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: 0.7299368800721371 + value: 0.7602950215119852 - name: Recall type: recall - value: 0.6415268788799366 + value: 0.6535464271562541 - name: F1 type: f1 - value: 0.6828822495606327 + value: 0.702890830314653 - name: Accuracy type: accuracy - value: 0.9472823101824259 + value: 0.9511154740618682 --- 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: 0.4259 -- Precision: 0.7299 -- Recall: 0.6415 -- F1: 0.6829 -- Iou: 0.5185 -- Accuracy: 0.9473 -- Balanced Accuracy: 0.8092 -- Overall Accuracy: 0.9325 +- Loss: 0.3200 +- Precision: 0.7603 +- Recall: 0.6535 +- F1: 0.7029 +- Iou: 0.5419 +- Accuracy: 0.9511 +- Balanced Accuracy: 0.8168 +- Overall Accuracy: 0.9361 ## Model description @@ -71,7 +71,7 @@ More information needed The following hyperparameters were used during training: - learning_rate: 0.0001 -- train_batch_size: 1024 +- train_batch_size: 128 - eval_batch_size: 128 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 @@ -80,508 +80,508 @@ The following hyperparameters were used during training: ### Training results -| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Iou | Accuracy | Balanced Accuracy | Overall Accuracy | -|:-------------:|:------:|:----:|:---------------:|:---------:|:------:|:------:|:------:|:--------:|:-----------------:|:----------------:| -| 1.4755 | 1.11 | 10 | 1.3930 | 0.0135 | 0.0001 | 0.0003 | 0.0001 | 0.9107 | 0.4996 | 0.9107 | -| 0.9021 | 2.22 | 20 | 0.8560 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.6469 | 3.33 | 30 | 0.6230 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.5534 | 4.44 | 40 | 0.5363 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.5055 | 5.56 | 50 | 0.4950 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.4733 | 6.67 | 60 | 0.4665 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.4474 | 7.78 | 70 | 0.4434 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.4264 | 8.89 | 80 | 0.4241 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.4086 | 10.0 | 90 | 0.4039 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.3837 | 11.11 | 100 | 0.3765 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | -| 0.3574 | 12.22 | 110 | 0.3490 | 0.4286 | 0.0004 | 0.0008 | 0.0004 | 0.9115 | 0.5002 | 0.9115 | -| 0.3405 | 13.33 | 120 | 0.3326 | 0.5643 | 0.0238 | 0.0456 | 0.0233 | 0.9120 | 0.5110 | 0.9115 | -| 0.3287 | 14.44 | 130 | 0.3218 | 0.6016 | 0.1001 | 0.1717 | 0.0939 | 0.9145 | 0.5468 | 0.9132 | -| 0.3138 | 15.56 | 140 | 0.3153 | 0.5943 | 0.1778 | 0.2737 | 0.1585 | 0.9165 | 0.5830 | 0.9140 | -| 0.3039 | 16.67 | 150 | 0.3089 | 0.6106 | 0.2440 | 0.3486 | 0.2111 | 0.9193 | 0.6144 | 0.9156 | -| 0.2993 | 17.78 | 160 | 0.3031 | 0.6472 | 0.2762 | 0.3872 | 0.2400 | 0.9226 | 0.6308 | 0.9170 | -| 0.2839 | 18.89 | 170 | 0.2982 | 0.6477 | 0.3067 | 0.4163 | 0.2628 | 0.9239 | 0.6453 | 0.9167 | -| 0.2799 | 20.0 | 180 | 0.2929 | 0.6558 | 0.3050 | 0.4163 | 0.2629 | 0.9243 | 0.6447 | 0.9175 | -| 0.27 | 21.11 | 190 | 0.2890 | 0.6379 | 0.3672 | 0.4661 | 0.3039 | 0.9256 | 0.6735 | 0.9169 | -| 0.2602 | 22.22 | 200 | 0.2839 | 0.6479 | 0.3585 | 0.4616 | 0.3000 | 0.9260 | 0.6698 | 0.9176 | -| 0.2534 | 23.33 | 210 | 0.2799 | 0.6366 | 0.3739 | 0.4711 | 0.3082 | 0.9257 | 0.6766 | 0.9173 | -| 0.244 | 24.44 | 220 | 0.2770 | 0.6255 | 0.4079 | 0.4938 | 0.3278 | 0.9260 | 0.6921 | 0.9170 | -| 0.2404 | 25.56 | 230 | 0.2728 | 0.6449 | 0.3931 | 0.4884 | 0.3231 | 0.9271 | 0.6860 | 0.9184 | -| 0.2359 | 26.67 | 240 | 0.2713 | 0.6314 | 0.4595 | 0.5319 | 0.3623 | 0.9284 | 0.7167 | 0.9176 | -| 0.2298 | 27.78 | 250 | 0.2678 | 0.6490 | 0.4596 | 0.5382 | 0.3681 | 0.9302 | 0.7178 | 0.9193 | -| 0.2275 | 28.89 | 260 | 0.2666 | 0.6544 | 0.4750 | 0.5504 | 0.3797 | 0.9314 | 0.7253 | 0.9203 | -| 0.2157 | 30.0 | 270 | 0.2654 | 0.6539 | 0.5125 | 0.5746 | 0.4031 | 0.9329 | 0.7431 | 0.9215 | -| 0.2133 | 31.11 | 280 | 0.2641 | 0.6560 | 0.5261 | 0.5839 | 0.4123 | 0.9337 | 0.7497 | 0.9219 | -| 0.2028 | 32.22 | 290 | 0.2626 | 0.6684 | 0.5194 | 0.5845 | 0.4129 | 0.9347 | 0.7472 | 0.9232 | -| 0.199 | 33.33 | 300 | 0.2614 | 0.6674 | 0.5216 | 0.5856 | 0.4140 | 0.9347 | 0.7482 | 0.9232 | -| 0.1915 | 34.44 | 310 | 0.2621 | 0.6536 | 0.5496 | 0.5971 | 0.4256 | 0.9344 | 0.7607 | 0.9225 | -| 0.1866 | 35.56 | 320 | 0.2592 | 0.6683 | 0.5357 | 0.5947 | 0.4232 | 0.9354 | 0.7550 | 0.9238 | -| 0.1806 | 36.67 | 330 | 0.2593 | 0.6663 | 0.5401 | 0.5966 | 0.4251 | 0.9354 | 0.7569 | 0.9237 | -| 0.174 | 37.78 | 340 | 0.2575 | 0.6726 | 0.5386 | 0.5982 | 0.4267 | 0.9360 | 0.7566 | 0.9243 | -| 0.1716 | 38.89 | 350 | 0.2565 | 0.6758 | 0.5522 | 0.6078 | 0.4366 | 0.9369 | 0.7633 | 0.9251 | -| 0.1662 | 40.0 | 360 | 0.2558 | 0.6727 | 0.5621 | 0.6125 | 0.4414 | 0.9371 | 0.7678 | 0.9250 | -| 0.1583 | 41.11 | 370 | 0.2529 | 0.6823 | 0.5714 | 0.6220 | 0.4513 | 0.9385 | 0.7728 | 0.9264 | -| 0.1562 | 42.22 | 380 | 0.2498 | 0.6945 | 0.5826 | 0.6337 | 0.4638 | 0.9404 | 0.7789 | 0.9280 | -| 0.1541 | 43.33 | 390 | 0.2493 | 0.6909 | 0.6071 | 0.6463 | 0.4774 | 0.9412 | 0.7903 | 0.9282 | -| 0.1514 | 44.44 | 400 | 0.2482 | 0.7028 | 0.6102 | 0.6532 | 0.4850 | 0.9427 | 0.7926 | 0.9294 | -| 0.1466 | 45.56 | 410 | 0.2469 | 0.7050 | 0.6183 | 0.6588 | 0.4912 | 0.9433 | 0.7966 | 0.9298 | -| 0.1414 | 46.67 | 420 | 0.2489 | 0.6936 | 0.6348 | 0.6629 | 0.4958 | 0.9429 | 0.8038 | 0.9289 | -| 0.1373 | 47.78 | 430 | 0.2487 | 0.6974 | 0.6347 | 0.6645 | 0.4976 | 0.9433 | 0.8040 | 0.9293 | -| 0.1361 | 48.89 | 440 | 0.2487 | 0.7036 | 0.6390 | 0.6698 | 0.5035 | 0.9442 | 0.8064 | 0.9301 | -| 0.1295 | 50.0 | 450 | 0.2485 | 0.7086 | 0.6414 | 0.6733 | 0.5075 | 0.9449 | 0.8079 | 0.9306 | -| 0.1278 | 51.11 | 460 | 0.2497 | 0.7061 | 0.6483 | 0.6759 | 0.5105 | 0.9450 | 0.8110 | 0.9305 | -| 0.1241 | 52.22 | 470 | 0.2490 | 0.7138 | 0.6451 | 0.6777 | 0.5125 | 0.9457 | 0.8100 | 0.9313 | -| 0.1283 | 53.33 | 480 | 0.2518 | 0.6980 | 0.6602 | 0.6786 | 0.5135 | 0.9447 | 0.8162 | 0.9298 | -| 0.1229 | 54.44 | 490 | 0.2506 | 0.7224 | 0.6402 | 0.6788 | 0.5138 | 0.9464 | 0.8082 | 0.9321 | -| 0.1161 | 55.56 | 500 | 0.2531 | 0.7149 | 0.6525 | 0.6823 | 0.5178 | 0.9462 | 0.8136 | 0.9316 | -| 0.1187 | 56.67 | 510 | 0.2533 | 0.7045 | 0.6621 | 0.6826 | 0.5182 | 0.9455 | 0.8176 | 0.9307 | -| 0.1146 | 57.78 | 520 | 0.2541 | 0.7179 | 0.6532 | 0.6840 | 0.5198 | 0.9466 | 0.8141 | 0.9318 | -| 0.1132 | 58.89 | 530 | 0.2553 | 0.7122 | 0.6620 | 0.6862 | 0.5223 | 0.9464 | 0.8180 | 0.9315 | -| 0.1091 | 60.0 | 540 | 0.2559 | 0.7163 | 0.6586 | 0.6862 | 0.5223 | 0.9467 | 0.8166 | 0.9317 | -| 0.1088 | 61.11 | 550 | 0.2574 | 0.7181 | 0.6603 | 0.6880 | 0.5244 | 0.9470 | 0.8176 | 0.9319 | -| 0.104 | 62.22 | 560 | 0.2584 | 0.7150 | 0.6666 | 0.6900 | 0.5267 | 0.9470 | 0.8204 | 0.9319 | -| 0.1011 | 63.33 | 570 | 0.2585 | 0.7217 | 0.6616 | 0.6903 | 0.5271 | 0.9475 | 0.8184 | 0.9324 | -| 0.1026 | 64.44 | 580 | 0.2601 | 0.7205 | 0.6624 | 0.6902 | 0.5270 | 0.9474 | 0.8187 | 0.9324 | -| 0.0989 | 65.56 | 590 | 0.2599 | 0.7231 | 0.6615 | 0.6909 | 0.5278 | 0.9476 | 0.8184 | 0.9326 | -| 0.099 | 66.67 | 600 | 0.2619 | 0.7173 | 0.6714 | 0.6936 | 0.5309 | 0.9475 | 0.8228 | 0.9322 | -| 0.0983 | 67.78 | 610 | 0.2635 | 0.7123 | 0.6744 | 0.6929 | 0.5301 | 0.9471 | 0.8240 | 0.9317 | -| 0.0959 | 68.89 | 620 | 0.2663 | 0.7140 | 0.6767 | 0.6948 | 0.5324 | 0.9474 | 0.8252 | 0.9320 | -| 0.093 | 70.0 | 630 | 0.2653 | 0.7222 | 0.6657 | 0.6928 | 0.5300 | 0.9478 | 0.8204 | 0.9326 | -| 0.093 | 71.11 | 640 | 0.2668 | 0.7255 | 0.6645 | 0.6936 | 0.5310 | 0.9481 | 0.8200 | 0.9330 | -| 0.0917 | 72.22 | 650 | 0.2686 | 0.7261 | 0.6640 | 0.6937 | 0.5310 | 0.9481 | 0.8198 | 0.9330 | -| 0.0914 | 73.33 | 660 | 0.2697 | 0.7252 | 0.6666 | 0.6947 | 0.5322 | 0.9482 | 0.8211 | 0.9330 | -| 0.0918 | 74.44 | 670 | 0.2703 | 0.7194 | 0.6730 | 0.6954 | 0.5331 | 0.9478 | 0.8237 | 0.9327 | -| 0.0894 | 75.56 | 680 | 0.2712 | 0.7287 | 0.6644 | 0.6950 | 0.5326 | 0.9484 | 0.8202 | 0.9331 | -| 0.0875 | 76.67 | 690 | 0.2733 | 0.7203 | 0.6745 | 0.6967 | 0.5345 | 0.9480 | 0.8246 | 0.9327 | -| 0.0896 | 77.78 | 700 | 0.2747 | 0.7201 | 0.6745 | 0.6966 | 0.5344 | 0.9480 | 0.8245 | 0.9327 | -| 0.0844 | 78.89 | 710 | 0.2746 | 0.7278 | 0.6686 | 0.6970 | 0.5349 | 0.9486 | 0.8222 | 0.9334 | -| 0.0843 | 80.0 | 720 | 0.2760 | 0.7228 | 0.6747 | 0.6979 | 0.5360 | 0.9483 | 0.8248 | 0.9329 | -| 0.0849 | 81.11 | 730 | 0.2772 | 0.7215 | 0.6734 | 0.6966 | 0.5344 | 0.9481 | 0.8241 | 0.9326 | -| 0.0814 | 82.22 | 740 | 0.2798 | 0.7192 | 0.6769 | 0.6974 | 0.5354 | 0.9480 | 0.8256 | 0.9326 | -| 0.0791 | 83.33 | 750 | 0.2802 | 0.7249 | 0.6707 | 0.6968 | 0.5346 | 0.9483 | 0.8230 | 0.9330 | -| 0.0812 | 84.44 | 760 | 0.2797 | 0.7226 | 0.6756 | 0.6983 | 0.5364 | 0.9483 | 0.8252 | 0.9329 | -| 0.0786 | 85.56 | 770 | 0.2827 | 0.7253 | 0.6738 | 0.6986 | 0.5368 | 0.9486 | 0.8245 | 0.9332 | -| 0.0783 | 86.67 | 780 | 0.2839 | 0.7235 | 0.6760 | 0.6989 | 0.5372 | 0.9485 | 0.8255 | 0.9330 | -| 0.0742 | 87.78 | 790 | 0.2834 | 0.7270 | 0.6723 | 0.6986 | 0.5368 | 0.9487 | 0.8239 | 0.9334 | -| 0.0765 | 88.89 | 800 | 0.2866 | 0.7187 | 0.6792 | 0.6984 | 0.5365 | 0.9481 | 0.8267 | 0.9325 | -| 0.0772 | 90.0 | 810 | 0.2870 | 0.7185 | 0.6805 | 0.6990 | 0.5373 | 0.9481 | 0.8273 | 0.9326 | -| 0.075 | 91.11 | 820 | 0.2883 | 0.7171 | 0.6817 | 0.6989 | 0.5372 | 0.9480 | 0.8278 | 0.9325 | -| 0.0732 | 92.22 | 830 | 0.2886 | 0.7188 | 0.6812 | 0.6995 | 0.5379 | 0.9482 | 0.8276 | 0.9326 | -| 0.0702 | 93.33 | 840 | 0.2910 | 0.7188 | 0.6810 | 0.6994 | 0.5378 | 0.9482 | 0.8276 | 0.9325 | -| 0.0728 | 94.44 | 850 | 0.2905 | 0.7254 | 0.6755 | 0.6995 | 0.5379 | 0.9487 | 0.8253 | 0.9331 | -| 0.0701 | 95.56 | 860 | 0.2914 | 0.7254 | 0.6753 | 0.6995 | 0.5378 | 0.9486 | 0.8253 | 0.9331 | -| 0.0686 | 96.67 | 870 | 0.2932 | 0.7256 | 0.6738 | 0.6987 | 0.5369 | 0.9486 | 0.8245 | 0.9330 | -| 0.0681 | 97.78 | 880 | 0.2928 | 0.7237 | 0.6764 | 0.6993 | 0.5376 | 0.9485 | 0.8257 | 0.9329 | -| 0.0695 | 98.89 | 890 | 0.2944 | 0.7232 | 0.6780 | 0.6998 | 0.5383 | 0.9485 | 0.8264 | 0.9330 | -| 0.067 | 100.0 | 900 | 0.2966 | 0.7212 | 0.6759 | 0.6978 | 0.5359 | 0.9482 | 0.8253 | 0.9327 | -| 0.0663 | 101.11 | 910 | 0.2969 | 0.7270 | 0.6732 | 0.6991 | 0.5374 | 0.9487 | 0.8243 | 0.9332 | -| 0.0669 | 102.22 | 920 | 0.2979 | 0.7257 | 0.6756 | 0.6998 | 0.5382 | 0.9487 | 0.8254 | 0.9332 | -| 0.0658 | 103.33 | 930 | 0.2996 | 0.7221 | 0.6777 | 0.6992 | 0.5375 | 0.9484 | 0.8262 | 0.9327 | -| 0.0686 | 104.44 | 940 | 0.3017 | 0.7198 | 0.6818 | 0.7003 | 0.5388 | 0.9484 | 0.8280 | 0.9327 | -| 0.0649 | 105.56 | 950 | 0.3015 | 0.7221 | 0.6794 | 0.7001 | 0.5386 | 0.9485 | 0.8270 | 0.9328 | -| 0.0634 | 106.67 | 960 | 0.3017 | 0.7205 | 0.6778 | 0.6985 | 0.5367 | 0.9482 | 0.8262 | 0.9326 | -| 0.0657 | 107.78 | 970 | 0.3022 | 0.7230 | 0.6753 | 0.6984 | 0.5365 | 0.9484 | 0.8251 | 0.9329 | -| 0.0649 | 108.89 | 980 | 0.3037 | 0.7262 | 0.6730 | 0.6986 | 0.5368 | 0.9486 | 0.8242 | 0.9330 | -| 0.0639 | 110.0 | 990 | 0.3051 | 0.7208 | 0.6769 | 0.6982 | 0.5363 | 0.9482 | 0.8257 | 0.9325 | -| 0.0628 | 111.11 | 1000 | 0.3061 | 0.7209 | 0.6798 | 0.6997 | 0.5382 | 0.9484 | 0.8271 | 0.9326 | -| 0.0611 | 112.22 | 1010 | 0.3065 | 0.7242 | 0.6782 | 0.7005 | 0.5390 | 0.9487 | 0.8266 | 0.9330 | -| 0.0598 | 113.33 | 1020 | 0.3070 | 0.7222 | 0.6759 | 0.6983 | 0.5364 | 0.9483 | 0.8253 | 0.9327 | -| 0.0621 | 114.44 | 1030 | 0.3096 | 0.7168 | 0.6805 | 0.6982 | 0.5363 | 0.9479 | 0.8272 | 0.9322 | -| 0.0627 | 115.56 | 1040 | 0.3095 | 0.7217 | 0.6792 | 0.6998 | 0.5382 | 0.9484 | 0.8269 | 0.9328 | -| 0.0608 | 116.67 | 1050 | 0.3104 | 0.7215 | 0.6786 | 0.6994 | 0.5378 | 0.9484 | 0.8266 | 0.9327 | -| 0.0607 | 117.78 | 1060 | 0.3106 | 0.7245 | 0.6752 | 0.6990 | 0.5373 | 0.9485 | 0.8251 | 0.9330 | -| 0.0615 | 118.89 | 1070 | 0.3122 | 0.7211 | 0.6761 | 0.6979 | 0.5360 | 0.9482 | 0.8254 | 0.9326 | -| 0.0604 | 120.0 | 1080 | 0.3139 | 0.7224 | 0.6763 | 0.6986 | 0.5368 | 0.9484 | 0.8255 | 0.9327 | -| 0.058 | 121.11 | 1090 | 0.3135 | 0.7238 | 0.6727 | 0.6973 | 0.5353 | 0.9483 | 0.8239 | 0.9328 | -| 0.0588 | 122.22 | 1100 | 0.3143 | 0.7249 | 0.6703 | 0.6965 | 0.5344 | 0.9483 | 0.8228 | 0.9328 | -| 0.0589 | 123.33 | 1110 | 0.3147 | 0.7209 | 0.6764 | 0.6979 | 0.5360 | 0.9482 | 0.8255 | 0.9326 | -| 0.0563 | 124.44 | 1120 | 0.3165 | 0.7218 | 0.6776 | 0.6990 | 0.5373 | 0.9484 | 0.8261 | 0.9327 | -| 0.0577 | 125.56 | 1130 | 0.3161 | 0.7229 | 0.6784 | 0.6999 | 0.5384 | 0.9485 | 0.8266 | 0.9328 | -| 0.0545 | 126.67 | 1140 | 0.3189 | 0.7220 | 0.6776 | 0.6991 | 0.5374 | 0.9484 | 0.8261 | 0.9327 | -| 0.056 | 127.78 | 1150 | 0.3187 | 0.7233 | 0.6768 | 0.6993 | 0.5376 | 0.9485 | 0.8258 | 0.9328 | -| 0.0577 | 128.89 | 1160 | 0.3192 | 0.7201 | 0.6769 | 0.6978 | 0.5359 | 0.9481 | 0.8257 | 0.9326 | -| 0.0573 | 130.0 | 1170 | 0.3201 | 0.7248 | 0.6730 | 0.6979 | 0.5360 | 0.9485 | 0.8241 | 0.9330 | -| 0.0565 | 131.11 | 1180 | 0.3204 | 0.7270 | 0.6691 | 0.6969 | 0.5348 | 0.9485 | 0.8224 | 0.9330 | -| 0.0536 | 132.22 | 1190 | 0.3231 | 0.7224 | 0.6763 | 0.6986 | 0.5368 | 0.9484 | 0.8255 | 0.9328 | -| 0.0525 | 133.33 | 1200 | 0.3238 | 0.7233 | 0.6745 | 0.6981 | 0.5362 | 0.9484 | 0.8247 | 0.9328 | -| 0.0528 | 134.44 | 1210 | 0.3237 | 0.7249 | 0.6714 | 0.6971 | 0.5351 | 0.9484 | 0.8233 | 0.9329 | -| 0.0528 | 135.56 | 1220 | 0.3251 | 0.7260 | 0.6702 | 0.6970 | 0.5349 | 0.9484 | 0.8228 | 0.9330 | -| 0.0527 | 136.67 | 1230 | 0.3253 | 0.7213 | 0.6767 | 0.6983 | 0.5364 | 0.9483 | 0.8256 | 0.9326 | -| 0.0498 | 137.78 | 1240 | 0.3265 | 0.7181 | 0.6780 | 0.6975 | 0.5355 | 0.9480 | 0.8261 | 0.9323 | -| 0.054 | 138.89 | 1250 | 0.3269 | 0.7204 | 0.6759 | 0.6974 | 0.5354 | 0.9481 | 0.8252 | 0.9324 | -| 0.0515 | 140.0 | 1260 | 0.3280 | 0.7223 | 0.6730 | 0.6968 | 0.5346 | 0.9482 | 0.8239 | 0.9326 | -| 0.0514 | 141.11 | 1270 | 0.3284 | 0.7249 | 0.6703 | 0.6965 | 0.5344 | 0.9483 | 0.8228 | 0.9328 | -| 0.0513 | 142.22 | 1280 | 0.3301 | 0.7235 | 0.6674 | 0.6943 | 0.5318 | 0.9480 | 0.8213 | 0.9326 | -| 0.0489 | 143.33 | 1290 | 0.3288 | 0.7230 | 0.6711 | 0.6961 | 0.5338 | 0.9481 | 0.8231 | 0.9328 | -| 0.0487 | 144.44 | 1300 | 0.3308 | 0.7200 | 0.6768 | 0.6977 | 0.5358 | 0.9481 | 0.8256 | 0.9325 | -| 0.0516 | 145.56 | 1310 | 0.3331 | 0.7194 | 0.6740 | 0.6960 | 0.5337 | 0.9479 | 0.8243 | 0.9323 | -| 0.0511 | 146.67 | 1320 | 0.3335 | 0.7164 | 0.6772 | 0.6962 | 0.5340 | 0.9477 | 0.8256 | 0.9320 | -| 0.0493 | 147.78 | 1330 | 0.3332 | 0.7224 | 0.6723 | 0.6964 | 0.5343 | 0.9481 | 0.8236 | 0.9327 | -| 0.05 | 148.89 | 1340 | 0.3356 | 0.7158 | 0.6780 | 0.6964 | 0.5342 | 0.9477 | 0.8259 | 0.9320 | -| 0.0477 | 150.0 | 1350 | 0.3361 | 0.7200 | 0.6735 | 0.6960 | 0.5337 | 0.9479 | 0.8240 | 0.9323 | -| 0.046 | 151.11 | 1360 | 0.3355 | 0.7198 | 0.6706 | 0.6943 | 0.5318 | 0.9478 | 0.8226 | 0.9323 | -| 0.0468 | 152.22 | 1370 | 0.3357 | 0.7202 | 0.6734 | 0.6960 | 0.5337 | 0.9479 | 0.8240 | 0.9323 | -| 0.0515 | 153.33 | 1380 | 0.3368 | 0.7205 | 0.6716 | 0.6952 | 0.5328 | 0.9479 | 0.8232 | 0.9324 | -| 0.0455 | 154.44 | 1390 | 0.3383 | 0.7265 | 0.6631 | 0.6933 | 0.5306 | 0.9481 | 0.8194 | 0.9329 | -| 0.0462 | 155.56 | 1400 | 0.3378 | 0.7271 | 0.6623 | 0.6932 | 0.5304 | 0.9481 | 0.8191 | 0.9330 | -| 0.0452 | 156.67 | 1410 | 0.3369 | 0.7270 | 0.6652 | 0.6947 | 0.5322 | 0.9483 | 0.8205 | 0.9329 | -| 0.0451 | 157.78 | 1420 | 0.3402 | 0.7256 | 0.6649 | 0.6939 | 0.5313 | 0.9481 | 0.8202 | 0.9329 | -| 0.0462 | 158.89 | 1430 | 0.3404 | 0.7192 | 0.6734 | 0.6955 | 0.5332 | 0.9478 | 0.8239 | 0.9325 | -| 0.0464 | 160.0 | 1440 | 0.3404 | 0.7187 | 0.6695 | 0.6932 | 0.5305 | 0.9476 | 0.8220 | 0.9322 | -| 0.0453 | 161.11 | 1450 | 0.3410 | 0.7213 | 0.6690 | 0.6942 | 0.5316 | 0.9478 | 0.8220 | 0.9326 | -| 0.0461 | 162.22 | 1460 | 0.3413 | 0.7311 | 0.6594 | 0.6934 | 0.5307 | 0.9484 | 0.8179 | 0.9332 | -| 0.0447 | 163.33 | 1470 | 0.3428 | 0.7248 | 0.6627 | 0.6923 | 0.5294 | 0.9479 | 0.8191 | 0.9327 | -| 0.0444 | 164.44 | 1480 | 0.3452 | 0.7179 | 0.6753 | 0.6960 | 0.5337 | 0.9478 | 0.8248 | 0.9323 | -| 0.0441 | 165.56 | 1490 | 0.3437 | 0.7170 | 0.6751 | 0.6954 | 0.5331 | 0.9477 | 0.8246 | 0.9323 | -| 0.0415 | 166.67 | 1500 | 0.3448 | 0.7228 | 0.6662 | 0.6934 | 0.5307 | 0.9479 | 0.8207 | 0.9327 | -| 0.043 | 167.78 | 1510 | 0.3446 | 0.7269 | 0.6611 | 0.6924 | 0.5296 | 0.9480 | 0.8185 | 0.9330 | -| 0.0439 | 168.89 | 1520 | 0.3464 | 0.7192 | 0.6689 | 0.6931 | 0.5304 | 0.9476 | 0.8218 | 0.9324 | -| 0.044 | 170.0 | 1530 | 0.3477 | 0.7210 | 0.6683 | 0.6937 | 0.5310 | 0.9478 | 0.8216 | 0.9325 | -| 0.0451 | 171.11 | 1540 | 0.3484 | 0.7179 | 0.6695 | 0.6929 | 0.5301 | 0.9475 | 0.8220 | 0.9322 | -| 0.0432 | 172.22 | 1550 | 0.3492 | 0.7198 | 0.6653 | 0.6915 | 0.5284 | 0.9475 | 0.8201 | 0.9323 | -| 0.0434 | 173.33 | 1560 | 0.3490 | 0.7223 | 0.6665 | 0.6933 | 0.5305 | 0.9478 | 0.8208 | 0.9326 | -| 0.0429 | 174.44 | 1570 | 0.3500 | 0.7196 | 0.6690 | 0.6934 | 0.5306 | 0.9476 | 0.8218 | 0.9324 | -| 0.0408 | 175.56 | 1580 | 0.3512 | 0.7232 | 0.6662 | 0.6935 | 0.5308 | 0.9479 | 0.8207 | 0.9327 | -| 0.0407 | 176.67 | 1590 | 0.3511 | 0.7242 | 0.6636 | 0.6926 | 0.5297 | 0.9479 | 0.8195 | 0.9327 | -| 0.0391 | 177.78 | 1600 | 0.3496 | 0.7269 | 0.6636 | 0.6938 | 0.5311 | 0.9482 | 0.8197 | 0.9330 | -| 0.0409 | 178.89 | 1610 | 0.3520 | 0.7221 | 0.6664 | 0.6931 | 0.5303 | 0.9478 | 0.8207 | 0.9326 | -| 0.0407 | 180.0 | 1620 | 0.3525 | 0.7181 | 0.6736 | 0.6952 | 0.5327 | 0.9477 | 0.8240 | 0.9324 | -| 0.0403 | 181.11 | 1630 | 0.3550 | 0.7224 | 0.6653 | 0.6927 | 0.5298 | 0.9478 | 0.8202 | 0.9324 | -| 0.0384 | 182.22 | 1640 | 0.3538 | 0.7279 | 0.6596 | 0.6921 | 0.5291 | 0.9481 | 0.8178 | 0.9329 | -| 0.0387 | 183.33 | 1650 | 0.3536 | 0.7267 | 0.6625 | 0.6932 | 0.5304 | 0.9481 | 0.8192 | 0.9328 | -| 0.0401 | 184.44 | 1660 | 0.3539 | 0.7238 | 0.6650 | 0.6932 | 0.5304 | 0.9479 | 0.8202 | 0.9326 | -| 0.04 | 185.56 | 1670 | 0.3557 | 0.7258 | 0.6616 | 0.6922 | 0.5293 | 0.9479 | 0.8187 | 0.9327 | -| 0.0387 | 186.67 | 1680 | 0.3558 | 0.7254 | 0.6588 | 0.6905 | 0.5273 | 0.9477 | 0.8173 | 0.9325 | -| 0.0378 | 187.78 | 1690 | 0.3554 | 0.7254 | 0.6619 | 0.6922 | 0.5293 | 0.9479 | 0.8188 | 0.9326 | -| 0.0393 | 188.89 | 1700 | 0.3582 | 0.7221 | 0.6648 | 0.6922 | 0.5293 | 0.9477 | 0.8200 | 0.9323 | -| 0.0403 | 190.0 | 1710 | 0.3566 | 0.7297 | 0.6580 | 0.6920 | 0.5291 | 0.9482 | 0.8172 | 0.9329 | -| 0.0389 | 191.11 | 1720 | 0.3584 | 0.7291 | 0.6562 | 0.6907 | 0.5276 | 0.9480 | 0.8163 | 0.9328 | -| 0.036 | 192.22 | 1730 | 0.3588 | 0.7264 | 0.6646 | 0.6942 | 0.5316 | 0.9482 | 0.8202 | 0.9329 | -| 0.0379 | 193.33 | 1740 | 0.3600 | 0.7267 | 0.6631 | 0.6934 | 0.5307 | 0.9481 | 0.8194 | 0.9329 | -| 0.039 | 194.44 | 1750 | 0.3602 | 0.7235 | 0.6620 | 0.6914 | 0.5284 | 0.9477 | 0.8187 | 0.9325 | -| 0.0373 | 195.56 | 1760 | 0.3614 | 0.7200 | 0.6661 | 0.6920 | 0.5291 | 0.9475 | 0.8205 | 0.9322 | -| 0.0379 | 196.67 | 1770 | 0.3597 | 0.7265 | 0.6629 | 0.6933 | 0.5305 | 0.9481 | 0.8194 | 0.9329 | -| 0.0372 | 197.78 | 1780 | 0.3617 | 0.7302 | 0.6566 | 0.6914 | 0.5284 | 0.9481 | 0.8165 | 0.9331 | -| 0.0372 | 198.89 | 1790 | 0.3624 | 0.7264 | 0.6642 | 0.6939 | 0.5313 | 0.9482 | 0.8200 | 0.9328 | -| 0.0386 | 200.0 | 1800 | 0.3637 | 0.7241 | 0.6620 | 0.6916 | 0.5286 | 0.9478 | 0.8188 | 0.9325 | -| 0.036 | 201.11 | 1810 | 0.3634 | 0.7307 | 0.6595 | 0.6933 | 0.5305 | 0.9484 | 0.8179 | 0.9332 | -| 0.0374 | 202.22 | 1820 | 0.3655 | 0.7196 | 0.6662 | 0.6919 | 0.5289 | 0.9475 | 0.8205 | 0.9323 | -| 0.0365 | 203.33 | 1830 | 0.3658 | 0.7235 | 0.6632 | 0.6920 | 0.5291 | 0.9478 | 0.8193 | 0.9326 | -| 0.0358 | 204.44 | 1840 | 0.3649 | 0.7277 | 0.6613 | 0.6929 | 0.5301 | 0.9481 | 0.8187 | 0.9330 | -| 0.0363 | 205.56 | 1850 | 0.3663 | 0.7261 | 0.6596 | 0.6913 | 0.5282 | 0.9479 | 0.8177 | 0.9327 | -| 0.0375 | 206.67 | 1860 | 0.3657 | 0.7228 | 0.6650 | 0.6927 | 0.5299 | 0.9478 | 0.8201 | 0.9325 | -| 0.0359 | 207.78 | 1870 | 0.3669 | 0.7258 | 0.6605 | 0.6917 | 0.5286 | 0.9479 | 0.8182 | 0.9328 | -| 0.0348 | 208.89 | 1880 | 0.3676 | 0.7295 | 0.6591 | 0.6925 | 0.5297 | 0.9482 | 0.8177 | 0.9330 | -| 0.0384 | 210.0 | 1890 | 0.3668 | 0.7313 | 0.6561 | 0.6916 | 0.5286 | 0.9482 | 0.8163 | 0.9331 | -| 0.0341 | 211.11 | 1900 | 0.3699 | 0.7223 | 0.6632 | 0.6915 | 0.5285 | 0.9476 | 0.8192 | 0.9322 | -| 0.0353 | 212.22 | 1910 | 0.3693 | 0.7273 | 0.6580 | 0.6909 | 0.5278 | 0.9479 | 0.8170 | 0.9328 | -| 0.0358 | 213.33 | 1920 | 0.3693 | 0.7285 | 0.6571 | 0.6910 | 0.5279 | 0.9480 | 0.8167 | 0.9329 | -| 0.0342 | 214.44 | 1930 | 0.3703 | 0.7250 | 0.6572 | 0.6895 | 0.5261 | 0.9476 | 0.8165 | 0.9326 | -| 0.0358 | 215.56 | 1940 | 0.3690 | 0.7254 | 0.6611 | 0.6917 | 0.5287 | 0.9479 | 0.8184 | 0.9327 | -| 0.035 | 216.67 | 1950 | 0.3700 | 0.7264 | 0.6579 | 0.6905 | 0.5273 | 0.9478 | 0.8169 | 0.9327 | -| 0.0354 | 217.78 | 1960 | 0.3711 | 0.7199 | 0.6644 | 0.6910 | 0.5279 | 0.9474 | 0.8196 | 0.9321 | -| 0.0342 | 218.89 | 1970 | 0.3707 | 0.7276 | 0.6600 | 0.6922 | 0.5292 | 0.9481 | 0.8180 | 0.9330 | -| 0.0329 | 220.0 | 1980 | 0.3732 | 0.7212 | 0.6632 | 0.6910 | 0.5279 | 0.9475 | 0.8192 | 0.9323 | -| 0.0347 | 221.11 | 1990 | 0.3725 | 0.7279 | 0.6613 | 0.6930 | 0.5302 | 0.9482 | 0.8187 | 0.9330 | -| 0.035 | 222.22 | 2000 | 0.3737 | 0.7220 | 0.6640 | 0.6918 | 0.5288 | 0.9476 | 0.8196 | 0.9324 | -| 0.0354 | 223.33 | 2010 | 0.3750 | 0.7252 | 0.6584 | 0.6902 | 0.5270 | 0.9477 | 0.8171 | 0.9324 | -| 0.0355 | 224.44 | 2020 | 0.3746 | 0.7252 | 0.6617 | 0.6920 | 0.5291 | 0.9479 | 0.8187 | 0.9327 | -| 0.0328 | 225.56 | 2030 | 0.3753 | 0.7249 | 0.6599 | 0.6909 | 0.5277 | 0.9477 | 0.8178 | 0.9325 | -| 0.0346 | 226.67 | 2040 | 0.3745 | 0.7272 | 0.6620 | 0.6931 | 0.5303 | 0.9481 | 0.8189 | 0.9328 | -| 0.0325 | 227.78 | 2050 | 0.3758 | 0.7236 | 0.6637 | 0.6924 | 0.5295 | 0.9478 | 0.8196 | 0.9325 | -| 0.0316 | 228.89 | 2060 | 0.3759 | 0.7240 | 0.6657 | 0.6936 | 0.5310 | 0.9480 | 0.8205 | 0.9326 | -| 0.0341 | 230.0 | 2070 | 0.3766 | 0.7269 | 0.6578 | 0.6906 | 0.5274 | 0.9479 | 0.8169 | 0.9327 | -| 0.0337 | 231.11 | 2080 | 0.3765 | 0.7262 | 0.6615 | 0.6923 | 0.5294 | 0.9480 | 0.8186 | 0.9328 | -| 0.0324 | 232.22 | 2090 | 0.3777 | 0.7260 | 0.6590 | 0.6909 | 0.5277 | 0.9478 | 0.8174 | 0.9327 | -| 0.0336 | 233.33 | 2100 | 0.3778 | 0.7242 | 0.6633 | 0.6924 | 0.5295 | 0.9479 | 0.8194 | 0.9325 | -| 0.0334 | 234.44 | 2110 | 0.3789 | 0.7237 | 0.6642 | 0.6927 | 0.5299 | 0.9479 | 0.8198 | 0.9325 | -| 0.0332 | 235.56 | 2120 | 0.3776 | 0.7292 | 0.6580 | 0.6918 | 0.5288 | 0.9481 | 0.8172 | 0.9329 | -| 0.0331 | 236.67 | 2130 | 0.3774 | 0.7283 | 0.6580 | 0.6914 | 0.5283 | 0.9480 | 0.8171 | 0.9328 | -| 0.0318 | 237.78 | 2140 | 0.3785 | 0.7277 | 0.6582 | 0.6912 | 0.5281 | 0.9480 | 0.8171 | 0.9328 | -| 0.0305 | 238.89 | 2150 | 0.3793 | 0.7251 | 0.6617 | 0.6920 | 0.5290 | 0.9479 | 0.8187 | 0.9327 | -| 0.0307 | 240.0 | 2160 | 0.3797 | 0.7318 | 0.6545 | 0.6910 | 0.5279 | 0.9482 | 0.8156 | 0.9332 | -| 0.032 | 241.11 | 2170 | 0.3809 | 0.7251 | 0.6621 | 0.6922 | 0.5292 | 0.9479 | 0.8189 | 0.9326 | -| 0.0333 | 242.22 | 2180 | 0.3818 | 0.7276 | 0.6607 | 0.6925 | 0.5296 | 0.9481 | 0.8183 | 0.9328 | -| 0.0334 | 243.33 | 2190 | 0.3824 | 0.7255 | 0.6594 | 0.6908 | 0.5277 | 0.9478 | 0.8176 | 0.9325 | -| 0.0319 | 244.44 | 2200 | 0.3831 | 0.7297 | 0.6565 | 0.6911 | 0.5280 | 0.9481 | 0.8164 | 0.9329 | -| 0.0326 | 245.56 | 2210 | 0.3831 | 0.7287 | 0.6563 | 0.6906 | 0.5274 | 0.9480 | 0.8163 | 0.9328 | -| 0.032 | 246.67 | 2220 | 0.3837 | 0.7287 | 0.6572 | 0.6911 | 0.5280 | 0.9480 | 0.8167 | 0.9328 | -| 0.0307 | 247.78 | 2230 | 0.3834 | 0.7274 | 0.6605 | 0.6924 | 0.5295 | 0.9481 | 0.8183 | 0.9328 | -| 0.0325 | 248.89 | 2240 | 0.3840 | 0.7292 | 0.6576 | 0.6916 | 0.5286 | 0.9481 | 0.8170 | 0.9331 | -| 0.031 | 250.0 | 2250 | 0.3839 | 0.7280 | 0.6590 | 0.6918 | 0.5288 | 0.9480 | 0.8175 | 0.9328 | -| 0.0309 | 251.11 | 2260 | 0.3845 | 0.7263 | 0.6588 | 0.6909 | 0.5278 | 0.9478 | 0.8174 | 0.9326 | -| 0.0314 | 252.22 | 2270 | 0.3848 | 0.7283 | 0.6584 | 0.6916 | 0.5286 | 0.9480 | 0.8173 | 0.9328 | -| 0.0326 | 253.33 | 2280 | 0.3862 | 0.7250 | 0.6602 | 0.6910 | 0.5279 | 0.9478 | 0.8179 | 0.9324 | -| 0.0311 | 254.44 | 2290 | 0.3882 | 0.7288 | 0.6587 | 0.6920 | 0.5290 | 0.9481 | 0.8175 | 0.9328 | -| 0.0309 | 255.56 | 2300 | 0.3880 | 0.7281 | 0.6579 | 0.6912 | 0.5282 | 0.9480 | 0.8170 | 0.9328 | -| 0.0316 | 256.67 | 2310 | 0.3865 | 0.7286 | 0.6586 | 0.6918 | 0.5289 | 0.9481 | 0.8174 | 0.9329 | -| 0.0306 | 257.78 | 2320 | 0.3880 | 0.7227 | 0.6642 | 0.6922 | 0.5293 | 0.9477 | 0.8198 | 0.9324 | -| 0.0312 | 258.89 | 2330 | 0.3876 | 0.7311 | 0.6554 | 0.6912 | 0.5281 | 0.9482 | 0.8160 | 0.9330 | -| 0.0297 | 260.0 | 2340 | 0.3873 | 0.7267 | 0.6582 | 0.6907 | 0.5276 | 0.9479 | 0.8171 | 0.9329 | -| 0.0308 | 261.11 | 2350 | 0.3879 | 0.7277 | 0.6584 | 0.6914 | 0.5283 | 0.9480 | 0.8173 | 0.9330 | -| 0.0304 | 262.22 | 2360 | 0.3893 | 0.7289 | 0.6559 | 0.6905 | 0.5273 | 0.9480 | 0.8161 | 0.9330 | -| 0.0309 | 263.33 | 2370 | 0.3895 | 0.7285 | 0.6561 | 0.6904 | 0.5272 | 0.9479 | 0.8162 | 0.9328 | -| 0.0295 | 264.44 | 2380 | 0.3885 | 0.7277 | 0.6554 | 0.6896 | 0.5263 | 0.9478 | 0.8158 | 0.9328 | -| 0.0307 | 265.56 | 2390 | 0.3900 | 0.7267 | 0.6587 | 0.6910 | 0.5279 | 0.9479 | 0.8173 | 0.9329 | -| 0.0289 | 266.67 | 2400 | 0.3897 | 0.7287 | 0.6578 | 0.6914 | 0.5284 | 0.9481 | 0.8170 | 0.9329 | -| 0.0295 | 267.78 | 2410 | 0.3920 | 0.7278 | 0.6566 | 0.6904 | 0.5271 | 0.9479 | 0.8164 | 0.9326 | -| 0.031 | 268.89 | 2420 | 0.3912 | 0.7257 | 0.6619 | 0.6923 | 0.5294 | 0.9479 | 0.8188 | 0.9327 | -| 0.0297 | 270.0 | 2430 | 0.3915 | 0.7304 | 0.6524 | 0.6892 | 0.5258 | 0.9479 | 0.8145 | 0.9328 | -| 0.0305 | 271.11 | 2440 | 0.3934 | 0.7247 | 0.6578 | 0.6896 | 0.5263 | 0.9476 | 0.8168 | 0.9324 | -| 0.0305 | 272.22 | 2450 | 0.3911 | 0.7343 | 0.6535 | 0.6916 | 0.5286 | 0.9484 | 0.8153 | 0.9333 | -| 0.0295 | 273.33 | 2460 | 0.3920 | 0.7299 | 0.6550 | 0.6904 | 0.5272 | 0.9480 | 0.8157 | 0.9327 | -| 0.0293 | 274.44 | 2470 | 0.3931 | 0.7331 | 0.6543 | 0.6915 | 0.5284 | 0.9483 | 0.8156 | 0.9332 | -| 0.0294 | 275.56 | 2480 | 0.3944 | 0.7199 | 0.6652 | 0.6915 | 0.5284 | 0.9475 | 0.8200 | 0.9320 | -| 0.0288 | 276.67 | 2490 | 0.3937 | 0.7345 | 0.6526 | 0.6911 | 0.5281 | 0.9484 | 0.8149 | 0.9332 | -| 0.0284 | 277.78 | 2500 | 0.3933 | 0.7291 | 0.6580 | 0.6918 | 0.5288 | 0.9481 | 0.8172 | 0.9330 | -| 0.0285 | 278.89 | 2510 | 0.3934 | 0.7336 | 0.6513 | 0.6900 | 0.5267 | 0.9482 | 0.8142 | 0.9331 | -| 0.0289 | 280.0 | 2520 | 0.3946 | 0.7287 | 0.6555 | 0.6902 | 0.5269 | 0.9479 | 0.8159 | 0.9328 | -| 0.0293 | 281.11 | 2530 | 0.3952 | 0.7279 | 0.6545 | 0.6892 | 0.5258 | 0.9478 | 0.8154 | 0.9326 | -| 0.0291 | 282.22 | 2540 | 0.3957 | 0.7279 | 0.6555 | 0.6898 | 0.5265 | 0.9478 | 0.8159 | 0.9327 | -| 0.0289 | 283.33 | 2550 | 0.3953 | 0.7278 | 0.6566 | 0.6904 | 0.5271 | 0.9479 | 0.8164 | 0.9328 | -| 0.0284 | 284.44 | 2560 | 0.3954 | 0.7289 | 0.6553 | 0.6901 | 0.5269 | 0.9479 | 0.8158 | 0.9329 | -| 0.0272 | 285.56 | 2570 | 0.3966 | 0.7282 | 0.6555 | 0.6900 | 0.5267 | 0.9479 | 0.8159 | 0.9327 | -| 0.0276 | 286.67 | 2580 | 0.3982 | 0.7283 | 0.6559 | 0.6902 | 0.5270 | 0.9479 | 0.8161 | 0.9327 | -| 0.0294 | 287.78 | 2590 | 0.3974 | 0.7273 | 0.6571 | 0.6904 | 0.5272 | 0.9479 | 0.8166 | 0.9328 | -| 0.0296 | 288.89 | 2600 | 0.3981 | 0.7278 | 0.6565 | 0.6903 | 0.5270 | 0.9479 | 0.8163 | 0.9327 | -| 0.027 | 290.0 | 2610 | 0.3982 | 0.7284 | 0.6561 | 0.6903 | 0.5271 | 0.9479 | 0.8162 | 0.9326 | -| 0.0281 | 291.11 | 2620 | 0.3979 | 0.7296 | 0.6543 | 0.6899 | 0.5266 | 0.9480 | 0.8154 | 0.9328 | -| 0.0294 | 292.22 | 2630 | 0.3983 | 0.7268 | 0.6568 | 0.6901 | 0.5268 | 0.9478 | 0.8164 | 0.9326 | -| 0.0273 | 293.33 | 2640 | 0.3986 | 0.7274 | 0.6554 | 0.6895 | 0.5261 | 0.9478 | 0.8158 | 0.9325 | -| 0.0264 | 294.44 | 2650 | 0.3978 | 0.7333 | 0.6500 | 0.6891 | 0.5257 | 0.9481 | 0.8135 | 0.9331 | -| 0.0297 | 295.56 | 2660 | 0.3980 | 0.7289 | 0.6528 | 0.6887 | 0.5252 | 0.9478 | 0.8146 | 0.9326 | -| 0.0266 | 296.67 | 2670 | 0.3987 | 0.7265 | 0.6553 | 0.6890 | 0.5256 | 0.9477 | 0.8157 | 0.9326 | -| 0.0281 | 297.78 | 2680 | 0.4003 | 0.7356 | 0.6459 | 0.6878 | 0.5242 | 0.9481 | 0.8117 | 0.9330 | -| 0.0283 | 298.89 | 2690 | 0.3998 | 0.7275 | 0.6568 | 0.6904 | 0.5271 | 0.9479 | 0.8165 | 0.9326 | -| 0.0276 | 300.0 | 2700 | 0.4004 | 0.7278 | 0.6535 | 0.6887 | 0.5252 | 0.9477 | 0.8149 | 0.9326 | -| 0.0283 | 301.11 | 2710 | 0.4007 | 0.7276 | 0.6551 | 0.6895 | 0.5261 | 0.9478 | 0.8157 | 0.9326 | -| 0.0265 | 302.22 | 2720 | 0.4021 | 0.7299 | 0.6496 | 0.6874 | 0.5237 | 0.9477 | 0.8131 | 0.9327 | -| 0.0272 | 303.33 | 2730 | 0.4022 | 0.7292 | 0.6522 | 0.6886 | 0.5250 | 0.9478 | 0.8144 | 0.9327 | -| 0.0282 | 304.44 | 2740 | 0.4012 | 0.7302 | 0.6513 | 0.6885 | 0.5250 | 0.9479 | 0.8140 | 0.9328 | -| 0.0291 | 305.56 | 2750 | 0.4030 | 0.7267 | 0.6514 | 0.6870 | 0.5232 | 0.9475 | 0.8138 | 0.9324 | -| 0.0276 | 306.67 | 2760 | 0.4037 | 0.7305 | 0.6488 | 0.6872 | 0.5235 | 0.9477 | 0.8128 | 0.9327 | -| 0.0275 | 307.78 | 2770 | 0.4041 | 0.7276 | 0.6525 | 0.6880 | 0.5244 | 0.9476 | 0.8144 | 0.9325 | -| 0.0268 | 308.89 | 2780 | 0.4034 | 0.7281 | 0.6512 | 0.6875 | 0.5238 | 0.9476 | 0.8138 | 0.9325 | -| 0.0274 | 310.0 | 2790 | 0.4039 | 0.7270 | 0.6514 | 0.6871 | 0.5234 | 0.9475 | 0.8138 | 0.9324 | -| 0.0262 | 311.11 | 2800 | 0.4046 | 0.7292 | 0.6493 | 0.6869 | 0.5231 | 0.9476 | 0.8130 | 0.9325 | -| 0.0268 | 312.22 | 2810 | 0.4045 | 0.7299 | 0.6477 | 0.6864 | 0.5225 | 0.9476 | 0.8122 | 0.9326 | -| 0.0273 | 313.33 | 2820 | 0.4040 | 0.7286 | 0.6498 | 0.6870 | 0.5232 | 0.9476 | 0.8132 | 0.9325 | -| 0.0261 | 314.44 | 2830 | 0.4049 | 0.7298 | 0.6485 | 0.6868 | 0.5230 | 0.9477 | 0.8126 | 0.9326 | -| 0.0255 | 315.56 | 2840 | 0.4049 | 0.7274 | 0.6489 | 0.6859 | 0.5220 | 0.9474 | 0.8127 | 0.9325 | -| 0.0256 | 316.67 | 2850 | 0.4045 | 0.7303 | 0.6500 | 0.6878 | 0.5242 | 0.9478 | 0.8133 | 0.9328 | -| 0.026 | 317.78 | 2860 | 0.4048 | 0.7283 | 0.6506 | 0.6873 | 0.5235 | 0.9476 | 0.8135 | 0.9325 | -| 0.0251 | 318.89 | 2870 | 0.4052 | 0.7283 | 0.6492 | 0.6865 | 0.5226 | 0.9475 | 0.8128 | 0.9326 | -| 0.0262 | 320.0 | 2880 | 0.4048 | 0.7285 | 0.6501 | 0.6871 | 0.5233 | 0.9476 | 0.8133 | 0.9326 | -| 0.0245 | 321.11 | 2890 | 0.4056 | 0.7269 | 0.6492 | 0.6858 | 0.5219 | 0.9474 | 0.8128 | 0.9324 | -| 0.027 | 322.22 | 2900 | 0.4067 | 0.7256 | 0.6501 | 0.6858 | 0.5218 | 0.9473 | 0.8131 | 0.9323 | -| 0.0262 | 323.33 | 2910 | 0.4063 | 0.7300 | 0.6458 | 0.6853 | 0.5213 | 0.9475 | 0.8113 | 0.9327 | -| 0.0257 | 324.44 | 2920 | 0.4066 | 0.7254 | 0.6543 | 0.6881 | 0.5245 | 0.9475 | 0.8151 | 0.9324 | -| 0.0258 | 325.56 | 2930 | 0.4072 | 0.7267 | 0.6504 | 0.6864 | 0.5226 | 0.9474 | 0.8133 | 0.9325 | -| 0.0269 | 326.67 | 2940 | 0.4078 | 0.7284 | 0.6451 | 0.6842 | 0.5200 | 0.9473 | 0.8109 | 0.9325 | -| 0.0261 | 327.78 | 2950 | 0.4080 | 0.7287 | 0.6456 | 0.6846 | 0.5205 | 0.9474 | 0.8111 | 0.9325 | -| 0.024 | 328.89 | 2960 | 0.4082 | 0.7280 | 0.6493 | 0.6864 | 0.5225 | 0.9475 | 0.8129 | 0.9326 | -| 0.027 | 330.0 | 2970 | 0.4084 | 0.7257 | 0.6479 | 0.6846 | 0.5204 | 0.9472 | 0.8120 | 0.9323 | -| 0.0258 | 331.11 | 2980 | 0.4089 | 0.7267 | 0.6480 | 0.6851 | 0.5210 | 0.9473 | 0.8122 | 0.9323 | -| 0.0264 | 332.22 | 2990 | 0.4081 | 0.7279 | 0.6492 | 0.6863 | 0.5224 | 0.9475 | 0.8128 | 0.9326 | -| 0.0258 | 333.33 | 3000 | 0.4091 | 0.7288 | 0.6479 | 0.6860 | 0.5220 | 0.9475 | 0.8122 | 0.9326 | -| 0.0254 | 334.44 | 3010 | 0.4087 | 0.7268 | 0.6496 | 0.6860 | 0.5221 | 0.9474 | 0.8129 | 0.9325 | -| 0.0275 | 335.56 | 3020 | 0.4086 | 0.7277 | 0.6485 | 0.6858 | 0.5219 | 0.9474 | 0.8125 | 0.9325 | -| 0.026 | 336.67 | 3030 | 0.4082 | 0.7287 | 0.6468 | 0.6853 | 0.5213 | 0.9474 | 0.8117 | 0.9326 | -| 0.0258 | 337.78 | 3040 | 0.4087 | 0.7293 | 0.6464 | 0.6853 | 0.5213 | 0.9475 | 0.8116 | 0.9327 | -| 0.0259 | 338.89 | 3050 | 0.4105 | 0.7279 | 0.6485 | 0.6859 | 0.5220 | 0.9475 | 0.8125 | 0.9325 | -| 0.0254 | 340.0 | 3060 | 0.4107 | 0.7294 | 0.6475 | 0.6860 | 0.5220 | 0.9476 | 0.8121 | 0.9327 | -| 0.0251 | 341.11 | 3070 | 0.4101 | 0.7303 | 0.6469 | 0.6861 | 0.5222 | 0.9476 | 0.8119 | 0.9328 | -| 0.0257 | 342.22 | 3080 | 0.4095 | 0.7274 | 0.6502 | 0.6867 | 0.5228 | 0.9475 | 0.8133 | 0.9326 | -| 0.0243 | 343.33 | 3090 | 0.4100 | 0.7299 | 0.6447 | 0.6847 | 0.5205 | 0.9475 | 0.8108 | 0.9326 | -| 0.0249 | 344.44 | 3100 | 0.4124 | 0.7273 | 0.6476 | 0.6852 | 0.5211 | 0.9473 | 0.8120 | 0.9324 | -| 0.0263 | 345.56 | 3110 | 0.4106 | 0.7272 | 0.6510 | 0.6870 | 0.5232 | 0.9475 | 0.8137 | 0.9327 | -| 0.0265 | 346.67 | 3120 | 0.4107 | 0.7306 | 0.6455 | 0.6854 | 0.5214 | 0.9476 | 0.8112 | 0.9328 | -| 0.0254 | 347.78 | 3130 | 0.4126 | 0.7260 | 0.6489 | 0.6853 | 0.5213 | 0.9473 | 0.8126 | 0.9324 | -| 0.0257 | 348.89 | 3140 | 0.4120 | 0.7260 | 0.6481 | 0.6849 | 0.5207 | 0.9472 | 0.8122 | 0.9324 | -| 0.0244 | 350.0 | 3150 | 0.4123 | 0.7281 | 0.6464 | 0.6848 | 0.5207 | 0.9474 | 0.8115 | 0.9325 | -| 0.026 | 351.11 | 3160 | 0.4116 | 0.7300 | 0.6475 | 0.6863 | 0.5224 | 0.9476 | 0.8121 | 0.9327 | -| 0.0251 | 352.22 | 3170 | 0.4121 | 0.7293 | 0.6465 | 0.6854 | 0.5214 | 0.9475 | 0.8116 | 0.9326 | -| 0.0248 | 353.33 | 3180 | 0.4119 | 0.7281 | 0.6461 | 0.6847 | 0.5205 | 0.9473 | 0.8114 | 0.9325 | -| 0.0248 | 354.44 | 3190 | 0.4120 | 0.7310 | 0.6461 | 0.6860 | 0.5220 | 0.9477 | 0.8115 | 0.9328 | -| 0.0245 | 355.56 | 3200 | 0.4128 | 0.7276 | 0.6481 | 0.6856 | 0.5216 | 0.9474 | 0.8123 | 0.9325 | -| 0.0251 | 356.67 | 3210 | 0.4132 | 0.7265 | 0.6461 | 0.6840 | 0.5197 | 0.9472 | 0.8113 | 0.9323 | -| 0.0246 | 357.78 | 3220 | 0.4131 | 0.7263 | 0.6475 | 0.6846 | 0.5205 | 0.9472 | 0.8119 | 0.9323 | -| 0.0258 | 358.89 | 3230 | 0.4125 | 0.7287 | 0.6475 | 0.6857 | 0.5217 | 0.9475 | 0.8120 | 0.9325 | -| 0.024 | 360.0 | 3240 | 0.4136 | 0.7245 | 0.6492 | 0.6848 | 0.5207 | 0.9471 | 0.8126 | 0.9322 | -| 0.0249 | 361.11 | 3250 | 0.4134 | 0.7284 | 0.6484 | 0.6861 | 0.5222 | 0.9475 | 0.8125 | 0.9326 | -| 0.0252 | 362.22 | 3260 | 0.4131 | 0.7281 | 0.6479 | 0.6856 | 0.5216 | 0.9474 | 0.8122 | 0.9325 | -| 0.0253 | 363.33 | 3270 | 0.4128 | 0.7297 | 0.6460 | 0.6853 | 0.5213 | 0.9475 | 0.8114 | 0.9327 | -| 0.0244 | 364.44 | 3280 | 0.4136 | 0.7277 | 0.6485 | 0.6858 | 0.5219 | 0.9474 | 0.8125 | 0.9326 | -| 0.0243 | 365.56 | 3290 | 0.4131 | 0.7279 | 0.6505 | 0.6870 | 0.5233 | 0.9476 | 0.8135 | 0.9326 | -| 0.0248 | 366.67 | 3300 | 0.4145 | 0.7277 | 0.6498 | 0.6866 | 0.5227 | 0.9475 | 0.8131 | 0.9325 | -| 0.0241 | 367.78 | 3310 | 0.4151 | 0.7254 | 0.6504 | 0.6858 | 0.5219 | 0.9473 | 0.8132 | 0.9323 | -| 0.0247 | 368.89 | 3320 | 0.4155 | 0.7289 | 0.6452 | 0.6845 | 0.5203 | 0.9474 | 0.8110 | 0.9326 | -| 0.0243 | 370.0 | 3330 | 0.4144 | 0.7294 | 0.6452 | 0.6847 | 0.5206 | 0.9474 | 0.8110 | 0.9327 | -| 0.0255 | 371.11 | 3340 | 0.4161 | 0.7291 | 0.6461 | 0.6851 | 0.5210 | 0.9474 | 0.8114 | 0.9325 | -| 0.0251 | 372.22 | 3350 | 0.4148 | 0.7260 | 0.6496 | 0.6857 | 0.5217 | 0.9473 | 0.8129 | 0.9325 | -| 0.025 | 373.33 | 3360 | 0.4166 | 0.7239 | 0.6508 | 0.6854 | 0.5214 | 0.9471 | 0.8133 | 0.9322 | -| 0.0238 | 374.44 | 3370 | 0.4161 | 0.7274 | 0.6496 | 0.6863 | 0.5224 | 0.9475 | 0.8130 | 0.9326 | -| 0.0245 | 375.56 | 3380 | 0.4163 | 0.7287 | 0.6468 | 0.6853 | 0.5213 | 0.9474 | 0.8117 | 0.9327 | -| 0.0248 | 376.67 | 3390 | 0.4165 | 0.7280 | 0.6463 | 0.6847 | 0.5206 | 0.9473 | 0.8114 | 0.9325 | -| 0.0247 | 377.78 | 3400 | 0.4162 | 0.7316 | 0.6443 | 0.6852 | 0.5211 | 0.9476 | 0.8107 | 0.9328 | -| 0.0245 | 378.89 | 3410 | 0.4166 | 0.7320 | 0.6439 | 0.6851 | 0.5211 | 0.9476 | 0.8105 | 0.9328 | -| 0.0247 | 380.0 | 3420 | 0.4173 | 0.7249 | 0.6493 | 0.6850 | 0.5209 | 0.9472 | 0.8127 | 0.9323 | -| 0.0239 | 381.11 | 3430 | 0.4167 | 0.7287 | 0.6472 | 0.6856 | 0.5216 | 0.9475 | 0.8119 | 0.9325 | -| 0.0236 | 382.22 | 3440 | 0.4173 | 0.7262 | 0.6510 | 0.6866 | 0.5227 | 0.9474 | 0.8136 | 0.9325 | -| 0.0251 | 383.33 | 3450 | 0.4173 | 0.7286 | 0.6458 | 0.6847 | 0.5205 | 0.9474 | 0.8112 | 0.9326 | -| 0.0246 | 384.44 | 3460 | 0.4173 | 0.7284 | 0.6468 | 0.6852 | 0.5211 | 0.9474 | 0.8117 | 0.9325 | -| 0.0243 | 385.56 | 3470 | 0.4177 | 0.7283 | 0.6501 | 0.6870 | 0.5232 | 0.9476 | 0.8133 | 0.9326 | -| 0.0238 | 386.67 | 3480 | 0.4168 | 0.7301 | 0.6472 | 0.6862 | 0.5223 | 0.9476 | 0.8120 | 0.9327 | -| 0.0242 | 387.78 | 3490 | 0.4179 | 0.7252 | 0.6533 | 0.6874 | 0.5237 | 0.9474 | 0.8146 | 0.9324 | -| 0.0231 | 388.89 | 3500 | 0.4186 | 0.7282 | 0.6485 | 0.6860 | 0.5221 | 0.9475 | 0.8125 | 0.9325 | -| 0.0238 | 390.0 | 3510 | 0.4184 | 0.7292 | 0.6471 | 0.6857 | 0.5217 | 0.9475 | 0.8119 | 0.9326 | -| 0.0241 | 391.11 | 3520 | 0.4184 | 0.7275 | 0.6484 | 0.6857 | 0.5217 | 0.9474 | 0.8124 | 0.9325 | -| 0.0235 | 392.22 | 3530 | 0.4186 | 0.7322 | 0.6451 | 0.6859 | 0.5220 | 0.9477 | 0.8111 | 0.9328 | -| 0.0238 | 393.33 | 3540 | 0.4191 | 0.7283 | 0.6471 | 0.6853 | 0.5212 | 0.9474 | 0.8118 | 0.9325 | -| 0.0229 | 394.44 | 3550 | 0.4198 | 0.7309 | 0.6430 | 0.6841 | 0.5199 | 0.9475 | 0.8100 | 0.9326 | -| 0.0249 | 395.56 | 3560 | 0.4196 | 0.7276 | 0.6459 | 0.6843 | 0.5201 | 0.9473 | 0.8112 | 0.9324 | -| 0.0236 | 396.67 | 3570 | 0.4194 | 0.7272 | 0.6495 | 0.6861 | 0.5222 | 0.9474 | 0.8129 | 0.9325 | -| 0.0221 | 397.78 | 3580 | 0.4186 | 0.7305 | 0.6447 | 0.6849 | 0.5208 | 0.9475 | 0.8108 | 0.9327 | -| 0.0225 | 398.89 | 3590 | 0.4197 | 0.7293 | 0.6472 | 0.6858 | 0.5218 | 0.9475 | 0.8119 | 0.9326 | -| 0.0227 | 400.0 | 3600 | 0.4189 | 0.7295 | 0.6467 | 0.6856 | 0.5216 | 0.9475 | 0.8117 | 0.9326 | -| 0.0229 | 401.11 | 3610 | 0.4201 | 0.7312 | 0.6444 | 0.6851 | 0.5210 | 0.9476 | 0.8107 | 0.9328 | -| 0.0244 | 402.22 | 3620 | 0.4189 | 0.7324 | 0.6452 | 0.6860 | 0.5221 | 0.9477 | 0.8112 | 0.9329 | -| 0.0246 | 403.33 | 3630 | 0.4203 | 0.7291 | 0.6452 | 0.6846 | 0.5205 | 0.9474 | 0.8110 | 0.9325 | -| 0.0243 | 404.44 | 3640 | 0.4194 | 0.7300 | 0.6468 | 0.6859 | 0.5220 | 0.9476 | 0.8118 | 0.9327 | -| 0.0238 | 405.56 | 3650 | 0.4199 | 0.7313 | 0.6448 | 0.6853 | 0.5213 | 0.9476 | 0.8109 | 0.9327 | -| 0.0233 | 406.67 | 3660 | 0.4202 | 0.7305 | 0.6442 | 0.6846 | 0.5205 | 0.9475 | 0.8106 | 0.9327 | -| 0.0237 | 407.78 | 3670 | 0.4200 | 0.7309 | 0.6436 | 0.6845 | 0.5203 | 0.9475 | 0.8103 | 0.9327 | -| 0.023 | 408.89 | 3680 | 0.4206 | 0.7285 | 0.6467 | 0.6851 | 0.5211 | 0.9474 | 0.8116 | 0.9326 | -| 0.0228 | 410.0 | 3690 | 0.4210 | 0.7318 | 0.6451 | 0.6857 | 0.5217 | 0.9477 | 0.8111 | 0.9328 | -| 0.0242 | 411.11 | 3700 | 0.4210 | 0.7308 | 0.6452 | 0.6854 | 0.5213 | 0.9476 | 0.8111 | 0.9328 | -| 0.0239 | 412.22 | 3710 | 0.4216 | 0.7300 | 0.6469 | 0.6859 | 0.5220 | 0.9476 | 0.8119 | 0.9327 | -| 0.0232 | 413.33 | 3720 | 0.4210 | 0.7333 | 0.6426 | 0.6850 | 0.5209 | 0.9477 | 0.8100 | 0.9329 | -| 0.0234 | 414.44 | 3730 | 0.4204 | 0.7316 | 0.6440 | 0.6850 | 0.5209 | 0.9476 | 0.8105 | 0.9328 | -| 0.0238 | 415.56 | 3740 | 0.4201 | 0.7356 | 0.6395 | 0.6842 | 0.5200 | 0.9478 | 0.8086 | 0.9331 | -| 0.0237 | 416.67 | 3750 | 0.4211 | 0.7300 | 0.6451 | 0.6849 | 0.5208 | 0.9475 | 0.8110 | 0.9327 | -| 0.0241 | 417.78 | 3760 | 0.4207 | 0.7325 | 0.6425 | 0.6845 | 0.5204 | 0.9476 | 0.8098 | 0.9329 | -| 0.0245 | 418.89 | 3770 | 0.4211 | 0.7314 | 0.6426 | 0.6841 | 0.5199 | 0.9475 | 0.8098 | 0.9327 | -| 0.0231 | 420.0 | 3780 | 0.4215 | 0.7274 | 0.6446 | 0.6835 | 0.5191 | 0.9472 | 0.8106 | 0.9324 | -| 0.0234 | 421.11 | 3790 | 0.4217 | 0.7264 | 0.6465 | 0.6841 | 0.5199 | 0.9472 | 0.8115 | 0.9323 | -| 0.022 | 422.22 | 3800 | 0.4208 | 0.7282 | 0.6454 | 0.6843 | 0.5201 | 0.9473 | 0.8110 | 0.9325 | -| 0.0244 | 423.33 | 3810 | 0.4212 | 0.7280 | 0.6450 | 0.6840 | 0.5197 | 0.9473 | 0.8108 | 0.9325 | -| 0.0226 | 424.44 | 3820 | 0.4216 | 0.7328 | 0.6415 | 0.6841 | 0.5199 | 0.9476 | 0.8094 | 0.9328 | -| 0.023 | 425.56 | 3830 | 0.4218 | 0.7312 | 0.6421 | 0.6837 | 0.5194 | 0.9474 | 0.8096 | 0.9327 | -| 0.0232 | 426.67 | 3840 | 0.4223 | 0.7320 | 0.6418 | 0.6839 | 0.5197 | 0.9475 | 0.8095 | 0.9328 | -| 0.023 | 427.78 | 3850 | 0.4221 | 0.7306 | 0.6442 | 0.6847 | 0.5205 | 0.9475 | 0.8106 | 0.9327 | -| 0.0235 | 428.89 | 3860 | 0.4221 | 0.7311 | 0.6426 | 0.6840 | 0.5198 | 0.9475 | 0.8098 | 0.9327 | -| 0.0244 | 430.0 | 3870 | 0.4223 | 0.7294 | 0.6461 | 0.6853 | 0.5212 | 0.9475 | 0.8114 | 0.9326 | -| 0.0244 | 431.11 | 3880 | 0.4215 | 0.7334 | 0.6401 | 0.6835 | 0.5192 | 0.9476 | 0.8087 | 0.9329 | -| 0.0231 | 432.22 | 3890 | 0.4221 | 0.7284 | 0.6456 | 0.6845 | 0.5203 | 0.9473 | 0.8111 | 0.9325 | -| 0.0221 | 433.33 | 3900 | 0.4219 | 0.7285 | 0.6444 | 0.6839 | 0.5197 | 0.9473 | 0.8106 | 0.9325 | -| 0.0225 | 434.44 | 3910 | 0.4216 | 0.7308 | 0.6432 | 0.6842 | 0.5200 | 0.9475 | 0.8101 | 0.9327 | -| 0.0227 | 435.56 | 3920 | 0.4220 | 0.7302 | 0.6432 | 0.6840 | 0.5197 | 0.9474 | 0.8101 | 0.9326 | -| 0.023 | 436.67 | 3930 | 0.4227 | 0.7312 | 0.6427 | 0.6841 | 0.5199 | 0.9475 | 0.8099 | 0.9327 | -| 0.0238 | 437.78 | 3940 | 0.4228 | 0.7294 | 0.6436 | 0.6838 | 0.5196 | 0.9473 | 0.8102 | 0.9326 | -| 0.0224 | 438.89 | 3950 | 0.4231 | 0.7288 | 0.6444 | 0.6840 | 0.5198 | 0.9473 | 0.8106 | 0.9325 | -| 0.024 | 440.0 | 3960 | 0.4236 | 0.7305 | 0.6413 | 0.6830 | 0.5186 | 0.9473 | 0.8092 | 0.9326 | -| 0.0228 | 441.11 | 3970 | 0.4228 | 0.7305 | 0.6419 | 0.6834 | 0.5190 | 0.9474 | 0.8095 | 0.9326 | -| 0.0221 | 442.22 | 3980 | 0.4229 | 0.7298 | 0.6436 | 0.6840 | 0.5198 | 0.9474 | 0.8103 | 0.9326 | -| 0.0237 | 443.33 | 3990 | 0.4238 | 0.7304 | 0.6426 | 0.6837 | 0.5194 | 0.9474 | 0.8098 | 0.9326 | -| 0.0228 | 444.44 | 4000 | 0.4240 | 0.7292 | 0.6439 | 0.6839 | 0.5197 | 0.9473 | 0.8103 | 0.9325 | -| 0.0232 | 445.56 | 4010 | 0.4236 | 0.7300 | 0.6423 | 0.6833 | 0.5190 | 0.9473 | 0.8096 | 0.9326 | -| 0.0235 | 446.67 | 4020 | 0.4237 | 0.7277 | 0.6450 | 0.6838 | 0.5196 | 0.9472 | 0.8108 | 0.9324 | -| 0.0234 | 447.78 | 4030 | 0.4234 | 0.7312 | 0.6418 | 0.6836 | 0.5193 | 0.9474 | 0.8094 | 0.9327 | -| 0.0234 | 448.89 | 4040 | 0.4230 | 0.7297 | 0.6430 | 0.6836 | 0.5193 | 0.9473 | 0.8099 | 0.9326 | -| 0.0223 | 450.0 | 4050 | 0.4238 | 0.7294 | 0.6428 | 0.6834 | 0.5190 | 0.9473 | 0.8098 | 0.9325 | -| 0.0217 | 451.11 | 4060 | 0.4240 | 0.7290 | 0.6427 | 0.6831 | 0.5188 | 0.9472 | 0.8098 | 0.9324 | -| 0.0232 | 452.22 | 4070 | 0.4243 | 0.7289 | 0.6425 | 0.6830 | 0.5186 | 0.9472 | 0.8096 | 0.9324 | -| 0.0233 | 453.33 | 4080 | 0.4242 | 0.7275 | 0.6446 | 0.6835 | 0.5192 | 0.9472 | 0.8106 | 0.9324 | -| 0.022 | 454.44 | 4090 | 0.4240 | 0.7302 | 0.6418 | 0.6832 | 0.5188 | 0.9473 | 0.8094 | 0.9326 | -| 0.021 | 455.56 | 4100 | 0.4244 | 0.7290 | 0.6428 | 0.6832 | 0.5189 | 0.9473 | 0.8098 | 0.9325 | -| 0.0227 | 456.67 | 4110 | 0.4245 | 0.7295 | 0.6426 | 0.6833 | 0.5189 | 0.9473 | 0.8097 | 0.9325 | -| 0.0237 | 457.78 | 4120 | 0.4242 | 0.7289 | 0.6431 | 0.6833 | 0.5190 | 0.9473 | 0.8099 | 0.9324 | -| 0.0229 | 458.89 | 4130 | 0.4243 | 0.7286 | 0.6436 | 0.6835 | 0.5192 | 0.9473 | 0.8102 | 0.9325 | -| 0.0224 | 460.0 | 4140 | 0.4246 | 0.7284 | 0.6432 | 0.6832 | 0.5188 | 0.9472 | 0.8100 | 0.9324 | -| 0.024 | 461.11 | 4150 | 0.4251 | 0.7285 | 0.6428 | 0.6830 | 0.5186 | 0.9472 | 0.8098 | 0.9324 | -| 0.023 | 462.22 | 4160 | 0.4249 | 0.7292 | 0.6417 | 0.6826 | 0.5182 | 0.9472 | 0.8093 | 0.9325 | -| 0.0235 | 463.33 | 4170 | 0.4244 | 0.7293 | 0.6406 | 0.6821 | 0.5176 | 0.9472 | 0.8088 | 0.9325 | -| 0.0223 | 464.44 | 4180 | 0.4245 | 0.7291 | 0.6430 | 0.6833 | 0.5190 | 0.9473 | 0.8099 | 0.9325 | -| 0.0235 | 465.56 | 4190 | 0.4246 | 0.7288 | 0.6434 | 0.6834 | 0.5191 | 0.9473 | 0.8101 | 0.9325 | -| 0.022 | 466.67 | 4200 | 0.4248 | 0.7307 | 0.6399 | 0.6823 | 0.5178 | 0.9473 | 0.8085 | 0.9326 | -| 0.0229 | 467.78 | 4210 | 0.4251 | 0.7295 | 0.6426 | 0.6833 | 0.5189 | 0.9473 | 0.8097 | 0.9325 | -| 0.0209 | 468.89 | 4220 | 0.4251 | 0.7297 | 0.6419 | 0.6830 | 0.5186 | 0.9473 | 0.8094 | 0.9325 | -| 0.0234 | 470.0 | 4230 | 0.4250 | 0.7294 | 0.6431 | 0.6836 | 0.5192 | 0.9473 | 0.8100 | 0.9325 | -| 0.0227 | 471.11 | 4240 | 0.4249 | 0.7298 | 0.6425 | 0.6833 | 0.5190 | 0.9473 | 0.8097 | 0.9326 | -| 0.022 | 472.22 | 4250 | 0.4242 | 0.7307 | 0.6410 | 0.6829 | 0.5185 | 0.9473 | 0.8090 | 0.9326 | -| 0.0227 | 473.33 | 4260 | 0.4241 | 0.7307 | 0.6418 | 0.6834 | 0.5190 | 0.9474 | 0.8094 | 0.9326 | -| 0.0239 | 474.44 | 4270 | 0.4243 | 0.7303 | 0.6415 | 0.6830 | 0.5186 | 0.9473 | 0.8093 | 0.9326 | -| 0.0246 | 475.56 | 4280 | 0.4247 | 0.7298 | 0.6439 | 0.6842 | 0.5199 | 0.9474 | 0.8104 | 0.9326 | -| 0.0237 | 476.67 | 4290 | 0.4246 | 0.7301 | 0.6421 | 0.6833 | 0.5189 | 0.9473 | 0.8095 | 0.9326 | -| 0.0228 | 477.78 | 4300 | 0.4247 | 0.7298 | 0.6419 | 0.6831 | 0.5187 | 0.9473 | 0.8094 | 0.9326 | -| 0.0231 | 478.89 | 4310 | 0.4251 | 0.7301 | 0.6409 | 0.6826 | 0.5181 | 0.9473 | 0.8089 | 0.9326 | -| 0.0237 | 480.0 | 4320 | 0.4252 | 0.7290 | 0.6434 | 0.6835 | 0.5192 | 0.9473 | 0.8101 | 0.9325 | -| 0.0239 | 481.11 | 4330 | 0.4252 | 0.7292 | 0.6426 | 0.6831 | 0.5188 | 0.9473 | 0.8097 | 0.9325 | -| 0.0225 | 482.22 | 4340 | 0.4251 | 0.7292 | 0.6427 | 0.6832 | 0.5189 | 0.9473 | 0.8098 | 0.9325 | -| 0.0228 | 483.33 | 4350 | 0.4251 | 0.7293 | 0.6410 | 0.6823 | 0.5178 | 0.9472 | 0.8090 | 0.9325 | -| 0.023 | 484.44 | 4360 | 0.4254 | 0.7287 | 0.6425 | 0.6829 | 0.5184 | 0.9472 | 0.8096 | 0.9325 | -| 0.0228 | 485.56 | 4370 | 0.4253 | 0.7299 | 0.6411 | 0.6827 | 0.5182 | 0.9473 | 0.8091 | 0.9325 | -| 0.0232 | 486.67 | 4380 | 0.4253 | 0.7288 | 0.6421 | 0.6827 | 0.5182 | 0.9472 | 0.8094 | 0.9325 | -| 0.0241 | 487.78 | 4390 | 0.4254 | 0.7299 | 0.6414 | 0.6828 | 0.5184 | 0.9473 | 0.8092 | 0.9326 | -| 0.0217 | 488.89 | 4400 | 0.4253 | 0.7295 | 0.6418 | 0.6828 | 0.5184 | 0.9472 | 0.8093 | 0.9325 | -| 0.0218 | 490.0 | 4410 | 0.4249 | 0.7301 | 0.6418 | 0.6831 | 0.5187 | 0.9473 | 0.8094 | 0.9326 | -| 0.0233 | 491.11 | 4420 | 0.4251 | 0.7300 | 0.6415 | 0.6829 | 0.5185 | 0.9473 | 0.8093 | 0.9326 | -| 0.0229 | 492.22 | 4430 | 0.4252 | 0.7302 | 0.6417 | 0.6831 | 0.5187 | 0.9473 | 0.8093 | 0.9326 | -| 0.0213 | 493.33 | 4440 | 0.4253 | 0.7282 | 0.6432 | 0.6831 | 0.5187 | 0.9472 | 0.8100 | 0.9324 | -| 0.0231 | 494.44 | 4450 | 0.4251 | 0.7294 | 0.6421 | 0.6830 | 0.5186 | 0.9473 | 0.8095 | 0.9325 | -| 0.0212 | 495.56 | 4460 | 0.4250 | 0.7296 | 0.6419 | 0.6830 | 0.5186 | 0.9473 | 0.8094 | 0.9326 | -| 0.0232 | 496.67 | 4470 | 0.4250 | 0.7301 | 0.6423 | 0.6834 | 0.5191 | 0.9473 | 0.8096 | 0.9326 | -| 0.0226 | 497.78 | 4480 | 0.4252 | 0.7299 | 0.6428 | 0.6836 | 0.5193 | 0.9474 | 0.8099 | 0.9326 | -| 0.0223 | 498.89 | 4490 | 0.4251 | 0.7289 | 0.6436 | 0.6836 | 0.5193 | 0.9473 | 0.8102 | 0.9325 | -| 0.0239 | 500.0 | 4500 | 0.4252 | 0.7310 | 0.6411 | 0.6831 | 0.5188 | 0.9474 | 0.8091 | 0.9327 | -| 0.0232 | 501.11 | 4510 | 0.4254 | 0.7302 | 0.6418 | 0.6832 | 0.5188 | 0.9473 | 0.8094 | 0.9326 | -| 0.0223 | 502.22 | 4520 | 0.4254 | 0.7291 | 0.6426 | 0.6831 | 0.5187 | 0.9472 | 0.8097 | 0.9325 | -| 0.0226 | 503.33 | 4530 | 0.4254 | 0.7305 | 0.6421 | 0.6834 | 0.5191 | 0.9474 | 0.8095 | 0.9326 | -| 0.0231 | 504.44 | 4540 | 0.4255 | 0.7309 | 0.6418 | 0.6835 | 0.5191 | 0.9474 | 0.8094 | 0.9326 | -| 0.0222 | 505.56 | 4550 | 0.4256 | 0.7287 | 0.6450 | 0.6843 | 0.5201 | 0.9473 | 0.8108 | 0.9325 | -| 0.0232 | 506.67 | 4560 | 0.4255 | 0.7307 | 0.6423 | 0.6837 | 0.5194 | 0.9474 | 0.8097 | 0.9326 | -| 0.0225 | 507.78 | 4570 | 0.4254 | 0.7309 | 0.6421 | 0.6836 | 0.5193 | 0.9474 | 0.8096 | 0.9327 | -| 0.0241 | 508.89 | 4580 | 0.4255 | 0.7301 | 0.6428 | 0.6837 | 0.5194 | 0.9474 | 0.8099 | 0.9326 | -| 0.0213 | 510.0 | 4590 | 0.4256 | 0.7303 | 0.6425 | 0.6836 | 0.5193 | 0.9474 | 0.8097 | 0.9326 | -| 0.0227 | 511.11 | 4600 | 0.4255 | 0.7311 | 0.6410 | 0.6831 | 0.5187 | 0.9474 | 0.8091 | 0.9327 | -| 0.023 | 512.22 | 4610 | 0.4255 | 0.7298 | 0.6428 | 0.6836 | 0.5193 | 0.9473 | 0.8099 | 0.9326 | -| 0.0254 | 513.33 | 4620 | 0.4255 | 0.7296 | 0.6428 | 0.6835 | 0.5191 | 0.9473 | 0.8099 | 0.9325 | -| 0.0229 | 514.44 | 4630 | 0.4255 | 0.7307 | 0.6413 | 0.6831 | 0.5187 | 0.9474 | 0.8092 | 0.9326 | -| 0.0223 | 515.56 | 4640 | 0.4256 | 0.7302 | 0.6417 | 0.6831 | 0.5187 | 0.9473 | 0.8093 | 0.9326 | -| 0.0224 | 516.67 | 4650 | 0.4257 | 0.7299 | 0.6417 | 0.6829 | 0.5185 | 0.9473 | 0.8093 | 0.9325 | -| 0.0221 | 517.78 | 4660 | 0.4257 | 0.7300 | 0.6421 | 0.6832 | 0.5188 | 0.9473 | 0.8095 | 0.9326 | -| 0.0232 | 518.89 | 4670 | 0.4258 | 0.7290 | 0.6427 | 0.6831 | 0.5188 | 0.9472 | 0.8098 | 0.9325 | -| 0.0229 | 520.0 | 4680 | 0.4259 | 0.7291 | 0.6426 | 0.6831 | 0.5187 | 0.9472 | 0.8097 | 0.9325 | -| 0.0223 | 521.11 | 4690 | 0.4259 | 0.7292 | 0.6421 | 0.6829 | 0.5185 | 0.9472 | 0.8095 | 0.9325 | -| 0.0232 | 522.22 | 4700 | 0.4258 | 0.7294 | 0.6423 | 0.6831 | 0.5187 | 0.9473 | 0.8096 | 0.9325 | -| 0.0218 | 523.33 | 4710 | 0.4258 | 0.7290 | 0.6428 | 0.6832 | 0.5189 | 0.9473 | 0.8098 | 0.9325 | -| 0.0231 | 524.44 | 4720 | 0.4258 | 0.7298 | 0.6419 | 0.6831 | 0.5187 | 0.9473 | 0.8094 | 0.9325 | -| 0.0231 | 525.56 | 4730 | 0.4258 | 0.7308 | 0.6406 | 0.6827 | 0.5183 | 0.9473 | 0.8088 | 0.9326 | -| 0.0226 | 526.67 | 4740 | 0.4258 | 0.7305 | 0.6410 | 0.6828 | 0.5184 | 0.9473 | 0.8090 | 0.9326 | -| 0.0223 | 527.78 | 4750 | 0.4258 | 0.7299 | 0.6415 | 0.6829 | 0.5185 | 0.9473 | 0.8092 | 0.9325 | -| 0.0228 | 528.89 | 4760 | 0.4257 | 0.7297 | 0.6415 | 0.6828 | 0.5184 | 0.9473 | 0.8092 | 0.9325 | -| 0.022 | 530.0 | 4770 | 0.4257 | 0.7300 | 0.6415 | 0.6829 | 0.5185 | 0.9473 | 0.8093 | 0.9325 | -| 0.0221 | 531.11 | 4780 | 0.4257 | 0.7303 | 0.6413 | 0.6829 | 0.5185 | 0.9473 | 0.8091 | 0.9326 | -| 0.0221 | 532.22 | 4790 | 0.4258 | 0.7304 | 0.6411 | 0.6828 | 0.5184 | 0.9473 | 0.8091 | 0.9326 | -| 0.024 | 533.33 | 4800 | 0.4258 | 0.7298 | 0.6414 | 0.6827 | 0.5183 | 0.9473 | 0.8092 | 0.9325 | -| 0.0226 | 534.44 | 4810 | 0.4258 | 0.7299 | 0.6417 | 0.6829 | 0.5185 | 0.9473 | 0.8093 | 0.9325 | -| 0.0226 | 535.56 | 4820 | 0.4259 | 0.7299 | 0.6417 | 0.6829 | 0.5185 | 0.9473 | 0.8093 | 0.9325 | -| 0.0226 | 536.67 | 4830 | 0.4259 | 0.7298 | 0.6415 | 0.6828 | 0.5184 | 0.9473 | 0.8092 | 0.9325 | -| 0.0226 | 537.78 | 4840 | 0.4259 | 0.7298 | 0.6417 | 0.6829 | 0.5185 | 0.9473 | 0.8093 | 0.9325 | -| 0.0221 | 538.89 | 4850 | 0.4259 | 0.7298 | 0.6421 | 0.6831 | 0.5187 | 0.9473 | 0.8095 | 0.9325 | -| 0.0228 | 540.0 | 4860 | 0.4259 | 0.7297 | 0.6421 | 0.6831 | 0.5187 | 0.9473 | 0.8095 | 0.9325 | -| 0.022 | 541.11 | 4870 | 0.4259 | 0.7298 | 0.6421 | 0.6831 | 0.5187 | 0.9473 | 0.8095 | 0.9325 | -| 0.0238 | 542.22 | 4880 | 0.4259 | 0.7298 | 0.6418 | 0.6830 | 0.5186 | 0.9473 | 0.8094 | 0.9325 | -| 0.023 | 543.33 | 4890 | 0.4259 | 0.7298 | 0.6415 | 0.6828 | 0.5184 | 0.9473 | 0.8092 | 0.9325 | -| 0.0225 | 544.44 | 4900 | 0.4259 | 0.7299 | 0.6415 | 0.6829 | 0.5185 | 0.9473 | 0.8092 | 0.9325 | -| 0.0229 | 545.56 | 4910 | 0.4259 | 0.7299 | 0.6415 | 0.6829 | 0.5185 | 0.9473 | 0.8092 | 0.9325 | -| 0.0233 | 546.67 | 4920 | 0.4259 | 0.7299 | 0.6415 | 0.6829 | 0.5185 | 0.9473 | 0.8092 | 0.9325 | -| 0.0228 | 547.78 | 4930 | 0.4259 | 0.7299 | 0.6415 | 0.6829 | 0.5185 | 0.9473 | 0.8092 | 0.9325 | -| 0.0224 | 548.89 | 4940 | 0.4259 | 0.7299 | 0.6415 | 0.6829 | 0.5185 | 0.9473 | 0.8092 | 0.9325 | -| 0.023 | 550.0 | 4950 | 0.4259 | 0.7299 | 0.6415 | 0.6829 | 0.5185 | 0.9473 | 0.8092 | 0.9325 | -| 0.0223 | 551.11 | 4960 | 0.4259 | 0.7299 | 0.6415 | 0.6829 | 0.5185 | 0.9473 | 0.8092 | 0.9325 | -| 0.0222 | 552.22 | 4970 | 0.4259 | 0.7299 | 0.6415 | 0.6829 | 0.5185 | 0.9473 | 0.8092 | 0.9325 | -| 0.0233 | 553.33 | 4980 | 0.4259 | 0.7299 | 0.6415 | 0.6829 | 0.5185 | 0.9473 | 0.8092 | 0.9325 | -| 0.022 | 554.44 | 4990 | 0.4259 | 0.7299 | 0.6415 | 0.6829 | 0.5185 | 0.9473 | 0.8092 | 0.9325 | -| 0.0221 | 555.56 | 5000 | 0.4259 | 0.7299 | 0.6415 | 0.6829 | 0.5185 | 0.9473 | 0.8092 | 0.9325 | +| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Iou | Accuracy | Balanced Accuracy | Overall Accuracy | +|:-------------:|:-----:|:----:|:---------------:|:---------:|:------:|:------:|:------:|:--------:|:-----------------:|:----------------:| +| 1.2149 | 0.14 | 10 | 1.1475 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5000 | 0.9115 | +| 0.7239 | 0.28 | 20 | 0.7067 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | +| 0.5664 | 0.42 | 30 | 0.5508 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | +| 0.4991 | 0.56 | 40 | 0.4895 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | +| 0.45 | 0.69 | 50 | 0.4586 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | +| 0.4481 | 0.83 | 60 | 0.4378 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | +| 0.4275 | 0.97 | 70 | 0.4221 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | +| 0.4027 | 1.11 | 80 | 0.4070 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | +| 0.4185 | 1.25 | 90 | 0.3904 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | +| 0.3712 | 1.39 | 100 | 0.3669 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 | +| 0.3619 | 1.53 | 110 | 0.3467 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5000 | 0.9115 | +| 0.3328 | 1.67 | 120 | 0.3316 | 0.5202 | 0.0136 | 0.0265 | 0.0134 | 0.9116 | 0.5062 | 0.9113 | +| 0.3365 | 1.81 | 130 | 0.3220 | 0.5558 | 0.1172 | 0.1935 | 0.1071 | 0.9136 | 0.5540 | 0.9119 | +| 0.3193 | 1.94 | 140 | 0.3129 | 0.6011 | 0.1527 | 0.2435 | 0.1386 | 0.9161 | 0.5714 | 0.9143 | +| 0.2998 | 2.08 | 150 | 0.3055 | 0.6327 | 0.1886 | 0.2906 | 0.17 | 0.9185 | 0.5890 | 0.9157 | +| 0.2985 | 2.22 | 160 | 0.3017 | 0.6338 | 0.2656 | 0.3743 | 0.2303 | 0.9214 | 0.6254 | 0.9156 | +| 0.2956 | 2.36 | 170 | 0.2940 | 0.6635 | 0.3151 | 0.4273 | 0.2717 | 0.9253 | 0.6498 | 0.9169 | +| 0.2699 | 2.5 | 180 | 0.2872 | 0.6919 | 0.3579 | 0.4718 | 0.3087 | 0.9291 | 0.6712 | 0.9198 | +| 0.2731 | 2.64 | 190 | 0.2813 | 0.6754 | 0.4311 | 0.5263 | 0.3571 | 0.9313 | 0.7055 | 0.9201 | +| 0.2537 | 2.78 | 200 | 0.2712 | 0.6823 | 0.4409 | 0.5357 | 0.3658 | 0.9324 | 0.7105 | 0.9215 | +| 0.2332 | 2.92 | 210 | 0.2650 | 0.6741 | 0.5117 | 0.5818 | 0.4102 | 0.9349 | 0.7438 | 0.9221 | +| 0.2436 | 3.06 | 220 | 0.2531 | 0.7428 | 0.4703 | 0.5760 | 0.4045 | 0.9387 | 0.7273 | 0.9269 | +| 0.2325 | 3.19 | 230 | 0.2471 | 0.752 | 0.4966 | 0.5982 | 0.4267 | 0.9410 | 0.7404 | 0.9284 | +| 0.2277 | 3.33 | 240 | 0.2394 | 0.7606 | 0.5299 | 0.6246 | 0.4542 | 0.9436 | 0.7569 | 0.9307 | +| 0.2144 | 3.47 | 250 | 0.2342 | 0.7839 | 0.5339 | 0.6352 | 0.4654 | 0.9457 | 0.7598 | 0.9330 | +| 0.2195 | 3.61 | 260 | 0.2317 | 0.7471 | 0.6084 | 0.6706 | 0.5045 | 0.9471 | 0.7942 | 0.9326 | +| 0.197 | 3.75 | 270 | 0.2252 | 0.7837 | 0.5998 | 0.6795 | 0.5146 | 0.9499 | 0.7919 | 0.9358 | +| 0.1891 | 3.89 | 280 | 0.2214 | 0.7895 | 0.6019 | 0.6831 | 0.5187 | 0.9506 | 0.7932 | 0.9367 | +| 0.2006 | 4.03 | 290 | 0.2213 | 0.7620 | 0.6444 | 0.6983 | 0.5364 | 0.9507 | 0.8124 | 0.9364 | +| 0.1881 | 4.17 | 300 | 0.2199 | 0.7826 | 0.6266 | 0.6960 | 0.5337 | 0.9516 | 0.8049 | 0.9379 | +| 0.1823 | 4.31 | 310 | 0.2170 | 0.7854 | 0.6217 | 0.6940 | 0.5314 | 0.9515 | 0.8026 | 0.9379 | +| 0.1713 | 4.44 | 320 | 0.2166 | 0.7660 | 0.6443 | 0.6999 | 0.5384 | 0.9511 | 0.8126 | 0.9368 | +| 0.1894 | 4.58 | 330 | 0.2155 | 0.7689 | 0.6406 | 0.6989 | 0.5372 | 0.9512 | 0.8110 | 0.9373 | +| 0.1708 | 4.72 | 340 | 0.2153 | 0.7672 | 0.6465 | 0.7017 | 0.5405 | 0.9514 | 0.8138 | 0.9372 | +| 0.1737 | 4.86 | 350 | 0.2140 | 0.7625 | 0.6576 | 0.7062 | 0.5458 | 0.9516 | 0.8189 | 0.9374 | +| 0.172 | 5.0 | 360 | 0.2145 | 0.7623 | 0.6502 | 0.7018 | 0.5406 | 0.9511 | 0.8153 | 0.9372 | +| 0.1687 | 5.14 | 370 | 0.2141 | 0.7778 | 0.6390 | 0.7016 | 0.5404 | 0.9519 | 0.8106 | 0.9384 | +| 0.1687 | 5.28 | 380 | 0.2126 | 0.7550 | 0.6617 | 0.7053 | 0.5447 | 0.9511 | 0.8204 | 0.9368 | +| 0.1668 | 5.42 | 390 | 0.2139 | 0.7623 | 0.6518 | 0.7027 | 0.5417 | 0.9512 | 0.8160 | 0.9372 | +| 0.1641 | 5.56 | 400 | 0.2133 | 0.7552 | 0.6615 | 0.7053 | 0.5447 | 0.9511 | 0.8203 | 0.9366 | +| 0.1432 | 5.69 | 410 | 0.2148 | 0.7537 | 0.6612 | 0.7044 | 0.5437 | 0.9509 | 0.8201 | 0.9363 | +| 0.1504 | 5.83 | 420 | 0.2135 | 0.7662 | 0.6535 | 0.7054 | 0.5449 | 0.9517 | 0.8171 | 0.9373 | +| 0.1388 | 5.97 | 430 | 0.2137 | 0.7575 | 0.6625 | 0.7068 | 0.5466 | 0.9514 | 0.8210 | 0.9366 | +| 0.1471 | 6.11 | 440 | 0.2144 | 0.7472 | 0.6675 | 0.7051 | 0.5446 | 0.9506 | 0.8228 | 0.9357 | +| 0.1678 | 6.25 | 450 | 0.2139 | 0.7407 | 0.6731 | 0.7053 | 0.5447 | 0.9502 | 0.8251 | 0.9355 | +| 0.1439 | 6.39 | 460 | 0.2146 | 0.7560 | 0.6627 | 0.7063 | 0.5459 | 0.9512 | 0.8210 | 0.9368 | +| 0.1335 | 6.53 | 470 | 0.2122 | 0.7673 | 0.6559 | 0.7073 | 0.5471 | 0.9520 | 0.8183 | 0.9377 | +| 0.1362 | 6.67 | 480 | 0.2153 | 0.7447 | 0.6759 | 0.7086 | 0.5487 | 0.9508 | 0.8267 | 0.9357 | +| 0.1374 | 6.81 | 490 | 0.2120 | 0.7677 | 0.6619 | 0.7109 | 0.5514 | 0.9524 | 0.8212 | 0.9381 | +| 0.1431 | 6.94 | 500 | 0.2129 | 0.7670 | 0.6628 | 0.7111 | 0.5517 | 0.9524 | 0.8216 | 0.9385 | +| 0.1443 | 7.08 | 510 | 0.2124 | 0.7426 | 0.6823 | 0.7112 | 0.5518 | 0.9510 | 0.8297 | 0.9364 | +| 0.1273 | 7.22 | 520 | 0.2117 | 0.7596 | 0.6664 | 0.7099 | 0.5503 | 0.9518 | 0.8229 | 0.9377 | +| 0.1371 | 7.36 | 530 | 0.2145 | 0.7524 | 0.6728 | 0.7104 | 0.5509 | 0.9515 | 0.8257 | 0.9370 | +| 0.1337 | 7.5 | 540 | 0.2157 | 0.7444 | 0.6788 | 0.7101 | 0.5504 | 0.9510 | 0.8281 | 0.9362 | +| 0.1176 | 7.64 | 550 | 0.2161 | 0.7408 | 0.6769 | 0.7074 | 0.5473 | 0.9505 | 0.8270 | 0.9362 | +| 0.1154 | 7.78 | 560 | 0.2160 | 0.7475 | 0.6777 | 0.7109 | 0.5515 | 0.9512 | 0.8277 | 0.9368 | +| 0.1328 | 7.92 | 570 | 0.2148 | 0.7561 | 0.6691 | 0.7100 | 0.5504 | 0.9516 | 0.8241 | 0.9373 | +| 0.1208 | 8.06 | 580 | 0.2150 | 0.7417 | 0.6809 | 0.7100 | 0.5504 | 0.9508 | 0.8289 | 0.9361 | +| 0.1126 | 8.19 | 590 | 0.2146 | 0.7682 | 0.6645 | 0.7126 | 0.5535 | 0.9526 | 0.8225 | 0.9384 | +| 0.1156 | 8.33 | 600 | 0.2141 | 0.7473 | 0.6801 | 0.7121 | 0.5529 | 0.9513 | 0.8289 | 0.9367 | +| 0.123 | 8.47 | 610 | 0.2139 | 0.7630 | 0.6708 | 0.7139 | 0.5551 | 0.9524 | 0.8253 | 0.9381 | +| 0.1269 | 8.61 | 620 | 0.2150 | 0.7604 | 0.6740 | 0.7146 | 0.5559 | 0.9524 | 0.8267 | 0.9379 | +| 0.1178 | 8.75 | 630 | 0.2155 | 0.7477 | 0.6847 | 0.7148 | 0.5562 | 0.9517 | 0.8311 | 0.9371 | +| 0.1117 | 8.89 | 640 | 0.2173 | 0.7502 | 0.6842 | 0.7157 | 0.5572 | 0.9519 | 0.8310 | 0.9373 | +| 0.1199 | 9.03 | 650 | 0.2161 | 0.7592 | 0.6724 | 0.7132 | 0.5542 | 0.9521 | 0.8259 | 0.9383 | +| 0.1221 | 9.17 | 660 | 0.2156 | 0.7482 | 0.6885 | 0.7172 | 0.5590 | 0.9519 | 0.8330 | 0.9373 | +| 0.1264 | 9.31 | 670 | 0.2190 | 0.7573 | 0.6771 | 0.7149 | 0.5563 | 0.9522 | 0.8280 | 0.9376 | +| 0.1067 | 9.44 | 680 | 0.2176 | 0.7498 | 0.6851 | 0.7160 | 0.5576 | 0.9519 | 0.8315 | 0.9374 | +| 0.1047 | 9.58 | 690 | 0.2177 | 0.7586 | 0.6781 | 0.7161 | 0.5577 | 0.9524 | 0.8286 | 0.9382 | +| 0.1199 | 9.72 | 700 | 0.2180 | 0.7532 | 0.6819 | 0.7158 | 0.5574 | 0.9521 | 0.8301 | 0.9376 | +| 0.1107 | 9.86 | 710 | 0.2159 | 0.7562 | 0.6847 | 0.7187 | 0.5609 | 0.9526 | 0.8316 | 0.9380 | +| 0.1122 | 10.0 | 720 | 0.2193 | 0.7578 | 0.6756 | 0.7143 | 0.5556 | 0.9522 | 0.8273 | 0.9377 | +| 0.1149 | 10.14 | 730 | 0.2201 | 0.7605 | 0.6753 | 0.7154 | 0.5569 | 0.9525 | 0.8273 | 0.9379 | +| 0.1025 | 10.28 | 740 | 0.2217 | 0.7538 | 0.6805 | 0.7153 | 0.5567 | 0.9521 | 0.8295 | 0.9375 | +| 0.1042 | 10.42 | 750 | 0.2217 | 0.7505 | 0.6864 | 0.7170 | 0.5589 | 0.9521 | 0.8321 | 0.9374 | +| 0.1049 | 10.56 | 760 | 0.2217 | 0.7504 | 0.6855 | 0.7165 | 0.5582 | 0.9520 | 0.8317 | 0.9375 | +| 0.1128 | 10.69 | 770 | 0.2208 | 0.7595 | 0.6724 | 0.7133 | 0.5544 | 0.9522 | 0.8259 | 0.9379 | +| 0.0981 | 10.83 | 780 | 0.2193 | 0.7702 | 0.6635 | 0.7128 | 0.5538 | 0.9527 | 0.8221 | 0.9387 | +| 0.1039 | 10.97 | 790 | 0.2221 | 0.7584 | 0.6728 | 0.7130 | 0.5541 | 0.9521 | 0.8260 | 0.9377 | +| 0.1084 | 11.11 | 800 | 0.2225 | 0.7499 | 0.6864 | 0.7168 | 0.5586 | 0.9520 | 0.8321 | 0.9373 | +| 0.1064 | 11.25 | 810 | 0.2228 | 0.7614 | 0.6660 | 0.7105 | 0.5510 | 0.9520 | 0.8229 | 0.9375 | +| 0.11 | 11.39 | 820 | 0.2235 | 0.7508 | 0.6797 | 0.7135 | 0.5546 | 0.9517 | 0.8289 | 0.9370 | +| 0.0959 | 11.53 | 830 | 0.2249 | 0.7573 | 0.6753 | 0.7140 | 0.5552 | 0.9521 | 0.8272 | 0.9374 | +| 0.1001 | 11.67 | 840 | 0.2230 | 0.7532 | 0.6841 | 0.7170 | 0.5588 | 0.9522 | 0.8312 | 0.9376 | +| 0.1028 | 11.81 | 850 | 0.2209 | 0.7644 | 0.6695 | 0.7138 | 0.5550 | 0.9525 | 0.8248 | 0.9384 | +| 0.0989 | 11.94 | 860 | 0.2242 | 0.7622 | 0.6742 | 0.7155 | 0.5570 | 0.9526 | 0.8269 | 0.9380 | +| 0.0866 | 12.08 | 870 | 0.2236 | 0.7617 | 0.6743 | 0.7153 | 0.5568 | 0.9525 | 0.8269 | 0.9379 | +| 0.1116 | 12.22 | 880 | 0.2266 | 0.7559 | 0.6809 | 0.7164 | 0.5581 | 0.9523 | 0.8298 | 0.9374 | +| 0.1025 | 12.36 | 890 | 0.2257 | 0.7516 | 0.6834 | 0.7159 | 0.5575 | 0.9520 | 0.8307 | 0.9372 | +| 0.0999 | 12.5 | 900 | 0.2268 | 0.7576 | 0.6776 | 0.7154 | 0.5569 | 0.9523 | 0.8283 | 0.9373 | +| 0.0885 | 12.64 | 910 | 0.2255 | 0.7568 | 0.6772 | 0.7148 | 0.5561 | 0.9522 | 0.8280 | 0.9375 | +| 0.1037 | 12.78 | 920 | 0.2267 | 0.7625 | 0.6751 | 0.7161 | 0.5578 | 0.9526 | 0.8273 | 0.9379 | +| 0.0964 | 12.92 | 930 | 0.2278 | 0.7558 | 0.6810 | 0.7165 | 0.5582 | 0.9523 | 0.8298 | 0.9374 | +| 0.0875 | 13.06 | 940 | 0.2283 | 0.7469 | 0.6839 | 0.7140 | 0.5552 | 0.9515 | 0.8307 | 0.9367 | +| 0.0854 | 13.19 | 950 | 0.2280 | 0.7646 | 0.6726 | 0.7156 | 0.5572 | 0.9527 | 0.8262 | 0.9378 | +| 0.0987 | 13.33 | 960 | 0.2312 | 0.7555 | 0.6801 | 0.7158 | 0.5574 | 0.9522 | 0.8294 | 0.9371 | +| 0.0898 | 13.47 | 970 | 0.2304 | 0.7552 | 0.6768 | 0.7138 | 0.5550 | 0.9520 | 0.8277 | 0.9371 | +| 0.089 | 13.61 | 980 | 0.2273 | 0.7718 | 0.6685 | 0.7164 | 0.5582 | 0.9532 | 0.8246 | 0.9382 | +| 0.0879 | 13.75 | 990 | 0.2320 | 0.7528 | 0.6830 | 0.7162 | 0.5579 | 0.9521 | 0.8306 | 0.9370 | +| 0.0862 | 13.89 | 1000 | 0.2302 | 0.7654 | 0.6697 | 0.7143 | 0.5556 | 0.9526 | 0.8249 | 0.9378 | +| 0.0878 | 14.03 | 1010 | 0.2303 | 0.7606 | 0.6773 | 0.7166 | 0.5583 | 0.9526 | 0.8283 | 0.9377 | +| 0.0973 | 14.17 | 1020 | 0.2322 | 0.7555 | 0.6784 | 0.7149 | 0.5563 | 0.9521 | 0.8285 | 0.9370 | +| 0.0889 | 14.31 | 1030 | 0.2310 | 0.7733 | 0.6682 | 0.7169 | 0.5588 | 0.9533 | 0.8246 | 0.9383 | +| 0.0943 | 14.44 | 1040 | 0.2316 | 0.7625 | 0.6765 | 0.7170 | 0.5588 | 0.9527 | 0.8280 | 0.9378 | +| 0.0905 | 14.58 | 1050 | 0.2337 | 0.7578 | 0.6801 | 0.7168 | 0.5586 | 0.9525 | 0.8295 | 0.9374 | +| 0.0928 | 14.72 | 1060 | 0.2350 | 0.7525 | 0.6845 | 0.7169 | 0.5587 | 0.9522 | 0.8313 | 0.9370 | +| 0.0846 | 14.86 | 1070 | 0.2320 | 0.7535 | 0.6843 | 0.7172 | 0.5591 | 0.9523 | 0.8313 | 0.9371 | +| 0.0845 | 15.0 | 1080 | 0.2346 | 0.7535 | 0.6843 | 0.7172 | 0.5591 | 0.9523 | 0.8313 | 0.9370 | +| 0.0818 | 15.14 | 1090 | 0.2349 | 0.7600 | 0.6756 | 0.7153 | 0.5568 | 0.9524 | 0.8274 | 0.9374 | +| 0.0733 | 15.28 | 1100 | 0.2346 | 0.7645 | 0.6777 | 0.7185 | 0.5606 | 0.9530 | 0.8287 | 0.9376 | +| 0.0822 | 15.42 | 1110 | 0.2364 | 0.7741 | 0.6635 | 0.7145 | 0.5558 | 0.9531 | 0.8223 | 0.9380 | +| 0.0911 | 15.56 | 1120 | 0.2352 | 0.7702 | 0.6722 | 0.7179 | 0.5599 | 0.9533 | 0.8264 | 0.9378 | +| 0.09 | 15.69 | 1130 | 0.2368 | 0.7536 | 0.6833 | 0.7167 | 0.5585 | 0.9522 | 0.8308 | 0.9368 | +| 0.0853 | 15.83 | 1140 | 0.2370 | 0.7650 | 0.6767 | 0.7181 | 0.5602 | 0.9530 | 0.8282 | 0.9376 | +| 0.0843 | 15.97 | 1150 | 0.2381 | 0.7630 | 0.6747 | 0.7161 | 0.5578 | 0.9527 | 0.8272 | 0.9375 | +| 0.0777 | 16.11 | 1160 | 0.2375 | 0.7589 | 0.6773 | 0.7158 | 0.5574 | 0.9524 | 0.8282 | 0.9376 | +| 0.0829 | 16.25 | 1170 | 0.2372 | 0.7594 | 0.6768 | 0.7157 | 0.5573 | 0.9524 | 0.8280 | 0.9372 | +| 0.0816 | 16.39 | 1180 | 0.2403 | 0.7508 | 0.6850 | 0.7164 | 0.5581 | 0.9520 | 0.8315 | 0.9362 | +| 0.0876 | 16.53 | 1190 | 0.2388 | 0.7702 | 0.6660 | 0.7143 | 0.5556 | 0.9529 | 0.8233 | 0.9377 | +| 0.0787 | 16.67 | 1200 | 0.2387 | 0.7633 | 0.6724 | 0.7150 | 0.5564 | 0.9526 | 0.8261 | 0.9375 | +| 0.0782 | 16.81 | 1210 | 0.2424 | 0.7520 | 0.6845 | 0.7166 | 0.5584 | 0.9521 | 0.8313 | 0.9365 | +| 0.0921 | 16.94 | 1220 | 0.2403 | 0.7585 | 0.6763 | 0.7150 | 0.5565 | 0.9523 | 0.8277 | 0.9370 | +| 0.0807 | 17.08 | 1230 | 0.2408 | 0.7603 | 0.6769 | 0.7162 | 0.5579 | 0.9525 | 0.8281 | 0.9371 | +| 0.0857 | 17.22 | 1240 | 0.2430 | 0.7605 | 0.6789 | 0.7174 | 0.5593 | 0.9527 | 0.8291 | 0.9374 | +| 0.0839 | 17.36 | 1250 | 0.2422 | 0.7756 | 0.6611 | 0.7138 | 0.5549 | 0.9531 | 0.8213 | 0.9380 | +| 0.0851 | 17.5 | 1260 | 0.2424 | 0.7557 | 0.6755 | 0.7133 | 0.5544 | 0.9520 | 0.8271 | 0.9366 | +| 0.0796 | 17.64 | 1270 | 0.2436 | 0.7556 | 0.6805 | 0.7161 | 0.5578 | 0.9523 | 0.8296 | 0.9366 | +| 0.0827 | 17.78 | 1280 | 0.2463 | 0.7540 | 0.6827 | 0.7166 | 0.5584 | 0.9522 | 0.8306 | 0.9365 | +| 0.0749 | 17.92 | 1290 | 0.2456 | 0.7635 | 0.6716 | 0.7146 | 0.5560 | 0.9525 | 0.8257 | 0.9370 | +| 0.0759 | 18.06 | 1300 | 0.2448 | 0.7721 | 0.6644 | 0.7142 | 0.5554 | 0.9530 | 0.8227 | 0.9379 | +| 0.0737 | 18.19 | 1310 | 0.2480 | 0.7641 | 0.6699 | 0.7139 | 0.5551 | 0.9525 | 0.8249 | 0.9374 | +| 0.0865 | 18.33 | 1320 | 0.2489 | 0.7454 | 0.6899 | 0.7166 | 0.5583 | 0.9517 | 0.8335 | 0.9359 | +| 0.0779 | 18.47 | 1330 | 0.2470 | 0.7639 | 0.6654 | 0.7113 | 0.5519 | 0.9522 | 0.8227 | 0.9370 | +| 0.0801 | 18.61 | 1340 | 0.2466 | 0.7652 | 0.6771 | 0.7184 | 0.5606 | 0.9530 | 0.8284 | 0.9374 | +| 0.0771 | 18.75 | 1350 | 0.2486 | 0.7715 | 0.6625 | 0.7129 | 0.5538 | 0.9528 | 0.8217 | 0.9378 | +| 0.0764 | 18.89 | 1360 | 0.2473 | 0.7681 | 0.6712 | 0.7164 | 0.5582 | 0.9530 | 0.8258 | 0.9377 | +| 0.0683 | 19.03 | 1370 | 0.2474 | 0.7657 | 0.6697 | 0.7145 | 0.5558 | 0.9526 | 0.8249 | 0.9373 | +| 0.0708 | 19.17 | 1380 | 0.2482 | 0.7556 | 0.6761 | 0.7136 | 0.5548 | 0.9520 | 0.8275 | 0.9366 | +| 0.0714 | 19.31 | 1390 | 0.2514 | 0.7508 | 0.6866 | 0.7173 | 0.5592 | 0.9521 | 0.8322 | 0.9365 | +| 0.068 | 19.44 | 1400 | 0.2492 | 0.7681 | 0.6672 | 0.7141 | 0.5553 | 0.9527 | 0.8238 | 0.9375 | +| 0.0816 | 19.58 | 1410 | 0.2520 | 0.7620 | 0.6752 | 0.7160 | 0.5576 | 0.9526 | 0.8274 | 0.9372 | +| 0.072 | 19.72 | 1420 | 0.2501 | 0.7653 | 0.6726 | 0.7159 | 0.5575 | 0.9528 | 0.8263 | 0.9375 | +| 0.0673 | 19.86 | 1430 | 0.2521 | 0.7591 | 0.6827 | 0.7189 | 0.5612 | 0.9528 | 0.8309 | 0.9373 | +| 0.0733 | 20.0 | 1440 | 0.2550 | 0.7549 | 0.6827 | 0.7170 | 0.5589 | 0.9523 | 0.8306 | 0.9366 | +| 0.0642 | 20.14 | 1450 | 0.2513 | 0.7610 | 0.6776 | 0.7169 | 0.5587 | 0.9526 | 0.8285 | 0.9370 | +| 0.0668 | 20.28 | 1460 | 0.2528 | 0.7619 | 0.6743 | 0.7154 | 0.5569 | 0.9525 | 0.8269 | 0.9369 | +| 0.0698 | 20.42 | 1470 | 0.2532 | 0.7685 | 0.6660 | 0.7136 | 0.5547 | 0.9527 | 0.8232 | 0.9376 | +| 0.0713 | 20.56 | 1480 | 0.2537 | 0.7592 | 0.6800 | 0.7174 | 0.5593 | 0.9526 | 0.8295 | 0.9371 | +| 0.0702 | 20.69 | 1490 | 0.2567 | 0.7572 | 0.6756 | 0.7141 | 0.5553 | 0.9521 | 0.8273 | 0.9368 | +| 0.062 | 20.83 | 1500 | 0.2554 | 0.7623 | 0.6719 | 0.7143 | 0.5555 | 0.9524 | 0.8258 | 0.9369 | +| 0.0718 | 20.97 | 1510 | 0.2562 | 0.7599 | 0.6736 | 0.7142 | 0.5554 | 0.9523 | 0.8265 | 0.9370 | +| 0.0652 | 21.11 | 1520 | 0.2566 | 0.7655 | 0.6695 | 0.7143 | 0.5556 | 0.9526 | 0.8248 | 0.9373 | +| 0.0647 | 21.25 | 1530 | 0.2574 | 0.7733 | 0.6579 | 0.7110 | 0.5515 | 0.9527 | 0.8196 | 0.9375 | +| 0.0694 | 21.39 | 1540 | 0.2570 | 0.7625 | 0.6665 | 0.7113 | 0.5519 | 0.9521 | 0.8232 | 0.9371 | +| 0.0773 | 21.53 | 1550 | 0.2575 | 0.7590 | 0.6752 | 0.7147 | 0.5560 | 0.9523 | 0.8272 | 0.9370 | +| 0.0684 | 21.67 | 1560 | 0.2589 | 0.7547 | 0.6806 | 0.7157 | 0.5573 | 0.9522 | 0.8296 | 0.9367 | +| 0.0722 | 21.81 | 1570 | 0.2594 | 0.7658 | 0.6685 | 0.7138 | 0.5550 | 0.9526 | 0.8243 | 0.9372 | +| 0.0647 | 21.94 | 1580 | 0.2575 | 0.7553 | 0.6761 | 0.7135 | 0.5547 | 0.9520 | 0.8274 | 0.9364 | +| 0.0714 | 22.08 | 1590 | 0.2586 | 0.7488 | 0.6819 | 0.7138 | 0.5550 | 0.9516 | 0.8299 | 0.9361 | +| 0.0695 | 22.22 | 1600 | 0.2621 | 0.7545 | 0.6801 | 0.7154 | 0.5569 | 0.9521 | 0.8293 | 0.9366 | +| 0.07 | 22.36 | 1610 | 0.2590 | 0.7678 | 0.6686 | 0.7148 | 0.5561 | 0.9528 | 0.8245 | 0.9375 | +| 0.0642 | 22.5 | 1620 | 0.2594 | 0.7667 | 0.6685 | 0.7142 | 0.5555 | 0.9527 | 0.8244 | 0.9371 | +| 0.0683 | 22.64 | 1630 | 0.2599 | 0.7684 | 0.6649 | 0.7129 | 0.5539 | 0.9526 | 0.8227 | 0.9374 | +| 0.0719 | 22.78 | 1640 | 0.2623 | 0.7542 | 0.6806 | 0.7155 | 0.5571 | 0.9521 | 0.8295 | 0.9365 | +| 0.0743 | 22.92 | 1650 | 0.2627 | 0.7630 | 0.6701 | 0.7135 | 0.5546 | 0.9524 | 0.8249 | 0.9370 | +| 0.0614 | 23.06 | 1660 | 0.2633 | 0.7667 | 0.6615 | 0.7102 | 0.5506 | 0.9522 | 0.8210 | 0.9371 | +| 0.0651 | 23.19 | 1670 | 0.2643 | 0.7577 | 0.6716 | 0.7121 | 0.5529 | 0.9519 | 0.8254 | 0.9366 | +| 0.0662 | 23.33 | 1680 | 0.2651 | 0.7547 | 0.6726 | 0.7113 | 0.5519 | 0.9517 | 0.8257 | 0.9364 | +| 0.076 | 23.47 | 1690 | 0.2636 | 0.7537 | 0.6755 | 0.7125 | 0.5533 | 0.9518 | 0.8270 | 0.9362 | +| 0.0676 | 23.61 | 1700 | 0.2623 | 0.7561 | 0.6719 | 0.7115 | 0.5522 | 0.9518 | 0.8254 | 0.9364 | +| 0.0643 | 23.75 | 1710 | 0.2642 | 0.7616 | 0.6697 | 0.7127 | 0.5536 | 0.9522 | 0.8247 | 0.9370 | +| 0.0698 | 23.89 | 1720 | 0.2657 | 0.7575 | 0.6718 | 0.7121 | 0.5529 | 0.9519 | 0.8255 | 0.9366 | +| 0.0675 | 24.03 | 1730 | 0.2687 | 0.7630 | 0.6686 | 0.7127 | 0.5536 | 0.9523 | 0.8242 | 0.9369 | +| 0.0655 | 24.17 | 1740 | 0.2692 | 0.7692 | 0.6562 | 0.7082 | 0.5482 | 0.9522 | 0.8185 | 0.9372 | +| 0.0602 | 24.31 | 1750 | 0.2670 | 0.7631 | 0.6660 | 0.7112 | 0.5519 | 0.9522 | 0.8229 | 0.9368 | +| 0.0679 | 24.44 | 1760 | 0.2662 | 0.7596 | 0.6694 | 0.7116 | 0.5524 | 0.9520 | 0.8244 | 0.9367 | +| 0.0644 | 24.58 | 1770 | 0.2682 | 0.7618 | 0.6666 | 0.7110 | 0.5516 | 0.9521 | 0.8232 | 0.9367 | +| 0.0716 | 24.72 | 1780 | 0.2677 | 0.7597 | 0.6694 | 0.7117 | 0.5524 | 0.9520 | 0.8244 | 0.9367 | +| 0.0606 | 24.86 | 1790 | 0.2695 | 0.7600 | 0.6705 | 0.7124 | 0.5533 | 0.9521 | 0.8250 | 0.9366 | +| 0.061 | 25.0 | 1800 | 0.2687 | 0.7664 | 0.6590 | 0.7086 | 0.5487 | 0.9521 | 0.8197 | 0.9370 | +| 0.0556 | 25.14 | 1810 | 0.2703 | 0.7629 | 0.6621 | 0.7090 | 0.5491 | 0.9519 | 0.8211 | 0.9368 | +| 0.06 | 25.28 | 1820 | 0.2704 | 0.7651 | 0.6600 | 0.7087 | 0.5488 | 0.9520 | 0.8202 | 0.9369 | +| 0.065 | 25.42 | 1830 | 0.2708 | 0.7627 | 0.6607 | 0.7080 | 0.5480 | 0.9518 | 0.8204 | 0.9367 | +| 0.066 | 25.56 | 1840 | 0.2702 | 0.7624 | 0.6619 | 0.7086 | 0.5487 | 0.9518 | 0.8209 | 0.9365 | +| 0.0543 | 25.69 | 1850 | 0.2703 | 0.7552 | 0.6698 | 0.7099 | 0.5503 | 0.9516 | 0.8244 | 0.9363 | +| 0.0657 | 25.83 | 1860 | 0.2699 | 0.7469 | 0.6760 | 0.7097 | 0.5500 | 0.9511 | 0.8269 | 0.9356 | +| 0.0718 | 25.97 | 1870 | 0.2713 | 0.7539 | 0.6715 | 0.7103 | 0.5508 | 0.9515 | 0.8251 | 0.9360 | +| 0.0664 | 26.11 | 1880 | 0.2740 | 0.7516 | 0.6742 | 0.7108 | 0.5513 | 0.9515 | 0.8263 | 0.9357 | +| 0.0642 | 26.25 | 1890 | 0.2742 | 0.7526 | 0.6710 | 0.7094 | 0.5497 | 0.9514 | 0.8248 | 0.9359 | +| 0.0607 | 26.39 | 1900 | 0.2722 | 0.7712 | 0.6543 | 0.7080 | 0.5479 | 0.9522 | 0.8177 | 0.9372 | +| 0.062 | 26.53 | 1910 | 0.2756 | 0.7592 | 0.6654 | 0.7092 | 0.5495 | 0.9517 | 0.8225 | 0.9363 | +| 0.0653 | 26.67 | 1920 | 0.2756 | 0.7543 | 0.6686 | 0.7089 | 0.5490 | 0.9514 | 0.8237 | 0.9360 | +| 0.0568 | 26.81 | 1930 | 0.2730 | 0.7578 | 0.6682 | 0.7102 | 0.5506 | 0.9517 | 0.8237 | 0.9365 | +| 0.0653 | 26.94 | 1940 | 0.2735 | 0.7620 | 0.6635 | 0.7093 | 0.5496 | 0.9519 | 0.8217 | 0.9367 | +| 0.0649 | 27.08 | 1950 | 0.2768 | 0.7577 | 0.6666 | 0.7092 | 0.5495 | 0.9516 | 0.8230 | 0.9363 | +| 0.059 | 27.22 | 1960 | 0.2770 | 0.7640 | 0.6602 | 0.7083 | 0.5483 | 0.9519 | 0.8202 | 0.9366 | +| 0.0582 | 27.36 | 1970 | 0.2766 | 0.7588 | 0.6652 | 0.7089 | 0.5491 | 0.9517 | 0.8223 | 0.9363 | +| 0.0686 | 27.5 | 1980 | 0.2764 | 0.7635 | 0.6600 | 0.7080 | 0.5480 | 0.9518 | 0.8201 | 0.9367 | +| 0.0577 | 27.64 | 1990 | 0.2759 | 0.7660 | 0.6578 | 0.7078 | 0.5477 | 0.9519 | 0.8191 | 0.9369 | +| 0.0507 | 27.78 | 2000 | 0.2786 | 0.7584 | 0.6645 | 0.7083 | 0.5484 | 0.9516 | 0.8220 | 0.9363 | +| 0.0561 | 27.92 | 2010 | 0.2790 | 0.7547 | 0.6697 | 0.7096 | 0.5500 | 0.9515 | 0.8243 | 0.9359 | +| 0.0628 | 28.06 | 2020 | 0.2788 | 0.7552 | 0.6687 | 0.7094 | 0.5496 | 0.9515 | 0.8238 | 0.9360 | +| 0.0569 | 28.19 | 2030 | 0.2773 | 0.7619 | 0.6580 | 0.7062 | 0.5458 | 0.9515 | 0.8190 | 0.9364 | +| 0.063 | 28.33 | 2040 | 0.2785 | 0.7663 | 0.6526 | 0.7049 | 0.5443 | 0.9517 | 0.8167 | 0.9367 | +| 0.0557 | 28.47 | 2050 | 0.2799 | 0.7547 | 0.6675 | 0.7084 | 0.5485 | 0.9514 | 0.8232 | 0.9359 | +| 0.0581 | 28.61 | 2060 | 0.2794 | 0.7583 | 0.6641 | 0.7081 | 0.5481 | 0.9515 | 0.8218 | 0.9363 | +| 0.0595 | 28.75 | 2070 | 0.2788 | 0.7578 | 0.6644 | 0.7080 | 0.5480 | 0.9515 | 0.8219 | 0.9363 | +| 0.0568 | 28.89 | 2080 | 0.2792 | 0.7592 | 0.6598 | 0.7060 | 0.5456 | 0.9514 | 0.8197 | 0.9362 | +| 0.0643 | 29.03 | 2090 | 0.2829 | 0.7570 | 0.6633 | 0.7071 | 0.5469 | 0.9514 | 0.8213 | 0.9360 | +| 0.0562 | 29.17 | 2100 | 0.2829 | 0.7578 | 0.6599 | 0.7055 | 0.5449 | 0.9512 | 0.8197 | 0.9360 | +| 0.0546 | 29.31 | 2110 | 0.2827 | 0.7577 | 0.6629 | 0.7072 | 0.5470 | 0.9514 | 0.8212 | 0.9363 | +| 0.0556 | 29.44 | 2120 | 0.2833 | 0.7586 | 0.6617 | 0.7069 | 0.5466 | 0.9514 | 0.8206 | 0.9362 | +| 0.0549 | 29.58 | 2130 | 0.2837 | 0.7615 | 0.6587 | 0.7064 | 0.5460 | 0.9515 | 0.8193 | 0.9364 | +| 0.0564 | 29.72 | 2140 | 0.2838 | 0.7559 | 0.6631 | 0.7064 | 0.5461 | 0.9512 | 0.8211 | 0.9362 | +| 0.0673 | 29.86 | 2150 | 0.2821 | 0.7570 | 0.6641 | 0.7075 | 0.5474 | 0.9514 | 0.8217 | 0.9362 | +| 0.0536 | 30.0 | 2160 | 0.2829 | 0.7573 | 0.6586 | 0.7045 | 0.5438 | 0.9511 | 0.8190 | 0.9361 | +| 0.0532 | 30.14 | 2170 | 0.2826 | 0.7515 | 0.6675 | 0.7071 | 0.5469 | 0.9511 | 0.8231 | 0.9356 | +| 0.0572 | 30.28 | 2180 | 0.2823 | 0.7623 | 0.6575 | 0.7060 | 0.5457 | 0.9516 | 0.8188 | 0.9364 | +| 0.0621 | 30.42 | 2190 | 0.2861 | 0.7658 | 0.6485 | 0.7023 | 0.5412 | 0.9513 | 0.8146 | 0.9365 | +| 0.0621 | 30.56 | 2200 | 0.2865 | 0.7564 | 0.6616 | 0.7058 | 0.5454 | 0.9512 | 0.8205 | 0.9360 | +| 0.0581 | 30.69 | 2210 | 0.2868 | 0.7677 | 0.6491 | 0.7034 | 0.5425 | 0.9516 | 0.8150 | 0.9367 | +| 0.066 | 30.83 | 2220 | 0.2862 | 0.7581 | 0.6605 | 0.7060 | 0.5455 | 0.9513 | 0.8200 | 0.9362 | +| 0.0541 | 30.97 | 2230 | 0.2865 | 0.7579 | 0.6613 | 0.7064 | 0.5460 | 0.9513 | 0.8204 | 0.9363 | +| 0.0525 | 31.11 | 2240 | 0.2879 | 0.7534 | 0.6617 | 0.7046 | 0.5439 | 0.9509 | 0.8204 | 0.9357 | +| 0.0493 | 31.25 | 2250 | 0.2893 | 0.7566 | 0.6549 | 0.7021 | 0.5409 | 0.9508 | 0.8172 | 0.9359 | +| 0.0621 | 31.39 | 2260 | 0.2878 | 0.7602 | 0.6576 | 0.7052 | 0.5446 | 0.9513 | 0.8187 | 0.9363 | +| 0.0514 | 31.53 | 2270 | 0.2874 | 0.7570 | 0.6669 | 0.7091 | 0.5493 | 0.9516 | 0.8231 | 0.9364 | +| 0.0643 | 31.67 | 2280 | 0.2857 | 0.7680 | 0.6537 | 0.7062 | 0.5459 | 0.9519 | 0.8173 | 0.9368 | +| 0.0636 | 31.81 | 2290 | 0.2870 | 0.7602 | 0.6599 | 0.7065 | 0.5462 | 0.9515 | 0.8198 | 0.9363 | +| 0.0539 | 31.94 | 2300 | 0.2896 | 0.7674 | 0.6493 | 0.7034 | 0.5425 | 0.9516 | 0.8151 | 0.9367 | +| 0.0553 | 32.08 | 2310 | 0.2900 | 0.7595 | 0.6619 | 0.7073 | 0.5472 | 0.9515 | 0.8208 | 0.9362 | +| 0.0578 | 32.22 | 2320 | 0.2899 | 0.7602 | 0.6598 | 0.7064 | 0.5461 | 0.9515 | 0.8198 | 0.9361 | +| 0.0513 | 32.36 | 2330 | 0.2889 | 0.7649 | 0.6520 | 0.7039 | 0.5431 | 0.9515 | 0.8163 | 0.9365 | +| 0.0474 | 32.5 | 2340 | 0.2898 | 0.7602 | 0.6557 | 0.7041 | 0.5433 | 0.9512 | 0.8178 | 0.9363 | +| 0.0569 | 32.64 | 2350 | 0.2874 | 0.7595 | 0.6561 | 0.7040 | 0.5432 | 0.9512 | 0.8179 | 0.9361 | +| 0.0516 | 32.78 | 2360 | 0.2898 | 0.7542 | 0.6641 | 0.7063 | 0.5459 | 0.9511 | 0.8215 | 0.9357 | +| 0.0546 | 32.92 | 2370 | 0.2896 | 0.7530 | 0.6672 | 0.7075 | 0.5474 | 0.9512 | 0.8230 | 0.9358 | +| 0.0496 | 33.06 | 2380 | 0.2908 | 0.7534 | 0.6670 | 0.7076 | 0.5475 | 0.9512 | 0.8229 | 0.9357 | +| 0.0467 | 33.19 | 2390 | 0.2938 | 0.7582 | 0.6567 | 0.7038 | 0.5430 | 0.9511 | 0.8182 | 0.9358 | +| 0.0584 | 33.33 | 2400 | 0.2933 | 0.7533 | 0.6623 | 0.7049 | 0.5442 | 0.9509 | 0.8206 | 0.9356 | +| 0.0493 | 33.47 | 2410 | 0.2933 | 0.7489 | 0.6661 | 0.7051 | 0.5445 | 0.9507 | 0.8222 | 0.9352 | +| 0.048 | 33.61 | 2420 | 0.2945 | 0.7418 | 0.6765 | 0.7077 | 0.5476 | 0.9505 | 0.8268 | 0.9350 | +| 0.0606 | 33.75 | 2430 | 0.2913 | 0.7478 | 0.6685 | 0.7059 | 0.5455 | 0.9507 | 0.8233 | 0.9353 | +| 0.0576 | 33.89 | 2440 | 0.2913 | 0.7559 | 0.6625 | 0.7061 | 0.5458 | 0.9512 | 0.8209 | 0.9359 | +| 0.0427 | 34.03 | 2450 | 0.2913 | 0.7556 | 0.6636 | 0.7066 | 0.5463 | 0.9512 | 0.8214 | 0.9358 | +| 0.0534 | 34.17 | 2460 | 0.2936 | 0.7586 | 0.6590 | 0.7053 | 0.5447 | 0.9513 | 0.8193 | 0.9359 | +| 0.05 | 34.31 | 2470 | 0.2947 | 0.7601 | 0.6545 | 0.7033 | 0.5424 | 0.9512 | 0.8172 | 0.9359 | +| 0.0543 | 34.44 | 2480 | 0.2939 | 0.7616 | 0.6543 | 0.7039 | 0.5431 | 0.9513 | 0.8172 | 0.9363 | +| 0.0517 | 34.58 | 2490 | 0.2936 | 0.7558 | 0.6607 | 0.7051 | 0.5445 | 0.9511 | 0.8200 | 0.9358 | +| 0.0529 | 34.72 | 2500 | 0.2963 | 0.7581 | 0.6575 | 0.7043 | 0.5435 | 0.9511 | 0.8186 | 0.9361 | +| 0.0553 | 34.86 | 2510 | 0.2958 | 0.7551 | 0.6629 | 0.7060 | 0.5456 | 0.9512 | 0.8210 | 0.9359 | +| 0.0477 | 35.0 | 2520 | 0.2916 | 0.7552 | 0.6619 | 0.7055 | 0.5450 | 0.9511 | 0.8205 | 0.9359 | +| 0.056 | 35.14 | 2530 | 0.2939 | 0.7613 | 0.6557 | 0.7046 | 0.5439 | 0.9513 | 0.8179 | 0.9363 | +| 0.0548 | 35.28 | 2540 | 0.2934 | 0.7618 | 0.6582 | 0.7062 | 0.5458 | 0.9515 | 0.8191 | 0.9365 | +| 0.0478 | 35.42 | 2550 | 0.2980 | 0.7569 | 0.6580 | 0.7040 | 0.5432 | 0.9510 | 0.8188 | 0.9360 | +| 0.0556 | 35.56 | 2560 | 0.2963 | 0.7653 | 0.6504 | 0.7032 | 0.5422 | 0.9514 | 0.8155 | 0.9365 | +| 0.0582 | 35.69 | 2570 | 0.2959 | 0.7592 | 0.6558 | 0.7037 | 0.5429 | 0.9511 | 0.8178 | 0.9362 | +| 0.0506 | 35.83 | 2580 | 0.2977 | 0.7567 | 0.6567 | 0.7032 | 0.5422 | 0.9509 | 0.8181 | 0.9359 | +| 0.0522 | 35.97 | 2590 | 0.2985 | 0.7521 | 0.6586 | 0.7023 | 0.5411 | 0.9506 | 0.8188 | 0.9356 | +| 0.0518 | 36.11 | 2600 | 0.2965 | 0.7573 | 0.6568 | 0.7035 | 0.5426 | 0.9510 | 0.8182 | 0.9360 | +| 0.0575 | 36.25 | 2610 | 0.2991 | 0.7568 | 0.6594 | 0.7047 | 0.5441 | 0.9511 | 0.8194 | 0.9361 | +| 0.06 | 36.39 | 2620 | 0.2998 | 0.7589 | 0.6565 | 0.7040 | 0.5432 | 0.9512 | 0.8181 | 0.9361 | +| 0.0501 | 36.53 | 2630 | 0.2991 | 0.7544 | 0.6636 | 0.7061 | 0.5457 | 0.9511 | 0.8213 | 0.9360 | +| 0.0519 | 36.67 | 2640 | 0.2994 | 0.7622 | 0.6501 | 0.7017 | 0.5405 | 0.9511 | 0.8152 | 0.9362 | +| 0.0558 | 36.81 | 2650 | 0.2990 | 0.7537 | 0.6598 | 0.7036 | 0.5428 | 0.9508 | 0.8194 | 0.9357 | +| 0.0553 | 36.94 | 2660 | 0.2977 | 0.7517 | 0.6645 | 0.7054 | 0.5449 | 0.9509 | 0.8216 | 0.9357 | +| 0.0575 | 37.08 | 2670 | 0.2979 | 0.7550 | 0.6568 | 0.7025 | 0.5414 | 0.9508 | 0.8181 | 0.9357 | +| 0.0552 | 37.22 | 2680 | 0.2995 | 0.7534 | 0.6583 | 0.7027 | 0.5416 | 0.9507 | 0.8187 | 0.9355 | +| 0.0539 | 37.36 | 2690 | 0.3003 | 0.7626 | 0.6522 | 0.7031 | 0.5422 | 0.9513 | 0.8163 | 0.9363 | +| 0.0549 | 37.5 | 2700 | 0.2984 | 0.7599 | 0.6550 | 0.7036 | 0.5427 | 0.9512 | 0.8175 | 0.9360 | +| 0.0548 | 37.64 | 2710 | 0.3006 | 0.7573 | 0.6568 | 0.7035 | 0.5426 | 0.9510 | 0.8182 | 0.9359 | +| 0.0519 | 37.78 | 2720 | 0.3008 | 0.7619 | 0.6543 | 0.7040 | 0.5433 | 0.9513 | 0.8172 | 0.9363 | +| 0.052 | 37.92 | 2730 | 0.2992 | 0.7655 | 0.6498 | 0.7030 | 0.5420 | 0.9514 | 0.8153 | 0.9365 | +| 0.0486 | 38.06 | 2740 | 0.2994 | 0.7648 | 0.6498 | 0.7027 | 0.5416 | 0.9513 | 0.8152 | 0.9365 | +| 0.052 | 38.19 | 2750 | 0.3011 | 0.7576 | 0.6551 | 0.7026 | 0.5416 | 0.9509 | 0.8174 | 0.9361 | +| 0.0497 | 38.33 | 2760 | 0.3009 | 0.7572 | 0.6574 | 0.7038 | 0.5429 | 0.9510 | 0.8185 | 0.9361 | +| 0.0595 | 38.47 | 2770 | 0.3004 | 0.7560 | 0.6584 | 0.7038 | 0.5430 | 0.9510 | 0.8189 | 0.9359 | +| 0.055 | 38.61 | 2780 | 0.3021 | 0.7564 | 0.6592 | 0.7045 | 0.5438 | 0.9511 | 0.8193 | 0.9359 | +| 0.0534 | 38.75 | 2790 | 0.3002 | 0.7615 | 0.6554 | 0.7045 | 0.5438 | 0.9513 | 0.8177 | 0.9363 | +| 0.0502 | 38.89 | 2800 | 0.3028 | 0.7587 | 0.6612 | 0.7066 | 0.5463 | 0.9514 | 0.8204 | 0.9363 | +| 0.0479 | 39.03 | 2810 | 0.3026 | 0.7517 | 0.6609 | 0.7034 | 0.5425 | 0.9507 | 0.8199 | 0.9354 | +| 0.0502 | 39.17 | 2820 | 0.3018 | 0.7546 | 0.6592 | 0.7037 | 0.5429 | 0.9509 | 0.8192 | 0.9357 | +| 0.0444 | 39.31 | 2830 | 0.3011 | 0.7609 | 0.6567 | 0.7050 | 0.5444 | 0.9514 | 0.8183 | 0.9363 | +| 0.0488 | 39.44 | 2840 | 0.3029 | 0.7620 | 0.6545 | 0.7041 | 0.5434 | 0.9513 | 0.8173 | 0.9364 | +| 0.061 | 39.58 | 2850 | 0.3028 | 0.7619 | 0.6516 | 0.7024 | 0.5413 | 0.9512 | 0.8159 | 0.9363 | +| 0.0521 | 39.72 | 2860 | 0.3037 | 0.7524 | 0.6590 | 0.7026 | 0.5415 | 0.9506 | 0.8190 | 0.9357 | +| 0.0509 | 39.86 | 2870 | 0.3035 | 0.7554 | 0.6592 | 0.7040 | 0.5433 | 0.9510 | 0.8193 | 0.9359 | +| 0.0468 | 40.0 | 2880 | 0.3023 | 0.7583 | 0.6572 | 0.7042 | 0.5434 | 0.9511 | 0.8185 | 0.9361 | +| 0.0533 | 40.14 | 2890 | 0.3021 | 0.7621 | 0.6521 | 0.7028 | 0.5418 | 0.9512 | 0.8162 | 0.9363 | +| 0.0547 | 40.28 | 2900 | 0.3018 | 0.7621 | 0.6547 | 0.7044 | 0.5436 | 0.9514 | 0.8175 | 0.9365 | +| 0.0503 | 40.42 | 2910 | 0.3039 | 0.7566 | 0.6599 | 0.7050 | 0.5443 | 0.9511 | 0.8196 | 0.9361 | +| 0.0482 | 40.56 | 2920 | 0.3032 | 0.7605 | 0.6574 | 0.7052 | 0.5446 | 0.9514 | 0.8186 | 0.9363 | +| 0.0488 | 40.69 | 2930 | 0.3049 | 0.7617 | 0.6555 | 0.7046 | 0.5440 | 0.9514 | 0.8178 | 0.9364 | +| 0.052 | 40.83 | 2940 | 0.3047 | 0.7626 | 0.6539 | 0.7041 | 0.5433 | 0.9514 | 0.8171 | 0.9364 | +| 0.0507 | 40.97 | 2950 | 0.3048 | 0.7630 | 0.6513 | 0.7027 | 0.5417 | 0.9512 | 0.8158 | 0.9364 | +| 0.0473 | 41.11 | 2960 | 0.3067 | 0.7595 | 0.6567 | 0.7044 | 0.5437 | 0.9512 | 0.8183 | 0.9361 | +| 0.0426 | 41.25 | 2970 | 0.3050 | 0.7630 | 0.6528 | 0.7036 | 0.5427 | 0.9513 | 0.8165 | 0.9365 | +| 0.055 | 41.39 | 2980 | 0.3045 | 0.7561 | 0.6599 | 0.7047 | 0.5440 | 0.9511 | 0.8196 | 0.9360 | +| 0.0472 | 41.53 | 2990 | 0.3049 | 0.7602 | 0.6554 | 0.7039 | 0.5431 | 0.9512 | 0.8177 | 0.9363 | +| 0.0545 | 41.67 | 3000 | 0.3060 | 0.7610 | 0.6534 | 0.7031 | 0.5421 | 0.9512 | 0.8167 | 0.9361 | +| 0.0495 | 41.81 | 3010 | 0.3068 | 0.7619 | 0.6516 | 0.7024 | 0.5413 | 0.9512 | 0.8159 | 0.9362 | +| 0.0444 | 41.94 | 3020 | 0.3063 | 0.7586 | 0.6551 | 0.7031 | 0.5421 | 0.9510 | 0.8175 | 0.9359 | +| 0.0498 | 42.08 | 3030 | 0.3071 | 0.7610 | 0.6514 | 0.7020 | 0.5408 | 0.9511 | 0.8158 | 0.9361 | +| 0.0502 | 42.22 | 3040 | 0.3085 | 0.7572 | 0.6553 | 0.7025 | 0.5415 | 0.9509 | 0.8174 | 0.9359 | +| 0.0421 | 42.36 | 3050 | 0.3087 | 0.7603 | 0.6533 | 0.7028 | 0.5417 | 0.9511 | 0.8166 | 0.9361 | +| 0.0478 | 42.5 | 3060 | 0.3082 | 0.7527 | 0.6570 | 0.7016 | 0.5404 | 0.9506 | 0.8180 | 0.9354 | +| 0.0599 | 42.64 | 3070 | 0.3087 | 0.7565 | 0.6529 | 0.7009 | 0.5395 | 0.9507 | 0.8162 | 0.9356 | +| 0.0536 | 42.78 | 3080 | 0.3066 | 0.7579 | 0.6565 | 0.7035 | 0.5426 | 0.9510 | 0.8180 | 0.9359 | +| 0.0517 | 42.92 | 3090 | 0.3077 | 0.7561 | 0.6578 | 0.7035 | 0.5427 | 0.9510 | 0.8186 | 0.9360 | +| 0.0513 | 43.06 | 3100 | 0.3058 | 0.7613 | 0.6526 | 0.7028 | 0.5418 | 0.9512 | 0.8164 | 0.9363 | +| 0.047 | 43.19 | 3110 | 0.3073 | 0.7579 | 0.6551 | 0.7028 | 0.5418 | 0.9510 | 0.8174 | 0.9360 | +| 0.0475 | 43.33 | 3120 | 0.3082 | 0.7531 | 0.6595 | 0.7032 | 0.5422 | 0.9507 | 0.8193 | 0.9355 | +| 0.0412 | 43.47 | 3130 | 0.3081 | 0.7576 | 0.6561 | 0.7032 | 0.5422 | 0.9510 | 0.8178 | 0.9359 | +| 0.0522 | 43.61 | 3140 | 0.3078 | 0.7656 | 0.6502 | 0.7032 | 0.5423 | 0.9514 | 0.8155 | 0.9364 | +| 0.0445 | 43.75 | 3150 | 0.3081 | 0.7602 | 0.6533 | 0.7027 | 0.5417 | 0.9511 | 0.8166 | 0.9360 | +| 0.0369 | 43.89 | 3160 | 0.3091 | 0.7547 | 0.6582 | 0.7031 | 0.5422 | 0.9508 | 0.8187 | 0.9358 | +| 0.0426 | 44.03 | 3170 | 0.3088 | 0.7623 | 0.6526 | 0.7032 | 0.5423 | 0.9513 | 0.8164 | 0.9364 | +| 0.0513 | 44.17 | 3180 | 0.3089 | 0.7580 | 0.6543 | 0.7023 | 0.5412 | 0.9509 | 0.8170 | 0.9359 | +| 0.0488 | 44.31 | 3190 | 0.3113 | 0.7628 | 0.6481 | 0.7008 | 0.5394 | 0.9510 | 0.8143 | 0.9363 | +| 0.05 | 44.44 | 3200 | 0.3099 | 0.7613 | 0.6505 | 0.7016 | 0.5403 | 0.9510 | 0.8154 | 0.9361 | +| 0.047 | 44.58 | 3210 | 0.3123 | 0.7543 | 0.6587 | 0.7033 | 0.5424 | 0.9508 | 0.8189 | 0.9357 | +| 0.0434 | 44.72 | 3220 | 0.3115 | 0.7612 | 0.6500 | 0.7012 | 0.5399 | 0.9510 | 0.8151 | 0.9361 | +| 0.0525 | 44.86 | 3230 | 0.3117 | 0.7615 | 0.6500 | 0.7013 | 0.5401 | 0.9510 | 0.8151 | 0.9361 | +| 0.0506 | 45.0 | 3240 | 0.3104 | 0.7532 | 0.6575 | 0.7021 | 0.5410 | 0.9506 | 0.8183 | 0.9356 | +| 0.05 | 45.14 | 3250 | 0.3088 | 0.7614 | 0.6505 | 0.7016 | 0.5404 | 0.9510 | 0.8154 | 0.9362 | +| 0.0504 | 45.28 | 3260 | 0.3107 | 0.7613 | 0.6526 | 0.7028 | 0.5418 | 0.9512 | 0.8164 | 0.9363 | +| 0.0443 | 45.42 | 3270 | 0.3116 | 0.7556 | 0.6562 | 0.7024 | 0.5413 | 0.9508 | 0.8178 | 0.9359 | +| 0.0518 | 45.56 | 3280 | 0.3115 | 0.7558 | 0.6551 | 0.7019 | 0.5407 | 0.9508 | 0.8173 | 0.9358 | +| 0.0473 | 45.69 | 3290 | 0.3125 | 0.7574 | 0.6550 | 0.7025 | 0.5414 | 0.9509 | 0.8173 | 0.9359 | +| 0.0541 | 45.83 | 3300 | 0.3118 | 0.7572 | 0.6558 | 0.7029 | 0.5419 | 0.9509 | 0.8177 | 0.9359 | +| 0.0446 | 45.97 | 3310 | 0.3117 | 0.7578 | 0.6566 | 0.7036 | 0.5427 | 0.9510 | 0.8181 | 0.9361 | +| 0.0465 | 46.11 | 3320 | 0.3101 | 0.7587 | 0.6558 | 0.7035 | 0.5426 | 0.9511 | 0.8178 | 0.9359 | +| 0.0439 | 46.25 | 3330 | 0.3112 | 0.7554 | 0.6565 | 0.7025 | 0.5414 | 0.9508 | 0.8179 | 0.9357 | +| 0.0497 | 46.39 | 3340 | 0.3106 | 0.7554 | 0.6579 | 0.7033 | 0.5424 | 0.9509 | 0.8186 | 0.9358 | +| 0.0519 | 46.53 | 3350 | 0.3105 | 0.7621 | 0.6504 | 0.7018 | 0.5406 | 0.9511 | 0.8153 | 0.9361 | +| 0.0493 | 46.67 | 3360 | 0.3112 | 0.7570 | 0.6580 | 0.7041 | 0.5433 | 0.9511 | 0.8188 | 0.9360 | +| 0.0443 | 46.81 | 3370 | 0.3121 | 0.7567 | 0.6600 | 0.7050 | 0.5445 | 0.9511 | 0.8197 | 0.9360 | +| 0.0479 | 46.94 | 3380 | 0.3114 | 0.7605 | 0.6535 | 0.7030 | 0.5420 | 0.9511 | 0.8168 | 0.9360 | +| 0.0474 | 47.08 | 3390 | 0.3128 | 0.7576 | 0.6555 | 0.7029 | 0.5419 | 0.9510 | 0.8176 | 0.9361 | +| 0.0504 | 47.22 | 3400 | 0.3125 | 0.7512 | 0.6620 | 0.7038 | 0.5430 | 0.9507 | 0.8204 | 0.9355 | +| 0.0505 | 47.36 | 3410 | 0.3110 | 0.7624 | 0.6495 | 0.7014 | 0.5402 | 0.9511 | 0.8149 | 0.9364 | +| 0.0402 | 47.5 | 3420 | 0.3114 | 0.7548 | 0.6554 | 0.7016 | 0.5403 | 0.9507 | 0.8174 | 0.9357 | +| 0.0497 | 47.64 | 3430 | 0.3127 | 0.7603 | 0.6533 | 0.7028 | 0.5417 | 0.9511 | 0.8166 | 0.9362 | +| 0.0452 | 47.78 | 3440 | 0.3119 | 0.7613 | 0.6539 | 0.7036 | 0.5427 | 0.9512 | 0.8170 | 0.9362 | +| 0.05 | 47.92 | 3450 | 0.3126 | 0.7592 | 0.6546 | 0.7030 | 0.5421 | 0.9511 | 0.8172 | 0.9360 | +| 0.0484 | 48.06 | 3460 | 0.3132 | 0.7590 | 0.6521 | 0.7015 | 0.5402 | 0.9509 | 0.8160 | 0.9359 | +| 0.0512 | 48.19 | 3470 | 0.3135 | 0.7563 | 0.6545 | 0.7017 | 0.5405 | 0.9508 | 0.8170 | 0.9357 | +| 0.0487 | 48.33 | 3480 | 0.3128 | 0.7587 | 0.6543 | 0.7026 | 0.5416 | 0.9510 | 0.8171 | 0.9360 | +| 0.0491 | 48.47 | 3490 | 0.3133 | 0.7580 | 0.6557 | 0.7031 | 0.5422 | 0.9510 | 0.8177 | 0.9360 | +| 0.0429 | 48.61 | 3500 | 0.3129 | 0.7614 | 0.6524 | 0.7027 | 0.5416 | 0.9512 | 0.8163 | 0.9362 | +| 0.0523 | 48.75 | 3510 | 0.3131 | 0.7584 | 0.6558 | 0.7034 | 0.5424 | 0.9511 | 0.8178 | 0.9361 | +| 0.053 | 48.89 | 3520 | 0.3137 | 0.7590 | 0.6526 | 0.7018 | 0.5406 | 0.9509 | 0.8163 | 0.9360 | +| 0.0448 | 49.03 | 3530 | 0.3128 | 0.7567 | 0.6543 | 0.7018 | 0.5406 | 0.9508 | 0.8170 | 0.9359 | +| 0.0453 | 49.17 | 3540 | 0.3121 | 0.7565 | 0.6568 | 0.7031 | 0.5422 | 0.9509 | 0.8182 | 0.9359 | +| 0.0435 | 49.31 | 3550 | 0.3132 | 0.7622 | 0.6518 | 0.7027 | 0.5417 | 0.9512 | 0.8160 | 0.9363 | +| 0.0469 | 49.44 | 3560 | 0.3137 | 0.7558 | 0.6566 | 0.7027 | 0.5417 | 0.9508 | 0.8180 | 0.9359 | +| 0.0487 | 49.58 | 3570 | 0.3135 | 0.7618 | 0.6513 | 0.7022 | 0.5411 | 0.9511 | 0.8158 | 0.9362 | +| 0.0487 | 49.72 | 3580 | 0.3145 | 0.7611 | 0.6510 | 0.7018 | 0.5406 | 0.9510 | 0.8156 | 0.9362 | +| 0.0474 | 49.86 | 3590 | 0.3145 | 0.7604 | 0.6520 | 0.7020 | 0.5409 | 0.9510 | 0.8160 | 0.9362 | +| 0.0541 | 50.0 | 3600 | 0.3144 | 0.7587 | 0.6563 | 0.7038 | 0.5430 | 0.9511 | 0.8180 | 0.9363 | +| 0.0503 | 50.14 | 3610 | 0.3134 | 0.7584 | 0.6576 | 0.7044 | 0.5437 | 0.9512 | 0.8187 | 0.9362 | +| 0.0446 | 50.28 | 3620 | 0.3142 | 0.7600 | 0.6542 | 0.7032 | 0.5422 | 0.9511 | 0.8171 | 0.9361 | +| 0.0487 | 50.42 | 3630 | 0.3146 | 0.7562 | 0.6571 | 0.7032 | 0.5422 | 0.9509 | 0.8183 | 0.9359 | +| 0.0442 | 50.56 | 3640 | 0.3149 | 0.7622 | 0.6510 | 0.7022 | 0.5411 | 0.9512 | 0.8157 | 0.9362 | +| 0.0501 | 50.69 | 3650 | 0.3147 | 0.7596 | 0.6529 | 0.7022 | 0.5411 | 0.9510 | 0.8164 | 0.9361 | +| 0.0458 | 50.83 | 3660 | 0.3150 | 0.7578 | 0.6550 | 0.7027 | 0.5416 | 0.9510 | 0.8173 | 0.9360 | +| 0.051 | 50.97 | 3670 | 0.3145 | 0.7596 | 0.6535 | 0.7026 | 0.5415 | 0.9510 | 0.8167 | 0.9362 | +| 0.0439 | 51.11 | 3680 | 0.3137 | 0.7601 | 0.6533 | 0.7027 | 0.5416 | 0.9511 | 0.8166 | 0.9361 | +| 0.0506 | 51.25 | 3690 | 0.3150 | 0.7559 | 0.6563 | 0.7026 | 0.5415 | 0.9508 | 0.8179 | 0.9359 | +| 0.0467 | 51.39 | 3700 | 0.3143 | 0.7569 | 0.6562 | 0.7029 | 0.5419 | 0.9509 | 0.8179 | 0.9360 | +| 0.0584 | 51.53 | 3710 | 0.3138 | 0.7627 | 0.6512 | 0.7025 | 0.5415 | 0.9512 | 0.8158 | 0.9363 | +| 0.0501 | 51.67 | 3720 | 0.3146 | 0.7600 | 0.6530 | 0.7025 | 0.5414 | 0.9511 | 0.8165 | 0.9361 | +| 0.0439 | 51.81 | 3730 | 0.3158 | 0.7623 | 0.6506 | 0.7021 | 0.5409 | 0.9511 | 0.8155 | 0.9362 | +| 0.0474 | 51.94 | 3740 | 0.3155 | 0.7583 | 0.6545 | 0.7026 | 0.5415 | 0.9510 | 0.8171 | 0.9360 | +| 0.048 | 52.08 | 3750 | 0.3161 | 0.7597 | 0.6535 | 0.7026 | 0.5416 | 0.9511 | 0.8167 | 0.9361 | +| 0.0457 | 52.22 | 3760 | 0.3166 | 0.7572 | 0.6559 | 0.7030 | 0.5420 | 0.9510 | 0.8178 | 0.9360 | +| 0.0506 | 52.36 | 3770 | 0.3164 | 0.7603 | 0.6532 | 0.7027 | 0.5416 | 0.9511 | 0.8166 | 0.9362 | +| 0.0475 | 52.5 | 3780 | 0.3168 | 0.7619 | 0.6509 | 0.7020 | 0.5409 | 0.9511 | 0.8156 | 0.9363 | +| 0.0482 | 52.64 | 3790 | 0.3175 | 0.7580 | 0.6550 | 0.7028 | 0.5417 | 0.9510 | 0.8174 | 0.9359 | +| 0.0475 | 52.78 | 3800 | 0.3168 | 0.7575 | 0.6546 | 0.7023 | 0.5412 | 0.9509 | 0.8171 | 0.9358 | +| 0.0449 | 52.92 | 3810 | 0.3162 | 0.7580 | 0.6546 | 0.7025 | 0.5415 | 0.9510 | 0.8172 | 0.9359 | +| 0.0467 | 53.06 | 3820 | 0.3165 | 0.7549 | 0.6575 | 0.7029 | 0.5419 | 0.9508 | 0.8184 | 0.9357 | +| 0.0466 | 53.19 | 3830 | 0.3169 | 0.7585 | 0.6539 | 0.7024 | 0.5413 | 0.9510 | 0.8169 | 0.9360 | +| 0.0473 | 53.33 | 3840 | 0.3165 | 0.7644 | 0.6504 | 0.7028 | 0.5418 | 0.9513 | 0.8155 | 0.9364 | +| 0.0447 | 53.47 | 3850 | 0.3172 | 0.7603 | 0.6532 | 0.7027 | 0.5416 | 0.9511 | 0.8166 | 0.9361 | +| 0.0491 | 53.61 | 3860 | 0.3174 | 0.7559 | 0.6570 | 0.7030 | 0.5420 | 0.9509 | 0.8182 | 0.9358 | +| 0.0399 | 53.75 | 3870 | 0.3168 | 0.7629 | 0.6491 | 0.7014 | 0.5401 | 0.9511 | 0.8147 | 0.9363 | +| 0.0498 | 53.89 | 3880 | 0.3167 | 0.7584 | 0.6550 | 0.7029 | 0.5419 | 0.9510 | 0.8174 | 0.9360 | +| 0.0463 | 54.03 | 3890 | 0.3170 | 0.7604 | 0.6535 | 0.7029 | 0.5419 | 0.9511 | 0.8168 | 0.9361 | +| 0.0444 | 54.17 | 3900 | 0.3168 | 0.7640 | 0.6487 | 0.7016 | 0.5404 | 0.9512 | 0.8146 | 0.9363 | +| 0.0484 | 54.31 | 3910 | 0.3170 | 0.7605 | 0.6528 | 0.7025 | 0.5415 | 0.9511 | 0.8164 | 0.9361 | +| 0.0508 | 54.44 | 3920 | 0.3177 | 0.7547 | 0.6587 | 0.7034 | 0.5425 | 0.9509 | 0.8190 | 0.9357 | +| 0.0506 | 54.58 | 3930 | 0.3178 | 0.7602 | 0.6518 | 0.7018 | 0.5406 | 0.9510 | 0.8159 | 0.9361 | +| 0.0465 | 54.72 | 3940 | 0.3172 | 0.7574 | 0.6553 | 0.7026 | 0.5416 | 0.9509 | 0.8174 | 0.9359 | +| 0.0418 | 54.86 | 3950 | 0.3172 | 0.7612 | 0.6530 | 0.7030 | 0.5420 | 0.9512 | 0.8166 | 0.9362 | +| 0.05 | 55.0 | 3960 | 0.3169 | 0.7589 | 0.6565 | 0.7040 | 0.5432 | 0.9512 | 0.8181 | 0.9360 | +| 0.0419 | 55.14 | 3970 | 0.3170 | 0.7609 | 0.6545 | 0.7037 | 0.5428 | 0.9512 | 0.8173 | 0.9362 | +| 0.0487 | 55.28 | 3980 | 0.3172 | 0.7589 | 0.6568 | 0.7042 | 0.5434 | 0.9512 | 0.8183 | 0.9360 | +| 0.0401 | 55.42 | 3990 | 0.3169 | 0.7606 | 0.6546 | 0.7036 | 0.5428 | 0.9512 | 0.8173 | 0.9361 | +| 0.0441 | 55.56 | 4000 | 0.3170 | 0.7615 | 0.6534 | 0.7033 | 0.5424 | 0.9512 | 0.8168 | 0.9361 | +| 0.046 | 55.69 | 4010 | 0.3174 | 0.7597 | 0.6559 | 0.7040 | 0.5432 | 0.9512 | 0.8179 | 0.9360 | +| 0.0426 | 55.83 | 4020 | 0.3175 | 0.7614 | 0.6521 | 0.7025 | 0.5415 | 0.9511 | 0.8161 | 0.9361 | +| 0.048 | 55.97 | 4030 | 0.3174 | 0.7618 | 0.6514 | 0.7023 | 0.5412 | 0.9511 | 0.8158 | 0.9361 | +| 0.0498 | 56.11 | 4040 | 0.3175 | 0.7606 | 0.6526 | 0.7025 | 0.5414 | 0.9511 | 0.8163 | 0.9360 | +| 0.0419 | 56.25 | 4050 | 0.3177 | 0.7602 | 0.6522 | 0.7021 | 0.5409 | 0.9510 | 0.8161 | 0.9360 | +| 0.0505 | 56.39 | 4060 | 0.3180 | 0.7607 | 0.6529 | 0.7027 | 0.5416 | 0.9511 | 0.8165 | 0.9361 | +| 0.0503 | 56.53 | 4070 | 0.3184 | 0.7602 | 0.6533 | 0.7027 | 0.5417 | 0.9511 | 0.8166 | 0.9359 | +| 0.0472 | 56.67 | 4080 | 0.3188 | 0.7610 | 0.6529 | 0.7028 | 0.5418 | 0.9512 | 0.8165 | 0.9361 | +| 0.0465 | 56.81 | 4090 | 0.3187 | 0.7585 | 0.6554 | 0.7032 | 0.5422 | 0.9510 | 0.8176 | 0.9359 | +| 0.0415 | 56.94 | 4100 | 0.3183 | 0.7611 | 0.6518 | 0.7022 | 0.5411 | 0.9511 | 0.8160 | 0.9361 | +| 0.047 | 57.08 | 4110 | 0.3186 | 0.7610 | 0.6516 | 0.7021 | 0.5409 | 0.9511 | 0.8159 | 0.9360 | +| 0.0448 | 57.22 | 4120 | 0.3188 | 0.7577 | 0.6550 | 0.7026 | 0.5416 | 0.9509 | 0.8173 | 0.9359 | +| 0.0448 | 57.36 | 4130 | 0.3180 | 0.7587 | 0.6557 | 0.7034 | 0.5425 | 0.9511 | 0.8177 | 0.9360 | +| 0.0455 | 57.5 | 4140 | 0.3181 | 0.7597 | 0.6543 | 0.7031 | 0.5421 | 0.9511 | 0.8171 | 0.9360 | +| 0.0426 | 57.64 | 4150 | 0.3185 | 0.7585 | 0.6550 | 0.7030 | 0.5420 | 0.9510 | 0.8174 | 0.9359 | +| 0.037 | 57.78 | 4160 | 0.3189 | 0.7590 | 0.6542 | 0.7027 | 0.5417 | 0.9510 | 0.8170 | 0.9360 | +| 0.0436 | 57.92 | 4170 | 0.3186 | 0.7594 | 0.6549 | 0.7033 | 0.5423 | 0.9511 | 0.8174 | 0.9360 | +| 0.0368 | 58.06 | 4180 | 0.3185 | 0.7576 | 0.6561 | 0.7032 | 0.5422 | 0.9510 | 0.8178 | 0.9359 | +| 0.0476 | 58.19 | 4190 | 0.3187 | 0.7613 | 0.6524 | 0.7026 | 0.5416 | 0.9511 | 0.8162 | 0.9362 | +| 0.0455 | 58.33 | 4200 | 0.3187 | 0.7600 | 0.6529 | 0.7024 | 0.5413 | 0.9510 | 0.8164 | 0.9361 | +| 0.0444 | 58.47 | 4210 | 0.3187 | 0.7578 | 0.6547 | 0.7025 | 0.5415 | 0.9509 | 0.8172 | 0.9359 | +| 0.0451 | 58.61 | 4220 | 0.3188 | 0.7572 | 0.6554 | 0.7026 | 0.5416 | 0.9509 | 0.8175 | 0.9359 | +| 0.0454 | 58.75 | 4230 | 0.3186 | 0.7591 | 0.6542 | 0.7028 | 0.5417 | 0.9510 | 0.8170 | 0.9360 | +| 0.0421 | 58.89 | 4240 | 0.3186 | 0.7577 | 0.6557 | 0.7030 | 0.5420 | 0.9510 | 0.8177 | 0.9359 | +| 0.0448 | 59.03 | 4250 | 0.3188 | 0.7579 | 0.6558 | 0.7032 | 0.5422 | 0.9510 | 0.8177 | 0.9359 | +| 0.0454 | 59.17 | 4260 | 0.3188 | 0.7578 | 0.6553 | 0.7028 | 0.5418 | 0.9510 | 0.8175 | 0.9359 | +| 0.0473 | 59.31 | 4270 | 0.3190 | 0.7598 | 0.6528 | 0.7022 | 0.5411 | 0.9510 | 0.8164 | 0.9361 | +| 0.0515 | 59.44 | 4280 | 0.3190 | 0.7615 | 0.6513 | 0.7021 | 0.5410 | 0.9511 | 0.8158 | 0.9362 | +| 0.0468 | 59.58 | 4290 | 0.3187 | 0.7577 | 0.6555 | 0.7029 | 0.5419 | 0.9510 | 0.8176 | 0.9359 | +| 0.0457 | 59.72 | 4300 | 0.3187 | 0.7580 | 0.6554 | 0.7030 | 0.5420 | 0.9510 | 0.8175 | 0.9359 | +| 0.0473 | 59.86 | 4310 | 0.3189 | 0.7617 | 0.6517 | 0.7024 | 0.5413 | 0.9511 | 0.8160 | 0.9361 | +| 0.0532 | 60.0 | 4320 | 0.3191 | 0.7605 | 0.6526 | 0.7024 | 0.5414 | 0.9511 | 0.8163 | 0.9361 | +| 0.0397 | 60.14 | 4330 | 0.3191 | 0.7607 | 0.6525 | 0.7025 | 0.5414 | 0.9511 | 0.8163 | 0.9361 | +| 0.0481 | 60.28 | 4340 | 0.3189 | 0.7607 | 0.6522 | 0.7023 | 0.5412 | 0.9511 | 0.8162 | 0.9361 | +| 0.052 | 60.42 | 4350 | 0.3189 | 0.7596 | 0.6526 | 0.7020 | 0.5409 | 0.9510 | 0.8163 | 0.9360 | +| 0.0482 | 60.56 | 4360 | 0.3190 | 0.7557 | 0.6561 | 0.7023 | 0.5412 | 0.9508 | 0.8177 | 0.9358 | +| 0.0392 | 60.69 | 4370 | 0.3191 | 0.7592 | 0.6529 | 0.7020 | 0.5409 | 0.9510 | 0.8164 | 0.9361 | +| 0.0424 | 60.83 | 4380 | 0.3192 | 0.7594 | 0.6535 | 0.7025 | 0.5414 | 0.9510 | 0.8167 | 0.9361 | +| 0.0479 | 60.97 | 4390 | 0.3194 | 0.7603 | 0.6524 | 0.7022 | 0.5411 | 0.9510 | 0.8162 | 0.9362 | +| 0.0439 | 61.11 | 4400 | 0.3195 | 0.7601 | 0.6538 | 0.7030 | 0.5420 | 0.9511 | 0.8169 | 0.9362 | +| 0.052 | 61.25 | 4410 | 0.3196 | 0.7583 | 0.6546 | 0.7026 | 0.5416 | 0.9510 | 0.8172 | 0.9360 | +| 0.0461 | 61.39 | 4420 | 0.3199 | 0.7613 | 0.6525 | 0.7027 | 0.5417 | 0.9512 | 0.8163 | 0.9363 | +| 0.0387 | 61.53 | 4430 | 0.3201 | 0.7596 | 0.6539 | 0.7028 | 0.5418 | 0.9511 | 0.8169 | 0.9361 | +| 0.0471 | 61.67 | 4440 | 0.3200 | 0.7576 | 0.6561 | 0.7032 | 0.5422 | 0.9510 | 0.8178 | 0.9360 | +| 0.0485 | 61.81 | 4450 | 0.3198 | 0.7598 | 0.6543 | 0.7031 | 0.5422 | 0.9511 | 0.8171 | 0.9361 | +| 0.0485 | 61.94 | 4460 | 0.3196 | 0.7605 | 0.6524 | 0.7023 | 0.5412 | 0.9511 | 0.8162 | 0.9361 | +| 0.0494 | 62.08 | 4470 | 0.3197 | 0.7610 | 0.6514 | 0.7020 | 0.5408 | 0.9511 | 0.8158 | 0.9361 | +| 0.0523 | 62.22 | 4480 | 0.3196 | 0.7597 | 0.6532 | 0.7024 | 0.5413 | 0.9510 | 0.8165 | 0.9361 | +| 0.0432 | 62.36 | 4490 | 0.3196 | 0.7591 | 0.6539 | 0.7026 | 0.5416 | 0.9510 | 0.8169 | 0.9361 | +| 0.0436 | 62.5 | 4500 | 0.3197 | 0.7593 | 0.6530 | 0.7022 | 0.5410 | 0.9510 | 0.8165 | 0.9360 | +| 0.0466 | 62.64 | 4510 | 0.3199 | 0.7601 | 0.6528 | 0.7023 | 0.5412 | 0.9510 | 0.8164 | 0.9361 | +| 0.0412 | 62.78 | 4520 | 0.3198 | 0.7601 | 0.6530 | 0.7025 | 0.5415 | 0.9511 | 0.8165 | 0.9361 | +| 0.0443 | 62.92 | 4530 | 0.3198 | 0.7604 | 0.6526 | 0.7024 | 0.5413 | 0.9511 | 0.8163 | 0.9361 | +| 0.0495 | 63.06 | 4540 | 0.3197 | 0.7590 | 0.6535 | 0.7023 | 0.5412 | 0.9510 | 0.8167 | 0.9360 | +| 0.0416 | 63.19 | 4550 | 0.3197 | 0.7590 | 0.6539 | 0.7026 | 0.5415 | 0.9510 | 0.8169 | 0.9360 | +| 0.0516 | 63.33 | 4560 | 0.3197 | 0.7601 | 0.6524 | 0.7021 | 0.5410 | 0.9510 | 0.8162 | 0.9361 | +| 0.0477 | 63.47 | 4570 | 0.3197 | 0.7604 | 0.6522 | 0.7022 | 0.5410 | 0.9510 | 0.8161 | 0.9362 | +| 0.0457 | 63.61 | 4580 | 0.3196 | 0.7594 | 0.6534 | 0.7024 | 0.5414 | 0.9510 | 0.8167 | 0.9361 | +| 0.0418 | 63.75 | 4590 | 0.3196 | 0.7597 | 0.6532 | 0.7024 | 0.5413 | 0.9510 | 0.8165 | 0.9361 | +| 0.0465 | 63.89 | 4600 | 0.3198 | 0.7603 | 0.6532 | 0.7027 | 0.5416 | 0.9511 | 0.8166 | 0.9361 | +| 0.0445 | 64.03 | 4610 | 0.3199 | 0.7610 | 0.6522 | 0.7024 | 0.5413 | 0.9511 | 0.8162 | 0.9362 | +| 0.0465 | 64.17 | 4620 | 0.3200 | 0.7613 | 0.6521 | 0.7025 | 0.5414 | 0.9511 | 0.8161 | 0.9362 | +| 0.0459 | 64.31 | 4630 | 0.3199 | 0.7602 | 0.6532 | 0.7026 | 0.5416 | 0.9511 | 0.8166 | 0.9361 | +| 0.0501 | 64.44 | 4640 | 0.3198 | 0.7589 | 0.6547 | 0.7030 | 0.5420 | 0.9510 | 0.8173 | 0.9360 | +| 0.0446 | 64.58 | 4650 | 0.3199 | 0.7588 | 0.6545 | 0.7028 | 0.5418 | 0.9510 | 0.8171 | 0.9360 | +| 0.0391 | 64.72 | 4660 | 0.3200 | 0.7598 | 0.6538 | 0.7028 | 0.5418 | 0.9511 | 0.8169 | 0.9361 | +| 0.052 | 64.86 | 4670 | 0.3199 | 0.7593 | 0.6541 | 0.7028 | 0.5417 | 0.9510 | 0.8170 | 0.9360 | +| 0.0412 | 65.0 | 4680 | 0.3199 | 0.7592 | 0.6546 | 0.7030 | 0.5421 | 0.9511 | 0.8172 | 0.9361 | +| 0.0543 | 65.14 | 4690 | 0.3199 | 0.7591 | 0.6546 | 0.7030 | 0.5420 | 0.9511 | 0.8172 | 0.9360 | +| 0.0414 | 65.28 | 4700 | 0.3199 | 0.7590 | 0.6545 | 0.7029 | 0.5419 | 0.9510 | 0.8172 | 0.9360 | +| 0.0379 | 65.42 | 4710 | 0.3200 | 0.7592 | 0.6538 | 0.7026 | 0.5415 | 0.9510 | 0.8168 | 0.9361 | +| 0.0445 | 65.56 | 4720 | 0.3201 | 0.7597 | 0.6535 | 0.7026 | 0.5416 | 0.9511 | 0.8167 | 0.9361 | +| 0.0537 | 65.69 | 4730 | 0.3201 | 0.7593 | 0.6537 | 0.7025 | 0.5415 | 0.9510 | 0.8168 | 0.9361 | +| 0.0394 | 65.83 | 4740 | 0.3200 | 0.7593 | 0.6541 | 0.7028 | 0.5417 | 0.9510 | 0.8170 | 0.9361 | +| 0.0466 | 65.97 | 4750 | 0.3201 | 0.7595 | 0.6541 | 0.7029 | 0.5419 | 0.9511 | 0.8170 | 0.9361 | +| 0.0422 | 66.11 | 4760 | 0.3201 | 0.7600 | 0.6538 | 0.7029 | 0.5419 | 0.9511 | 0.8169 | 0.9361 | +| 0.0419 | 66.25 | 4770 | 0.3201 | 0.7604 | 0.6534 | 0.7028 | 0.5418 | 0.9511 | 0.8167 | 0.9362 | +| 0.0439 | 66.39 | 4780 | 0.3201 | 0.7605 | 0.6532 | 0.7028 | 0.5417 | 0.9511 | 0.8166 | 0.9362 | +| 0.0447 | 66.53 | 4790 | 0.3201 | 0.7606 | 0.6533 | 0.7029 | 0.5418 | 0.9511 | 0.8167 | 0.9362 | +| 0.05 | 66.67 | 4800 | 0.3201 | 0.7607 | 0.6530 | 0.7028 | 0.5417 | 0.9511 | 0.8165 | 0.9362 | +| 0.0475 | 66.81 | 4810 | 0.3200 | 0.7603 | 0.6535 | 0.7029 | 0.5419 | 0.9511 | 0.8168 | 0.9362 | +| 0.048 | 66.94 | 4820 | 0.3200 | 0.7604 | 0.6538 | 0.7031 | 0.5421 | 0.9511 | 0.8169 | 0.9362 | +| 0.0435 | 67.08 | 4830 | 0.3200 | 0.7604 | 0.6538 | 0.7031 | 0.5421 | 0.9511 | 0.8169 | 0.9362 | +| 0.0506 | 67.22 | 4840 | 0.3200 | 0.7605 | 0.6535 | 0.7030 | 0.5420 | 0.9511 | 0.8168 | 0.9362 | +| 0.0417 | 67.36 | 4850 | 0.3200 | 0.7604 | 0.6534 | 0.7028 | 0.5418 | 0.9511 | 0.8167 | 0.9362 | +| 0.0459 | 67.5 | 4860 | 0.3200 | 0.7602 | 0.6537 | 0.7029 | 0.5419 | 0.9511 | 0.8168 | 0.9361 | +| 0.0416 | 67.64 | 4870 | 0.3200 | 0.7602 | 0.6537 | 0.7029 | 0.5419 | 0.9511 | 0.8168 | 0.9362 | +| 0.0446 | 67.78 | 4880 | 0.3200 | 0.7603 | 0.6535 | 0.7029 | 0.5419 | 0.9511 | 0.8168 | 0.9362 | +| 0.0466 | 67.92 | 4890 | 0.3200 | 0.7603 | 0.6535 | 0.7029 | 0.5419 | 0.9511 | 0.8168 | 0.9361 | +| 0.051 | 68.06 | 4900 | 0.3200 | 0.7603 | 0.6535 | 0.7029 | 0.5419 | 0.9511 | 0.8168 | 0.9361 | +| 0.0485 | 68.19 | 4910 | 0.3200 | 0.7603 | 0.6534 | 0.7028 | 0.5418 | 0.9511 | 0.8167 | 0.9361 | +| 0.0475 | 68.33 | 4920 | 0.3200 | 0.7604 | 0.6534 | 0.7028 | 0.5418 | 0.9511 | 0.8167 | 0.9362 | +| 0.0494 | 68.47 | 4930 | 0.3200 | 0.7604 | 0.6534 | 0.7028 | 0.5418 | 0.9511 | 0.8167 | 0.9362 | +| 0.0394 | 68.61 | 4940 | 0.3200 | 0.7603 | 0.6534 | 0.7028 | 0.5418 | 0.9511 | 0.8167 | 0.9361 | +| 0.0478 | 68.75 | 4950 | 0.3200 | 0.7603 | 0.6534 | 0.7028 | 0.5418 | 0.9511 | 0.8167 | 0.9361 | +| 0.0422 | 68.89 | 4960 | 0.3200 | 0.7603 | 0.6535 | 0.7029 | 0.5419 | 0.9511 | 0.8168 | 0.9361 | +| 0.0458 | 69.03 | 4970 | 0.3200 | 0.7603 | 0.6535 | 0.7029 | 0.5419 | 0.9511 | 0.8168 | 0.9361 | +| 0.0447 | 69.17 | 4980 | 0.3200 | 0.7603 | 0.6535 | 0.7029 | 0.5419 | 0.9511 | 0.8168 | 0.9361 | +| 0.042 | 69.31 | 4990 | 0.3200 | 0.7603 | 0.6535 | 0.7029 | 0.5419 | 0.9511 | 0.8168 | 0.9361 | +| 0.0459 | 69.44 | 5000 | 0.3200 | 0.7603 | 0.6535 | 0.7029 | 0.5419 | 0.9511 | 0.8168 | 0.9361 | ### Framework versions