| 0.2212 | 30.9 | 4450 | 0.2603 | 0.6609 | 0.4891 | 0.5622 | 0.3910 | 0.9326 | 0.7324 | 0.9215 | -| 0.2146 | 30.97 | 4460 | 0.2603 | 0.6604 | 0.4899 | 0.5625 | 0.3913 | 0.9326 | 0.7327 | 0.9215 | -| 0.2115 | 31.04 | 4470 | 0.2603 | 0.6603 | 0.4900 | 0.5625 | 0.3914 | 0.9326 | 0.7328 | 0.9215 | -| 0.2509 | 31.11 | 4480 | 0.2603 | 0.6604 | 0.4903 | 0.5628 | 0.3916 | 0.9326 | 0.7329 | 0.9215 | -| 0.2237 | 31.18 | 4490 | 0.2603 | 0.6603 | 0.4907 | 0.5630 | 0.3918 | 0.9326 | 0.7331 | 0.9215 | -| 0.2072 | 31.25 | 4500 | 0.2603 | 0.6602 | 0.4908 | 0.5630 | 0.3918 | 0.9326 | 0.7331 | 0.9215 | -| 0.2318 | 31.32 | 4510 | 0.2603 | 0.6603 | 0.4911 | 0.5632 | 0.3920 | 0.9326 | 0.7333 | 0.9215 | -| 0.2267 | 31.39 | 4520 | 0.2602 | 0.6607 | 0.4902 | 0.5628 | 0.3916 | 0.9326 | 0.7329 | 0.9215 | -| 0.222 | 31.46 | 4530 | 0.2602 | 0.6607 | 0.4900 | 0.5627 | 0.3915 | 0.9326 | 0.7328 | 0.9215 | -| 0.2279 | 31.53 | 4540 | 0.2602 | 0.6606 | 0.4904 | 0.5629 | 0.3917 | 0.9326 | 0.7330 | 0.9215 | -| 0.2472 | 31.6 | 4550 | 0.2602 | 0.6602 | 0.4910 | 0.5631 | 0.3919 | 0.9326 | 0.7332 | 0.9215 | -| 0.2334 | 31.67 | 4560 | 0.2603 | 0.6605 | 0.4912 | 0.5634 | 0.3922 | 0.9326 | 0.7334 | 0.9215 | -| 0.2205 | 31.74 | 4570 | 0.2603 | 0.6601 | 0.4915 | 0.5634 | 0.3922 | 0.9326 | 0.7335 | 0.9215 | -| 0.2061 | 31.81 | 4580 | 0.2603 | 0.6598 | 0.4920 | 0.5637 | 0.3924 | 0.9326 | 0.7337 | 0.9215 | -| 0.2316 | 31.88 | 4590 | 0.2603 | 0.6598 | 0.4917 | 0.5635 | 0.3923 | 0.9326 | 0.7336 | 0.9215 | -| 0.2417 | 31.94 | 4600 | 0.2603 | 0.6601 | 0.4917 | 0.5636 | 0.3924 | 0.9326 | 0.7336 | 0.9215 | -| 0.2494 | 32.01 | 4610 | 0.2603 | 0.6600 | 0.4920 | 0.5638 | 0.3925 | 0.9326 | 0.7337 | 0.9215 | -| 0.2398 | 32.08 | 4620 | 0.2603 | 0.6594 | 0.4921 | 0.5636 | 0.3924 | 0.9326 | 0.7337 | 0.9214 | -| 0.1925 | 32.15 | 4630 | 0.2603 | 0.6592 | 0.4923 | 0.5636 | 0.3924 | 0.9326 | 0.7338 | 0.9214 | -| 0.2255 | 32.22 | 4640 | 0.2603 | 0.6594 | 0.4923 | 0.5637 | 0.3925 | 0.9326 | 0.7338 | 0.9214 | -| 0.2229 | 32.29 | 4650 | 0.2603 | 0.6594 | 0.4921 | 0.5636 | 0.3924 | 0.9326 | 0.7337 | 0.9214 | -| 0.2264 | 32.36 | 4660 | 0.2603 | 0.6594 | 0.4921 | 0.5636 | 0.3924 | 0.9326 | 0.7337 | 0.9214 | -| 0.2235 | 32.43 | 4670 | 0.2603 | 0.6592 | 0.4923 | 0.5636 | 0.3924 | 0.9326 | 0.7338 | 0.9214 | -| 0.2134 | 32.5 | 4680 | 0.2603 | 0.6591 | 0.4925 | 0.5638 | 0.3925 | 0.9326 | 0.7339 | 0.9214 | -| 0.2364 | 32.57 | 4690 | 0.2603 | 0.6592 | 0.4925 | 0.5638 | 0.3926 | 0.9326 | 0.7339 | 0.9214 | -| 0.2122 | 32.64 | 4700 | 0.2603 | 0.6592 | 0.4925 | 0.5638 | 0.3926 | 0.9326 | 0.7339 | 0.9214 | -| 0.2363 | 32.71 | 4710 | 0.2602 | 0.6592 | 0.4924 | 0.5637 | 0.3925 | 0.9326 | 0.7338 | 0.9214 | -| 0.185 | 32.78 | 4720 | 0.2602 | 0.6595 | 0.4923 | 0.5638 | 0.3925 | 0.9326 | 0.7338 | 0.9215 | -| 0.2341 | 32.85 | 4730 | 0.2602 | 0.6595 | 0.4921 | 0.5636 | 0.3924 | 0.9326 | 0.7337 | 0.9215 | -| 0.2139 | 32.92 | 4740 | 0.2602 | 0.6594 | 0.4920 | 0.5635 | 0.3923 | 0.9326 | 0.7337 | 0.9214 | -| 0.2416 | 32.99 | 4750 | 0.2602 | 0.6597 | 0.4919 | 0.5636 | 0.3923 | 0.9326 | 0.7336 | 0.9215 | -| 0.2227 | 33.06 | 4760 | 0.2602 | 0.6599 | 0.4919 | 0.5636 | 0.3924 | 0.9326 | 0.7336 | 0.9215 | -| 0.2191 | 33.12 | 4770 | 0.2602 | 0.6602 | 0.4919 | 0.5637 | 0.3925 | 0.9326 | 0.7336 | 0.9215 | -| 0.2252 | 33.19 | 4780 | 0.2602 | 0.6603 | 0.4919 | 0.5638 | 0.3925 | 0.9327 | 0.7337 | 0.9215 | -| 0.2442 | 33.26 | 4790 | 0.2602 | 0.6601 | 0.4915 | 0.5634 | 0.3922 | 0.9326 | 0.7335 | 0.9215 | -| 0.2219 | 33.33 | 4800 | 0.2602 | 0.6603 | 0.4919 | 0.5638 | 0.3925 | 0.9327 | 0.7337 | 0.9215 | -| 0.2031 | 33.4 | 4810 | 0.2602 | 0.6602 | 0.4919 | 0.5637 | 0.3925 | 0.9326 | 0.7336 | 0.9215 | -| 0.2345 | 33.47 | 4820 | 0.2602 | 0.6602 | 0.4919 | 0.5637 | 0.3925 | 0.9326 | 0.7336 | 0.9215 | -| 0.228 | 33.54 | 4830 | 0.2602 | 0.6602 | 0.4919 | 0.5637 | 0.3925 | 0.9326 | 0.7336 | 0.9215 | -| 0.226 | 33.61 | 4840 | 0.2602 | 0.6602 | 0.4919 | 0.5637 | 0.3925 | 0.9326 | 0.7336 | 0.9215 | -| 0.2413 | 33.68 | 4850 | 0.2602 | 0.6600 | 0.4919 | 0.5637 | 0.3925 | 0.9326 | 0.7336 | 0.9215 | -| 0.2192 | 33.75 | 4860 | 0.2602 | 0.6599 | 0.4919 | 0.5636 | 0.3924 | 0.9326 | 0.7336 | 0.9215 | -| 0.229 | 33.82 | 4870 | 0.2602 | 0.6599 | 0.4919 | 0.5636 | 0.3924 | 0.9326 | 0.7336 | 0.9215 | -| 0.222 | 33.89 | 4880 | 0.2602 | 0.6599 | 0.4919 | 0.5636 | 0.3924 | 0.9326 | 0.7336 | 0.9215 | -| 0.223 | 33.96 | 4890 | 0.2602 | 0.6598 | 0.4919 | 0.5636 | 0.3924 | 0.9326 | 0.7336 | 0.9215 | -| 0.2281 | 34.03 | 4900 | 0.2602 | 0.6597 | 0.4919 | 0.5636 | 0.3923 | 0.9326 | 0.7336 | 0.9215 | -| 0.2189 | 34.1 | 4910 | 0.2602 | 0.6597 | 0.4919 | 0.5636 | 0.3923 | 0.9326 | 0.7336 | 0.9215 | -| 0.2006 | 34.17 | 4920 | 0.2602 | 0.6597 | 0.4919 | 0.5636 | 0.3923 | 0.9326 | 0.7336 | 0.9215 | -| 0.2148 | 34.24 | 4930 | 0.2602 | 0.6596 | 0.4919 | 0.5635 | 0.3923 | 0.9326 | 0.7336 | 0.9214 | -| 0.2248 | 34.31 | 4940 | 0.2602 | 0.6596 | 0.4919 | 0.5635 | 0.3923 | 0.9326 | 0.7336 | 0.9214 | -| 0.2077 | 34.38 | 4950 | 0.2602 | 0.6596 | 0.4919 | 0.5635 | 0.3923 | 0.9326 | 0.7336 | 0.9214 | -| 0.2383 | 34.44 | 4960 | 0.2602 | 0.6596 | 0.4919 | 0.5635 | 0.3923 | 0.9326 | 0.7336 | 0.9214 | -| 0.2314 | 34.51 | 4970 | 0.2602 | 0.6596 | 0.4919 | 0.5635 | 0.3923 | 0.9326 | 0.7336 | 0.9214 | -| 0.2226 | 34.58 | 4980 | 0.2602 | 0.6596 | 0.4919 | 0.5635 | 0.3923 | 0.9326 | 0.7336 | 0.9214 | -| 0.2209 | 34.65 | 4990 | 0.2602 | 0.6596 | 0.4919 | 0.5635 | 0.3923 | 0.9326 | 0.7336 | 0.9214 | -| 0.2407 | 34.72 | 5000 | 0.2602 | 0.6596 | 0.4919 | 0.5635 | 0.3923 | 0.9326 | 0.7336 | 0.9214 | +| 1.5322 | 0.07 | 10 | 1.4378 | 0.1053 | 0.0008 | 0.0016 | 0.0008 | 0.9110 | 0.5001 | 0.9109 | +| 0.9541 | 0.14 | 20 | 0.8981 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | +| 0.7044 | 0.21 | 30 | 0.6702 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | +| 0.5565 | 0.28 | 40 | 0.5764 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | +| 0.5289 | 0.35 | 50 | 0.5252 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | +| 0.4842 | 0.42 | 60 | 0.4892 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | +| 0.4832 | 0.49 | 70 | 0.4639 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | +| 0.4382 | 0.56 | 80 | 0.4415 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | +| 0.4226 | 0.62 | 90 | 0.4262 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | +| 0.3985 | 0.69 | 100 | 0.4102 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | +| 0.3902 | 0.76 | 110 | 0.3905 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | +| 0.3905 | 0.83 | 120 | 0.3633 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | +| 0.3456 | 0.9 | 130 | 0.3414 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | +| 0.3142 | 0.97 | 140 | 0.3270 | 0.5330 | 0.0886 | 0.1520 | 0.0822 | 0.9125 | 0.5405 | 0.9112 | +| 0.3293 | 1.04 | 150 | 0.3192 | 0.5988 | 0.1705 | 0.2654 | 0.1530 | 0.9165 | 0.5797 | 0.9147 | +| 0.3107 | 1.11 | 160 | 0.3117 | 0.6016 | 0.2080 | 0.3092 | 0.1828 | 0.9177 | 0.5973 | 0.9153 | +| 0.2891 | 1.18 | 170 | 0.3082 | 0.6174 | 0.2539 | 0.3598 | 0.2194 | 0.9201 | 0.6193 | 0.9162 | +| 0.3064 | 1.25 | 180 | 0.3011 | 0.6740 | 0.2387 | 0.3525 | 0.2140 | 0.9224 | 0.6137 | 0.9174 | +| 0.2938 | 1.32 | 190 | 0.2977 | 0.6650 | 0.2606 | 0.3745 | 0.2304 | 0.9230 | 0.6239 | 0.9178 | +| 0.3091 | 1.39 | 200 | 0.2947 | 0.6570 | 0.3126 | 0.4237 | 0.2688 | 0.9247 | 0.6484 | 0.9178 | +| 0.2992 | 1.46 | 210 | 0.2892 | 0.6692 | 0.3286 | 0.4408 | 0.2827 | 0.9262 | 0.6564 | 0.9189 | +| 0.2717 | 1.53 | 220 | 0.2852 | 0.6723 | 0.3610 | 0.4697 | 0.3070 | 0.9279 | 0.6720 | 0.9192 | +| 0.2609 | 1.6 | 230 | 0.2818 | 0.6739 | 0.4346 | 0.5284 | 0.3591 | 0.9314 | 0.7071 | 0.9200 | +| 0.2478 | 1.67 | 240 | 0.2754 | 0.6858 | 0.4429 | 0.5382 | 0.3682 | 0.9328 | 0.7116 | 0.9214 | +| 0.2537 | 1.74 | 250 | 0.2718 | 0.6822 | 0.4670 | 0.5545 | 0.3836 | 0.9336 | 0.7230 | 0.9222 | +| 0.2464 | 1.81 | 260 | 0.2670 | 0.6877 | 0.4697 | 0.5582 | 0.3871 | 0.9342 | 0.7245 | 0.9232 | +| 0.259 | 1.88 | 270 | 0.2652 | 0.6916 | 0.4748 | 0.5631 | 0.3919 | 0.9348 | 0.7271 | 0.9235 | +| 0.2591 | 1.94 | 280 | 0.2660 | 0.6608 | 0.5396 | 0.5941 | 0.4225 | 0.9348 | 0.7563 | 0.9223 | +| 0.237 | 2.01 | 290 | 0.2580 | 0.7155 | 0.4668 | 0.5650 | 0.3937 | 0.9364 | 0.7244 | 0.9256 | +| 0.2506 | 2.08 | 300 | 0.2567 | 0.7181 | 0.4808 | 0.5759 | 0.4044 | 0.9374 | 0.7312 | 0.9261 | +| 0.2482 | 2.15 | 310 | 0.2607 | 0.6528 | 0.5660 | 0.6063 | 0.4350 | 0.9350 | 0.7684 | 0.9223 | +| 0.2207 | 2.22 | 320 | 0.2532 | 0.6988 | 0.5265 | 0.6005 | 0.4291 | 0.9380 | 0.7522 | 0.9264 | +| 0.2102 | 2.29 | 330 | 0.2503 | 0.7481 | 0.4722 | 0.5789 | 0.4074 | 0.9392 | 0.7284 | 0.9285 | +| 0.2187 | 2.36 | 340 | 0.2488 | 0.7412 | 0.4808 | 0.5832 | 0.4117 | 0.9392 | 0.7322 | 0.9284 | +| 0.1905 | 2.43 | 350 | 0.2497 | 0.7122 | 0.5264 | 0.6053 | 0.4340 | 0.9393 | 0.7529 | 0.9271 | +| 0.1842 | 2.5 | 360 | 0.2471 | 0.7049 | 0.5396 | 0.6113 | 0.4401 | 0.9393 | 0.7588 | 0.9272 | +| 0.1809 | 2.57 | 370 | 0.2450 | 0.7139 | 0.5307 | 0.6088 | 0.4376 | 0.9397 | 0.7550 | 0.9275 | +| 0.1897 | 2.64 | 380 | 0.2433 | 0.7423 | 0.5090 | 0.6039 | 0.4326 | 0.9409 | 0.7459 | 0.9292 | +| 0.2066 | 2.71 | 390 | 0.2427 | 0.7742 | 0.4733 | 0.5874 | 0.4159 | 0.9412 | 0.7299 | 0.9305 | +| 0.1708 | 2.78 | 400 | 0.2379 | 0.7608 | 0.5147 | 0.6140 | 0.4430 | 0.9427 | 0.7495 | 0.9309 | +| 0.1848 | 2.85 | 410 | 0.2373 | 0.7129 | 0.5711 | 0.6342 | 0.4643 | 0.9417 | 0.7744 | 0.9287 | +| 0.1772 | 2.92 | 420 | 0.2338 | 0.7403 | 0.5658 | 0.6414 | 0.4721 | 0.9440 | 0.7733 | 0.9313 | +| 0.1718 | 2.99 | 430 | 0.2275 | 0.7653 | 0.5586 | 0.6458 | 0.4769 | 0.9458 | 0.7710 | 0.9340 | +| 0.2036 | 3.06 | 440 | 0.2256 | 0.7400 | 0.6234 | 0.6768 | 0.5114 | 0.9473 | 0.8011 | 0.9341 | +| 0.1639 | 3.12 | 450 | 0.2221 | 0.7534 | 0.6295 | 0.6859 | 0.5220 | 0.9490 | 0.8048 | 0.9358 | +| 0.1858 | 3.19 | 460 | 0.2214 | 0.7483 | 0.6364 | 0.6878 | 0.5242 | 0.9489 | 0.8078 | 0.9357 | +| 0.1812 | 3.26 | 470 | 0.2181 | 0.7728 | 0.6228 | 0.6897 | 0.5264 | 0.9504 | 0.8025 | 0.9377 | +| 0.1707 | 3.33 | 480 | 0.2170 | 0.7646 | 0.6391 | 0.6963 | 0.5340 | 0.9507 | 0.8100 | 0.9375 | +| 0.1406 | 3.4 | 490 | 0.2163 | 0.7612 | 0.6401 | 0.6954 | 0.5331 | 0.9504 | 0.8103 | 0.9377 | +| 0.1542 | 3.47 | 500 | 0.2152 | 0.7698 | 0.6394 | 0.6986 | 0.5368 | 0.9512 | 0.8104 | 0.9380 | +| 0.1538 | 3.54 | 510 | 0.2142 | 0.7783 | 0.6403 | 0.7026 | 0.5416 | 0.9520 | 0.8113 | 0.9389 | +| 0.1446 | 3.61 | 520 | 0.2144 | 0.7644 | 0.6480 | 0.7014 | 0.5401 | 0.9512 | 0.8143 | 0.9382 | +| 0.144 | 3.68 | 530 | 0.2167 | 0.7477 | 0.6661 | 0.7045 | 0.5438 | 0.9506 | 0.8221 | 0.9370 | +| 0.1598 | 3.75 | 540 | 0.2140 | 0.7687 | 0.6405 | 0.6988 | 0.5370 | 0.9511 | 0.8109 | 0.9378 | +| 0.16 | 3.82 | 550 | 0.2125 | 0.7629 | 0.6627 | 0.7093 | 0.5495 | 0.9519 | 0.8213 | 0.9384 | +| 0.165 | 3.89 | 560 | 0.2140 | 0.7307 | 0.6885 | 0.7090 | 0.5492 | 0.9500 | 0.8320 | 0.9364 | +| 0.1507 | 3.96 | 570 | 0.2134 | 0.7507 | 0.6718 | 0.7090 | 0.5492 | 0.9512 | 0.8251 | 0.9374 | +| 0.1287 | 4.03 | 580 | 0.2130 | 0.7487 | 0.6789 | 0.7121 | 0.5529 | 0.9514 | 0.8284 | 0.9374 | +| 0.1567 | 4.1 | 590 | 0.2124 | 0.7740 | 0.6520 | 0.7078 | 0.5477 | 0.9524 | 0.8167 | 0.9388 | +| 0.1292 | 4.17 | 600 | 0.2124 | 0.7802 | 0.6451 | 0.7062 | 0.5459 | 0.9525 | 0.8137 | 0.9393 | +| 0.1374 | 4.24 | 610 | 0.2128 | 0.7660 | 0.6584 | 0.7081 | 0.5482 | 0.9520 | 0.8195 | 0.9385 | +| 0.1316 | 4.31 | 620 | 0.2129 | 0.7600 | 0.6646 | 0.7091 | 0.5493 | 0.9518 | 0.8221 | 0.9380 | +| 0.1504 | 4.38 | 630 | 0.2136 | 0.75 | 0.6756 | 0.7109 | 0.5514 | 0.9514 | 0.8269 | 0.9376 | +| 0.1566 | 4.44 | 640 | 0.2135 | 0.7483 | 0.6797 | 0.7123 | 0.5532 | 0.9514 | 0.8288 | 0.9374 | +| 0.1266 | 4.51 | 650 | 0.2124 | 0.7495 | 0.6806 | 0.7134 | 0.5545 | 0.9516 | 0.8293 | 0.9375 | +| 0.1319 | 4.58 | 660 | 0.2166 | 0.7421 | 0.6851 | 0.7125 | 0.5533 | 0.9511 | 0.8310 | 0.9364 | +| 0.1423 | 4.65 | 670 | 0.2122 | 0.7586 | 0.6745 | 0.7141 | 0.5554 | 0.9522 | 0.8269 | 0.9384 | +| 0.1231 | 4.72 | 680 | 0.2135 | 0.7603 | 0.6670 | 0.7106 | 0.5511 | 0.9519 | 0.8233 | 0.9379 | +| 0.133 | 4.79 | 690 | 0.2149 | 0.7483 | 0.6815 | 0.7133 | 0.5544 | 0.9515 | 0.8296 | 0.9372 | +| 0.1264 | 4.86 | 700 | 0.2133 | 0.7681 | 0.6588 | 0.7093 | 0.5495 | 0.9522 | 0.8198 | 0.9382 | +| 0.1456 | 4.93 | 710 | 0.2122 | 0.7794 | 0.6513 | 0.7096 | 0.5499 | 0.9528 | 0.8167 | 0.9391 | +| 0.1311 | 5.0 | 720 | 0.2155 | 0.7414 | 0.6843 | 0.7117 | 0.5525 | 0.9510 | 0.8306 | 0.9367 | +| 0.1366 | 5.07 | 730 | 0.2116 | 0.7717 | 0.6656 | 0.7147 | 0.5561 | 0.9530 | 0.8232 | 0.9386 | +| 0.1341 | 5.14 | 740 | 0.2127 | 0.7489 | 0.6822 | 0.7140 | 0.5552 | 0.9516 | 0.8300 | 0.9370 | +| 0.1101 | 5.21 | 750 | 0.2151 | 0.7466 | 0.6856 | 0.7148 | 0.5562 | 0.9516 | 0.8315 | 0.9368 | +| 0.1158 | 5.28 | 760 | 0.2136 | 0.7647 | 0.6650 | 0.7114 | 0.5521 | 0.9523 | 0.8226 | 0.9376 | +| 0.1293 | 5.35 | 770 | 0.2142 | 0.7687 | 0.6621 | 0.7115 | 0.5522 | 0.9525 | 0.8214 | 0.9379 | +| 0.1167 | 5.42 | 780 | 0.2179 | 0.7427 | 0.6855 | 0.7130 | 0.5540 | 0.9512 | 0.8312 | 0.9363 | +| 0.1112 | 5.49 | 790 | 0.2148 | 0.7460 | 0.6812 | 0.7121 | 0.5529 | 0.9513 | 0.8293 | 0.9367 | +| 0.1079 | 5.56 | 800 | 0.2150 | 0.7534 | 0.6724 | 0.7106 | 0.5512 | 0.9515 | 0.8255 | 0.9367 | +| 0.1178 | 5.62 | 810 | 0.2147 | 0.7628 | 0.6735 | 0.7153 | 0.5568 | 0.9526 | 0.8266 | 0.9383 | +| 0.1205 | 5.69 | 820 | 0.2165 | 0.7524 | 0.6822 | 0.7156 | 0.5571 | 0.9520 | 0.8302 | 0.9371 | +| 0.1156 | 5.76 | 830 | 0.2158 | 0.7558 | 0.6813 | 0.7166 | 0.5583 | 0.9523 | 0.8300 | 0.9372 | +| 0.1225 | 5.83 | 840 | 0.2152 | 0.7635 | 0.6694 | 0.7134 | 0.5544 | 0.9524 | 0.8246 | 0.9377 | +| 0.1138 | 5.9 | 850 | 0.2171 | 0.7742 | 0.6595 | 0.7123 | 0.5531 | 0.9529 | 0.8204 | 0.9385 | +| 0.1205 | 5.97 | 860 | 0.2221 | 0.7426 | 0.6878 | 0.7141 | 0.5554 | 0.9513 | 0.8323 | 0.9363 | +| 0.116 | 6.04 | 870 | 0.2194 | 0.7559 | 0.6823 | 0.7173 | 0.5592 | 0.9524 | 0.8305 | 0.9376 | +| 0.1083 | 6.11 | 880 | 0.2189 | 0.7528 | 0.6854 | 0.7175 | 0.5595 | 0.9522 | 0.8318 | 0.9371 | +| 0.1126 | 6.18 | 890 | 0.2187 | 0.7519 | 0.6852 | 0.7170 | 0.5589 | 0.9521 | 0.8316 | 0.9371 | +| 0.0963 | 6.25 | 900 | 0.2210 | 0.7490 | 0.6842 | 0.7151 | 0.5566 | 0.9518 | 0.8310 | 0.9367 | +| 0.114 | 6.32 | 910 | 0.2218 | 0.7376 | 0.7015 | 0.7191 | 0.5614 | 0.9515 | 0.8386 | 0.9362 | +| 0.115 | 6.39 | 920 | 0.2185 | 0.7458 | 0.6863 | 0.7148 | 0.5562 | 0.9515 | 0.8318 | 0.9366 | +| 0.1166 | 6.46 | 930 | 0.2219 | 0.7391 | 0.6987 | 0.7184 | 0.5605 | 0.9515 | 0.8374 | 0.9362 | +| 0.0999 | 6.53 | 940 | 0.2178 | 0.7530 | 0.6789 | 0.7140 | 0.5553 | 0.9519 | 0.8286 | 0.9370 | +| 0.1117 | 6.6 | 950 | 0.2240 | 0.7419 | 0.6948 | 0.7175 | 0.5595 | 0.9516 | 0.8356 | 0.9359 | +| 0.1212 | 6.67 | 960 | 0.2215 | 0.7529 | 0.6859 | 0.7179 | 0.5599 | 0.9523 | 0.8320 | 0.9370 | +| 0.1039 | 6.74 | 970 | 0.2201 | 0.7579 | 0.6814 | 0.7176 | 0.5596 | 0.9526 | 0.8301 | 0.9375 | +| 0.1167 | 6.81 | 980 | 0.2212 | 0.7570 | 0.6782 | 0.7155 | 0.5570 | 0.9523 | 0.8286 | 0.9374 | +| 0.1101 | 6.88 | 990 | 0.2218 | 0.7470 | 0.6903 | 0.7175 | 0.5595 | 0.9519 | 0.8338 | 0.9371 | +| 0.1123 | 6.94 | 1000 | 0.2240 | 0.7339 | 0.7024 | 0.7178 | 0.5598 | 0.9511 | 0.8388 | 0.9361 | +| 0.1093 | 7.01 | 1010 | 0.2207 | 0.7585 | 0.6765 | 0.7152 | 0.5566 | 0.9523 | 0.8278 | 0.9376 | +| 0.093 | 7.08 | 1020 | 0.2277 | 0.7343 | 0.6981 | 0.7157 | 0.5573 | 0.9509 | 0.8368 | 0.9357 | +| 0.0944 | 7.15 | 1030 | 0.2255 | 0.7439 | 0.6915 | 0.7167 | 0.5585 | 0.9516 | 0.8342 | 0.9366 | +| 0.1099 | 7.22 | 1040 | 0.2244 | 0.7473 | 0.6889 | 0.7169 | 0.5588 | 0.9519 | 0.8332 | 0.9367 | +| 0.1109 | 7.29 | 1050 | 0.2259 | 0.7554 | 0.6798 | 0.7156 | 0.5572 | 0.9522 | 0.8292 | 0.9370 | +| 0.0926 | 7.36 | 1060 | 0.2230 | 0.7571 | 0.6798 | 0.7164 | 0.5581 | 0.9524 | 0.8293 | 0.9376 | +| 0.1056 | 7.43 | 1070 | 0.2267 | 0.7494 | 0.6921 | 0.7196 | 0.5621 | 0.9523 | 0.8348 | 0.9367 | +| 0.1039 | 7.5 | 1080 | 0.2253 | 0.7411 | 0.6969 | 0.7183 | 0.5604 | 0.9516 | 0.8366 | 0.9363 | +| 0.1016 | 7.57 | 1090 | 0.2242 | 0.7366 | 0.6991 | 0.7174 | 0.5593 | 0.9513 | 0.8374 | 0.9361 | +| 0.1096 | 7.64 | 1100 | 0.2258 | 0.7504 | 0.6891 | 0.7184 | 0.5606 | 0.9522 | 0.8334 | 0.9369 | +| 0.1031 | 7.71 | 1110 | 0.2250 | 0.7532 | 0.6876 | 0.7189 | 0.5612 | 0.9524 | 0.8329 | 0.9373 | +| 0.1025 | 7.78 | 1120 | 0.2270 | 0.7452 | 0.6889 | 0.7160 | 0.5576 | 0.9516 | 0.8330 | 0.9365 | +| 0.0948 | 7.85 | 1130 | 0.2254 | 0.7629 | 0.6749 | 0.7162 | 0.5579 | 0.9527 | 0.8273 | 0.9379 | +| 0.119 | 7.92 | 1140 | 0.2271 | 0.7476 | 0.6925 | 0.7190 | 0.5613 | 0.9521 | 0.8349 | 0.9366 | +| 0.1026 | 7.99 | 1150 | 0.2246 | 0.7589 | 0.6802 | 0.7174 | 0.5594 | 0.9526 | 0.8296 | 0.9377 | +| 0.0793 | 8.06 | 1160 | 0.2299 | 0.7534 | 0.6856 | 0.7179 | 0.5600 | 0.9523 | 0.8319 | 0.9370 | +| 0.1084 | 8.12 | 1170 | 0.2285 | 0.7606 | 0.6789 | 0.7174 | 0.5594 | 0.9527 | 0.8291 | 0.9377 | +| 0.1079 | 8.19 | 1180 | 0.2279 | 0.7682 | 0.6672 | 0.7141 | 0.5554 | 0.9527 | 0.8238 | 0.9381 | +| 0.0946 | 8.26 | 1190 | 0.2326 | 0.7558 | 0.6809 | 0.7164 | 0.5581 | 0.9523 | 0.8298 | 0.9372 | +| 0.0996 | 8.33 | 1200 | 0.2319 | 0.7533 | 0.6852 | 0.7177 | 0.5597 | 0.9523 | 0.8317 | 0.9370 | +| 0.1004 | 8.4 | 1210 | 0.2296 | 0.7582 | 0.6872 | 0.7210 | 0.5637 | 0.9529 | 0.8330 | 0.9375 | +| 0.0999 | 8.47 | 1220 | 0.2314 | 0.7545 | 0.6901 | 0.7209 | 0.5636 | 0.9527 | 0.8342 | 0.9373 | +| 0.1085 | 8.54 | 1230 | 0.2298 | 0.7562 | 0.6888 | 0.7210 | 0.5637 | 0.9528 | 0.8336 | 0.9376 | +| 0.111 | 8.61 | 1240 | 0.2319 | 0.7574 | 0.6866 | 0.7202 | 0.5628 | 0.9528 | 0.8326 | 0.9374 | +| 0.1011 | 8.68 | 1250 | 0.2323 | 0.7591 | 0.6864 | 0.7210 | 0.5637 | 0.9530 | 0.8326 | 0.9373 | +| 0.0953 | 8.75 | 1260 | 0.2307 | 0.7591 | 0.6827 | 0.7189 | 0.5612 | 0.9528 | 0.8309 | 0.9374 | +| 0.0893 | 8.82 | 1270 | 0.2312 | 0.7486 | 0.6908 | 0.7186 | 0.5607 | 0.9521 | 0.8341 | 0.9368 | +| 0.0976 | 8.89 | 1280 | 0.2328 | 0.7470 | 0.6849 | 0.7146 | 0.5559 | 0.9516 | 0.8312 | 0.9364 | +| 0.1152 | 8.96 | 1290 | 0.2310 | 0.7617 | 0.6775 | 0.7171 | 0.5590 | 0.9527 | 0.8284 | 0.9376 | +| 0.1061 | 9.03 | 1300 | 0.2309 | 0.7518 | 0.6874 | 0.7181 | 0.5602 | 0.9523 | 0.8327 | 0.9372 | +| 0.0847 | 9.1 | 1310 | 0.2333 | 0.7403 | 0.6966 | 0.7178 | 0.5598 | 0.9515 | 0.8364 | 0.9362 | +| 0.081 | 9.17 | 1320 | 0.2351 | 0.7439 | 0.6925 | 0.7173 | 0.5592 | 0.9517 | 0.8347 | 0.9360 | +| 0.0873 | 9.24 | 1330 | 0.2336 | 0.7466 | 0.6936 | 0.7191 | 0.5614 | 0.9521 | 0.8354 | 0.9364 | +| 0.0949 | 9.31 | 1340 | 0.2358 | 0.7409 | 0.6936 | 0.7165 | 0.5582 | 0.9514 | 0.8350 | 0.9360 | +| 0.0984 | 9.38 | 1350 | 0.2423 | 0.7261 | 0.7082 | 0.7170 | 0.5589 | 0.9505 | 0.8411 | 0.9345 | +| 0.099 | 9.44 | 1360 | 0.2355 | 0.7257 | 0.7084 | 0.7169 | 0.5588 | 0.9505 | 0.8412 | 0.9349 | +| 0.0913 | 9.51 | 1370 | 0.2343 | 0.7340 | 0.7029 | 0.7181 | 0.5602 | 0.9512 | 0.8391 | 0.9357 | +| 0.0918 | 9.58 | 1380 | 0.2369 | 0.7397 | 0.6965 | 0.7174 | 0.5594 | 0.9515 | 0.8363 | 0.9358 | +| 0.0769 | 9.65 | 1390 | 0.2357 | 0.7496 | 0.6878 | 0.7174 | 0.5593 | 0.9521 | 0.8327 | 0.9367 | +| 0.0845 | 9.72 | 1400 | 0.2393 | 0.7442 | 0.6948 | 0.7186 | 0.5608 | 0.9519 | 0.8358 | 0.9360 | +| 0.0888 | 9.79 | 1410 | 0.2376 | 0.7489 | 0.6915 | 0.7190 | 0.5613 | 0.9522 | 0.8345 | 0.9365 | +| 0.0917 | 9.86 | 1420 | 0.2375 | 0.7494 | 0.6876 | 0.7172 | 0.5591 | 0.9520 | 0.8327 | 0.9366 | +| 0.0851 | 9.93 | 1430 | 0.2353 | 0.7523 | 0.6847 | 0.7169 | 0.5587 | 0.9522 | 0.8314 | 0.9366 | +| 0.0965 | 10.0 | 1440 | 0.2357 | 0.7564 | 0.6846 | 0.7187 | 0.5609 | 0.9526 | 0.8316 | 0.9370 | +| 0.0953 | 10.07 | 1450 | 0.2367 | 0.7603 | 0.6819 | 0.7190 | 0.5613 | 0.9528 | 0.8305 | 0.9372 | +| 0.0876 | 10.14 | 1460 | 0.2393 | 0.7436 | 0.6953 | 0.7186 | 0.5608 | 0.9518 | 0.8360 | 0.9363 | +| 0.0827 | 10.21 | 1470 | 0.2386 | 0.7690 | 0.6701 | 0.7161 | 0.5578 | 0.9530 | 0.8253 | 0.9377 | +| 0.0769 | 10.28 | 1480 | 0.2420 | 0.7358 | 0.7002 | 0.7176 | 0.5595 | 0.9512 | 0.8379 | 0.9355 | +| 0.0848 | 10.35 | 1490 | 0.2409 | 0.7529 | 0.6845 | 0.7170 | 0.5589 | 0.9522 | 0.8313 | 0.9370 | +| 0.089 | 10.42 | 1500 | 0.2403 | 0.7401 | 0.6962 | 0.7175 | 0.5594 | 0.9515 | 0.8362 | 0.9360 | +| 0.0806 | 10.49 | 1510 | 0.2381 | 0.7554 | 0.6835 | 0.7177 | 0.5596 | 0.9524 | 0.8310 | 0.9371 | +| 0.0821 | 10.56 | 1520 | 0.2440 | 0.7560 | 0.6814 | 0.7168 | 0.5586 | 0.9524 | 0.8300 | 0.9367 | +| 0.0911 | 10.62 | 1530 | 0.2397 | 0.7586 | 0.6788 | 0.7165 | 0.5582 | 0.9525 | 0.8289 | 0.9369 | +| 0.0864 | 10.69 | 1540 | 0.2416 | 0.7539 | 0.6823 | 0.7164 | 0.5581 | 0.9522 | 0.8304 | 0.9366 | +| 0.0994 | 10.76 | 1550 | 0.2402 | 0.7543 | 0.6815 | 0.7161 | 0.5577 | 0.9522 | 0.8300 | 0.9368 | +| 0.0841 | 10.83 | 1560 | 0.2389 | 0.7598 | 0.6739 | 0.7143 | 0.5555 | 0.9523 | 0.8266 | 0.9372 | +| 0.0846 | 10.9 | 1570 | 0.2389 | 0.7549 | 0.6786 | 0.7148 | 0.5561 | 0.9521 | 0.8286 | 0.9367 | +| 0.0811 | 10.97 | 1580 | 0.2420 | 0.7348 | 0.7003 | 0.7171 | 0.5590 | 0.9511 | 0.8379 | 0.9355 | +| 0.0742 | 11.04 | 1590 | 0.2413 | 0.7402 | 0.6930 | 0.7158 | 0.5574 | 0.9513 | 0.8347 | 0.9357 | +| 0.0771 | 11.11 | 1600 | 0.2432 | 0.7367 | 0.6991 | 0.7174 | 0.5593 | 0.9513 | 0.8374 | 0.9358 | +| 0.0775 | 11.18 | 1610 | 0.2411 | 0.7513 | 0.6909 | 0.7198 | 0.5623 | 0.9524 | 0.8344 | 0.9372 | +| 0.0766 | 11.25 | 1620 | 0.2443 | 0.7418 | 0.6978 | 0.7191 | 0.5614 | 0.9518 | 0.8371 | 0.9365 | +| 0.0937 | 11.32 | 1630 | 0.2449 | 0.7390 | 0.6987 | 0.7183 | 0.5604 | 0.9515 | 0.8374 | 0.9363 | +| 0.0794 | 11.39 | 1640 | 0.2455 | 0.7489 | 0.6875 | 0.7169 | 0.5587 | 0.9520 | 0.8326 | 0.9367 | +| 0.081 | 11.46 | 1650 | 0.2434 | 0.7541 | 0.6804 | 0.7153 | 0.5568 | 0.9521 | 0.8294 | 0.9370 | +| 0.0903 | 11.53 | 1660 | 0.2445 | 0.7569 | 0.6831 | 0.7181 | 0.5602 | 0.9526 | 0.8309 | 0.9374 | +| 0.0903 | 11.6 | 1670 | 0.2434 | 0.7533 | 0.6859 | 0.7180 | 0.5601 | 0.9523 | 0.8320 | 0.9370 | +| 0.0857 | 11.67 | 1680 | 0.2444 | 0.7527 | 0.6893 | 0.7196 | 0.5620 | 0.9525 | 0.8337 | 0.9370 | +| 0.0878 | 11.74 | 1690 | 0.2457 | 0.7424 | 0.6974 | 0.7192 | 0.5615 | 0.9518 | 0.8370 | 0.9364 | +| 0.0964 | 11.81 | 1700 | 0.2457 | 0.7543 | 0.6864 | 0.7188 | 0.5610 | 0.9525 | 0.8324 | 0.9369 | +| 0.0807 | 11.88 | 1710 | 0.2462 | 0.7484 | 0.6860 | 0.7159 | 0.5575 | 0.9518 | 0.8318 | 0.9365 | +| 0.0748 | 11.94 | 1720 | 0.2476 | 0.7537 | 0.6847 | 0.7176 | 0.5595 | 0.9523 | 0.8315 | 0.9369 | +| 0.0766 | 12.01 | 1730 | 0.2442 | 0.7561 | 0.6827 | 0.7176 | 0.5595 | 0.9524 | 0.8307 | 0.9371 | +| 0.0866 | 12.08 | 1740 | 0.2470 | 0.7395 | 0.6999 | 0.7191 | 0.5615 | 0.9516 | 0.8380 | 0.9360 | +| 0.0885 | 12.15 | 1750 | 0.2449 | 0.7481 | 0.6908 | 0.7183 | 0.5604 | 0.9521 | 0.8341 | 0.9365 | +| 0.079 | 12.22 | 1760 | 0.2470 | 0.7467 | 0.6970 | 0.7210 | 0.5637 | 0.9523 | 0.8370 | 0.9368 | +| 0.0687 | 12.29 | 1770 | 0.2483 | 0.7485 | 0.6875 | 0.7167 | 0.5585 | 0.9519 | 0.8325 | 0.9364 | +| 0.089 | 12.36 | 1780 | 0.2508 | 0.7376 | 0.7036 | 0.7202 | 0.5628 | 0.9516 | 0.8397 | 0.9360 | +| 0.0839 | 12.43 | 1790 | 0.2495 | 0.7575 | 0.6852 | 0.7196 | 0.5620 | 0.9527 | 0.8320 | 0.9372 | +| 0.0845 | 12.5 | 1800 | 0.2501 | 0.7425 | 0.6955 | 0.7183 | 0.5604 | 0.9517 | 0.8361 | 0.9363 | +| 0.0855 | 12.57 | 1810 | 0.2495 | 0.7580 | 0.6831 | 0.7186 | 0.5608 | 0.9527 | 0.8310 | 0.9374 | +| 0.092 | 12.64 | 1820 | 0.2513 | 0.7491 | 0.6897 | 0.7182 | 0.5603 | 0.9521 | 0.8337 | 0.9366 | +| 0.0859 | 12.71 | 1830 | 0.2501 | 0.7454 | 0.6925 | 0.7180 | 0.5600 | 0.9519 | 0.8348 | 0.9362 | +| 0.0749 | 12.78 | 1840 | 0.2501 | 0.7542 | 0.6858 | 0.7184 | 0.5605 | 0.9524 | 0.8320 | 0.9370 | +| 0.0816 | 12.85 | 1850 | 0.2538 | 0.7446 | 0.6944 | 0.7186 | 0.5608 | 0.9519 | 0.8356 | 0.9364 | +| 0.0773 | 12.92 | 1860 | 0.2503 | 0.7399 | 0.6991 | 0.7189 | 0.5612 | 0.9516 | 0.8376 | 0.9363 | +| 0.0981 | 12.99 | 1870 | 0.2561 | 0.7431 | 0.6963 | 0.7189 | 0.5612 | 0.9518 | 0.8365 | 0.9363 | +| 0.0702 | 13.06 | 1880 | 0.2494 | 0.7582 | 0.6760 | 0.7148 | 0.5561 | 0.9523 | 0.8275 | 0.9372 | +| 0.084 | 13.12 | 1890 | 0.2524 | 0.7424 | 0.6945 | 0.7177 | 0.5597 | 0.9517 | 0.8356 | 0.9363 | +| 0.0784 | 13.19 | 1900 | 0.2520 | 0.7525 | 0.6860 | 0.7178 | 0.5598 | 0.9523 | 0.8321 | 0.9370 | +| 0.0799 | 13.26 | 1910 | 0.2527 | 0.7393 | 0.7033 | 0.7209 | 0.5636 | 0.9518 | 0.8396 | 0.9362 | +| 0.085 | 13.33 | 1920 | 0.2508 | 0.7479 | 0.6917 | 0.7187 | 0.5609 | 0.9521 | 0.8345 | 0.9370 | +| 0.0729 | 13.4 | 1930 | 0.2561 | 0.7593 | 0.6805 | 0.7177 | 0.5598 | 0.9526 | 0.8298 | 0.9374 | +| 0.0721 | 13.47 | 1940 | 0.2521 | 0.7516 | 0.6880 | 0.7184 | 0.5605 | 0.9523 | 0.8330 | 0.9366 | +| 0.0727 | 13.54 | 1950 | 0.2524 | 0.7546 | 0.6852 | 0.7183 | 0.5604 | 0.9524 | 0.8318 | 0.9369 | +| 0.0849 | 13.61 | 1960 | 0.2526 | 0.7427 | 0.6977 | 0.7195 | 0.5619 | 0.9519 | 0.8371 | 0.9363 | +| 0.0761 | 13.68 | 1970 | 0.2530 | 0.7488 | 0.6953 | 0.7210 | 0.5638 | 0.9524 | 0.8363 | 0.9369 | +| 0.076 | 13.75 | 1980 | 0.2521 | 0.7427 | 0.6978 | 0.7196 | 0.5620 | 0.9519 | 0.8372 | 0.9363 | +| 0.0852 | 13.82 | 1990 | 0.2527 | 0.7452 | 0.6950 | 0.7192 | 0.5616 | 0.9520 | 0.8360 | 0.9366 | +| 0.0874 | 13.89 | 2000 | 0.2538 | 0.7445 | 0.6942 | 0.7185 | 0.5606 | 0.9519 | 0.8355 | 0.9363 | +| 0.073 | 13.96 | 2010 | 0.2534 | 0.7517 | 0.6875 | 0.7182 | 0.5603 | 0.9523 | 0.8327 | 0.9369 | +| 0.0693 | 14.03 | 2020 | 0.2529 | 0.7583 | 0.6804 | 0.7172 | 0.5591 | 0.9525 | 0.8297 | 0.9373 | +| 0.0721 | 14.1 | 2030 | 0.2567 | 0.7513 | 0.6893 | 0.7190 | 0.5612 | 0.9523 | 0.8336 | 0.9368 | +| 0.0698 | 14.17 | 2040 | 0.2550 | 0.7485 | 0.6882 | 0.7170 | 0.5589 | 0.9519 | 0.8329 | 0.9364 | +| 0.0798 | 14.24 | 2050 | 0.2575 | 0.7470 | 0.6887 | 0.7167 | 0.5584 | 0.9518 | 0.8330 | 0.9363 | +| 0.0814 | 14.31 | 2060 | 0.2551 | 0.7511 | 0.6875 | 0.7179 | 0.5599 | 0.9522 | 0.8327 | 0.9369 | +| 0.0745 | 14.38 | 2070 | 0.2582 | 0.7551 | 0.6808 | 0.7160 | 0.5576 | 0.9522 | 0.8297 | 0.9369 | +| 0.08 | 14.44 | 2080 | 0.2593 | 0.7470 | 0.6899 | 0.7173 | 0.5592 | 0.9519 | 0.8336 | 0.9364 | +| 0.0701 | 14.51 | 2090 | 0.2544 | 0.7580 | 0.6772 | 0.7153 | 0.5568 | 0.9523 | 0.8281 | 0.9370 | +| 0.0644 | 14.58 | 2100 | 0.2574 | 0.7537 | 0.6856 | 0.7181 | 0.5602 | 0.9524 | 0.8319 | 0.9370 | +| 0.0706 | 14.65 | 2110 | 0.2561 | 0.7519 | 0.6913 | 0.7203 | 0.5629 | 0.9525 | 0.8346 | 0.9370 | +| 0.0679 | 14.72 | 2120 | 0.2585 | 0.7481 | 0.6944 | 0.7202 | 0.5628 | 0.9523 | 0.8358 | 0.9368 | +| 0.0759 | 14.79 | 2130 | 0.2588 | 0.7449 | 0.6955 | 0.7194 | 0.5618 | 0.9520 | 0.8362 | 0.9363 | +| 0.0685 | 14.86 | 2140 | 0.2570 | 0.7435 | 0.6963 | 0.7191 | 0.5614 | 0.9519 | 0.8365 | 0.9362 | +| 0.0787 | 14.93 | 2150 | 0.2553 | 0.7482 | 0.6903 | 0.7181 | 0.5601 | 0.9520 | 0.8339 | 0.9365 | +| 0.0667 | 15.0 | 2160 | 0.2589 | 0.7436 | 0.6953 | 0.7186 | 0.5608 | 0.9518 | 0.8360 | 0.9362 | +| 0.0699 | 15.07 | 2170 | 0.2586 | 0.7503 | 0.6851 | 0.7162 | 0.5579 | 0.9520 | 0.8315 | 0.9365 | +| 0.0692 | 15.14 | 2180 | 0.2595 | 0.7457 | 0.6924 | 0.7180 | 0.5601 | 0.9519 | 0.8347 | 0.9364 | +| 0.0789 | 15.21 | 2190 | 0.2592 | 0.7438 | 0.6932 | 0.7176 | 0.5595 | 0.9517 | 0.8350 | 0.9363 | +| 0.066 | 15.28 | 2200 | 0.2620 | 0.7522 | 0.6843 | 0.7166 | 0.5584 | 0.9521 | 0.8312 | 0.9367 | +| 0.068 | 15.35 | 2210 | 0.2617 | 0.7514 | 0.6842 | 0.7162 | 0.5579 | 0.9520 | 0.8311 | 0.9365 | +| 0.0746 | 15.42 | 2220 | 0.2606 | 0.7479 | 0.6900 | 0.7178 | 0.5598 | 0.9520 | 0.8337 | 0.9364 | +| 0.069 | 15.49 | 2230 | 0.2610 | 0.7465 | 0.6913 | 0.7179 | 0.5599 | 0.9519 | 0.8343 | 0.9364 | +| 0.0762 | 15.56 | 2240 | 0.2603 | 0.7551 | 0.6893 | 0.7207 | 0.5634 | 0.9527 | 0.8338 | 0.9370 | +| 0.0566 | 15.62 | 2250 | 0.2636 | 0.7407 | 0.7015 | 0.7206 | 0.5632 | 0.9519 | 0.8388 | 0.9361 | +| 0.0673 | 15.69 | 2260 | 0.2611 | 0.7643 | 0.6764 | 0.7177 | 0.5597 | 0.9529 | 0.8281 | 0.9374 | +| 0.0715 | 15.76 | 2270 | 0.2634 | 0.7511 | 0.6891 | 0.7187 | 0.5610 | 0.9523 | 0.8335 | 0.9368 | +| 0.0761 | 15.83 | 2280 | 0.2597 | 0.7534 | 0.6860 | 0.7181 | 0.5602 | 0.9524 | 0.8321 | 0.9370 | +| 0.0763 | 15.9 | 2290 | 0.2612 | 0.7436 | 0.6989 | 0.7206 | 0.5632 | 0.9520 | 0.8377 | 0.9363 | +| 0.0778 | 15.97 | 2300 | 0.2613 | 0.7490 | 0.6897 | 0.7181 | 0.5602 | 0.9521 | 0.8337 | 0.9368 | +| 0.0605 | 16.04 | 2310 | 0.2626 | 0.7549 | 0.6825 | 0.7168 | 0.5587 | 0.9523 | 0.8305 | 0.9372 | +| 0.0649 | 16.11 | 2320 | 0.2623 | 0.7567 | 0.6813 | 0.7170 | 0.5589 | 0.9524 | 0.8300 | 0.9371 | +| 0.0721 | 16.18 | 2330 | 0.2637 | 0.7533 | 0.6849 | 0.7174 | 0.5594 | 0.9523 | 0.8315 | 0.9371 | +| 0.0612 | 16.25 | 2340 | 0.2653 | 0.7479 | 0.6897 | 0.7177 | 0.5596 | 0.9520 | 0.8336 | 0.9366 | +| 0.0637 | 16.32 | 2350 | 0.2623 | 0.7421 | 0.6954 | 0.7180 | 0.5600 | 0.9517 | 0.8360 | 0.9361 | +| 0.075 | 16.39 | 2360 | 0.2673 | 0.7597 | 0.6793 | 0.7172 | 0.5591 | 0.9526 | 0.8292 | 0.9373 | +| 0.0666 | 16.46 | 2370 | 0.2626 | 0.7580 | 0.6786 | 0.7161 | 0.5578 | 0.9524 | 0.8288 | 0.9372 | +| 0.083 | 16.53 | 2380 | 0.2660 | 0.7435 | 0.6990 | 0.7205 | 0.5632 | 0.9520 | 0.8378 | 0.9363 | +| 0.0608 | 16.6 | 2390 | 0.2662 | 0.7475 | 0.6937 | 0.7196 | 0.5620 | 0.9522 | 0.8355 | 0.9366 | +| 0.0802 | 16.67 | 2400 | 0.2643 | 0.7547 | 0.6884 | 0.7200 | 0.5625 | 0.9526 | 0.8333 | 0.9371 | +| 0.0697 | 16.74 | 2410 | 0.2647 | 0.7532 | 0.6860 | 0.7180 | 0.5601 | 0.9523 | 0.8321 | 0.9368 | +| 0.0694 | 16.81 | 2420 | 0.2644 | 0.7608 | 0.6790 | 0.7176 | 0.5596 | 0.9527 | 0.8292 | 0.9373 | +| 0.0652 | 16.88 | 2430 | 0.2650 | 0.7597 | 0.6801 | 0.7177 | 0.5597 | 0.9527 | 0.8296 | 0.9373 | +| 0.058 | 16.94 | 2440 | 0.2637 | 0.7558 | 0.6854 | 0.7188 | 0.5611 | 0.9526 | 0.8319 | 0.9372 | +| 0.0673 | 17.01 | 2450 | 0.2648 | 0.7401 | 0.6975 | 0.7182 | 0.5603 | 0.9516 | 0.8369 | 0.9360 | +| 0.0747 | 17.08 | 2460 | 0.2660 | 0.7434 | 0.6934 | 0.7176 | 0.5595 | 0.9517 | 0.8351 | 0.9361 | +| 0.0749 | 17.15 | 2470 | 0.2676 | 0.7482 | 0.6926 | 0.7193 | 0.5617 | 0.9522 | 0.8350 | 0.9365 | +| 0.0677 | 17.22 | 2480 | 0.2681 | 0.7627 | 0.6768 | 0.7172 | 0.5591 | 0.9528 | 0.8282 | 0.9376 | +| 0.0737 | 17.29 | 2490 | 0.2649 | 0.7584 | 0.6780 | 0.7159 | 0.5576 | 0.9524 | 0.8285 | 0.9372 | +| 0.0686 | 17.36 | 2500 | 0.2666 | 0.7426 | 0.6937 | 0.7173 | 0.5593 | 0.9516 | 0.8352 | 0.9359 | +| 0.0667 | 17.43 | 2510 | 0.2664 | 0.7491 | 0.6883 | 0.7174 | 0.5594 | 0.9520 | 0.8330 | 0.9366 | +| 0.0588 | 17.5 | 2520 | 0.2678 | 0.7466 | 0.6907 | 0.7175 | 0.5595 | 0.9519 | 0.8340 | 0.9365 | +| 0.0603 | 17.57 | 2530 | 0.2675 | 0.7540 | 0.6855 | 0.7181 | 0.5602 | 0.9524 | 0.8319 | 0.9370 | +| 0.0616 | 17.64 | 2540 | 0.2657 | 0.7520 | 0.6907 | 0.7200 | 0.5626 | 0.9525 | 0.8343 | 0.9371 | +| 0.0737 | 17.71 | 2550 | 0.2674 | 0.7501 | 0.6944 | 0.7212 | 0.5639 | 0.9525 | 0.8360 | 0.9370 | +| 0.0592 | 17.78 | 2560 | 0.2689 | 0.7489 | 0.6959 | 0.7214 | 0.5643 | 0.9524 | 0.8366 | 0.9368 | +| 0.0644 | 17.85 | 2570 | 0.2664 | 0.7513 | 0.6912 | 0.7200 | 0.5625 | 0.9524 | 0.8345 | 0.9370 | +| 0.0723 | 17.92 | 2580 | 0.2690 | 0.7451 | 0.6920 | 0.7176 | 0.5595 | 0.9518 | 0.8345 | 0.9364 | +| 0.0646 | 17.99 | 2590 | 0.2688 | 0.7520 | 0.6835 | 0.7161 | 0.5578 | 0.9521 | 0.8308 | 0.9368 | +| 0.0718 | 18.06 | 2600 | 0.2691 | 0.7490 | 0.6901 | 0.7184 | 0.5605 | 0.9521 | 0.8338 | 0.9367 | +| 0.0709 | 18.12 | 2610 | 0.2688 | 0.7515 | 0.6889 | 0.7189 | 0.5611 | 0.9523 | 0.8334 | 0.9369 | +| 0.0656 | 18.19 | 2620 | 0.2702 | 0.7581 | 0.6818 | 0.7179 | 0.5600 | 0.9526 | 0.8303 | 0.9373 | +| 0.0574 | 18.26 | 2630 | 0.2716 | 0.7432 | 0.6936 | 0.7175 | 0.5595 | 0.9517 | 0.8352 | 0.9362 | +| 0.0616 | 18.33 | 2640 | 0.2704 | 0.7499 | 0.6878 | 0.7175 | 0.5594 | 0.9521 | 0.8327 | 0.9368 | +| 0.0711 | 18.4 | 2650 | 0.2721 | 0.7488 | 0.6885 | 0.7174 | 0.5593 | 0.9520 | 0.8331 | 0.9366 | +| 0.0621 | 18.47 | 2660 | 0.2730 | 0.7461 | 0.6907 | 0.7173 | 0.5593 | 0.9518 | 0.8339 | 0.9364 | +| 0.0648 | 18.54 | 2670 | 0.2723 | 0.7501 | 0.6909 | 0.7193 | 0.5616 | 0.9523 | 0.8343 | 0.9368 | +| 0.0696 | 18.61 | 2680 | 0.2710 | 0.7555 | 0.6852 | 0.7187 | 0.5609 | 0.9525 | 0.8319 | 0.9372 | +| 0.06 | 18.68 | 2690 | 0.2714 | 0.7568 | 0.6800 | 0.7163 | 0.5580 | 0.9524 | 0.8294 | 0.9370 | +| 0.0639 | 18.75 | 2700 | 0.2735 | 0.7417 | 0.6981 | 0.7192 | 0.5615 | 0.9518 | 0.8372 | 0.9361 | +| 0.0658 | 18.82 | 2710 | 0.2713 | 0.7496 | 0.6880 | 0.7175 | 0.5594 | 0.9521 | 0.8329 | 0.9367 | +| 0.0535 | 18.89 | 2720 | 0.2713 | 0.7549 | 0.6822 | 0.7167 | 0.5585 | 0.9523 | 0.8304 | 0.9369 | +| 0.0738 | 18.96 | 2730 | 0.2733 | 0.7515 | 0.6878 | 0.7182 | 0.5603 | 0.9522 | 0.8328 | 0.9368 | +| 0.0649 | 19.03 | 2740 | 0.2730 | 0.7502 | 0.6878 | 0.7176 | 0.5596 | 0.9521 | 0.8328 | 0.9367 | +| 0.0698 | 19.1 | 2750 | 0.2725 | 0.7476 | 0.6926 | 0.7191 | 0.5614 | 0.9521 | 0.8350 | 0.9366 | +| 0.0683 | 19.17 | 2760 | 0.2742 | 0.7476 | 0.6920 | 0.7187 | 0.5609 | 0.9521 | 0.8347 | 0.9367 | +| 0.0537 | 19.24 | 2770 | 0.2748 | 0.7490 | 0.6922 | 0.7195 | 0.5619 | 0.9522 | 0.8349 | 0.9368 | +| 0.0601 | 19.31 | 2780 | 0.2720 | 0.7414 | 0.6979 | 0.7190 | 0.5613 | 0.9517 | 0.8371 | 0.9362 | +| 0.0609 | 19.38 | 2790 | 0.2748 | 0.7528 | 0.6862 | 0.7179 | 0.5600 | 0.9523 | 0.8321 | 0.9370 | +| 0.0695 | 19.44 | 2800 | 0.2739 | 0.7512 | 0.6862 | 0.7172 | 0.5591 | 0.9521 | 0.8321 | 0.9368 | +| 0.0696 | 19.51 | 2810 | 0.2753 | 0.7372 | 0.7018 | 0.7190 | 0.5613 | 0.9515 | 0.8387 | 0.9359 | +| 0.0598 | 19.58 | 2820 | 0.2731 | 0.7564 | 0.6837 | 0.7182 | 0.5603 | 0.9525 | 0.8311 | 0.9371 | +| 0.067 | 19.65 | 2830 | 0.2751 | 0.7475 | 0.6932 | 0.7193 | 0.5616 | 0.9521 | 0.8352 | 0.9368 | +| 0.0663 | 19.72 | 2840 | 0.2754 | 0.7446 | 0.6959 | 0.7195 | 0.5618 | 0.9520 | 0.8364 | 0.9364 | +| 0.0652 | 19.79 | 2850 | 0.2745 | 0.7489 | 0.6895 | 0.7180 | 0.5600 | 0.9521 | 0.8335 | 0.9366 | +| 0.0632 | 19.86 | 2860 | 0.2734 | 0.7516 | 0.6858 | 0.7172 | 0.5591 | 0.9521 | 0.8319 | 0.9366 | +| 0.0658 | 19.93 | 2870 | 0.2781 | 0.7432 | 0.6994 | 0.7206 | 0.5632 | 0.9520 | 0.8380 | 0.9363 | +| 0.068 | 20.0 | 2880 | 0.2756 | 0.7560 | 0.6837 | 0.7180 | 0.5601 | 0.9525 | 0.8311 | 0.9371 | +| 0.0541 | 20.07 | 2890 | 0.2759 | 0.7408 | 0.6961 | 0.7177 | 0.5597 | 0.9516 | 0.8362 | 0.9360 | +| 0.0584 | 20.14 | 2900 | 0.2756 | 0.7489 | 0.6900 | 0.7182 | 0.5603 | 0.9521 | 0.8338 | 0.9366 | +| 0.0737 | 20.21 | 2910 | 0.2770 | 0.7471 | 0.6919 | 0.7184 | 0.5606 | 0.9520 | 0.8346 | 0.9366 | +| 0.0661 | 20.28 | 2920 | 0.2749 | 0.7505 | 0.6866 | 0.7171 | 0.5590 | 0.9521 | 0.8322 | 0.9367 | +| 0.0627 | 20.35 | 2930 | 0.2760 | 0.7458 | 0.6901 | 0.7169 | 0.5587 | 0.9518 | 0.8336 | 0.9364 | +| 0.0639 | 20.42 | 2940 | 0.2774 | 0.7469 | 0.6897 | 0.7172 | 0.5590 | 0.9519 | 0.8335 | 0.9365 | +| 0.065 | 20.49 | 2950 | 0.2758 | 0.7511 | 0.6883 | 0.7183 | 0.5604 | 0.9522 | 0.8331 | 0.9369 | +| 0.0723 | 20.56 | 2960 | 0.2764 | 0.7458 | 0.6937 | 0.7188 | 0.5611 | 0.9520 | 0.8354 | 0.9365 | +| 0.0632 | 20.62 | 2970 | 0.2752 | 0.7495 | 0.6833 | 0.7148 | 0.5562 | 0.9518 | 0.8305 | 0.9366 | +| 0.0583 | 20.69 | 2980 | 0.2768 | 0.7480 | 0.6882 | 0.7168 | 0.5587 | 0.9519 | 0.8328 | 0.9366 | +| 0.0624 | 20.76 | 2990 | 0.2778 | 0.7533 | 0.6851 | 0.7176 | 0.5595 | 0.9523 | 0.8317 | 0.9368 | +| 0.062 | 20.83 | 3000 | 0.2779 | 0.7490 | 0.6875 | 0.7169 | 0.5588 | 0.9520 | 0.8326 | 0.9366 | +| 0.057 | 20.9 | 3010 | 0.2774 | 0.7506 | 0.6872 | 0.7175 | 0.5595 | 0.9521 | 0.8325 | 0.9366 | +| 0.0585 | 20.97 | 3020 | 0.2782 | 0.7527 | 0.6875 | 0.7186 | 0.5608 | 0.9524 | 0.8328 | 0.9369 | +| 0.059 | 21.04 | 3030 | 0.2764 | 0.7530 | 0.6862 | 0.7180 | 0.5601 | 0.9523 | 0.8322 | 0.9369 | +| 0.062 | 21.11 | 3040 | 0.2791 | 0.7508 | 0.6885 | 0.7183 | 0.5605 | 0.9522 | 0.8332 | 0.9366 | +| 0.0495 | 21.18 | 3050 | 0.2776 | 0.7579 | 0.6821 | 0.7180 | 0.5600 | 0.9526 | 0.8305 | 0.9371 | +| 0.0578 | 21.25 | 3060 | 0.2794 | 0.7515 | 0.6911 | 0.7200 | 0.5625 | 0.9524 | 0.8344 | 0.9369 | +| 0.0722 | 21.32 | 3070 | 0.2785 | 0.7528 | 0.6885 | 0.7192 | 0.5616 | 0.9524 | 0.8333 | 0.9369 | +| 0.0667 | 21.39 | 3080 | 0.2786 | 0.7550 | 0.6866 | 0.7191 | 0.5615 | 0.9526 | 0.8325 | 0.9371 | +| 0.0658 | 21.46 | 3090 | 0.2783 | 0.7489 | 0.6921 | 0.7194 | 0.5617 | 0.9522 | 0.8348 | 0.9367 | +| 0.0673 | 21.53 | 3100 | 0.2771 | 0.7494 | 0.6916 | 0.7193 | 0.5617 | 0.9522 | 0.8346 | 0.9367 | +| 0.0569 | 21.6 | 3110 | 0.2764 | 0.7606 | 0.6801 | 0.7181 | 0.5602 | 0.9528 | 0.8297 | 0.9375 | +| 0.0596 | 21.67 | 3120 | 0.2765 | 0.7520 | 0.6870 | 0.7180 | 0.5601 | 0.9523 | 0.8325 | 0.9370 | +| 0.064 | 21.74 | 3130 | 0.2766 | 0.7487 | 0.6911 | 0.7187 | 0.5610 | 0.9521 | 0.8343 | 0.9367 | +| 0.057 | 21.81 | 3140 | 0.2782 | 0.7513 | 0.6885 | 0.7185 | 0.5607 | 0.9523 | 0.8332 | 0.9369 | +| 0.0688 | 21.88 | 3150 | 0.2775 | 0.7525 | 0.6835 | 0.7164 | 0.5581 | 0.9521 | 0.8309 | 0.9368 | +| 0.0677 | 21.94 | 3160 | 0.2797 | 0.7508 | 0.6858 | 0.7168 | 0.5586 | 0.9521 | 0.8318 | 0.9367 | +| 0.0582 | 22.01 | 3170 | 0.2776 | 0.7474 | 0.6907 | 0.7179 | 0.5600 | 0.9520 | 0.8340 | 0.9365 | +| 0.0466 | 22.08 | 3180 | 0.2776 | 0.7541 | 0.6814 | 0.7159 | 0.5575 | 0.9522 | 0.8299 | 0.9369 | +| 0.0592 | 22.15 | 3190 | 0.2804 | 0.7411 | 0.6961 | 0.7179 | 0.5599 | 0.9516 | 0.8362 | 0.9361 | +| 0.0566 | 22.22 | 3200 | 0.2794 | 0.7567 | 0.6792 | 0.7159 | 0.5575 | 0.9523 | 0.8290 | 0.9371 | +| 0.0643 | 22.29 | 3210 | 0.2812 | 0.7479 | 0.6895 | 0.7175 | 0.5594 | 0.9520 | 0.8335 | 0.9364 | +| 0.0637 | 22.36 | 3220 | 0.2803 | 0.7493 | 0.6900 | 0.7184 | 0.5606 | 0.9521 | 0.8338 | 0.9366 | +| 0.0613 | 22.43 | 3230 | 0.2778 | 0.7541 | 0.6810 | 0.7157 | 0.5573 | 0.9521 | 0.8297 | 0.9369 | +| 0.0642 | 22.5 | 3240 | 0.2800 | 0.7466 | 0.6880 | 0.7161 | 0.5578 | 0.9517 | 0.8327 | 0.9365 | +| 0.06 | 22.57 | 3250 | 0.2803 | 0.7495 | 0.6847 | 0.7156 | 0.5572 | 0.9519 | 0.8312 | 0.9366 | +| 0.0626 | 22.64 | 3260 | 0.2790 | 0.7515 | 0.6823 | 0.7153 | 0.5567 | 0.9519 | 0.8302 | 0.9366 | +| 0.0582 | 22.71 | 3270 | 0.2797 | 0.7563 | 0.6797 | 0.7160 | 0.5576 | 0.9523 | 0.8292 | 0.9371 | +| 0.0697 | 22.78 | 3280 | 0.2815 | 0.7455 | 0.6907 | 0.7170 | 0.5589 | 0.9518 | 0.8339 | 0.9363 | +| 0.0563 | 22.85 | 3290 | 0.2801 | 0.7550 | 0.6806 | 0.7159 | 0.5575 | 0.9522 | 0.8296 | 0.9370 | +| 0.064 | 22.92 | 3300 | 0.2807 | 0.7454 | 0.6929 | 0.7182 | 0.5603 | 0.9519 | 0.8350 | 0.9363 | +| 0.0701 | 22.99 | 3310 | 0.2805 | 0.7525 | 0.6856 | 0.7175 | 0.5595 | 0.9522 | 0.8319 | 0.9368 | +| 0.0582 | 23.06 | 3320 | 0.2807 | 0.7482 | 0.6901 | 0.7180 | 0.5601 | 0.9520 | 0.8338 | 0.9367 | +| 0.0631 | 23.12 | 3330 | 0.2818 | 0.7475 | 0.6895 | 0.7173 | 0.5592 | 0.9519 | 0.8334 | 0.9365 | +| 0.0554 | 23.19 | 3340 | 0.2821 | 0.7547 | 0.6818 | 0.7164 | 0.5581 | 0.9522 | 0.8301 | 0.9369 | +| 0.0652 | 23.26 | 3350 | 0.2818 | 0.7419 | 0.6959 | 0.7182 | 0.5603 | 0.9517 | 0.8362 | 0.9360 | +| 0.0676 | 23.33 | 3360 | 0.2806 | 0.7520 | 0.6851 | 0.7170 | 0.5588 | 0.9521 | 0.8316 | 0.9369 | +| 0.063 | 23.4 | 3370 | 0.2815 | 0.7379 | 0.6985 | 0.7176 | 0.5596 | 0.9514 | 0.8372 | 0.9358 | +| 0.0582 | 23.47 | 3380 | 0.2802 | 0.7615 | 0.6757 | 0.7161 | 0.5577 | 0.9526 | 0.8276 | 0.9375 | +| 0.0544 | 23.54 | 3390 | 0.2817 | 0.7445 | 0.6924 | 0.7175 | 0.5594 | 0.9518 | 0.8347 | 0.9365 | +| 0.0655 | 23.61 | 3400 | 0.2825 | 0.7496 | 0.6893 | 0.7182 | 0.5603 | 0.9521 | 0.8335 | 0.9368 | +| 0.065 | 23.68 | 3410 | 0.2810 | 0.7536 | 0.6863 | 0.7184 | 0.5605 | 0.9524 | 0.8323 | 0.9369 | +| 0.0471 | 23.75 | 3420 | 0.2802 | 0.7618 | 0.6757 | 0.7162 | 0.5578 | 0.9526 | 0.8276 | 0.9374 | +| 0.0634 | 23.82 | 3430 | 0.2818 | 0.7475 | 0.6905 | 0.7179 | 0.5599 | 0.9520 | 0.8339 | 0.9365 | +| 0.0577 | 23.89 | 3440 | 0.2822 | 0.7553 | 0.6846 | 0.7182 | 0.5603 | 0.9525 | 0.8315 | 0.9370 | +| 0.0552 | 23.96 | 3450 | 0.2811 | 0.7541 | 0.6855 | 0.7182 | 0.5603 | 0.9524 | 0.8319 | 0.9369 | +| 0.0641 | 24.03 | 3460 | 0.2805 | 0.7521 | 0.6866 | 0.7179 | 0.5599 | 0.9522 | 0.8323 | 0.9367 | +| 0.0637 | 24.1 | 3470 | 0.2820 | 0.7510 | 0.6876 | 0.7179 | 0.5600 | 0.9522 | 0.8327 | 0.9367 | +| 0.0517 | 24.17 | 3480 | 0.2810 | 0.7506 | 0.6874 | 0.7176 | 0.5596 | 0.9521 | 0.8326 | 0.9368 | +| 0.0643 | 24.24 | 3490 | 0.2812 | 0.7517 | 0.6850 | 0.7168 | 0.5586 | 0.9521 | 0.8315 | 0.9369 | +| 0.0605 | 24.31 | 3500 | 0.2811 | 0.7439 | 0.6940 | 0.7181 | 0.5601 | 0.9518 | 0.8354 | 0.9363 | +| 0.0629 | 24.38 | 3510 | 0.2809 | 0.7540 | 0.6830 | 0.7168 | 0.5585 | 0.9522 | 0.8307 | 0.9370 | +| 0.0562 | 24.44 | 3520 | 0.2824 | 0.7451 | 0.6917 | 0.7174 | 0.5593 | 0.9518 | 0.8344 | 0.9364 | +| 0.0568 | 24.51 | 3530 | 0.2826 | 0.7604 | 0.6780 | 0.7168 | 0.5587 | 0.9526 | 0.8286 | 0.9373 | +| 0.0605 | 24.58 | 3540 | 0.2817 | 0.7435 | 0.6940 | 0.7179 | 0.5599 | 0.9517 | 0.8354 | 0.9363 | +| 0.055 | 24.65 | 3550 | 0.2823 | 0.7571 | 0.6818 | 0.7175 | 0.5594 | 0.9525 | 0.8303 | 0.9372 | +| 0.0624 | 24.72 | 3560 | 0.2832 | 0.7501 | 0.6893 | 0.7184 | 0.5606 | 0.9522 | 0.8335 | 0.9367 | +| 0.0507 | 24.79 | 3570 | 0.2834 | 0.7495 | 0.6897 | 0.7184 | 0.5605 | 0.9522 | 0.8337 | 0.9366 | +| 0.0567 | 24.86 | 3580 | 0.2838 | 0.7480 | 0.6904 | 0.7180 | 0.5601 | 0.9520 | 0.8339 | 0.9365 | +| 0.0574 | 24.93 | 3590 | 0.2818 | 0.7538 | 0.6854 | 0.7180 | 0.5600 | 0.9524 | 0.8318 | 0.9369 | +| 0.0526 | 25.0 | 3600 | 0.2818 | 0.7501 | 0.6891 | 0.7183 | 0.5604 | 0.9522 | 0.8334 | 0.9367 | +| 0.0642 | 25.07 | 3610 | 0.2829 | 0.7544 | 0.6858 | 0.7185 | 0.5606 | 0.9524 | 0.8321 | 0.9370 | +| 0.0548 | 25.14 | 3620 | 0.2833 | 0.7522 | 0.6885 | 0.7190 | 0.5613 | 0.9524 | 0.8333 | 0.9369 | +| 0.059 | 25.21 | 3630 | 0.2836 | 0.7554 | 0.6846 | 0.7183 | 0.5604 | 0.9525 | 0.8315 | 0.9372 | +| 0.0506 | 25.28 | 3640 | 0.2839 | 0.7471 | 0.6938 | 0.7195 | 0.5619 | 0.9521 | 0.8355 | 0.9367 | +| 0.0561 | 25.35 | 3650 | 0.2839 | 0.7557 | 0.6838 | 0.7179 | 0.5600 | 0.9525 | 0.8312 | 0.9372 | +| 0.0557 | 25.42 | 3660 | 0.2841 | 0.7497 | 0.6907 | 0.7190 | 0.5612 | 0.9522 | 0.8341 | 0.9368 | +| 0.0496 | 25.49 | 3670 | 0.2844 | 0.7574 | 0.6846 | 0.7192 | 0.5615 | 0.9527 | 0.8317 | 0.9374 | +| 0.068 | 25.56 | 3680 | 0.2844 | 0.7473 | 0.6917 | 0.7184 | 0.5606 | 0.9520 | 0.8345 | 0.9366 | +| 0.0591 | 25.62 | 3690 | 0.2844 | 0.7547 | 0.6863 | 0.7189 | 0.5611 | 0.9525 | 0.8323 | 0.9371 | +| 0.0662 | 25.69 | 3700 | 0.2837 | 0.7474 | 0.6921 | 0.7187 | 0.5609 | 0.9521 | 0.8347 | 0.9367 | +| 0.0652 | 25.76 | 3710 | 0.2827 | 0.7622 | 0.6778 | 0.7176 | 0.5595 | 0.9528 | 0.8287 | 0.9377 | +| 0.0536 | 25.83 | 3720 | 0.2827 | 0.7493 | 0.6884 | 0.7176 | 0.5595 | 0.9521 | 0.8330 | 0.9367 | +| 0.0594 | 25.9 | 3730 | 0.2834 | 0.7501 | 0.6870 | 0.7171 | 0.5590 | 0.9521 | 0.8324 | 0.9366 | +| 0.0603 | 25.97 | 3740 | 0.2845 | 0.7507 | 0.6846 | 0.7161 | 0.5578 | 0.9520 | 0.8313 | 0.9366 | +| 0.0631 | 26.04 | 3750 | 0.2862 | 0.7489 | 0.6892 | 0.7178 | 0.5598 | 0.9521 | 0.8334 | 0.9365 | +| 0.0584 | 26.11 | 3760 | 0.2855 | 0.7513 | 0.6876 | 0.7181 | 0.5601 | 0.9522 | 0.8328 | 0.9368 | +| 0.0563 | 26.18 | 3770 | 0.2850 | 0.7504 | 0.6883 | 0.7180 | 0.5601 | 0.9522 | 0.8330 | 0.9367 | +| 0.0481 | 26.25 | 3780 | 0.2844 | 0.7523 | 0.6859 | 0.7176 | 0.5595 | 0.9522 | 0.8320 | 0.9368 | +| 0.0594 | 26.32 | 3790 | 0.2839 | 0.7596 | 0.6808 | 0.7180 | 0.5601 | 0.9527 | 0.8299 | 0.9375 | +| 0.0585 | 26.39 | 3800 | 0.2847 | 0.7553 | 0.6834 | 0.7176 | 0.5595 | 0.9524 | 0.8310 | 0.9371 | +| 0.0575 | 26.46 | 3810 | 0.2843 | 0.7522 | 0.6882 | 0.7188 | 0.5610 | 0.9524 | 0.8331 | 0.9369 | +| 0.0628 | 26.53 | 3820 | 0.2842 | 0.7534 | 0.6860 | 0.7181 | 0.5602 | 0.9524 | 0.8321 | 0.9369 | +| 0.0637 | 26.6 | 3830 | 0.2849 | 0.7554 | 0.6839 | 0.7179 | 0.5599 | 0.9524 | 0.8312 | 0.9371 | +| 0.0634 | 26.67 | 3840 | 0.2855 | 0.7505 | 0.6885 | 0.7182 | 0.5603 | 0.9522 | 0.8332 | 0.9367 | +| 0.0602 | 26.74 | 3850 | 0.2851 | 0.7529 | 0.6866 | 0.7182 | 0.5603 | 0.9523 | 0.8323 | 0.9369 | +| 0.0588 | 26.81 | 3860 | 0.2851 | 0.7552 | 0.6862 | 0.7190 | 0.5613 | 0.9526 | 0.8323 | 0.9371 | +| 0.0538 | 26.88 | 3870 | 0.2856 | 0.7530 | 0.6872 | 0.7186 | 0.5608 | 0.9524 | 0.8327 | 0.9369 | +| 0.0577 | 26.94 | 3880 | 0.2864 | 0.7503 | 0.6879 | 0.7178 | 0.5598 | 0.9521 | 0.8328 | 0.9366 | +| 0.053 | 27.01 | 3890 | 0.2856 | 0.7546 | 0.6852 | 0.7183 | 0.5604 | 0.9524 | 0.8318 | 0.9370 | +| 0.0545 | 27.08 | 3900 | 0.2861 | 0.7556 | 0.6852 | 0.7187 | 0.5609 | 0.9525 | 0.8319 | 0.9371 | +| 0.0585 | 27.15 | 3910 | 0.2868 | 0.75 | 0.6895 | 0.7185 | 0.5606 | 0.9522 | 0.8336 | 0.9367 | +| 0.0649 | 27.22 | 3920 | 0.2857 | 0.7555 | 0.6843 | 0.7181 | 0.5602 | 0.9525 | 0.8314 | 0.9372 | +| 0.059 | 27.29 | 3930 | 0.2859 | 0.7529 | 0.6858 | 0.7178 | 0.5598 | 0.9523 | 0.8320 | 0.9370 | +| 0.0469 | 27.36 | 3940 | 0.2863 | 0.7482 | 0.6905 | 0.7182 | 0.5603 | 0.9521 | 0.8340 | 0.9366 | +| 0.0588 | 27.43 | 3950 | 0.2865 | 0.7486 | 0.6891 | 0.7176 | 0.5596 | 0.9520 | 0.8333 | 0.9366 | +| 0.0506 | 27.5 | 3960 | 0.2869 | 0.7509 | 0.6887 | 0.7184 | 0.5606 | 0.9522 | 0.8333 | 0.9368 | +| 0.0612 | 27.57 | 3970 | 0.2861 | 0.7464 | 0.6920 | 0.7182 | 0.5603 | 0.9519 | 0.8346 | 0.9365 | +| 0.0604 | 27.64 | 3980 | 0.2856 | 0.7507 | 0.6876 | 0.7178 | 0.5598 | 0.9522 | 0.8327 | 0.9368 | +| 0.0589 | 27.71 | 3990 | 0.2853 | 0.7549 | 0.6846 | 0.7180 | 0.5601 | 0.9524 | 0.8315 | 0.9371 | +| 0.0595 | 27.78 | 4000 | 0.2858 | 0.7514 | 0.6878 | 0.7182 | 0.5603 | 0.9522 | 0.8328 | 0.9368 | +| 0.0608 | 27.85 | 4010 | 0.2855 | 0.7517 | 0.6874 | 0.7181 | 0.5602 | 0.9522 | 0.8327 | 0.9368 | +| 0.0595 | 27.92 | 4020 | 0.2851 | 0.7531 | 0.6858 | 0.7179 | 0.5599 | 0.9523 | 0.8320 | 0.9370 | +| 0.0653 | 27.99 | 4030 | 0.2846 | 0.7550 | 0.6863 | 0.7190 | 0.5613 | 0.9525 | 0.8323 | 0.9372 | +| 0.0431 | 28.06 | 4040 | 0.2844 | 0.7514 | 0.6885 | 0.7186 | 0.5608 | 0.9523 | 0.8332 | 0.9369 | +| 0.0516 | 28.12 | 4050 | 0.2858 | 0.7485 | 0.6916 | 0.7189 | 0.5612 | 0.9522 | 0.8345 | 0.9367 | +| 0.0487 | 28.19 | 4060 | 0.2865 | 0.7481 | 0.6921 | 0.7190 | 0.5613 | 0.9521 | 0.8347 | 0.9366 | +| 0.0598 | 28.26 | 4070 | 0.2861 | 0.7542 | 0.6896 | 0.7204 | 0.5630 | 0.9526 | 0.8339 | 0.9372 | +| 0.0583 | 28.33 | 4080 | 0.2855 | 0.7539 | 0.6879 | 0.7194 | 0.5618 | 0.9525 | 0.8330 | 0.9370 | +| 0.0508 | 28.4 | 4090 | 0.2851 | 0.7533 | 0.6888 | 0.7196 | 0.5620 | 0.9525 | 0.8335 | 0.9370 | +| 0.0546 | 28.47 | 4100 | 0.2851 | 0.7536 | 0.6883 | 0.7195 | 0.5618 | 0.9525 | 0.8332 | 0.9370 | +| 0.0489 | 28.54 | 4110 | 0.2845 | 0.7577 | 0.6847 | 0.7194 | 0.5617 | 0.9527 | 0.8317 | 0.9373 | +| 0.0525 | 28.61 | 4120 | 0.2853 | 0.7516 | 0.6878 | 0.7183 | 0.5604 | 0.9523 | 0.8328 | 0.9368 | +| 0.0625 | 28.68 | 4130 | 0.2860 | 0.7499 | 0.6893 | 0.7183 | 0.5605 | 0.9522 | 0.8335 | 0.9367 | +| 0.0598 | 28.75 | 4140 | 0.2861 | 0.7524 | 0.6870 | 0.7182 | 0.5603 | 0.9523 | 0.8325 | 0.9369 | +| 0.0536 | 28.82 | 4150 | 0.2862 | 0.7514 | 0.6883 | 0.7185 | 0.5606 | 0.9523 | 0.8331 | 0.9368 | +| 0.0711 | 28.89 | 4160 | 0.2861 | 0.7512 | 0.6878 | 0.7181 | 0.5601 | 0.9522 | 0.8328 | 0.9368 | +| 0.0568 | 28.96 | 4170 | 0.2861 | 0.7491 | 0.6885 | 0.7175 | 0.5595 | 0.9520 | 0.8331 | 0.9366 | +| 0.0617 | 29.03 | 4180 | 0.2863 | 0.7476 | 0.6895 | 0.7174 | 0.5593 | 0.9519 | 0.8334 | 0.9365 | +| 0.0572 | 29.1 | 4190 | 0.2868 | 0.7478 | 0.6891 | 0.7173 | 0.5592 | 0.9519 | 0.8333 | 0.9365 | +| 0.0518 | 29.17 | 4200 | 0.2867 | 0.7509 | 0.6867 | 0.7174 | 0.5593 | 0.9521 | 0.8323 | 0.9368 | +| 0.0596 | 29.24 | 4210 | 0.2869 | 0.7492 | 0.6884 | 0.7175 | 0.5595 | 0.9520 | 0.8330 | 0.9367 | +| 0.0504 | 29.31 | 4220 | 0.2868 | 0.7494 | 0.6895 | 0.7182 | 0.5603 | 0.9521 | 0.8335 | 0.9367 | +| 0.06 | 29.38 | 4230 | 0.2865 | 0.7502 | 0.6882 | 0.7178 | 0.5599 | 0.9521 | 0.8330 | 0.9367 | +| 0.056 | 29.44 | 4240 | 0.2862 | 0.7515 | 0.6874 | 0.7180 | 0.5601 | 0.9522 | 0.8326 | 0.9368 | +| 0.0602 | 29.51 | 4250 | 0.2864 | 0.7498 | 0.6884 | 0.7178 | 0.5598 | 0.9521 | 0.8331 | 0.9366 | +| 0.0524 | 29.58 | 4260 | 0.2865 | 0.7514 | 0.6860 | 0.7173 | 0.5592 | 0.9521 | 0.8320 | 0.9367 | +| 0.0593 | 29.65 | 4270 | 0.2869 | 0.7502 | 0.6871 | 0.7173 | 0.5592 | 0.9521 | 0.8324 | 0.9366 | +| 0.057 | 29.72 | 4280 | 0.2872 | 0.747 | 0.6907 | 0.7177 | 0.5597 | 0.9519 | 0.8340 | 0.9364 | +| 0.0672 | 29.79 | 4290 | 0.2872 | 0.7483 | 0.6879 | 0.7168 | 0.5586 | 0.9519 | 0.8327 | 0.9364 | +| 0.0595 | 29.86 | 4300 | 0.2866 | 0.7508 | 0.6870 | 0.7175 | 0.5594 | 0.9521 | 0.8324 | 0.9367 | +| 0.0576 | 29.93 | 4310 | 0.2862 | 0.7522 | 0.6863 | 0.7177 | 0.5597 | 0.9522 | 0.8322 | 0.9368 | +| 0.0604 | 30.0 | 4320 | 0.2863 | 0.7523 | 0.6856 | 0.7174 | 0.5594 | 0.9522 | 0.8319 | 0.9368 | +| 0.0634 | 30.07 | 4330 | 0.2862 | 0.7523 | 0.6860 | 0.7177 | 0.5596 | 0.9522 | 0.8321 | 0.9368 | +| 0.0631 | 30.14 | 4340 | 0.2857 | 0.7519 | 0.6866 | 0.7178 | 0.5598 | 0.9522 | 0.8323 | 0.9368 | +| 0.0619 | 30.21 | 4350 | 0.2855 | 0.7539 | 0.6849 | 0.7177 | 0.5597 | 0.9523 | 0.8316 | 0.9369 | +| 0.0519 | 30.28 | 4360 | 0.2861 | 0.7560 | 0.6835 | 0.7180 | 0.5600 | 0.9525 | 0.8311 | 0.9371 | +| 0.0607 | 30.35 | 4370 | 0.2863 | 0.7529 | 0.6850 | 0.7173 | 0.5593 | 0.9522 | 0.8316 | 0.9368 | +| 0.0595 | 30.42 | 4380 | 0.2867 | 0.7492 | 0.6887 | 0.7177 | 0.5597 | 0.9521 | 0.8332 | 0.9366 | +| 0.0505 | 30.49 | 4390 | 0.2870 | 0.7489 | 0.6889 | 0.7177 | 0.5597 | 0.9520 | 0.8333 | 0.9366 | +| 0.0601 | 30.56 | 4400 | 0.2871 | 0.7483 | 0.6884 | 0.7171 | 0.5590 | 0.9519 | 0.8330 | 0.9365 | +| 0.0715 | 30.62 | 4410 | 0.2869 | 0.7510 | 0.6866 | 0.7174 | 0.5593 | 0.9521 | 0.8322 | 0.9367 | +| 0.0566 | 30.69 | 4420 | 0.2869 | 0.7505 | 0.6874 | 0.7175 | 0.5595 | 0.9521 | 0.8326 | 0.9367 | +| 0.054 | 30.76 | 4430 | 0.2867 | 0.7505 | 0.6875 | 0.7176 | 0.5596 | 0.9521 | 0.8327 | 0.9367 | +| 0.0415 | 30.83 | 4440 | 0.2866 | 0.7484 | 0.6893 | 0.7176 | 0.5596 | 0.9520 | 0.8334 | 0.9365 | +| 0.0584 | 30.9 | 4450 | 0.2867 | 0.7473 | 0.6903 | 0.7177 | 0.5596 | 0.9519 | 0.8338 | 0.9365 | +| 0.0551 | 30.97 | 4460 | 0.2869 | 0.7466 | 0.6904 | 0.7174 | 0.5593 | 0.9519 | 0.8338 | 0.9364 | +| 0.0533 | 31.04 | 4470 | 0.2869 | 0.7474 | 0.6905 | 0.7178 | 0.5599 | 0.9520 | 0.8339 | 0.9365 | +| 0.0757 | 31.11 | 4480 | 0.2867 | 0.7500 | 0.6882 | 0.7177 | 0.5597 | 0.9521 | 0.8329 | 0.9367 | +| 0.0492 | 31.18 | 4490 | 0.2863 | 0.7527 | 0.6863 | 0.7180 | 0.5600 | 0.9523 | 0.8322 | 0.9370 | +| 0.0454 | 31.25 | 4500 | 0.2863 | 0.7518 | 0.6867 | 0.7178 | 0.5598 | 0.9522 | 0.8323 | 0.9369 | +| 0.0597 | 31.32 | 4510 | 0.2865 | 0.7518 | 0.6867 | 0.7178 | 0.5598 | 0.9522 | 0.8323 | 0.9368 | +| 0.0611 | 31.39 | 4520 | 0.2866 | 0.7525 | 0.6859 | 0.7177 | 0.5597 | 0.9522 | 0.8320 | 0.9369 | +| 0.0557 | 31.46 | 4530 | 0.2867 | 0.7509 | 0.6876 | 0.7179 | 0.5599 | 0.9522 | 0.8327 | 0.9368 | +| 0.058 | 31.53 | 4540 | 0.2866 | 0.7490 | 0.6892 | 0.7178 | 0.5599 | 0.9521 | 0.8334 | 0.9366 | +| 0.0697 | 31.6 | 4550 | 0.2866 | 0.7494 | 0.6889 | 0.7179 | 0.5600 | 0.9521 | 0.8333 | 0.9366 | +| 0.0583 | 31.67 | 4560 | 0.2865 | 0.7501 | 0.6887 | 0.7181 | 0.5602 | 0.9522 | 0.8332 | 0.9367 | +| 0.0619 | 31.74 | 4570 | 0.2863 | 0.7501 | 0.6887 | 0.7181 | 0.5602 | 0.9522 | 0.8332 | 0.9367 | +| 0.0507 | 31.81 | 4580 | 0.2862 | 0.7511 | 0.6879 | 0.7181 | 0.5602 | 0.9522 | 0.8329 | 0.9368 | +| 0.0519 | 31.88 | 4590 | 0.2860 | 0.7511 | 0.6879 | 0.7181 | 0.5602 | 0.9522 | 0.8329 | 0.9367 | +| 0.0536 | 31.94 | 4600 | 0.2859 | 0.7510 | 0.6880 | 0.7181 | 0.5602 | 0.9522 | 0.8329 | 0.9367 | +| 0.0666 | 32.01 | 4610 | 0.2860 | 0.7512 | 0.6868 | 0.7176 | 0.5596 | 0.9522 | 0.8324 | 0.9367 | +| 0.0613 | 32.08 | 4620 | 0.2861 | 0.7512 | 0.6870 | 0.7176 | 0.5596 | 0.9522 | 0.8324 | 0.9367 | +| 0.0412 | 32.15 | 4630 | 0.2863 | 0.7507 | 0.6878 | 0.7179 | 0.5599 | 0.9522 | 0.8328 | 0.9368 | +| 0.0582 | 32.22 | 4640 | 0.2864 | 0.7507 | 0.6880 | 0.7180 | 0.5600 | 0.9522 | 0.8329 | 0.9367 | +| 0.0603 | 32.29 | 4650 | 0.2864 | 0.7502 | 0.6883 | 0.7179 | 0.5600 | 0.9521 | 0.8330 | 0.9367 | +| 0.0537 | 32.36 | 4660 | 0.2864 | 0.7509 | 0.6883 | 0.7182 | 0.5603 | 0.9522 | 0.8331 | 0.9368 | +| 0.0546 | 32.43 | 4670 | 0.2864 | 0.7510 | 0.6882 | 0.7182 | 0.5603 | 0.9522 | 0.8330 | 0.9368 | +| 0.054 | 32.5 | 4680 | 0.2864 | 0.7510 | 0.6891 | 0.7187 | 0.5609 | 0.9523 | 0.8334 | 0.9368 | +| 0.0611 | 32.57 | 4690 | 0.2864 | 0.7500 | 0.6888 | 0.7181 | 0.5602 | 0.9522 | 0.8333 | 0.9366 | +| 0.0546 | 32.64 | 4700 | 0.2864 | 0.7490 | 0.6895 | 0.7180 | 0.5601 | 0.9521 | 0.8335 | 0.9366 | +| 0.0599 | 32.71 | 4710 | 0.2865 | 0.7482 | 0.6901 | 0.7180 | 0.5601 | 0.9520 | 0.8338 | 0.9365 | +| 0.041 | 32.78 | 4720 | 0.2866 | 0.7480 | 0.6901 | 0.7179 | 0.5600 | 0.9520 | 0.8338 | 0.9365 | +| 0.0646 | 32.85 | 4730 | 0.2865 | 0.7491 | 0.6899 | 0.7183 | 0.5604 | 0.9521 | 0.8337 | 0.9366 | +| 0.0553 | 32.92 | 4740 | 0.2865 | 0.7494 | 0.6893 | 0.7181 | 0.5602 | 0.9521 | 0.8335 | 0.9366 | +| 0.0572 | 32.99 | 4750 | 0.2866 | 0.7501 | 0.6892 | 0.7184 | 0.5605 | 0.9522 | 0.8335 | 0.9367 | +| 0.0577 | 33.06 | 4760 | 0.2867 | 0.7499 | 0.6892 | 0.7183 | 0.5604 | 0.9522 | 0.8335 | 0.9367 | +| 0.0499 | 33.12 | 4770 | 0.2867 | 0.7499 | 0.6892 | 0.7183 | 0.5604 | 0.9522 | 0.8335 | 0.9367 | +| 0.0581 | 33.19 | 4780 | 0.2867 | 0.7499 | 0.6889 | 0.7181 | 0.5602 | 0.9521 | 0.8333 | 0.9367 | +| 0.0614 | 33.26 | 4790 | 0.2867 | 0.7503 | 0.6888 | 0.7182 | 0.5603 | 0.9522 | 0.8333 | 0.9367 | +| 0.0591 | 33.33 | 4800 | 0.2866 | 0.7504 | 0.6887 | 0.7182 | 0.5603 | 0.9522 | 0.8332 | 0.9367 | +| 0.0514 | 33.4 | 4810 | 0.2866 | 0.7504 | 0.6888 | 0.7183 | 0.5604 | 0.9522 | 0.8333 | 0.9367 | +| 0.0619 | 33.47 | 4820 | 0.2866 | 0.7501 | 0.6888 | 0.7182 | 0.5603 | 0.9522 | 0.8333 | 0.9367 | +| 0.0534 | 33.54 | 4830 | 0.2866 | 0.7503 | 0.6887 | 0.7182 | 0.5603 | 0.9522 | 0.8332 | 0.9367 | +| 0.0572 | 33.61 | 4840 | 0.2866 | 0.7504 | 0.6887 | 0.7182 | 0.5603 | 0.9522 | 0.8332 | 0.9367 | +| 0.0587 | 33.68 | 4850 | 0.2866 | 0.7504 | 0.6882 | 0.7179 | 0.5600 | 0.9522 | 0.8330 | 0.9367 | +| 0.0474 | 33.75 | 4860 | 0.2866 | 0.7504 | 0.6880 | 0.7178 | 0.5599 | 0.9521 | 0.8329 | 0.9367 | +| 0.0671 | 33.82 | 4870 | 0.2866 | 0.7505 | 0.6880 | 0.7179 | 0.5599 | 0.9522 | 0.8329 | 0.9367 | +| 0.0506 | 33.89 | 4880 | 0.2866 | 0.7504 | 0.6880 | 0.7178 | 0.5599 | 0.9521 | 0.8329 | 0.9367 | +| 0.0514 | 33.96 | 4890 | 0.2866 | 0.7504 | 0.6880 | 0.7178 | 0.5599 | 0.9521 | 0.8329 | 0.9367 | +| 0.0525 | 34.03 | 4900 | 0.2866 | 0.7505 | 0.6880 | 0.7179 | 0.5599 | 0.9522 | 0.8329 | 0.9367 | +| 0.046 | 34.1 | 4910 | 0.2866 | 0.7505 | 0.6880 | 0.7179 | 0.5599 | 0.9522 | 0.8329 | 0.9367 | +| 0.0585 | 34.17 | 4920 | 0.2866 | 0.7504 | 0.6880 | 0.7178 | 0.5599 | 0.9521 | 0.8329 | 0.9367 | +| 0.0558 | 34.24 | 4930 | 0.2866 | 0.7503 | 0.6880 | 0.7178 | 0.5598 | 0.9521 | 0.8329 | 0.9367 | +| 0.0596 | 34.31 | 4940 | 0.2866 | 0.7503 | 0.6880 | 0.7178 | 0.5598 | 0.9521 | 0.8329 | 0.9367 | +| 0.0569 | 34.38 | 4950 | 0.2866 | 0.7503 | 0.6882 | 0.7179 | 0.5599 | 0.9521 | 0.8330 | 0.9367 | +| 0.0609 | 34.44 | 4960 | 0.2866 | 0.7503 | 0.6880 | 0.7178 | 0.5598 | 0.9521 | 0.8329 | 0.9367 | +| 0.0593 | 34.51 | 4970 | 0.2866 | 0.7503 | 0.6880 | 0.7178 | 0.5598 | 0.9521 | 0.8329 | 0.9367 | +| 0.0628 | 34.58 | 4980 | 0.2866 | 0.7503 | 0.6880 | 0.7178 | 0.5598 | 0.9521 | 0.8329 | 0.9367 | +| 0.0595 | 34.65 | 4990 | 0.2866 | 0.7503 | 0.6880 | 0.7178 | 0.5598 | 0.9521 | 0.8329 | 0.9367 | +| 0.0622 | 34.72 | 5000 | 0.2866 | 0.7503 | 0.6880 | 0.7178 | 0.5598 | 0.9521 | 0.8329 | 0.9367 | ### Framework versions