diff --git "a/README.md" "b/README.md" --- "a/README.md" +++ "b/README.md" @@ -1,10 +1,10 @@ --- license: other +base_model: nvidia/segformer-b4-finetuned-cityscapes-1024-1024 tags: - vision - image-segmentation - generated_from_trainer -base_model: nvidia/segformer-b4-finetuned-cityscapes-1024-1024 model-index: - name: segformer-b4-cityscapes-finetuned-coastTrain results: [] @@ -17,24 +17,24 @@ should probably proofread and complete it, then remove this comment. --> This model is a fine-tuned version of [nvidia/segformer-b4-finetuned-cityscapes-1024-1024](https://huggingface.co/nvidia/segformer-b4-finetuned-cityscapes-1024-1024) on the peldrak/coastTrain dataset. It achieves the following results on the evaluation set: -- Loss: 1.7934 -- Mean Iou: 0.3377 -- Mean Accuracy: 0.4616 -- Overall Accuracy: 0.6149 -- Accuracy Water: 0.7365 -- Accuracy Whitewater: 0.2890 -- Accuracy Sediment: 0.5092 -- Accuracy Other Natural Terrain: 0.0 -- Accuracy Vegetation: 0.6559 -- Accuracy Development: 0.4292 -- Accuracy Unknown: 0.6114 -- Iou Water: 0.5485 -- Iou Whitewater: 0.2007 -- Iou Sediment: 0.3051 -- Iou Other Natural Terrain: 0.0 -- Iou Vegetation: 0.4379 -- Iou Development: 0.3387 -- Iou Unknown: 0.5329 +- Loss: 0.3143 +- Mean Iou: 0.8147 +- Mean Accuracy: 0.8903 +- Overall Accuracy: 0.9367 +- Accuracy Water: 0.9592 +- Accuracy Whitewater: 0.7914 +- Accuracy Sediment: 0.9019 +- Accuracy Other Natural Terrain: 0.7730 +- Accuracy Vegetation: 0.9268 +- Accuracy Development: 0.8905 +- Accuracy Unknown: 0.9891 +- Iou Water: 0.9328 +- Iou Whitewater: 0.6712 +- Iou Sediment: 0.8615 +- Iou Other Natural Terrain: 0.6560 +- Iou Vegetation: 0.8590 +- Iou Development: 0.8229 +- Iou Unknown: 0.8994 ## Model description @@ -65,167 +65,167 @@ The following hyperparameters were used during training: | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Water | Accuracy Whitewater | Accuracy Sediment | Accuracy Other Natural Terrain | Accuracy Vegetation | Accuracy Development | Accuracy Unknown | Iou Water | Iou Whitewater | Iou Sediment | Iou Other Natural Terrain | Iou Vegetation | Iou Development | Iou Unknown | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:| -| 1.7569 | 0.16 | 20 | 1.7402 | 0.2133 | 0.3152 | 0.4785 | 0.4809 | 0.0009 | 0.3513 | 0.0000 | 0.6367 | 0.1253 | 0.6111 | 0.4036 | 0.0007 | 0.1612 | 0.0000 | 0.3354 | 0.1114 | 0.4809 | -| 1.63 | 0.31 | 40 | 1.5328 | 0.2365 | 0.3333 | 0.5247 | 0.6080 | 0.0001 | 0.1259 | 0.0 | 0.7204 | 0.2803 | 0.5984 | 0.4654 | 0.0001 | 0.0919 | 0.0 | 0.3556 | 0.2504 | 0.4918 | -| 1.906 | 0.47 | 60 | 1.3859 | 0.2522 | 0.3529 | 0.5322 | 0.6338 | 0.0 | 0.2417 | 0.0 | 0.6411 | 0.3559 | 0.5981 | 0.4844 | 0.0 | 0.1482 | 0.0 | 0.3473 | 0.3104 | 0.4750 | -| 1.5334 | 0.62 | 80 | 1.3012 | 0.2615 | 0.3647 | 0.5369 | 0.6174 | 0.0 | 0.3648 | 0.0 | 0.6158 | 0.3414 | 0.6137 | 0.4859 | 0.0 | 0.1798 | 0.0 | 0.3587 | 0.3133 | 0.4928 | -| 1.6145 | 0.78 | 100 | 1.3025 | 0.2511 | 0.3676 | 0.5121 | 0.7099 | 0.0 | 0.5566 | 0.0 | 0.3362 | 0.3532 | 0.6171 | 0.4548 | 0.0 | 0.2233 | 0.0 | 0.2621 | 0.3183 | 0.4991 | -| 1.3849 | 0.93 | 120 | 1.2896 | 0.2567 | 0.3629 | 0.5158 | 0.7054 | 0.0 | 0.5193 | 0.0 | 0.4043 | 0.3536 | 0.5577 | 0.4380 | 0.0 | 0.2158 | 0.0 | 0.2987 | 0.3140 | 0.5301 | -| 1.0822 | 1.09 | 140 | 1.3057 | 0.2466 | 0.3438 | 0.5223 | 0.8529 | 0.0 | 0.1934 | 0.0 | 0.3833 | 0.3679 | 0.6093 | 0.4129 | 0.0 | 0.1447 | 0.0 | 0.2971 | 0.3240 | 0.5473 | -| 1.194 | 1.24 | 160 | 1.3503 | 0.2351 | 0.3304 | 0.5232 | 0.7353 | 0.0 | 0.0090 | 0.0 | 0.6092 | 0.3841 | 0.5749 | 0.4310 | 0.0 | 0.0089 | 0.0 | 0.3314 | 0.3268 | 0.5478 | -| 1.0077 | 1.4 | 180 | 1.2997 | 0.2517 | 0.3451 | 0.5519 | 0.6497 | 0.0 | 0.0254 | 0.0 | 0.7971 | 0.3521 | 0.5912 | 0.4773 | 0.0 | 0.0240 | 0.0 | 0.3774 | 0.3211 | 0.5623 | -| 1.2622 | 1.55 | 200 | 1.2323 | 0.2605 | 0.3577 | 0.5539 | 0.6771 | 0.0 | 0.1258 | 0.0 | 0.7073 | 0.3810 | 0.6129 | 0.4788 | 0.0 | 0.0954 | 0.0 | 0.3793 | 0.3338 | 0.5361 | -| 1.3585 | 1.71 | 220 | 1.2909 | 0.2403 | 0.3427 | 0.5397 | 0.7068 | 0.0 | 0.0258 | 0.0 | 0.6645 | 0.3737 | 0.6282 | 0.4432 | 0.0 | 0.0249 | 0.0 | 0.3665 | 0.3287 | 0.5187 | -| 1.658 | 1.86 | 240 | 1.2727 | 0.2445 | 0.3403 | 0.5364 | 0.6112 | 0.0 | 0.0252 | 0.0 | 0.7711 | 0.3758 | 0.5987 | 0.4456 | 0.0 | 0.0243 | 0.0 | 0.3621 | 0.3333 | 0.5458 | -| 0.8811 | 2.02 | 260 | 1.2903 | 0.2471 | 0.3554 | 0.4984 | 0.7937 | 0.0 | 0.4628 | 0.0 | 0.2324 | 0.3884 | 0.6102 | 0.4343 | 0.0 | 0.1838 | 0.0 | 0.2103 | 0.3240 | 0.5777 | -| 1.1669 | 2.17 | 280 | 1.2575 | 0.2761 | 0.3778 | 0.5702 | 0.7343 | 0.0 | 0.2741 | 0.0 | 0.6302 | 0.3824 | 0.6235 | 0.4986 | 0.0 | 0.1781 | 0.0 | 0.3861 | 0.3299 | 0.5402 | -| 0.8381 | 2.33 | 300 | 1.2328 | 0.2816 | 0.3830 | 0.5752 | 0.8315 | 0.0 | 0.3044 | 0.0 | 0.5289 | 0.4017 | 0.6144 | 0.4768 | 0.0 | 0.2181 | 0.0 | 0.3741 | 0.3265 | 0.5756 | -| 0.8328 | 2.48 | 320 | 1.2427 | 0.2793 | 0.3874 | 0.5596 | 0.7068 | 0.0 | 0.4709 | 0.0 | 0.5404 | 0.3851 | 0.6083 | 0.4893 | 0.0 | 0.2192 | 0.0 | 0.3758 | 0.3318 | 0.5394 | -| 1.3779 | 2.64 | 340 | 1.2944 | 0.2589 | 0.3577 | 0.5472 | 0.9167 | 0.0 | 0.2089 | 0.0 | 0.3997 | 0.3867 | 0.5918 | 0.4491 | 0.0 | 0.1514 | 0.0 | 0.3271 | 0.3268 | 0.5581 | -| 1.1746 | 2.79 | 360 | 1.2871 | 0.2757 | 0.3773 | 0.5525 | 0.7185 | 0.0 | 0.4048 | 0.0 | 0.5429 | 0.3834 | 0.5916 | 0.4750 | 0.0 | 0.1968 | 0.0 | 0.3691 | 0.3301 | 0.5592 | -| 1.6891 | 2.95 | 380 | 1.3098 | 0.2739 | 0.3691 | 0.5653 | 0.7325 | 0.0 | 0.2323 | 0.0 | 0.6552 | 0.3721 | 0.5916 | 0.4692 | 0.0 | 0.1678 | 0.0 | 0.3868 | 0.3288 | 0.5650 | -| 1.158 | 3.1 | 400 | 1.3047 | 0.2533 | 0.3689 | 0.5088 | 0.7811 | 0.0 | 0.5898 | 0.0 | 0.2372 | 0.3808 | 0.5937 | 0.4509 | 0.0 | 0.2197 | 0.0 | 0.2144 | 0.3330 | 0.5552 | -| 0.8941 | 3.26 | 420 | 1.3076 | 0.2574 | 0.3769 | 0.5200 | 0.7011 | 0.0 | 0.5846 | 0.0 | 0.3491 | 0.3835 | 0.6199 | 0.4753 | 0.0 | 0.2108 | 0.0 | 0.2944 | 0.3344 | 0.4867 | -| 1.4153 | 3.41 | 440 | 1.2622 | 0.2845 | 0.3894 | 0.5681 | 0.7614 | 0.0 | 0.4455 | 0.0 | 0.5232 | 0.3881 | 0.6074 | 0.4802 | 0.0 | 0.2325 | 0.0 | 0.3743 | 0.3359 | 0.5685 | -| 1.462 | 3.57 | 460 | 1.3032 | 0.2565 | 0.3513 | 0.5377 | 0.8988 | 0.0 | 0.1999 | 0.0 | 0.3895 | 0.3682 | 0.6028 | 0.4252 | 0.0 | 0.1503 | 0.0 | 0.3169 | 0.3342 | 0.5687 | -| 1.8197 | 3.72 | 480 | 1.2476 | 0.2757 | 0.3889 | 0.5533 | 0.6608 | 0.0 | 0.5232 | 0.0 | 0.5425 | 0.3858 | 0.6103 | 0.4770 | 0.0 | 0.2382 | 0.0 | 0.3699 | 0.3337 | 0.5113 | -| 1.7337 | 3.88 | 500 | 1.2683 | 0.2698 | 0.3669 | 0.5613 | 0.7260 | 0.0000 | 0.2072 | 0.0 | 0.6517 | 0.3879 | 0.5954 | 0.4473 | 0.0000 | 0.1530 | 0.0 | 0.3995 | 0.3337 | 0.5550 | -| 1.5127 | 4.03 | 520 | 1.2744 | 0.2899 | 0.3942 | 0.5773 | 0.7202 | 0.0 | 0.4551 | 0.0 | 0.6046 | 0.3887 | 0.5909 | 0.4890 | 0.0 | 0.2363 | 0.0 | 0.4057 | 0.3348 | 0.5638 | -| 0.9636 | 4.19 | 540 | 1.2881 | 0.2841 | 0.3809 | 0.5821 | 0.8651 | 0.0000 | 0.2381 | 0.0 | 0.5402 | 0.3864 | 0.6362 | 0.4734 | 0.0000 | 0.1821 | 0.0 | 0.3924 | 0.3373 | 0.6038 | -| 1.4962 | 4.34 | 560 | 1.2440 | 0.2916 | 0.3924 | 0.5951 | 0.7456 | 0.0 | 0.2607 | 0.0 | 0.6835 | 0.3800 | 0.6770 | 0.5150 | 0.0 | 0.1752 | 0.0 | 0.4253 | 0.3402 | 0.5856 | -| 0.6763 | 4.5 | 580 | 1.2502 | 0.2887 | 0.3909 | 0.5766 | 0.6715 | 0.0003 | 0.4034 | 0.0 | 0.6711 | 0.3861 | 0.6042 | 0.5080 | 0.0003 | 0.2061 | 0.0 | 0.4129 | 0.3394 | 0.5544 | -| 0.6586 | 4.65 | 600 | 1.3005 | 0.2780 | 0.3744 | 0.5718 | 0.8302 | 0.0000 | 0.2621 | 0.0 | 0.5575 | 0.3786 | 0.5925 | 0.4698 | 0.0000 | 0.1758 | 0.0 | 0.3962 | 0.3382 | 0.5660 | -| 1.029 | 4.81 | 620 | 1.2937 | 0.2789 | 0.3884 | 0.5524 | 0.7219 | 0.0 | 0.5282 | 0.0 | 0.4734 | 0.3911 | 0.6043 | 0.4880 | 0.0 | 0.2112 | 0.0 | 0.3702 | 0.3368 | 0.5462 | -| 1.259 | 4.96 | 640 | 1.2884 | 0.2811 | 0.3889 | 0.5607 | 0.7142 | 0.0 | 0.4933 | 0.0 | 0.5310 | 0.3811 | 0.6029 | 0.4795 | 0.0 | 0.2182 | 0.0 | 0.3926 | 0.3381 | 0.5392 | -| 0.8988 | 5.12 | 660 | 1.2773 | 0.2850 | 0.3966 | 0.5710 | 0.7221 | 0.0033 | 0.5105 | 0.0 | 0.5474 | 0.3875 | 0.6056 | 0.4949 | 0.0033 | 0.2345 | 0.0 | 0.4045 | 0.3407 | 0.5172 | -| 0.7265 | 5.27 | 680 | 1.3382 | 0.2856 | 0.3984 | 0.5581 | 0.7362 | 0.0039 | 0.6073 | 0.0 | 0.4377 | 0.3912 | 0.6124 | 0.5083 | 0.0039 | 0.2242 | 0.0 | 0.3623 | 0.3338 | 0.5666 | -| 1.02 | 5.43 | 700 | 1.2442 | 0.2939 | 0.3997 | 0.5842 | 0.7699 | 0.0066 | 0.4562 | 0.0 | 0.5657 | 0.3976 | 0.6019 | 0.5070 | 0.0065 | 0.2239 | 0.0 | 0.4204 | 0.3260 | 0.5738 | -| 1.1758 | 5.58 | 720 | 1.2318 | 0.2883 | 0.3875 | 0.5870 | 0.7505 | 0.0004 | 0.3176 | 0.0 | 0.6681 | 0.3745 | 0.6011 | 0.4957 | 0.0004 | 0.1892 | 0.0 | 0.4391 | 0.3236 | 0.5698 | -| 1.3481 | 5.74 | 740 | 1.3314 | 0.2787 | 0.3787 | 0.5601 | 0.8524 | 0.0022 | 0.3845 | 0.0 | 0.4301 | 0.3750 | 0.6070 | 0.4899 | 0.0021 | 0.1818 | 0.0 | 0.3585 | 0.3442 | 0.5743 | -| 1.3499 | 5.89 | 760 | 1.2573 | 0.2892 | 0.3972 | 0.5804 | 0.6713 | 0.0226 | 0.4002 | 0.0 | 0.6724 | 0.3884 | 0.6255 | 0.4814 | 0.0220 | 0.2374 | 0.0 | 0.4222 | 0.3322 | 0.5289 | -| 1.344 | 6.05 | 780 | 1.2872 | 0.2926 | 0.3961 | 0.5879 | 0.8401 | 0.0037 | 0.4138 | 0.0 | 0.5255 | 0.3832 | 0.6068 | 0.4901 | 0.0037 | 0.2556 | 0.0 | 0.3952 | 0.3431 | 0.5604 | -| 1.0147 | 6.2 | 800 | 1.2955 | 0.2866 | 0.3954 | 0.5619 | 0.7667 | 0.0024 | 0.5622 | 0.0 | 0.4424 | 0.3817 | 0.6121 | 0.4868 | 0.0024 | 0.2277 | 0.0 | 0.3686 | 0.3489 | 0.5718 | -| 0.7702 | 6.36 | 820 | 1.3188 | 0.2974 | 0.4042 | 0.5875 | 0.7072 | 0.0129 | 0.4685 | 0.0 | 0.6311 | 0.3879 | 0.6215 | 0.4961 | 0.0126 | 0.2483 | 0.0 | 0.4215 | 0.3336 | 0.5699 | -| 0.9859 | 6.51 | 840 | 1.3531 | 0.3085 | 0.4137 | 0.6036 | 0.7595 | 0.0428 | 0.4501 | 0.0 | 0.6467 | 0.3906 | 0.6064 | 0.5082 | 0.0404 | 0.2721 | 0.0 | 0.4375 | 0.3284 | 0.5726 | -| 0.908 | 6.67 | 860 | 1.3442 | 0.2973 | 0.4000 | 0.5967 | 0.7009 | 0.0147 | 0.3554 | 0.0 | 0.7255 | 0.3920 | 0.6116 | 0.4971 | 0.0144 | 0.2415 | 0.0 | 0.4368 | 0.3279 | 0.5630 | -| 0.5036 | 6.82 | 880 | 1.3231 | 0.3020 | 0.4121 | 0.5890 | 0.6650 | 0.0197 | 0.5568 | 0.0 | 0.6503 | 0.3886 | 0.6046 | 0.5000 | 0.0192 | 0.2668 | 0.0 | 0.4294 | 0.3381 | 0.5608 | -| 0.5637 | 6.98 | 900 | 1.3094 | 0.2988 | 0.4067 | 0.5859 | 0.7662 | 0.0405 | 0.4717 | 0.0 | 0.5613 | 0.3916 | 0.6159 | 0.4835 | 0.0382 | 0.2673 | 0.0 | 0.4071 | 0.3302 | 0.5652 | -| 0.7936 | 7.13 | 920 | 1.3764 | 0.2902 | 0.4074 | 0.5505 | 0.6624 | 0.0396 | 0.6912 | 0.0 | 0.4475 | 0.4012 | 0.6097 | 0.5094 | 0.0375 | 0.2369 | 0.0 | 0.3482 | 0.3230 | 0.5764 | -| 0.9688 | 7.29 | 940 | 1.2529 | 0.3070 | 0.4169 | 0.6105 | 0.7955 | 0.0303 | 0.4866 | 0.0 | 0.6137 | 0.3659 | 0.6266 | 0.5367 | 0.0290 | 0.2877 | 0.0 | 0.4354 | 0.3363 | 0.5242 | -| 1.234 | 7.44 | 960 | 1.3743 | 0.3051 | 0.4135 | 0.6046 | 0.7598 | 0.0191 | 0.4445 | 0.0 | 0.6414 | 0.4197 | 0.6101 | 0.5121 | 0.0185 | 0.2820 | 0.0 | 0.4334 | 0.3551 | 0.5344 | -| 0.6855 | 7.6 | 980 | 1.3298 | 0.3099 | 0.4206 | 0.6054 | 0.7528 | 0.0544 | 0.4060 | 0.0 | 0.6522 | 0.4757 | 0.6029 | 0.5101 | 0.0505 | 0.2776 | 0.0 | 0.4390 | 0.3355 | 0.5568 | -| 2.4536 | 7.75 | 1000 | 1.3495 | 0.3131 | 0.4196 | 0.6110 | 0.7581 | 0.0534 | 0.3839 | 0.0 | 0.6854 | 0.4595 | 0.5971 | 0.5276 | 0.0495 | 0.2585 | 0.0 | 0.4440 | 0.3455 | 0.5668 | -| 1.2149 | 7.91 | 1020 | 1.3316 | 0.3012 | 0.4187 | 0.5878 | 0.7543 | 0.0511 | 0.5899 | 0.0 | 0.5283 | 0.3983 | 0.6089 | 0.5245 | 0.0472 | 0.2707 | 0.0 | 0.4070 | 0.3401 | 0.5187 | -| 1.2683 | 8.06 | 1040 | 1.2985 | 0.3034 | 0.4066 | 0.6049 | 0.7196 | 0.0318 | 0.3674 | 0.0 | 0.7268 | 0.3779 | 0.6228 | 0.5230 | 0.0305 | 0.2322 | 0.0 | 0.4492 | 0.3307 | 0.5578 | -| 1.4148 | 8.22 | 1060 | 1.3343 | 0.3119 | 0.4222 | 0.6091 | 0.8148 | 0.0617 | 0.4552 | 0.0 | 0.5836 | 0.4088 | 0.6311 | 0.5371 | 0.0580 | 0.2650 | 0.0 | 0.4310 | 0.3363 | 0.5559 | -| 1.7363 | 8.37 | 1080 | 1.3213 | 0.3163 | 0.4235 | 0.6202 | 0.8201 | 0.0418 | 0.4181 | 0.0 | 0.6371 | 0.4375 | 0.6098 | 0.5496 | 0.0389 | 0.2751 | 0.0 | 0.4445 | 0.3247 | 0.5815 | -| 0.8656 | 8.53 | 1100 | 1.4479 | 0.3191 | 0.4264 | 0.6094 | 0.7261 | 0.0835 | 0.4083 | 0.0 | 0.6966 | 0.4727 | 0.5973 | 0.5242 | 0.0746 | 0.2640 | 0.0 | 0.4393 | 0.3613 | 0.5700 | -| 0.4869 | 8.68 | 1120 | 1.3547 | 0.3185 | 0.4248 | 0.6102 | 0.7458 | 0.0818 | 0.4224 | 0.0 | 0.6725 | 0.4274 | 0.6241 | 0.5281 | 0.0726 | 0.2644 | 0.0 | 0.4363 | 0.3418 | 0.5866 | -| 0.9576 | 8.84 | 1140 | 1.3494 | 0.3140 | 0.4284 | 0.6124 | 0.8385 | 0.0885 | 0.4607 | 0.0 | 0.5625 | 0.4161 | 0.6328 | 0.5517 | 0.0783 | 0.2830 | 0.0 | 0.4225 | 0.3295 | 0.5333 | -| 0.6199 | 8.99 | 1160 | 1.3917 | 0.3232 | 0.4311 | 0.6168 | 0.7502 | 0.0714 | 0.5376 | 0.0 | 0.6631 | 0.3913 | 0.6044 | 0.5435 | 0.0650 | 0.2921 | 0.0 | 0.4467 | 0.3377 | 0.5773 | -| 0.4378 | 9.15 | 1180 | 1.3229 | 0.3275 | 0.4467 | 0.6093 | 0.7722 | 0.1503 | 0.6143 | 0.0 | 0.5572 | 0.4080 | 0.6247 | 0.5468 | 0.1267 | 0.3100 | 0.0 | 0.4117 | 0.3443 | 0.5531 | -| 0.6044 | 9.3 | 1200 | 1.4230 | 0.3258 | 0.4341 | 0.6179 | 0.7490 | 0.1389 | 0.3962 | 0.0 | 0.7085 | 0.4270 | 0.6188 | 0.5398 | 0.1177 | 0.2662 | 0.0 | 0.4518 | 0.3428 | 0.5623 | -| 1.6689 | 9.46 | 1220 | 1.4361 | 0.3123 | 0.4305 | 0.5922 | 0.7027 | 0.0682 | 0.6768 | 0.0 | 0.5587 | 0.3961 | 0.6108 | 0.5233 | 0.0617 | 0.2909 | 0.0 | 0.4092 | 0.3365 | 0.5644 | -| 1.0875 | 9.61 | 1240 | 1.3673 | 0.3113 | 0.4271 | 0.5915 | 0.7718 | 0.0877 | 0.5949 | 0.0 | 0.5149 | 0.4139 | 0.6062 | 0.5317 | 0.0770 | 0.2781 | 0.0 | 0.3897 | 0.3300 | 0.5728 | -| 1.3708 | 9.77 | 1260 | 1.3343 | 0.3230 | 0.4297 | 0.6187 | 0.8402 | 0.1508 | 0.3629 | 0.0 | 0.6410 | 0.4011 | 0.6123 | 0.5312 | 0.1232 | 0.2550 | 0.0 | 0.4557 | 0.3324 | 0.5636 | -| 1.4742 | 9.92 | 1280 | 1.4037 | 0.3224 | 0.4325 | 0.6111 | 0.7281 | 0.1684 | 0.3640 | 0.0 | 0.7187 | 0.4290 | 0.6196 | 0.5404 | 0.1392 | 0.2504 | 0.0 | 0.4431 | 0.3408 | 0.5429 | -| 0.7178 | 10.08 | 1300 | 1.4025 | 0.3265 | 0.4382 | 0.6151 | 0.8271 | 0.1650 | 0.4569 | 0.0 | 0.5966 | 0.4123 | 0.6094 | 0.5394 | 0.1379 | 0.3019 | 0.0 | 0.4237 | 0.3322 | 0.5504 | -| 0.5788 | 10.23 | 1320 | 1.3881 | 0.3298 | 0.4407 | 0.6195 | 0.7793 | 0.1400 | 0.4722 | 0.0 | 0.6496 | 0.4327 | 0.6113 | 0.5448 | 0.1170 | 0.3117 | 0.0 | 0.4318 | 0.3500 | 0.5531 | -| 0.598 | 10.39 | 1340 | 1.4500 | 0.3238 | 0.4338 | 0.6103 | 0.7835 | 0.1200 | 0.5444 | 0.0 | 0.6015 | 0.3822 | 0.6049 | 0.5337 | 0.0991 | 0.2975 | 0.0 | 0.4241 | 0.3354 | 0.5766 | -| 1.0882 | 10.54 | 1360 | 1.4197 | 0.3226 | 0.4282 | 0.6184 | 0.7855 | 0.1282 | 0.4497 | 0.0 | 0.6816 | 0.3421 | 0.6102 | 0.5372 | 0.1056 | 0.2936 | 0.0 | 0.4469 | 0.3063 | 0.5689 | -| 0.6926 | 10.7 | 1380 | 1.5226 | 0.3226 | 0.4385 | 0.6055 | 0.7111 | 0.1606 | 0.4148 | 0.0 | 0.6734 | 0.4889 | 0.6205 | 0.5277 | 0.1294 | 0.2757 | 0.0 | 0.4303 | 0.3301 | 0.5652 | -| 0.6806 | 10.85 | 1400 | 1.4856 | 0.3296 | 0.4413 | 0.6184 | 0.7652 | 0.1607 | 0.4134 | 0.0 | 0.6732 | 0.4568 | 0.6200 | 0.5384 | 0.1313 | 0.2852 | 0.0 | 0.4446 | 0.3328 | 0.5745 | -| 0.6596 | 11.01 | 1420 | 1.6306 | 0.3202 | 0.4452 | 0.5930 | 0.6496 | 0.1800 | 0.5709 | 0.0 | 0.6296 | 0.4594 | 0.6267 | 0.5035 | 0.1453 | 0.2900 | 0.0 | 0.4386 | 0.2992 | 0.5646 | -| 1.211 | 11.16 | 1440 | 1.5973 | 0.3129 | 0.4299 | 0.5992 | 0.7065 | 0.1615 | 0.4647 | 0.0 | 0.6655 | 0.3840 | 0.6272 | 0.5198 | 0.1321 | 0.2811 | 0.0 | 0.4399 | 0.3276 | 0.4899 | -| 1.4257 | 11.32 | 1460 | 1.3641 | 0.3247 | 0.4412 | 0.6222 | 0.8198 | 0.1430 | 0.4994 | 0.0 | 0.6109 | 0.3931 | 0.6222 | 0.5633 | 0.1204 | 0.3188 | 0.0 | 0.4429 | 0.3016 | 0.5263 | -| 0.6568 | 11.47 | 1480 | 1.4287 | 0.3268 | 0.4417 | 0.6142 | 0.7584 | 0.1498 | 0.5644 | 0.0 | 0.6319 | 0.3835 | 0.6039 | 0.5575 | 0.1225 | 0.3037 | 0.0 | 0.4329 | 0.3206 | 0.5501 | -| 1.4136 | 11.63 | 1500 | 1.4066 | 0.3366 | 0.4581 | 0.6143 | 0.7648 | 0.2378 | 0.5748 | 0.0 | 0.6039 | 0.4253 | 0.5999 | 0.5518 | 0.1757 | 0.3220 | 0.0 | 0.4207 | 0.3261 | 0.5596 | -| 1.9236 | 11.78 | 1520 | 1.4022 | 0.3319 | 0.4434 | 0.6213 | 0.7650 | 0.1506 | 0.4408 | 0.0 | 0.6769 | 0.4647 | 0.6059 | 0.5474 | 0.1210 | 0.3018 | 0.0 | 0.4409 | 0.3377 | 0.5743 | -| 1.886 | 11.94 | 1540 | 1.4970 | 0.3334 | 0.4479 | 0.6179 | 0.7624 | 0.1752 | 0.4403 | 0.0 | 0.6564 | 0.4966 | 0.6044 | 0.5405 | 0.1376 | 0.2993 | 0.0 | 0.4341 | 0.3498 | 0.5730 | -| 1.4138 | 12.09 | 1560 | 1.5100 | 0.3378 | 0.4487 | 0.6250 | 0.7870 | 0.1931 | 0.4071 | 0.0 | 0.6783 | 0.4703 | 0.6050 | 0.5493 | 0.1559 | 0.2777 | 0.0 | 0.4510 | 0.3601 | 0.5708 | -| 0.9441 | 12.25 | 1580 | 1.5229 | 0.3255 | 0.4470 | 0.6011 | 0.7390 | 0.1625 | 0.6184 | 0.0 | 0.5607 | 0.4475 | 0.6008 | 0.5432 | 0.1356 | 0.3041 | 0.0 | 0.4053 | 0.3211 | 0.5693 | -| 1.07 | 12.4 | 1600 | 1.5136 | 0.3286 | 0.4537 | 0.6020 | 0.7376 | 0.2263 | 0.5578 | 0.0 | 0.5786 | 0.4676 | 0.6081 | 0.5328 | 0.1733 | 0.3111 | 0.0 | 0.4161 | 0.2985 | 0.5683 | -| 0.556 | 12.56 | 1620 | 1.4967 | 0.3265 | 0.4499 | 0.6056 | 0.7293 | 0.1947 | 0.5641 | 0.0 | 0.6087 | 0.4519 | 0.6004 | 0.5333 | 0.1533 | 0.3142 | 0.0 | 0.4334 | 0.2965 | 0.5551 | -| 0.3512 | 12.71 | 1640 | 1.5022 | 0.3242 | 0.4392 | 0.6128 | 0.7530 | 0.1641 | 0.4160 | 0.0 | 0.6733 | 0.4724 | 0.5954 | 0.5334 | 0.1308 | 0.2904 | 0.0 | 0.4453 | 0.3203 | 0.5492 | -| 0.7539 | 12.87 | 1660 | 1.5132 | 0.3277 | 0.4501 | 0.6127 | 0.8036 | 0.2367 | 0.4500 | 0.0 | 0.5972 | 0.4484 | 0.6148 | 0.5406 | 0.1741 | 0.3061 | 0.0 | 0.4334 | 0.3116 | 0.5278 | -| 0.5054 | 13.02 | 1680 | 1.6666 | 0.3243 | 0.4549 | 0.6018 | 0.6803 | 0.2619 | 0.5422 | 0.0 | 0.6549 | 0.4350 | 0.6097 | 0.5233 | 0.1883 | 0.3130 | 0.0 | 0.4493 | 0.3105 | 0.4857 | -| 0.3952 | 13.18 | 1700 | 1.5602 | 0.3173 | 0.4339 | 0.6016 | 0.7175 | 0.2297 | 0.3574 | 0.0 | 0.7077 | 0.4210 | 0.6041 | 0.5361 | 0.1696 | 0.2463 | 0.0 | 0.4372 | 0.3253 | 0.5070 | -| 0.5871 | 13.33 | 1720 | 1.6450 | 0.3311 | 0.4482 | 0.6181 | 0.7471 | 0.2165 | 0.4575 | 0.0 | 0.6882 | 0.4216 | 0.6066 | 0.5459 | 0.1683 | 0.2989 | 0.0 | 0.4535 | 0.3330 | 0.5184 | -| 0.8082 | 13.49 | 1740 | 1.6187 | 0.3172 | 0.4525 | 0.5894 | 0.7940 | 0.2182 | 0.6264 | 0.0 | 0.4342 | 0.4753 | 0.6194 | 0.5439 | 0.1625 | 0.3050 | 0.0 | 0.3611 | 0.3144 | 0.5336 | -| 1.1003 | 13.64 | 1760 | 1.5242 | 0.3337 | 0.4511 | 0.6113 | 0.7180 | 0.2311 | 0.4761 | 0.0 | 0.6759 | 0.4475 | 0.6090 | 0.5416 | 0.1741 | 0.2970 | 0.0 | 0.4293 | 0.3396 | 0.5544 | -| 0.5952 | 13.8 | 1780 | 1.6698 | 0.3341 | 0.4571 | 0.6072 | 0.7572 | 0.2123 | 0.6677 | 0.0 | 0.5485 | 0.4064 | 0.6079 | 0.5578 | 0.1661 | 0.3149 | 0.0 | 0.3994 | 0.3402 | 0.5603 | -| 0.4242 | 13.95 | 1800 | 1.5436 | 0.3207 | 0.4417 | 0.6024 | 0.7642 | 0.1844 | 0.5712 | 0.0 | 0.5779 | 0.3953 | 0.5985 | 0.5394 | 0.1448 | 0.3278 | 0.0 | 0.4027 | 0.3144 | 0.5161 | -| 0.8716 | 14.11 | 1820 | 1.6754 | 0.3327 | 0.4531 | 0.6154 | 0.7282 | 0.2226 | 0.5343 | 0.0 | 0.6695 | 0.4187 | 0.5982 | 0.5513 | 0.1647 | 0.3258 | 0.0 | 0.4356 | 0.3291 | 0.5226 | -| 0.6068 | 14.26 | 1840 | 1.5659 | 0.3173 | 0.4429 | 0.5970 | 0.7295 | 0.1822 | 0.6099 | 0.0 | 0.5745 | 0.4021 | 0.6019 | 0.5333 | 0.1407 | 0.3197 | 0.0 | 0.4092 | 0.3218 | 0.4968 | -| 0.7448 | 14.42 | 1860 | 1.6698 | 0.3274 | 0.4510 | 0.6103 | 0.7353 | 0.2167 | 0.5282 | 0.0 | 0.6282 | 0.4154 | 0.6331 | 0.5433 | 0.1672 | 0.3251 | 0.0 | 0.4300 | 0.3305 | 0.4954 | -| 1.5591 | 14.57 | 1880 | 1.5198 | 0.3316 | 0.4556 | 0.6107 | 0.7487 | 0.2180 | 0.5448 | 0.0 | 0.6021 | 0.4579 | 0.6177 | 0.5478 | 0.1661 | 0.3051 | 0.0 | 0.4275 | 0.3362 | 0.5384 | -| 0.6154 | 14.73 | 1900 | 1.5842 | 0.3334 | 0.4594 | 0.6113 | 0.7763 | 0.2514 | 0.5785 | 0.0 | 0.5664 | 0.4155 | 0.6278 | 0.5549 | 0.1859 | 0.3161 | 0.0 | 0.4142 | 0.3388 | 0.5237 | -| 0.5267 | 14.88 | 1920 | 1.6216 | 0.3377 | 0.4614 | 0.6169 | 0.7873 | 0.2627 | 0.5482 | 0.0 | 0.5936 | 0.4275 | 0.6103 | 0.5504 | 0.1890 | 0.3304 | 0.0 | 0.4215 | 0.3391 | 0.5335 | -| 0.4463 | 15.04 | 1940 | 1.5645 | 0.3336 | 0.4587 | 0.6141 | 0.7394 | 0.2659 | 0.4966 | 0.0 | 0.6520 | 0.4497 | 0.6073 | 0.5505 | 0.1850 | 0.3192 | 0.0 | 0.4336 | 0.3297 | 0.5172 | -| 0.8863 | 15.19 | 1960 | 1.6356 | 0.3361 | 0.4624 | 0.6116 | 0.7418 | 0.2514 | 0.5871 | 0.0 | 0.5993 | 0.4458 | 0.6118 | 0.5505 | 0.1830 | 0.3279 | 0.0 | 0.4160 | 0.3398 | 0.5357 | -| 0.6285 | 15.35 | 1980 | 1.5989 | 0.3459 | 0.4681 | 0.6293 | 0.7744 | 0.2751 | 0.5156 | 0.0 | 0.6618 | 0.4421 | 0.6073 | 0.5643 | 0.1968 | 0.3355 | 0.0 | 0.4521 | 0.3170 | 0.5553 | -| 0.9593 | 15.5 | 2000 | 1.6444 | 0.3383 | 0.4608 | 0.6196 | 0.7627 | 0.2350 | 0.5714 | 0.0 | 0.6231 | 0.4297 | 0.6040 | 0.5531 | 0.1746 | 0.3263 | 0.0 | 0.4396 | 0.3215 | 0.5529 | -| 1.3486 | 15.66 | 2020 | 1.6766 | 0.3327 | 0.4471 | 0.6180 | 0.7588 | 0.1747 | 0.5269 | 0.0 | 0.6528 | 0.4232 | 0.5936 | 0.5501 | 0.1375 | 0.3100 | 0.0 | 0.4381 | 0.3301 | 0.5630 | -| 1.0891 | 15.81 | 2040 | 1.6360 | 0.3170 | 0.4392 | 0.5979 | 0.7170 | 0.2107 | 0.5349 | 0.0 | 0.6308 | 0.3772 | 0.6041 | 0.5202 | 0.1596 | 0.3184 | 0.0 | 0.4320 | 0.2581 | 0.5308 | -| 0.6277 | 15.97 | 2060 | 1.5725 | 0.3334 | 0.4555 | 0.6123 | 0.7371 | 0.2208 | 0.5742 | 0.0 | 0.6226 | 0.4244 | 0.6094 | 0.5485 | 0.1642 | 0.3198 | 0.0 | 0.4262 | 0.3174 | 0.5578 | -| 0.4244 | 16.12 | 2080 | 1.5871 | 0.3305 | 0.4486 | 0.6134 | 0.7673 | 0.2200 | 0.5159 | 0.0 | 0.6272 | 0.3917 | 0.6180 | 0.5440 | 0.1712 | 0.3070 | 0.0 | 0.4352 | 0.3012 | 0.5550 | -| 0.8267 | 16.28 | 2100 | 1.6791 | 0.3346 | 0.4555 | 0.6176 | 0.7559 | 0.2433 | 0.5241 | 0.0 | 0.6474 | 0.4040 | 0.6137 | 0.5483 | 0.1880 | 0.3161 | 0.0 | 0.4478 | 0.3058 | 0.5365 | -| 0.7391 | 16.43 | 2120 | 1.6912 | 0.3310 | 0.4564 | 0.6143 | 0.7247 | 0.2544 | 0.4874 | 0.0 | 0.6703 | 0.4402 | 0.6181 | 0.5503 | 0.1890 | 0.3150 | 0.0 | 0.4524 | 0.2956 | 0.5150 | -| 0.6529 | 16.59 | 2140 | 1.6165 | 0.3260 | 0.4508 | 0.6123 | 0.7454 | 0.2250 | 0.5196 | 0.0 | 0.6409 | 0.4126 | 0.6121 | 0.5532 | 0.1680 | 0.3189 | 0.0 | 0.4441 | 0.3047 | 0.4933 | -| 0.4946 | 16.74 | 2160 | 1.6385 | 0.3377 | 0.4596 | 0.6196 | 0.7546 | 0.2660 | 0.5030 | 0.0 | 0.6627 | 0.4307 | 0.6002 | 0.5554 | 0.1842 | 0.3087 | 0.0 | 0.4449 | 0.3294 | 0.5409 | -| 0.9957 | 16.9 | 2180 | 1.5676 | 0.3350 | 0.4610 | 0.6139 | 0.7460 | 0.2970 | 0.4270 | 0.0 | 0.6590 | 0.4863 | 0.6115 | 0.5476 | 0.2006 | 0.2882 | 0.0 | 0.4391 | 0.3318 | 0.5377 | -| 0.3648 | 17.05 | 2200 | 1.5738 | 0.3365 | 0.4617 | 0.6164 | 0.7419 | 0.2683 | 0.4867 | 0.0 | 0.6506 | 0.4699 | 0.6147 | 0.5525 | 0.1927 | 0.3075 | 0.0 | 0.4424 | 0.3189 | 0.5419 | -| 0.7294 | 17.21 | 2220 | 1.6943 | 0.3323 | 0.4582 | 0.6124 | 0.7530 | 0.2427 | 0.5418 | 0.0 | 0.6081 | 0.4428 | 0.6186 | 0.5545 | 0.1807 | 0.3119 | 0.0 | 0.4309 | 0.3219 | 0.5260 | -| 1.3822 | 17.36 | 2240 | 1.6395 | 0.3354 | 0.4590 | 0.6147 | 0.7827 | 0.2587 | 0.5462 | 0.0 | 0.5953 | 0.4234 | 0.6065 | 0.5607 | 0.1897 | 0.3140 | 0.0 | 0.4212 | 0.3311 | 0.5313 | -| 0.6101 | 17.52 | 2260 | 1.6983 | 0.3320 | 0.4537 | 0.6164 | 0.7438 | 0.2398 | 0.4938 | 0.0 | 0.6631 | 0.4162 | 0.6190 | 0.5493 | 0.1783 | 0.3102 | 0.0 | 0.4466 | 0.3253 | 0.5145 | -| 1.1954 | 17.67 | 2280 | 1.8149 | 0.3341 | 0.4571 | 0.6119 | 0.7420 | 0.2520 | 0.5436 | 0.0 | 0.6314 | 0.4301 | 0.6007 | 0.5471 | 0.1784 | 0.3126 | 0.0 | 0.4293 | 0.3222 | 0.5488 | -| 0.731 | 17.83 | 2300 | 1.7177 | 0.3227 | 0.4415 | 0.6058 | 0.7759 | 0.2099 | 0.4543 | 0.0 | 0.6041 | 0.4155 | 0.6305 | 0.5418 | 0.1626 | 0.2876 | 0.0 | 0.4169 | 0.3303 | 0.5196 | -| 1.2659 | 17.98 | 2320 | 1.7993 | 0.3285 | 0.4416 | 0.6121 | 0.7725 | 0.2215 | 0.4369 | 0.0 | 0.6592 | 0.3994 | 0.6016 | 0.5345 | 0.1672 | 0.2802 | 0.0 | 0.4392 | 0.3265 | 0.5517 | -| 0.4587 | 18.14 | 2340 | 1.6811 | 0.3303 | 0.4504 | 0.6102 | 0.7778 | 0.2093 | 0.5379 | 0.0 | 0.5861 | 0.4312 | 0.6102 | 0.5470 | 0.1557 | 0.3059 | 0.0 | 0.4158 | 0.3258 | 0.5620 | -| 0.5764 | 18.29 | 2360 | 1.6331 | 0.3388 | 0.4627 | 0.6177 | 0.7438 | 0.2568 | 0.5458 | 0.0 | 0.6383 | 0.4432 | 0.6109 | 0.5524 | 0.1895 | 0.3224 | 0.0 | 0.4374 | 0.3234 | 0.5466 | -| 0.7297 | 18.45 | 2380 | 1.8170 | 0.3305 | 0.4556 | 0.6062 | 0.7491 | 0.2395 | 0.5577 | 0.0 | 0.5865 | 0.4445 | 0.6122 | 0.5347 | 0.1782 | 0.3180 | 0.0 | 0.4174 | 0.3218 | 0.5432 | -| 0.4377 | 18.6 | 2400 | 1.7875 | 0.3292 | 0.4531 | 0.6068 | 0.7496 | 0.2484 | 0.5223 | 0.0 | 0.6078 | 0.4302 | 0.6133 | 0.5329 | 0.1843 | 0.3133 | 0.0 | 0.4247 | 0.3214 | 0.5277 | -| 0.281 | 18.76 | 2420 | 1.7708 | 0.3322 | 0.4600 | 0.6056 | 0.7385 | 0.2727 | 0.5623 | 0.0 | 0.5881 | 0.4316 | 0.6267 | 0.5408 | 0.1966 | 0.3158 | 0.0 | 0.4130 | 0.3279 | 0.5311 | -| 0.7224 | 18.91 | 2440 | 1.7325 | 0.3282 | 0.4571 | 0.6053 | 0.7518 | 0.2608 | 0.5437 | 0.0 | 0.5811 | 0.4392 | 0.6232 | 0.5426 | 0.1832 | 0.3145 | 0.0 | 0.4159 | 0.3212 | 0.5201 | -| 0.7736 | 19.07 | 2460 | 1.7377 | 0.3413 | 0.4630 | 0.6210 | 0.7488 | 0.2647 | 0.5380 | 0.0 | 0.6559 | 0.4266 | 0.6071 | 0.5514 | 0.1896 | 0.3179 | 0.0 | 0.4455 | 0.3300 | 0.5545 | -| 1.0798 | 19.22 | 2480 | 1.7811 | 0.3391 | 0.4608 | 0.6149 | 0.7752 | 0.2590 | 0.5616 | 0.0 | 0.5920 | 0.4199 | 0.6177 | 0.5467 | 0.1946 | 0.3175 | 0.0 | 0.4205 | 0.3404 | 0.5540 | -| 0.9049 | 19.38 | 2500 | 1.7704 | 0.3349 | 0.4541 | 0.6153 | 0.7431 | 0.2699 | 0.4376 | 0.0 | 0.6773 | 0.4277 | 0.6232 | 0.5453 | 0.1940 | 0.2912 | 0.0 | 0.4381 | 0.3313 | 0.5442 | -| 0.755 | 19.53 | 2520 | 1.6703 | 0.3287 | 0.4591 | 0.6009 | 0.7374 | 0.2724 | 0.5796 | 0.0 | 0.5538 | 0.4117 | 0.6584 | 0.5485 | 0.1969 | 0.3102 | 0.0 | 0.3965 | 0.3209 | 0.5277 | -| 0.3202 | 19.69 | 2540 | 1.7747 | 0.3360 | 0.4620 | 0.6057 | 0.7389 | 0.2715 | 0.6069 | 0.0 | 0.5773 | 0.4263 | 0.6133 | 0.5483 | 0.1933 | 0.3127 | 0.0 | 0.4033 | 0.3368 | 0.5576 | -| 0.5991 | 19.84 | 2560 | 1.7421 | 0.3332 | 0.4551 | 0.6105 | 0.7492 | 0.2548 | 0.5044 | 0.0 | 0.6275 | 0.4404 | 0.6097 | 0.5475 | 0.1837 | 0.3067 | 0.0 | 0.4217 | 0.3208 | 0.5522 | -| 1.1054 | 20.0 | 2580 | 1.8260 | 0.3302 | 0.4531 | 0.6063 | 0.7691 | 0.2390 | 0.5472 | 0.0 | 0.5772 | 0.4319 | 0.6076 | 0.5451 | 0.1761 | 0.3115 | 0.0 | 0.4071 | 0.3194 | 0.5525 | -| 0.5427 | 20.16 | 2600 | 1.7024 | 0.3308 | 0.4603 | 0.6076 | 0.7252 | 0.2890 | 0.5094 | 0.0 | 0.6218 | 0.4310 | 0.6459 | 0.5453 | 0.2043 | 0.3116 | 0.0 | 0.4268 | 0.3167 | 0.5108 | -| 1.0772 | 20.31 | 2620 | 1.7820 | 0.3275 | 0.4541 | 0.6016 | 0.7101 | 0.2480 | 0.5553 | 0.0 | 0.6090 | 0.4286 | 0.6280 | 0.5400 | 0.1844 | 0.3092 | 0.0 | 0.4140 | 0.3297 | 0.5152 | -| 0.4049 | 20.47 | 2640 | 1.7094 | 0.3280 | 0.4493 | 0.6047 | 0.7690 | 0.2319 | 0.5327 | 0.0 | 0.5820 | 0.4226 | 0.6066 | 0.5412 | 0.1710 | 0.3001 | 0.0 | 0.4094 | 0.3343 | 0.5399 | -| 1.1701 | 20.62 | 2660 | 1.7772 | 0.3276 | 0.4566 | 0.6001 | 0.7394 | 0.2595 | 0.5895 | 0.0 | 0.5668 | 0.4370 | 0.6042 | 0.5448 | 0.1868 | 0.3098 | 0.0 | 0.4048 | 0.3306 | 0.5160 | -| 0.9368 | 20.78 | 2680 | 1.7897 | 0.3267 | 0.4525 | 0.6044 | 0.7630 | 0.2430 | 0.5467 | 0.0 | 0.5800 | 0.4341 | 0.6003 | 0.5464 | 0.1808 | 0.3058 | 0.0 | 0.4167 | 0.3252 | 0.5122 | -| 0.6123 | 20.93 | 2700 | 1.7726 | 0.3330 | 0.4580 | 0.6150 | 0.7424 | 0.2768 | 0.4875 | 0.0 | 0.6616 | 0.4286 | 0.6091 | 0.5513 | 0.1966 | 0.3116 | 0.0 | 0.4444 | 0.3263 | 0.5010 | -| 0.8703 | 21.09 | 2720 | 1.7163 | 0.3316 | 0.4555 | 0.6137 | 0.7498 | 0.2633 | 0.4849 | 0.0 | 0.6505 | 0.4325 | 0.6079 | 0.5467 | 0.1890 | 0.3111 | 0.0 | 0.4408 | 0.3264 | 0.5072 | -| 1.1341 | 21.24 | 2740 | 1.7633 | 0.3334 | 0.4577 | 0.6107 | 0.7346 | 0.2647 | 0.5132 | 0.0 | 0.6395 | 0.4447 | 0.6068 | 0.5435 | 0.1890 | 0.3115 | 0.0 | 0.4310 | 0.3170 | 0.5416 | -| 0.2476 | 21.4 | 2760 | 1.7036 | 0.3299 | 0.4532 | 0.6099 | 0.7377 | 0.2362 | 0.5125 | 0.0 | 0.6271 | 0.4265 | 0.6322 | 0.5446 | 0.1785 | 0.3071 | 0.0 | 0.4288 | 0.3286 | 0.5213 | -| 0.5096 | 21.55 | 2780 | 1.7595 | 0.3349 | 0.4593 | 0.6110 | 0.7525 | 0.2564 | 0.5616 | 0.0 | 0.6021 | 0.4310 | 0.6115 | 0.5473 | 0.1865 | 0.3084 | 0.0 | 0.4257 | 0.3300 | 0.5466 | -| 0.4822 | 21.71 | 2800 | 1.8440 | 0.3372 | 0.4600 | 0.6148 | 0.7506 | 0.2497 | 0.5630 | 0.0 | 0.6224 | 0.4328 | 0.6016 | 0.5488 | 0.1850 | 0.3134 | 0.0 | 0.4348 | 0.3294 | 0.5488 | -| 1.2683 | 21.86 | 2820 | 1.8689 | 0.3381 | 0.4616 | 0.6142 | 0.7525 | 0.2596 | 0.5785 | 0.0 | 0.6124 | 0.4246 | 0.6036 | 0.5519 | 0.1898 | 0.3157 | 0.0 | 0.4274 | 0.3381 | 0.5436 | -| 0.5363 | 22.02 | 2840 | 1.7173 | 0.3336 | 0.4593 | 0.6104 | 0.7599 | 0.2603 | 0.5590 | 0.0 | 0.5920 | 0.4283 | 0.6154 | 0.5491 | 0.1897 | 0.3106 | 0.0 | 0.4228 | 0.3338 | 0.5292 | -| 0.4545 | 22.17 | 2860 | 1.7828 | 0.3375 | 0.4617 | 0.6119 | 0.7302 | 0.2713 | 0.5588 | 0.0 | 0.6331 | 0.4350 | 0.6032 | 0.5503 | 0.1944 | 0.3043 | 0.0 | 0.4326 | 0.3286 | 0.5521 | -| 0.3017 | 22.33 | 2880 | 1.7322 | 0.3370 | 0.4563 | 0.6185 | 0.7672 | 0.2581 | 0.4811 | 0.0 | 0.6543 | 0.4299 | 0.6034 | 0.5538 | 0.1867 | 0.2973 | 0.0 | 0.4419 | 0.3284 | 0.5510 | -| 0.5573 | 22.48 | 2900 | 1.8035 | 0.3380 | 0.4611 | 0.6132 | 0.7642 | 0.2680 | 0.5638 | 0.0 | 0.6015 | 0.4252 | 0.6053 | 0.5493 | 0.1920 | 0.3096 | 0.0 | 0.4240 | 0.3388 | 0.5523 | -| 1.2154 | 22.64 | 2920 | 1.7877 | 0.3370 | 0.4627 | 0.6109 | 0.7483 | 0.2675 | 0.5920 | 0.0 | 0.5936 | 0.4259 | 0.6119 | 0.5476 | 0.1916 | 0.3120 | 0.0 | 0.4226 | 0.3395 | 0.5457 | -| 0.6649 | 22.79 | 2940 | 1.7642 | 0.3367 | 0.4615 | 0.6140 | 0.7413 | 0.2708 | 0.5393 | 0.0 | 0.6336 | 0.4362 | 0.6093 | 0.5501 | 0.1923 | 0.3136 | 0.0 | 0.4332 | 0.3255 | 0.5420 | -| 0.8076 | 22.95 | 2960 | 1.7899 | 0.3352 | 0.4596 | 0.6156 | 0.7546 | 0.2869 | 0.4783 | 0.0 | 0.6477 | 0.4273 | 0.6223 | 0.5505 | 0.1966 | 0.3014 | 0.0 | 0.4388 | 0.3308 | 0.5283 | -| 0.3772 | 23.1 | 2980 | 1.7055 | 0.3318 | 0.4573 | 0.6127 | 0.7595 | 0.2810 | 0.4703 | 0.0 | 0.6259 | 0.4204 | 0.6442 | 0.5483 | 0.1938 | 0.2978 | 0.0 | 0.4324 | 0.3291 | 0.5210 | -| 0.2888 | 23.26 | 3000 | 1.8259 | 0.3313 | 0.4525 | 0.6137 | 0.7526 | 0.2640 | 0.4676 | 0.0 | 0.6553 | 0.4005 | 0.6277 | 0.5481 | 0.1865 | 0.2948 | 0.0 | 0.4381 | 0.3323 | 0.5193 | -| 0.4429 | 23.41 | 3020 | 1.8434 | 0.3380 | 0.4627 | 0.6156 | 0.7384 | 0.2855 | 0.5305 | 0.0 | 0.6436 | 0.4160 | 0.6251 | 0.5497 | 0.1998 | 0.3086 | 0.0 | 0.4379 | 0.3390 | 0.5308 | -| 0.9204 | 23.57 | 3040 | 1.7994 | 0.3395 | 0.4641 | 0.6163 | 0.7342 | 0.2937 | 0.5241 | 0.0 | 0.6550 | 0.4263 | 0.6152 | 0.5501 | 0.2025 | 0.3081 | 0.0 | 0.4389 | 0.3395 | 0.5374 | -| 0.2447 | 23.72 | 3060 | 1.7386 | 0.3390 | 0.4606 | 0.6168 | 0.7514 | 0.2761 | 0.5172 | 0.0 | 0.6485 | 0.4261 | 0.6048 | 0.5518 | 0.1952 | 0.3048 | 0.0 | 0.4367 | 0.3403 | 0.5440 | -| 0.4847 | 23.88 | 3080 | 1.7776 | 0.3381 | 0.4616 | 0.6163 | 0.7529 | 0.2800 | 0.5278 | 0.0 | 0.6370 | 0.4196 | 0.6142 | 0.5515 | 0.1966 | 0.3087 | 0.0 | 0.4359 | 0.3402 | 0.5335 | -| 0.3195 | 24.03 | 3100 | 1.7944 | 0.3368 | 0.4606 | 0.6144 | 0.7591 | 0.2794 | 0.5222 | 0.0 | 0.6261 | 0.4290 | 0.6085 | 0.5508 | 0.1960 | 0.3069 | 0.0 | 0.4310 | 0.3370 | 0.5358 | -| 0.3886 | 24.19 | 3120 | 1.8694 | 0.3389 | 0.4619 | 0.6156 | 0.7388 | 0.2870 | 0.5241 | 0.0 | 0.6547 | 0.4237 | 0.6048 | 0.5493 | 0.1977 | 0.3070 | 0.0 | 0.4365 | 0.3414 | 0.5403 | -| 0.4507 | 24.34 | 3140 | 1.7188 | 0.3342 | 0.4562 | 0.6151 | 0.7539 | 0.2767 | 0.4621 | 0.0 | 0.6570 | 0.4254 | 0.6185 | 0.5499 | 0.1962 | 0.2926 | 0.0 | 0.4404 | 0.3372 | 0.5232 | -| 0.3909 | 24.5 | 3160 | 1.7539 | 0.3338 | 0.4558 | 0.6144 | 0.7579 | 0.2724 | 0.4678 | 0.0 | 0.6509 | 0.4333 | 0.6083 | 0.5495 | 0.1928 | 0.2946 | 0.0 | 0.4383 | 0.3316 | 0.5297 | -| 1.1122 | 24.65 | 3180 | 1.7175 | 0.3320 | 0.4541 | 0.6140 | 0.7508 | 0.2762 | 0.4395 | 0.0 | 0.6655 | 0.4262 | 0.6208 | 0.5497 | 0.1945 | 0.2872 | 0.0 | 0.4414 | 0.3340 | 0.5171 | -| 0.7051 | 24.81 | 3200 | 1.7688 | 0.3362 | 0.4597 | 0.6145 | 0.7477 | 0.2836 | 0.4967 | 0.0 | 0.6492 | 0.4321 | 0.6083 | 0.5497 | 0.1975 | 0.3020 | 0.0 | 0.4365 | 0.3348 | 0.5330 | -| 0.3335 | 24.96 | 3220 | 1.7934 | 0.3377 | 0.4616 | 0.6149 | 0.7365 | 0.2890 | 0.5092 | 0.0 | 0.6559 | 0.4292 | 0.6114 | 0.5485 | 0.2007 | 0.3051 | 0.0 | 0.4379 | 0.3387 | 0.5329 | +| 1.9347 | 0.16 | 20 | 1.5859 | 0.2953 | 0.4177 | 0.5985 | 0.7556 | 0.2901 | 0.1764 | 0.0167 | 0.9141 | 0.0698 | 0.7009 | 0.6560 | 0.1084 | 0.1536 | 0.0079 | 0.3751 | 0.0677 | 0.6983 | +| 1.2103 | 0.31 | 40 | 1.1805 | 0.3826 | 0.4818 | 0.7124 | 0.9080 | 0.0894 | 0.1482 | 0.0014 | 0.9464 | 0.4223 | 0.8572 | 0.6867 | 0.0789 | 0.1339 | 0.0013 | 0.5403 | 0.3971 | 0.8401 | +| 1.5483 | 0.47 | 60 | 0.8679 | 0.4567 | 0.5474 | 0.7799 | 0.9133 | 0.0419 | 0.4124 | 0.0001 | 0.9515 | 0.6495 | 0.8631 | 0.7614 | 0.0398 | 0.3741 | 0.0001 | 0.5899 | 0.5780 | 0.8537 | +| 1.0865 | 0.62 | 80 | 0.7586 | 0.5000 | 0.5869 | 0.8213 | 0.8929 | 0.0015 | 0.6845 | 0.0 | 0.9514 | 0.7188 | 0.8594 | 0.8188 | 0.0015 | 0.5773 | 0.0 | 0.6258 | 0.6212 | 0.8556 | +| 1.3038 | 0.78 | 100 | 0.6003 | 0.5234 | 0.6086 | 0.8464 | 0.9248 | 0.0 | 0.8070 | 0.0 | 0.8968 | 0.7694 | 0.8621 | 0.8633 | 0.0 | 0.6278 | 0.0 | 0.6817 | 0.6318 | 0.8590 | +| 1.1316 | 0.93 | 120 | 0.5896 | 0.5082 | 0.5922 | 0.8307 | 0.9047 | 0.0110 | 0.7332 | 0.0 | 0.9521 | 0.6724 | 0.8719 | 0.8430 | 0.0110 | 0.6106 | 0.0 | 0.6355 | 0.5999 | 0.8575 | +| 0.9035 | 1.09 | 140 | 0.5495 | 0.5219 | 0.6012 | 0.8444 | 0.9466 | 0.0003 | 0.6935 | 0.0 | 0.9396 | 0.7641 | 0.8642 | 0.8328 | 0.0003 | 0.6166 | 0.0 | 0.6892 | 0.6563 | 0.8580 | +| 0.7582 | 1.24 | 160 | 0.4979 | 0.5319 | 0.6231 | 0.8498 | 0.9006 | 0.0029 | 0.8269 | 0.0008 | 0.8705 | 0.8866 | 0.8735 | 0.8461 | 0.0029 | 0.6349 | 0.0008 | 0.7050 | 0.6797 | 0.8540 | +| 0.5427 | 1.4 | 180 | 0.4597 | 0.5426 | 0.6250 | 0.8616 | 0.9370 | 0.0003 | 0.7950 | 0.0 | 0.9054 | 0.8684 | 0.8688 | 0.8805 | 0.0003 | 0.6626 | 0.0 | 0.6964 | 0.6985 | 0.8602 | +| 1.0846 | 1.55 | 200 | 0.4514 | 0.5593 | 0.6347 | 0.8739 | 0.9650 | 0.0001 | 0.8665 | 0.0000 | 0.8437 | 0.8919 | 0.8756 | 0.8641 | 0.0001 | 0.7008 | 0.0000 | 0.7470 | 0.7452 | 0.8582 | +| 0.8732 | 1.71 | 220 | 0.4367 | 0.5631 | 0.6375 | 0.8766 | 0.9452 | 0.0000 | 0.8596 | 0.0 | 0.9130 | 0.8776 | 0.8669 | 0.8883 | 0.0000 | 0.7029 | 0.0 | 0.7274 | 0.7635 | 0.8599 | +| 0.8997 | 1.86 | 240 | 0.4305 | 0.5557 | 0.6361 | 0.8707 | 0.9631 | 0.0004 | 0.7940 | 0.0133 | 0.8628 | 0.9488 | 0.8704 | 0.8602 | 0.0004 | 0.7014 | 0.0133 | 0.7425 | 0.7125 | 0.8595 | +| 0.4417 | 2.02 | 260 | 0.4431 | 0.5598 | 0.6389 | 0.8716 | 0.9154 | 0.0068 | 0.8715 | 0.0 | 0.9235 | 0.8840 | 0.8711 | 0.8697 | 0.0068 | 0.6794 | 0.0 | 0.7453 | 0.7585 | 0.8588 | +| 0.3843 | 2.17 | 280 | 0.3999 | 0.5719 | 0.6533 | 0.8821 | 0.9158 | 0.0151 | 0.8985 | 0.0 | 0.8963 | 0.9476 | 0.8994 | 0.8803 | 0.0151 | 0.6987 | 0.0 | 0.7870 | 0.7527 | 0.8697 | +| 0.3199 | 2.33 | 300 | 0.3669 | 0.5800 | 0.6508 | 0.8885 | 0.9708 | 0.0371 | 0.8326 | 0.0000 | 0.9115 | 0.9212 | 0.8824 | 0.8789 | 0.0366 | 0.7453 | 0.0000 | 0.7951 | 0.7345 | 0.8692 | +| 0.4903 | 2.48 | 320 | 0.3248 | 0.5960 | 0.6632 | 0.9021 | 0.9687 | 0.0280 | 0.8898 | 0.0013 | 0.8949 | 0.9327 | 0.9269 | 0.9060 | 0.0277 | 0.7686 | 0.0013 | 0.8052 | 0.7566 | 0.9064 | +| 0.3368 | 2.64 | 340 | 0.3736 | 0.5749 | 0.6438 | 0.8844 | 0.9740 | 0.0254 | 0.8940 | 0.0000 | 0.8764 | 0.8706 | 0.8666 | 0.8819 | 0.0252 | 0.7287 | 0.0000 | 0.7651 | 0.7631 | 0.8605 | +| 0.3221 | 2.79 | 360 | 0.3650 | 0.5963 | 0.6665 | 0.8896 | 0.9530 | 0.1112 | 0.8583 | 0.0222 | 0.8748 | 0.8941 | 0.9516 | 0.8731 | 0.1083 | 0.7293 | 0.0222 | 0.7873 | 0.7631 | 0.8911 | +| 0.202 | 2.95 | 380 | 0.3370 | 0.5934 | 0.6607 | 0.8976 | 0.9676 | 0.0315 | 0.8890 | 0.0 | 0.8942 | 0.9466 | 0.8957 | 0.8888 | 0.0313 | 0.7605 | 0.0 | 0.7997 | 0.7836 | 0.8899 | +| 0.4642 | 3.1 | 400 | 0.3139 | 0.6203 | 0.6886 | 0.8997 | 0.9608 | 0.2374 | 0.9013 | 0.0 | 0.9117 | 0.9162 | 0.8925 | 0.9070 | 0.2240 | 0.7444 | 0.0 | 0.8006 | 0.7807 | 0.8855 | +| 0.4821 | 3.26 | 420 | 0.3360 | 0.6099 | 0.6807 | 0.8967 | 0.9544 | 0.1646 | 0.8972 | 0.0008 | 0.8598 | 0.9535 | 0.9348 | 0.8865 | 0.1597 | 0.7547 | 0.0008 | 0.7868 | 0.7732 | 0.9073 | +| 0.3585 | 3.41 | 440 | 0.3091 | 0.6355 | 0.6975 | 0.9032 | 0.9652 | 0.3094 | 0.8320 | 0.0006 | 0.9593 | 0.8963 | 0.9194 | 0.9090 | 0.2856 | 0.7643 | 0.0006 | 0.7720 | 0.8091 | 0.9079 | +| 0.3243 | 3.57 | 460 | 0.2856 | 0.6464 | 0.7107 | 0.9091 | 0.9615 | 0.2790 | 0.8666 | 0.0620 | 0.9232 | 0.9438 | 0.9391 | 0.9034 | 0.2604 | 0.7873 | 0.0619 | 0.8116 | 0.7892 | 0.9107 | +| 0.4978 | 3.72 | 480 | 0.2929 | 0.6497 | 0.7134 | 0.9082 | 0.9732 | 0.3374 | 0.8466 | 0.0613 | 0.9232 | 0.9055 | 0.9465 | 0.9078 | 0.2973 | 0.7902 | 0.0613 | 0.7934 | 0.7906 | 0.9076 | +| 0.4563 | 3.88 | 500 | 0.2636 | 0.7011 | 0.7650 | 0.9180 | 0.9747 | 0.3633 | 0.8736 | 0.3470 | 0.8978 | 0.9508 | 0.9478 | 0.9094 | 0.3065 | 0.8155 | 0.3374 | 0.8168 | 0.7981 | 0.9239 | +| 0.2606 | 4.03 | 520 | 0.2931 | 0.6609 | 0.7246 | 0.9117 | 0.9676 | 0.3612 | 0.8399 | 0.0735 | 0.9204 | 0.9533 | 0.9567 | 0.9096 | 0.3276 | 0.7742 | 0.0730 | 0.8015 | 0.8048 | 0.9354 | +| 0.2345 | 4.19 | 540 | 0.3166 | 0.6764 | 0.7478 | 0.9062 | 0.9487 | 0.4416 | 0.8667 | 0.2071 | 0.9072 | 0.8961 | 0.9672 | 0.9017 | 0.3759 | 0.8099 | 0.2030 | 0.7972 | 0.7859 | 0.8609 | +| 0.3214 | 4.34 | 560 | 0.3113 | 0.6527 | 0.7207 | 0.9062 | 0.9576 | 0.4394 | 0.8450 | 0.0165 | 0.9339 | 0.8929 | 0.9597 | 0.9122 | 0.3934 | 0.7696 | 0.0165 | 0.7920 | 0.7771 | 0.9083 | +| 0.2674 | 4.5 | 580 | 0.2862 | 0.6761 | 0.7530 | 0.9084 | 0.9622 | 0.5725 | 0.9068 | 0.0988 | 0.8656 | 0.9062 | 0.9586 | 0.9177 | 0.4659 | 0.7796 | 0.0988 | 0.7899 | 0.7847 | 0.8962 | +| 0.4189 | 4.65 | 600 | 0.2652 | 0.7221 | 0.7873 | 0.9182 | 0.9766 | 0.4560 | 0.8677 | 0.4360 | 0.8874 | 0.9269 | 0.9606 | 0.9143 | 0.3880 | 0.7790 | 0.4072 | 0.8027 | 0.8195 | 0.9440 | +| 0.7094 | 4.81 | 620 | 0.2728 | 0.7222 | 0.7932 | 0.9181 | 0.9711 | 0.5211 | 0.9178 | 0.4077 | 0.8583 | 0.9111 | 0.9657 | 0.9195 | 0.4247 | 0.7845 | 0.3716 | 0.7974 | 0.8192 | 0.9385 | +| 0.3628 | 4.96 | 640 | 0.2840 | 0.7196 | 0.7868 | 0.9145 | 0.9633 | 0.5425 | 0.8307 | 0.3665 | 0.9457 | 0.9237 | 0.9353 | 0.9081 | 0.4571 | 0.7854 | 0.3494 | 0.7998 | 0.8264 | 0.9106 | +| 0.2835 | 5.12 | 660 | 0.2459 | 0.7519 | 0.8255 | 0.9218 | 0.9625 | 0.6107 | 0.8605 | 0.5375 | 0.9161 | 0.9323 | 0.9586 | 0.9143 | 0.4877 | 0.8075 | 0.5100 | 0.8277 | 0.7992 | 0.9170 | +| 0.2529 | 5.27 | 680 | 0.2295 | 0.7359 | 0.8019 | 0.9269 | 0.9704 | 0.6104 | 0.9008 | 0.3309 | 0.9179 | 0.9244 | 0.9586 | 0.9263 | 0.4970 | 0.8131 | 0.3222 | 0.8321 | 0.8201 | 0.9404 | +| 0.2529 | 5.43 | 700 | 0.2409 | 0.7606 | 0.8413 | 0.9272 | 0.9625 | 0.6434 | 0.8555 | 0.5899 | 0.9291 | 0.9422 | 0.9665 | 0.9190 | 0.4610 | 0.8165 | 0.5312 | 0.8327 | 0.8209 | 0.9428 | +| 0.1797 | 5.58 | 720 | 0.2472 | 0.7710 | 0.8449 | 0.9283 | 0.9668 | 0.5964 | 0.8563 | 0.6579 | 0.9147 | 0.9511 | 0.9713 | 0.9204 | 0.4927 | 0.8112 | 0.5760 | 0.8289 | 0.8125 | 0.9549 | +| 0.4163 | 5.74 | 740 | 0.3081 | 0.7442 | 0.8126 | 0.9172 | 0.9617 | 0.5481 | 0.9123 | 0.5374 | 0.8603 | 0.8877 | 0.9808 | 0.9085 | 0.4647 | 0.8127 | 0.5160 | 0.8094 | 0.8168 | 0.8814 | +| 0.2506 | 5.89 | 760 | 0.2906 | 0.7737 | 0.8775 | 0.9193 | 0.9436 | 0.7612 | 0.8834 | 0.7904 | 0.8970 | 0.9035 | 0.9632 | 0.9186 | 0.5738 | 0.8229 | 0.6218 | 0.8197 | 0.7815 | 0.8774 | +| 0.1947 | 6.05 | 780 | 0.3136 | 0.7502 | 0.8197 | 0.9196 | 0.9595 | 0.5761 | 0.8788 | 0.5642 | 0.9169 | 0.8740 | 0.9686 | 0.9105 | 0.4796 | 0.8266 | 0.5320 | 0.8319 | 0.7973 | 0.8735 | +| 0.1821 | 6.2 | 800 | 0.2651 | 0.7760 | 0.8537 | 0.9265 | 0.9580 | 0.6638 | 0.8901 | 0.6807 | 0.9156 | 0.8948 | 0.9725 | 0.9141 | 0.5202 | 0.8386 | 0.6068 | 0.8410 | 0.8116 | 0.8996 | +| 0.2981 | 6.36 | 820 | 0.2745 | 0.7694 | 0.8511 | 0.9209 | 0.9555 | 0.6311 | 0.8597 | 0.7257 | 0.9164 | 0.9066 | 0.9627 | 0.9163 | 0.5374 | 0.8207 | 0.6110 | 0.8175 | 0.7805 | 0.9022 | +| 0.2001 | 6.51 | 840 | 0.2604 | 0.7835 | 0.8635 | 0.9270 | 0.9727 | 0.6985 | 0.8830 | 0.7234 | 0.8912 | 0.9133 | 0.9622 | 0.9203 | 0.5642 | 0.8298 | 0.6255 | 0.8318 | 0.7988 | 0.9141 | +| 0.2802 | 6.67 | 860 | 0.3886 | 0.7622 | 0.8501 | 0.9111 | 0.9456 | 0.6802 | 0.8571 | 0.7214 | 0.8755 | 0.8899 | 0.9813 | 0.9159 | 0.5518 | 0.8093 | 0.6501 | 0.7881 | 0.7669 | 0.8532 | +| 0.2482 | 6.82 | 880 | 0.2789 | 0.7669 | 0.8340 | 0.9276 | 0.9727 | 0.5651 | 0.8710 | 0.6374 | 0.9193 | 0.9040 | 0.9686 | 0.9242 | 0.4703 | 0.8246 | 0.5909 | 0.8356 | 0.8068 | 0.9162 | +| 0.1569 | 6.98 | 900 | 0.2342 | 0.7738 | 0.8404 | 0.9320 | 0.9761 | 0.5650 | 0.8919 | 0.6637 | 0.9249 | 0.8993 | 0.9620 | 0.9255 | 0.4552 | 0.8508 | 0.6030 | 0.8469 | 0.8216 | 0.9132 | +| 0.17 | 7.13 | 920 | 0.2449 | 0.7805 | 0.8576 | 0.9322 | 0.9680 | 0.5917 | 0.8791 | 0.7573 | 0.9233 | 0.9043 | 0.9793 | 0.9319 | 0.4859 | 0.8416 | 0.6310 | 0.8455 | 0.8078 | 0.9198 | +| 0.2983 | 7.29 | 940 | 0.2538 | 0.7822 | 0.8607 | 0.9315 | 0.9730 | 0.7009 | 0.9068 | 0.6700 | 0.8835 | 0.9073 | 0.9836 | 0.9360 | 0.5680 | 0.8371 | 0.5764 | 0.8377 | 0.7979 | 0.9220 | +| 0.2796 | 7.44 | 960 | 0.2865 | 0.7841 | 0.8649 | 0.9302 | 0.9705 | 0.7842 | 0.8523 | 0.6449 | 0.9426 | 0.8911 | 0.9689 | 0.9338 | 0.5821 | 0.8219 | 0.5803 | 0.8338 | 0.8199 | 0.9171 | +| 0.2303 | 7.6 | 980 | 0.2753 | 0.7933 | 0.8772 | 0.9289 | 0.9717 | 0.7263 | 0.8450 | 0.8008 | 0.9191 | 0.9035 | 0.9737 | 0.9300 | 0.5834 | 0.8173 | 0.6677 | 0.8297 | 0.8094 | 0.9154 | +| 0.1498 | 7.75 | 1000 | 0.2980 | 0.7961 | 0.8795 | 0.9279 | 0.9656 | 0.7620 | 0.8562 | 0.7738 | 0.9046 | 0.9125 | 0.9814 | 0.9325 | 0.6040 | 0.8181 | 0.6840 | 0.8193 | 0.7982 | 0.9167 | +| 0.3099 | 7.91 | 1020 | 0.2504 | 0.7984 | 0.8728 | 0.9335 | 0.9687 | 0.6838 | 0.8962 | 0.7724 | 0.9160 | 0.9025 | 0.9703 | 0.9281 | 0.5684 | 0.8497 | 0.6654 | 0.8425 | 0.8171 | 0.9179 | +| 0.1162 | 8.06 | 1040 | 0.2541 | 0.7915 | 0.8603 | 0.9311 | 0.9671 | 0.6806 | 0.8811 | 0.6979 | 0.9289 | 0.8978 | 0.9689 | 0.9252 | 0.5750 | 0.8406 | 0.6312 | 0.8420 | 0.8205 | 0.9061 | +| 0.295 | 8.22 | 1060 | 0.3519 | 0.7898 | 0.8753 | 0.9275 | 0.9575 | 0.7109 | 0.9058 | 0.7960 | 0.8920 | 0.8786 | 0.9864 | 0.9265 | 0.5861 | 0.8495 | 0.6538 | 0.8357 | 0.7946 | 0.8822 | +| 0.0988 | 8.37 | 1080 | 0.2744 | 0.7892 | 0.8674 | 0.9296 | 0.9697 | 0.6654 | 0.8913 | 0.7842 | 0.9068 | 0.8817 | 0.9730 | 0.9252 | 0.5607 | 0.8518 | 0.6523 | 0.8463 | 0.8007 | 0.8877 | +| 0.0847 | 8.53 | 1100 | 0.2496 | 0.7990 | 0.8768 | 0.9366 | 0.9730 | 0.7348 | 0.9032 | 0.7401 | 0.9143 | 0.8902 | 0.9818 | 0.9389 | 0.5848 | 0.8511 | 0.6263 | 0.8483 | 0.8220 | 0.9217 | +| 0.09 | 8.68 | 1120 | 0.2602 | 0.7954 | 0.8745 | 0.9331 | 0.9716 | 0.7579 | 0.8699 | 0.7252 | 0.9303 | 0.8904 | 0.9760 | 0.9338 | 0.5899 | 0.8320 | 0.6295 | 0.8403 | 0.8176 | 0.9247 | +| 0.1489 | 8.84 | 1140 | 0.2103 | 0.8009 | 0.8821 | 0.9379 | 0.9610 | 0.7906 | 0.9017 | 0.7012 | 0.9371 | 0.9006 | 0.9822 | 0.9392 | 0.5924 | 0.8504 | 0.6181 | 0.8549 | 0.8186 | 0.9331 | +| 0.1639 | 8.99 | 1160 | 0.2067 | 0.8043 | 0.8849 | 0.9380 | 0.9646 | 0.7600 | 0.9078 | 0.7464 | 0.9168 | 0.9172 | 0.9813 | 0.9384 | 0.5936 | 0.8575 | 0.6431 | 0.8554 | 0.8157 | 0.9262 | +| 0.1998 | 9.15 | 1180 | 0.2467 | 0.8005 | 0.8829 | 0.9343 | 0.9725 | 0.7442 | 0.8716 | 0.7884 | 0.9166 | 0.9061 | 0.9807 | 0.9374 | 0.5719 | 0.8382 | 0.6762 | 0.8377 | 0.8184 | 0.9240 | +| 0.3288 | 9.3 | 1200 | 0.2436 | 0.7986 | 0.8657 | 0.9368 | 0.9735 | 0.6672 | 0.8795 | 0.7341 | 0.9477 | 0.8813 | 0.9765 | 0.9334 | 0.5494 | 0.8466 | 0.6560 | 0.8554 | 0.8218 | 0.9277 | +| 0.2809 | 9.46 | 1220 | 0.2665 | 0.8019 | 0.8832 | 0.9324 | 0.9577 | 0.8044 | 0.8879 | 0.7196 | 0.9194 | 0.9143 | 0.9789 | 0.9347 | 0.6376 | 0.8477 | 0.6452 | 0.8397 | 0.7994 | 0.9089 | +| 0.1535 | 9.61 | 1240 | 0.2433 | 0.8147 | 0.8881 | 0.9367 | 0.9610 | 0.7977 | 0.9324 | 0.7519 | 0.9144 | 0.8788 | 0.9803 | 0.9352 | 0.6509 | 0.8621 | 0.6787 | 0.8491 | 0.8207 | 0.9059 | +| 0.2665 | 9.77 | 1260 | 0.3497 | 0.7917 | 0.8805 | 0.9217 | 0.9588 | 0.7893 | 0.8466 | 0.8061 | 0.9126 | 0.8745 | 0.9755 | 0.9177 | 0.6144 | 0.8196 | 0.6949 | 0.8241 | 0.8042 | 0.8670 | +| 0.2253 | 9.92 | 1280 | 0.3106 | 0.7861 | 0.8592 | 0.9274 | 0.9650 | 0.7050 | 0.8792 | 0.7026 | 0.9238 | 0.8596 | 0.9796 | 0.9256 | 0.6059 | 0.8351 | 0.6067 | 0.8395 | 0.8044 | 0.8852 | +| 0.1223 | 10.08 | 1300 | 0.2983 | 0.7933 | 0.8782 | 0.9292 | 0.9563 | 0.7741 | 0.8765 | 0.7470 | 0.9276 | 0.8848 | 0.9810 | 0.9312 | 0.6184 | 0.8384 | 0.6323 | 0.8414 | 0.8017 | 0.8900 | +| 0.1867 | 10.23 | 1320 | 0.3915 | 0.7832 | 0.8682 | 0.9240 | 0.9501 | 0.7504 | 0.8438 | 0.7290 | 0.9390 | 0.8753 | 0.9895 | 0.9288 | 0.6097 | 0.8165 | 0.6135 | 0.8232 | 0.8078 | 0.8826 | +| 0.1866 | 10.39 | 1340 | 0.3261 | 0.7877 | 0.8715 | 0.9271 | 0.9637 | 0.7602 | 0.8731 | 0.7308 | 0.9041 | 0.8796 | 0.9894 | 0.9255 | 0.5903 | 0.8363 | 0.6327 | 0.8317 | 0.8108 | 0.8868 | +| 1.1889 | 10.54 | 1360 | 0.2603 | 0.7922 | 0.8612 | 0.9349 | 0.9742 | 0.7157 | 0.8852 | 0.6527 | 0.9280 | 0.8944 | 0.9779 | 0.9340 | 0.5840 | 0.8368 | 0.5855 | 0.8435 | 0.8350 | 0.9264 | +| 0.1922 | 10.7 | 1380 | 0.2992 | 0.7995 | 0.8782 | 0.9306 | 0.9565 | 0.7355 | 0.8791 | 0.7779 | 0.9310 | 0.8855 | 0.9821 | 0.9281 | 0.6174 | 0.8429 | 0.6524 | 0.8372 | 0.8258 | 0.8931 | +| 0.4996 | 10.85 | 1400 | 0.2728 | 0.7990 | 0.8690 | 0.9322 | 0.9579 | 0.6983 | 0.9120 | 0.7205 | 0.9095 | 0.9039 | 0.9811 | 0.9284 | 0.6101 | 0.8527 | 0.6445 | 0.8448 | 0.8164 | 0.8961 | +| 0.1459 | 11.01 | 1420 | 0.3372 | 0.7925 | 0.8726 | 0.9275 | 0.9553 | 0.7590 | 0.9012 | 0.7317 | 0.9088 | 0.8660 | 0.9859 | 0.9258 | 0.6044 | 0.8531 | 0.6500 | 0.8382 | 0.8104 | 0.8657 | +| 0.1087 | 11.16 | 1440 | 0.3371 | 0.7948 | 0.8763 | 0.9271 | 0.9610 | 0.7204 | 0.8893 | 0.7983 | 0.9019 | 0.8906 | 0.9725 | 0.9240 | 0.6076 | 0.8452 | 0.6773 | 0.8413 | 0.7913 | 0.8767 | +| 0.1674 | 11.32 | 1460 | 0.2954 | 0.8021 | 0.8775 | 0.9313 | 0.9648 | 0.7403 | 0.9139 | 0.7746 | 0.9053 | 0.8649 | 0.9790 | 0.9267 | 0.6247 | 0.8559 | 0.6660 | 0.8475 | 0.8121 | 0.8821 | +| 0.1645 | 11.47 | 1480 | 0.3017 | 0.7968 | 0.8708 | 0.9314 | 0.9581 | 0.7876 | 0.9047 | 0.6678 | 0.9226 | 0.8674 | 0.9871 | 0.9302 | 0.6394 | 0.8538 | 0.6114 | 0.8450 | 0.8103 | 0.8871 | +| 0.0757 | 11.63 | 1500 | 0.3283 | 0.7901 | 0.8656 | 0.9292 | 0.9530 | 0.8020 | 0.9050 | 0.6153 | 0.9190 | 0.8793 | 0.9857 | 0.9276 | 0.6447 | 0.8505 | 0.5758 | 0.8424 | 0.8093 | 0.8804 | +| 0.0765 | 11.78 | 1520 | 0.2553 | 0.7988 | 0.8745 | 0.9332 | 0.9676 | 0.7501 | 0.9140 | 0.7206 | 0.8969 | 0.8879 | 0.9848 | 0.9291 | 0.6069 | 0.8545 | 0.6331 | 0.8429 | 0.8225 | 0.9024 | +| 0.0942 | 11.94 | 1540 | 0.2421 | 0.8096 | 0.8842 | 0.9396 | 0.9706 | 0.7436 | 0.8975 | 0.7600 | 0.9209 | 0.9088 | 0.9883 | 0.9410 | 0.6254 | 0.8590 | 0.6362 | 0.8551 | 0.8212 | 0.9290 | +| 0.248 | 12.09 | 1560 | 0.2536 | 0.8113 | 0.8831 | 0.9403 | 0.9655 | 0.7531 | 0.9043 | 0.7394 | 0.9385 | 0.8953 | 0.9853 | 0.9426 | 0.6294 | 0.8599 | 0.6359 | 0.8555 | 0.8295 | 0.9263 | +| 0.1605 | 12.25 | 1580 | 0.2556 | 0.8116 | 0.8865 | 0.9377 | 0.9606 | 0.7725 | 0.9075 | 0.7548 | 0.9281 | 0.8962 | 0.9859 | 0.9355 | 0.6333 | 0.8599 | 0.6563 | 0.8561 | 0.8309 | 0.9089 | +| 0.1464 | 12.4 | 1600 | 0.2637 | 0.8047 | 0.8834 | 0.9354 | 0.9645 | 0.7613 | 0.8763 | 0.7658 | 0.9372 | 0.8959 | 0.9825 | 0.9360 | 0.6230 | 0.8413 | 0.6424 | 0.8490 | 0.8240 | 0.9171 | +| 0.2782 | 12.56 | 1620 | 0.2305 | 0.8135 | 0.8833 | 0.9401 | 0.9727 | 0.7474 | 0.9138 | 0.7554 | 0.9235 | 0.8903 | 0.9801 | 0.9355 | 0.6111 | 0.8560 | 0.6658 | 0.8599 | 0.8371 | 0.9289 | +| 0.1471 | 12.71 | 1640 | 0.2393 | 0.8167 | 0.8832 | 0.9398 | 0.9712 | 0.7416 | 0.8925 | 0.7596 | 0.9374 | 0.9018 | 0.9784 | 0.9349 | 0.6247 | 0.8555 | 0.6829 | 0.8608 | 0.8329 | 0.9250 | +| 0.1235 | 12.87 | 1660 | 0.2894 | 0.8067 | 0.8875 | 0.9357 | 0.9575 | 0.7900 | 0.8989 | 0.7578 | 0.9321 | 0.8919 | 0.9845 | 0.9285 | 0.6163 | 0.8583 | 0.6506 | 0.8601 | 0.8344 | 0.8988 | +| 0.1514 | 13.02 | 1680 | 0.2635 | 0.8027 | 0.8778 | 0.9329 | 0.9586 | 0.7160 | 0.8946 | 0.7771 | 0.9220 | 0.8895 | 0.9867 | 0.9293 | 0.6165 | 0.8526 | 0.6649 | 0.8545 | 0.8067 | 0.8941 | +| 0.0773 | 13.18 | 1700 | 0.2778 | 0.8019 | 0.8794 | 0.9305 | 0.9599 | 0.7419 | 0.8727 | 0.7873 | 0.9264 | 0.8814 | 0.9863 | 0.9272 | 0.6281 | 0.8426 | 0.6702 | 0.8433 | 0.8114 | 0.8904 | +| 0.1589 | 13.33 | 1720 | 0.2455 | 0.8119 | 0.8874 | 0.9390 | 0.9719 | 0.7663 | 0.8868 | 0.7726 | 0.9338 | 0.9034 | 0.9770 | 0.9376 | 0.6312 | 0.8498 | 0.6483 | 0.8559 | 0.8345 | 0.9264 | +| 0.1043 | 13.49 | 1740 | 0.2602 | 0.8101 | 0.8912 | 0.9384 | 0.9663 | 0.7921 | 0.8818 | 0.7707 | 0.9340 | 0.9099 | 0.9836 | 0.9416 | 0.6357 | 0.8478 | 0.6428 | 0.8536 | 0.8238 | 0.9256 | +| 0.1223 | 13.64 | 1760 | 0.2598 | 0.7982 | 0.8666 | 0.9386 | 0.9732 | 0.6962 | 0.8963 | 0.6812 | 0.9243 | 0.9095 | 0.9858 | 0.9382 | 0.5875 | 0.8510 | 0.5935 | 0.8569 | 0.8288 | 0.9313 | +| 0.1486 | 13.8 | 1780 | 0.2707 | 0.8138 | 0.8941 | 0.9391 | 0.9672 | 0.8063 | 0.8868 | 0.7793 | 0.9289 | 0.8981 | 0.9922 | 0.9410 | 0.6448 | 0.8456 | 0.6509 | 0.8544 | 0.8331 | 0.9269 | +| 0.1329 | 13.95 | 1800 | 0.2591 | 0.8159 | 0.8825 | 0.9409 | 0.9703 | 0.7741 | 0.9097 | 0.7124 | 0.9290 | 0.8960 | 0.9860 | 0.9413 | 0.6381 | 0.8570 | 0.6580 | 0.8600 | 0.8294 | 0.9272 | +| 0.1243 | 14.11 | 1820 | 0.2687 | 0.8225 | 0.8944 | 0.9411 | 0.9642 | 0.7762 | 0.9046 | 0.7884 | 0.9292 | 0.9102 | 0.9878 | 0.9408 | 0.6416 | 0.8622 | 0.7044 | 0.8620 | 0.8241 | 0.9227 | +| 0.0959 | 14.26 | 1840 | 0.2606 | 0.8208 | 0.8895 | 0.9416 | 0.9728 | 0.7557 | 0.8958 | 0.7852 | 0.9331 | 0.8972 | 0.9866 | 0.9392 | 0.6271 | 0.8611 | 0.6956 | 0.8622 | 0.8337 | 0.9265 | +| 0.1719 | 14.42 | 1860 | 0.2628 | 0.8166 | 0.8893 | 0.9411 | 0.9744 | 0.7436 | 0.8994 | 0.7967 | 0.9261 | 0.9042 | 0.9809 | 0.9395 | 0.6290 | 0.8605 | 0.6659 | 0.8620 | 0.8319 | 0.9276 | +| 0.1079 | 14.57 | 1880 | 0.2572 | 0.8170 | 0.8969 | 0.9416 | 0.9713 | 0.7973 | 0.8940 | 0.7937 | 0.9302 | 0.9072 | 0.9844 | 0.9420 | 0.6327 | 0.8611 | 0.6601 | 0.8619 | 0.8325 | 0.9286 | +| 0.1966 | 14.73 | 1900 | 0.2490 | 0.8203 | 0.8936 | 0.9428 | 0.9725 | 0.7886 | 0.9014 | 0.7740 | 0.9345 | 0.9012 | 0.9834 | 0.9419 | 0.6449 | 0.8636 | 0.6589 | 0.8635 | 0.8387 | 0.9309 | +| 0.0943 | 14.88 | 1920 | 0.3140 | 0.8055 | 0.8870 | 0.9323 | 0.9542 | 0.8069 | 0.8847 | 0.7573 | 0.9309 | 0.8891 | 0.9859 | 0.9292 | 0.6338 | 0.8494 | 0.6720 | 0.8492 | 0.8114 | 0.8934 | +| 0.1025 | 15.04 | 1940 | 0.3212 | 0.8044 | 0.8798 | 0.9298 | 0.9579 | 0.7772 | 0.8866 | 0.7544 | 0.9184 | 0.8782 | 0.9857 | 0.9265 | 0.6447 | 0.8412 | 0.6777 | 0.8437 | 0.8172 | 0.8798 | +| 0.119 | 15.19 | 1960 | 0.3057 | 0.7966 | 0.8676 | 0.9285 | 0.9603 | 0.7485 | 0.8874 | 0.6999 | 0.9245 | 0.8805 | 0.9719 | 0.9252 | 0.6427 | 0.8410 | 0.6365 | 0.8434 | 0.8090 | 0.8785 | +| 0.0814 | 15.35 | 1980 | 0.2626 | 0.8147 | 0.8792 | 0.9403 | 0.9725 | 0.7378 | 0.9022 | 0.7283 | 0.9269 | 0.9024 | 0.9845 | 0.9367 | 0.6313 | 0.8566 | 0.6578 | 0.8588 | 0.8335 | 0.9284 | +| 0.1419 | 15.5 | 2000 | 0.2734 | 0.8172 | 0.8930 | 0.9413 | 0.9661 | 0.8081 | 0.9023 | 0.7515 | 0.9343 | 0.8997 | 0.9891 | 0.9383 | 0.6384 | 0.8595 | 0.6557 | 0.8634 | 0.8337 | 0.9313 | +| 0.2488 | 15.66 | 2020 | 0.2646 | 0.8098 | 0.8764 | 0.9393 | 0.9727 | 0.7253 | 0.8899 | 0.7309 | 0.9363 | 0.8970 | 0.9825 | 0.9360 | 0.6175 | 0.8494 | 0.6435 | 0.8578 | 0.8340 | 0.9306 | +| 0.2024 | 15.81 | 2040 | 0.2706 | 0.8123 | 0.8810 | 0.9407 | 0.9716 | 0.7450 | 0.9017 | 0.7282 | 0.9248 | 0.9080 | 0.9879 | 0.9386 | 0.6260 | 0.8541 | 0.6397 | 0.8609 | 0.8332 | 0.9334 | +| 0.1542 | 15.97 | 2060 | 0.2765 | 0.8074 | 0.8763 | 0.9402 | 0.9718 | 0.7343 | 0.9130 | 0.7102 | 0.9201 | 0.8950 | 0.9897 | 0.9404 | 0.6184 | 0.8540 | 0.6181 | 0.8603 | 0.8325 | 0.9283 | +| 0.0771 | 16.12 | 2080 | 0.3060 | 0.8032 | 0.8742 | 0.9359 | 0.9644 | 0.7280 | 0.8805 | 0.7273 | 0.9356 | 0.8908 | 0.9931 | 0.9370 | 0.6299 | 0.8366 | 0.6188 | 0.8511 | 0.8329 | 0.9164 | +| 0.1077 | 16.28 | 2100 | 0.2709 | 0.8127 | 0.8784 | 0.9399 | 0.9698 | 0.7177 | 0.9008 | 0.7493 | 0.9355 | 0.8892 | 0.9865 | 0.9395 | 0.6283 | 0.8532 | 0.6520 | 0.8580 | 0.8315 | 0.9260 | +| 0.1221 | 16.43 | 2120 | 0.2740 | 0.8114 | 0.8878 | 0.9377 | 0.9637 | 0.7801 | 0.9048 | 0.7588 | 0.9234 | 0.8992 | 0.9847 | 0.9363 | 0.6467 | 0.8570 | 0.6431 | 0.8567 | 0.8300 | 0.9102 | +| 0.1015 | 16.59 | 2140 | 0.2773 | 0.8072 | 0.8870 | 0.9344 | 0.9561 | 0.7907 | 0.9083 | 0.7545 | 0.9172 | 0.8969 | 0.9852 | 0.9336 | 0.6582 | 0.8589 | 0.6393 | 0.8511 | 0.8142 | 0.8953 | +| 0.0407 | 16.74 | 2160 | 0.2885 | 0.8074 | 0.8855 | 0.9336 | 0.9546 | 0.8178 | 0.8997 | 0.7319 | 0.9341 | 0.8750 | 0.9857 | 0.9311 | 0.6656 | 0.8536 | 0.6393 | 0.8523 | 0.8176 | 0.8924 | +| 0.2096 | 16.9 | 2180 | 0.2688 | 0.8176 | 0.8969 | 0.9410 | 0.9632 | 0.8211 | 0.8957 | 0.7639 | 0.9354 | 0.9099 | 0.9893 | 0.9399 | 0.6526 | 0.8591 | 0.6491 | 0.8608 | 0.8324 | 0.9292 | +| 0.9971 | 17.05 | 2200 | 0.2788 | 0.8159 | 0.8906 | 0.9418 | 0.9702 | 0.7747 | 0.8930 | 0.7653 | 0.9342 | 0.9091 | 0.9874 | 0.9403 | 0.6389 | 0.8589 | 0.6401 | 0.8618 | 0.8370 | 0.9342 | +| 0.1252 | 17.21 | 2220 | 0.2795 | 0.8148 | 0.8856 | 0.9414 | 0.9724 | 0.7512 | 0.9006 | 0.7595 | 0.9311 | 0.8980 | 0.9867 | 0.9388 | 0.6343 | 0.8599 | 0.6401 | 0.8629 | 0.8376 | 0.9300 | +| 0.1996 | 17.36 | 2240 | 0.2928 | 0.8127 | 0.8858 | 0.9393 | 0.9674 | 0.7676 | 0.8896 | 0.7503 | 0.9340 | 0.9039 | 0.9874 | 0.9366 | 0.6367 | 0.8583 | 0.6468 | 0.8619 | 0.8295 | 0.9191 | +| 0.0943 | 17.52 | 2260 | 0.2616 | 0.8147 | 0.8884 | 0.9414 | 0.9668 | 0.7786 | 0.9022 | 0.7407 | 0.9333 | 0.9114 | 0.9860 | 0.9402 | 0.6348 | 0.8629 | 0.6422 | 0.8651 | 0.8303 | 0.9275 | +| 0.1111 | 17.67 | 2280 | 0.2706 | 0.8163 | 0.8872 | 0.9415 | 0.9679 | 0.7660 | 0.8946 | 0.7502 | 0.9416 | 0.9038 | 0.9861 | 0.9409 | 0.6338 | 0.8592 | 0.6546 | 0.8624 | 0.8347 | 0.9284 | +| 0.0898 | 17.83 | 2300 | 0.2707 | 0.8176 | 0.8872 | 0.9408 | 0.9704 | 0.7256 | 0.8914 | 0.7961 | 0.9354 | 0.9105 | 0.9813 | 0.9391 | 0.6201 | 0.8564 | 0.6868 | 0.8598 | 0.8323 | 0.9288 | +| 0.1236 | 17.98 | 2320 | 0.2605 | 0.8199 | 0.8934 | 0.9394 | 0.9671 | 0.7502 | 0.9010 | 0.8211 | 0.9247 | 0.9103 | 0.9793 | 0.9363 | 0.6385 | 0.8599 | 0.6997 | 0.8583 | 0.8283 | 0.9183 | +| 0.1946 | 18.14 | 2340 | 0.2836 | 0.8134 | 0.8841 | 0.9368 | 0.9688 | 0.7348 | 0.8997 | 0.7922 | 0.9179 | 0.8892 | 0.9861 | 0.9309 | 0.6257 | 0.8631 | 0.6898 | 0.8560 | 0.8259 | 0.9027 | +| 0.064 | 18.29 | 2360 | 0.2873 | 0.8177 | 0.8935 | 0.9408 | 0.9656 | 0.7869 | 0.8886 | 0.7762 | 0.9358 | 0.9119 | 0.9896 | 0.9394 | 0.6454 | 0.8596 | 0.6610 | 0.8610 | 0.8305 | 0.9270 | +| 0.1553 | 18.45 | 2380 | 0.2886 | 0.8158 | 0.8865 | 0.9402 | 0.9703 | 0.7590 | 0.8817 | 0.7638 | 0.9404 | 0.9047 | 0.9856 | 0.9402 | 0.6380 | 0.8496 | 0.6584 | 0.8547 | 0.8386 | 0.9312 | +| 0.1397 | 18.6 | 2400 | 0.2753 | 0.8195 | 0.8916 | 0.9423 | 0.9678 | 0.8027 | 0.9033 | 0.7453 | 0.9396 | 0.8943 | 0.9883 | 0.9403 | 0.6509 | 0.8661 | 0.6526 | 0.8660 | 0.8355 | 0.9251 | +| 0.1023 | 18.76 | 2420 | 0.2742 | 0.8127 | 0.8800 | 0.9386 | 0.9630 | 0.7701 | 0.9101 | 0.7071 | 0.9330 | 0.8891 | 0.9874 | 0.9356 | 0.6541 | 0.8666 | 0.6390 | 0.8611 | 0.8254 | 0.9069 | +| 0.0859 | 18.91 | 2440 | 0.2840 | 0.8091 | 0.8832 | 0.9362 | 0.9581 | 0.7677 | 0.9110 | 0.7391 | 0.9211 | 0.8987 | 0.9870 | 0.9325 | 0.6443 | 0.8674 | 0.6473 | 0.8582 | 0.8159 | 0.8979 | +| 0.0714 | 19.07 | 2460 | 0.3037 | 0.8098 | 0.8862 | 0.9363 | 0.9607 | 0.7713 | 0.9016 | 0.7689 | 0.9272 | 0.8855 | 0.9884 | 0.9316 | 0.6346 | 0.8649 | 0.6588 | 0.8595 | 0.8229 | 0.8964 | +| 0.1193 | 19.22 | 2480 | 0.3135 | 0.8080 | 0.8845 | 0.9340 | 0.9556 | 0.7788 | 0.8925 | 0.7526 | 0.9296 | 0.8968 | 0.9857 | 0.9314 | 0.6472 | 0.8562 | 0.6585 | 0.8510 | 0.8169 | 0.8949 | +| 0.0866 | 19.38 | 2500 | 0.2872 | 0.8079 | 0.8851 | 0.9340 | 0.9580 | 0.7889 | 0.8905 | 0.7518 | 0.9306 | 0.8930 | 0.9828 | 0.9306 | 0.6437 | 0.8518 | 0.6604 | 0.8517 | 0.8194 | 0.8974 | +| 0.1344 | 19.53 | 2520 | 0.2968 | 0.8134 | 0.8899 | 0.9348 | 0.9599 | 0.8213 | 0.8872 | 0.7547 | 0.9307 | 0.8894 | 0.9862 | 0.9321 | 0.6729 | 0.8510 | 0.6654 | 0.8520 | 0.8213 | 0.8990 | +| 0.106 | 19.69 | 2540 | 0.3357 | 0.8140 | 0.8953 | 0.9337 | 0.9555 | 0.8273 | 0.8865 | 0.7913 | 0.9250 | 0.8901 | 0.9912 | 0.9324 | 0.6745 | 0.8521 | 0.6818 | 0.8485 | 0.8163 | 0.8923 | +| 0.3563 | 19.84 | 2560 | 0.3197 | 0.8120 | 0.8909 | 0.9334 | 0.9570 | 0.8069 | 0.8827 | 0.7804 | 0.9289 | 0.8948 | 0.9854 | 0.9328 | 0.6796 | 0.8501 | 0.6657 | 0.8472 | 0.8149 | 0.8941 | +| 0.1412 | 20.0 | 2580 | 0.3113 | 0.8118 | 0.8839 | 0.9347 | 0.9579 | 0.7614 | 0.9019 | 0.7668 | 0.9257 | 0.8870 | 0.9864 | 0.9323 | 0.6682 | 0.8595 | 0.6617 | 0.8517 | 0.8166 | 0.8926 | +| 0.1258 | 20.16 | 2600 | 0.3026 | 0.8117 | 0.8864 | 0.9342 | 0.9583 | 0.7996 | 0.9015 | 0.7501 | 0.9223 | 0.8880 | 0.9852 | 0.9323 | 0.6744 | 0.8578 | 0.6592 | 0.8490 | 0.8167 | 0.8928 | +| 0.1367 | 20.31 | 2620 | 0.3611 | 0.8108 | 0.8851 | 0.9334 | 0.9562 | 0.8016 | 0.8982 | 0.7430 | 0.9231 | 0.8827 | 0.9907 | 0.9315 | 0.6756 | 0.8573 | 0.6581 | 0.8483 | 0.8192 | 0.8855 | +| 0.0484 | 20.47 | 2640 | 0.3104 | 0.8127 | 0.8896 | 0.9341 | 0.9633 | 0.8029 | 0.8988 | 0.7804 | 0.9162 | 0.8817 | 0.9843 | 0.9304 | 0.6697 | 0.8586 | 0.6696 | 0.8501 | 0.8220 | 0.8886 | +| 0.1199 | 20.62 | 2660 | 0.2986 | 0.8138 | 0.8888 | 0.9350 | 0.9634 | 0.7971 | 0.8939 | 0.7797 | 0.9306 | 0.8743 | 0.9824 | 0.9310 | 0.6669 | 0.8590 | 0.6705 | 0.8538 | 0.8248 | 0.8904 | +| 0.1198 | 20.78 | 2680 | 0.3007 | 0.8131 | 0.8915 | 0.9351 | 0.9619 | 0.8056 | 0.8930 | 0.7824 | 0.9246 | 0.8884 | 0.9844 | 0.9319 | 0.6615 | 0.8556 | 0.6706 | 0.8543 | 0.8237 | 0.8944 | +| 0.1432 | 20.93 | 2700 | 0.2659 | 0.8163 | 0.8869 | 0.9392 | 0.9722 | 0.7761 | 0.9010 | 0.7615 | 0.9278 | 0.8900 | 0.9799 | 0.9353 | 0.6475 | 0.8568 | 0.6633 | 0.8596 | 0.8359 | 0.9158 | +| 0.1112 | 21.09 | 2720 | 0.2655 | 0.8156 | 0.8869 | 0.9381 | 0.9677 | 0.7823 | 0.9049 | 0.7560 | 0.9238 | 0.8895 | 0.9839 | 0.9347 | 0.6552 | 0.8579 | 0.6641 | 0.8588 | 0.8305 | 0.9082 | +| 0.06 | 21.24 | 2740 | 0.3246 | 0.8151 | 0.8923 | 0.9356 | 0.9572 | 0.8193 | 0.9074 | 0.7680 | 0.9230 | 0.8803 | 0.9908 | 0.9333 | 0.6698 | 0.8612 | 0.6728 | 0.8544 | 0.8226 | 0.8917 | +| 0.1603 | 21.4 | 2760 | 0.3728 | 0.8130 | 0.8850 | 0.9349 | 0.9584 | 0.7971 | 0.9119 | 0.7457 | 0.9244 | 0.8679 | 0.9900 | 0.9324 | 0.6684 | 0.8612 | 0.6664 | 0.8522 | 0.8219 | 0.8887 | +| 0.0685 | 21.55 | 2780 | 0.3439 | 0.8138 | 0.8887 | 0.9348 | 0.9583 | 0.8001 | 0.9107 | 0.7665 | 0.9216 | 0.8789 | 0.9846 | 0.9312 | 0.6707 | 0.8603 | 0.6693 | 0.8520 | 0.8231 | 0.8897 | +| 0.1192 | 21.71 | 2800 | 0.3212 | 0.8141 | 0.8902 | 0.9347 | 0.9606 | 0.8051 | 0.8960 | 0.7762 | 0.9276 | 0.8844 | 0.9813 | 0.9309 | 0.6732 | 0.8584 | 0.6706 | 0.8522 | 0.8218 | 0.8916 | +| 0.1197 | 21.86 | 2820 | 0.3357 | 0.8141 | 0.8911 | 0.9352 | 0.9575 | 0.8197 | 0.8940 | 0.7626 | 0.9320 | 0.8829 | 0.9886 | 0.9329 | 0.6756 | 0.8589 | 0.6629 | 0.8528 | 0.8230 | 0.8925 | +| 0.0904 | 22.02 | 2840 | 0.2965 | 0.8147 | 0.8880 | 0.9359 | 0.9584 | 0.7989 | 0.9064 | 0.7526 | 0.9274 | 0.8865 | 0.9855 | 0.9333 | 0.6768 | 0.8623 | 0.6605 | 0.8548 | 0.8209 | 0.8947 | +| 0.0889 | 22.17 | 2860 | 0.3064 | 0.8147 | 0.8945 | 0.9358 | 0.9559 | 0.8398 | 0.8995 | 0.7604 | 0.9309 | 0.8871 | 0.9878 | 0.9330 | 0.6734 | 0.8603 | 0.6642 | 0.8553 | 0.8205 | 0.8965 | +| 0.099 | 22.33 | 2880 | 0.2948 | 0.8158 | 0.8954 | 0.9355 | 0.9589 | 0.8254 | 0.8970 | 0.7831 | 0.9241 | 0.8942 | 0.9848 | 0.9326 | 0.6739 | 0.8604 | 0.6760 | 0.8548 | 0.8172 | 0.8957 | +| 0.0495 | 22.48 | 2900 | 0.3057 | 0.8196 | 0.8975 | 0.9367 | 0.9601 | 0.8041 | 0.9036 | 0.8174 | 0.9221 | 0.8877 | 0.9875 | 0.9324 | 0.6734 | 0.8641 | 0.6918 | 0.8578 | 0.8211 | 0.8965 | +| 0.0779 | 22.64 | 2920 | 0.3082 | 0.8147 | 0.8901 | 0.9354 | 0.9605 | 0.7817 | 0.8871 | 0.7935 | 0.9311 | 0.8891 | 0.9874 | 0.9320 | 0.6664 | 0.8560 | 0.6753 | 0.8545 | 0.8211 | 0.8973 | +| 0.1139 | 22.79 | 2940 | 0.3208 | 0.8116 | 0.8823 | 0.9358 | 0.9625 | 0.7576 | 0.8978 | 0.7610 | 0.9291 | 0.8784 | 0.9898 | 0.9313 | 0.6584 | 0.8600 | 0.6546 | 0.8561 | 0.8232 | 0.8978 | +| 0.0622 | 22.95 | 2960 | 0.3010 | 0.8128 | 0.8862 | 0.9361 | 0.9577 | 0.7865 | 0.8998 | 0.7496 | 0.9333 | 0.8894 | 0.9871 | 0.9332 | 0.6717 | 0.8607 | 0.6475 | 0.8562 | 0.8220 | 0.8983 | +| 0.1572 | 23.1 | 2980 | 0.3401 | 0.8145 | 0.8915 | 0.9362 | 0.9553 | 0.8036 | 0.9054 | 0.7692 | 0.9267 | 0.8893 | 0.9914 | 0.9331 | 0.6764 | 0.8631 | 0.6542 | 0.8568 | 0.8228 | 0.8953 | +| 0.1081 | 23.26 | 3000 | 0.2931 | 0.8122 | 0.8926 | 0.9356 | 0.9615 | 0.8225 | 0.8864 | 0.7678 | 0.9296 | 0.8966 | 0.9837 | 0.9315 | 0.6685 | 0.8554 | 0.6509 | 0.8580 | 0.8209 | 0.8999 | +| 0.1425 | 23.41 | 3020 | 0.3116 | 0.8135 | 0.8912 | 0.9361 | 0.9609 | 0.8017 | 0.8941 | 0.7757 | 0.9275 | 0.8904 | 0.9878 | 0.9320 | 0.6710 | 0.8592 | 0.6526 | 0.8588 | 0.8219 | 0.8988 | +| 0.0989 | 23.57 | 3040 | 0.3137 | 0.8143 | 0.8945 | 0.9359 | 0.9603 | 0.8097 | 0.8960 | 0.7916 | 0.9229 | 0.8944 | 0.9866 | 0.9320 | 0.6729 | 0.8595 | 0.6606 | 0.8579 | 0.8190 | 0.8981 | +| 0.7074 | 23.72 | 3060 | 0.3133 | 0.8114 | 0.8885 | 0.9358 | 0.9593 | 0.8077 | 0.8864 | 0.7530 | 0.9377 | 0.8874 | 0.9880 | 0.9323 | 0.6682 | 0.8551 | 0.6444 | 0.8577 | 0.8219 | 0.9006 | +| 0.1329 | 23.88 | 3080 | 0.3098 | 0.8117 | 0.8864 | 0.9359 | 0.9618 | 0.8040 | 0.8951 | 0.7485 | 0.9359 | 0.8717 | 0.9881 | 0.9317 | 0.6656 | 0.8581 | 0.6474 | 0.8578 | 0.8222 | 0.8993 | +| 0.0681 | 24.03 | 3100 | 0.2847 | 0.8145 | 0.8868 | 0.9370 | 0.9625 | 0.7690 | 0.9010 | 0.7674 | 0.9258 | 0.8971 | 0.9849 | 0.9318 | 0.6642 | 0.8604 | 0.6567 | 0.8598 | 0.8261 | 0.9026 | +| 0.1182 | 24.19 | 3120 | 0.2854 | 0.8166 | 0.8887 | 0.9377 | 0.9602 | 0.7781 | 0.9099 | 0.7671 | 0.9273 | 0.8929 | 0.9853 | 0.9328 | 0.6701 | 0.8616 | 0.6594 | 0.8603 | 0.8284 | 0.9035 | +| 0.0891 | 24.34 | 3140 | 0.3105 | 0.8136 | 0.8941 | 0.9359 | 0.9610 | 0.8099 | 0.8874 | 0.7917 | 0.9289 | 0.8919 | 0.9880 | 0.9319 | 0.6655 | 0.8571 | 0.6610 | 0.8586 | 0.8215 | 0.8995 | +| 0.4855 | 24.5 | 3160 | 0.2870 | 0.8161 | 0.8950 | 0.9372 | 0.9583 | 0.8171 | 0.8967 | 0.7734 | 0.9296 | 0.9047 | 0.9851 | 0.9328 | 0.6731 | 0.8596 | 0.6573 | 0.8594 | 0.8262 | 0.9045 | +| 0.1542 | 24.65 | 3180 | 0.2837 | 0.8182 | 0.8934 | 0.9381 | 0.9623 | 0.8013 | 0.9076 | 0.7769 | 0.9249 | 0.8969 | 0.9835 | 0.9331 | 0.6718 | 0.8612 | 0.6629 | 0.8607 | 0.8313 | 0.9062 | +| 0.0992 | 24.81 | 3200 | 0.3019 | 0.8148 | 0.8862 | 0.9371 | 0.9607 | 0.7713 | 0.9064 | 0.7623 | 0.9309 | 0.8860 | 0.9855 | 0.9327 | 0.6678 | 0.8616 | 0.6544 | 0.8598 | 0.8258 | 0.9012 | +| 0.0887 | 24.96 | 3220 | 0.3143 | 0.8147 | 0.8903 | 0.9367 | 0.9592 | 0.7914 | 0.9019 | 0.7730 | 0.9268 | 0.8905 | 0.9891 | 0.9328 | 0.6712 | 0.8615 | 0.6560 | 0.8590 | 0.8229 | 0.8994 | ### Framework versions