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segformer-b5-finetuned-human-parsing
This model is a fine-tuned version of nvidia/mit-b5 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.2292
- Mean Iou: 0.6258
- Mean Accuracy: 0.7547
- Overall Accuracy: 0.8256
- Accuracy Background: nan
- Accuracy Hat: 0.8561
- Accuracy Hair: 0.8974
- Accuracy Sunglasses: 0.7540
- Accuracy Upper-clothes: 0.8553
- Accuracy Skirt: 0.7026
- Accuracy Pants: 0.8913
- Accuracy Dress: 0.7525
- Accuracy Belt: 0.4251
- Accuracy Left-shoe: 0.6014
- Accuracy Right-shoe: 0.6374
- Accuracy Face: 0.9094
- Accuracy Left-leg: 0.8452
- Accuracy Right-leg: 0.8343
- Accuracy Left-arm: 0.8506
- Accuracy Right-arm: 0.8287
- Accuracy Bag: 0.8232
- Accuracy Scarf: 0.3662
- Iou Background: 0.0
- Iou Hat: 0.7625
- Iou Hair: 0.8171
- Iou Sunglasses: 0.6400
- Iou Upper-clothes: 0.7700
- Iou Skirt: 0.6211
- Iou Pants: 0.7788
- Iou Dress: 0.5512
- Iou Belt: 0.3564
- Iou Left-shoe: 0.5032
- Iou Right-shoe: 0.5381
- Iou Face: 0.8294
- Iou Left-leg: 0.7412
- Iou Right-leg: 0.7591
- Iou Left-arm: 0.7579
- Iou Right-arm: 0.7705
- Iou Bag: 0.7729
- Iou Scarf: 0.2956
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 6e-05
- train_batch_size: 2
- eval_batch_size: 2
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 15
Training results
Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Background | Accuracy Hat | Accuracy Hair | Accuracy Sunglasses | Accuracy Upper-clothes | Accuracy Skirt | Accuracy Pants | Accuracy Dress | Accuracy Belt | Accuracy Left-shoe | Accuracy Right-shoe | Accuracy Face | Accuracy Left-leg | Accuracy Right-leg | Accuracy Left-arm | Accuracy Right-arm | Accuracy Bag | Accuracy Scarf | Iou Background | Iou Hat | Iou Hair | Iou Sunglasses | Iou Upper-clothes | Iou Skirt | Iou Pants | Iou Dress | Iou Belt | Iou Left-shoe | Iou Right-shoe | Iou Face | Iou Left-leg | Iou Right-leg | Iou Left-arm | Iou Right-arm | Iou Bag | Iou Scarf |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1.1597 | 0.04 | 20 | 1.5815 | 0.1179 | 0.1991 | 0.4296 | nan | 0.0060 | 0.6905 | 0.0 | 0.7657 | 0.0108 | 0.6431 | 0.2946 | 0.0 | 0.0288 | 0.0366 | 0.1480 | 0.0025 | 0.5692 | 0.0096 | 0.0259 | 0.1537 | 0.0 | 0.0 | 0.0051 | 0.4253 | 0.0 | 0.5199 | 0.0103 | 0.3388 | 0.1700 | 0.0 | 0.0258 | 0.0338 | 0.0895 | 0.0025 | 0.3162 | 0.0094 | 0.0253 | 0.1495 | 0.0 |
0.6963 | 0.08 | 40 | 0.8073 | 0.1759 | 0.2719 | 0.4628 | nan | 0.0015 | 0.8699 | 0.0 | 0.4736 | 0.4932 | 0.5141 | 0.6775 | 0.0 | 0.0062 | 0.1038 | 0.5301 | 0.0916 | 0.5071 | 0.0092 | 0.0549 | 0.2889 | 0.0 | 0.0 | 0.0015 | 0.6169 | 0.0 | 0.4242 | 0.2202 | 0.3522 | 0.2251 | 0.0 | 0.0062 | 0.0904 | 0.4914 | 0.0852 | 0.3160 | 0.0092 | 0.0541 | 0.2731 | 0.0 |
0.5786 | 0.12 | 60 | 0.6136 | 0.2538 | 0.3642 | 0.4679 | nan | 0.0180 | 0.8122 | 0.0 | 0.1998 | 0.0000 | 0.6621 | 0.8592 | 0.0 | 0.1440 | 0.2772 | 0.8381 | 0.4032 | 0.6068 | 0.4182 | 0.3097 | 0.6434 | 0.0 | 0.0 | 0.0179 | 0.6760 | 0.0 | 0.1951 | 0.0000 | 0.5471 | 0.2218 | 0.0 | 0.1147 | 0.2032 | 0.6403 | 0.3189 | 0.4204 | 0.3505 | 0.2947 | 0.5676 | 0.0 |
0.324 | 0.16 | 80 | 0.4282 | 0.2893 | 0.4044 | 0.6041 | nan | 0.0147 | 0.7890 | 0.0 | 0.8222 | 0.7984 | 0.6646 | 0.1038 | 0.0 | 0.0896 | 0.3308 | 0.8277 | 0.4099 | 0.6839 | 0.2401 | 0.5474 | 0.5521 | 0.0 | 0.0 | 0.0147 | 0.6800 | 0.0 | 0.6159 | 0.3049 | 0.5913 | 0.0938 | 0.0 | 0.0802 | 0.2394 | 0.6598 | 0.3178 | 0.4504 | 0.2288 | 0.4189 | 0.5113 | 0.0 |
0.297 | 0.2 | 100 | 0.4020 | 0.3034 | 0.4230 | 0.6332 | nan | 0.0048 | 0.8076 | 0.0080 | 0.9042 | 0.6567 | 0.8036 | 0.0317 | 0.0 | 0.0481 | 0.5298 | 0.7728 | 0.2589 | 0.7232 | 0.5941 | 0.3839 | 0.6643 | 0.0 | 0.0 | 0.0048 | 0.6708 | 0.0080 | 0.6300 | 0.3836 | 0.5929 | 0.0314 | 0.0 | 0.0441 | 0.3152 | 0.6726 | 0.2420 | 0.4745 | 0.4532 | 0.3631 | 0.5759 | 0.0 |
0.2608 | 0.24 | 120 | 0.3538 | 0.3444 | 0.4554 | 0.6504 | nan | 0.2922 | 0.8078 | 0.0753 | 0.8472 | 0.0425 | 0.6961 | 0.6197 | 0.0 | 0.2550 | 0.3074 | 0.8020 | 0.5636 | 0.6895 | 0.3779 | 0.6930 | 0.6734 | 0.0 | 0.0 | 0.2757 | 0.6940 | 0.0747 | 0.6457 | 0.0419 | 0.6098 | 0.3611 | 0.0 | 0.1849 | 0.2412 | 0.7038 | 0.4513 | 0.5038 | 0.3439 | 0.4760 | 0.5915 | 0.0 |
0.3306 | 0.28 | 140 | 0.3281 | 0.3562 | 0.4736 | 0.6560 | nan | 0.4111 | 0.8576 | 0.1953 | 0.8081 | 0.6916 | 0.7888 | 0.3489 | 0.0 | 0.0809 | 0.3612 | 0.8132 | 0.0622 | 0.7078 | 0.6328 | 0.5437 | 0.7482 | 0.0 | 0.0 | 0.3895 | 0.7227 | 0.1857 | 0.6777 | 0.3750 | 0.6015 | 0.2749 | 0.0 | 0.0740 | 0.2602 | 0.7070 | 0.0612 | 0.4348 | 0.5114 | 0.4966 | 0.6385 | 0.0 |
0.364 | 0.32 | 160 | 0.3368 | 0.3689 | 0.4836 | 0.6531 | nan | 0.3898 | 0.8453 | 0.1743 | 0.9269 | 0.2493 | 0.7922 | 0.0842 | 0.0 | 0.4874 | 0.2384 | 0.8116 | 0.6226 | 0.5731 | 0.6049 | 0.6620 | 0.7597 | 0.0 | 0.0 | 0.3746 | 0.7246 | 0.1690 | 0.6015 | 0.1998 | 0.5942 | 0.0786 | 0.0 | 0.2682 | 0.1904 | 0.7015 | 0.4781 | 0.4781 | 0.5452 | 0.5804 | 0.6562 | 0.0 |
0.635 | 0.36 | 180 | 0.3092 | 0.3699 | 0.4903 | 0.6319 | nan | 0.4996 | 0.8387 | 0.2136 | 0.6184 | 0.0129 | 0.7920 | 0.8199 | 0.0 | 0.1895 | 0.3028 | 0.8307 | 0.7258 | 0.3386 | 0.7480 | 0.6543 | 0.7511 | 0.0 | 0.0 | 0.4613 | 0.7126 | 0.2042 | 0.5589 | 0.0128 | 0.6658 | 0.3529 | 0.0 | 0.1622 | 0.2426 | 0.7363 | 0.4646 | 0.3144 | 0.5794 | 0.5575 | 0.6321 | 0.0 |
0.1464 | 0.4 | 200 | 0.3306 | 0.3809 | 0.5041 | 0.6544 | nan | 0.6110 | 0.8337 | 0.2420 | 0.8913 | 0.8862 | 0.6492 | 0.0004 | 0.0 | 0.2888 | 0.2949 | 0.8514 | 0.4630 | 0.7751 | 0.7020 | 0.5429 | 0.5386 | 0.0 | 0.0 | 0.5329 | 0.7348 | 0.2331 | 0.6567 | 0.3661 | 0.5769 | 0.0004 | 0.0 | 0.2221 | 0.2333 | 0.7431 | 0.4133 | 0.5478 | 0.5718 | 0.5125 | 0.5107 | 0.0 |
0.2257 | 0.44 | 220 | 0.2751 | 0.4089 | 0.5400 | 0.6752 | nan | 0.6851 | 0.8458 | 0.4204 | 0.7241 | 0.1085 | 0.7997 | 0.7657 | 0.0 | 0.2458 | 0.4039 | 0.8858 | 0.7863 | 0.3199 | 0.7405 | 0.6974 | 0.7508 | 0.0 | 0.0 | 0.5815 | 0.7437 | 0.3776 | 0.6458 | 0.1033 | 0.6526 | 0.3966 | 0.0 | 0.2027 | 0.3078 | 0.7438 | 0.4680 | 0.2966 | 0.6204 | 0.5942 | 0.6260 | 0.0 |
0.3069 | 0.48 | 240 | 0.2614 | 0.4163 | 0.5499 | 0.6868 | nan | 0.6246 | 0.8571 | 0.3130 | 0.7765 | 0.8266 | 0.7786 | 0.3212 | 0.0 | 0.3560 | 0.3736 | 0.8579 | 0.1780 | 0.8761 | 0.7423 | 0.7693 | 0.6970 | 0.0 | 0.0 | 0.5597 | 0.7370 | 0.2931 | 0.6733 | 0.4032 | 0.6889 | 0.2487 | 0.0 | 0.2662 | 0.2901 | 0.7425 | 0.1724 | 0.4957 | 0.6373 | 0.6376 | 0.6470 | 0.0 |
0.1454 | 0.52 | 260 | 0.2563 | 0.4316 | 0.5610 | 0.6965 | nan | 0.6707 | 0.8388 | 0.5572 | 0.7616 | 0.3854 | 0.7280 | 0.7114 | 0.0 | 0.1934 | 0.3621 | 0.8718 | 0.7860 | 0.6140 | 0.7403 | 0.5340 | 0.7820 | 0.0 | 0.0 | 0.5710 | 0.7446 | 0.4497 | 0.6637 | 0.3125 | 0.6624 | 0.4219 | 0.0 | 0.1731 | 0.2862 | 0.7295 | 0.5339 | 0.5054 | 0.5742 | 0.4967 | 0.6449 | 0.0 |
0.1522 | 0.56 | 280 | 0.2521 | 0.4327 | 0.5567 | 0.7138 | nan | 0.5098 | 0.9135 | 0.3399 | 0.8898 | 0.5537 | 0.7508 | 0.2922 | 0.0 | 0.3367 | 0.2484 | 0.8388 | 0.7460 | 0.7191 | 0.7496 | 0.7996 | 0.7753 | 0.0 | 0.0 | 0.4902 | 0.7541 | 0.3196 | 0.6924 | 0.3853 | 0.6261 | 0.2512 | 0.0 | 0.2575 | 0.2171 | 0.7393 | 0.5563 | 0.5633 | 0.6403 | 0.6335 | 0.6621 | 0.0 |
0.1872 | 0.6 | 300 | 0.2359 | 0.4557 | 0.5797 | 0.7247 | nan | 0.6901 | 0.8832 | 0.5498 | 0.8857 | 0.6636 | 0.7843 | 0.3983 | 0.0 | 0.4549 | 0.2292 | 0.8147 | 0.7126 | 0.6223 | 0.7467 | 0.7014 | 0.7185 | 0.0 | 0.0 | 0.5881 | 0.7556 | 0.4621 | 0.7131 | 0.4264 | 0.6506 | 0.3311 | 0.0 | 0.3025 | 0.1975 | 0.7350 | 0.5635 | 0.5513 | 0.6505 | 0.6318 | 0.6439 | 0.0 |
0.2512 | 0.64 | 320 | 0.2601 | 0.4363 | 0.5599 | 0.6801 | nan | 0.6470 | 0.8482 | 0.3819 | 0.6317 | 0.2525 | 0.7437 | 0.8755 | 0.0 | 0.1737 | 0.5412 | 0.8907 | 0.5915 | 0.7943 | 0.7177 | 0.7437 | 0.6852 | 0.0 | 0.0 | 0.5580 | 0.7612 | 0.3645 | 0.5718 | 0.2362 | 0.6671 | 0.3836 | 0.0 | 0.1621 | 0.3641 | 0.7486 | 0.5132 | 0.5865 | 0.6472 | 0.6479 | 0.6409 | 0.0 |
0.6521 | 0.68 | 340 | 0.2286 | 0.4716 | 0.6024 | 0.7351 | nan | 0.6559 | 0.8492 | 0.3976 | 0.7517 | 0.5818 | 0.7622 | 0.7422 | 0.0 | 0.5277 | 0.2673 | 0.9098 | 0.7514 | 0.6903 | 0.7853 | 0.7795 | 0.7896 | 0.0 | 0.0 | 0.5839 | 0.7531 | 0.3761 | 0.6829 | 0.4643 | 0.6722 | 0.4762 | 0.0 | 0.3375 | 0.2261 | 0.7551 | 0.5838 | 0.5730 | 0.6548 | 0.6501 | 0.6987 | 0.0 |
0.1734 | 0.72 | 360 | 0.2511 | 0.4464 | 0.5731 | 0.7074 | nan | 0.6326 | 0.8339 | 0.5953 | 0.8987 | 0.8731 | 0.7575 | 0.1617 | 0.0 | 0.2314 | 0.5741 | 0.8497 | 0.6140 | 0.6973 | 0.5250 | 0.7576 | 0.7406 | 0.0 | 0.0 | 0.5777 | 0.7535 | 0.4840 | 0.6597 | 0.5208 | 0.6261 | 0.1507 | 0.0 | 0.2110 | 0.3920 | 0.7579 | 0.5436 | 0.5825 | 0.4959 | 0.6090 | 0.6702 | 0.0 |
0.1596 | 0.76 | 380 | 0.2303 | 0.4702 | 0.5922 | 0.7351 | nan | 0.6336 | 0.8772 | 0.4196 | 0.8004 | 0.4307 | 0.7034 | 0.7554 | 0.0 | 0.2914 | 0.4563 | 0.8930 | 0.7517 | 0.7146 | 0.7649 | 0.7420 | 0.8336 | 0.0 | 0.0 | 0.5854 | 0.7635 | 0.3937 | 0.6838 | 0.3957 | 0.6295 | 0.4857 | 0.0 | 0.2497 | 0.3439 | 0.7526 | 0.6021 | 0.6055 | 0.6591 | 0.6473 | 0.6657 | 0.0 |
0.1359 | 0.8 | 400 | 0.2332 | 0.4592 | 0.5773 | 0.7182 | nan | 0.6759 | 0.8564 | 0.5305 | 0.8221 | 0.4710 | 0.8463 | 0.5733 | 0.0 | 0.2630 | 0.5031 | 0.8314 | 0.7079 | 0.7295 | 0.7449 | 0.7233 | 0.5357 | 0.0 | 0.0 | 0.6046 | 0.7593 | 0.4670 | 0.7005 | 0.3678 | 0.5672 | 0.4327 | 0.0 | 0.2265 | 0.3566 | 0.7593 | 0.5975 | 0.6161 | 0.6456 | 0.6470 | 0.5178 | 0.0 |
0.2014 | 0.84 | 420 | 0.2298 | 0.4709 | 0.5957 | 0.7268 | nan | 0.6207 | 0.8571 | 0.5146 | 0.7670 | 0.6367 | 0.6238 | 0.7682 | 0.0 | 0.2470 | 0.4863 | 0.8939 | 0.5487 | 0.8665 | 0.7735 | 0.7827 | 0.7405 | 0.0 | 0.0 | 0.5729 | 0.7737 | 0.4637 | 0.6774 | 0.4588 | 0.5840 | 0.4656 | 0.0 | 0.2219 | 0.3668 | 0.7764 | 0.5020 | 0.5959 | 0.6641 | 0.6698 | 0.6833 | 0.0 |
0.137 | 0.88 | 440 | 0.2260 | 0.4824 | 0.6147 | 0.7401 | nan | 0.7197 | 0.8823 | 0.6023 | 0.8544 | 0.9048 | 0.7837 | 0.3094 | 0.0245 | 0.2877 | 0.4592 | 0.8905 | 0.6846 | 0.8472 | 0.7109 | 0.7647 | 0.7230 | 0.0 | 0.0 | 0.6089 | 0.7638 | 0.5071 | 0.7154 | 0.5084 | 0.6749 | 0.2801 | 0.0227 | 0.2486 | 0.3499 | 0.7679 | 0.6127 | 0.6436 | 0.6445 | 0.6729 | 0.6626 | 0.0 |
0.2494 | 0.92 | 460 | 0.2275 | 0.4721 | 0.5997 | 0.7321 | nan | 0.6265 | 0.8452 | 0.6870 | 0.8116 | 0.4266 | 0.8250 | 0.7026 | 0.0498 | 0.5651 | 0.1855 | 0.8745 | 0.7293 | 0.6387 | 0.6783 | 0.8080 | 0.7416 | 0.0 | 0.0 | 0.5764 | 0.7653 | 0.5312 | 0.7021 | 0.3635 | 0.6488 | 0.4468 | 0.0475 | 0.3420 | 0.1695 | 0.7764 | 0.5981 | 0.5821 | 0.6149 | 0.6599 | 0.6740 | 0.0 |
0.2788 | 0.96 | 480 | 0.2315 | 0.4670 | 0.5977 | 0.7292 | nan | 0.7105 | 0.8142 | 0.4169 | 0.8597 | 0.8573 | 0.7707 | 0.3171 | 0.0476 | 0.2514 | 0.4432 | 0.9214 | 0.7332 | 0.6989 | 0.8245 | 0.6729 | 0.7954 | 0.0255 | 0.0 | 0.6051 | 0.7556 | 0.3986 | 0.7114 | 0.4588 | 0.6423 | 0.2727 | 0.0438 | 0.2215 | 0.3468 | 0.7650 | 0.6030 | 0.6007 | 0.6432 | 0.6180 | 0.6945 | 0.0253 |
0.1254 | 1.0 | 500 | 0.2176 | 0.4955 | 0.6287 | 0.7450 | nan | 0.7081 | 0.9094 | 0.4628 | 0.7437 | 0.5938 | 0.7126 | 0.7410 | 0.0560 | 0.3971 | 0.5239 | 0.8992 | 0.7446 | 0.8258 | 0.8028 | 0.7613 | 0.8041 | 0.0014 | 0.0 | 0.6242 | 0.7741 | 0.4367 | 0.6877 | 0.4856 | 0.6276 | 0.4823 | 0.0535 | 0.3136 | 0.3836 | 0.7687 | 0.6347 | 0.6510 | 0.6615 | 0.6529 | 0.6795 | 0.0014 |
0.2625 | 1.04 | 520 | 0.2270 | 0.5000 | 0.6339 | 0.7411 | nan | 0.7844 | 0.8633 | 0.6442 | 0.8202 | 0.3913 | 0.6661 | 0.7393 | 0.0533 | 0.4684 | 0.5305 | 0.8686 | 0.6858 | 0.8024 | 0.7433 | 0.7895 | 0.8522 | 0.0729 | 0.0 | 0.6637 | 0.7685 | 0.5378 | 0.7150 | 0.3328 | 0.6169 | 0.4502 | 0.0468 | 0.3310 | 0.3732 | 0.7769 | 0.6214 | 0.6602 | 0.6614 | 0.6823 | 0.6913 | 0.0714 |
0.2871 | 1.08 | 540 | 0.2072 | 0.5091 | 0.6337 | 0.7630 | nan | 0.7427 | 0.8718 | 0.5674 | 0.8080 | 0.6131 | 0.7855 | 0.7672 | 0.0584 | 0.3031 | 0.4535 | 0.8750 | 0.6763 | 0.8457 | 0.8027 | 0.7491 | 0.7710 | 0.0820 | 0.0 | 0.6471 | 0.7706 | 0.5092 | 0.7250 | 0.4737 | 0.6887 | 0.5152 | 0.0507 | 0.2643 | 0.3623 | 0.7788 | 0.6085 | 0.6565 | 0.6659 | 0.6633 | 0.7025 | 0.0816 |
0.1481 | 1.12 | 560 | 0.2250 | 0.4824 | 0.5946 | 0.7494 | nan | 0.6480 | 0.8561 | 0.5148 | 0.8637 | 0.5174 | 0.7904 | 0.6671 | 0.0029 | 0.3782 | 0.2824 | 0.8794 | 0.6807 | 0.7755 | 0.6985 | 0.7431 | 0.8058 | 0.0039 | 0.0 | 0.6099 | 0.7755 | 0.4755 | 0.7081 | 0.4454 | 0.6483 | 0.4567 | 0.0029 | 0.2864 | 0.2456 | 0.7798 | 0.6012 | 0.6408 | 0.6339 | 0.6715 | 0.6978 | 0.0039 |
0.0995 | 1.16 | 580 | 0.2084 | 0.5218 | 0.6570 | 0.7698 | nan | 0.7706 | 0.8532 | 0.4978 | 0.7874 | 0.7761 | 0.8102 | 0.6761 | 0.0 | 0.4886 | 0.4884 | 0.9113 | 0.7646 | 0.8476 | 0.8129 | 0.7507 | 0.7485 | 0.1856 | 0.0 | 0.6194 | 0.7661 | 0.4641 | 0.7200 | 0.5843 | 0.6730 | 0.5042 | 0.0 | 0.3497 | 0.3711 | 0.7790 | 0.6542 | 0.6835 | 0.6823 | 0.6749 | 0.6959 | 0.1715 |
0.2912 | 1.2 | 600 | 0.2166 | 0.5136 | 0.6304 | 0.7632 | nan | 0.6870 | 0.8862 | 0.4891 | 0.7752 | 0.6264 | 0.8143 | 0.8202 | 0.0227 | 0.2578 | 0.4830 | 0.8932 | 0.7564 | 0.7366 | 0.7746 | 0.7678 | 0.7558 | 0.1712 | 0.0 | 0.6243 | 0.7791 | 0.4579 | 0.6983 | 0.5530 | 0.6676 | 0.5248 | 0.0222 | 0.2333 | 0.3786 | 0.7820 | 0.6438 | 0.6651 | 0.6773 | 0.6749 | 0.7018 | 0.1610 |
0.1874 | 1.24 | 620 | 0.2280 | 0.5053 | 0.6296 | 0.7525 | nan | 0.7070 | 0.8689 | 0.5348 | 0.8275 | 0.3452 | 0.8441 | 0.7748 | 0.0643 | 0.4207 | 0.4251 | 0.8840 | 0.7698 | 0.6921 | 0.7271 | 0.7322 | 0.7544 | 0.3318 | 0.0 | 0.6387 | 0.7766 | 0.4873 | 0.7210 | 0.3283 | 0.6163 | 0.5014 | 0.0600 | 0.3252 | 0.3434 | 0.7750 | 0.6349 | 0.6336 | 0.6531 | 0.6560 | 0.6995 | 0.2448 |
0.1634 | 1.28 | 640 | 0.2052 | 0.5100 | 0.6350 | 0.7638 | nan | 0.7069 | 0.8648 | 0.6021 | 0.8461 | 0.6408 | 0.8499 | 0.6889 | 0.0 | 0.3772 | 0.5718 | 0.8730 | 0.7073 | 0.5765 | 0.7283 | 0.7600 | 0.7655 | 0.2362 | 0.0 | 0.6105 | 0.7777 | 0.5233 | 0.7372 | 0.5287 | 0.6565 | 0.5185 | 0.0 | 0.3063 | 0.4062 | 0.7743 | 0.5688 | 0.5413 | 0.6500 | 0.6721 | 0.6956 | 0.2133 |
0.1894 | 1.32 | 660 | 0.2169 | 0.5104 | 0.6553 | 0.7601 | nan | 0.7721 | 0.8902 | 0.7412 | 0.8309 | 0.9266 | 0.6974 | 0.5353 | 0.0008 | 0.4742 | 0.4474 | 0.8442 | 0.8150 | 0.7319 | 0.7803 | 0.7767 | 0.7605 | 0.1160 | 0.0 | 0.6506 | 0.7883 | 0.5373 | 0.7116 | 0.5472 | 0.6493 | 0.4321 | 0.0008 | 0.3256 | 0.3422 | 0.7644 | 0.6199 | 0.6389 | 0.6849 | 0.6873 | 0.6919 | 0.1141 |
0.0769 | 1.36 | 680 | 0.1993 | 0.5250 | 0.6596 | 0.7756 | nan | 0.8044 | 0.8515 | 0.6711 | 0.8456 | 0.6474 | 0.7909 | 0.7083 | 0.0630 | 0.3173 | 0.6517 | 0.9003 | 0.6833 | 0.8527 | 0.8065 | 0.8162 | 0.7165 | 0.0872 | 0.0 | 0.6318 | 0.7755 | 0.5553 | 0.7207 | 0.5836 | 0.6787 | 0.5292 | 0.0625 | 0.2650 | 0.4130 | 0.7788 | 0.6131 | 0.6713 | 0.7043 | 0.7024 | 0.6790 | 0.0866 |
0.2145 | 1.4 | 700 | 0.2052 | 0.5114 | 0.6438 | 0.7630 | nan | 0.7518 | 0.8628 | 0.5961 | 0.8763 | 0.9097 | 0.7924 | 0.4449 | 0.0273 | 0.4497 | 0.3682 | 0.8965 | 0.8234 | 0.6068 | 0.8065 | 0.6396 | 0.8432 | 0.2497 | 0.0 | 0.6262 | 0.7776 | 0.5260 | 0.7240 | 0.6034 | 0.6991 | 0.4150 | 0.0270 | 0.3297 | 0.3073 | 0.7805 | 0.6198 | 0.5743 | 0.6511 | 0.6071 | 0.7187 | 0.2189 |
0.2162 | 1.44 | 720 | 0.2290 | 0.5246 | 0.6727 | 0.7519 | nan | 0.8003 | 0.8895 | 0.7155 | 0.7305 | 0.4570 | 0.8400 | 0.8071 | 0.0599 | 0.2933 | 0.5509 | 0.8700 | 0.7052 | 0.8386 | 0.7501 | 0.8070 | 0.8038 | 0.5178 | 0.0 | 0.7009 | 0.7910 | 0.5717 | 0.6618 | 0.4195 | 0.6924 | 0.4677 | 0.0587 | 0.2536 | 0.4050 | 0.7823 | 0.6246 | 0.6658 | 0.6718 | 0.6930 | 0.7369 | 0.2463 |
0.1751 | 1.48 | 740 | 0.2073 | 0.5376 | 0.6734 | 0.7847 | nan | 0.8054 | 0.8711 | 0.6506 | 0.8714 | 0.7615 | 0.7720 | 0.6263 | 0.1874 | 0.4293 | 0.4568 | 0.9023 | 0.8568 | 0.7712 | 0.7206 | 0.8132 | 0.8180 | 0.1342 | 0.0 | 0.7205 | 0.7976 | 0.5541 | 0.7385 | 0.5644 | 0.6886 | 0.4901 | 0.1510 | 0.3297 | 0.3632 | 0.7814 | 0.6510 | 0.6618 | 0.6457 | 0.6798 | 0.7289 | 0.1310 |
0.1175 | 1.52 | 760 | 0.2123 | 0.5114 | 0.6336 | 0.7694 | nan | 0.6736 | 0.8370 | 0.6304 | 0.8724 | 0.7794 | 0.7886 | 0.6708 | 0.0890 | 0.2305 | 0.6798 | 0.9045 | 0.5193 | 0.7556 | 0.7443 | 0.7395 | 0.7734 | 0.0836 | 0.0 | 0.6314 | 0.7744 | 0.5497 | 0.7306 | 0.5991 | 0.6411 | 0.5151 | 0.0705 | 0.2169 | 0.4380 | 0.7806 | 0.4983 | 0.6112 | 0.6768 | 0.6739 | 0.7150 | 0.0824 |
0.1317 | 1.56 | 780 | 0.2097 | 0.5035 | 0.6318 | 0.7713 | nan | 0.3686 | 0.9006 | 0.6208 | 0.8267 | 0.8135 | 0.7586 | 0.6929 | 0.0769 | 0.5944 | 0.2629 | 0.9171 | 0.8806 | 0.6178 | 0.7197 | 0.8212 | 0.7743 | 0.0936 | 0.0 | 0.3669 | 0.7756 | 0.5497 | 0.7150 | 0.6423 | 0.6759 | 0.5331 | 0.0657 | 0.3886 | 0.2448 | 0.7772 | 0.6177 | 0.5813 | 0.6439 | 0.6832 | 0.7088 | 0.0931 |
0.5482 | 1.6 | 800 | 0.2511 | 0.5037 | 0.6255 | 0.7414 | nan | 0.7498 | 0.8591 | 0.6984 | 0.7940 | 0.4886 | 0.7867 | 0.8255 | 0.0677 | 0.3048 | 0.4688 | 0.8573 | 0.6227 | 0.7895 | 0.7323 | 0.7148 | 0.6241 | 0.2496 | 0.0 | 0.6732 | 0.7722 | 0.5691 | 0.6858 | 0.4315 | 0.6297 | 0.4643 | 0.0620 | 0.2595 | 0.3642 | 0.7790 | 0.5765 | 0.6519 | 0.6686 | 0.6574 | 0.6024 | 0.2200 |
0.0895 | 1.64 | 820 | 0.1973 | 0.5191 | 0.6552 | 0.7673 | nan | 0.6921 | 0.8844 | 0.4919 | 0.8472 | 0.6608 | 0.7842 | 0.6546 | 0.2664 | 0.4594 | 0.4925 | 0.9224 | 0.8699 | 0.6010 | 0.8740 | 0.5805 | 0.8105 | 0.2468 | 0.0 | 0.6533 | 0.7801 | 0.4672 | 0.7328 | 0.5569 | 0.6945 | 0.5016 | 0.2105 | 0.3565 | 0.3858 | 0.7737 | 0.6031 | 0.5611 | 0.5950 | 0.5277 | 0.7232 | 0.2217 |
0.1804 | 1.68 | 840 | 0.2026 | 0.5308 | 0.6584 | 0.7736 | nan | 0.7891 | 0.8563 | 0.6565 | 0.8528 | 0.6089 | 0.7999 | 0.7005 | 0.0741 | 0.2858 | 0.6423 | 0.9035 | 0.7926 | 0.7474 | 0.7500 | 0.7516 | 0.7824 | 0.1997 | 0.0 | 0.6848 | 0.7815 | 0.5627 | 0.7391 | 0.5112 | 0.6788 | 0.4969 | 0.0673 | 0.2622 | 0.4456 | 0.7909 | 0.6476 | 0.6569 | 0.6618 | 0.6640 | 0.7139 | 0.1888 |
0.1271 | 1.72 | 860 | 0.2134 | 0.5227 | 0.6505 | 0.7693 | nan | 0.7656 | 0.8645 | 0.6724 | 0.9055 | 0.6357 | 0.7807 | 0.5336 | 0.0838 | 0.5199 | 0.4139 | 0.9021 | 0.8526 | 0.7135 | 0.7894 | 0.7737 | 0.7407 | 0.1103 | 0.0 | 0.6177 | 0.7821 | 0.5747 | 0.7212 | 0.5627 | 0.6421 | 0.4449 | 0.0762 | 0.3731 | 0.3486 | 0.7872 | 0.6535 | 0.6449 | 0.6892 | 0.6914 | 0.6913 | 0.1075 |
0.1344 | 1.76 | 880 | 0.2099 | 0.5269 | 0.6527 | 0.7711 | nan | 0.7985 | 0.8741 | 0.6237 | 0.8356 | 0.5284 | 0.8054 | 0.7358 | 0.0469 | 0.3616 | 0.5220 | 0.9019 | 0.6880 | 0.8126 | 0.8358 | 0.7745 | 0.7948 | 0.1563 | 0.0 | 0.6922 | 0.7886 | 0.5563 | 0.7230 | 0.4772 | 0.6475 | 0.5068 | 0.0436 | 0.3041 | 0.3968 | 0.7794 | 0.6338 | 0.6822 | 0.6952 | 0.6896 | 0.7182 | 0.1498 |
0.2751 | 1.8 | 900 | 0.2006 | 0.5334 | 0.6488 | 0.7806 | nan | 0.7400 | 0.8550 | 0.5263 | 0.8847 | 0.6187 | 0.8032 | 0.6862 | 0.0858 | 0.4811 | 0.4224 | 0.9162 | 0.7803 | 0.7360 | 0.7854 | 0.7527 | 0.7963 | 0.1590 | 0.0 | 0.6939 | 0.7836 | 0.4954 | 0.7498 | 0.5176 | 0.6805 | 0.5075 | 0.0725 | 0.3595 | 0.3539 | 0.7824 | 0.6646 | 0.6782 | 0.6886 | 0.6885 | 0.7303 | 0.1537 |
0.2685 | 1.84 | 920 | 0.2153 | 0.5265 | 0.6600 | 0.7598 | nan | 0.7896 | 0.8871 | 0.4589 | 0.8001 | 0.3307 | 0.8338 | 0.7796 | 0.2192 | 0.4367 | 0.4581 | 0.9048 | 0.8316 | 0.7681 | 0.8377 | 0.7482 | 0.7620 | 0.3733 | 0.0 | 0.6760 | 0.7832 | 0.4428 | 0.7128 | 0.3263 | 0.6632 | 0.5039 | 0.1754 | 0.3545 | 0.3853 | 0.7758 | 0.6553 | 0.6665 | 0.6908 | 0.6811 | 0.6933 | 0.2913 |
0.5729 | 1.88 | 940 | 0.2057 | 0.5343 | 0.6737 | 0.7641 | nan | 0.8351 | 0.8681 | 0.5588 | 0.7823 | 0.5378 | 0.8769 | 0.6844 | 0.2025 | 0.4204 | 0.5736 | 0.9000 | 0.6586 | 0.8633 | 0.7572 | 0.8501 | 0.8008 | 0.2837 | 0.0 | 0.6697 | 0.7834 | 0.5193 | 0.7093 | 0.4643 | 0.6734 | 0.4657 | 0.1703 | 0.3568 | 0.4435 | 0.7947 | 0.5896 | 0.6450 | 0.6871 | 0.7106 | 0.6983 | 0.2363 |
0.0862 | 1.92 | 960 | 0.2208 | 0.5155 | 0.6363 | 0.7593 | nan | 0.6683 | 0.8670 | 0.6014 | 0.8336 | 0.9151 | 0.7537 | 0.6623 | 0.0948 | 0.5015 | 0.4279 | 0.8643 | 0.5706 | 0.5450 | 0.7743 | 0.7484 | 0.7914 | 0.1971 | 0.0 | 0.6179 | 0.7799 | 0.5443 | 0.7211 | 0.5925 | 0.5910 | 0.5189 | 0.0850 | 0.3944 | 0.3678 | 0.7979 | 0.5061 | 0.4893 | 0.6992 | 0.6875 | 0.7094 | 0.1772 |
0.0793 | 1.96 | 980 | 0.2003 | 0.5467 | 0.6820 | 0.7890 | nan | 0.8868 | 0.8560 | 0.6296 | 0.8753 | 0.5087 | 0.8319 | 0.7202 | 0.2101 | 0.3960 | 0.5827 | 0.9140 | 0.6879 | 0.8781 | 0.7924 | 0.8308 | 0.8216 | 0.1713 | 0.0 | 0.7187 | 0.7865 | 0.5556 | 0.7705 | 0.4573 | 0.6863 | 0.5364 | 0.1786 | 0.3456 | 0.4445 | 0.7817 | 0.6192 | 0.6617 | 0.7112 | 0.7034 | 0.7258 | 0.1571 |
0.0881 | 2.0 | 1000 | 0.2026 | 0.5430 | 0.6696 | 0.7758 | nan | 0.8055 | 0.9034 | 0.6463 | 0.8711 | 0.5281 | 0.7951 | 0.6777 | 0.2288 | 0.4737 | 0.5184 | 0.8716 | 0.7001 | 0.7681 | 0.7600 | 0.7842 | 0.8391 | 0.2115 | 0.0 | 0.7040 | 0.7865 | 0.5595 | 0.7562 | 0.4646 | 0.6923 | 0.4893 | 0.1846 | 0.3773 | 0.4039 | 0.7844 | 0.6285 | 0.6595 | 0.6914 | 0.6785 | 0.7171 | 0.1954 |
0.164 | 2.04 | 1020 | 0.1894 | 0.5566 | 0.6935 | 0.7948 | nan | 0.8577 | 0.8451 | 0.6489 | 0.8534 | 0.6880 | 0.8749 | 0.7212 | 0.2222 | 0.3785 | 0.5106 | 0.8963 | 0.6640 | 0.8652 | 0.8502 | 0.7722 | 0.8177 | 0.3231 | 0.0 | 0.6855 | 0.7756 | 0.5673 | 0.7557 | 0.5883 | 0.7037 | 0.5489 | 0.1773 | 0.3318 | 0.4129 | 0.7889 | 0.6126 | 0.6769 | 0.7042 | 0.6960 | 0.7334 | 0.2598 |
0.158 | 2.08 | 1040 | 0.2104 | 0.5418 | 0.6749 | 0.7757 | nan | 0.8476 | 0.8642 | 0.6307 | 0.8318 | 0.4601 | 0.8279 | 0.7790 | 0.1855 | 0.4350 | 0.4771 | 0.9067 | 0.7989 | 0.7718 | 0.7935 | 0.8241 | 0.7621 | 0.2772 | 0.0 | 0.6748 | 0.7851 | 0.5636 | 0.7291 | 0.4187 | 0.6812 | 0.5001 | 0.1576 | 0.3579 | 0.3982 | 0.7805 | 0.6649 | 0.6787 | 0.7120 | 0.7232 | 0.7037 | 0.2224 |
0.0724 | 2.12 | 1060 | 0.1818 | 0.5813 | 0.7159 | 0.8143 | nan | 0.7836 | 0.8837 | 0.6726 | 0.8872 | 0.8685 | 0.7996 | 0.6764 | 0.3285 | 0.5280 | 0.5486 | 0.9054 | 0.7857 | 0.7742 | 0.8468 | 0.7965 | 0.8587 | 0.2266 | 0.0 | 0.7030 | 0.8008 | 0.5746 | 0.7651 | 0.7179 | 0.6962 | 0.5985 | 0.2603 | 0.3984 | 0.4226 | 0.7850 | 0.6685 | 0.6898 | 0.7073 | 0.7058 | 0.7649 | 0.2040 |
0.0906 | 2.16 | 1080 | 0.2052 | 0.5553 | 0.6875 | 0.7897 | nan | 0.8313 | 0.8956 | 0.6559 | 0.8275 | 0.7173 | 0.8116 | 0.7495 | 0.0605 | 0.4663 | 0.5563 | 0.8829 | 0.7184 | 0.8017 | 0.8431 | 0.7774 | 0.7582 | 0.3341 | 0.0 | 0.7110 | 0.7958 | 0.5638 | 0.7280 | 0.6074 | 0.6818 | 0.5526 | 0.0575 | 0.3893 | 0.4334 | 0.7886 | 0.6394 | 0.6823 | 0.6993 | 0.6912 | 0.7073 | 0.2664 |
0.119 | 2.2 | 1100 | 0.1916 | 0.5489 | 0.6809 | 0.7793 | nan | 0.8171 | 0.8442 | 0.7128 | 0.8296 | 0.7356 | 0.8236 | 0.6640 | 0.1341 | 0.5456 | 0.3609 | 0.8916 | 0.8015 | 0.8096 | 0.7653 | 0.7951 | 0.8119 | 0.2322 | 0.0 | 0.6733 | 0.7745 | 0.5803 | 0.7182 | 0.5975 | 0.6999 | 0.4996 | 0.1222 | 0.4036 | 0.3207 | 0.7971 | 0.6684 | 0.6861 | 0.6890 | 0.7078 | 0.7365 | 0.2050 |
0.1114 | 2.24 | 1120 | 0.1905 | 0.5526 | 0.6769 | 0.7941 | nan | 0.7955 | 0.8759 | 0.6366 | 0.8947 | 0.7813 | 0.7845 | 0.6508 | 0.0994 | 0.3162 | 0.6568 | 0.9211 | 0.7643 | 0.7050 | 0.7629 | 0.8151 | 0.7977 | 0.2493 | 0.0 | 0.7142 | 0.7945 | 0.5553 | 0.7484 | 0.6236 | 0.6722 | 0.5467 | 0.0970 | 0.2894 | 0.4530 | 0.7868 | 0.6591 | 0.6571 | 0.6901 | 0.7167 | 0.7352 | 0.2069 |
0.0757 | 2.28 | 1140 | 0.2216 | 0.5458 | 0.6760 | 0.7809 | nan | 0.7006 | 0.8731 | 0.6414 | 0.7872 | 0.6130 | 0.8828 | 0.8184 | 0.1886 | 0.5750 | 0.4180 | 0.9033 | 0.8910 | 0.6235 | 0.7955 | 0.7737 | 0.7658 | 0.2404 | 0.0 | 0.6697 | 0.7931 | 0.5672 | 0.7090 | 0.5666 | 0.7073 | 0.5092 | 0.1636 | 0.4196 | 0.3611 | 0.7910 | 0.6391 | 0.5870 | 0.7086 | 0.7117 | 0.7096 | 0.2109 |
0.0551 | 2.32 | 1160 | 0.2090 | 0.5627 | 0.7010 | 0.7837 | nan | 0.8745 | 0.9012 | 0.6052 | 0.7677 | 0.6776 | 0.8074 | 0.8089 | 0.2178 | 0.4269 | 0.6106 | 0.8998 | 0.7038 | 0.8525 | 0.8516 | 0.7745 | 0.8010 | 0.3363 | 0.0 | 0.7143 | 0.7934 | 0.5484 | 0.6976 | 0.5691 | 0.7044 | 0.5204 | 0.1995 | 0.3665 | 0.4422 | 0.7764 | 0.6567 | 0.7059 | 0.7163 | 0.7137 | 0.7323 | 0.2721 |
0.0936 | 2.36 | 1180 | 0.2165 | 0.5574 | 0.6867 | 0.7878 | nan | 0.7461 | 0.8914 | 0.5665 | 0.8649 | 0.6354 | 0.7483 | 0.7363 | 0.1586 | 0.5903 | 0.3687 | 0.9141 | 0.8447 | 0.7667 | 0.8507 | 0.7891 | 0.7414 | 0.4599 | 0.0 | 0.7022 | 0.7991 | 0.5241 | 0.7179 | 0.5839 | 0.6630 | 0.5364 | 0.1484 | 0.4303 | 0.3375 | 0.7782 | 0.6839 | 0.6968 | 0.7225 | 0.7219 | 0.7012 | 0.2853 |
0.2249 | 2.4 | 1200 | 0.1985 | 0.5576 | 0.6820 | 0.7858 | nan | 0.7479 | 0.8644 | 0.6423 | 0.8948 | 0.5762 | 0.7743 | 0.6383 | 0.2730 | 0.4054 | 0.5883 | 0.9116 | 0.8846 | 0.7431 | 0.8103 | 0.7955 | 0.8559 | 0.1886 | 0.0 | 0.6950 | 0.7889 | 0.5656 | 0.7334 | 0.5212 | 0.6682 | 0.4872 | 0.2366 | 0.3478 | 0.4438 | 0.7828 | 0.6917 | 0.6892 | 0.7223 | 0.7322 | 0.7515 | 0.1796 |
0.1143 | 2.44 | 1220 | 0.2132 | 0.5542 | 0.6838 | 0.7695 | nan | 0.7928 | 0.8792 | 0.6912 | 0.7460 | 0.6283 | 0.8408 | 0.7820 | 0.2448 | 0.4905 | 0.4794 | 0.8976 | 0.7917 | 0.8155 | 0.8065 | 0.8147 | 0.7629 | 0.1613 | 0.0 | 0.7049 | 0.7851 | 0.5858 | 0.6884 | 0.5133 | 0.7170 | 0.4776 | 0.2212 | 0.3929 | 0.3954 | 0.7848 | 0.6841 | 0.7051 | 0.7079 | 0.7274 | 0.7252 | 0.1587 |
0.2771 | 2.48 | 1240 | 0.2258 | 0.5580 | 0.6880 | 0.7782 | nan | 0.8725 | 0.8834 | 0.7124 | 0.8679 | 0.4498 | 0.7580 | 0.7352 | 0.2542 | 0.4660 | 0.5536 | 0.8802 | 0.8435 | 0.7798 | 0.8040 | 0.7906 | 0.7847 | 0.2596 | 0.0 | 0.7281 | 0.7984 | 0.5992 | 0.7209 | 0.4263 | 0.6651 | 0.4859 | 0.2339 | 0.3893 | 0.4403 | 0.7874 | 0.6971 | 0.7040 | 0.7042 | 0.7258 | 0.7388 | 0.1998 |
0.1988 | 2.52 | 1260 | 0.2129 | 0.5508 | 0.6813 | 0.7733 | nan | 0.8449 | 0.8465 | 0.6716 | 0.7666 | 0.7912 | 0.7598 | 0.7918 | 0.1262 | 0.4035 | 0.5711 | 0.9015 | 0.7580 | 0.8154 | 0.7535 | 0.8030 | 0.7797 | 0.1979 | 0.0 | 0.6909 | 0.7793 | 0.5838 | 0.6927 | 0.5898 | 0.6771 | 0.5041 | 0.1199 | 0.3521 | 0.4372 | 0.7785 | 0.6728 | 0.6947 | 0.6964 | 0.7248 | 0.7309 | 0.1903 |
0.0679 | 2.56 | 1280 | 0.1937 | 0.5683 | 0.6963 | 0.7955 | nan | 0.7422 | 0.9044 | 0.6691 | 0.8294 | 0.6163 | 0.8310 | 0.7917 | 0.3324 | 0.6376 | 0.3930 | 0.9014 | 0.8285 | 0.7713 | 0.8048 | 0.8271 | 0.7844 | 0.1731 | 0.0 | 0.6872 | 0.7986 | 0.5810 | 0.7385 | 0.5481 | 0.7185 | 0.5452 | 0.2847 | 0.4488 | 0.3568 | 0.7849 | 0.6938 | 0.6977 | 0.7127 | 0.7261 | 0.7367 | 0.1710 |
0.0815 | 2.6 | 1300 | 0.1993 | 0.5763 | 0.7156 | 0.7826 | nan | 0.7970 | 0.8772 | 0.7409 | 0.7964 | 0.5757 | 0.8128 | 0.8230 | 0.3708 | 0.4442 | 0.6099 | 0.8871 | 0.7767 | 0.7949 | 0.8140 | 0.8029 | 0.7646 | 0.4768 | 0.0 | 0.7016 | 0.7953 | 0.5979 | 0.7150 | 0.5049 | 0.7142 | 0.5156 | 0.3068 | 0.3891 | 0.4637 | 0.7945 | 0.6853 | 0.7042 | 0.7075 | 0.7254 | 0.7177 | 0.3345 |
0.0705 | 2.64 | 1320 | 0.1949 | 0.5713 | 0.7021 | 0.7976 | nan | 0.7553 | 0.8927 | 0.5885 | 0.8530 | 0.6004 | 0.8552 | 0.7297 | 0.4790 | 0.6650 | 0.3765 | 0.9130 | 0.8525 | 0.7707 | 0.8690 | 0.7700 | 0.7959 | 0.1701 | 0.0 | 0.7081 | 0.8047 | 0.5361 | 0.7416 | 0.5569 | 0.7221 | 0.5327 | 0.3904 | 0.4541 | 0.3455 | 0.7975 | 0.6906 | 0.6955 | 0.6991 | 0.7043 | 0.7369 | 0.1673 |
0.0785 | 2.68 | 1340 | 0.2041 | 0.5795 | 0.7097 | 0.7964 | nan | 0.8035 | 0.9029 | 0.6566 | 0.8325 | 0.5972 | 0.8503 | 0.7806 | 0.4603 | 0.4654 | 0.6184 | 0.8752 | 0.8377 | 0.6987 | 0.7804 | 0.8239 | 0.8514 | 0.2307 | 0.0 | 0.7323 | 0.8038 | 0.5765 | 0.7379 | 0.5414 | 0.7289 | 0.5339 | 0.3700 | 0.3978 | 0.4754 | 0.8028 | 0.6705 | 0.6539 | 0.7093 | 0.7269 | 0.7478 | 0.2222 |
0.1076 | 2.72 | 1360 | 0.1929 | 0.5838 | 0.7190 | 0.8072 | nan | 0.6902 | 0.8919 | 0.6362 | 0.8790 | 0.7117 | 0.8261 | 0.6784 | 0.4480 | 0.6431 | 0.4944 | 0.9088 | 0.8265 | 0.7479 | 0.8457 | 0.8242 | 0.8532 | 0.3170 | 0.0 | 0.6566 | 0.7966 | 0.5662 | 0.7594 | 0.6488 | 0.6928 | 0.5625 | 0.3419 | 0.4482 | 0.4200 | 0.7937 | 0.6759 | 0.6761 | 0.7319 | 0.7342 | 0.7486 | 0.2551 |
0.1436 | 2.76 | 1380 | 0.2300 | 0.5385 | 0.6686 | 0.7745 | nan | 0.7836 | 0.9007 | 0.6214 | 0.7997 | 0.6169 | 0.8014 | 0.8452 | 0.1419 | 0.3989 | 0.6709 | 0.8971 | 0.4475 | 0.9195 | 0.7890 | 0.8211 | 0.6318 | 0.2804 | 0.0 | 0.7015 | 0.8036 | 0.5603 | 0.7213 | 0.5128 | 0.7149 | 0.5244 | 0.1311 | 0.3619 | 0.4863 | 0.7927 | 0.4435 | 0.6090 | 0.7179 | 0.7295 | 0.6180 | 0.2642 |
0.1067 | 2.8 | 1400 | 0.1957 | 0.5652 | 0.7049 | 0.7881 | nan | 0.8524 | 0.8639 | 0.7524 | 0.8659 | 0.6098 | 0.8053 | 0.6721 | 0.2178 | 0.4882 | 0.5218 | 0.8987 | 0.8355 | 0.7302 | 0.8198 | 0.8127 | 0.8579 | 0.3791 | 0.0 | 0.6970 | 0.7926 | 0.6030 | 0.7407 | 0.5254 | 0.7052 | 0.4947 | 0.1865 | 0.4082 | 0.4450 | 0.7945 | 0.6695 | 0.6767 | 0.7171 | 0.7172 | 0.7042 | 0.2960 |
0.0719 | 2.84 | 1420 | 0.2357 | 0.5517 | 0.6760 | 0.7766 | nan | 0.8245 | 0.9166 | 0.6213 | 0.8075 | 0.5353 | 0.7805 | 0.8185 | 0.1425 | 0.4855 | 0.5586 | 0.8749 | 0.7612 | 0.7448 | 0.8053 | 0.8224 | 0.7441 | 0.2490 | 0.0 | 0.7198 | 0.8016 | 0.5629 | 0.7240 | 0.4794 | 0.6637 | 0.4917 | 0.1346 | 0.4047 | 0.4592 | 0.7837 | 0.6594 | 0.6719 | 0.7211 | 0.7227 | 0.6954 | 0.2352 |
0.1557 | 2.88 | 1440 | 0.2600 | 0.5491 | 0.6861 | 0.7593 | nan | 0.8334 | 0.8869 | 0.6552 | 0.7548 | 0.4025 | 0.7557 | 0.8423 | 0.1417 | 0.5662 | 0.5345 | 0.9121 | 0.8045 | 0.7816 | 0.8586 | 0.7752 | 0.7765 | 0.3824 | 0.0 | 0.7396 | 0.7964 | 0.5758 | 0.6832 | 0.3855 | 0.6560 | 0.4511 | 0.1362 | 0.4422 | 0.4574 | 0.7852 | 0.6753 | 0.6876 | 0.7167 | 0.7123 | 0.7135 | 0.2702 |
0.0667 | 2.92 | 1460 | 0.2077 | 0.5685 | 0.7011 | 0.7889 | nan | 0.8600 | 0.9046 | 0.7236 | 0.8549 | 0.4918 | 0.7826 | 0.7566 | 0.2867 | 0.5245 | 0.5654 | 0.8922 | 0.7801 | 0.8728 | 0.7829 | 0.8062 | 0.7907 | 0.2428 | 0.0 | 0.7300 | 0.7920 | 0.5978 | 0.7410 | 0.4591 | 0.6792 | 0.5235 | 0.2351 | 0.4322 | 0.4714 | 0.7826 | 0.6802 | 0.7142 | 0.7103 | 0.7247 | 0.7266 | 0.2322 |
0.0599 | 2.96 | 1480 | 0.1890 | 0.5706 | 0.7078 | 0.7904 | nan | 0.8265 | 0.8570 | 0.7718 | 0.8348 | 0.7044 | 0.8015 | 0.7367 | 0.2153 | 0.3547 | 0.6748 | 0.8968 | 0.8277 | 0.7836 | 0.8193 | 0.7976 | 0.7714 | 0.3590 | 0.0 | 0.7146 | 0.7867 | 0.6005 | 0.7420 | 0.5740 | 0.7028 | 0.5212 | 0.1847 | 0.3318 | 0.4857 | 0.7959 | 0.6741 | 0.6980 | 0.7252 | 0.7153 | 0.7289 | 0.2884 |
0.1253 | 3.0 | 1500 | 0.2008 | 0.5730 | 0.7009 | 0.7958 | nan | 0.7983 | 0.9092 | 0.6277 | 0.8403 | 0.5076 | 0.8389 | 0.8069 | 0.2118 | 0.5775 | 0.5092 | 0.8948 | 0.8165 | 0.7955 | 0.8217 | 0.7863 | 0.7737 | 0.3995 | 0.0 | 0.7192 | 0.8033 | 0.5639 | 0.7514 | 0.4760 | 0.7203 | 0.5251 | 0.2002 | 0.4440 | 0.4414 | 0.8016 | 0.6836 | 0.7215 | 0.7145 | 0.7223 | 0.7263 | 0.3001 |
0.0902 | 3.04 | 1520 | 0.2002 | 0.5771 | 0.7138 | 0.7951 | nan | 0.8105 | 0.8611 | 0.6681 | 0.8355 | 0.6470 | 0.8293 | 0.7263 | 0.2985 | 0.5198 | 0.6254 | 0.9141 | 0.8738 | 0.7614 | 0.8100 | 0.8081 | 0.8212 | 0.3252 | 0.0 | 0.6917 | 0.7907 | 0.5827 | 0.7466 | 0.5515 | 0.7143 | 0.5243 | 0.2417 | 0.4221 | 0.4795 | 0.7980 | 0.6762 | 0.6961 | 0.7176 | 0.7377 | 0.7402 | 0.2770 |
0.0793 | 3.08 | 1540 | 0.2097 | 0.5740 | 0.6960 | 0.7942 | nan | 0.7866 | 0.8973 | 0.5933 | 0.8581 | 0.5793 | 0.8686 | 0.7112 | 0.2830 | 0.5339 | 0.5274 | 0.9094 | 0.7455 | 0.8031 | 0.8050 | 0.7807 | 0.7956 | 0.3542 | 0.0 | 0.7338 | 0.8013 | 0.5453 | 0.7551 | 0.5228 | 0.7043 | 0.5216 | 0.2388 | 0.4344 | 0.4474 | 0.8099 | 0.6517 | 0.7028 | 0.7118 | 0.7277 | 0.7302 | 0.2923 |
0.1151 | 3.12 | 1560 | 0.2098 | 0.5839 | 0.7069 | 0.8009 | nan | 0.7985 | 0.8944 | 0.6654 | 0.8527 | 0.5810 | 0.8246 | 0.7654 | 0.2375 | 0.5160 | 0.5706 | 0.9016 | 0.7949 | 0.8408 | 0.8249 | 0.8197 | 0.8106 | 0.3179 | 0.0 | 0.7424 | 0.8056 | 0.5829 | 0.7540 | 0.5176 | 0.7170 | 0.5205 | 0.2154 | 0.4395 | 0.4741 | 0.8142 | 0.6893 | 0.7262 | 0.7221 | 0.7486 | 0.7490 | 0.2920 |
0.0521 | 3.16 | 1580 | 0.2137 | 0.5824 | 0.7149 | 0.7968 | nan | 0.8334 | 0.8909 | 0.7298 | 0.8236 | 0.5910 | 0.8047 | 0.7947 | 0.2071 | 0.6304 | 0.5506 | 0.8957 | 0.7867 | 0.8203 | 0.8369 | 0.8054 | 0.8381 | 0.3143 | 0.0 | 0.7455 | 0.8052 | 0.6026 | 0.7391 | 0.5304 | 0.7111 | 0.5198 | 0.1846 | 0.4810 | 0.4572 | 0.8158 | 0.6975 | 0.7236 | 0.7188 | 0.7349 | 0.7416 | 0.2748 |
0.0974 | 3.2 | 1600 | 0.2145 | 0.5750 | 0.7010 | 0.7944 | nan | 0.8038 | 0.8812 | 0.5595 | 0.8303 | 0.5730 | 0.8460 | 0.7588 | 0.2021 | 0.5587 | 0.5178 | 0.9135 | 0.8271 | 0.8278 | 0.8214 | 0.8236 | 0.7844 | 0.3874 | 0.0 | 0.7228 | 0.7942 | 0.5250 | 0.7341 | 0.5138 | 0.7236 | 0.5115 | 0.1847 | 0.4478 | 0.4420 | 0.8113 | 0.6973 | 0.7192 | 0.7389 | 0.7447 | 0.7376 | 0.3004 |
0.0535 | 3.24 | 1620 | 0.1986 | 0.5803 | 0.7191 | 0.8025 | nan | 0.8644 | 0.8970 | 0.7361 | 0.8454 | 0.7897 | 0.7807 | 0.7109 | 0.1309 | 0.5688 | 0.5623 | 0.8898 | 0.8323 | 0.7588 | 0.8089 | 0.8493 | 0.8091 | 0.3906 | 0.0 | 0.7053 | 0.7997 | 0.6082 | 0.7580 | 0.5811 | 0.6955 | 0.5477 | 0.1201 | 0.4516 | 0.4580 | 0.8204 | 0.6752 | 0.6925 | 0.7320 | 0.7468 | 0.7445 | 0.3084 |
0.072 | 3.28 | 1640 | 0.1961 | 0.5782 | 0.7140 | 0.8020 | nan | 0.8503 | 0.8473 | 0.7632 | 0.8730 | 0.6862 | 0.8199 | 0.7197 | 0.1571 | 0.5890 | 0.5258 | 0.8817 | 0.8225 | 0.7920 | 0.8056 | 0.8447 | 0.7937 | 0.3655 | 0.0 | 0.7110 | 0.7839 | 0.6097 | 0.7675 | 0.5405 | 0.7156 | 0.5373 | 0.1418 | 0.4611 | 0.4439 | 0.8183 | 0.6797 | 0.7040 | 0.7167 | 0.7379 | 0.7420 | 0.2963 |
0.0929 | 3.32 | 1660 | 0.2014 | 0.5753 | 0.7005 | 0.8059 | nan | 0.8069 | 0.9063 | 0.6184 | 0.8649 | 0.7200 | 0.8257 | 0.7258 | 0.1376 | 0.4722 | 0.6033 | 0.9044 | 0.8147 | 0.7698 | 0.8141 | 0.8313 | 0.7646 | 0.3288 | 0.0 | 0.7399 | 0.8079 | 0.5636 | 0.7677 | 0.5656 | 0.7075 | 0.5457 | 0.1288 | 0.4001 | 0.4691 | 0.8136 | 0.6855 | 0.6978 | 0.7241 | 0.7291 | 0.7303 | 0.2799 |
0.0883 | 3.36 | 1680 | 0.2020 | 0.5681 | 0.6953 | 0.8032 | nan | 0.6691 | 0.8898 | 0.7268 | 0.8802 | 0.6571 | 0.8365 | 0.7110 | 0.2121 | 0.4769 | 0.6395 | 0.9106 | 0.7869 | 0.8422 | 0.8619 | 0.7270 | 0.7651 | 0.2267 | 0.0 | 0.6504 | 0.7967 | 0.6055 | 0.7711 | 0.5475 | 0.7188 | 0.5390 | 0.1922 | 0.4080 | 0.4835 | 0.8028 | 0.6882 | 0.7258 | 0.6887 | 0.6628 | 0.7315 | 0.2127 |
0.0795 | 3.4 | 1700 | 0.2029 | 0.5795 | 0.7073 | 0.8019 | nan | 0.7438 | 0.8881 | 0.7527 | 0.8645 | 0.6712 | 0.8071 | 0.7493 | 0.2007 | 0.5927 | 0.5268 | 0.8968 | 0.8016 | 0.8051 | 0.8163 | 0.7442 | 0.8168 | 0.3461 | 0.0 | 0.7033 | 0.8013 | 0.6111 | 0.7618 | 0.5426 | 0.7030 | 0.5380 | 0.1790 | 0.4673 | 0.4503 | 0.8021 | 0.7002 | 0.7318 | 0.6986 | 0.6781 | 0.7602 | 0.3015 |
0.0773 | 3.44 | 1720 | 0.1989 | 0.5812 | 0.7117 | 0.8050 | nan | 0.8647 | 0.8811 | 0.6571 | 0.8473 | 0.7655 | 0.8081 | 0.7508 | 0.2 | 0.5806 | 0.5543 | 0.8992 | 0.8711 | 0.7839 | 0.8109 | 0.7591 | 0.7706 | 0.2941 | 0.0 | 0.7410 | 0.8039 | 0.5819 | 0.7591 | 0.5928 | 0.7198 | 0.5427 | 0.1720 | 0.4644 | 0.4652 | 0.8028 | 0.7036 | 0.7189 | 0.7045 | 0.6864 | 0.7301 | 0.2720 |
0.0627 | 3.48 | 1740 | 0.1922 | 0.5946 | 0.7326 | 0.8082 | nan | 0.8001 | 0.9026 | 0.7357 | 0.8662 | 0.7616 | 0.7701 | 0.7071 | 0.3307 | 0.5833 | 0.5425 | 0.8858 | 0.8232 | 0.8421 | 0.8466 | 0.7911 | 0.8314 | 0.4343 | 0.0 | 0.6934 | 0.8002 | 0.6045 | 0.7542 | 0.6357 | 0.6823 | 0.5510 | 0.2671 | 0.4622 | 0.4621 | 0.8064 | 0.7109 | 0.7429 | 0.7272 | 0.7122 | 0.7564 | 0.3336 |
0.0901 | 3.52 | 1760 | 0.1963 | 0.5834 | 0.7287 | 0.8048 | nan | 0.7844 | 0.8874 | 0.7435 | 0.8876 | 0.7874 | 0.7760 | 0.6757 | 0.5528 | 0.4646 | 0.6739 | 0.9074 | 0.8113 | 0.7329 | 0.8419 | 0.7806 | 0.8012 | 0.2792 | 0.0 | 0.7058 | 0.8024 | 0.6052 | 0.7672 | 0.6304 | 0.6697 | 0.5552 | 0.2771 | 0.4063 | 0.4888 | 0.8120 | 0.6742 | 0.6810 | 0.7174 | 0.7099 | 0.7422 | 0.2573 |
0.0945 | 3.56 | 1780 | 0.2033 | 0.5814 | 0.7128 | 0.8026 | nan | 0.7737 | 0.8804 | 0.7259 | 0.8444 | 0.7017 | 0.7875 | 0.7936 | 0.2431 | 0.5968 | 0.5278 | 0.8723 | 0.8753 | 0.7400 | 0.8484 | 0.7847 | 0.8230 | 0.2984 | 0.0 | 0.6802 | 0.7959 | 0.6064 | 0.7510 | 0.6027 | 0.6942 | 0.5622 | 0.2123 | 0.4806 | 0.4601 | 0.8139 | 0.6697 | 0.6731 | 0.7165 | 0.7166 | 0.7550 | 0.2749 |
0.0621 | 3.6 | 1800 | 0.2150 | 0.5739 | 0.7002 | 0.7936 | nan | 0.7455 | 0.8958 | 0.6267 | 0.8290 | 0.4667 | 0.8545 | 0.7940 | 0.2158 | 0.5564 | 0.5418 | 0.9127 | 0.7723 | 0.8698 | 0.8493 | 0.8622 | 0.7568 | 0.3538 | 0.0 | 0.6987 | 0.8035 | 0.5693 | 0.7468 | 0.4405 | 0.7120 | 0.5078 | 0.1976 | 0.4466 | 0.4550 | 0.8211 | 0.6854 | 0.7335 | 0.7358 | 0.7513 | 0.7141 | 0.3113 |
0.2598 | 3.64 | 1820 | 0.2038 | 0.5845 | 0.7150 | 0.7998 | nan | 0.7778 | 0.8901 | 0.7231 | 0.8247 | 0.6904 | 0.7825 | 0.8005 | 0.2124 | 0.6003 | 0.5248 | 0.8983 | 0.8224 | 0.8289 | 0.8407 | 0.8113 | 0.7780 | 0.3483 | 0.0 | 0.6945 | 0.8005 | 0.6083 | 0.7402 | 0.5578 | 0.7011 | 0.5394 | 0.1800 | 0.4688 | 0.4444 | 0.8234 | 0.7047 | 0.7372 | 0.7436 | 0.7471 | 0.7255 | 0.3038 |
0.0579 | 3.68 | 1840 | 0.2159 | 0.5795 | 0.7123 | 0.7900 | nan | 0.8404 | 0.8889 | 0.6393 | 0.8015 | 0.7077 | 0.7805 | 0.7668 | 0.2314 | 0.5816 | 0.5545 | 0.9067 | 0.7842 | 0.8706 | 0.8527 | 0.7892 | 0.7389 | 0.3750 | 0.0 | 0.7195 | 0.8002 | 0.5789 | 0.7270 | 0.5200 | 0.6983 | 0.5056 | 0.1995 | 0.4739 | 0.4656 | 0.8146 | 0.6987 | 0.7419 | 0.7428 | 0.7333 | 0.7015 | 0.3093 |
0.178 | 3.72 | 1860 | 0.2051 | 0.5807 | 0.7160 | 0.7960 | nan | 0.8871 | 0.8580 | 0.7123 | 0.8313 | 0.6923 | 0.8340 | 0.7196 | 0.2726 | 0.5479 | 0.5092 | 0.9005 | 0.7924 | 0.8467 | 0.8338 | 0.8060 | 0.8261 | 0.3020 | 0.0 | 0.7153 | 0.7931 | 0.6083 | 0.7428 | 0.5218 | 0.6966 | 0.5077 | 0.2297 | 0.4433 | 0.4389 | 0.8253 | 0.7020 | 0.7463 | 0.7383 | 0.7449 | 0.7425 | 0.2560 |
0.0652 | 3.76 | 1880 | 0.1907 | 0.5881 | 0.7163 | 0.8079 | nan | 0.7918 | 0.9170 | 0.6292 | 0.8550 | 0.7548 | 0.8023 | 0.7000 | 0.3581 | 0.4405 | 0.6354 | 0.9116 | 0.7540 | 0.8829 | 0.8521 | 0.8078 | 0.8326 | 0.2512 | 0.0 | 0.7321 | 0.8032 | 0.5730 | 0.7583 | 0.6172 | 0.6924 | 0.5500 | 0.2969 | 0.3963 | 0.4849 | 0.8110 | 0.6878 | 0.7372 | 0.7356 | 0.7367 | 0.7462 | 0.2273 |
0.0909 | 3.8 | 1900 | 0.2130 | 0.5773 | 0.7080 | 0.7958 | nan | 0.8645 | 0.8670 | 0.6606 | 0.8539 | 0.6938 | 0.7894 | 0.7331 | 0.3307 | 0.5893 | 0.5149 | 0.9035 | 0.7804 | 0.8136 | 0.8174 | 0.8344 | 0.7693 | 0.2204 | 0.0 | 0.7076 | 0.7923 | 0.5894 | 0.7520 | 0.5299 | 0.6777 | 0.5221 | 0.2841 | 0.4775 | 0.4505 | 0.8169 | 0.6857 | 0.7220 | 0.7303 | 0.7335 | 0.7171 | 0.2021 |
0.0961 | 3.84 | 1920 | 0.2318 | 0.5699 | 0.7032 | 0.7850 | nan | 0.8585 | 0.8814 | 0.7262 | 0.8201 | 0.4649 | 0.7840 | 0.8384 | 0.2209 | 0.5943 | 0.5827 | 0.9001 | 0.8247 | 0.8078 | 0.8476 | 0.7852 | 0.7388 | 0.2795 | 0.0 | 0.7093 | 0.8043 | 0.6152 | 0.7333 | 0.4218 | 0.6994 | 0.5020 | 0.2123 | 0.4828 | 0.4840 | 0.8139 | 0.6860 | 0.7119 | 0.7325 | 0.7223 | 0.6961 | 0.2304 |
0.0786 | 3.88 | 1940 | 0.2128 | 0.5738 | 0.7009 | 0.7950 | nan | 0.8275 | 0.8709 | 0.7395 | 0.8610 | 0.4952 | 0.8088 | 0.7840 | 0.1940 | 0.5403 | 0.5177 | 0.9014 | 0.8490 | 0.8128 | 0.8428 | 0.7945 | 0.8037 | 0.2714 | 0.0 | 0.7236 | 0.8014 | 0.6126 | 0.7543 | 0.4507 | 0.7059 | 0.5309 | 0.1864 | 0.4458 | 0.4492 | 0.8150 | 0.6890 | 0.7151 | 0.7352 | 0.7267 | 0.7343 | 0.2527 |
0.0636 | 3.92 | 1960 | 0.2003 | 0.5833 | 0.7262 | 0.7998 | nan | 0.8600 | 0.9029 | 0.7461 | 0.8230 | 0.7772 | 0.7915 | 0.7836 | 0.2790 | 0.6805 | 0.5158 | 0.8845 | 0.9083 | 0.5324 | 0.8158 | 0.8110 | 0.8367 | 0.3969 | 0.0 | 0.7663 | 0.8098 | 0.6200 | 0.7428 | 0.6096 | 0.7033 | 0.5636 | 0.2286 | 0.5014 | 0.4624 | 0.8116 | 0.6112 | 0.5186 | 0.7507 | 0.7531 | 0.7431 | 0.3027 |
0.0589 | 3.96 | 1980 | 0.1973 | 0.5911 | 0.7251 | 0.8140 | nan | 0.8461 | 0.8977 | 0.7605 | 0.8543 | 0.7629 | 0.8871 | 0.7317 | 0.2834 | 0.4014 | 0.6770 | 0.8954 | 0.6367 | 0.8749 | 0.8640 | 0.8419 | 0.7840 | 0.3271 | 0.0 | 0.7618 | 0.8090 | 0.6166 | 0.7608 | 0.6512 | 0.7371 | 0.5648 | 0.2335 | 0.3683 | 0.4960 | 0.8055 | 0.6120 | 0.6862 | 0.7559 | 0.7535 | 0.7329 | 0.2949 |
0.0517 | 4.0 | 2000 | 0.1941 | 0.5891 | 0.7204 | 0.8118 | nan | 0.8225 | 0.8958 | 0.7789 | 0.8578 | 0.7435 | 0.8709 | 0.7380 | 0.2309 | 0.4791 | 0.6296 | 0.9095 | 0.6344 | 0.8537 | 0.8293 | 0.8547 | 0.7902 | 0.3280 | 0.0 | 0.7503 | 0.8103 | 0.6221 | 0.7556 | 0.6648 | 0.7287 | 0.5669 | 0.1981 | 0.4191 | 0.4888 | 0.8081 | 0.6006 | 0.6729 | 0.7420 | 0.7530 | 0.7366 | 0.2853 |
0.0422 | 4.04 | 2020 | 0.2032 | 0.5913 | 0.7192 | 0.8093 | nan | 0.8231 | 0.9095 | 0.7218 | 0.8538 | 0.6817 | 0.8363 | 0.7633 | 0.2917 | 0.6304 | 0.5313 | 0.8938 | 0.8721 | 0.7443 | 0.8296 | 0.8005 | 0.7821 | 0.2613 | 0.0 | 0.7468 | 0.8084 | 0.6122 | 0.7520 | 0.6243 | 0.7129 | 0.5594 | 0.2464 | 0.4930 | 0.4699 | 0.8102 | 0.6812 | 0.6865 | 0.7350 | 0.7349 | 0.7280 | 0.2428 |
0.0861 | 4.08 | 2040 | 0.1949 | 0.6051 | 0.7314 | 0.8172 | nan | 0.8581 | 0.8851 | 0.6496 | 0.8789 | 0.7340 | 0.8261 | 0.7216 | 0.3758 | 0.5946 | 0.6085 | 0.9150 | 0.7740 | 0.8651 | 0.8405 | 0.8456 | 0.7810 | 0.2805 | 0.0 | 0.7568 | 0.8076 | 0.5824 | 0.7632 | 0.6593 | 0.7058 | 0.5758 | 0.3100 | 0.4879 | 0.5035 | 0.8131 | 0.6936 | 0.7382 | 0.7537 | 0.7513 | 0.7339 | 0.2559 |
0.1004 | 4.12 | 2060 | 0.1849 | 0.6016 | 0.7348 | 0.8130 | nan | 0.8772 | 0.8872 | 0.7109 | 0.8664 | 0.7335 | 0.8124 | 0.7212 | 0.3150 | 0.5658 | 0.5974 | 0.8978 | 0.8494 | 0.8242 | 0.8454 | 0.7727 | 0.8369 | 0.3779 | 0.0 | 0.7377 | 0.8023 | 0.6101 | 0.7663 | 0.6085 | 0.7008 | 0.5652 | 0.2773 | 0.4760 | 0.5018 | 0.8146 | 0.7021 | 0.7407 | 0.7424 | 0.7256 | 0.7571 | 0.2995 |
0.0719 | 4.16 | 2080 | 0.1912 | 0.6032 | 0.7298 | 0.8135 | nan | 0.8346 | 0.8875 | 0.7111 | 0.8822 | 0.6972 | 0.8197 | 0.7397 | 0.3803 | 0.4940 | 0.6159 | 0.8967 | 0.7861 | 0.8263 | 0.8352 | 0.8367 | 0.7981 | 0.3657 | 0.0 | 0.7349 | 0.8040 | 0.6079 | 0.7695 | 0.6152 | 0.7048 | 0.5781 | 0.3232 | 0.4266 | 0.4933 | 0.8114 | 0.7068 | 0.7369 | 0.7475 | 0.7395 | 0.7458 | 0.3123 |
0.224 | 4.2 | 2100 | 0.1948 | 0.6021 | 0.7505 | 0.8035 | nan | 0.8737 | 0.8728 | 0.7274 | 0.8104 | 0.6621 | 0.8323 | 0.7839 | 0.3911 | 0.5970 | 0.5556 | 0.9130 | 0.8385 | 0.8260 | 0.8199 | 0.8032 | 0.8605 | 0.5910 | 0.0 | 0.7477 | 0.7968 | 0.6154 | 0.7411 | 0.5771 | 0.7240 | 0.5406 | 0.3181 | 0.4838 | 0.4865 | 0.8125 | 0.7163 | 0.7370 | 0.7422 | 0.7408 | 0.7673 | 0.2905 |
0.0466 | 4.24 | 2120 | 0.2434 | 0.5946 | 0.7268 | 0.7963 | nan | 0.8764 | 0.9095 | 0.6823 | 0.8218 | 0.4696 | 0.7933 | 0.8337 | 0.3116 | 0.5430 | 0.6394 | 0.8914 | 0.8331 | 0.8339 | 0.8381 | 0.8504 | 0.7937 | 0.4342 | 0.0 | 0.7687 | 0.8141 | 0.6015 | 0.7469 | 0.4352 | 0.7082 | 0.4933 | 0.2877 | 0.4605 | 0.5188 | 0.8125 | 0.7242 | 0.7473 | 0.7572 | 0.7617 | 0.7461 | 0.3184 |
0.0539 | 4.28 | 2140 | 0.1896 | 0.6050 | 0.7340 | 0.8169 | nan | 0.8388 | 0.9077 | 0.6648 | 0.8533 | 0.6652 | 0.8309 | 0.7608 | 0.3731 | 0.5600 | 0.6177 | 0.9098 | 0.8182 | 0.8691 | 0.8359 | 0.8473 | 0.8432 | 0.2830 | 0.0 | 0.7588 | 0.8153 | 0.5957 | 0.7674 | 0.5456 | 0.7155 | 0.5559 | 0.2860 | 0.4728 | 0.5089 | 0.8094 | 0.7313 | 0.7640 | 0.7594 | 0.7571 | 0.7767 | 0.2705 |
0.059 | 4.32 | 2160 | 0.1847 | 0.6109 | 0.7484 | 0.8196 | nan | 0.8403 | 0.8857 | 0.7280 | 0.8728 | 0.8208 | 0.8416 | 0.6962 | 0.5104 | 0.5866 | 0.5678 | 0.9112 | 0.8835 | 0.7349 | 0.8507 | 0.8213 | 0.8171 | 0.3544 | 0.0 | 0.7478 | 0.8066 | 0.6136 | 0.7724 | 0.6560 | 0.7165 | 0.5754 | 0.3698 | 0.4771 | 0.4890 | 0.8076 | 0.6971 | 0.6900 | 0.7560 | 0.7475 | 0.7570 | 0.3171 |
0.1197 | 4.36 | 2180 | 0.1876 | 0.6047 | 0.7393 | 0.8149 | nan | 0.8044 | 0.8933 | 0.7389 | 0.8448 | 0.6778 | 0.8412 | 0.7902 | 0.3160 | 0.5677 | 0.6155 | 0.9092 | 0.8380 | 0.8052 | 0.8398 | 0.8433 | 0.8004 | 0.4429 | 0.0 | 0.7342 | 0.8048 | 0.6188 | 0.7600 | 0.6143 | 0.7251 | 0.5925 | 0.2804 | 0.4754 | 0.5111 | 0.7982 | 0.7126 | 0.7249 | 0.7478 | 0.7272 | 0.7579 | 0.2998 |
0.0465 | 4.4 | 2200 | 0.1911 | 0.6054 | 0.7314 | 0.8183 | nan | 0.8259 | 0.8737 | 0.7163 | 0.8957 | 0.6328 | 0.8381 | 0.7482 | 0.3173 | 0.6658 | 0.5310 | 0.9127 | 0.8460 | 0.8064 | 0.8194 | 0.8513 | 0.7996 | 0.3532 | 0.0 | 0.7469 | 0.8076 | 0.6081 | 0.7664 | 0.5869 | 0.7234 | 0.5681 | 0.2813 | 0.5096 | 0.4736 | 0.8098 | 0.7253 | 0.7382 | 0.7474 | 0.7536 | 0.7591 | 0.2918 |
0.0487 | 4.44 | 2220 | 0.1965 | 0.6013 | 0.7315 | 0.8136 | nan | 0.7788 | 0.8986 | 0.7435 | 0.8289 | 0.6291 | 0.8804 | 0.8127 | 0.2571 | 0.6768 | 0.5054 | 0.9008 | 0.8404 | 0.7823 | 0.8593 | 0.8272 | 0.8242 | 0.3893 | 0.0 | 0.7376 | 0.8085 | 0.6166 | 0.7574 | 0.5702 | 0.7369 | 0.5632 | 0.2343 | 0.5060 | 0.4531 | 0.8089 | 0.7150 | 0.7207 | 0.7511 | 0.7581 | 0.7700 | 0.3161 |
0.1179 | 4.48 | 2240 | 0.1887 | 0.5990 | 0.7318 | 0.8132 | nan | 0.8549 | 0.8896 | 0.7258 | 0.8461 | 0.7417 | 0.8238 | 0.7644 | 0.2442 | 0.5182 | 0.6746 | 0.8932 | 0.7816 | 0.8325 | 0.8215 | 0.8220 | 0.8357 | 0.3714 | 0.0 | 0.7284 | 0.8028 | 0.6163 | 0.7562 | 0.6044 | 0.7211 | 0.5610 | 0.2192 | 0.4385 | 0.5071 | 0.8120 | 0.7167 | 0.7340 | 0.7441 | 0.7553 | 0.7684 | 0.2975 |
0.0534 | 4.52 | 2260 | 0.2019 | 0.5961 | 0.7289 | 0.7971 | nan | 0.7750 | 0.8870 | 0.6503 | 0.8138 | 0.6035 | 0.7839 | 0.8024 | 0.3672 | 0.6275 | 0.5181 | 0.9029 | 0.8397 | 0.8378 | 0.8522 | 0.8529 | 0.8193 | 0.4577 | 0.0 | 0.7304 | 0.8049 | 0.5836 | 0.7364 | 0.4990 | 0.6986 | 0.5223 | 0.3085 | 0.4876 | 0.4604 | 0.8131 | 0.7311 | 0.7468 | 0.7495 | 0.7642 | 0.7595 | 0.3334 |
0.0893 | 4.56 | 2280 | 0.2143 | 0.5987 | 0.7251 | 0.7975 | nan | 0.7382 | 0.8807 | 0.7100 | 0.8223 | 0.5582 | 0.8206 | 0.8070 | 0.4127 | 0.5589 | 0.5561 | 0.9109 | 0.8181 | 0.8803 | 0.8305 | 0.8518 | 0.7708 | 0.4003 | 0.0 | 0.6998 | 0.7978 | 0.6118 | 0.7331 | 0.5165 | 0.7194 | 0.5223 | 0.3504 | 0.4649 | 0.4763 | 0.8118 | 0.7273 | 0.7508 | 0.7484 | 0.7669 | 0.7286 | 0.3511 |
0.0443 | 4.6 | 2300 | 0.2107 | 0.6088 | 0.7451 | 0.8079 | nan | 0.8517 | 0.9117 | 0.7681 | 0.7944 | 0.6344 | 0.8661 | 0.8579 | 0.4570 | 0.6486 | 0.5666 | 0.8783 | 0.7970 | 0.7842 | 0.8453 | 0.8396 | 0.8066 | 0.3593 | 0.0 | 0.7495 | 0.8123 | 0.6290 | 0.7319 | 0.5771 | 0.7430 | 0.5452 | 0.3799 | 0.5021 | 0.4816 | 0.8129 | 0.6993 | 0.7201 | 0.7506 | 0.7543 | 0.7490 | 0.3210 |
0.0433 | 4.64 | 2320 | 0.1912 | 0.6129 | 0.7392 | 0.8284 | nan | 0.7361 | 0.8932 | 0.6950 | 0.8864 | 0.7410 | 0.8718 | 0.7345 | 0.3977 | 0.5824 | 0.6076 | 0.9056 | 0.8344 | 0.8280 | 0.8070 | 0.8582 | 0.8404 | 0.3467 | 0.0 | 0.6949 | 0.8102 | 0.6119 | 0.7813 | 0.6735 | 0.7293 | 0.6042 | 0.3380 | 0.4804 | 0.4994 | 0.8156 | 0.7139 | 0.7324 | 0.7331 | 0.7432 | 0.7583 | 0.3130 |
0.0651 | 4.68 | 2340 | 0.1955 | 0.5984 | 0.7331 | 0.8145 | nan | 0.7781 | 0.8997 | 0.6854 | 0.8605 | 0.7560 | 0.8705 | 0.7164 | 0.3448 | 0.4754 | 0.6191 | 0.9088 | 0.8595 | 0.7697 | 0.8969 | 0.7732 | 0.7595 | 0.4887 | 0.0 | 0.7105 | 0.8075 | 0.6069 | 0.7669 | 0.6593 | 0.7214 | 0.5752 | 0.3071 | 0.4179 | 0.4920 | 0.8140 | 0.6969 | 0.6987 | 0.7080 | 0.7072 | 0.7070 | 0.3752 |
0.047 | 4.72 | 2360 | 0.1974 | 0.6030 | 0.7384 | 0.8122 | nan | 0.8279 | 0.8898 | 0.7517 | 0.8304 | 0.7763 | 0.8685 | 0.7752 | 0.3255 | 0.6484 | 0.5347 | 0.9093 | 0.8206 | 0.7810 | 0.7968 | 0.7843 | 0.7683 | 0.4647 | 0.0 | 0.7301 | 0.8074 | 0.6251 | 0.7479 | 0.6533 | 0.7407 | 0.5601 | 0.2951 | 0.4976 | 0.4673 | 0.8199 | 0.6923 | 0.7070 | 0.6976 | 0.7268 | 0.7155 | 0.3707 |
0.0631 | 4.76 | 2380 | 0.1954 | 0.5960 | 0.7307 | 0.8121 | nan | 0.8168 | 0.8874 | 0.7811 | 0.8587 | 0.6200 | 0.8873 | 0.7910 | 0.3364 | 0.5003 | 0.5346 | 0.8992 | 0.7987 | 0.8182 | 0.8688 | 0.7974 | 0.7612 | 0.4653 | 0.0 | 0.7194 | 0.8007 | 0.6240 | 0.7744 | 0.5822 | 0.7310 | 0.5696 | 0.3095 | 0.4293 | 0.4671 | 0.8212 | 0.6866 | 0.7134 | 0.7140 | 0.7220 | 0.7142 | 0.3493 |
0.1457 | 4.8 | 2400 | 0.1905 | 0.6017 | 0.7349 | 0.8122 | nan | 0.8354 | 0.8926 | 0.6969 | 0.8269 | 0.7461 | 0.8505 | 0.8060 | 0.2994 | 0.5935 | 0.6066 | 0.9038 | 0.7462 | 0.7689 | 0.8211 | 0.8379 | 0.8154 | 0.4459 | 0.0 | 0.7296 | 0.8007 | 0.6096 | 0.7530 | 0.6517 | 0.7186 | 0.5810 | 0.2758 | 0.4734 | 0.4956 | 0.8201 | 0.6783 | 0.6944 | 0.7232 | 0.7516 | 0.7421 | 0.3313 |
0.096 | 4.84 | 2420 | 0.1839 | 0.6017 | 0.7401 | 0.8149 | nan | 0.7803 | 0.9063 | 0.6768 | 0.8360 | 0.7918 | 0.8266 | 0.7649 | 0.3966 | 0.4742 | 0.5942 | 0.9145 | 0.8588 | 0.7922 | 0.8473 | 0.8116 | 0.8137 | 0.4953 | 0.0 | 0.7268 | 0.8094 | 0.6010 | 0.7528 | 0.6775 | 0.7149 | 0.5818 | 0.3183 | 0.4211 | 0.4933 | 0.8070 | 0.7010 | 0.7037 | 0.7242 | 0.7304 | 0.7427 | 0.3250 |
0.1249 | 4.88 | 2440 | 0.1843 | 0.6077 | 0.7428 | 0.8183 | nan | 0.7991 | 0.8892 | 0.7353 | 0.8558 | 0.7765 | 0.8298 | 0.7553 | 0.3874 | 0.6074 | 0.5186 | 0.8991 | 0.8337 | 0.8211 | 0.8479 | 0.8120 | 0.8344 | 0.4250 | 0.0 | 0.7245 | 0.8070 | 0.6209 | 0.7615 | 0.6935 | 0.7093 | 0.5903 | 0.3295 | 0.4814 | 0.4554 | 0.8175 | 0.7059 | 0.7231 | 0.7149 | 0.7316 | 0.7606 | 0.3115 |
0.0401 | 4.92 | 2460 | 0.1957 | 0.5969 | 0.7328 | 0.8131 | nan | 0.8428 | 0.8672 | 0.7114 | 0.8465 | 0.7447 | 0.8701 | 0.7830 | 0.3845 | 0.4677 | 0.5891 | 0.9165 | 0.8389 | 0.7478 | 0.8294 | 0.8362 | 0.7763 | 0.4048 | 0.0 | 0.7000 | 0.7963 | 0.6113 | 0.7632 | 0.6725 | 0.7203 | 0.5890 | 0.3243 | 0.4029 | 0.4698 | 0.8106 | 0.6811 | 0.6832 | 0.7295 | 0.7424 | 0.7313 | 0.3166 |
0.0957 | 4.96 | 2480 | 0.1954 | 0.5970 | 0.7327 | 0.8071 | nan | 0.7625 | 0.9070 | 0.7343 | 0.8071 | 0.7656 | 0.8036 | 0.8320 | 0.3442 | 0.6363 | 0.5262 | 0.8882 | 0.8642 | 0.7561 | 0.8266 | 0.8168 | 0.7836 | 0.4017 | 0.0 | 0.7029 | 0.8052 | 0.6222 | 0.7440 | 0.6464 | 0.7212 | 0.5705 | 0.2782 | 0.4840 | 0.4610 | 0.8116 | 0.6883 | 0.6958 | 0.7341 | 0.7438 | 0.7305 | 0.3055 |
0.0839 | 5.0 | 2500 | 0.1927 | 0.5988 | 0.7278 | 0.8200 | nan | 0.8173 | 0.8802 | 0.6631 | 0.8705 | 0.7154 | 0.8477 | 0.7848 | 0.3481 | 0.5379 | 0.5904 | 0.9287 | 0.8472 | 0.7912 | 0.8622 | 0.7959 | 0.7803 | 0.3110 | 0.0 | 0.7022 | 0.7997 | 0.5917 | 0.7852 | 0.6572 | 0.7213 | 0.6105 | 0.3032 | 0.4454 | 0.4850 | 0.8044 | 0.6982 | 0.7167 | 0.7343 | 0.7337 | 0.7242 | 0.2656 |
0.0441 | 5.04 | 2520 | 0.1921 | 0.6079 | 0.7363 | 0.8239 | nan | 0.7877 | 0.9069 | 0.6990 | 0.8730 | 0.6964 | 0.8387 | 0.7980 | 0.3814 | 0.5382 | 0.6421 | 0.8931 | 0.7990 | 0.8441 | 0.8362 | 0.7911 | 0.8295 | 0.3623 | 0.0 | 0.7204 | 0.8072 | 0.6099 | 0.7831 | 0.6568 | 0.7206 | 0.6074 | 0.3140 | 0.4512 | 0.5082 | 0.8085 | 0.7050 | 0.7430 | 0.7261 | 0.7320 | 0.7559 | 0.2924 |
0.0679 | 5.08 | 2540 | 0.1925 | 0.6096 | 0.7439 | 0.8232 | nan | 0.8173 | 0.8865 | 0.7275 | 0.8745 | 0.7319 | 0.8373 | 0.7785 | 0.4078 | 0.6311 | 0.5003 | 0.9109 | 0.8146 | 0.8512 | 0.8179 | 0.8481 | 0.7909 | 0.4206 | 0.0 | 0.7017 | 0.7981 | 0.6187 | 0.7817 | 0.6650 | 0.7292 | 0.6078 | 0.3298 | 0.4797 | 0.4434 | 0.8036 | 0.7140 | 0.7518 | 0.7390 | 0.7513 | 0.7401 | 0.3181 |
0.0762 | 5.12 | 2560 | 0.1966 | 0.5916 | 0.7179 | 0.8151 | nan | 0.8240 | 0.8840 | 0.7232 | 0.8917 | 0.7024 | 0.8440 | 0.7422 | 0.2452 | 0.5112 | 0.5410 | 0.8962 | 0.8666 | 0.7568 | 0.8129 | 0.7840 | 0.8040 | 0.3755 | 0.0 | 0.7137 | 0.8025 | 0.6176 | 0.7807 | 0.6263 | 0.7113 | 0.5895 | 0.2326 | 0.4191 | 0.4490 | 0.8085 | 0.6947 | 0.6996 | 0.7263 | 0.7315 | 0.7389 | 0.3072 |
0.0812 | 5.16 | 2580 | 0.2026 | 0.6001 | 0.7320 | 0.8174 | nan | 0.8212 | 0.8860 | 0.7650 | 0.8756 | 0.6950 | 0.8321 | 0.7693 | 0.2653 | 0.5681 | 0.6025 | 0.8839 | 0.7922 | 0.8607 | 0.8671 | 0.8006 | 0.7756 | 0.3841 | 0.0 | 0.7167 | 0.8025 | 0.6292 | 0.7705 | 0.6289 | 0.7126 | 0.5880 | 0.2479 | 0.4657 | 0.4925 | 0.8058 | 0.7027 | 0.7396 | 0.7394 | 0.7389 | 0.7249 | 0.2954 |
0.0444 | 5.2 | 2600 | 0.1922 | 0.6073 | 0.7353 | 0.8240 | nan | 0.8309 | 0.8819 | 0.7276 | 0.8846 | 0.7038 | 0.8672 | 0.7492 | 0.3170 | 0.5291 | 0.6013 | 0.9216 | 0.7891 | 0.8462 | 0.8551 | 0.8235 | 0.8115 | 0.3607 | 0.0 | 0.7482 | 0.8089 | 0.6214 | 0.7816 | 0.6365 | 0.7228 | 0.5935 | 0.2867 | 0.4451 | 0.4850 | 0.8089 | 0.7069 | 0.7373 | 0.7486 | 0.7520 | 0.7531 | 0.2952 |
0.0723 | 5.24 | 2620 | 0.1927 | 0.6121 | 0.7415 | 0.8252 | nan | 0.8155 | 0.9101 | 0.7610 | 0.8830 | 0.7283 | 0.8631 | 0.7346 | 0.3833 | 0.5606 | 0.6069 | 0.8925 | 0.8546 | 0.7885 | 0.8422 | 0.8172 | 0.8209 | 0.3426 | 0.0 | 0.7512 | 0.8134 | 0.6279 | 0.7795 | 0.6473 | 0.7385 | 0.5807 | 0.3154 | 0.4708 | 0.5069 | 0.8119 | 0.7036 | 0.7149 | 0.7469 | 0.7491 | 0.7647 | 0.2952 |
0.038 | 5.28 | 2640 | 0.2019 | 0.6074 | 0.7386 | 0.8191 | nan | 0.8442 | 0.8776 | 0.6959 | 0.8620 | 0.6979 | 0.8641 | 0.7660 | 0.3409 | 0.5926 | 0.5682 | 0.9181 | 0.8056 | 0.8347 | 0.8304 | 0.8502 | 0.7998 | 0.4073 | 0.0 | 0.7348 | 0.8067 | 0.6034 | 0.7649 | 0.6384 | 0.7362 | 0.5644 | 0.2843 | 0.4902 | 0.4999 | 0.8107 | 0.7004 | 0.7260 | 0.7447 | 0.7476 | 0.7535 | 0.3277 |
0.0545 | 5.32 | 2660 | 0.2016 | 0.6004 | 0.7302 | 0.8180 | nan | 0.8631 | 0.8974 | 0.7166 | 0.8660 | 0.7245 | 0.8718 | 0.7548 | 0.2667 | 0.5677 | 0.6003 | 0.8980 | 0.8759 | 0.6811 | 0.8429 | 0.8213 | 0.8017 | 0.3629 | 0.0 | 0.7388 | 0.8079 | 0.6163 | 0.7700 | 0.6512 | 0.7397 | 0.5754 | 0.2448 | 0.4684 | 0.5051 | 0.8088 | 0.6704 | 0.6398 | 0.7464 | 0.7525 | 0.7572 | 0.3150 |
0.0644 | 5.36 | 2680 | 0.1983 | 0.6148 | 0.7467 | 0.8243 | nan | 0.8191 | 0.9042 | 0.7854 | 0.8634 | 0.7273 | 0.8680 | 0.7522 | 0.3414 | 0.5216 | 0.6624 | 0.9161 | 0.8504 | 0.7786 | 0.8585 | 0.8159 | 0.8329 | 0.3973 | 0.0 | 0.7561 | 0.8158 | 0.6249 | 0.7688 | 0.6561 | 0.7506 | 0.5695 | 0.3067 | 0.4492 | 0.5257 | 0.8140 | 0.7002 | 0.7042 | 0.7520 | 0.7539 | 0.7789 | 0.3397 |
0.0814 | 5.4 | 2700 | 0.2007 | 0.6073 | 0.7347 | 0.8188 | nan | 0.8194 | 0.8470 | 0.7055 | 0.8634 | 0.7134 | 0.8847 | 0.7546 | 0.3835 | 0.5528 | 0.6093 | 0.9166 | 0.8344 | 0.8307 | 0.8395 | 0.8268 | 0.8139 | 0.2941 | 0.0 | 0.7186 | 0.7897 | 0.6077 | 0.7645 | 0.6524 | 0.7458 | 0.5671 | 0.3165 | 0.4585 | 0.4999 | 0.8149 | 0.7195 | 0.7399 | 0.7455 | 0.7569 | 0.7621 | 0.2722 |
0.0437 | 5.44 | 2720 | 0.1966 | 0.5950 | 0.7244 | 0.8125 | nan | 0.8239 | 0.9001 | 0.7067 | 0.8549 | 0.6844 | 0.8617 | 0.7482 | 0.3604 | 0.3834 | 0.7186 | 0.8956 | 0.7357 | 0.8750 | 0.8170 | 0.8544 | 0.8115 | 0.2840 | 0.0 | 0.7154 | 0.8097 | 0.6147 | 0.7641 | 0.6176 | 0.7480 | 0.5478 | 0.3101 | 0.3551 | 0.5117 | 0.8145 | 0.6718 | 0.7199 | 0.7336 | 0.7494 | 0.7618 | 0.2643 |
0.0536 | 5.48 | 2740 | 0.2150 | 0.5843 | 0.7165 | 0.7959 | nan | 0.7963 | 0.8867 | 0.7123 | 0.8105 | 0.5821 | 0.8255 | 0.8201 | 0.1755 | 0.6811 | 0.4980 | 0.9111 | 0.8575 | 0.7585 | 0.8623 | 0.7805 | 0.7913 | 0.4308 | 0.0 | 0.7054 | 0.8026 | 0.6155 | 0.7356 | 0.5335 | 0.7356 | 0.5247 | 0.1583 | 0.5013 | 0.4513 | 0.8245 | 0.6981 | 0.7006 | 0.7356 | 0.7260 | 0.7410 | 0.3277 |
0.0715 | 5.52 | 2760 | 0.2088 | 0.6012 | 0.7312 | 0.8127 | nan | 0.8138 | 0.9035 | 0.7080 | 0.8064 | 0.6314 | 0.8808 | 0.8267 | 0.2183 | 0.5328 | 0.6335 | 0.9009 | 0.8449 | 0.8147 | 0.8598 | 0.8543 | 0.8246 | 0.3757 | 0.0 | 0.7301 | 0.8171 | 0.6143 | 0.7385 | 0.6004 | 0.7536 | 0.5403 | 0.2052 | 0.4497 | 0.5130 | 0.8184 | 0.7211 | 0.7285 | 0.7539 | 0.7559 | 0.7625 | 0.3198 |
0.091 | 5.56 | 2780 | 0.2041 | 0.6034 | 0.7423 | 0.8110 | nan | 0.8689 | 0.8771 | 0.7109 | 0.8244 | 0.6929 | 0.8958 | 0.7644 | 0.3538 | 0.5529 | 0.6557 | 0.9130 | 0.7627 | 0.8228 | 0.8463 | 0.8492 | 0.7885 | 0.4405 | 0.0 | 0.7032 | 0.8010 | 0.6166 | 0.7454 | 0.6173 | 0.7461 | 0.5405 | 0.2925 | 0.4647 | 0.5157 | 0.8187 | 0.6948 | 0.7173 | 0.7534 | 0.7638 | 0.7432 | 0.3271 |
0.0393 | 5.6 | 2800 | 0.2226 | 0.6045 | 0.7396 | 0.8036 | nan | 0.8102 | 0.8913 | 0.7321 | 0.7656 | 0.6763 | 0.8691 | 0.8480 | 0.2555 | 0.6074 | 0.6081 | 0.9126 | 0.8450 | 0.8172 | 0.8242 | 0.8333 | 0.7906 | 0.4864 | 0.0 | 0.7332 | 0.8077 | 0.6235 | 0.7098 | 0.6315 | 0.7585 | 0.5299 | 0.2295 | 0.4953 | 0.5149 | 0.8173 | 0.7228 | 0.7343 | 0.7428 | 0.7567 | 0.7462 | 0.3268 |
0.0414 | 5.64 | 2820 | 0.2097 | 0.6077 | 0.7418 | 0.8162 | nan | 0.8296 | 0.8941 | 0.7577 | 0.8453 | 0.6405 | 0.8695 | 0.7839 | 0.2478 | 0.5981 | 0.6425 | 0.9007 | 0.8282 | 0.8185 | 0.8512 | 0.8185 | 0.8026 | 0.4819 | 0.0 | 0.7503 | 0.8152 | 0.6313 | 0.7578 | 0.6115 | 0.7246 | 0.5618 | 0.2221 | 0.4853 | 0.5175 | 0.8186 | 0.7245 | 0.7450 | 0.7400 | 0.7506 | 0.7550 | 0.3278 |
0.1061 | 5.68 | 2840 | 0.2079 | 0.6085 | 0.7396 | 0.8139 | nan | 0.8036 | 0.8906 | 0.7229 | 0.8454 | 0.6381 | 0.8610 | 0.7658 | 0.3532 | 0.5529 | 0.6432 | 0.9175 | 0.8227 | 0.8296 | 0.8678 | 0.8142 | 0.8296 | 0.4152 | 0.0 | 0.7403 | 0.8125 | 0.6203 | 0.7558 | 0.6054 | 0.7119 | 0.5590 | 0.2992 | 0.4675 | 0.5195 | 0.8170 | 0.7175 | 0.7413 | 0.7384 | 0.7399 | 0.7671 | 0.3402 |
0.044 | 5.72 | 2860 | 0.2129 | 0.5955 | 0.7281 | 0.8073 | nan | 0.8760 | 0.8817 | 0.7239 | 0.8369 | 0.6680 | 0.8184 | 0.7773 | 0.1578 | 0.5715 | 0.6299 | 0.8995 | 0.8182 | 0.8421 | 0.8418 | 0.8206 | 0.7976 | 0.4171 | 0.0 | 0.7150 | 0.8070 | 0.6213 | 0.7422 | 0.5868 | 0.7250 | 0.5270 | 0.1529 | 0.4774 | 0.5211 | 0.8188 | 0.7080 | 0.7371 | 0.7410 | 0.7502 | 0.7567 | 0.3316 |
0.0832 | 5.76 | 2880 | 0.2060 | 0.6030 | 0.7359 | 0.8107 | nan | 0.8445 | 0.8972 | 0.7264 | 0.8434 | 0.6797 | 0.8604 | 0.7604 | 0.3486 | 0.6110 | 0.5234 | 0.9062 | 0.8506 | 0.7577 | 0.8396 | 0.7971 | 0.8256 | 0.4393 | 0.0 | 0.7388 | 0.8133 | 0.6226 | 0.7478 | 0.6102 | 0.7332 | 0.5351 | 0.2822 | 0.4757 | 0.4633 | 0.8212 | 0.7096 | 0.7075 | 0.7428 | 0.7475 | 0.7665 | 0.3362 |
0.0458 | 5.8 | 2900 | 0.2080 | 0.6049 | 0.7418 | 0.8100 | nan | 0.8212 | 0.8851 | 0.7796 | 0.8234 | 0.6697 | 0.8497 | 0.7741 | 0.3276 | 0.5372 | 0.6118 | 0.9123 | 0.8514 | 0.8086 | 0.8501 | 0.8600 | 0.8373 | 0.4115 | 0.0 | 0.7295 | 0.8059 | 0.6272 | 0.7408 | 0.6093 | 0.7425 | 0.5317 | 0.2670 | 0.4552 | 0.5113 | 0.8183 | 0.7212 | 0.7323 | 0.7519 | 0.7597 | 0.7728 | 0.3115 |
0.0429 | 5.84 | 2920 | 0.2081 | 0.6025 | 0.7436 | 0.8059 | nan | 0.8457 | 0.8600 | 0.7882 | 0.8348 | 0.7078 | 0.8311 | 0.7521 | 0.3579 | 0.6167 | 0.6247 | 0.9036 | 0.8151 | 0.8271 | 0.8229 | 0.8037 | 0.8150 | 0.4357 | 0.0 | 0.6773 | 0.7914 | 0.6201 | 0.7399 | 0.6141 | 0.7345 | 0.5253 | 0.2743 | 0.4960 | 0.5209 | 0.8174 | 0.7162 | 0.7385 | 0.7401 | 0.7466 | 0.7628 | 0.3298 |
0.054 | 5.88 | 2940 | 0.2204 | 0.5966 | 0.7370 | 0.8051 | nan | 0.7878 | 0.8990 | 0.6791 | 0.8110 | 0.6541 | 0.8227 | 0.7956 | 0.3752 | 0.5920 | 0.5842 | 0.9142 | 0.8651 | 0.7815 | 0.8965 | 0.8251 | 0.8181 | 0.4275 | 0.0 | 0.7110 | 0.8108 | 0.5928 | 0.7351 | 0.5910 | 0.7252 | 0.5343 | 0.2705 | 0.4730 | 0.4895 | 0.8139 | 0.7148 | 0.7219 | 0.7288 | 0.7308 | 0.7629 | 0.3323 |
0.0526 | 5.92 | 2960 | 0.2271 | 0.5921 | 0.7137 | 0.8074 | nan | 0.7305 | 0.8986 | 0.6791 | 0.8207 | 0.6357 | 0.8230 | 0.8263 | 0.1921 | 0.5933 | 0.5993 | 0.9000 | 0.7991 | 0.8748 | 0.8311 | 0.8310 | 0.8173 | 0.2809 | 0.0 | 0.7011 | 0.8120 | 0.5975 | 0.7376 | 0.5800 | 0.7360 | 0.5299 | 0.1707 | 0.4862 | 0.5073 | 0.8141 | 0.7211 | 0.7529 | 0.7340 | 0.7601 | 0.7582 | 0.2582 |
0.0787 | 5.96 | 2980 | 0.1975 | 0.6112 | 0.7550 | 0.8154 | nan | 0.8712 | 0.8549 | 0.7621 | 0.8253 | 0.7788 | 0.8781 | 0.7424 | 0.3999 | 0.5312 | 0.6642 | 0.8947 | 0.8300 | 0.8439 | 0.8626 | 0.8529 | 0.8194 | 0.4234 | 0.0 | 0.7091 | 0.7942 | 0.6226 | 0.7461 | 0.6634 | 0.7555 | 0.5392 | 0.2870 | 0.4502 | 0.5253 | 0.8142 | 0.7330 | 0.7496 | 0.7555 | 0.7663 | 0.7618 | 0.3277 |
0.077 | 6.0 | 3000 | 0.1916 | 0.6131 | 0.7349 | 0.8314 | nan | 0.7940 | 0.9065 | 0.6260 | 0.9004 | 0.8101 | 0.8706 | 0.6719 | 0.3622 | 0.5013 | 0.6468 | 0.9126 | 0.8364 | 0.8394 | 0.8486 | 0.8284 | 0.8337 | 0.3050 | 0.0 | 0.7254 | 0.8176 | 0.5706 | 0.7962 | 0.6645 | 0.7580 | 0.5719 | 0.3001 | 0.4435 | 0.5239 | 0.8170 | 0.7344 | 0.7520 | 0.7461 | 0.7545 | 0.7748 | 0.2853 |
0.0346 | 6.04 | 3020 | 0.2012 | 0.6083 | 0.7380 | 0.8188 | nan | 0.7745 | 0.9022 | 0.7231 | 0.8575 | 0.8261 | 0.8445 | 0.6999 | 0.3096 | 0.6325 | 0.5564 | 0.9167 | 0.8575 | 0.7878 | 0.8419 | 0.8112 | 0.8105 | 0.3936 | 0.0 | 0.7344 | 0.8100 | 0.6167 | 0.7698 | 0.6416 | 0.7527 | 0.5464 | 0.2616 | 0.5020 | 0.4926 | 0.8105 | 0.7176 | 0.7237 | 0.7446 | 0.7461 | 0.7632 | 0.3165 |
0.1209 | 6.08 | 3040 | 0.1980 | 0.6079 | 0.7360 | 0.8205 | nan | 0.7869 | 0.9241 | 0.7542 | 0.8579 | 0.8112 | 0.8485 | 0.7041 | 0.2721 | 0.5967 | 0.5987 | 0.8841 | 0.8261 | 0.8375 | 0.7873 | 0.8708 | 0.8015 | 0.3504 | 0.0 | 0.7410 | 0.8122 | 0.6182 | 0.7677 | 0.6410 | 0.7500 | 0.5438 | 0.2397 | 0.4894 | 0.5063 | 0.8078 | 0.7253 | 0.7425 | 0.7332 | 0.7581 | 0.7582 | 0.3084 |
0.0416 | 6.12 | 3060 | 0.1973 | 0.6151 | 0.7489 | 0.8206 | nan | 0.8262 | 0.8939 | 0.7506 | 0.8571 | 0.8057 | 0.8401 | 0.7037 | 0.3972 | 0.5672 | 0.6363 | 0.9234 | 0.8370 | 0.8145 | 0.8586 | 0.8284 | 0.8339 | 0.3578 | 0.0 | 0.7489 | 0.8125 | 0.6259 | 0.7666 | 0.6410 | 0.7477 | 0.5412 | 0.3161 | 0.4825 | 0.5207 | 0.8096 | 0.7224 | 0.7329 | 0.7565 | 0.7594 | 0.7769 | 0.3103 |
0.0439 | 6.16 | 3080 | 0.1961 | 0.6118 | 0.7440 | 0.8172 | nan | 0.7941 | 0.9156 | 0.7294 | 0.8416 | 0.8139 | 0.8435 | 0.7159 | 0.4061 | 0.5151 | 0.6792 | 0.8770 | 0.8128 | 0.8503 | 0.8483 | 0.8207 | 0.8163 | 0.3677 | 0.0 | 0.7441 | 0.8094 | 0.6217 | 0.7562 | 0.6516 | 0.7470 | 0.5382 | 0.3008 | 0.4542 | 0.5300 | 0.8056 | 0.7234 | 0.7458 | 0.7501 | 0.7595 | 0.7641 | 0.3111 |
0.0467 | 6.2 | 3100 | 0.1993 | 0.6138 | 0.7460 | 0.8209 | nan | 0.8212 | 0.8919 | 0.6869 | 0.8580 | 0.8067 | 0.8439 | 0.7093 | 0.4469 | 0.6316 | 0.5251 | 0.9193 | 0.8579 | 0.8226 | 0.8563 | 0.8425 | 0.8178 | 0.3439 | 0.0 | 0.7509 | 0.8102 | 0.6060 | 0.7639 | 0.6560 | 0.7453 | 0.5469 | 0.3408 | 0.4853 | 0.4688 | 0.8130 | 0.7281 | 0.7425 | 0.7528 | 0.7666 | 0.7698 | 0.3011 |
0.0639 | 6.24 | 3120 | 0.1939 | 0.6192 | 0.7579 | 0.8265 | nan | 0.8742 | 0.8965 | 0.7917 | 0.8737 | 0.8232 | 0.8609 | 0.6932 | 0.4729 | 0.6036 | 0.5774 | 0.8927 | 0.8442 | 0.8251 | 0.8449 | 0.8313 | 0.8289 | 0.3502 | 0.0 | 0.7351 | 0.8098 | 0.6319 | 0.7757 | 0.6619 | 0.7524 | 0.5602 | 0.3486 | 0.4854 | 0.4994 | 0.8139 | 0.7307 | 0.7493 | 0.7511 | 0.7647 | 0.7767 | 0.2985 |
0.051 | 6.28 | 3140 | 0.1950 | 0.6220 | 0.7483 | 0.8331 | nan | 0.7659 | 0.9159 | 0.7107 | 0.8991 | 0.8370 | 0.8677 | 0.6572 | 0.4390 | 0.5374 | 0.6454 | 0.9061 | 0.8271 | 0.8608 | 0.8353 | 0.8573 | 0.8176 | 0.3415 | 0.0 | 0.7207 | 0.8189 | 0.6197 | 0.7846 | 0.6857 | 0.7521 | 0.5636 | 0.3327 | 0.4680 | 0.5305 | 0.8165 | 0.7409 | 0.7586 | 0.7565 | 0.7750 | 0.7733 | 0.2979 |
0.0594 | 6.32 | 3160 | 0.1999 | 0.6118 | 0.7459 | 0.8225 | nan | 0.8510 | 0.9022 | 0.7170 | 0.8657 | 0.8162 | 0.8436 | 0.7059 | 0.3287 | 0.6434 | 0.5611 | 0.9120 | 0.8567 | 0.7685 | 0.8446 | 0.8253 | 0.8281 | 0.4108 | 0.0 | 0.7467 | 0.8156 | 0.6191 | 0.7684 | 0.6833 | 0.7346 | 0.5523 | 0.2637 | 0.4770 | 0.4749 | 0.8154 | 0.7191 | 0.7192 | 0.7495 | 0.7587 | 0.7786 | 0.3354 |
0.0409 | 6.36 | 3180 | 0.1963 | 0.6192 | 0.7575 | 0.8254 | nan | 0.8534 | 0.8970 | 0.7831 | 0.8714 | 0.8042 | 0.8622 | 0.6865 | 0.3991 | 0.5463 | 0.6052 | 0.8979 | 0.8318 | 0.8446 | 0.8594 | 0.8434 | 0.8354 | 0.4559 | 0.0 | 0.7419 | 0.8124 | 0.6315 | 0.7739 | 0.6809 | 0.7405 | 0.5644 | 0.3053 | 0.4624 | 0.5117 | 0.8150 | 0.7316 | 0.7465 | 0.7526 | 0.7583 | 0.7718 | 0.3453 |
0.0484 | 6.4 | 3200 | 0.1987 | 0.6111 | 0.7424 | 0.8209 | nan | 0.8281 | 0.9024 | 0.6257 | 0.8620 | 0.7811 | 0.8600 | 0.7204 | 0.3944 | 0.6037 | 0.5542 | 0.9109 | 0.8334 | 0.7980 | 0.8483 | 0.8021 | 0.8282 | 0.4678 | 0.0 | 0.7514 | 0.8125 | 0.5716 | 0.7692 | 0.6594 | 0.7495 | 0.5607 | 0.3106 | 0.4874 | 0.4876 | 0.8123 | 0.7212 | 0.7319 | 0.7363 | 0.7409 | 0.7658 | 0.3315 |
0.0487 | 6.44 | 3220 | 0.2036 | 0.6149 | 0.7462 | 0.8220 | nan | 0.8514 | 0.8878 | 0.6876 | 0.8779 | 0.7743 | 0.8645 | 0.7127 | 0.4503 | 0.6008 | 0.6170 | 0.8930 | 0.8475 | 0.7827 | 0.8425 | 0.7648 | 0.8298 | 0.4014 | 0.0 | 0.7369 | 0.8084 | 0.6070 | 0.7732 | 0.6437 | 0.7516 | 0.5569 | 0.3440 | 0.4941 | 0.5205 | 0.8114 | 0.7216 | 0.7223 | 0.7360 | 0.7266 | 0.7781 | 0.3354 |
0.0718 | 6.48 | 3240 | 0.2046 | 0.6133 | 0.7454 | 0.8194 | nan | 0.8476 | 0.8742 | 0.7364 | 0.8526 | 0.7709 | 0.8615 | 0.7423 | 0.3505 | 0.5951 | 0.6241 | 0.9139 | 0.8710 | 0.7696 | 0.8505 | 0.8137 | 0.8146 | 0.3840 | 0.0 | 0.7315 | 0.8026 | 0.6207 | 0.7617 | 0.6362 | 0.7511 | 0.5496 | 0.2920 | 0.4927 | 0.5264 | 0.8121 | 0.7279 | 0.7215 | 0.7561 | 0.7537 | 0.7749 | 0.3295 |
0.0666 | 6.52 | 3260 | 0.2018 | 0.6103 | 0.7363 | 0.8237 | nan | 0.8582 | 0.8781 | 0.6627 | 0.8734 | 0.7564 | 0.8542 | 0.7235 | 0.2790 | 0.5671 | 0.6371 | 0.9218 | 0.8576 | 0.8130 | 0.8377 | 0.8483 | 0.8246 | 0.3251 | 0.0 | 0.7225 | 0.8045 | 0.5912 | 0.7707 | 0.6436 | 0.7516 | 0.5589 | 0.2490 | 0.4777 | 0.5257 | 0.8117 | 0.7423 | 0.7456 | 0.7587 | 0.7612 | 0.7767 | 0.2931 |
0.055 | 6.56 | 3280 | 0.1966 | 0.6189 | 0.7470 | 0.8300 | nan | 0.8568 | 0.8922 | 0.7653 | 0.8824 | 0.7941 | 0.8632 | 0.7250 | 0.2978 | 0.5364 | 0.6410 | 0.9050 | 0.8366 | 0.8240 | 0.8570 | 0.8350 | 0.8158 | 0.3706 | 0.0 | 0.7414 | 0.8117 | 0.6337 | 0.7806 | 0.6754 | 0.7565 | 0.5760 | 0.2545 | 0.4678 | 0.5268 | 0.8145 | 0.7382 | 0.7441 | 0.7636 | 0.7652 | 0.7718 | 0.3177 |
0.0586 | 6.6 | 3300 | 0.1984 | 0.6196 | 0.7496 | 0.8243 | nan | 0.8386 | 0.8967 | 0.7340 | 0.8547 | 0.7187 | 0.8721 | 0.7726 | 0.3753 | 0.5738 | 0.6503 | 0.8946 | 0.8357 | 0.8508 | 0.8480 | 0.8219 | 0.8012 | 0.4052 | 0.0 | 0.7402 | 0.8120 | 0.6273 | 0.7598 | 0.6449 | 0.7617 | 0.5580 | 0.3214 | 0.4871 | 0.5336 | 0.8142 | 0.7362 | 0.7574 | 0.7550 | 0.7624 | 0.7641 | 0.3178 |
0.054 | 6.64 | 3320 | 0.1945 | 0.6176 | 0.7460 | 0.8294 | nan | 0.8253 | 0.8945 | 0.7383 | 0.8571 | 0.7803 | 0.8766 | 0.7617 | 0.3174 | 0.5509 | 0.6698 | 0.9057 | 0.8345 | 0.8537 | 0.8654 | 0.8013 | 0.8261 | 0.3228 | 0.0 | 0.7363 | 0.8137 | 0.6226 | 0.7705 | 0.6833 | 0.7702 | 0.5751 | 0.2722 | 0.4787 | 0.5382 | 0.8145 | 0.7380 | 0.7596 | 0.7456 | 0.7416 | 0.7759 | 0.2810 |
0.0918 | 6.68 | 3340 | 0.1977 | 0.6178 | 0.7486 | 0.8289 | nan | 0.8353 | 0.8952 | 0.7535 | 0.8468 | 0.7779 | 0.8714 | 0.7888 | 0.2920 | 0.6281 | 0.6273 | 0.9077 | 0.8633 | 0.8127 | 0.8589 | 0.7952 | 0.8256 | 0.3471 | 0.0 | 0.7390 | 0.8108 | 0.6278 | 0.7660 | 0.6963 | 0.7715 | 0.5818 | 0.2559 | 0.5158 | 0.5280 | 0.8138 | 0.7307 | 0.7471 | 0.7388 | 0.7326 | 0.7751 | 0.2890 |
0.0485 | 6.72 | 3360 | 0.1935 | 0.6151 | 0.7438 | 0.8303 | nan | 0.8458 | 0.8932 | 0.7397 | 0.8770 | 0.8135 | 0.8903 | 0.7165 | 0.3140 | 0.5889 | 0.5917 | 0.9073 | 0.8082 | 0.8552 | 0.8702 | 0.8096 | 0.7906 | 0.3327 | 0.0 | 0.7394 | 0.8087 | 0.6186 | 0.7824 | 0.6935 | 0.7730 | 0.5854 | 0.2679 | 0.4889 | 0.5122 | 0.8123 | 0.7277 | 0.7524 | 0.7443 | 0.7412 | 0.7485 | 0.2754 |
0.0707 | 6.76 | 3380 | 0.1956 | 0.6135 | 0.7441 | 0.8298 | nan | 0.8640 | 0.8860 | 0.7093 | 0.8739 | 0.7835 | 0.8753 | 0.7555 | 0.2561 | 0.5847 | 0.6261 | 0.9060 | 0.8611 | 0.7900 | 0.8629 | 0.7686 | 0.8284 | 0.4190 | 0.0 | 0.7419 | 0.8129 | 0.6096 | 0.7736 | 0.6967 | 0.7596 | 0.5906 | 0.2294 | 0.4890 | 0.5329 | 0.8141 | 0.7393 | 0.7399 | 0.7283 | 0.7234 | 0.7732 | 0.2894 |
0.0479 | 6.8 | 3400 | 0.2023 | 0.6173 | 0.7511 | 0.8284 | nan | 0.8060 | 0.8994 | 0.7386 | 0.8636 | 0.7464 | 0.8888 | 0.7598 | 0.4561 | 0.4873 | 0.6764 | 0.9131 | 0.8034 | 0.8738 | 0.8118 | 0.8396 | 0.8131 | 0.3915 | 0.0 | 0.7375 | 0.8162 | 0.6257 | 0.7735 | 0.6701 | 0.7588 | 0.5810 | 0.3186 | 0.4419 | 0.5425 | 0.8176 | 0.7365 | 0.7567 | 0.7342 | 0.7566 | 0.7620 | 0.2826 |
0.0681 | 6.84 | 3420 | 0.1910 | 0.6193 | 0.7555 | 0.8259 | nan | 0.8415 | 0.9146 | 0.7535 | 0.8504 | 0.8153 | 0.8551 | 0.7497 | 0.4178 | 0.6103 | 0.6438 | 0.8894 | 0.8482 | 0.8158 | 0.8471 | 0.7817 | 0.8164 | 0.3937 | 0.0 | 0.7503 | 0.8117 | 0.6351 | 0.7665 | 0.6840 | 0.7704 | 0.5730 | 0.3150 | 0.4980 | 0.5348 | 0.8161 | 0.7367 | 0.7468 | 0.7341 | 0.7374 | 0.7620 | 0.2755 |
0.0527 | 6.88 | 3440 | 0.2485 | 0.5992 | 0.7385 | 0.7956 | nan | 0.8583 | 0.9012 | 0.6970 | 0.8161 | 0.4887 | 0.7942 | 0.8130 | 0.4627 | 0.5456 | 0.6360 | 0.9041 | 0.8325 | 0.8547 | 0.8560 | 0.8318 | 0.8158 | 0.4471 | 0.0 | 0.7482 | 0.8062 | 0.6126 | 0.7252 | 0.4562 | 0.7181 | 0.5111 | 0.3480 | 0.4828 | 0.5308 | 0.8197 | 0.7248 | 0.7482 | 0.7423 | 0.7568 | 0.7627 | 0.2918 |
0.0552 | 6.92 | 3460 | 0.2340 | 0.6095 | 0.7488 | 0.8068 | nan | 0.8834 | 0.8760 | 0.7525 | 0.8465 | 0.5447 | 0.8179 | 0.7830 | 0.4823 | 0.6262 | 0.6107 | 0.9227 | 0.8547 | 0.8231 | 0.8487 | 0.8352 | 0.8306 | 0.3909 | 0.0 | 0.7352 | 0.8068 | 0.6311 | 0.7391 | 0.5054 | 0.7189 | 0.5285 | 0.3720 | 0.5219 | 0.5261 | 0.8197 | 0.7314 | 0.7472 | 0.7522 | 0.7705 | 0.7766 | 0.2888 |
0.0467 | 6.96 | 3480 | 0.2203 | 0.6069 | 0.7367 | 0.8145 | nan | 0.8406 | 0.8867 | 0.7886 | 0.8672 | 0.6168 | 0.8327 | 0.7707 | 0.4004 | 0.5789 | 0.6595 | 0.8940 | 0.8545 | 0.8098 | 0.8402 | 0.8144 | 0.8331 | 0.2364 | 0.0 | 0.7277 | 0.8133 | 0.6357 | 0.7570 | 0.5657 | 0.7190 | 0.5524 | 0.3152 | 0.5036 | 0.5464 | 0.8177 | 0.7252 | 0.7368 | 0.7496 | 0.7611 | 0.7712 | 0.2260 |
0.0439 | 7.0 | 3500 | 0.2275 | 0.6051 | 0.7303 | 0.8110 | nan | 0.8470 | 0.8943 | 0.6942 | 0.8549 | 0.6545 | 0.8176 | 0.7530 | 0.3131 | 0.6298 | 0.6255 | 0.9062 | 0.8398 | 0.8313 | 0.8247 | 0.8425 | 0.7976 | 0.2892 | 0.0 | 0.7388 | 0.8097 | 0.6109 | 0.7479 | 0.5758 | 0.7290 | 0.5326 | 0.2652 | 0.5192 | 0.5317 | 0.8174 | 0.7297 | 0.7445 | 0.7506 | 0.7710 | 0.7548 | 0.2632 |
0.0521 | 7.04 | 3520 | 0.2251 | 0.6088 | 0.7420 | 0.8137 | nan | 0.8732 | 0.8794 | 0.7645 | 0.8523 | 0.7060 | 0.8313 | 0.7457 | 0.3072 | 0.5490 | 0.6194 | 0.9096 | 0.7940 | 0.8878 | 0.8470 | 0.8630 | 0.7804 | 0.4046 | 0.0 | 0.7474 | 0.8070 | 0.6354 | 0.7500 | 0.6009 | 0.7335 | 0.5409 | 0.2459 | 0.4823 | 0.5253 | 0.8200 | 0.7260 | 0.7482 | 0.7637 | 0.7731 | 0.7381 | 0.3209 |
0.0309 | 7.08 | 3540 | 0.2404 | 0.6004 | 0.7310 | 0.8055 | nan | 0.8285 | 0.8969 | 0.7766 | 0.8295 | 0.6323 | 0.8245 | 0.7835 | 0.2006 | 0.6407 | 0.5665 | 0.9032 | 0.8318 | 0.8426 | 0.8452 | 0.8229 | 0.7760 | 0.4249 | 0.0 | 0.7453 | 0.8156 | 0.6395 | 0.7323 | 0.5505 | 0.7299 | 0.5171 | 0.1760 | 0.5113 | 0.4996 | 0.8199 | 0.7356 | 0.7584 | 0.7586 | 0.7658 | 0.7337 | 0.3173 |
0.041 | 7.12 | 3560 | 0.2270 | 0.6036 | 0.7300 | 0.8090 | nan | 0.8632 | 0.8931 | 0.6576 | 0.8435 | 0.6410 | 0.8345 | 0.7614 | 0.2645 | 0.5828 | 0.6233 | 0.9111 | 0.8093 | 0.8429 | 0.8509 | 0.8402 | 0.7893 | 0.4015 | 0.0 | 0.7552 | 0.8082 | 0.5947 | 0.7412 | 0.5704 | 0.7325 | 0.5289 | 0.2354 | 0.4928 | 0.5234 | 0.8194 | 0.7224 | 0.7475 | 0.7582 | 0.7656 | 0.7445 | 0.3243 |
0.0516 | 7.16 | 3580 | 0.2235 | 0.6068 | 0.7352 | 0.8144 | nan | 0.8617 | 0.8936 | 0.6386 | 0.8380 | 0.7164 | 0.8518 | 0.7569 | 0.3071 | 0.5462 | 0.6456 | 0.9117 | 0.8011 | 0.8581 | 0.8647 | 0.8250 | 0.7942 | 0.3875 | 0.0 | 0.7505 | 0.8082 | 0.5835 | 0.7456 | 0.6204 | 0.7463 | 0.5376 | 0.2546 | 0.4747 | 0.5257 | 0.8182 | 0.7202 | 0.7438 | 0.7604 | 0.7633 | 0.7480 | 0.3215 |
0.0444 | 7.2 | 3600 | 0.2259 | 0.6113 | 0.7438 | 0.8127 | nan | 0.8235 | 0.8932 | 0.7367 | 0.8187 | 0.6444 | 0.8665 | 0.8099 | 0.3617 | 0.6273 | 0.6339 | 0.9160 | 0.8431 | 0.8102 | 0.8794 | 0.7815 | 0.8072 | 0.3914 | 0.0 | 0.7410 | 0.8093 | 0.6299 | 0.7389 | 0.5965 | 0.7561 | 0.5393 | 0.2970 | 0.5100 | 0.5292 | 0.8202 | 0.7342 | 0.7461 | 0.7426 | 0.7365 | 0.7587 | 0.3185 |
0.0443 | 7.24 | 3620 | 0.2187 | 0.6184 | 0.7525 | 0.8190 | nan | 0.8530 | 0.8955 | 0.7771 | 0.8274 | 0.6900 | 0.8704 | 0.8047 | 0.4150 | 0.5997 | 0.6314 | 0.9052 | 0.8460 | 0.8180 | 0.8637 | 0.8151 | 0.8124 | 0.3677 | 0.0 | 0.7525 | 0.8098 | 0.6386 | 0.7475 | 0.6305 | 0.7658 | 0.5575 | 0.3230 | 0.4993 | 0.5302 | 0.8209 | 0.7393 | 0.7484 | 0.7495 | 0.7537 | 0.7600 | 0.3047 |
0.0773 | 7.28 | 3640 | 0.2119 | 0.6199 | 0.7516 | 0.8210 | nan | 0.8772 | 0.9028 | 0.7443 | 0.8270 | 0.7095 | 0.8537 | 0.8093 | 0.3872 | 0.6059 | 0.6146 | 0.9135 | 0.8322 | 0.8508 | 0.8241 | 0.8498 | 0.8167 | 0.3585 | 0.0 | 0.7556 | 0.8096 | 0.6315 | 0.7483 | 0.6378 | 0.7640 | 0.5590 | 0.3153 | 0.5032 | 0.5233 | 0.8201 | 0.7369 | 0.7544 | 0.7562 | 0.7717 | 0.7639 | 0.3068 |
0.0381 | 7.32 | 3660 | 0.2086 | 0.6088 | 0.7409 | 0.8124 | nan | 0.8592 | 0.8914 | 0.7294 | 0.8354 | 0.7693 | 0.8301 | 0.7288 | 0.3523 | 0.5901 | 0.6420 | 0.9119 | 0.8092 | 0.8492 | 0.8283 | 0.8480 | 0.8010 | 0.3202 | 0.0 | 0.7428 | 0.8083 | 0.6265 | 0.7509 | 0.6160 | 0.7504 | 0.5294 | 0.2703 | 0.4945 | 0.5303 | 0.8220 | 0.7244 | 0.7482 | 0.7515 | 0.7664 | 0.7466 | 0.2808 |
0.0464 | 7.36 | 3680 | 0.2155 | 0.6097 | 0.7379 | 0.8135 | nan | 0.8474 | 0.8975 | 0.7075 | 0.8456 | 0.7282 | 0.8638 | 0.7149 | 0.3864 | 0.5974 | 0.5819 | 0.9084 | 0.8256 | 0.8455 | 0.8365 | 0.8537 | 0.7817 | 0.3218 | 0.0 | 0.7408 | 0.8088 | 0.6178 | 0.7546 | 0.5922 | 0.7590 | 0.5152 | 0.3069 | 0.4931 | 0.5063 | 0.8208 | 0.7335 | 0.7535 | 0.7598 | 0.7728 | 0.7445 | 0.2955 |
0.0614 | 7.4 | 3700 | 0.2195 | 0.6135 | 0.7500 | 0.8110 | nan | 0.8656 | 0.8814 | 0.7297 | 0.8356 | 0.7074 | 0.8448 | 0.7365 | 0.4880 | 0.5984 | 0.5838 | 0.9176 | 0.8240 | 0.8345 | 0.8315 | 0.8677 | 0.8213 | 0.3814 | 0.0 | 0.7419 | 0.8070 | 0.6230 | 0.7469 | 0.6014 | 0.7525 | 0.5221 | 0.3509 | 0.4926 | 0.5007 | 0.8195 | 0.7314 | 0.7503 | 0.7538 | 0.7739 | 0.7641 | 0.3112 |
0.0387 | 7.44 | 3720 | 0.2203 | 0.6204 | 0.7548 | 0.8177 | nan | 0.8613 | 0.8878 | 0.7302 | 0.8424 | 0.7072 | 0.8624 | 0.7557 | 0.4943 | 0.6047 | 0.6229 | 0.8990 | 0.8379 | 0.8324 | 0.8634 | 0.8426 | 0.8073 | 0.3807 | 0.0 | 0.7446 | 0.8094 | 0.6272 | 0.7534 | 0.6154 | 0.7665 | 0.5337 | 0.3675 | 0.5036 | 0.5203 | 0.8211 | 0.7351 | 0.7515 | 0.7663 | 0.7764 | 0.7584 | 0.3162 |
0.0756 | 7.48 | 3740 | 0.2238 | 0.6159 | 0.7463 | 0.8187 | nan | 0.8548 | 0.8948 | 0.7299 | 0.8325 | 0.7072 | 0.8686 | 0.7847 | 0.3186 | 0.5954 | 0.6298 | 0.9106 | 0.8341 | 0.8262 | 0.8541 | 0.8236 | 0.8073 | 0.4144 | 0.0 | 0.7526 | 0.8121 | 0.6257 | 0.7509 | 0.6249 | 0.7643 | 0.5441 | 0.2633 | 0.5015 | 0.5210 | 0.8226 | 0.7318 | 0.7506 | 0.7612 | 0.7694 | 0.7608 | 0.3291 |
0.0442 | 7.52 | 3760 | 0.2139 | 0.6150 | 0.7454 | 0.8186 | nan | 0.8580 | 0.9114 | 0.7052 | 0.8456 | 0.6986 | 0.8814 | 0.7237 | 0.3424 | 0.6381 | 0.5776 | 0.9101 | 0.8323 | 0.8491 | 0.8561 | 0.8353 | 0.8024 | 0.4048 | 0.0 | 0.7541 | 0.8137 | 0.6187 | 0.7590 | 0.5916 | 0.7691 | 0.5252 | 0.2908 | 0.5133 | 0.4968 | 0.8226 | 0.7350 | 0.7548 | 0.7660 | 0.7775 | 0.7583 | 0.3228 |
0.0539 | 7.56 | 3780 | 0.2026 | 0.6198 | 0.7487 | 0.8260 | nan | 0.8731 | 0.8995 | 0.7449 | 0.8710 | 0.7200 | 0.8849 | 0.7157 | 0.3682 | 0.6338 | 0.6196 | 0.9113 | 0.7938 | 0.8676 | 0.8560 | 0.8503 | 0.8035 | 0.3142 | 0.0 | 0.7541 | 0.8119 | 0.6326 | 0.7762 | 0.6140 | 0.7747 | 0.5466 | 0.3147 | 0.5172 | 0.5266 | 0.8235 | 0.7179 | 0.7479 | 0.7624 | 0.7809 | 0.7632 | 0.2924 |
0.047 | 7.6 | 3800 | 0.2024 | 0.6212 | 0.7475 | 0.8296 | nan | 0.8603 | 0.8992 | 0.7020 | 0.8756 | 0.7303 | 0.8862 | 0.7304 | 0.3776 | 0.6126 | 0.5955 | 0.9141 | 0.8511 | 0.8107 | 0.8579 | 0.8407 | 0.8378 | 0.3254 | 0.0 | 0.7505 | 0.8158 | 0.6163 | 0.7818 | 0.6228 | 0.7744 | 0.5596 | 0.3137 | 0.5023 | 0.5141 | 0.8244 | 0.7330 | 0.7436 | 0.7663 | 0.7774 | 0.7821 | 0.3034 |
0.0467 | 7.64 | 3820 | 0.2028 | 0.6129 | 0.7373 | 0.8199 | nan | 0.8027 | 0.8986 | 0.6825 | 0.8596 | 0.7446 | 0.8921 | 0.7136 | 0.3488 | 0.5648 | 0.6284 | 0.8980 | 0.8360 | 0.7928 | 0.8416 | 0.8354 | 0.8113 | 0.3827 | 0.0 | 0.7326 | 0.8131 | 0.6084 | 0.7703 | 0.6213 | 0.7694 | 0.5378 | 0.2919 | 0.4774 | 0.5175 | 0.8227 | 0.7184 | 0.7291 | 0.7620 | 0.7710 | 0.7670 | 0.3217 |
0.0385 | 7.68 | 3840 | 0.2022 | 0.6145 | 0.7447 | 0.8220 | nan | 0.8519 | 0.8908 | 0.7347 | 0.8602 | 0.7322 | 0.8846 | 0.7235 | 0.3646 | 0.5684 | 0.5708 | 0.9190 | 0.8485 | 0.8332 | 0.8654 | 0.8127 | 0.8194 | 0.3794 | 0.0 | 0.7498 | 0.8106 | 0.6242 | 0.7719 | 0.6280 | 0.7682 | 0.5460 | 0.3105 | 0.4718 | 0.4958 | 0.8232 | 0.7229 | 0.7411 | 0.7460 | 0.7484 | 0.7711 | 0.3320 |
0.082 | 7.72 | 3860 | 0.2047 | 0.6180 | 0.7498 | 0.8261 | nan | 0.8602 | 0.9006 | 0.7283 | 0.8621 | 0.7385 | 0.9008 | 0.7200 | 0.3629 | 0.6560 | 0.5607 | 0.9057 | 0.8369 | 0.8220 | 0.8445 | 0.8385 | 0.8283 | 0.3802 | 0.0 | 0.7502 | 0.8141 | 0.6240 | 0.7764 | 0.6321 | 0.7699 | 0.5491 | 0.3007 | 0.5019 | 0.4872 | 0.8222 | 0.7280 | 0.7474 | 0.7510 | 0.7594 | 0.7764 | 0.3344 |
0.0452 | 7.76 | 3880 | 0.2026 | 0.6187 | 0.7544 | 0.8228 | nan | 0.8522 | 0.8847 | 0.7730 | 0.8698 | 0.7117 | 0.8773 | 0.7253 | 0.4656 | 0.5983 | 0.6178 | 0.9034 | 0.8591 | 0.8158 | 0.8700 | 0.7850 | 0.8353 | 0.3805 | 0.0 | 0.7390 | 0.8077 | 0.6320 | 0.7788 | 0.6067 | 0.7798 | 0.5474 | 0.3492 | 0.4907 | 0.5241 | 0.8225 | 0.7265 | 0.7491 | 0.7399 | 0.7383 | 0.7763 | 0.3284 |
0.0709 | 7.8 | 3900 | 0.2129 | 0.6168 | 0.7514 | 0.8228 | nan | 0.8691 | 0.8992 | 0.7177 | 0.8494 | 0.7060 | 0.8733 | 0.7717 | 0.3807 | 0.6129 | 0.5954 | 0.8941 | 0.8474 | 0.8247 | 0.8548 | 0.8000 | 0.8376 | 0.4392 | 0.0 | 0.7570 | 0.8118 | 0.6217 | 0.7666 | 0.6198 | 0.7782 | 0.5532 | 0.3023 | 0.4885 | 0.5096 | 0.8215 | 0.7249 | 0.7523 | 0.7414 | 0.7392 | 0.7806 | 0.3340 |
0.0445 | 7.84 | 3920 | 0.2112 | 0.6152 | 0.7479 | 0.8208 | nan | 0.8354 | 0.8968 | 0.7225 | 0.8596 | 0.7025 | 0.8762 | 0.7309 | 0.4132 | 0.5801 | 0.6012 | 0.9090 | 0.8403 | 0.8277 | 0.8304 | 0.8310 | 0.8418 | 0.4157 | 0.0 | 0.7408 | 0.8104 | 0.6227 | 0.7721 | 0.5956 | 0.7748 | 0.5390 | 0.3149 | 0.4730 | 0.5026 | 0.8231 | 0.7298 | 0.7588 | 0.7489 | 0.7601 | 0.7798 | 0.3279 |
0.0684 | 7.88 | 3940 | 0.2073 | 0.6162 | 0.7520 | 0.8212 | nan | 0.8597 | 0.8945 | 0.7100 | 0.8620 | 0.7031 | 0.8764 | 0.7234 | 0.4659 | 0.6066 | 0.6061 | 0.9092 | 0.8544 | 0.8132 | 0.8451 | 0.8228 | 0.8359 | 0.3964 | 0.0 | 0.7482 | 0.8133 | 0.6172 | 0.7733 | 0.5902 | 0.7734 | 0.5329 | 0.3347 | 0.4877 | 0.5064 | 0.8232 | 0.7360 | 0.7534 | 0.7511 | 0.7568 | 0.7794 | 0.3151 |
0.0461 | 7.92 | 3960 | 0.2076 | 0.6157 | 0.7469 | 0.8250 | nan | 0.8594 | 0.8986 | 0.6659 | 0.8770 | 0.7159 | 0.8692 | 0.7100 | 0.4604 | 0.5639 | 0.5988 | 0.9099 | 0.8512 | 0.8546 | 0.8655 | 0.8396 | 0.8200 | 0.3381 | 0.0 | 0.7589 | 0.8132 | 0.5961 | 0.7836 | 0.5913 | 0.7689 | 0.5409 | 0.3507 | 0.4729 | 0.5124 | 0.8228 | 0.7347 | 0.7600 | 0.7532 | 0.7589 | 0.7715 | 0.2926 |
0.053 | 7.96 | 3980 | 0.2174 | 0.6106 | 0.7430 | 0.8218 | nan | 0.8738 | 0.8890 | 0.7214 | 0.8702 | 0.7303 | 0.8785 | 0.7177 | 0.3748 | 0.5630 | 0.5626 | 0.9187 | 0.8729 | 0.7903 | 0.8706 | 0.8151 | 0.8118 | 0.3701 | 0.0 | 0.7605 | 0.8134 | 0.6223 | 0.7789 | 0.6070 | 0.7638 | 0.5417 | 0.3003 | 0.4682 | 0.4870 | 0.8225 | 0.7172 | 0.7317 | 0.7506 | 0.7546 | 0.7626 | 0.3087 |
0.063 | 8.0 | 4000 | 0.2192 | 0.6122 | 0.7454 | 0.8158 | nan | 0.8402 | 0.9083 | 0.7397 | 0.8477 | 0.6991 | 0.8612 | 0.7566 | 0.4382 | 0.5439 | 0.5893 | 0.8825 | 0.8527 | 0.8119 | 0.8538 | 0.8192 | 0.8023 | 0.4255 | 0.0 | 0.7532 | 0.8109 | 0.6301 | 0.7640 | 0.6155 | 0.7572 | 0.5442 | 0.3352 | 0.4609 | 0.5009 | 0.8170 | 0.7196 | 0.7373 | 0.7428 | 0.7510 | 0.7598 | 0.3202 |
0.0696 | 8.04 | 4020 | 0.2176 | 0.6092 | 0.7437 | 0.8174 | nan | 0.8501 | 0.8994 | 0.7617 | 0.8430 | 0.7154 | 0.8691 | 0.7603 | 0.3024 | 0.5760 | 0.6084 | 0.9050 | 0.7923 | 0.8546 | 0.8203 | 0.8350 | 0.8042 | 0.4453 | 0.0 | 0.7502 | 0.8153 | 0.6318 | 0.7643 | 0.6147 | 0.7635 | 0.5416 | 0.2431 | 0.4767 | 0.5068 | 0.8239 | 0.7155 | 0.7448 | 0.7377 | 0.7574 | 0.7632 | 0.3147 |
0.0716 | 8.08 | 4040 | 0.2081 | 0.6164 | 0.7460 | 0.8256 | nan | 0.8457 | 0.8875 | 0.7553 | 0.8637 | 0.7370 | 0.8820 | 0.7645 | 0.3343 | 0.6189 | 0.5919 | 0.9100 | 0.8438 | 0.8032 | 0.8669 | 0.7875 | 0.8119 | 0.3787 | 0.0 | 0.7475 | 0.8098 | 0.6328 | 0.7769 | 0.6563 | 0.7717 | 0.5780 | 0.2759 | 0.4884 | 0.5018 | 0.8258 | 0.7273 | 0.7430 | 0.7411 | 0.7404 | 0.7682 | 0.3097 |
0.0476 | 8.12 | 4060 | 0.2121 | 0.6152 | 0.7445 | 0.8213 | nan | 0.8776 | 0.8912 | 0.7376 | 0.8673 | 0.7077 | 0.8765 | 0.7191 | 0.3780 | 0.5497 | 0.6293 | 0.9055 | 0.8189 | 0.8572 | 0.8369 | 0.8284 | 0.8291 | 0.3461 | 0.0 | 0.7476 | 0.8102 | 0.6290 | 0.7731 | 0.6066 | 0.7692 | 0.5422 | 0.3104 | 0.4700 | 0.5254 | 0.8235 | 0.7342 | 0.7590 | 0.7401 | 0.7570 | 0.7771 | 0.2989 |
0.0282 | 8.16 | 4080 | 0.2227 | 0.6179 | 0.7503 | 0.8233 | nan | 0.8493 | 0.8953 | 0.7243 | 0.8609 | 0.7054 | 0.8850 | 0.7402 | 0.4689 | 0.5992 | 0.6032 | 0.9098 | 0.8674 | 0.8176 | 0.8304 | 0.8224 | 0.8261 | 0.3496 | 0.0 | 0.7464 | 0.8135 | 0.6221 | 0.7722 | 0.6173 | 0.7711 | 0.5455 | 0.3437 | 0.4873 | 0.5114 | 0.8242 | 0.7384 | 0.7545 | 0.7427 | 0.7597 | 0.7755 | 0.2974 |
0.066 | 8.2 | 4100 | 0.2196 | 0.6178 | 0.7515 | 0.8234 | nan | 0.8605 | 0.8867 | 0.7520 | 0.8588 | 0.6987 | 0.8821 | 0.7467 | 0.3982 | 0.5296 | 0.7016 | 0.9118 | 0.8113 | 0.8563 | 0.8405 | 0.8277 | 0.8350 | 0.3778 | 0.0 | 0.7526 | 0.8116 | 0.6271 | 0.7691 | 0.6182 | 0.7677 | 0.5441 | 0.3201 | 0.4636 | 0.5442 | 0.8241 | 0.7320 | 0.7581 | 0.7477 | 0.7625 | 0.7792 | 0.2986 |
0.0778 | 8.24 | 4120 | 0.2207 | 0.6158 | 0.7519 | 0.8196 | nan | 0.8662 | 0.8984 | 0.7375 | 0.8417 | 0.7046 | 0.8827 | 0.7453 | 0.4193 | 0.5823 | 0.6251 | 0.9098 | 0.8391 | 0.8376 | 0.8596 | 0.8218 | 0.8180 | 0.3927 | 0.0 | 0.7475 | 0.8082 | 0.6272 | 0.7637 | 0.6183 | 0.7644 | 0.5440 | 0.3164 | 0.4880 | 0.5196 | 0.8225 | 0.7363 | 0.7576 | 0.7433 | 0.7527 | 0.7708 | 0.3040 |
0.0467 | 8.28 | 4140 | 0.2348 | 0.6066 | 0.7388 | 0.8137 | nan | 0.8778 | 0.8864 | 0.7390 | 0.8421 | 0.6967 | 0.8328 | 0.7716 | 0.2713 | 0.5635 | 0.6553 | 0.9114 | 0.8487 | 0.8293 | 0.8234 | 0.8276 | 0.8004 | 0.3817 | 0.0 | 0.7537 | 0.8105 | 0.6265 | 0.7509 | 0.5995 | 0.7384 | 0.5331 | 0.2300 | 0.4803 | 0.5344 | 0.8265 | 0.7321 | 0.7541 | 0.7356 | 0.7555 | 0.7611 | 0.2958 |
0.0729 | 8.32 | 4160 | 0.2377 | 0.6016 | 0.7342 | 0.8092 | nan | 0.8659 | 0.9055 | 0.7306 | 0.8257 | 0.6606 | 0.8228 | 0.7871 | 0.2538 | 0.5477 | 0.6017 | 0.9047 | 0.8374 | 0.8502 | 0.8598 | 0.8237 | 0.8064 | 0.3972 | 0.0 | 0.7492 | 0.8113 | 0.6273 | 0.7462 | 0.5713 | 0.7264 | 0.5335 | 0.2263 | 0.4677 | 0.5076 | 0.8252 | 0.7278 | 0.7542 | 0.7386 | 0.7492 | 0.7609 | 0.3055 |
0.0314 | 8.36 | 4180 | 0.2331 | 0.6053 | 0.7385 | 0.8127 | nan | 0.8451 | 0.9049 | 0.7290 | 0.8338 | 0.6926 | 0.8417 | 0.7630 | 0.2421 | 0.5876 | 0.6142 | 0.8928 | 0.8661 | 0.8179 | 0.8467 | 0.7945 | 0.8287 | 0.4544 | 0.0 | 0.7498 | 0.8132 | 0.6277 | 0.7472 | 0.6012 | 0.7386 | 0.5316 | 0.2206 | 0.4866 | 0.5158 | 0.8222 | 0.7240 | 0.7455 | 0.7416 | 0.7438 | 0.7740 | 0.3121 |
0.0417 | 8.4 | 4200 | 0.2297 | 0.6117 | 0.7444 | 0.8154 | nan | 0.8657 | 0.8996 | 0.7438 | 0.8327 | 0.6827 | 0.8573 | 0.7638 | 0.3149 | 0.5832 | 0.6047 | 0.9116 | 0.8488 | 0.8428 | 0.8714 | 0.8068 | 0.8253 | 0.3989 | 0.0 | 0.7633 | 0.8123 | 0.6302 | 0.7487 | 0.6098 | 0.7502 | 0.5344 | 0.2728 | 0.4839 | 0.5104 | 0.8265 | 0.7317 | 0.7573 | 0.7467 | 0.7452 | 0.7725 | 0.3153 |
0.05 | 8.44 | 4220 | 0.2271 | 0.6161 | 0.7455 | 0.8215 | nan | 0.8631 | 0.9026 | 0.7511 | 0.8575 | 0.6986 | 0.8655 | 0.7491 | 0.3346 | 0.5949 | 0.6104 | 0.8962 | 0.8472 | 0.8347 | 0.8632 | 0.8054 | 0.8265 | 0.3734 | 0.0 | 0.7625 | 0.8138 | 0.6335 | 0.7622 | 0.6207 | 0.7495 | 0.5443 | 0.2922 | 0.4888 | 0.5166 | 0.8246 | 0.7395 | 0.7607 | 0.7435 | 0.7497 | 0.7785 | 0.3096 |
0.0541 | 8.48 | 4240 | 0.2227 | 0.6164 | 0.7388 | 0.8272 | nan | 0.8478 | 0.9055 | 0.7101 | 0.8879 | 0.6953 | 0.8455 | 0.7449 | 0.2957 | 0.6119 | 0.6019 | 0.9073 | 0.8250 | 0.8470 | 0.8558 | 0.8319 | 0.8216 | 0.3246 | 0.0 | 0.7695 | 0.8174 | 0.6182 | 0.7706 | 0.6331 | 0.7388 | 0.5698 | 0.2683 | 0.4955 | 0.5107 | 0.8253 | 0.7389 | 0.7609 | 0.7467 | 0.7556 | 0.7774 | 0.2987 |
0.0361 | 8.52 | 4260 | 0.2275 | 0.6168 | 0.7421 | 0.8272 | nan | 0.8536 | 0.8995 | 0.7183 | 0.8799 | 0.7048 | 0.8417 | 0.7611 | 0.3506 | 0.5552 | 0.6506 | 0.9142 | 0.8481 | 0.8468 | 0.8534 | 0.8210 | 0.8173 | 0.2988 | 0.0 | 0.7541 | 0.8131 | 0.6184 | 0.7697 | 0.6383 | 0.7402 | 0.5791 | 0.2963 | 0.4795 | 0.5348 | 0.8234 | 0.7439 | 0.7606 | 0.7444 | 0.7527 | 0.7714 | 0.2818 |
0.0389 | 8.56 | 4280 | 0.2229 | 0.6198 | 0.7505 | 0.8290 | nan | 0.8848 | 0.8979 | 0.7303 | 0.8820 | 0.6991 | 0.8480 | 0.7562 | 0.4229 | 0.6257 | 0.6414 | 0.9137 | 0.8404 | 0.8390 | 0.8373 | 0.8252 | 0.8380 | 0.2764 | 0.0 | 0.7545 | 0.8152 | 0.6212 | 0.7709 | 0.6410 | 0.7464 | 0.5771 | 0.3138 | 0.5133 | 0.5295 | 0.8244 | 0.7366 | 0.7597 | 0.7498 | 0.7575 | 0.7848 | 0.2609 |
0.0558 | 8.6 | 4300 | 0.2195 | 0.6148 | 0.7425 | 0.8239 | nan | 0.8746 | 0.8951 | 0.7349 | 0.8719 | 0.7043 | 0.8426 | 0.7614 | 0.3675 | 0.5751 | 0.6383 | 0.9055 | 0.8457 | 0.8271 | 0.8390 | 0.8284 | 0.8273 | 0.2837 | 0.0 | 0.7525 | 0.8152 | 0.6213 | 0.7658 | 0.6393 | 0.7416 | 0.5705 | 0.2937 | 0.4901 | 0.5255 | 0.8239 | 0.7295 | 0.7502 | 0.7522 | 0.7592 | 0.7772 | 0.2592 |
0.0518 | 8.64 | 4320 | 0.2243 | 0.6100 | 0.7395 | 0.8187 | nan | 0.8573 | 0.8882 | 0.6744 | 0.8370 | 0.7125 | 0.8549 | 0.7943 | 0.3636 | 0.5806 | 0.6465 | 0.9170 | 0.8424 | 0.8206 | 0.8424 | 0.8282 | 0.8064 | 0.3046 | 0.0 | 0.7494 | 0.8109 | 0.5947 | 0.7505 | 0.6412 | 0.7541 | 0.5576 | 0.2835 | 0.4915 | 0.5322 | 0.8231 | 0.7243 | 0.7405 | 0.7508 | 0.7564 | 0.7662 | 0.2525 |
0.0494 | 8.68 | 4340 | 0.2253 | 0.6195 | 0.7551 | 0.8216 | nan | 0.8610 | 0.8936 | 0.7012 | 0.8349 | 0.7050 | 0.8833 | 0.7699 | 0.4646 | 0.6088 | 0.6337 | 0.9047 | 0.8290 | 0.8393 | 0.8325 | 0.8498 | 0.8475 | 0.3772 | 0.0 | 0.7665 | 0.8150 | 0.6144 | 0.7542 | 0.6231 | 0.7692 | 0.5457 | 0.3459 | 0.5041 | 0.5377 | 0.8237 | 0.7256 | 0.7486 | 0.7537 | 0.7631 | 0.7836 | 0.2767 |
0.0383 | 8.72 | 4360 | 0.2340 | 0.6198 | 0.7559 | 0.8203 | nan | 0.8520 | 0.9032 | 0.6900 | 0.8180 | 0.7041 | 0.8829 | 0.7936 | 0.4585 | 0.5947 | 0.6318 | 0.9162 | 0.8363 | 0.8426 | 0.8445 | 0.8350 | 0.8253 | 0.4223 | 0.0 | 0.7709 | 0.8145 | 0.6086 | 0.7455 | 0.6360 | 0.7683 | 0.5511 | 0.3486 | 0.4953 | 0.5325 | 0.8247 | 0.7336 | 0.7517 | 0.7556 | 0.7600 | 0.7761 | 0.2841 |
0.0375 | 8.76 | 4380 | 0.2217 | 0.6190 | 0.7508 | 0.8206 | nan | 0.8522 | 0.8948 | 0.7449 | 0.8423 | 0.7028 | 0.8788 | 0.7530 | 0.3981 | 0.5796 | 0.6369 | 0.9089 | 0.8378 | 0.8432 | 0.8509 | 0.8432 | 0.8251 | 0.3711 | 0.0 | 0.7654 | 0.8135 | 0.6285 | 0.7568 | 0.6153 | 0.7698 | 0.5412 | 0.3309 | 0.4905 | 0.5324 | 0.8261 | 0.7353 | 0.7564 | 0.7579 | 0.7658 | 0.7739 | 0.2821 |
0.0367 | 8.8 | 4400 | 0.2246 | 0.6145 | 0.7416 | 0.8197 | nan | 0.8334 | 0.9068 | 0.7256 | 0.8322 | 0.7058 | 0.8781 | 0.7749 | 0.3536 | 0.6074 | 0.5935 | 0.9129 | 0.8687 | 0.8181 | 0.8378 | 0.8418 | 0.8087 | 0.3076 | 0.0 | 0.7557 | 0.8191 | 0.6192 | 0.7533 | 0.6236 | 0.7658 | 0.5453 | 0.3045 | 0.4992 | 0.5132 | 0.8244 | 0.7292 | 0.7469 | 0.7588 | 0.7727 | 0.7672 | 0.2636 |
0.074 | 8.84 | 4420 | 0.2326 | 0.6138 | 0.7419 | 0.8193 | nan | 0.8483 | 0.8924 | 0.7183 | 0.8400 | 0.7080 | 0.8732 | 0.7632 | 0.3716 | 0.5848 | 0.6264 | 0.9149 | 0.8326 | 0.8520 | 0.8216 | 0.8525 | 0.8141 | 0.2978 | 0.0 | 0.7572 | 0.8164 | 0.6165 | 0.7537 | 0.6143 | 0.7643 | 0.5398 | 0.2985 | 0.4928 | 0.5247 | 0.8242 | 0.7314 | 0.7556 | 0.7516 | 0.7737 | 0.7704 | 0.2632 |
0.038 | 8.88 | 4440 | 0.2314 | 0.6220 | 0.7566 | 0.8234 | nan | 0.8469 | 0.9163 | 0.7150 | 0.8502 | 0.6724 | 0.8791 | 0.7627 | 0.5999 | 0.6023 | 0.6458 | 0.9025 | 0.8408 | 0.8365 | 0.8592 | 0.8411 | 0.8110 | 0.2815 | 0.0 | 0.7603 | 0.8159 | 0.6218 | 0.7619 | 0.6140 | 0.7485 | 0.5529 | 0.4128 | 0.5023 | 0.5385 | 0.8229 | 0.7336 | 0.7566 | 0.7688 | 0.7776 | 0.7600 | 0.2481 |
0.0486 | 8.92 | 4460 | 0.2265 | 0.6176 | 0.7471 | 0.8218 | nan | 0.8489 | 0.8824 | 0.7234 | 0.8589 | 0.6716 | 0.8823 | 0.7616 | 0.4996 | 0.5337 | 0.6612 | 0.9079 | 0.8436 | 0.8342 | 0.8490 | 0.8480 | 0.8212 | 0.2740 | 0.0 | 0.7505 | 0.8106 | 0.6248 | 0.7667 | 0.6140 | 0.7534 | 0.5585 | 0.3704 | 0.4673 | 0.5368 | 0.8259 | 0.7315 | 0.7565 | 0.7639 | 0.7729 | 0.7609 | 0.2529 |
0.0589 | 8.96 | 4480 | 0.2335 | 0.6140 | 0.7404 | 0.8184 | nan | 0.8318 | 0.9004 | 0.7298 | 0.8342 | 0.6780 | 0.8726 | 0.7916 | 0.3401 | 0.5608 | 0.6654 | 0.9077 | 0.8507 | 0.8166 | 0.8645 | 0.8000 | 0.8166 | 0.3265 | 0.0 | 0.7470 | 0.8131 | 0.6265 | 0.7503 | 0.6308 | 0.7604 | 0.5579 | 0.2867 | 0.4791 | 0.5382 | 0.8258 | 0.7323 | 0.7529 | 0.7567 | 0.7570 | 0.7584 | 0.2784 |
0.0928 | 9.0 | 4500 | 0.2234 | 0.6170 | 0.7451 | 0.8261 | nan | 0.8674 | 0.8965 | 0.7326 | 0.8676 | 0.6852 | 0.8826 | 0.7584 | 0.2819 | 0.6002 | 0.6321 | 0.9084 | 0.8186 | 0.8459 | 0.8650 | 0.8278 | 0.8071 | 0.3889 | 0.0 | 0.7652 | 0.8184 | 0.6286 | 0.7709 | 0.6255 | 0.7565 | 0.5666 | 0.2459 | 0.4963 | 0.5297 | 0.8279 | 0.7332 | 0.7606 | 0.7590 | 0.7643 | 0.7585 | 0.2994 |
0.0573 | 9.04 | 4520 | 0.2235 | 0.6203 | 0.7464 | 0.8278 | nan | 0.8441 | 0.9048 | 0.7557 | 0.8764 | 0.6927 | 0.8730 | 0.7553 | 0.3351 | 0.5800 | 0.6431 | 0.8976 | 0.8401 | 0.8388 | 0.8349 | 0.8396 | 0.8132 | 0.3647 | 0.0 | 0.7572 | 0.8168 | 0.6361 | 0.7754 | 0.6289 | 0.7582 | 0.5684 | 0.2740 | 0.4915 | 0.5384 | 0.8271 | 0.7325 | 0.7539 | 0.7550 | 0.7734 | 0.7672 | 0.3111 |
0.0523 | 9.08 | 4540 | 0.2217 | 0.6225 | 0.7516 | 0.8277 | nan | 0.8399 | 0.8935 | 0.7553 | 0.8741 | 0.6888 | 0.8867 | 0.7466 | 0.4573 | 0.5676 | 0.6488 | 0.9148 | 0.8437 | 0.8369 | 0.8397 | 0.8095 | 0.8470 | 0.3272 | 0.0 | 0.7538 | 0.8140 | 0.6335 | 0.7796 | 0.6226 | 0.7658 | 0.5625 | 0.3275 | 0.4876 | 0.5414 | 0.8296 | 0.7301 | 0.7501 | 0.7519 | 0.7637 | 0.7855 | 0.3064 |
0.0372 | 9.12 | 4560 | 0.2219 | 0.6164 | 0.7455 | 0.8271 | nan | 0.8473 | 0.9010 | 0.7986 | 0.8733 | 0.7194 | 0.8896 | 0.7262 | 0.2736 | 0.6386 | 0.5583 | 0.9006 | 0.8329 | 0.8349 | 0.8477 | 0.8408 | 0.8291 | 0.3614 | 0.0 | 0.7641 | 0.8176 | 0.6378 | 0.7793 | 0.6240 | 0.7654 | 0.5526 | 0.2364 | 0.5000 | 0.4922 | 0.8266 | 0.7301 | 0.7500 | 0.7622 | 0.7750 | 0.7774 | 0.3053 |
0.0338 | 9.16 | 4580 | 0.2194 | 0.6151 | 0.7444 | 0.8235 | nan | 0.8565 | 0.9045 | 0.7748 | 0.8561 | 0.6996 | 0.8831 | 0.7412 | 0.2413 | 0.5597 | 0.6618 | 0.9050 | 0.8354 | 0.8398 | 0.8621 | 0.8231 | 0.8231 | 0.3871 | 0.0 | 0.7564 | 0.8160 | 0.6372 | 0.7708 | 0.6168 | 0.7642 | 0.5501 | 0.2192 | 0.4849 | 0.5388 | 0.8262 | 0.7314 | 0.7486 | 0.7605 | 0.7652 | 0.7703 | 0.3151 |
0.0257 | 9.2 | 4600 | 0.2310 | 0.6161 | 0.7447 | 0.8228 | nan | 0.8637 | 0.9010 | 0.7017 | 0.8463 | 0.6798 | 0.8983 | 0.7594 | 0.3465 | 0.5853 | 0.6059 | 0.9181 | 0.8553 | 0.8271 | 0.8657 | 0.8445 | 0.8027 | 0.3584 | 0.0 | 0.7591 | 0.8155 | 0.6141 | 0.7665 | 0.6172 | 0.7607 | 0.5539 | 0.2841 | 0.4879 | 0.5133 | 0.8245 | 0.7351 | 0.7456 | 0.7654 | 0.7720 | 0.7611 | 0.3139 |
0.0361 | 9.24 | 4620 | 0.2252 | 0.6177 | 0.7411 | 0.8252 | nan | 0.8602 | 0.8865 | 0.7017 | 0.8594 | 0.6979 | 0.8903 | 0.7653 | 0.2889 | 0.5940 | 0.6255 | 0.9065 | 0.8491 | 0.8159 | 0.8514 | 0.8225 | 0.8356 | 0.3481 | 0.0 | 0.7640 | 0.8156 | 0.6161 | 0.7685 | 0.6218 | 0.7700 | 0.5514 | 0.2470 | 0.4947 | 0.5280 | 0.8262 | 0.7354 | 0.7478 | 0.7640 | 0.7766 | 0.7753 | 0.3158 |
0.0347 | 9.28 | 4640 | 0.2147 | 0.6200 | 0.7443 | 0.8232 | nan | 0.8352 | 0.9015 | 0.6848 | 0.8728 | 0.6870 | 0.8730 | 0.7260 | 0.4264 | 0.5880 | 0.6143 | 0.9147 | 0.8463 | 0.8288 | 0.8560 | 0.8371 | 0.8136 | 0.3471 | 0.0 | 0.7601 | 0.8139 | 0.6094 | 0.7736 | 0.6179 | 0.7552 | 0.5541 | 0.3273 | 0.4945 | 0.5242 | 0.8248 | 0.7396 | 0.7573 | 0.7674 | 0.7783 | 0.7595 | 0.3036 |
0.0448 | 9.32 | 4660 | 0.2202 | 0.6206 | 0.7493 | 0.8224 | nan | 0.8721 | 0.8928 | 0.7461 | 0.8527 | 0.6907 | 0.8672 | 0.7654 | 0.3517 | 0.5951 | 0.6236 | 0.9228 | 0.8334 | 0.8348 | 0.8474 | 0.8318 | 0.8255 | 0.3839 | 0.0 | 0.7636 | 0.8125 | 0.6291 | 0.7633 | 0.6285 | 0.7545 | 0.5555 | 0.2887 | 0.4987 | 0.5293 | 0.8243 | 0.7380 | 0.7602 | 0.7629 | 0.7738 | 0.7699 | 0.3173 |
0.0461 | 9.36 | 4680 | 0.2219 | 0.6224 | 0.7525 | 0.8226 | nan | 0.8586 | 0.8968 | 0.7592 | 0.8534 | 0.6851 | 0.8649 | 0.7606 | 0.4322 | 0.5740 | 0.6244 | 0.9118 | 0.8247 | 0.8462 | 0.8574 | 0.8488 | 0.8434 | 0.3512 | 0.0 | 0.7621 | 0.8184 | 0.6386 | 0.7572 | 0.6231 | 0.7441 | 0.5521 | 0.3460 | 0.4897 | 0.5255 | 0.8259 | 0.7370 | 0.7613 | 0.7627 | 0.7814 | 0.7692 | 0.3093 |
0.0426 | 9.4 | 4700 | 0.2204 | 0.6179 | 0.7414 | 0.8235 | nan | 0.8537 | 0.8979 | 0.7061 | 0.8604 | 0.7016 | 0.8757 | 0.7515 | 0.3451 | 0.5808 | 0.6057 | 0.9052 | 0.8406 | 0.8397 | 0.8718 | 0.8247 | 0.8201 | 0.3240 | 0.0 | 0.7597 | 0.8162 | 0.6196 | 0.7614 | 0.6139 | 0.7480 | 0.5505 | 0.2937 | 0.4912 | 0.5175 | 0.8257 | 0.7415 | 0.7624 | 0.7689 | 0.7782 | 0.7715 | 0.3032 |
0.0298 | 9.44 | 4720 | 0.2229 | 0.6186 | 0.7430 | 0.8269 | nan | 0.8791 | 0.8981 | 0.6689 | 0.8638 | 0.6958 | 0.8800 | 0.7490 | 0.3231 | 0.5789 | 0.6243 | 0.9209 | 0.8405 | 0.8507 | 0.8610 | 0.8479 | 0.8245 | 0.3249 | 0.0 | 0.7687 | 0.8212 | 0.5974 | 0.7684 | 0.6145 | 0.7596 | 0.5552 | 0.2785 | 0.4865 | 0.5197 | 0.8278 | 0.7435 | 0.7616 | 0.7728 | 0.7830 | 0.7728 | 0.3035 |
0.0396 | 9.48 | 4740 | 0.2194 | 0.6178 | 0.7451 | 0.8249 | nan | 0.8558 | 0.8985 | 0.7329 | 0.8603 | 0.6917 | 0.8656 | 0.7544 | 0.2961 | 0.5915 | 0.6101 | 0.9182 | 0.8229 | 0.8528 | 0.8644 | 0.8321 | 0.8544 | 0.3656 | 0.0 | 0.7584 | 0.8118 | 0.6254 | 0.7689 | 0.6216 | 0.7592 | 0.5630 | 0.2490 | 0.4927 | 0.5189 | 0.8270 | 0.7312 | 0.7581 | 0.7654 | 0.7742 | 0.7813 | 0.3152 |
0.0376 | 9.52 | 4760 | 0.2246 | 0.6190 | 0.7453 | 0.8293 | nan | 0.8531 | 0.9008 | 0.7675 | 0.8879 | 0.6756 | 0.8653 | 0.7463 | 0.3321 | 0.5628 | 0.6402 | 0.9072 | 0.8465 | 0.8313 | 0.8571 | 0.8365 | 0.8420 | 0.3171 | 0.0 | 0.7661 | 0.8215 | 0.6346 | 0.7783 | 0.6147 | 0.7502 | 0.5700 | 0.2799 | 0.4806 | 0.5286 | 0.8280 | 0.7331 | 0.7529 | 0.7601 | 0.7741 | 0.7820 | 0.2880 |
0.0352 | 9.56 | 4780 | 0.2257 | 0.6170 | 0.7451 | 0.8236 | nan | 0.8482 | 0.8993 | 0.7699 | 0.8593 | 0.6632 | 0.8646 | 0.7753 | 0.3683 | 0.5849 | 0.6340 | 0.9119 | 0.8564 | 0.8098 | 0.8549 | 0.8404 | 0.8405 | 0.2851 | 0.0 | 0.7635 | 0.8183 | 0.6363 | 0.7651 | 0.6148 | 0.7525 | 0.5637 | 0.3001 | 0.4872 | 0.5264 | 0.8264 | 0.7286 | 0.7449 | 0.7577 | 0.7713 | 0.7812 | 0.2675 |
0.0542 | 9.6 | 4800 | 0.2272 | 0.6175 | 0.7445 | 0.8233 | nan | 0.8529 | 0.9084 | 0.7263 | 0.8714 | 0.6360 | 0.8556 | 0.7600 | 0.4009 | 0.5835 | 0.6507 | 0.9122 | 0.8492 | 0.8174 | 0.8589 | 0.8306 | 0.8385 | 0.3039 | 0.0 | 0.7682 | 0.8175 | 0.6278 | 0.7656 | 0.5900 | 0.7477 | 0.5562 | 0.3268 | 0.4917 | 0.5386 | 0.8276 | 0.7303 | 0.7475 | 0.7591 | 0.7672 | 0.7832 | 0.2697 |
0.0597 | 9.64 | 4820 | 0.2243 | 0.6173 | 0.7459 | 0.8209 | nan | 0.8581 | 0.8975 | 0.7392 | 0.8623 | 0.6479 | 0.8756 | 0.7467 | 0.4048 | 0.5571 | 0.6483 | 0.9147 | 0.8412 | 0.8386 | 0.8492 | 0.8357 | 0.8250 | 0.3387 | 0.0 | 0.7632 | 0.8103 | 0.6294 | 0.7655 | 0.5914 | 0.7578 | 0.5482 | 0.3298 | 0.4798 | 0.5331 | 0.8269 | 0.7378 | 0.7562 | 0.7535 | 0.7642 | 0.7758 | 0.2888 |
0.0855 | 9.68 | 4840 | 0.2361 | 0.6083 | 0.7346 | 0.8123 | nan | 0.8613 | 0.8959 | 0.7404 | 0.8304 | 0.6354 | 0.8824 | 0.7803 | 0.2968 | 0.5771 | 0.6293 | 0.9045 | 0.8358 | 0.8301 | 0.8307 | 0.8167 | 0.8049 | 0.3358 | 0.0 | 0.7646 | 0.8139 | 0.6307 | 0.7473 | 0.5705 | 0.7638 | 0.5246 | 0.2614 | 0.4867 | 0.5266 | 0.8259 | 0.7308 | 0.7483 | 0.7451 | 0.7598 | 0.7597 | 0.2898 |
0.0563 | 9.72 | 4860 | 0.2289 | 0.6154 | 0.7473 | 0.8178 | nan | 0.8695 | 0.9057 | 0.7158 | 0.8294 | 0.6774 | 0.8696 | 0.7678 | 0.3771 | 0.6135 | 0.5997 | 0.9082 | 0.8485 | 0.8368 | 0.8476 | 0.8450 | 0.8416 | 0.3509 | 0.0 | 0.7647 | 0.8150 | 0.6206 | 0.7501 | 0.6023 | 0.7646 | 0.5346 | 0.3071 | 0.4981 | 0.5153 | 0.8249 | 0.7351 | 0.7524 | 0.7541 | 0.7661 | 0.7764 | 0.2950 |
0.0694 | 9.76 | 4880 | 0.2276 | 0.6139 | 0.7427 | 0.8186 | nan | 0.8687 | 0.9006 | 0.7177 | 0.8340 | 0.7027 | 0.8921 | 0.7562 | 0.3572 | 0.6075 | 0.5876 | 0.9079 | 0.8441 | 0.8309 | 0.8355 | 0.8477 | 0.8100 | 0.3259 | 0.0 | 0.7621 | 0.8153 | 0.6212 | 0.7563 | 0.6080 | 0.7695 | 0.5397 | 0.2979 | 0.4909 | 0.5043 | 0.8247 | 0.7374 | 0.7541 | 0.7512 | 0.7699 | 0.7609 | 0.2868 |
0.0377 | 9.8 | 4900 | 0.2148 | 0.6199 | 0.7466 | 0.8302 | nan | 0.8704 | 0.8920 | 0.7402 | 0.8967 | 0.7284 | 0.8958 | 0.6951 | 0.3935 | 0.5583 | 0.6585 | 0.9177 | 0.8135 | 0.8469 | 0.8450 | 0.8428 | 0.8031 | 0.2944 | 0.0 | 0.7683 | 0.8178 | 0.6249 | 0.7924 | 0.6244 | 0.7652 | 0.5623 | 0.3204 | 0.4778 | 0.5333 | 0.8260 | 0.7276 | 0.7532 | 0.7546 | 0.7684 | 0.7598 | 0.2823 |
0.0534 | 9.84 | 4920 | 0.2119 | 0.6209 | 0.7478 | 0.8312 | nan | 0.8586 | 0.9098 | 0.7091 | 0.8895 | 0.7283 | 0.8786 | 0.7104 | 0.4140 | 0.6087 | 0.6257 | 0.9178 | 0.8457 | 0.8222 | 0.8478 | 0.8429 | 0.8212 | 0.2815 | 0.0 | 0.7662 | 0.8146 | 0.6182 | 0.7906 | 0.6364 | 0.7656 | 0.5698 | 0.3339 | 0.4983 | 0.5214 | 0.8250 | 0.7333 | 0.7485 | 0.7513 | 0.7668 | 0.7670 | 0.2699 |
0.0596 | 9.88 | 4940 | 0.2095 | 0.6206 | 0.7466 | 0.8317 | nan | 0.8512 | 0.9009 | 0.7502 | 0.8952 | 0.7235 | 0.8842 | 0.7147 | 0.3887 | 0.5872 | 0.6461 | 0.8986 | 0.8318 | 0.8380 | 0.8639 | 0.8334 | 0.8172 | 0.2676 | 0.0 | 0.7584 | 0.8165 | 0.6355 | 0.7917 | 0.6305 | 0.7697 | 0.5682 | 0.3181 | 0.4964 | 0.5364 | 0.8242 | 0.7291 | 0.7487 | 0.7529 | 0.7690 | 0.7622 | 0.2628 |
0.0443 | 9.92 | 4960 | 0.2174 | 0.6185 | 0.7482 | 0.8271 | nan | 0.8366 | 0.8982 | 0.7238 | 0.8692 | 0.6983 | 0.8825 | 0.7496 | 0.4489 | 0.5994 | 0.6071 | 0.9190 | 0.8424 | 0.8391 | 0.8726 | 0.8129 | 0.8225 | 0.2967 | 0.0 | 0.7460 | 0.8164 | 0.6239 | 0.7827 | 0.6206 | 0.7661 | 0.5694 | 0.3445 | 0.4996 | 0.5204 | 0.8233 | 0.7275 | 0.7472 | 0.7485 | 0.7583 | 0.7631 | 0.2748 |
0.0366 | 9.96 | 4980 | 0.2141 | 0.6158 | 0.7455 | 0.8229 | nan | 0.8576 | 0.8926 | 0.7784 | 0.8813 | 0.7318 | 0.8717 | 0.7171 | 0.3805 | 0.5959 | 0.6243 | 0.8987 | 0.8323 | 0.8288 | 0.8452 | 0.7942 | 0.7856 | 0.3574 | 0.0 | 0.7498 | 0.8127 | 0.6371 | 0.7817 | 0.6057 | 0.7667 | 0.5537 | 0.3075 | 0.4946 | 0.5219 | 0.8239 | 0.7303 | 0.7494 | 0.7416 | 0.7523 | 0.7455 | 0.3103 |
0.0378 | 10.0 | 5000 | 0.2255 | 0.6146 | 0.7467 | 0.8205 | nan | 0.8623 | 0.8960 | 0.7348 | 0.8527 | 0.7228 | 0.8557 | 0.7479 | 0.3292 | 0.6004 | 0.6126 | 0.9190 | 0.8466 | 0.8337 | 0.8469 | 0.8429 | 0.7933 | 0.3966 | 0.0 | 0.7603 | 0.8111 | 0.6260 | 0.7673 | 0.6062 | 0.7592 | 0.5469 | 0.2756 | 0.4944 | 0.5214 | 0.8248 | 0.7310 | 0.7492 | 0.7548 | 0.7687 | 0.7511 | 0.3148 |
0.0412 | 10.04 | 5020 | 0.2159 | 0.6145 | 0.7431 | 0.8224 | nan | 0.8334 | 0.9106 | 0.7136 | 0.8595 | 0.7208 | 0.8631 | 0.7485 | 0.3142 | 0.5852 | 0.6161 | 0.9079 | 0.8300 | 0.8400 | 0.8357 | 0.8431 | 0.7875 | 0.4234 | 0.0 | 0.7569 | 0.8186 | 0.6197 | 0.7697 | 0.6115 | 0.7634 | 0.5506 | 0.2716 | 0.4897 | 0.5235 | 0.8262 | 0.7264 | 0.7453 | 0.7509 | 0.7665 | 0.7481 | 0.3230 |
0.1179 | 10.08 | 5040 | 0.2071 | 0.6180 | 0.7496 | 0.8239 | nan | 0.8613 | 0.9001 | 0.7407 | 0.8686 | 0.7187 | 0.8611 | 0.7420 | 0.3679 | 0.5785 | 0.6314 | 0.9041 | 0.8371 | 0.8376 | 0.8479 | 0.8274 | 0.8013 | 0.4174 | 0.0 | 0.7594 | 0.8119 | 0.6309 | 0.7763 | 0.6182 | 0.7628 | 0.5625 | 0.2990 | 0.4925 | 0.5347 | 0.8260 | 0.7251 | 0.7413 | 0.7540 | 0.7641 | 0.7537 | 0.3123 |
0.0377 | 10.12 | 5060 | 0.2216 | 0.6169 | 0.7470 | 0.8237 | nan | 0.8673 | 0.8996 | 0.6967 | 0.8612 | 0.7010 | 0.8703 | 0.7586 | 0.3511 | 0.6051 | 0.6281 | 0.9198 | 0.8355 | 0.8233 | 0.8483 | 0.8428 | 0.7845 | 0.4051 | 0.0 | 0.7629 | 0.8188 | 0.6104 | 0.7721 | 0.6135 | 0.7628 | 0.5605 | 0.2929 | 0.5016 | 0.5304 | 0.8264 | 0.7279 | 0.7409 | 0.7580 | 0.7689 | 0.7454 | 0.3103 |
0.0445 | 10.16 | 5080 | 0.2239 | 0.6179 | 0.7467 | 0.8240 | nan | 0.8545 | 0.8958 | 0.7701 | 0.8630 | 0.7007 | 0.8702 | 0.7605 | 0.3334 | 0.6025 | 0.6255 | 0.9208 | 0.8364 | 0.8213 | 0.8593 | 0.8240 | 0.7971 | 0.3595 | 0.0 | 0.7640 | 0.8170 | 0.6357 | 0.7734 | 0.6157 | 0.7643 | 0.5647 | 0.2889 | 0.4980 | 0.5305 | 0.8266 | 0.7283 | 0.7441 | 0.7552 | 0.7653 | 0.7550 | 0.2959 |
0.0397 | 10.2 | 5100 | 0.2256 | 0.6182 | 0.7471 | 0.8257 | nan | 0.8602 | 0.8983 | 0.7746 | 0.8704 | 0.7085 | 0.8777 | 0.7589 | 0.3473 | 0.6178 | 0.5808 | 0.9051 | 0.8427 | 0.8164 | 0.8588 | 0.8123 | 0.7980 | 0.3731 | 0.0 | 0.7645 | 0.8199 | 0.6395 | 0.7753 | 0.6197 | 0.7651 | 0.5659 | 0.2990 | 0.4985 | 0.5049 | 0.8273 | 0.7302 | 0.7465 | 0.7551 | 0.7643 | 0.7549 | 0.2975 |
0.0335 | 10.24 | 5120 | 0.2156 | 0.6217 | 0.7500 | 0.8290 | nan | 0.8619 | 0.8925 | 0.7266 | 0.8851 | 0.7115 | 0.8604 | 0.7429 | 0.4009 | 0.6091 | 0.6095 | 0.9262 | 0.8338 | 0.8409 | 0.8507 | 0.8471 | 0.8052 | 0.3459 | 0.0 | 0.7638 | 0.8206 | 0.6234 | 0.7827 | 0.6255 | 0.7603 | 0.5746 | 0.3377 | 0.5021 | 0.5211 | 0.8260 | 0.7300 | 0.7501 | 0.7550 | 0.7683 | 0.7577 | 0.2923 |
0.048 | 10.28 | 5140 | 0.2195 | 0.6206 | 0.7457 | 0.8280 | nan | 0.8531 | 0.9014 | 0.6939 | 0.8842 | 0.7175 | 0.8655 | 0.7404 | 0.4071 | 0.6059 | 0.6196 | 0.9035 | 0.8571 | 0.8085 | 0.8516 | 0.8397 | 0.7988 | 0.3285 | 0.0 | 0.7606 | 0.8163 | 0.6127 | 0.7841 | 0.6295 | 0.7633 | 0.5770 | 0.3358 | 0.5014 | 0.5297 | 0.8262 | 0.7284 | 0.7393 | 0.7531 | 0.7629 | 0.7543 | 0.2961 |
0.0518 | 10.32 | 5160 | 0.2107 | 0.6254 | 0.7515 | 0.8318 | nan | 0.8493 | 0.8991 | 0.7409 | 0.8845 | 0.7223 | 0.8681 | 0.7451 | 0.3741 | 0.5943 | 0.6483 | 0.9188 | 0.8404 | 0.8384 | 0.8459 | 0.8475 | 0.8103 | 0.3483 | 0.0 | 0.7630 | 0.8202 | 0.6315 | 0.7845 | 0.6292 | 0.7674 | 0.5743 | 0.3200 | 0.5017 | 0.5441 | 0.8304 | 0.7308 | 0.7501 | 0.7621 | 0.7759 | 0.7625 | 0.3086 |
0.0362 | 10.36 | 5180 | 0.2180 | 0.6204 | 0.7522 | 0.8271 | nan | 0.8772 | 0.8998 | 0.7279 | 0.8720 | 0.7247 | 0.8705 | 0.7520 | 0.3289 | 0.5850 | 0.6485 | 0.9086 | 0.8084 | 0.8411 | 0.8353 | 0.8401 | 0.7921 | 0.4761 | 0.0 | 0.7615 | 0.8145 | 0.6294 | 0.7781 | 0.6348 | 0.7684 | 0.5729 | 0.2863 | 0.4947 | 0.5348 | 0.8298 | 0.7204 | 0.7510 | 0.7587 | 0.7739 | 0.7521 | 0.3060 |
0.053 | 10.4 | 5200 | 0.2110 | 0.6238 | 0.7492 | 0.8305 | nan | 0.8493 | 0.9017 | 0.7544 | 0.8845 | 0.7309 | 0.8746 | 0.7392 | 0.3401 | 0.5799 | 0.6198 | 0.9038 | 0.8354 | 0.8265 | 0.8521 | 0.8394 | 0.8169 | 0.3874 | 0.0 | 0.7631 | 0.8175 | 0.6393 | 0.7849 | 0.6409 | 0.7671 | 0.5779 | 0.2954 | 0.4893 | 0.5222 | 0.8297 | 0.7329 | 0.7528 | 0.7644 | 0.7747 | 0.7652 | 0.3116 |
0.0626 | 10.44 | 5220 | 0.2206 | 0.6222 | 0.7489 | 0.8291 | nan | 0.8490 | 0.9027 | 0.7750 | 0.8726 | 0.7048 | 0.8677 | 0.7555 | 0.2887 | 0.5839 | 0.6412 | 0.9092 | 0.8312 | 0.8575 | 0.8582 | 0.8417 | 0.8173 | 0.3746 | 0.0 | 0.7695 | 0.8209 | 0.6442 | 0.7780 | 0.6199 | 0.7659 | 0.5642 | 0.2613 | 0.4979 | 0.5377 | 0.8304 | 0.7308 | 0.7592 | 0.7671 | 0.7764 | 0.7675 | 0.3092 |
0.0327 | 10.48 | 5240 | 0.2259 | 0.6213 | 0.7494 | 0.8227 | nan | 0.8680 | 0.8990 | 0.7714 | 0.8542 | 0.6356 | 0.8630 | 0.8026 | 0.3758 | 0.5874 | 0.6414 | 0.9155 | 0.8420 | 0.8452 | 0.8468 | 0.8367 | 0.7930 | 0.3618 | 0.0 | 0.7686 | 0.8182 | 0.6428 | 0.7656 | 0.6033 | 0.7590 | 0.5645 | 0.3215 | 0.5024 | 0.5408 | 0.8284 | 0.7342 | 0.7579 | 0.7564 | 0.7711 | 0.7505 | 0.2988 |
0.0502 | 10.52 | 5260 | 0.2303 | 0.6205 | 0.7532 | 0.8192 | nan | 0.8599 | 0.9073 | 0.7546 | 0.8278 | 0.6260 | 0.8672 | 0.8299 | 0.4034 | 0.6101 | 0.6381 | 0.9083 | 0.8542 | 0.8286 | 0.8677 | 0.8222 | 0.7866 | 0.4117 | 0.0 | 0.7654 | 0.8201 | 0.6399 | 0.7542 | 0.5932 | 0.7602 | 0.5554 | 0.3344 | 0.5066 | 0.5406 | 0.8287 | 0.7359 | 0.7540 | 0.7616 | 0.7674 | 0.7443 | 0.3081 |
0.0261 | 10.56 | 5280 | 0.2100 | 0.6276 | 0.7585 | 0.8288 | nan | 0.8454 | 0.8949 | 0.7216 | 0.8499 | 0.7262 | 0.8815 | 0.7873 | 0.4518 | 0.5732 | 0.6507 | 0.9106 | 0.8435 | 0.8412 | 0.8713 | 0.8251 | 0.8197 | 0.4006 | 0.0 | 0.7584 | 0.8135 | 0.6246 | 0.7698 | 0.6606 | 0.7626 | 0.5794 | 0.3609 | 0.4907 | 0.5444 | 0.8275 | 0.7360 | 0.7576 | 0.7629 | 0.7689 | 0.7684 | 0.3100 |
0.0367 | 10.6 | 5300 | 0.2105 | 0.6286 | 0.7600 | 0.8295 | nan | 0.8311 | 0.9008 | 0.7109 | 0.8554 | 0.7369 | 0.8848 | 0.7620 | 0.4867 | 0.6178 | 0.6341 | 0.9151 | 0.8242 | 0.8420 | 0.8563 | 0.8457 | 0.8271 | 0.3897 | 0.0 | 0.7560 | 0.8176 | 0.6200 | 0.7720 | 0.6602 | 0.7608 | 0.5730 | 0.3741 | 0.5059 | 0.5350 | 0.8270 | 0.7342 | 0.7568 | 0.7657 | 0.7747 | 0.7741 | 0.3087 |
0.0494 | 10.64 | 5320 | 0.2101 | 0.6297 | 0.7626 | 0.8293 | nan | 0.8543 | 0.8998 | 0.7747 | 0.8539 | 0.7431 | 0.8798 | 0.7701 | 0.4706 | 0.5727 | 0.6555 | 0.9018 | 0.8355 | 0.8481 | 0.8455 | 0.8512 | 0.8174 | 0.3906 | 0.0 | 0.7598 | 0.8179 | 0.6454 | 0.7712 | 0.6626 | 0.7614 | 0.5729 | 0.3685 | 0.4892 | 0.5435 | 0.8264 | 0.7346 | 0.7580 | 0.7642 | 0.7773 | 0.7698 | 0.3125 |
0.032 | 10.68 | 5340 | 0.2092 | 0.6256 | 0.7525 | 0.8288 | nan | 0.8394 | 0.9041 | 0.7387 | 0.8624 | 0.7439 | 0.8801 | 0.7531 | 0.4074 | 0.5851 | 0.6353 | 0.9099 | 0.8306 | 0.8395 | 0.8385 | 0.8394 | 0.8221 | 0.3637 | 0.0 | 0.7606 | 0.8164 | 0.6359 | 0.7755 | 0.6571 | 0.7609 | 0.5714 | 0.3418 | 0.4900 | 0.5332 | 0.8272 | 0.7302 | 0.7549 | 0.7582 | 0.7714 | 0.7749 | 0.3020 |
0.0815 | 10.72 | 5360 | 0.2096 | 0.6262 | 0.7539 | 0.8322 | nan | 0.8455 | 0.8997 | 0.7519 | 0.8693 | 0.7435 | 0.8937 | 0.7511 | 0.3924 | 0.6073 | 0.5934 | 0.9148 | 0.8577 | 0.8196 | 0.8589 | 0.8448 | 0.8204 | 0.3518 | 0.0 | 0.7650 | 0.8207 | 0.6388 | 0.7816 | 0.6572 | 0.7617 | 0.5773 | 0.3307 | 0.4985 | 0.5189 | 0.8281 | 0.7326 | 0.7490 | 0.7657 | 0.7760 | 0.7720 | 0.2975 |
0.0529 | 10.76 | 5380 | 0.2130 | 0.6261 | 0.7532 | 0.8287 | nan | 0.8682 | 0.8954 | 0.7341 | 0.8578 | 0.7345 | 0.8630 | 0.7909 | 0.4212 | 0.5998 | 0.6059 | 0.9135 | 0.8545 | 0.8225 | 0.8491 | 0.8459 | 0.8118 | 0.3364 | 0.0 | 0.7678 | 0.8209 | 0.6332 | 0.7739 | 0.6654 | 0.7521 | 0.5824 | 0.3451 | 0.4929 | 0.5194 | 0.8284 | 0.7403 | 0.7554 | 0.7608 | 0.7780 | 0.7618 | 0.2918 |
0.0348 | 10.8 | 5400 | 0.2174 | 0.6254 | 0.7535 | 0.8270 | nan | 0.8603 | 0.8988 | 0.6850 | 0.8541 | 0.7227 | 0.8434 | 0.7972 | 0.4412 | 0.5788 | 0.6221 | 0.9185 | 0.8593 | 0.8188 | 0.8499 | 0.8463 | 0.8332 | 0.3798 | 0.0 | 0.7677 | 0.8190 | 0.6110 | 0.7707 | 0.6526 | 0.7469 | 0.5817 | 0.3509 | 0.4876 | 0.5275 | 0.8273 | 0.7360 | 0.7504 | 0.7609 | 0.7770 | 0.7691 | 0.3200 |
0.0424 | 10.84 | 5420 | 0.2128 | 0.6286 | 0.7594 | 0.8323 | nan | 0.8541 | 0.8904 | 0.7261 | 0.8671 | 0.7348 | 0.8700 | 0.7783 | 0.3729 | 0.5723 | 0.6372 | 0.9230 | 0.8561 | 0.8202 | 0.8570 | 0.8394 | 0.8370 | 0.4743 | 0.0 | 0.7685 | 0.8167 | 0.6291 | 0.7790 | 0.6736 | 0.7597 | 0.5928 | 0.3156 | 0.4897 | 0.5383 | 0.8277 | 0.7348 | 0.7485 | 0.7624 | 0.7729 | 0.7761 | 0.3302 |
0.0443 | 10.88 | 5440 | 0.2127 | 0.6280 | 0.7551 | 0.8318 | nan | 0.8285 | 0.9077 | 0.7122 | 0.8713 | 0.7365 | 0.8675 | 0.7681 | 0.3680 | 0.6071 | 0.6288 | 0.9094 | 0.8384 | 0.8312 | 0.8476 | 0.8344 | 0.8200 | 0.4596 | 0.0 | 0.7680 | 0.8184 | 0.6258 | 0.7799 | 0.6731 | 0.7608 | 0.5919 | 0.3159 | 0.5004 | 0.5312 | 0.8275 | 0.7353 | 0.7551 | 0.7588 | 0.7722 | 0.7686 | 0.3203 |
0.0725 | 10.92 | 5460 | 0.2146 | 0.6300 | 0.7579 | 0.8328 | nan | 0.8521 | 0.8993 | 0.7243 | 0.8694 | 0.7051 | 0.8731 | 0.7830 | 0.3837 | 0.6255 | 0.6155 | 0.9131 | 0.8557 | 0.8331 | 0.8509 | 0.8339 | 0.8381 | 0.4290 | 0.0 | 0.7717 | 0.8195 | 0.6304 | 0.7799 | 0.6599 | 0.7633 | 0.5904 | 0.3339 | 0.5067 | 0.5259 | 0.8285 | 0.7402 | 0.7604 | 0.7598 | 0.7730 | 0.7798 | 0.3168 |
0.0516 | 10.96 | 5480 | 0.2144 | 0.6324 | 0.7604 | 0.8355 | nan | 0.8486 | 0.9148 | 0.7692 | 0.8722 | 0.7175 | 0.8743 | 0.7817 | 0.3988 | 0.5847 | 0.6573 | 0.9090 | 0.8564 | 0.8315 | 0.8598 | 0.8257 | 0.8307 | 0.3950 | 0.0 | 0.7761 | 0.8266 | 0.6443 | 0.7816 | 0.6665 | 0.7638 | 0.5937 | 0.3506 | 0.4985 | 0.5469 | 0.8267 | 0.7378 | 0.7569 | 0.7599 | 0.7671 | 0.7812 | 0.3043 |
0.0542 | 11.0 | 5500 | 0.2133 | 0.6298 | 0.7572 | 0.8331 | nan | 0.8333 | 0.9010 | 0.7820 | 0.8751 | 0.7279 | 0.8879 | 0.7564 | 0.4034 | 0.5703 | 0.6596 | 0.9128 | 0.8320 | 0.8518 | 0.8707 | 0.8125 | 0.8182 | 0.3773 | 0.0 | 0.7640 | 0.8179 | 0.6455 | 0.7836 | 0.6643 | 0.7653 | 0.5916 | 0.3499 | 0.4914 | 0.5451 | 0.8265 | 0.7416 | 0.7649 | 0.7560 | 0.7595 | 0.7752 | 0.2944 |
0.0404 | 11.04 | 5520 | 0.2140 | 0.6325 | 0.7596 | 0.8365 | nan | 0.8663 | 0.8999 | 0.7718 | 0.8849 | 0.7341 | 0.8879 | 0.7504 | 0.4153 | 0.5794 | 0.6610 | 0.9106 | 0.8534 | 0.8390 | 0.8535 | 0.8246 | 0.8299 | 0.3507 | 0.0 | 0.7760 | 0.8215 | 0.6441 | 0.7857 | 0.6680 | 0.7666 | 0.5918 | 0.3588 | 0.4958 | 0.5472 | 0.8283 | 0.7478 | 0.7633 | 0.7584 | 0.7669 | 0.7815 | 0.2824 |
0.0451 | 11.08 | 5540 | 0.2135 | 0.6290 | 0.7568 | 0.8327 | nan | 0.8767 | 0.9029 | 0.7418 | 0.8730 | 0.7319 | 0.8768 | 0.7688 | 0.4331 | 0.5868 | 0.6178 | 0.9193 | 0.8594 | 0.8246 | 0.8577 | 0.8235 | 0.8097 | 0.3623 | 0.0 | 0.7778 | 0.8237 | 0.6354 | 0.7786 | 0.6702 | 0.7645 | 0.5908 | 0.3712 | 0.4864 | 0.5227 | 0.8254 | 0.7392 | 0.7573 | 0.7583 | 0.7652 | 0.7654 | 0.2896 |
0.0477 | 11.12 | 5560 | 0.2149 | 0.6277 | 0.7547 | 0.8314 | nan | 0.8641 | 0.8961 | 0.7527 | 0.8823 | 0.7351 | 0.8723 | 0.7534 | 0.4310 | 0.5857 | 0.6364 | 0.9045 | 0.8509 | 0.8218 | 0.8473 | 0.8141 | 0.8222 | 0.3595 | 0.0 | 0.7712 | 0.8169 | 0.6389 | 0.7823 | 0.6654 | 0.7653 | 0.5867 | 0.3619 | 0.4893 | 0.5323 | 0.8250 | 0.7381 | 0.7556 | 0.7541 | 0.7625 | 0.7697 | 0.2840 |
0.0373 | 11.16 | 5580 | 0.2104 | 0.6275 | 0.7564 | 0.8315 | nan | 0.8625 | 0.8935 | 0.7551 | 0.8727 | 0.7091 | 0.8845 | 0.7628 | 0.4085 | 0.5838 | 0.6345 | 0.9158 | 0.8496 | 0.8422 | 0.8586 | 0.8232 | 0.8257 | 0.3760 | 0.0 | 0.7754 | 0.8146 | 0.6345 | 0.7790 | 0.6502 | 0.7704 | 0.5822 | 0.3509 | 0.4897 | 0.5328 | 0.8257 | 0.7402 | 0.7627 | 0.7564 | 0.7639 | 0.7744 | 0.2914 |
0.0359 | 11.2 | 5600 | 0.2093 | 0.6279 | 0.7592 | 0.8310 | nan | 0.8657 | 0.8938 | 0.7299 | 0.8674 | 0.7094 | 0.8825 | 0.7700 | 0.4404 | 0.5819 | 0.6408 | 0.9095 | 0.8462 | 0.8487 | 0.8587 | 0.8144 | 0.8360 | 0.4117 | 0.0 | 0.7685 | 0.8183 | 0.6283 | 0.7763 | 0.6471 | 0.7696 | 0.5786 | 0.3624 | 0.4902 | 0.5349 | 0.8256 | 0.7377 | 0.7633 | 0.7569 | 0.7626 | 0.7809 | 0.3001 |
0.0549 | 11.24 | 5620 | 0.2080 | 0.6231 | 0.7515 | 0.8279 | nan | 0.8614 | 0.9001 | 0.7025 | 0.8620 | 0.7041 | 0.8777 | 0.7664 | 0.3873 | 0.5975 | 0.6150 | 0.9117 | 0.8499 | 0.8352 | 0.8384 | 0.8368 | 0.8320 | 0.3974 | 0.0 | 0.7629 | 0.8166 | 0.6182 | 0.7750 | 0.6366 | 0.7677 | 0.5736 | 0.3337 | 0.4940 | 0.5205 | 0.8246 | 0.7360 | 0.7591 | 0.7550 | 0.7669 | 0.7764 | 0.2982 |
0.0512 | 11.28 | 5640 | 0.2108 | 0.6251 | 0.7541 | 0.8314 | nan | 0.8632 | 0.9005 | 0.7296 | 0.8754 | 0.6961 | 0.8890 | 0.7573 | 0.3910 | 0.6054 | 0.6270 | 0.9131 | 0.8557 | 0.8332 | 0.8487 | 0.8269 | 0.8212 | 0.3856 | 0.0 | 0.7650 | 0.8158 | 0.6289 | 0.7828 | 0.6318 | 0.7657 | 0.5804 | 0.3362 | 0.4984 | 0.5274 | 0.8258 | 0.7400 | 0.7589 | 0.7562 | 0.7671 | 0.7733 | 0.2974 |
0.0329 | 11.32 | 5660 | 0.2129 | 0.6243 | 0.7561 | 0.8279 | nan | 0.8647 | 0.8870 | 0.7665 | 0.8815 | 0.6828 | 0.8908 | 0.7336 | 0.4715 | 0.5886 | 0.6307 | 0.9125 | 0.8491 | 0.8272 | 0.8533 | 0.8241 | 0.8292 | 0.3601 | 0.0 | 0.7595 | 0.8118 | 0.6378 | 0.7854 | 0.6189 | 0.7576 | 0.5749 | 0.3751 | 0.4922 | 0.5265 | 0.8249 | 0.7381 | 0.7567 | 0.7558 | 0.7647 | 0.7755 | 0.2824 |
0.0624 | 11.36 | 5680 | 0.2176 | 0.6276 | 0.7592 | 0.8322 | nan | 0.8666 | 0.9038 | 0.7484 | 0.8798 | 0.6784 | 0.8929 | 0.7404 | 0.4572 | 0.5800 | 0.6500 | 0.9101 | 0.8476 | 0.8426 | 0.8579 | 0.8419 | 0.8432 | 0.3653 | 0.0 | 0.7675 | 0.8213 | 0.6343 | 0.7865 | 0.6190 | 0.7568 | 0.5758 | 0.3717 | 0.4907 | 0.5365 | 0.8250 | 0.7409 | 0.7612 | 0.7636 | 0.7735 | 0.7825 | 0.2902 |
0.0438 | 11.4 | 5700 | 0.2145 | 0.6197 | 0.7470 | 0.8276 | nan | 0.8583 | 0.8946 | 0.7420 | 0.8716 | 0.7013 | 0.8881 | 0.7458 | 0.3413 | 0.5784 | 0.6286 | 0.9070 | 0.8443 | 0.8230 | 0.8482 | 0.8484 | 0.8255 | 0.3524 | 0.0 | 0.7606 | 0.8171 | 0.6299 | 0.7809 | 0.6282 | 0.7606 | 0.5730 | 0.2992 | 0.4899 | 0.5293 | 0.8233 | 0.7329 | 0.7486 | 0.7557 | 0.7704 | 0.7716 | 0.2840 |
0.0357 | 11.44 | 5720 | 0.2165 | 0.6224 | 0.7510 | 0.8290 | nan | 0.8549 | 0.9050 | 0.7354 | 0.8677 | 0.7007 | 0.8893 | 0.7488 | 0.3664 | 0.6073 | 0.6288 | 0.9029 | 0.8525 | 0.8212 | 0.8488 | 0.8396 | 0.8376 | 0.3607 | 0.0 | 0.7648 | 0.8193 | 0.6297 | 0.7792 | 0.6292 | 0.7660 | 0.5687 | 0.3147 | 0.5002 | 0.5310 | 0.8234 | 0.7338 | 0.7487 | 0.7549 | 0.7688 | 0.7767 | 0.2935 |
0.0476 | 11.48 | 5740 | 0.2198 | 0.6246 | 0.7552 | 0.8284 | nan | 0.8697 | 0.9019 | 0.7674 | 0.8673 | 0.6945 | 0.8877 | 0.7538 | 0.4138 | 0.5647 | 0.6587 | 0.9082 | 0.8418 | 0.8337 | 0.8504 | 0.8338 | 0.8250 | 0.3658 | 0.0 | 0.7700 | 0.8182 | 0.6393 | 0.7769 | 0.6309 | 0.7648 | 0.5706 | 0.3502 | 0.4808 | 0.5358 | 0.8261 | 0.7391 | 0.7571 | 0.7529 | 0.7638 | 0.7699 | 0.2964 |
0.0467 | 11.52 | 5760 | 0.2185 | 0.6216 | 0.7517 | 0.8282 | nan | 0.8730 | 0.8975 | 0.7627 | 0.8608 | 0.7052 | 0.8941 | 0.7595 | 0.3479 | 0.5988 | 0.6071 | 0.9060 | 0.8564 | 0.8250 | 0.8546 | 0.8256 | 0.8349 | 0.3691 | 0.0 | 0.7690 | 0.8174 | 0.6378 | 0.7752 | 0.6320 | 0.7646 | 0.5660 | 0.3006 | 0.4899 | 0.5149 | 0.8273 | 0.7414 | 0.7564 | 0.7554 | 0.7662 | 0.7761 | 0.2982 |
0.0433 | 11.56 | 5780 | 0.2111 | 0.6208 | 0.7480 | 0.8278 | nan | 0.8661 | 0.8986 | 0.7574 | 0.8706 | 0.7196 | 0.8946 | 0.7398 | 0.3789 | 0.5838 | 0.5903 | 0.9081 | 0.8516 | 0.8256 | 0.8466 | 0.8307 | 0.8173 | 0.3367 | 0.0 | 0.7611 | 0.8168 | 0.6375 | 0.7805 | 0.6338 | 0.7664 | 0.5661 | 0.3274 | 0.4832 | 0.5056 | 0.8262 | 0.7368 | 0.7542 | 0.7568 | 0.7669 | 0.7684 | 0.2871 |
0.0304 | 11.6 | 5800 | 0.2154 | 0.6191 | 0.7436 | 0.8277 | nan | 0.8618 | 0.8979 | 0.7209 | 0.8716 | 0.7157 | 0.8946 | 0.7407 | 0.3319 | 0.5662 | 0.6205 | 0.9098 | 0.8442 | 0.8295 | 0.8469 | 0.8375 | 0.8093 | 0.3416 | 0.0 | 0.7636 | 0.8199 | 0.6260 | 0.7789 | 0.6300 | 0.7689 | 0.5623 | 0.2928 | 0.4787 | 0.5193 | 0.8260 | 0.7348 | 0.7550 | 0.7615 | 0.7725 | 0.7631 | 0.2904 |
0.0456 | 11.64 | 5820 | 0.2215 | 0.6230 | 0.7521 | 0.8266 | nan | 0.8554 | 0.9081 | 0.7498 | 0.8582 | 0.7027 | 0.8900 | 0.7501 | 0.3789 | 0.5846 | 0.6315 | 0.9070 | 0.8620 | 0.8103 | 0.8540 | 0.8338 | 0.8297 | 0.3791 | 0.0 | 0.7671 | 0.8182 | 0.6374 | 0.7732 | 0.6303 | 0.7704 | 0.5589 | 0.3259 | 0.4920 | 0.5315 | 0.8259 | 0.7282 | 0.7434 | 0.7636 | 0.7698 | 0.7745 | 0.3035 |
0.0395 | 11.68 | 5840 | 0.2156 | 0.6267 | 0.7571 | 0.8288 | nan | 0.8395 | 0.9011 | 0.7391 | 0.8638 | 0.7053 | 0.8887 | 0.7445 | 0.4443 | 0.6131 | 0.6206 | 0.9123 | 0.8457 | 0.8456 | 0.8584 | 0.8299 | 0.8410 | 0.3778 | 0.0 | 0.7617 | 0.8185 | 0.6350 | 0.7767 | 0.6294 | 0.7724 | 0.5599 | 0.3643 | 0.5046 | 0.5287 | 0.8268 | 0.7346 | 0.7577 | 0.7628 | 0.7672 | 0.7783 | 0.3018 |
0.0391 | 11.72 | 5860 | 0.2238 | 0.6280 | 0.7600 | 0.8292 | nan | 0.8536 | 0.9013 | 0.7666 | 0.8641 | 0.7047 | 0.8927 | 0.7430 | 0.4564 | 0.6096 | 0.6249 | 0.9133 | 0.8358 | 0.8507 | 0.8643 | 0.8406 | 0.8269 | 0.3712 | 0.0 | 0.7668 | 0.8178 | 0.6427 | 0.7769 | 0.6300 | 0.7726 | 0.5607 | 0.3792 | 0.5012 | 0.5286 | 0.8268 | 0.7357 | 0.7595 | 0.7659 | 0.7694 | 0.7724 | 0.2980 |
0.0346 | 11.76 | 5880 | 0.2191 | 0.6239 | 0.7533 | 0.8262 | nan | 0.8605 | 0.9009 | 0.7339 | 0.8621 | 0.7032 | 0.8922 | 0.7436 | 0.4405 | 0.6021 | 0.6003 | 0.9150 | 0.8546 | 0.8185 | 0.8389 | 0.8408 | 0.8256 | 0.3724 | 0.0 | 0.7648 | 0.8168 | 0.6315 | 0.7751 | 0.6285 | 0.7713 | 0.5581 | 0.3704 | 0.4912 | 0.5119 | 0.8274 | 0.7354 | 0.7498 | 0.7582 | 0.7679 | 0.7729 | 0.2998 |
0.0428 | 11.8 | 5900 | 0.2230 | 0.6226 | 0.7544 | 0.8254 | nan | 0.8661 | 0.9018 | 0.7239 | 0.8575 | 0.7139 | 0.8850 | 0.7410 | 0.4345 | 0.5995 | 0.6129 | 0.9190 | 0.8587 | 0.8062 | 0.8652 | 0.8263 | 0.8313 | 0.3829 | 0.0 | 0.7703 | 0.8180 | 0.6275 | 0.7721 | 0.6201 | 0.7767 | 0.5547 | 0.3585 | 0.4955 | 0.5214 | 0.8283 | 0.7276 | 0.7427 | 0.7600 | 0.7599 | 0.7759 | 0.2983 |
0.0376 | 11.84 | 5920 | 0.2248 | 0.6199 | 0.7497 | 0.8238 | nan | 0.8727 | 0.8903 | 0.7110 | 0.8552 | 0.7067 | 0.8816 | 0.7558 | 0.4013 | 0.6114 | 0.6214 | 0.9192 | 0.8479 | 0.8203 | 0.8553 | 0.8205 | 0.8192 | 0.3547 | 0.0 | 0.7625 | 0.8181 | 0.6212 | 0.7665 | 0.6213 | 0.7749 | 0.5510 | 0.3346 | 0.5040 | 0.5291 | 0.8278 | 0.7265 | 0.7457 | 0.7574 | 0.7599 | 0.7695 | 0.2881 |
0.0359 | 11.88 | 5940 | 0.2267 | 0.6204 | 0.7485 | 0.8251 | nan | 0.8528 | 0.9020 | 0.7108 | 0.8586 | 0.6962 | 0.8801 | 0.7549 | 0.3779 | 0.5934 | 0.6442 | 0.9122 | 0.8469 | 0.8411 | 0.8614 | 0.8156 | 0.8121 | 0.3645 | 0.0 | 0.7618 | 0.8199 | 0.6232 | 0.7681 | 0.6200 | 0.7714 | 0.5553 | 0.3211 | 0.4962 | 0.5359 | 0.8260 | 0.7373 | 0.7558 | 0.7539 | 0.7591 | 0.7666 | 0.2956 |
0.0345 | 11.92 | 5960 | 0.2250 | 0.6230 | 0.7505 | 0.8262 | nan | 0.8300 | 0.9085 | 0.7175 | 0.8635 | 0.7003 | 0.8771 | 0.7477 | 0.4255 | 0.5867 | 0.6400 | 0.9049 | 0.8476 | 0.8444 | 0.8481 | 0.8222 | 0.8292 | 0.3651 | 0.0 | 0.7581 | 0.8192 | 0.6272 | 0.7707 | 0.6217 | 0.7718 | 0.5576 | 0.3485 | 0.4925 | 0.5330 | 0.8258 | 0.7390 | 0.7586 | 0.7542 | 0.7623 | 0.7761 | 0.2974 |
0.0374 | 11.96 | 5980 | 0.2186 | 0.6238 | 0.7521 | 0.8256 | nan | 0.8399 | 0.9082 | 0.7109 | 0.8621 | 0.7026 | 0.8810 | 0.7414 | 0.4934 | 0.6159 | 0.5969 | 0.9150 | 0.8529 | 0.8370 | 0.8347 | 0.8388 | 0.8225 | 0.3330 | 0.0 | 0.7612 | 0.8185 | 0.6248 | 0.7701 | 0.6254 | 0.7705 | 0.5559 | 0.3824 | 0.5027 | 0.5153 | 0.8279 | 0.7365 | 0.7563 | 0.7553 | 0.7685 | 0.7736 | 0.2826 |
0.055 | 12.0 | 6000 | 0.2175 | 0.6251 | 0.7562 | 0.8254 | nan | 0.8404 | 0.9083 | 0.6946 | 0.8566 | 0.7138 | 0.8827 | 0.7373 | 0.4973 | 0.5873 | 0.6403 | 0.9124 | 0.8417 | 0.8445 | 0.8313 | 0.8508 | 0.8241 | 0.3917 | 0.0 | 0.7637 | 0.8192 | 0.6178 | 0.7687 | 0.6261 | 0.7699 | 0.5516 | 0.3656 | 0.4957 | 0.5332 | 0.8288 | 0.7396 | 0.7604 | 0.7583 | 0.7731 | 0.7739 | 0.3052 |
0.0336 | 12.04 | 6020 | 0.2203 | 0.6265 | 0.7593 | 0.8256 | nan | 0.8568 | 0.8967 | 0.7212 | 0.8569 | 0.7082 | 0.8832 | 0.7463 | 0.4661 | 0.6005 | 0.6372 | 0.9132 | 0.8482 | 0.8314 | 0.8517 | 0.8351 | 0.8277 | 0.4268 | 0.0 | 0.7665 | 0.8147 | 0.6297 | 0.7679 | 0.6285 | 0.7707 | 0.5547 | 0.3604 | 0.5009 | 0.5349 | 0.8294 | 0.7401 | 0.7577 | 0.7606 | 0.7723 | 0.7758 | 0.3115 |
0.0286 | 12.08 | 6040 | 0.2250 | 0.6271 | 0.7585 | 0.8279 | nan | 0.8574 | 0.8988 | 0.7423 | 0.8675 | 0.7068 | 0.8874 | 0.7407 | 0.4549 | 0.6028 | 0.6397 | 0.9084 | 0.8455 | 0.8280 | 0.8531 | 0.8258 | 0.8309 | 0.4054 | 0.0 | 0.7684 | 0.8179 | 0.6376 | 0.7737 | 0.6257 | 0.7723 | 0.5564 | 0.3632 | 0.5019 | 0.5374 | 0.8298 | 0.7358 | 0.7559 | 0.7609 | 0.7717 | 0.7777 | 0.3018 |
0.0309 | 12.12 | 6060 | 0.2299 | 0.6233 | 0.7504 | 0.8261 | nan | 0.8402 | 0.9057 | 0.6992 | 0.8646 | 0.6978 | 0.8817 | 0.7436 | 0.4204 | 0.5674 | 0.6546 | 0.9063 | 0.8399 | 0.8438 | 0.8562 | 0.8334 | 0.8201 | 0.3814 | 0.0 | 0.7621 | 0.8182 | 0.6200 | 0.7726 | 0.6221 | 0.7671 | 0.5575 | 0.3449 | 0.4860 | 0.5407 | 0.8272 | 0.7355 | 0.7586 | 0.7605 | 0.7725 | 0.7678 | 0.3055 |
0.0335 | 12.16 | 6080 | 0.2293 | 0.6213 | 0.7477 | 0.8218 | nan | 0.8327 | 0.8919 | 0.7078 | 0.8492 | 0.6968 | 0.8750 | 0.7630 | 0.4157 | 0.5924 | 0.6157 | 0.9195 | 0.8414 | 0.8426 | 0.8437 | 0.8327 | 0.8217 | 0.3698 | 0.0 | 0.7595 | 0.8158 | 0.6204 | 0.7626 | 0.6262 | 0.7656 | 0.5507 | 0.3408 | 0.5001 | 0.5262 | 0.8277 | 0.7348 | 0.7566 | 0.7532 | 0.7695 | 0.7708 | 0.3035 |
0.0334 | 12.2 | 6100 | 0.2293 | 0.6235 | 0.7534 | 0.8234 | nan | 0.8485 | 0.9054 | 0.7384 | 0.8482 | 0.7003 | 0.8764 | 0.7602 | 0.4250 | 0.6150 | 0.6245 | 0.9104 | 0.8574 | 0.8285 | 0.8454 | 0.8390 | 0.8127 | 0.3723 | 0.0 | 0.7650 | 0.8190 | 0.6351 | 0.7630 | 0.6232 | 0.7688 | 0.5482 | 0.3464 | 0.5120 | 0.5339 | 0.8277 | 0.7326 | 0.7495 | 0.7546 | 0.7702 | 0.7689 | 0.3058 |
0.0413 | 12.24 | 6120 | 0.2224 | 0.6251 | 0.7572 | 0.8247 | nan | 0.8724 | 0.9004 | 0.7315 | 0.8544 | 0.7000 | 0.8835 | 0.7461 | 0.4563 | 0.5877 | 0.6541 | 0.9096 | 0.8544 | 0.8243 | 0.8548 | 0.8427 | 0.8206 | 0.3802 | 0.0 | 0.7680 | 0.8162 | 0.6332 | 0.7667 | 0.6181 | 0.7706 | 0.5492 | 0.3710 | 0.4992 | 0.5461 | 0.8275 | 0.7315 | 0.7495 | 0.7578 | 0.7706 | 0.7733 | 0.3027 |
0.0317 | 12.28 | 6140 | 0.2260 | 0.6248 | 0.7557 | 0.8251 | nan | 0.8752 | 0.8976 | 0.7346 | 0.8549 | 0.7024 | 0.8815 | 0.7496 | 0.4264 | 0.6123 | 0.6348 | 0.9121 | 0.8522 | 0.8280 | 0.8460 | 0.8366 | 0.8302 | 0.3733 | 0.0 | 0.7699 | 0.8190 | 0.6336 | 0.7651 | 0.6137 | 0.7748 | 0.5445 | 0.3573 | 0.5082 | 0.5388 | 0.8289 | 0.7329 | 0.7518 | 0.7561 | 0.7711 | 0.7785 | 0.3026 |
0.0357 | 12.32 | 6160 | 0.2295 | 0.6233 | 0.7542 | 0.8227 | nan | 0.8614 | 0.9038 | 0.7491 | 0.8420 | 0.7010 | 0.8852 | 0.7599 | 0.4142 | 0.5897 | 0.6365 | 0.9102 | 0.8520 | 0.8247 | 0.8376 | 0.8361 | 0.8309 | 0.3872 | 0.0 | 0.7686 | 0.8170 | 0.6399 | 0.7610 | 0.6167 | 0.7771 | 0.5468 | 0.3442 | 0.4971 | 0.5352 | 0.8287 | 0.7332 | 0.7538 | 0.7543 | 0.7677 | 0.7790 | 0.2991 |
0.0362 | 12.36 | 6180 | 0.2290 | 0.6259 | 0.7574 | 0.8260 | nan | 0.8600 | 0.9036 | 0.7575 | 0.8503 | 0.6978 | 0.8862 | 0.7541 | 0.3948 | 0.6014 | 0.6476 | 0.9111 | 0.8516 | 0.8385 | 0.8550 | 0.8375 | 0.8296 | 0.3996 | 0.0 | 0.7734 | 0.8207 | 0.6423 | 0.7641 | 0.6160 | 0.7747 | 0.5464 | 0.3382 | 0.5043 | 0.5414 | 0.8295 | 0.7401 | 0.7631 | 0.7609 | 0.7712 | 0.7805 | 0.2992 |
0.0484 | 12.4 | 6200 | 0.2278 | 0.6258 | 0.7550 | 0.8253 | nan | 0.8532 | 0.9050 | 0.7494 | 0.8537 | 0.6986 | 0.8866 | 0.7488 | 0.4345 | 0.5954 | 0.6401 | 0.9056 | 0.8454 | 0.8465 | 0.8529 | 0.8325 | 0.8251 | 0.3620 | 0.0 | 0.7676 | 0.8179 | 0.6411 | 0.7666 | 0.6182 | 0.7709 | 0.5495 | 0.3644 | 0.5026 | 0.5401 | 0.8280 | 0.7389 | 0.7637 | 0.7584 | 0.7688 | 0.7777 | 0.2906 |
0.0353 | 12.44 | 6220 | 0.2256 | 0.6294 | 0.7594 | 0.8279 | nan | 0.8645 | 0.9064 | 0.7356 | 0.8636 | 0.7006 | 0.8859 | 0.7354 | 0.4782 | 0.6007 | 0.6601 | 0.9118 | 0.8441 | 0.8395 | 0.8566 | 0.8366 | 0.8307 | 0.3597 | 0.0 | 0.7718 | 0.8221 | 0.6358 | 0.7727 | 0.6177 | 0.7719 | 0.5516 | 0.3942 | 0.5053 | 0.5472 | 0.8294 | 0.7407 | 0.7645 | 0.7622 | 0.7718 | 0.7794 | 0.2904 |
0.0361 | 12.48 | 6240 | 0.2236 | 0.6265 | 0.7557 | 0.8261 | nan | 0.8510 | 0.9002 | 0.7453 | 0.8569 | 0.6987 | 0.8855 | 0.7481 | 0.4498 | 0.5990 | 0.6371 | 0.9145 | 0.8531 | 0.8317 | 0.8567 | 0.8332 | 0.8344 | 0.3515 | 0.0 | 0.7644 | 0.8185 | 0.6377 | 0.7703 | 0.6220 | 0.7704 | 0.5536 | 0.3703 | 0.5037 | 0.5392 | 0.8296 | 0.7372 | 0.7584 | 0.7628 | 0.7706 | 0.7792 | 0.2882 |
0.0511 | 12.52 | 6260 | 0.2277 | 0.6253 | 0.7548 | 0.8242 | nan | 0.8476 | 0.8931 | 0.7597 | 0.8480 | 0.7010 | 0.8868 | 0.7604 | 0.4331 | 0.6105 | 0.6158 | 0.9159 | 0.8539 | 0.8393 | 0.8495 | 0.8376 | 0.8202 | 0.3593 | 0.0 | 0.7640 | 0.8184 | 0.6402 | 0.7621 | 0.6255 | 0.7707 | 0.5468 | 0.3641 | 0.5030 | 0.5265 | 0.8306 | 0.7393 | 0.7614 | 0.7625 | 0.7736 | 0.7731 | 0.2929 |
0.0586 | 12.56 | 6280 | 0.2299 | 0.6242 | 0.7543 | 0.8224 | nan | 0.8597 | 0.8940 | 0.7576 | 0.8428 | 0.7032 | 0.8725 | 0.7691 | 0.4026 | 0.6018 | 0.6374 | 0.9108 | 0.8519 | 0.8347 | 0.8484 | 0.8349 | 0.8241 | 0.3781 | 0.0 | 0.7651 | 0.8190 | 0.6397 | 0.7572 | 0.6239 | 0.7710 | 0.5454 | 0.3396 | 0.5044 | 0.5380 | 0.8308 | 0.7388 | 0.7568 | 0.7571 | 0.7711 | 0.7736 | 0.3037 |
0.0261 | 12.6 | 6300 | 0.2290 | 0.6244 | 0.7553 | 0.8225 | nan | 0.8704 | 0.8966 | 0.7397 | 0.8438 | 0.7034 | 0.8785 | 0.7639 | 0.4307 | 0.5786 | 0.6540 | 0.9126 | 0.8562 | 0.8144 | 0.8458 | 0.8396 | 0.8254 | 0.3871 | 0.0 | 0.7687 | 0.8189 | 0.6341 | 0.7586 | 0.6231 | 0.7710 | 0.5491 | 0.3626 | 0.4951 | 0.5432 | 0.8300 | 0.7328 | 0.7460 | 0.7561 | 0.7715 | 0.7739 | 0.3039 |
0.04 | 12.64 | 6320 | 0.2329 | 0.6277 | 0.7594 | 0.8252 | nan | 0.8835 | 0.8976 | 0.7452 | 0.8447 | 0.6999 | 0.8810 | 0.7746 | 0.4545 | 0.5671 | 0.6589 | 0.9143 | 0.8449 | 0.8405 | 0.8459 | 0.8404 | 0.8280 | 0.3883 | 0.0 | 0.7703 | 0.8184 | 0.6348 | 0.7600 | 0.6321 | 0.7721 | 0.5557 | 0.3785 | 0.4905 | 0.5449 | 0.8301 | 0.7400 | 0.7592 | 0.7572 | 0.7744 | 0.7767 | 0.3029 |
0.0781 | 12.68 | 6340 | 0.2256 | 0.6255 | 0.7551 | 0.8252 | nan | 0.8670 | 0.8966 | 0.7042 | 0.8548 | 0.7049 | 0.8694 | 0.7625 | 0.4641 | 0.5711 | 0.6488 | 0.9170 | 0.8511 | 0.8333 | 0.8529 | 0.8267 | 0.8376 | 0.3752 | 0.0 | 0.7684 | 0.8176 | 0.6185 | 0.7655 | 0.6280 | 0.7709 | 0.5596 | 0.3800 | 0.4920 | 0.5416 | 0.8285 | 0.7369 | 0.7551 | 0.7539 | 0.7680 | 0.7801 | 0.2950 |
0.0363 | 12.72 | 6360 | 0.2250 | 0.6249 | 0.7525 | 0.8253 | nan | 0.8345 | 0.9020 | 0.7121 | 0.8564 | 0.7004 | 0.8744 | 0.7617 | 0.4431 | 0.5829 | 0.6374 | 0.9145 | 0.8497 | 0.8377 | 0.8500 | 0.8310 | 0.8220 | 0.3834 | 0.0 | 0.7609 | 0.8184 | 0.6233 | 0.7670 | 0.6281 | 0.7684 | 0.5605 | 0.3693 | 0.4970 | 0.5384 | 0.8282 | 0.7373 | 0.7557 | 0.7550 | 0.7704 | 0.7748 | 0.2953 |
0.0593 | 12.76 | 6380 | 0.2211 | 0.6265 | 0.7593 | 0.8254 | nan | 0.8452 | 0.9015 | 0.7707 | 0.8558 | 0.7028 | 0.8872 | 0.7524 | 0.4794 | 0.5794 | 0.6445 | 0.9071 | 0.8471 | 0.8278 | 0.8500 | 0.8447 | 0.8158 | 0.3967 | 0.0 | 0.7626 | 0.8188 | 0.6433 | 0.7688 | 0.6237 | 0.7701 | 0.5560 | 0.3839 | 0.4912 | 0.5370 | 0.8281 | 0.7371 | 0.7547 | 0.7579 | 0.7748 | 0.7698 | 0.2995 |
0.0413 | 12.8 | 6400 | 0.2294 | 0.6243 | 0.7537 | 0.8258 | nan | 0.8638 | 0.9019 | 0.7530 | 0.8542 | 0.7002 | 0.8839 | 0.7623 | 0.4083 | 0.5835 | 0.6451 | 0.9085 | 0.8509 | 0.8287 | 0.8441 | 0.8519 | 0.8128 | 0.3597 | 0.0 | 0.7640 | 0.8197 | 0.6395 | 0.7671 | 0.6266 | 0.7705 | 0.5563 | 0.3461 | 0.4931 | 0.5383 | 0.8275 | 0.7364 | 0.7548 | 0.7586 | 0.7787 | 0.7688 | 0.2912 |
0.0643 | 12.84 | 6420 | 0.2268 | 0.6205 | 0.7460 | 0.8258 | nan | 0.8655 | 0.8930 | 0.7164 | 0.8635 | 0.7005 | 0.8766 | 0.7589 | 0.3734 | 0.5981 | 0.6227 | 0.9131 | 0.8497 | 0.8373 | 0.8601 | 0.8369 | 0.8054 | 0.3110 | 0.0 | 0.7610 | 0.8162 | 0.6249 | 0.7705 | 0.6263 | 0.7691 | 0.5590 | 0.3202 | 0.4985 | 0.5288 | 0.8268 | 0.7389 | 0.7588 | 0.7603 | 0.7768 | 0.7641 | 0.2695 |
0.0395 | 12.88 | 6440 | 0.2283 | 0.6245 | 0.7517 | 0.8281 | nan | 0.8563 | 0.9066 | 0.7141 | 0.8563 | 0.6995 | 0.8924 | 0.7603 | 0.4074 | 0.5881 | 0.6474 | 0.9126 | 0.8516 | 0.8405 | 0.8606 | 0.8364 | 0.8136 | 0.3343 | 0.0 | 0.7669 | 0.8196 | 0.6246 | 0.7732 | 0.6249 | 0.7803 | 0.5577 | 0.3405 | 0.4975 | 0.5420 | 0.8271 | 0.7388 | 0.7590 | 0.7615 | 0.7773 | 0.7684 | 0.2824 |
0.0405 | 12.92 | 6460 | 0.2262 | 0.6250 | 0.7532 | 0.8276 | nan | 0.8608 | 0.8982 | 0.7534 | 0.8616 | 0.6956 | 0.8992 | 0.7566 | 0.4366 | 0.5871 | 0.6325 | 0.9096 | 0.8538 | 0.8318 | 0.8533 | 0.8305 | 0.8112 | 0.3330 | 0.0 | 0.7663 | 0.8200 | 0.6393 | 0.7754 | 0.6220 | 0.7795 | 0.5576 | 0.3592 | 0.4954 | 0.5359 | 0.8281 | 0.7382 | 0.7560 | 0.7588 | 0.7745 | 0.7656 | 0.2786 |
0.0499 | 12.96 | 6480 | 0.2250 | 0.6244 | 0.7539 | 0.8266 | nan | 0.8606 | 0.8939 | 0.7448 | 0.8603 | 0.6943 | 0.8968 | 0.7500 | 0.4342 | 0.5886 | 0.6393 | 0.9134 | 0.8534 | 0.8320 | 0.8542 | 0.8384 | 0.8159 | 0.3458 | 0.0 | 0.7622 | 0.8176 | 0.6369 | 0.7764 | 0.6152 | 0.7770 | 0.5559 | 0.3563 | 0.4988 | 0.5392 | 0.8275 | 0.7375 | 0.7557 | 0.7568 | 0.7745 | 0.7651 | 0.2865 |
0.0759 | 13.0 | 6500 | 0.2264 | 0.6232 | 0.7504 | 0.8292 | nan | 0.8655 | 0.8962 | 0.7145 | 0.8670 | 0.6965 | 0.8953 | 0.7496 | 0.3597 | 0.6238 | 0.6121 | 0.9137 | 0.8443 | 0.8349 | 0.8655 | 0.8427 | 0.8243 | 0.3505 | 0.0 | 0.7682 | 0.8209 | 0.6255 | 0.7787 | 0.6182 | 0.7777 | 0.5565 | 0.3142 | 0.5113 | 0.5263 | 0.8282 | 0.7378 | 0.7571 | 0.7596 | 0.7752 | 0.7701 | 0.2922 |
0.0346 | 13.04 | 6520 | 0.2275 | 0.6243 | 0.7520 | 0.8272 | nan | 0.8592 | 0.8995 | 0.7354 | 0.8599 | 0.6961 | 0.8982 | 0.7528 | 0.4045 | 0.6214 | 0.6191 | 0.9039 | 0.8312 | 0.8476 | 0.8599 | 0.8302 | 0.8213 | 0.3431 | 0.0 | 0.7646 | 0.8169 | 0.6353 | 0.7762 | 0.6238 | 0.7778 | 0.5570 | 0.3432 | 0.5123 | 0.5295 | 0.8263 | 0.7357 | 0.7576 | 0.7561 | 0.7707 | 0.7691 | 0.2859 |
0.0732 | 13.08 | 6540 | 0.2215 | 0.6250 | 0.7543 | 0.8273 | nan | 0.8583 | 0.8961 | 0.7646 | 0.8582 | 0.6937 | 0.9009 | 0.7533 | 0.3897 | 0.6029 | 0.6417 | 0.9080 | 0.8392 | 0.8441 | 0.8565 | 0.8248 | 0.8273 | 0.3642 | 0.0 | 0.7647 | 0.8161 | 0.6412 | 0.7749 | 0.6255 | 0.7769 | 0.5579 | 0.3359 | 0.5064 | 0.5398 | 0.8271 | 0.7387 | 0.7568 | 0.7575 | 0.7706 | 0.7712 | 0.2897 |
0.0573 | 13.12 | 6560 | 0.2277 | 0.6239 | 0.7521 | 0.8278 | nan | 0.8549 | 0.9003 | 0.7490 | 0.8600 | 0.6969 | 0.8982 | 0.7494 | 0.3698 | 0.6079 | 0.6389 | 0.9136 | 0.8442 | 0.8399 | 0.8518 | 0.8394 | 0.8175 | 0.3537 | 0.0 | 0.7653 | 0.8189 | 0.6380 | 0.7747 | 0.6242 | 0.7777 | 0.5570 | 0.3218 | 0.5059 | 0.5375 | 0.8273 | 0.7397 | 0.7563 | 0.7568 | 0.7733 | 0.7680 | 0.2879 |
0.0778 | 13.16 | 6580 | 0.2248 | 0.6238 | 0.7522 | 0.8273 | nan | 0.8608 | 0.8912 | 0.7534 | 0.8637 | 0.7025 | 0.8966 | 0.7488 | 0.3889 | 0.5965 | 0.6424 | 0.9154 | 0.8425 | 0.8367 | 0.8508 | 0.8299 | 0.8165 | 0.3509 | 0.0 | 0.7646 | 0.8171 | 0.6389 | 0.7757 | 0.6225 | 0.7797 | 0.5567 | 0.3331 | 0.4992 | 0.5377 | 0.8284 | 0.7414 | 0.7567 | 0.7548 | 0.7699 | 0.7658 | 0.2859 |
0.0471 | 13.2 | 6600 | 0.2250 | 0.6262 | 0.7549 | 0.8281 | nan | 0.8596 | 0.8987 | 0.7459 | 0.8625 | 0.7008 | 0.8925 | 0.7580 | 0.4383 | 0.5730 | 0.6607 | 0.9067 | 0.8400 | 0.8446 | 0.8613 | 0.8206 | 0.8170 | 0.3530 | 0.0 | 0.7647 | 0.8188 | 0.6374 | 0.7751 | 0.6291 | 0.7785 | 0.5614 | 0.3660 | 0.4895 | 0.5442 | 0.8279 | 0.7419 | 0.7590 | 0.7556 | 0.7670 | 0.7670 | 0.2879 |
0.0286 | 13.24 | 6620 | 0.2275 | 0.6251 | 0.7541 | 0.8264 | nan | 0.8571 | 0.9003 | 0.7318 | 0.8554 | 0.6998 | 0.8911 | 0.7582 | 0.4283 | 0.6010 | 0.6385 | 0.9097 | 0.8407 | 0.8339 | 0.8515 | 0.8390 | 0.8200 | 0.3629 | 0.0 | 0.7634 | 0.8170 | 0.6323 | 0.7720 | 0.6288 | 0.7760 | 0.5574 | 0.3604 | 0.4999 | 0.5328 | 0.8276 | 0.7388 | 0.7557 | 0.7560 | 0.7715 | 0.7704 | 0.2911 |
0.0349 | 13.28 | 6640 | 0.2300 | 0.6261 | 0.7560 | 0.8281 | nan | 0.8669 | 0.8957 | 0.7340 | 0.8597 | 0.7003 | 0.8930 | 0.7522 | 0.4288 | 0.6015 | 0.6413 | 0.9139 | 0.8436 | 0.8380 | 0.8504 | 0.8430 | 0.8348 | 0.3542 | 0.0 | 0.7660 | 0.8175 | 0.6332 | 0.7744 | 0.6267 | 0.7768 | 0.5568 | 0.3611 | 0.5022 | 0.5371 | 0.8287 | 0.7393 | 0.7569 | 0.7566 | 0.7738 | 0.7787 | 0.2840 |
0.0306 | 13.32 | 6660 | 0.2307 | 0.6266 | 0.7564 | 0.8283 | nan | 0.8701 | 0.8999 | 0.7348 | 0.8608 | 0.6980 | 0.8911 | 0.7512 | 0.4234 | 0.6036 | 0.6437 | 0.9131 | 0.8350 | 0.8476 | 0.8492 | 0.8432 | 0.8303 | 0.3638 | 0.0 | 0.7672 | 0.8194 | 0.6338 | 0.7726 | 0.6252 | 0.7740 | 0.5581 | 0.3583 | 0.5038 | 0.5401 | 0.8289 | 0.7399 | 0.7602 | 0.7588 | 0.7746 | 0.7781 | 0.2860 |
0.0311 | 13.36 | 6680 | 0.2294 | 0.6266 | 0.7570 | 0.8274 | nan | 0.8626 | 0.9014 | 0.7207 | 0.8600 | 0.6993 | 0.8897 | 0.7452 | 0.4604 | 0.5968 | 0.6393 | 0.9114 | 0.8394 | 0.8461 | 0.8619 | 0.8449 | 0.8236 | 0.3669 | 0.0 | 0.7658 | 0.8194 | 0.6288 | 0.7721 | 0.6222 | 0.7735 | 0.5564 | 0.3823 | 0.4997 | 0.5362 | 0.8276 | 0.7403 | 0.7596 | 0.7609 | 0.7734 | 0.7732 | 0.2875 |
0.0306 | 13.4 | 6700 | 0.2276 | 0.6260 | 0.7567 | 0.8260 | nan | 0.8548 | 0.8992 | 0.7393 | 0.8555 | 0.7020 | 0.8857 | 0.7528 | 0.4614 | 0.6084 | 0.6323 | 0.9099 | 0.8456 | 0.8381 | 0.8640 | 0.8356 | 0.8217 | 0.3570 | 0.0 | 0.7620 | 0.8181 | 0.6351 | 0.7704 | 0.6199 | 0.7759 | 0.5546 | 0.3800 | 0.5050 | 0.5352 | 0.8275 | 0.7395 | 0.7570 | 0.7588 | 0.7712 | 0.7712 | 0.2867 |
0.039 | 13.44 | 6720 | 0.2236 | 0.6247 | 0.7550 | 0.8256 | nan | 0.8596 | 0.8948 | 0.7488 | 0.8575 | 0.7069 | 0.8837 | 0.7453 | 0.4302 | 0.6010 | 0.6397 | 0.9133 | 0.8442 | 0.8393 | 0.8567 | 0.8473 | 0.8183 | 0.3490 | 0.0 | 0.7612 | 0.8165 | 0.6382 | 0.7708 | 0.6181 | 0.7748 | 0.5527 | 0.3618 | 0.5029 | 0.5384 | 0.8277 | 0.7398 | 0.7570 | 0.7584 | 0.7745 | 0.7701 | 0.2819 |
0.0432 | 13.48 | 6740 | 0.2253 | 0.6248 | 0.7534 | 0.8265 | nan | 0.8610 | 0.8984 | 0.7402 | 0.8586 | 0.7057 | 0.8851 | 0.7493 | 0.4230 | 0.5866 | 0.6460 | 0.9102 | 0.8378 | 0.8436 | 0.8502 | 0.8424 | 0.8311 | 0.3393 | 0.0 | 0.7616 | 0.8183 | 0.6364 | 0.7708 | 0.6213 | 0.7751 | 0.5551 | 0.3581 | 0.4975 | 0.5416 | 0.8284 | 0.7396 | 0.7572 | 0.7562 | 0.7728 | 0.7769 | 0.2802 |
0.0561 | 13.52 | 6760 | 0.2249 | 0.6252 | 0.7538 | 0.8258 | nan | 0.8634 | 0.8931 | 0.7255 | 0.8613 | 0.7117 | 0.8817 | 0.7439 | 0.4569 | 0.5847 | 0.6417 | 0.9144 | 0.8428 | 0.8335 | 0.8479 | 0.8433 | 0.8290 | 0.3400 | 0.0 | 0.7629 | 0.8170 | 0.6301 | 0.7711 | 0.6232 | 0.7737 | 0.5549 | 0.3799 | 0.4953 | 0.5382 | 0.8287 | 0.7379 | 0.7536 | 0.7570 | 0.7743 | 0.7745 | 0.2810 |
0.0274 | 13.56 | 6780 | 0.2255 | 0.6257 | 0.7535 | 0.8276 | nan | 0.8548 | 0.9047 | 0.7118 | 0.8624 | 0.7132 | 0.8827 | 0.7408 | 0.4344 | 0.5899 | 0.6469 | 0.9102 | 0.8451 | 0.8372 | 0.8485 | 0.8431 | 0.8342 | 0.3497 | 0.0 | 0.7653 | 0.8200 | 0.6253 | 0.7725 | 0.6241 | 0.7734 | 0.5553 | 0.3660 | 0.4977 | 0.5403 | 0.8283 | 0.7404 | 0.7565 | 0.7594 | 0.7761 | 0.7769 | 0.2846 |
0.0351 | 13.6 | 6800 | 0.2265 | 0.6253 | 0.7529 | 0.8267 | nan | 0.8525 | 0.8998 | 0.7031 | 0.8561 | 0.7110 | 0.8882 | 0.7468 | 0.4319 | 0.6002 | 0.6402 | 0.9130 | 0.8394 | 0.8354 | 0.8608 | 0.8389 | 0.8351 | 0.3463 | 0.0 | 0.7637 | 0.8186 | 0.6208 | 0.7706 | 0.6258 | 0.7751 | 0.5545 | 0.3662 | 0.5019 | 0.5370 | 0.8282 | 0.7395 | 0.7572 | 0.7591 | 0.7740 | 0.7785 | 0.2853 |
0.03 | 13.64 | 6820 | 0.2249 | 0.6277 | 0.7571 | 0.8275 | nan | 0.8542 | 0.9011 | 0.7257 | 0.8581 | 0.7129 | 0.8850 | 0.7441 | 0.4520 | 0.6132 | 0.6366 | 0.9075 | 0.8438 | 0.8373 | 0.8605 | 0.8409 | 0.8409 | 0.3568 | 0.0 | 0.7643 | 0.8179 | 0.6311 | 0.7724 | 0.6256 | 0.7747 | 0.5538 | 0.3791 | 0.5082 | 0.5368 | 0.8279 | 0.7398 | 0.7573 | 0.7594 | 0.7743 | 0.7809 | 0.2953 |
0.054 | 13.68 | 6840 | 0.2284 | 0.6284 | 0.7573 | 0.8271 | nan | 0.8525 | 0.9009 | 0.7383 | 0.8598 | 0.7058 | 0.8868 | 0.7452 | 0.4685 | 0.6112 | 0.6215 | 0.9114 | 0.8494 | 0.8378 | 0.8523 | 0.8422 | 0.8296 | 0.3611 | 0.0 | 0.7645 | 0.8183 | 0.6366 | 0.7723 | 0.6244 | 0.7750 | 0.5526 | 0.3927 | 0.5061 | 0.5297 | 0.8286 | 0.7404 | 0.7574 | 0.7601 | 0.7754 | 0.7771 | 0.2994 |
0.0289 | 13.72 | 6860 | 0.2274 | 0.6297 | 0.7595 | 0.8282 | nan | 0.8596 | 0.9078 | 0.7485 | 0.8556 | 0.6974 | 0.8891 | 0.7552 | 0.4650 | 0.6101 | 0.6309 | 0.9094 | 0.8471 | 0.8419 | 0.8515 | 0.8426 | 0.8371 | 0.3631 | 0.0 | 0.7676 | 0.8199 | 0.6401 | 0.7709 | 0.6265 | 0.7744 | 0.5559 | 0.3916 | 0.5079 | 0.5359 | 0.8284 | 0.7406 | 0.7582 | 0.7617 | 0.7749 | 0.7807 | 0.2995 |
0.0428 | 13.76 | 6880 | 0.2275 | 0.6282 | 0.7584 | 0.8271 | nan | 0.8697 | 0.8965 | 0.7569 | 0.8585 | 0.7026 | 0.8861 | 0.7531 | 0.4632 | 0.5979 | 0.6336 | 0.9129 | 0.8470 | 0.8393 | 0.8537 | 0.8435 | 0.8265 | 0.3511 | 0.0 | 0.7661 | 0.8186 | 0.6414 | 0.7708 | 0.6242 | 0.7755 | 0.5540 | 0.3873 | 0.5025 | 0.5358 | 0.8288 | 0.7410 | 0.7598 | 0.7606 | 0.7745 | 0.7759 | 0.2906 |
0.0262 | 13.8 | 6900 | 0.2307 | 0.6296 | 0.7619 | 0.8271 | nan | 0.8737 | 0.9034 | 0.7519 | 0.8523 | 0.7033 | 0.8888 | 0.7561 | 0.4930 | 0.5972 | 0.6564 | 0.9107 | 0.8473 | 0.8322 | 0.8615 | 0.8355 | 0.8268 | 0.3629 | 0.0 | 0.7664 | 0.8191 | 0.6413 | 0.7697 | 0.6252 | 0.7771 | 0.5545 | 0.4006 | 0.5030 | 0.5446 | 0.8283 | 0.7406 | 0.7594 | 0.7598 | 0.7721 | 0.7765 | 0.2948 |
0.034 | 13.84 | 6920 | 0.2306 | 0.6306 | 0.7642 | 0.8280 | nan | 0.8723 | 0.9016 | 0.7533 | 0.8544 | 0.7030 | 0.8925 | 0.7515 | 0.5148 | 0.6102 | 0.6373 | 0.9143 | 0.8519 | 0.8318 | 0.8573 | 0.8446 | 0.8296 | 0.3707 | 0.0 | 0.7661 | 0.8199 | 0.6412 | 0.7711 | 0.6243 | 0.7772 | 0.5539 | 0.4123 | 0.5073 | 0.5376 | 0.8288 | 0.7408 | 0.7590 | 0.7619 | 0.7752 | 0.7782 | 0.2967 |
0.0364 | 13.88 | 6940 | 0.2279 | 0.6298 | 0.7626 | 0.8268 | nan | 0.8683 | 0.8940 | 0.7468 | 0.8531 | 0.7034 | 0.8918 | 0.7561 | 0.5135 | 0.6046 | 0.6460 | 0.9170 | 0.8475 | 0.8329 | 0.8522 | 0.8421 | 0.8244 | 0.3708 | 0.0 | 0.7630 | 0.8169 | 0.6386 | 0.7703 | 0.6253 | 0.7771 | 0.5546 | 0.4098 | 0.5054 | 0.5407 | 0.8283 | 0.7404 | 0.7592 | 0.7606 | 0.7749 | 0.7758 | 0.2953 |
0.0521 | 13.92 | 6960 | 0.2275 | 0.6300 | 0.7623 | 0.8271 | nan | 0.8659 | 0.8991 | 0.7397 | 0.8542 | 0.7023 | 0.8863 | 0.7566 | 0.5049 | 0.6100 | 0.6424 | 0.9156 | 0.8527 | 0.8341 | 0.8587 | 0.8405 | 0.8202 | 0.3765 | 0.0 | 0.7651 | 0.8186 | 0.6366 | 0.7705 | 0.6265 | 0.7761 | 0.5561 | 0.4079 | 0.5090 | 0.5414 | 0.8282 | 0.7402 | 0.7585 | 0.7608 | 0.7742 | 0.7734 | 0.2968 |
0.0303 | 13.96 | 6980 | 0.2276 | 0.6298 | 0.7618 | 0.8277 | nan | 0.8509 | 0.9057 | 0.7412 | 0.8548 | 0.7029 | 0.8858 | 0.7557 | 0.5095 | 0.6060 | 0.6347 | 0.9150 | 0.8610 | 0.8288 | 0.8581 | 0.8385 | 0.8270 | 0.3748 | 0.0 | 0.7652 | 0.8209 | 0.6376 | 0.7709 | 0.6247 | 0.7765 | 0.5552 | 0.4065 | 0.5066 | 0.5384 | 0.8286 | 0.7394 | 0.7566 | 0.7611 | 0.7738 | 0.7768 | 0.2978 |
0.0313 | 14.0 | 7000 | 0.2287 | 0.6287 | 0.7593 | 0.8268 | nan | 0.8446 | 0.9004 | 0.7461 | 0.8603 | 0.7037 | 0.8831 | 0.7461 | 0.5012 | 0.5885 | 0.6483 | 0.9121 | 0.8581 | 0.8307 | 0.8587 | 0.8352 | 0.8259 | 0.3648 | 0.0 | 0.7627 | 0.8190 | 0.6387 | 0.7721 | 0.6214 | 0.7759 | 0.5527 | 0.4051 | 0.5000 | 0.5437 | 0.8286 | 0.7395 | 0.7566 | 0.7596 | 0.7726 | 0.7751 | 0.2937 |
0.0295 | 14.04 | 7020 | 0.2245 | 0.6275 | 0.7567 | 0.8264 | nan | 0.8466 | 0.8983 | 0.7551 | 0.8597 | 0.7003 | 0.8906 | 0.7474 | 0.4686 | 0.5751 | 0.6514 | 0.9114 | 0.8521 | 0.8331 | 0.8520 | 0.8400 | 0.8209 | 0.3621 | 0.0 | 0.7624 | 0.8184 | 0.6410 | 0.7722 | 0.6226 | 0.7765 | 0.5533 | 0.3895 | 0.4938 | 0.5430 | 0.8288 | 0.7398 | 0.7575 | 0.7587 | 0.7736 | 0.7730 | 0.2917 |
0.0335 | 14.08 | 7040 | 0.2252 | 0.6275 | 0.7575 | 0.8272 | nan | 0.8498 | 0.9024 | 0.7555 | 0.8566 | 0.7038 | 0.8934 | 0.7482 | 0.4464 | 0.5949 | 0.6440 | 0.9122 | 0.8530 | 0.8304 | 0.8594 | 0.8340 | 0.8248 | 0.3678 | 0.0 | 0.7637 | 0.8202 | 0.6406 | 0.7716 | 0.6209 | 0.7784 | 0.5514 | 0.3733 | 0.5023 | 0.5410 | 0.8293 | 0.7405 | 0.7581 | 0.7611 | 0.7730 | 0.7750 | 0.2953 |
0.0308 | 14.12 | 7060 | 0.2311 | 0.6268 | 0.7569 | 0.8266 | nan | 0.8595 | 0.9011 | 0.7570 | 0.8525 | 0.7014 | 0.8929 | 0.7559 | 0.4232 | 0.6013 | 0.6404 | 0.9101 | 0.8513 | 0.8356 | 0.8590 | 0.8357 | 0.8193 | 0.3719 | 0.0 | 0.7655 | 0.8191 | 0.6411 | 0.7699 | 0.6228 | 0.7777 | 0.5522 | 0.3576 | 0.5049 | 0.5401 | 0.8288 | 0.7413 | 0.7598 | 0.7607 | 0.7727 | 0.7719 | 0.2964 |
0.0901 | 14.16 | 7080 | 0.2238 | 0.6248 | 0.7521 | 0.8257 | nan | 0.8481 | 0.9002 | 0.7428 | 0.8561 | 0.7035 | 0.8920 | 0.7512 | 0.4234 | 0.5920 | 0.6396 | 0.9113 | 0.8482 | 0.8325 | 0.8501 | 0.8319 | 0.8177 | 0.3453 | 0.0 | 0.7600 | 0.8177 | 0.6368 | 0.7711 | 0.6212 | 0.7770 | 0.5519 | 0.3595 | 0.5001 | 0.5397 | 0.8287 | 0.7398 | 0.7578 | 0.7585 | 0.7701 | 0.7704 | 0.2867 |
0.0342 | 14.2 | 7100 | 0.2280 | 0.6261 | 0.7537 | 0.8276 | nan | 0.8545 | 0.8969 | 0.7266 | 0.8636 | 0.7020 | 0.8895 | 0.7496 | 0.4283 | 0.5876 | 0.6378 | 0.9157 | 0.8480 | 0.8372 | 0.8573 | 0.8374 | 0.8164 | 0.3642 | 0.0 | 0.7629 | 0.8182 | 0.6309 | 0.7742 | 0.6218 | 0.7774 | 0.5560 | 0.3651 | 0.4989 | 0.5398 | 0.8291 | 0.7396 | 0.7580 | 0.7601 | 0.7711 | 0.7713 | 0.2960 |
0.0464 | 14.24 | 7120 | 0.2264 | 0.6276 | 0.7568 | 0.8275 | nan | 0.8558 | 0.9002 | 0.7335 | 0.8599 | 0.7014 | 0.8886 | 0.7512 | 0.4561 | 0.5957 | 0.6327 | 0.9154 | 0.8503 | 0.8383 | 0.8605 | 0.8382 | 0.8179 | 0.3697 | 0.0 | 0.7631 | 0.8190 | 0.6342 | 0.7730 | 0.6218 | 0.7780 | 0.5556 | 0.3813 | 0.5025 | 0.5375 | 0.8291 | 0.7401 | 0.7586 | 0.7606 | 0.7711 | 0.7717 | 0.2997 |
0.035 | 14.28 | 7140 | 0.2272 | 0.6279 | 0.7576 | 0.8268 | nan | 0.8576 | 0.8974 | 0.7363 | 0.8581 | 0.7020 | 0.8893 | 0.7512 | 0.4621 | 0.5983 | 0.6404 | 0.9140 | 0.8468 | 0.8391 | 0.8556 | 0.8375 | 0.8194 | 0.3736 | 0.0 | 0.7628 | 0.8179 | 0.6349 | 0.7721 | 0.6215 | 0.7788 | 0.5543 | 0.3825 | 0.5040 | 0.5402 | 0.8294 | 0.7404 | 0.7596 | 0.7597 | 0.7714 | 0.7721 | 0.3005 |
0.0607 | 14.32 | 7160 | 0.2220 | 0.6271 | 0.7564 | 0.8263 | nan | 0.8558 | 0.9017 | 0.7173 | 0.8597 | 0.7047 | 0.8888 | 0.7371 | 0.4717 | 0.6011 | 0.6354 | 0.9143 | 0.8470 | 0.8350 | 0.8580 | 0.8417 | 0.8224 | 0.3679 | 0.0 | 0.7621 | 0.8178 | 0.6282 | 0.7734 | 0.6183 | 0.7781 | 0.5518 | 0.3886 | 0.5048 | 0.5376 | 0.8283 | 0.7403 | 0.7586 | 0.7595 | 0.7711 | 0.7723 | 0.2973 |
0.0385 | 14.36 | 7180 | 0.2286 | 0.6258 | 0.7531 | 0.8268 | nan | 0.8600 | 0.9010 | 0.7351 | 0.8591 | 0.7037 | 0.8914 | 0.7511 | 0.4106 | 0.5936 | 0.6409 | 0.9094 | 0.8412 | 0.8394 | 0.8497 | 0.8356 | 0.8172 | 0.3641 | 0.0 | 0.7641 | 0.8184 | 0.6351 | 0.7720 | 0.6222 | 0.7784 | 0.5543 | 0.3494 | 0.5018 | 0.5404 | 0.8295 | 0.7407 | 0.7608 | 0.7580 | 0.7723 | 0.7711 | 0.2966 |
0.0249 | 14.4 | 7200 | 0.2265 | 0.6277 | 0.7564 | 0.8279 | nan | 0.8588 | 0.9019 | 0.7445 | 0.8581 | 0.7004 | 0.8924 | 0.7549 | 0.4295 | 0.5960 | 0.6456 | 0.9119 | 0.8410 | 0.8413 | 0.8534 | 0.8380 | 0.8246 | 0.3664 | 0.0 | 0.7653 | 0.8200 | 0.6387 | 0.7719 | 0.6239 | 0.7791 | 0.5555 | 0.3618 | 0.5031 | 0.5431 | 0.8301 | 0.7412 | 0.7613 | 0.7592 | 0.7726 | 0.7750 | 0.2969 |
0.0696 | 14.44 | 7220 | 0.2261 | 0.6251 | 0.7524 | 0.8273 | nan | 0.8546 | 0.9017 | 0.7450 | 0.8596 | 0.7046 | 0.8882 | 0.7522 | 0.3870 | 0.5925 | 0.6459 | 0.9097 | 0.8463 | 0.8409 | 0.8488 | 0.8384 | 0.8196 | 0.3559 | 0.0 | 0.7635 | 0.8198 | 0.6386 | 0.7722 | 0.6209 | 0.7789 | 0.5533 | 0.3322 | 0.5011 | 0.5428 | 0.8294 | 0.7415 | 0.7607 | 0.7582 | 0.7736 | 0.7719 | 0.2937 |
0.0275 | 14.48 | 7240 | 0.2313 | 0.6257 | 0.7528 | 0.8277 | nan | 0.8543 | 0.9035 | 0.7401 | 0.8612 | 0.7019 | 0.8917 | 0.7480 | 0.3991 | 0.5864 | 0.6421 | 0.9076 | 0.8444 | 0.8442 | 0.8526 | 0.8423 | 0.8194 | 0.3585 | 0.0 | 0.7642 | 0.8200 | 0.6380 | 0.7729 | 0.6208 | 0.7786 | 0.5533 | 0.3423 | 0.4979 | 0.5409 | 0.8290 | 0.7413 | 0.7612 | 0.7601 | 0.7746 | 0.7720 | 0.2953 |
0.0275 | 14.52 | 7260 | 0.2287 | 0.6262 | 0.7541 | 0.8272 | nan | 0.8583 | 0.8979 | 0.7486 | 0.8614 | 0.7002 | 0.8887 | 0.7501 | 0.4107 | 0.6033 | 0.6407 | 0.9106 | 0.8440 | 0.8423 | 0.8479 | 0.8377 | 0.8219 | 0.3554 | 0.0 | 0.7642 | 0.8185 | 0.6394 | 0.7725 | 0.6219 | 0.7782 | 0.5540 | 0.3498 | 0.5049 | 0.5400 | 0.8294 | 0.7409 | 0.7605 | 0.7583 | 0.7735 | 0.7729 | 0.2929 |
0.0289 | 14.56 | 7280 | 0.2300 | 0.6261 | 0.7551 | 0.8266 | nan | 0.8598 | 0.9003 | 0.7461 | 0.8573 | 0.7020 | 0.8874 | 0.7491 | 0.4181 | 0.5875 | 0.6462 | 0.9131 | 0.8410 | 0.8484 | 0.8535 | 0.8421 | 0.8187 | 0.3665 | 0.0 | 0.7650 | 0.8185 | 0.6386 | 0.7712 | 0.6206 | 0.7776 | 0.5530 | 0.3536 | 0.4989 | 0.5423 | 0.8287 | 0.7406 | 0.7610 | 0.7598 | 0.7737 | 0.7712 | 0.2960 |
0.0344 | 14.6 | 7300 | 0.2288 | 0.6249 | 0.7539 | 0.8251 | nan | 0.8592 | 0.8959 | 0.7598 | 0.8538 | 0.7016 | 0.8922 | 0.7515 | 0.4125 | 0.5852 | 0.6357 | 0.9101 | 0.8403 | 0.8440 | 0.8519 | 0.8393 | 0.8194 | 0.3634 | 0.0 | 0.7626 | 0.8163 | 0.6421 | 0.7700 | 0.6202 | 0.7781 | 0.5519 | 0.3484 | 0.4966 | 0.5370 | 0.8285 | 0.7408 | 0.7605 | 0.7584 | 0.7721 | 0.7707 | 0.2945 |
0.0346 | 14.64 | 7320 | 0.2338 | 0.6268 | 0.7566 | 0.8269 | nan | 0.8557 | 0.9050 | 0.7529 | 0.8560 | 0.7025 | 0.8915 | 0.7463 | 0.4320 | 0.5965 | 0.6417 | 0.9079 | 0.8469 | 0.8410 | 0.8546 | 0.8412 | 0.8252 | 0.3643 | 0.0 | 0.7642 | 0.8193 | 0.6412 | 0.7712 | 0.6191 | 0.7787 | 0.5509 | 0.3614 | 0.5017 | 0.5405 | 0.8284 | 0.7421 | 0.7605 | 0.7596 | 0.7733 | 0.7743 | 0.2955 |
0.0307 | 14.68 | 7340 | 0.2271 | 0.6265 | 0.7557 | 0.8265 | nan | 0.8564 | 0.9005 | 0.7511 | 0.8552 | 0.7005 | 0.8950 | 0.7497 | 0.4260 | 0.5976 | 0.6397 | 0.9100 | 0.8436 | 0.8409 | 0.8508 | 0.8406 | 0.8237 | 0.3651 | 0.0 | 0.7637 | 0.8184 | 0.6400 | 0.7708 | 0.6203 | 0.7788 | 0.5515 | 0.3581 | 0.5018 | 0.5393 | 0.8290 | 0.7419 | 0.7607 | 0.7594 | 0.7733 | 0.7741 | 0.2952 |
0.0336 | 14.72 | 7360 | 0.2285 | 0.6264 | 0.7548 | 0.8272 | nan | 0.8554 | 0.9010 | 0.7462 | 0.8625 | 0.7020 | 0.8938 | 0.7406 | 0.4302 | 0.5991 | 0.6354 | 0.9109 | 0.8508 | 0.8367 | 0.8526 | 0.8378 | 0.8187 | 0.3578 | 0.0 | 0.7643 | 0.8186 | 0.6385 | 0.7732 | 0.6186 | 0.7790 | 0.5506 | 0.3647 | 0.5021 | 0.5378 | 0.8292 | 0.7416 | 0.7589 | 0.7596 | 0.7736 | 0.7720 | 0.2933 |
0.0341 | 14.76 | 7380 | 0.2335 | 0.6266 | 0.7552 | 0.8276 | nan | 0.8532 | 0.9024 | 0.7469 | 0.8566 | 0.6991 | 0.8969 | 0.7516 | 0.4132 | 0.5960 | 0.6437 | 0.9093 | 0.8471 | 0.8419 | 0.8524 | 0.8377 | 0.8259 | 0.3640 | 0.0 | 0.7633 | 0.8190 | 0.6388 | 0.7714 | 0.6215 | 0.7792 | 0.5524 | 0.3511 | 0.5017 | 0.5419 | 0.8290 | 0.7430 | 0.7612 | 0.7601 | 0.7740 | 0.7756 | 0.2950 |
0.0321 | 14.8 | 7400 | 0.2308 | 0.6264 | 0.7547 | 0.8276 | nan | 0.8541 | 0.9008 | 0.7331 | 0.8581 | 0.7018 | 0.8939 | 0.7496 | 0.4216 | 0.5962 | 0.6428 | 0.9152 | 0.8488 | 0.8427 | 0.8529 | 0.8394 | 0.8179 | 0.3604 | 0.0 | 0.7644 | 0.8196 | 0.6338 | 0.7715 | 0.6202 | 0.7798 | 0.5516 | 0.3569 | 0.5020 | 0.5416 | 0.8294 | 0.7426 | 0.7612 | 0.7601 | 0.7747 | 0.7718 | 0.2938 |
0.0783 | 14.84 | 7420 | 0.2278 | 0.6258 | 0.7540 | 0.8272 | nan | 0.8556 | 0.9037 | 0.7446 | 0.8563 | 0.7031 | 0.8952 | 0.7497 | 0.3995 | 0.6044 | 0.6390 | 0.9105 | 0.8453 | 0.8387 | 0.8480 | 0.8397 | 0.8223 | 0.3630 | 0.0 | 0.7644 | 0.8195 | 0.6383 | 0.7710 | 0.6198 | 0.7802 | 0.5510 | 0.3419 | 0.5047 | 0.5393 | 0.8294 | 0.7428 | 0.7609 | 0.7590 | 0.7742 | 0.7735 | 0.2945 |
0.0259 | 14.88 | 7440 | 0.2288 | 0.6263 | 0.7549 | 0.8268 | nan | 0.8559 | 0.8999 | 0.7459 | 0.8566 | 0.7012 | 0.8953 | 0.7488 | 0.4195 | 0.6040 | 0.6386 | 0.9119 | 0.8451 | 0.8358 | 0.8513 | 0.8396 | 0.8231 | 0.3611 | 0.0 | 0.7638 | 0.8185 | 0.6384 | 0.7710 | 0.6206 | 0.7792 | 0.5513 | 0.3552 | 0.5042 | 0.5389 | 0.8296 | 0.7422 | 0.7600 | 0.7592 | 0.7734 | 0.7737 | 0.2937 |
0.0353 | 14.92 | 7460 | 0.2265 | 0.6264 | 0.7550 | 0.8269 | nan | 0.8508 | 0.9005 | 0.7393 | 0.8568 | 0.7007 | 0.8919 | 0.7503 | 0.4240 | 0.6047 | 0.6397 | 0.9123 | 0.8487 | 0.8358 | 0.8533 | 0.8386 | 0.8246 | 0.3624 | 0.0 | 0.7618 | 0.8188 | 0.6362 | 0.7709 | 0.6215 | 0.7790 | 0.5519 | 0.3581 | 0.5051 | 0.5396 | 0.8293 | 0.7418 | 0.7596 | 0.7598 | 0.7734 | 0.7745 | 0.2943 |
0.0386 | 14.96 | 7480 | 0.2278 | 0.6261 | 0.7548 | 0.8261 | nan | 0.8536 | 0.8987 | 0.7446 | 0.8552 | 0.7021 | 0.8904 | 0.7532 | 0.4292 | 0.6033 | 0.6383 | 0.9109 | 0.8457 | 0.8402 | 0.8466 | 0.8366 | 0.8216 | 0.3618 | 0.0 | 0.7620 | 0.8177 | 0.6378 | 0.7700 | 0.6215 | 0.7788 | 0.5515 | 0.3583 | 0.5046 | 0.5391 | 0.8293 | 0.7418 | 0.7605 | 0.7575 | 0.7728 | 0.7725 | 0.2940 |
0.0279 | 15.0 | 7500 | 0.2292 | 0.6258 | 0.7547 | 0.8256 | nan | 0.8561 | 0.8974 | 0.7540 | 0.8553 | 0.7026 | 0.8913 | 0.7525 | 0.4251 | 0.6014 | 0.6374 | 0.9094 | 0.8452 | 0.8343 | 0.8506 | 0.8287 | 0.8232 | 0.3662 | 0.0 | 0.7625 | 0.8171 | 0.6400 | 0.7700 | 0.6211 | 0.7788 | 0.5512 | 0.3564 | 0.5032 | 0.5381 | 0.8294 | 0.7412 | 0.7591 | 0.7579 | 0.7705 | 0.7729 | 0.2956 |
Framework versions
- Transformers 4.28.1
- Pytorch 2.0.0+cu118
- Datasets 2.12.0
- Tokenizers 0.13.3