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---
license: other
base_model: nvidia/mit-b2
tags:
- vision
- image-segmentation
- generated_from_trainer
model-index:
- name: segformer-b2-kelp-rgb-agg-imgaug-jan-27
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# segformer-b2-kelp-rgb-agg-imgaug-jan-27
This model is a fine-tuned version of [nvidia/mit-b2](https://huggingface.co/nvidia/mit-b2) on the samitizerxu/kelp_data dataset.
It achieves the following results on the evaluation set:
- Accuracy Kelp: 0.4483
- Iou Kelp: 0.3982
- Accuracy Bg: 0.9991
- Iou Bg: 0.9954
- Loss: 0.0174
- Mean Iou: 0.6968
- Mean Accuracy: 0.7237
- Overall Accuracy: 0.9955
## 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: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.2
- num_epochs: 40
### Training results
| Training Loss | Epoch | Step | Accuracy Kelp | Iou Kelp | Accuracy Bg | Iou Bg | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy |
|:-------------:|:-----:|:-----:|:-------------:|:--------:|:-----------:|:------:|:---------------:|:--------:|:-------------:|:----------------:|
| 0.7557 | 0.06 | 30 | 0.5865 | 0.0073 | 0.4625 | 0.4612 | 0.7403 | 0.2342 | 0.5245 | 0.4633 |
| 0.7383 | 0.12 | 60 | 0.5811 | 0.0071 | 0.4541 | 0.4528 | 0.7518 | 0.2300 | 0.5176 | 0.4550 |
| 0.7122 | 0.18 | 90 | 0.5460 | 0.0072 | 0.4913 | 0.4898 | 0.7268 | 0.2485 | 0.5187 | 0.4917 |
| 0.6843 | 0.24 | 120 | 0.5273 | 0.0074 | 0.5269 | 0.5252 | 0.7031 | 0.2663 | 0.5271 | 0.5269 |
| 0.6517 | 0.3 | 150 | 0.5363 | 0.0086 | 0.5842 | 0.5824 | 0.6704 | 0.2955 | 0.5602 | 0.5839 |
| 0.5976 | 0.37 | 180 | 0.4706 | 0.0101 | 0.6913 | 0.6888 | 0.5971 | 0.3494 | 0.5809 | 0.6898 |
| 0.5402 | 0.43 | 210 | 0.4111 | 0.0125 | 0.7837 | 0.7806 | 0.5262 | 0.3965 | 0.5974 | 0.7812 |
| 0.4614 | 0.49 | 240 | 0.3286 | 0.0143 | 0.8518 | 0.8479 | 0.4517 | 0.4311 | 0.5902 | 0.8483 |
| 0.4098 | 0.55 | 270 | 0.2838 | 0.0157 | 0.8843 | 0.8801 | 0.4001 | 0.4479 | 0.5841 | 0.8803 |
| 0.3617 | 0.61 | 300 | 0.1543 | 0.0166 | 0.9441 | 0.9387 | 0.3193 | 0.4777 | 0.5492 | 0.9388 |
| 0.2873 | 0.67 | 330 | 0.0990 | 0.0182 | 0.9701 | 0.9642 | 0.2682 | 0.4912 | 0.5345 | 0.9642 |
| 0.3307 | 0.73 | 360 | 0.0594 | 0.0137 | 0.9775 | 0.9713 | 0.2341 | 0.4925 | 0.5185 | 0.9713 |
| 0.2259 | 0.79 | 390 | 0.0153 | 0.0080 | 0.9938 | 0.9872 | 0.1845 | 0.4976 | 0.5045 | 0.9872 |
| 0.3572 | 0.85 | 420 | 0.0188 | 0.0107 | 0.9949 | 0.9883 | 0.1745 | 0.4995 | 0.5068 | 0.9883 |
| 0.216 | 0.91 | 450 | 0.0039 | 0.0033 | 0.9989 | 0.9922 | 0.1289 | 0.4978 | 0.5014 | 0.9922 |
| 0.169 | 0.97 | 480 | 0.0080 | 0.0068 | 0.9988 | 0.9922 | 0.1304 | 0.4995 | 0.5034 | 0.9922 |
| 0.1336 | 1.03 | 510 | 0.0086 | 0.0077 | 0.9993 | 0.9926 | 0.1179 | 0.5002 | 0.5039 | 0.9926 |
| 0.1186 | 1.1 | 540 | 0.0029 | 0.0028 | 0.9999 | 0.9932 | 0.0943 | 0.4980 | 0.5014 | 0.9932 |
| 0.1175 | 1.16 | 570 | 0.0070 | 0.0069 | 0.9999 | 0.9932 | 0.0845 | 0.5001 | 0.5035 | 0.9932 |
| 0.0977 | 1.22 | 600 | 0.0002 | 0.0002 | 1.0000 | 0.9933 | 0.0659 | 0.4967 | 0.5001 | 0.9933 |
| 0.073 | 1.28 | 630 | 0.0319 | 0.0307 | 0.9997 | 0.9932 | 0.0739 | 0.5119 | 0.5158 | 0.9932 |
| 0.072 | 1.34 | 660 | 0.0014 | 0.0014 | 1.0000 | 0.9933 | 0.0553 | 0.4973 | 0.5007 | 0.9933 |
| 0.0568 | 1.4 | 690 | 0.0027 | 0.0027 | 1.0000 | 0.9933 | 0.0517 | 0.4980 | 0.5013 | 0.9933 |
| 0.0418 | 1.46 | 720 | 0.0019 | 0.0019 | 1.0000 | 0.9933 | 0.0458 | 0.4976 | 0.5009 | 0.9933 |
| 0.0318 | 1.52 | 750 | 0.0060 | 0.0060 | 1.0000 | 0.9933 | 0.0452 | 0.4997 | 0.5030 | 0.9933 |
| 0.0359 | 1.58 | 780 | 0.0707 | 0.0682 | 0.9998 | 0.9935 | 0.0403 | 0.5309 | 0.5352 | 0.9935 |
| 0.0438 | 1.64 | 810 | 0.1112 | 0.1055 | 0.9996 | 0.9937 | 0.0362 | 0.5496 | 0.5554 | 0.9937 |
| 0.0325 | 1.7 | 840 | 0.1098 | 0.1052 | 0.9997 | 0.9937 | 0.0333 | 0.5495 | 0.5548 | 0.9937 |
| 0.022 | 1.76 | 870 | 0.1215 | 0.1173 | 0.9998 | 0.9939 | 0.0318 | 0.5556 | 0.5606 | 0.9939 |
| 0.0264 | 1.83 | 900 | 0.0352 | 0.0350 | 1.0000 | 0.9935 | 0.0316 | 0.5143 | 0.5176 | 0.9935 |
| 0.0191 | 1.89 | 930 | 0.1969 | 0.1849 | 0.9996 | 0.9942 | 0.0289 | 0.5895 | 0.5982 | 0.9942 |
| 0.0268 | 1.95 | 960 | 0.2421 | 0.2221 | 0.9994 | 0.9943 | 0.0284 | 0.6082 | 0.6207 | 0.9943 |
| 0.0164 | 2.01 | 990 | 0.1332 | 0.1298 | 0.9998 | 0.9940 | 0.0273 | 0.5619 | 0.5665 | 0.9940 |
| 0.0261 | 2.07 | 1020 | 0.3293 | 0.2820 | 0.9989 | 0.9944 | 0.0258 | 0.6382 | 0.6641 | 0.9944 |
| 0.0255 | 2.13 | 1050 | 0.1026 | 0.1010 | 0.9999 | 0.9939 | 0.0268 | 0.5474 | 0.5512 | 0.9939 |
| 0.0178 | 2.19 | 1080 | 0.3405 | 0.2944 | 0.9989 | 0.9945 | 0.0260 | 0.6445 | 0.6697 | 0.9945 |
| 0.0119 | 2.25 | 1110 | 0.3838 | 0.3184 | 0.9986 | 0.9945 | 0.0238 | 0.6564 | 0.6912 | 0.9945 |
| 0.0253 | 2.31 | 1140 | 0.3337 | 0.2942 | 0.9991 | 0.9946 | 0.0227 | 0.6444 | 0.6664 | 0.9946 |
| 0.0116 | 2.37 | 1170 | 0.2765 | 0.2549 | 0.9994 | 0.9946 | 0.0224 | 0.6247 | 0.6380 | 0.9946 |
| 0.0145 | 2.43 | 1200 | 0.1745 | 0.1689 | 0.9998 | 0.9942 | 0.0241 | 0.5816 | 0.5871 | 0.9942 |
| 0.0185 | 2.49 | 1230 | 0.2434 | 0.2293 | 0.9996 | 0.9945 | 0.0223 | 0.6119 | 0.6215 | 0.9945 |
| 0.0248 | 2.56 | 1260 | 0.2604 | 0.2429 | 0.9995 | 0.9945 | 0.0219 | 0.6187 | 0.6299 | 0.9946 |
| 0.0172 | 2.62 | 1290 | 0.2145 | 0.2048 | 0.9997 | 0.9944 | 0.0221 | 0.5996 | 0.6071 | 0.9944 |
| 0.0125 | 2.68 | 1320 | 0.3472 | 0.3058 | 0.9991 | 0.9947 | 0.0208 | 0.6502 | 0.6731 | 0.9947 |
| 0.0089 | 2.74 | 1350 | 0.3391 | 0.3003 | 0.9991 | 0.9947 | 0.0209 | 0.6475 | 0.6691 | 0.9947 |
| 0.0061 | 2.8 | 1380 | 0.3696 | 0.3189 | 0.9989 | 0.9947 | 0.0207 | 0.6568 | 0.6843 | 0.9947 |
| 0.0079 | 2.86 | 1410 | 0.6068 | 0.3737 | 0.9958 | 0.9931 | 0.0252 | 0.6834 | 0.8013 | 0.9932 |
| 0.01 | 2.92 | 1440 | 0.4511 | 0.3647 | 0.9984 | 0.9947 | 0.0205 | 0.6797 | 0.7248 | 0.9947 |
| 0.0112 | 2.98 | 1470 | 0.3328 | 0.2972 | 0.9992 | 0.9947 | 0.0204 | 0.6460 | 0.6660 | 0.9947 |
| 0.007 | 3.04 | 1500 | 0.3705 | 0.3214 | 0.9990 | 0.9947 | 0.0203 | 0.6581 | 0.6847 | 0.9947 |
| 0.0119 | 3.1 | 1530 | 0.4911 | 0.3717 | 0.9978 | 0.9944 | 0.0207 | 0.6831 | 0.7445 | 0.9944 |
| 0.0086 | 3.16 | 1560 | 0.2780 | 0.2584 | 0.9995 | 0.9946 | 0.0200 | 0.6265 | 0.6387 | 0.9946 |
| 0.0542 | 3.23 | 1590 | 0.4441 | 0.3631 | 0.9985 | 0.9948 | 0.0196 | 0.6789 | 0.7213 | 0.9948 |
| 0.0096 | 3.29 | 1620 | 0.4264 | 0.3542 | 0.9986 | 0.9948 | 0.0195 | 0.6745 | 0.7125 | 0.9948 |
| 0.0164 | 3.35 | 1650 | 0.3326 | 0.2997 | 0.9993 | 0.9948 | 0.0195 | 0.6472 | 0.6659 | 0.9948 |
| 0.0076 | 3.41 | 1680 | 0.4205 | 0.3515 | 0.9987 | 0.9948 | 0.0197 | 0.6732 | 0.7096 | 0.9948 |
| 0.0056 | 3.47 | 1710 | 0.3465 | 0.3085 | 0.9992 | 0.9948 | 0.0194 | 0.6516 | 0.6728 | 0.9948 |
| 0.0047 | 3.53 | 1740 | 0.4351 | 0.3550 | 0.9985 | 0.9947 | 0.0193 | 0.6748 | 0.7168 | 0.9947 |
| 0.0079 | 3.59 | 1770 | 0.3970 | 0.3436 | 0.9989 | 0.9949 | 0.0190 | 0.6693 | 0.6980 | 0.9949 |
| 0.0175 | 3.65 | 1800 | 0.3844 | 0.3369 | 0.9990 | 0.9949 | 0.0189 | 0.6659 | 0.6917 | 0.9949 |
| 0.004 | 3.71 | 1830 | 0.3719 | 0.3306 | 0.9992 | 0.9949 | 0.0189 | 0.6628 | 0.6855 | 0.9949 |
| 0.0034 | 3.77 | 1860 | 0.4341 | 0.3590 | 0.9986 | 0.9948 | 0.0189 | 0.6769 | 0.7164 | 0.9948 |
| 0.0139 | 3.83 | 1890 | 0.3380 | 0.3051 | 0.9993 | 0.9948 | 0.0192 | 0.6500 | 0.6686 | 0.9948 |
| 0.0072 | 3.89 | 1920 | 0.4258 | 0.3585 | 0.9987 | 0.9949 | 0.0188 | 0.6767 | 0.7123 | 0.9949 |
| 0.0269 | 3.96 | 1950 | 0.2233 | 0.2132 | 0.9997 | 0.9945 | 0.0207 | 0.6038 | 0.6115 | 0.9945 |
| 0.006 | 4.02 | 1980 | 0.3002 | 0.2762 | 0.9994 | 0.9947 | 0.0196 | 0.6355 | 0.6498 | 0.9947 |
| 0.0034 | 4.08 | 2010 | 0.3036 | 0.2785 | 0.9994 | 0.9947 | 0.0194 | 0.6366 | 0.6515 | 0.9947 |
| 0.0039 | 4.14 | 2040 | 0.2260 | 0.2154 | 0.9997 | 0.9945 | 0.0208 | 0.6049 | 0.6129 | 0.9945 |
| 0.0085 | 4.2 | 2070 | 0.3807 | 0.3353 | 0.9991 | 0.9949 | 0.0187 | 0.6651 | 0.6899 | 0.9949 |
| 0.0064 | 4.26 | 2100 | 0.4472 | 0.3671 | 0.9985 | 0.9948 | 0.0189 | 0.6810 | 0.7229 | 0.9948 |
| 0.0072 | 4.32 | 2130 | 0.3930 | 0.3431 | 0.9990 | 0.9949 | 0.0188 | 0.6690 | 0.6960 | 0.9949 |
| 0.0285 | 4.38 | 2160 | 0.3110 | 0.2853 | 0.9994 | 0.9948 | 0.0192 | 0.6400 | 0.6552 | 0.9948 |
| 0.0106 | 4.44 | 2190 | 0.3427 | 0.3094 | 0.9993 | 0.9949 | 0.0190 | 0.6521 | 0.6710 | 0.9949 |
| 0.0139 | 4.5 | 2220 | 0.3754 | 0.3311 | 0.9991 | 0.9949 | 0.0184 | 0.6630 | 0.6873 | 0.9949 |
| 0.0109 | 4.56 | 2250 | 0.1866 | 0.1809 | 0.9998 | 0.9943 | 0.0202 | 0.5876 | 0.5932 | 0.9943 |
| 0.0143 | 4.62 | 2280 | 0.3296 | 0.3005 | 0.9993 | 0.9948 | 0.0185 | 0.6477 | 0.6645 | 0.9948 |
| 0.0061 | 4.69 | 2310 | 0.4646 | 0.3774 | 0.9984 | 0.9948 | 0.0185 | 0.6861 | 0.7315 | 0.9949 |
| 0.0039 | 4.75 | 2340 | 0.3154 | 0.2822 | 0.9992 | 0.9946 | 0.0193 | 0.6384 | 0.6573 | 0.9946 |
| 0.0059 | 4.81 | 2370 | 0.3287 | 0.3011 | 0.9994 | 0.9949 | 0.0185 | 0.6480 | 0.6640 | 0.9949 |
| 0.008 | 4.87 | 2400 | 0.4402 | 0.3721 | 0.9988 | 0.9950 | 0.0182 | 0.6835 | 0.7195 | 0.9950 |
| 0.0123 | 4.93 | 2430 | 0.3758 | 0.3328 | 0.9991 | 0.9949 | 0.0186 | 0.6639 | 0.6875 | 0.9949 |
| 0.0329 | 4.99 | 2460 | 0.3555 | 0.3223 | 0.9993 | 0.9950 | 0.0183 | 0.6586 | 0.6774 | 0.9950 |
| 0.0051 | 5.05 | 2490 | 0.4204 | 0.3602 | 0.9989 | 0.9950 | 0.0182 | 0.6776 | 0.7096 | 0.9950 |
| 0.0132 | 5.11 | 2520 | 0.3182 | 0.2873 | 0.9993 | 0.9947 | 0.0190 | 0.6410 | 0.6587 | 0.9947 |
| 0.013 | 5.17 | 2550 | 0.3397 | 0.3094 | 0.9993 | 0.9949 | 0.0183 | 0.6522 | 0.6695 | 0.9949 |
| 0.0014 | 5.23 | 2580 | 0.2051 | 0.1987 | 0.9998 | 0.9944 | 0.0202 | 0.5965 | 0.6025 | 0.9944 |
| 0.0045 | 5.29 | 2610 | 0.4802 | 0.3916 | 0.9985 | 0.9950 | 0.0185 | 0.6933 | 0.7393 | 0.9950 |
| 0.0085 | 5.35 | 2640 | 0.3296 | 0.3016 | 0.9994 | 0.9949 | 0.0188 | 0.6482 | 0.6645 | 0.9949 |
| 0.0049 | 5.42 | 2670 | 0.3292 | 0.3010 | 0.9994 | 0.9949 | 0.0184 | 0.6479 | 0.6643 | 0.9949 |
| 0.0181 | 5.48 | 2700 | 0.3973 | 0.3465 | 0.9990 | 0.9950 | 0.0180 | 0.6707 | 0.6982 | 0.9950 |
| 0.0026 | 5.54 | 2730 | 0.4025 | 0.3520 | 0.9990 | 0.9950 | 0.0179 | 0.6735 | 0.7007 | 0.9950 |
| 0.0037 | 5.6 | 2760 | 0.2881 | 0.2691 | 0.9995 | 0.9947 | 0.0185 | 0.6319 | 0.6438 | 0.9947 |
| 0.0067 | 5.66 | 2790 | 0.4916 | 0.3854 | 0.9981 | 0.9947 | 0.0188 | 0.6901 | 0.7449 | 0.9947 |
| 0.0045 | 5.72 | 2820 | 0.4345 | 0.3703 | 0.9988 | 0.9950 | 0.0180 | 0.6827 | 0.7166 | 0.9950 |
| 0.0029 | 5.78 | 2850 | 0.4856 | 0.3766 | 0.9980 | 0.9946 | 0.0191 | 0.6856 | 0.7418 | 0.9946 |
| 0.0058 | 5.84 | 2880 | 0.3707 | 0.3316 | 0.9992 | 0.9950 | 0.0187 | 0.6633 | 0.6850 | 0.9950 |
| 0.0224 | 5.9 | 2910 | 0.5015 | 0.4023 | 0.9983 | 0.9950 | 0.0183 | 0.6986 | 0.7499 | 0.9950 |
| 0.0161 | 5.96 | 2940 | 0.4042 | 0.3541 | 0.9990 | 0.9950 | 0.0183 | 0.6746 | 0.7016 | 0.9951 |
| 0.0054 | 6.02 | 2970 | 0.4196 | 0.3623 | 0.9989 | 0.9950 | 0.0183 | 0.6787 | 0.7093 | 0.9950 |
| 0.0118 | 6.09 | 3000 | 0.4446 | 0.3753 | 0.9988 | 0.9950 | 0.0179 | 0.6852 | 0.7217 | 0.9950 |
| 0.0043 | 6.15 | 3030 | 0.2735 | 0.2587 | 0.9996 | 0.9947 | 0.0192 | 0.6267 | 0.6366 | 0.9947 |
| 0.0058 | 6.21 | 3060 | 0.2908 | 0.2707 | 0.9995 | 0.9947 | 0.0188 | 0.6327 | 0.6452 | 0.9947 |
| 0.0037 | 6.27 | 3090 | 0.3848 | 0.3405 | 0.9991 | 0.9950 | 0.0179 | 0.6677 | 0.6920 | 0.9950 |
| 0.0038 | 6.33 | 3120 | 0.3463 | 0.3133 | 0.9993 | 0.9949 | 0.0178 | 0.6541 | 0.6728 | 0.9949 |
| 0.0234 | 6.39 | 3150 | 0.4518 | 0.3825 | 0.9988 | 0.9951 | 0.0176 | 0.6888 | 0.7253 | 0.9951 |
| 0.0066 | 6.45 | 3180 | 0.3940 | 0.3407 | 0.9989 | 0.9949 | 0.0184 | 0.6678 | 0.6965 | 0.9949 |
| 0.0041 | 6.51 | 3210 | 0.4930 | 0.4010 | 0.9985 | 0.9950 | 0.0175 | 0.6980 | 0.7457 | 0.9951 |
| 0.0139 | 6.57 | 3240 | 0.5347 | 0.4133 | 0.9980 | 0.9949 | 0.0178 | 0.7041 | 0.7663 | 0.9949 |
| 0.0085 | 6.63 | 3270 | 0.4837 | 0.3867 | 0.9983 | 0.9948 | 0.0182 | 0.6908 | 0.7410 | 0.9949 |
| 0.0024 | 6.69 | 3300 | 0.3644 | 0.3251 | 0.9992 | 0.9949 | 0.0185 | 0.6600 | 0.6818 | 0.9949 |
| 0.0041 | 6.75 | 3330 | 0.3855 | 0.3450 | 0.9992 | 0.9951 | 0.0177 | 0.6700 | 0.6923 | 0.9951 |
| 0.0021 | 6.82 | 3360 | 0.3847 | 0.3422 | 0.9992 | 0.9950 | 0.0184 | 0.6686 | 0.6920 | 0.9950 |
| 0.0156 | 6.88 | 3390 | 0.3380 | 0.3129 | 0.9995 | 0.9950 | 0.0179 | 0.6540 | 0.6687 | 0.9950 |
| 0.0042 | 6.94 | 3420 | 0.5245 | 0.4071 | 0.9981 | 0.9949 | 0.0183 | 0.7010 | 0.7613 | 0.9949 |
| 0.0075 | 7.0 | 3450 | 0.4134 | 0.3642 | 0.9991 | 0.9951 | 0.0177 | 0.6797 | 0.7062 | 0.9952 |
| 0.0036 | 7.06 | 3480 | 0.3749 | 0.3362 | 0.9992 | 0.9950 | 0.0183 | 0.6656 | 0.6871 | 0.9950 |
| 0.0113 | 7.12 | 3510 | 0.4672 | 0.3887 | 0.9986 | 0.9951 | 0.0178 | 0.6919 | 0.7329 | 0.9951 |
| 0.0385 | 7.18 | 3540 | 0.2639 | 0.2513 | 0.9997 | 0.9947 | 0.0199 | 0.6230 | 0.6318 | 0.9947 |
| 0.0135 | 7.24 | 3570 | 0.3820 | 0.3435 | 0.9992 | 0.9951 | 0.0178 | 0.6693 | 0.6906 | 0.9951 |
| 0.0032 | 7.3 | 3600 | 0.3842 | 0.3397 | 0.9991 | 0.9950 | 0.0182 | 0.6673 | 0.6917 | 0.9950 |
| 0.0081 | 7.36 | 3630 | 0.1317 | 0.1292 | 0.9999 | 0.9940 | 0.0235 | 0.5616 | 0.5658 | 0.9940 |
| 0.0029 | 7.42 | 3660 | 0.3218 | 0.2976 | 0.9995 | 0.9949 | 0.0184 | 0.6462 | 0.6606 | 0.9949 |
| 0.0056 | 7.48 | 3690 | 0.5155 | 0.4111 | 0.9983 | 0.9950 | 0.0181 | 0.7031 | 0.7569 | 0.9950 |
| 0.0212 | 7.55 | 3720 | 0.4519 | 0.3843 | 0.9988 | 0.9951 | 0.0178 | 0.6897 | 0.7254 | 0.9951 |
| 0.0019 | 7.61 | 3750 | 0.4913 | 0.3989 | 0.9984 | 0.9950 | 0.0176 | 0.6970 | 0.7449 | 0.9950 |
| 0.0049 | 7.67 | 3780 | 0.3845 | 0.3463 | 0.9993 | 0.9951 | 0.0178 | 0.6707 | 0.6919 | 0.9951 |
| 0.0062 | 7.73 | 3810 | 0.4232 | 0.3606 | 0.9988 | 0.9949 | 0.0202 | 0.6778 | 0.7110 | 0.9950 |
| 0.0036 | 7.79 | 3840 | 0.3965 | 0.3536 | 0.9992 | 0.9951 | 0.0182 | 0.6743 | 0.6978 | 0.9951 |
| 0.008 | 7.85 | 3870 | 0.3852 | 0.3479 | 0.9993 | 0.9951 | 0.0178 | 0.6715 | 0.6923 | 0.9952 |
| 0.0037 | 7.91 | 3900 | 0.4829 | 0.3891 | 0.9984 | 0.9949 | 0.0182 | 0.6920 | 0.7406 | 0.9949 |
| 0.007 | 7.97 | 3930 | 0.4051 | 0.3582 | 0.9991 | 0.9951 | 0.0181 | 0.6767 | 0.7021 | 0.9951 |
| 0.0151 | 8.03 | 3960 | 0.3396 | 0.3099 | 0.9994 | 0.9949 | 0.0187 | 0.6524 | 0.6695 | 0.9949 |
| 0.0156 | 8.09 | 3990 | 0.4679 | 0.3832 | 0.9985 | 0.9949 | 0.0183 | 0.6891 | 0.7332 | 0.9949 |
| 0.0114 | 8.15 | 4020 | 0.4465 | 0.3838 | 0.9989 | 0.9952 | 0.0178 | 0.6895 | 0.7227 | 0.9952 |
| 0.0091 | 8.22 | 4050 | 0.5417 | 0.4095 | 0.9978 | 0.9947 | 0.0181 | 0.7021 | 0.7698 | 0.9948 |
| 0.0058 | 8.28 | 4080 | 0.5075 | 0.4157 | 0.9985 | 0.9952 | 0.0173 | 0.7054 | 0.7530 | 0.9952 |
| 0.0057 | 8.34 | 4110 | 0.5139 | 0.4156 | 0.9984 | 0.9951 | 0.0171 | 0.7054 | 0.7562 | 0.9951 |
| 0.0196 | 8.4 | 4140 | 0.3755 | 0.3357 | 0.9992 | 0.9950 | 0.0176 | 0.6653 | 0.6874 | 0.9950 |
| 0.0019 | 8.46 | 4170 | 0.4160 | 0.3638 | 0.9990 | 0.9951 | 0.0175 | 0.6794 | 0.7075 | 0.9951 |
| 0.004 | 8.52 | 4200 | 0.3155 | 0.2948 | 0.9995 | 0.9949 | 0.0179 | 0.6449 | 0.6575 | 0.9949 |
| 0.015 | 8.58 | 4230 | 0.3264 | 0.3041 | 0.9995 | 0.9950 | 0.0180 | 0.6495 | 0.6630 | 0.9950 |
| 0.0024 | 8.64 | 4260 | 0.3284 | 0.3059 | 0.9995 | 0.9950 | 0.0183 | 0.6504 | 0.6639 | 0.9950 |
| 0.0367 | 8.7 | 4290 | 0.4347 | 0.3764 | 0.9990 | 0.9952 | 0.0172 | 0.6858 | 0.7168 | 0.9952 |
| 0.0126 | 8.76 | 4320 | 0.4370 | 0.3820 | 0.9990 | 0.9952 | 0.0171 | 0.6886 | 0.7180 | 0.9953 |
| 0.0046 | 8.82 | 4350 | 0.4161 | 0.3627 | 0.9990 | 0.9951 | 0.0176 | 0.6789 | 0.7076 | 0.9951 |
| 0.0041 | 8.88 | 4380 | 0.5022 | 0.4108 | 0.9985 | 0.9951 | 0.0178 | 0.7030 | 0.7503 | 0.9952 |
| 0.0082 | 8.95 | 4410 | 0.3560 | 0.3239 | 0.9993 | 0.9950 | 0.0184 | 0.6594 | 0.6776 | 0.9950 |
| 0.0072 | 9.01 | 4440 | 0.5267 | 0.4208 | 0.9983 | 0.9951 | 0.0181 | 0.7080 | 0.7625 | 0.9951 |
| 0.017 | 9.07 | 4470 | 0.3270 | 0.3061 | 0.9995 | 0.9950 | 0.0178 | 0.6506 | 0.6633 | 0.9950 |
| 0.019 | 9.13 | 4500 | 0.4695 | 0.4015 | 0.9989 | 0.9953 | 0.0172 | 0.6984 | 0.7342 | 0.9953 |
| 0.0029 | 9.19 | 4530 | 0.4155 | 0.3695 | 0.9992 | 0.9952 | 0.0167 | 0.6824 | 0.7073 | 0.9952 |
| 0.0077 | 9.25 | 4560 | 0.4622 | 0.3910 | 0.9988 | 0.9952 | 0.0169 | 0.6931 | 0.7305 | 0.9952 |
| 0.0021 | 9.31 | 4590 | 0.5527 | 0.4208 | 0.9979 | 0.9949 | 0.0176 | 0.7079 | 0.7753 | 0.9949 |
| 0.0076 | 9.37 | 4620 | 0.3425 | 0.3159 | 0.9994 | 0.9950 | 0.0174 | 0.6555 | 0.6709 | 0.9950 |
| 0.0216 | 9.43 | 4650 | 0.4100 | 0.3655 | 0.9992 | 0.9952 | 0.0174 | 0.6804 | 0.7046 | 0.9952 |
| 0.0013 | 9.49 | 4680 | 0.3184 | 0.2920 | 0.9994 | 0.9948 | 0.0190 | 0.6434 | 0.6589 | 0.9948 |
| 0.0025 | 9.55 | 4710 | 0.4960 | 0.4125 | 0.9986 | 0.9952 | 0.0170 | 0.7039 | 0.7473 | 0.9953 |
| 0.0139 | 9.61 | 4740 | 0.4090 | 0.3646 | 0.9992 | 0.9952 | 0.0173 | 0.6799 | 0.7041 | 0.9952 |
| 0.0095 | 9.68 | 4770 | 0.4806 | 0.4038 | 0.9987 | 0.9952 | 0.0173 | 0.6995 | 0.7397 | 0.9952 |
| 0.0167 | 9.74 | 4800 | 0.6091 | 0.4088 | 0.9967 | 0.9941 | 0.0195 | 0.7014 | 0.8029 | 0.9941 |
| 0.0025 | 9.8 | 4830 | 0.4785 | 0.4023 | 0.9987 | 0.9952 | 0.0170 | 0.6987 | 0.7386 | 0.9952 |
| 0.0054 | 9.86 | 4860 | 0.2847 | 0.2681 | 0.9996 | 0.9948 | 0.0183 | 0.6315 | 0.6422 | 0.9948 |
| 0.0107 | 9.92 | 4890 | 0.3816 | 0.3482 | 0.9994 | 0.9952 | 0.0178 | 0.6717 | 0.6905 | 0.9952 |
| 0.0039 | 9.98 | 4920 | 0.3384 | 0.3163 | 0.9995 | 0.9951 | 0.0175 | 0.6557 | 0.6690 | 0.9951 |
| 0.0028 | 10.04 | 4950 | 0.3742 | 0.3350 | 0.9992 | 0.9950 | 0.0182 | 0.6650 | 0.6867 | 0.9950 |
| 0.006 | 10.1 | 4980 | 0.3311 | 0.3071 | 0.9995 | 0.9950 | 0.0187 | 0.6510 | 0.6653 | 0.9950 |
| 0.0077 | 10.16 | 5010 | 0.3679 | 0.3369 | 0.9994 | 0.9951 | 0.0179 | 0.6660 | 0.6836 | 0.9951 |
| 0.0015 | 10.22 | 5040 | 0.3777 | 0.3462 | 0.9994 | 0.9952 | 0.0177 | 0.6707 | 0.6885 | 0.9952 |
| 0.004 | 10.28 | 5070 | 0.3744 | 0.3442 | 0.9994 | 0.9952 | 0.0178 | 0.6697 | 0.6869 | 0.9952 |
| 0.0071 | 10.34 | 5100 | 0.5113 | 0.4167 | 0.9985 | 0.9952 | 0.0176 | 0.7060 | 0.7549 | 0.9952 |
| 0.0095 | 10.41 | 5130 | 0.3498 | 0.3191 | 0.9993 | 0.9950 | 0.0182 | 0.6570 | 0.6746 | 0.9950 |
| 0.0031 | 10.47 | 5160 | 0.4331 | 0.3818 | 0.9991 | 0.9953 | 0.0175 | 0.6885 | 0.7161 | 0.9953 |
| 0.0044 | 10.53 | 5190 | 0.4276 | 0.3762 | 0.9991 | 0.9952 | 0.0173 | 0.6857 | 0.7133 | 0.9952 |
| 0.0041 | 10.59 | 5220 | 0.4177 | 0.3680 | 0.9991 | 0.9952 | 0.0183 | 0.6816 | 0.7084 | 0.9952 |
| 0.0047 | 10.65 | 5250 | 0.4054 | 0.3648 | 0.9992 | 0.9952 | 0.0175 | 0.6800 | 0.7023 | 0.9953 |
| 0.0072 | 10.71 | 5280 | 0.4657 | 0.4011 | 0.9989 | 0.9953 | 0.0172 | 0.6982 | 0.7323 | 0.9953 |
| 0.0026 | 10.77 | 5310 | 0.5030 | 0.4209 | 0.9987 | 0.9953 | 0.0172 | 0.7081 | 0.7509 | 0.9954 |
| 0.0025 | 10.83 | 5340 | 0.5024 | 0.4142 | 0.9986 | 0.9952 | 0.0177 | 0.7047 | 0.7505 | 0.9952 |
| 0.0182 | 10.89 | 5370 | 0.4298 | 0.3824 | 0.9992 | 0.9953 | 0.0174 | 0.6889 | 0.7145 | 0.9953 |
| 0.0019 | 10.95 | 5400 | 0.4940 | 0.4172 | 0.9988 | 0.9954 | 0.0175 | 0.7063 | 0.7464 | 0.9954 |
| 0.0106 | 11.01 | 5430 | 0.2958 | 0.2791 | 0.9996 | 0.9949 | 0.0188 | 0.6370 | 0.6477 | 0.9949 |
| 0.0053 | 11.08 | 5460 | 0.5134 | 0.4229 | 0.9986 | 0.9953 | 0.0161 | 0.7091 | 0.7560 | 0.9953 |
| 0.0095 | 11.14 | 5490 | 0.4817 | 0.3820 | 0.9982 | 0.9948 | 0.0181 | 0.6884 | 0.7400 | 0.9948 |
| 0.0074 | 11.2 | 5520 | 0.3901 | 0.3532 | 0.9993 | 0.9952 | 0.0178 | 0.6742 | 0.6947 | 0.9952 |
| 0.006 | 11.26 | 5550 | 0.4780 | 0.4037 | 0.9988 | 0.9952 | 0.0176 | 0.6995 | 0.7384 | 0.9953 |
| 0.0128 | 11.32 | 5580 | 0.3996 | 0.3579 | 0.9992 | 0.9952 | 0.0162 | 0.6765 | 0.6994 | 0.9952 |
| 0.0129 | 11.38 | 5610 | 0.5160 | 0.4236 | 0.9985 | 0.9953 | 0.0168 | 0.7094 | 0.7573 | 0.9953 |
| 0.0139 | 11.44 | 5640 | 0.4689 | 0.4012 | 0.9989 | 0.9953 | 0.0168 | 0.6982 | 0.7339 | 0.9953 |
| 0.0115 | 11.5 | 5670 | 0.3573 | 0.3294 | 0.9994 | 0.9951 | 0.0181 | 0.6623 | 0.6784 | 0.9951 |
| 0.0028 | 11.56 | 5700 | 0.3349 | 0.3133 | 0.9995 | 0.9951 | 0.0178 | 0.6542 | 0.6672 | 0.9951 |
| 0.0058 | 11.62 | 5730 | 0.5205 | 0.4313 | 0.9986 | 0.9954 | 0.0170 | 0.7134 | 0.7595 | 0.9954 |
| 0.0046 | 11.68 | 5760 | 0.4486 | 0.3942 | 0.9991 | 0.9954 | 0.0170 | 0.6948 | 0.7238 | 0.9954 |
| 0.004 | 11.74 | 5790 | 0.3965 | 0.3591 | 0.9993 | 0.9952 | 0.0172 | 0.6772 | 0.6979 | 0.9952 |
| 0.0222 | 11.81 | 5820 | 0.4083 | 0.3670 | 0.9992 | 0.9953 | 0.0176 | 0.6811 | 0.7038 | 0.9953 |
| 0.0048 | 11.87 | 5850 | 0.4489 | 0.3904 | 0.9990 | 0.9953 | 0.0175 | 0.6929 | 0.7239 | 0.9953 |
| 0.0025 | 11.93 | 5880 | 0.3839 | 0.3497 | 0.9993 | 0.9952 | 0.0181 | 0.6724 | 0.6916 | 0.9952 |
| 0.0127 | 11.99 | 5910 | 0.4677 | 0.4063 | 0.9990 | 0.9954 | 0.0174 | 0.7008 | 0.7334 | 0.9954 |
| 0.0201 | 12.05 | 5940 | 0.4691 | 0.4053 | 0.9989 | 0.9954 | 0.0175 | 0.7003 | 0.7340 | 0.9954 |
| 0.0181 | 12.11 | 5970 | 0.2999 | 0.2851 | 0.9996 | 0.9949 | 0.0201 | 0.6400 | 0.6498 | 0.9950 |
| 0.0043 | 12.17 | 6000 | 0.3289 | 0.3005 | 0.9994 | 0.9948 | 0.0184 | 0.6477 | 0.6641 | 0.9949 |
| 0.0108 | 12.23 | 6030 | 0.3651 | 0.3365 | 0.9994 | 0.9952 | 0.0170 | 0.6658 | 0.6823 | 0.9952 |
| 0.006 | 12.29 | 6060 | 0.4369 | 0.3833 | 0.9991 | 0.9953 | 0.0171 | 0.6893 | 0.7180 | 0.9953 |
| 0.0041 | 12.35 | 6090 | 0.3919 | 0.3542 | 0.9993 | 0.9952 | 0.0174 | 0.6747 | 0.6956 | 0.9952 |
| 0.0034 | 12.41 | 6120 | 0.4418 | 0.3914 | 0.9991 | 0.9954 | 0.0168 | 0.6934 | 0.7205 | 0.9954 |
| 0.0007 | 12.47 | 6150 | 0.4338 | 0.3864 | 0.9992 | 0.9954 | 0.0167 | 0.6909 | 0.7165 | 0.9954 |
| 0.0048 | 12.54 | 6180 | 0.4303 | 0.3839 | 0.9992 | 0.9954 | 0.0174 | 0.6896 | 0.7147 | 0.9954 |
| 0.0078 | 12.6 | 6210 | 0.3482 | 0.3178 | 0.9994 | 0.9950 | 0.0185 | 0.6564 | 0.6738 | 0.9950 |
| 0.0038 | 12.66 | 6240 | 0.2892 | 0.2742 | 0.9996 | 0.9949 | 0.0184 | 0.6345 | 0.6444 | 0.9949 |
| 0.0078 | 12.72 | 6270 | 0.4238 | 0.3712 | 0.9990 | 0.9952 | 0.0180 | 0.6832 | 0.7114 | 0.9952 |
| 0.0013 | 12.78 | 6300 | 0.3916 | 0.3584 | 0.9994 | 0.9953 | 0.0175 | 0.6768 | 0.6955 | 0.9953 |
| 0.0025 | 12.84 | 6330 | 0.3016 | 0.2810 | 0.9995 | 0.9948 | 0.0195 | 0.6379 | 0.6505 | 0.9948 |
| 0.0033 | 12.9 | 6360 | 0.4662 | 0.4071 | 0.9990 | 0.9954 | 0.0168 | 0.7013 | 0.7326 | 0.9954 |
| 0.0225 | 12.96 | 6390 | 0.5055 | 0.4238 | 0.9987 | 0.9954 | 0.0169 | 0.7096 | 0.7521 | 0.9954 |
| 0.0081 | 13.02 | 6420 | 0.2816 | 0.2664 | 0.9996 | 0.9948 | 0.0184 | 0.6306 | 0.6406 | 0.9948 |
| 0.0032 | 13.08 | 6450 | 0.4263 | 0.3805 | 0.9992 | 0.9953 | 0.0175 | 0.6879 | 0.7128 | 0.9953 |
| 0.0139 | 13.14 | 6480 | 0.3732 | 0.3428 | 0.9994 | 0.9952 | 0.0157 | 0.6690 | 0.6863 | 0.9952 |
| 0.003 | 13.2 | 6510 | 0.3906 | 0.3565 | 0.9994 | 0.9953 | 0.0162 | 0.6759 | 0.6950 | 0.9953 |
| 0.0098 | 13.27 | 6540 | 0.4435 | 0.3848 | 0.9990 | 0.9952 | 0.0168 | 0.6900 | 0.7212 | 0.9952 |
| 0.0144 | 13.33 | 6570 | 0.4259 | 0.3729 | 0.9990 | 0.9952 | 0.0167 | 0.6840 | 0.7125 | 0.9952 |
| 0.007 | 13.39 | 6600 | 0.4175 | 0.3731 | 0.9992 | 0.9953 | 0.0165 | 0.6842 | 0.7084 | 0.9953 |
| 0.0012 | 13.45 | 6630 | 0.4576 | 0.4013 | 0.9991 | 0.9954 | 0.0161 | 0.6983 | 0.7283 | 0.9954 |
| 0.0032 | 13.51 | 6660 | 0.3585 | 0.3310 | 0.9994 | 0.9951 | 0.0174 | 0.6631 | 0.6790 | 0.9951 |
| 0.0077 | 13.57 | 6690 | 0.4255 | 0.3817 | 0.9992 | 0.9954 | 0.0164 | 0.6885 | 0.7124 | 0.9954 |
| 0.002 | 13.63 | 6720 | 0.3523 | 0.3248 | 0.9994 | 0.9951 | 0.0175 | 0.6599 | 0.6759 | 0.9951 |
| 0.0037 | 13.69 | 6750 | 0.4441 | 0.3920 | 0.9991 | 0.9954 | 0.0164 | 0.6937 | 0.7216 | 0.9954 |
| 0.0043 | 13.75 | 6780 | 0.4799 | 0.4152 | 0.9989 | 0.9954 | 0.0165 | 0.7053 | 0.7394 | 0.9955 |
| 0.008 | 13.81 | 6810 | 0.4662 | 0.3999 | 0.9989 | 0.9953 | 0.0165 | 0.6976 | 0.7326 | 0.9953 |
| 0.0066 | 13.87 | 6840 | 0.4061 | 0.3643 | 0.9992 | 0.9952 | 0.0167 | 0.6798 | 0.7027 | 0.9952 |
| 0.0061 | 13.94 | 6870 | 0.3404 | 0.3158 | 0.9995 | 0.9950 | 0.0175 | 0.6554 | 0.6699 | 0.9950 |
| 0.0098 | 14.0 | 6900 | 0.5015 | 0.4226 | 0.9987 | 0.9954 | 0.0166 | 0.7090 | 0.7501 | 0.9954 |
| 0.0067 | 14.06 | 6930 | 0.4454 | 0.3921 | 0.9991 | 0.9954 | 0.0167 | 0.6937 | 0.7222 | 0.9954 |
| 0.0125 | 14.12 | 6960 | 0.4326 | 0.3792 | 0.9990 | 0.9952 | 0.0166 | 0.6872 | 0.7158 | 0.9952 |
| 0.0032 | 14.18 | 6990 | 0.4498 | 0.3966 | 0.9991 | 0.9954 | 0.0169 | 0.6960 | 0.7244 | 0.9954 |
| 0.0018 | 14.24 | 7020 | 0.3867 | 0.3527 | 0.9993 | 0.9952 | 0.0174 | 0.6740 | 0.6930 | 0.9952 |
| 0.0022 | 14.3 | 7050 | 0.5163 | 0.4336 | 0.9987 | 0.9955 | 0.0168 | 0.7145 | 0.7575 | 0.9955 |
| 0.0024 | 14.36 | 7080 | 0.4913 | 0.4189 | 0.9988 | 0.9954 | 0.0168 | 0.7071 | 0.7451 | 0.9954 |
| 0.0037 | 14.42 | 7110 | 0.4814 | 0.4053 | 0.9987 | 0.9952 | 0.0170 | 0.7003 | 0.7401 | 0.9953 |
| 0.0034 | 14.48 | 7140 | 0.4541 | 0.3577 | 0.9982 | 0.9945 | 0.0196 | 0.6761 | 0.7262 | 0.9945 |
| 0.005 | 14.54 | 7170 | 0.4347 | 0.3862 | 0.9992 | 0.9953 | 0.0170 | 0.6908 | 0.7169 | 0.9954 |
| 0.0019 | 14.6 | 7200 | 0.4984 | 0.4203 | 0.9987 | 0.9954 | 0.0170 | 0.7078 | 0.7486 | 0.9954 |
| 0.0034 | 14.67 | 7230 | 0.2893 | 0.2756 | 0.9997 | 0.9949 | 0.0194 | 0.6353 | 0.6445 | 0.9949 |
| 0.003 | 14.73 | 7260 | 0.4117 | 0.3725 | 0.9993 | 0.9953 | 0.0171 | 0.6839 | 0.7055 | 0.9953 |
| 0.0081 | 14.79 | 7290 | 0.4518 | 0.3980 | 0.9991 | 0.9954 | 0.0169 | 0.6967 | 0.7254 | 0.9954 |
| 0.0087 | 14.85 | 7320 | 0.4720 | 0.4094 | 0.9990 | 0.9954 | 0.0170 | 0.7024 | 0.7355 | 0.9954 |
| 0.0051 | 14.91 | 7350 | 0.3505 | 0.3257 | 0.9995 | 0.9951 | 0.0173 | 0.6604 | 0.6750 | 0.9951 |
| 0.0029 | 14.97 | 7380 | 0.2699 | 0.2504 | 0.9995 | 0.9946 | 0.0183 | 0.6225 | 0.6347 | 0.9946 |
| 0.0014 | 15.03 | 7410 | 0.4490 | 0.3937 | 0.9991 | 0.9953 | 0.0150 | 0.6945 | 0.7240 | 0.9954 |
| 0.0067 | 15.09 | 7440 | 0.3776 | 0.3474 | 0.9994 | 0.9952 | 0.0162 | 0.6713 | 0.6885 | 0.9952 |
| 0.0013 | 15.15 | 7470 | 0.2608 | 0.2514 | 0.9997 | 0.9948 | 0.0191 | 0.6231 | 0.6303 | 0.9948 |
| 0.0024 | 15.21 | 7500 | 0.4044 | 0.3670 | 0.9993 | 0.9953 | 0.0172 | 0.6811 | 0.7018 | 0.9953 |
| 0.0255 | 15.27 | 7530 | 0.4400 | 0.3799 | 0.9989 | 0.9952 | 0.0169 | 0.6875 | 0.7195 | 0.9952 |
| 0.0016 | 15.33 | 7560 | 0.5440 | 0.4439 | 0.9985 | 0.9954 | 0.0168 | 0.7196 | 0.7712 | 0.9954 |
| 0.0153 | 15.4 | 7590 | 0.5414 | 0.4439 | 0.9985 | 0.9954 | 0.0165 | 0.7197 | 0.7699 | 0.9954 |
| 0.015 | 15.46 | 7620 | 0.3053 | 0.2900 | 0.9996 | 0.9950 | 0.0185 | 0.6425 | 0.6524 | 0.9950 |
| 0.0047 | 15.52 | 7650 | 0.5346 | 0.4336 | 0.9984 | 0.9953 | 0.0170 | 0.7144 | 0.7665 | 0.9953 |
| 0.0086 | 15.58 | 7680 | 0.5241 | 0.4292 | 0.9985 | 0.9953 | 0.0172 | 0.7122 | 0.7613 | 0.9953 |
| 0.0103 | 15.64 | 7710 | 0.3444 | 0.3208 | 0.9995 | 0.9951 | 0.0177 | 0.6580 | 0.6719 | 0.9951 |
| 0.0091 | 15.7 | 7740 | 0.3906 | 0.3555 | 0.9993 | 0.9952 | 0.0173 | 0.6753 | 0.6949 | 0.9952 |
| 0.0024 | 15.76 | 7770 | 0.3728 | 0.3452 | 0.9995 | 0.9952 | 0.0182 | 0.6702 | 0.6862 | 0.9953 |
| 0.0061 | 15.82 | 7800 | 0.4315 | 0.3839 | 0.9992 | 0.9953 | 0.0158 | 0.6896 | 0.7153 | 0.9954 |
| 0.0077 | 15.88 | 7830 | 0.4274 | 0.3831 | 0.9992 | 0.9954 | 0.0160 | 0.6892 | 0.7133 | 0.9954 |
| 0.0072 | 15.94 | 7860 | 0.4330 | 0.3841 | 0.9991 | 0.9953 | 0.0160 | 0.6897 | 0.7161 | 0.9953 |
| 0.009 | 16.0 | 7890 | 0.3586 | 0.3333 | 0.9995 | 0.9952 | 0.0163 | 0.6642 | 0.6790 | 0.9952 |
| 0.0092 | 16.06 | 7920 | 0.4129 | 0.3706 | 0.9992 | 0.9953 | 0.0161 | 0.6829 | 0.7060 | 0.9953 |
| 0.0032 | 16.13 | 7950 | 0.4836 | 0.4160 | 0.9989 | 0.9954 | 0.0161 | 0.7057 | 0.7413 | 0.9954 |
| 0.0062 | 16.19 | 7980 | 0.4115 | 0.3322 | 0.9984 | 0.9944 | 0.0206 | 0.6633 | 0.7049 | 0.9944 |
| 0.0093 | 16.25 | 8010 | 0.3616 | 0.3322 | 0.9994 | 0.9951 | 0.0173 | 0.6637 | 0.6805 | 0.9951 |
| 0.001 | 16.31 | 8040 | 0.4858 | 0.4150 | 0.9988 | 0.9954 | 0.0161 | 0.7052 | 0.7423 | 0.9954 |
| 0.0132 | 16.37 | 8070 | 0.3209 | 0.2952 | 0.9994 | 0.9948 | 0.0188 | 0.6450 | 0.6602 | 0.9949 |
| 0.0016 | 16.43 | 8100 | 0.4150 | 0.3742 | 0.9993 | 0.9953 | 0.0166 | 0.6848 | 0.7071 | 0.9953 |
| 0.0007 | 16.49 | 8130 | 0.4981 | 0.3988 | 0.9983 | 0.9949 | 0.0185 | 0.6969 | 0.7482 | 0.9950 |
| 0.002 | 16.55 | 8160 | 0.3659 | 0.3385 | 0.9995 | 0.9952 | 0.0184 | 0.6668 | 0.6827 | 0.9952 |
| 0.0074 | 16.61 | 8190 | 0.4173 | 0.3763 | 0.9993 | 0.9953 | 0.0166 | 0.6858 | 0.7083 | 0.9954 |
| 0.0048 | 16.67 | 8220 | 0.3306 | 0.3108 | 0.9996 | 0.9951 | 0.0179 | 0.6529 | 0.6651 | 0.9951 |
| 0.0028 | 16.73 | 8250 | 0.4462 | 0.3932 | 0.9991 | 0.9954 | 0.0166 | 0.6943 | 0.7227 | 0.9954 |
| 0.0135 | 16.8 | 8280 | 0.3967 | 0.3617 | 0.9993 | 0.9953 | 0.0172 | 0.6785 | 0.6980 | 0.9953 |
| 0.0138 | 16.86 | 8310 | 0.3657 | 0.3396 | 0.9995 | 0.9952 | 0.0173 | 0.6674 | 0.6826 | 0.9952 |
| 0.0017 | 16.92 | 8340 | 0.3303 | 0.3061 | 0.9995 | 0.9950 | 0.0191 | 0.6505 | 0.6649 | 0.9950 |
| 0.0071 | 16.98 | 8370 | 0.3825 | 0.3512 | 0.9994 | 0.9952 | 0.0174 | 0.6732 | 0.6909 | 0.9953 |
| 0.0044 | 17.04 | 8400 | 0.4303 | 0.3849 | 0.9992 | 0.9954 | 0.0171 | 0.6901 | 0.7148 | 0.9954 |
| 0.0101 | 17.1 | 8430 | 0.4256 | 0.3771 | 0.9991 | 0.9953 | 0.0172 | 0.6862 | 0.7123 | 0.9953 |
| 0.0076 | 17.16 | 8460 | 0.4438 | 0.3939 | 0.9991 | 0.9954 | 0.0168 | 0.6947 | 0.7215 | 0.9954 |
| 0.0073 | 17.22 | 8490 | 0.5011 | 0.4236 | 0.9988 | 0.9954 | 0.0164 | 0.7095 | 0.7500 | 0.9954 |
| 0.0029 | 17.28 | 8520 | 0.2741 | 0.2627 | 0.9997 | 0.9948 | 0.0177 | 0.6288 | 0.6369 | 0.9948 |
| 0.0109 | 17.34 | 8550 | 0.4682 | 0.4074 | 0.9990 | 0.9954 | 0.0160 | 0.7014 | 0.7336 | 0.9954 |
| 0.0258 | 17.4 | 8580 | 0.4508 | 0.3901 | 0.9989 | 0.9953 | 0.0166 | 0.6927 | 0.7249 | 0.9953 |
| 0.0181 | 17.46 | 8610 | 0.4780 | 0.4058 | 0.9988 | 0.9953 | 0.0168 | 0.7006 | 0.7384 | 0.9953 |
| 0.0052 | 17.53 | 8640 | 0.3767 | 0.3447 | 0.9994 | 0.9952 | 0.0177 | 0.6699 | 0.6880 | 0.9952 |
| 0.0069 | 17.59 | 8670 | 0.3409 | 0.3125 | 0.9994 | 0.9950 | 0.0187 | 0.6537 | 0.6702 | 0.9950 |
| 0.004 | 17.65 | 8700 | 0.3400 | 0.3172 | 0.9995 | 0.9951 | 0.0189 | 0.6561 | 0.6697 | 0.9951 |
| 0.0061 | 17.71 | 8730 | 0.3931 | 0.3594 | 0.9994 | 0.9953 | 0.0183 | 0.6773 | 0.6962 | 0.9953 |
| 0.0038 | 17.77 | 8760 | 0.2883 | 0.2749 | 0.9997 | 0.9949 | 0.0195 | 0.6349 | 0.6440 | 0.9949 |
| 0.0021 | 17.83 | 8790 | 0.3568 | 0.3300 | 0.9995 | 0.9951 | 0.0182 | 0.6626 | 0.6781 | 0.9951 |
| 0.0019 | 17.89 | 8820 | 0.5072 | 0.4183 | 0.9986 | 0.9952 | 0.0176 | 0.7068 | 0.7529 | 0.9953 |
| 0.0006 | 17.95 | 8850 | 0.3592 | 0.3334 | 0.9995 | 0.9952 | 0.0182 | 0.6643 | 0.6793 | 0.9952 |
| 0.0031 | 18.01 | 8880 | 0.3860 | 0.3439 | 0.9992 | 0.9950 | 0.0182 | 0.6695 | 0.6926 | 0.9951 |
| 0.003 | 18.07 | 8910 | 0.2987 | 0.2766 | 0.9995 | 0.9947 | 0.0198 | 0.6357 | 0.6491 | 0.9948 |
| 0.0033 | 18.13 | 8940 | 0.4374 | 0.3876 | 0.9991 | 0.9953 | 0.0173 | 0.6915 | 0.7182 | 0.9954 |
| 0.0067 | 18.19 | 8970 | 0.5144 | 0.4266 | 0.9986 | 0.9953 | 0.0176 | 0.7110 | 0.7565 | 0.9954 |
| 0.0056 | 18.26 | 9000 | 0.3742 | 0.3451 | 0.9994 | 0.9952 | 0.0179 | 0.6701 | 0.6868 | 0.9952 |
| 0.0008 | 18.32 | 9030 | 0.3526 | 0.3308 | 0.9996 | 0.9952 | 0.0178 | 0.6630 | 0.6761 | 0.9952 |
| 0.0038 | 18.38 | 9060 | 0.4611 | 0.4051 | 0.9991 | 0.9954 | 0.0176 | 0.7003 | 0.7301 | 0.9955 |
| 0.005 | 18.44 | 9090 | 0.4017 | 0.3636 | 0.9993 | 0.9953 | 0.0183 | 0.6794 | 0.7005 | 0.9953 |
| 0.0028 | 18.5 | 9120 | 0.4492 | 0.3950 | 0.9991 | 0.9954 | 0.0159 | 0.6952 | 0.7241 | 0.9954 |
| 0.0055 | 18.56 | 9150 | 0.5008 | 0.4227 | 0.9988 | 0.9954 | 0.0154 | 0.7090 | 0.7498 | 0.9954 |
| 0.0057 | 18.62 | 9180 | 0.3915 | 0.3568 | 0.9993 | 0.9952 | 0.0159 | 0.6760 | 0.6954 | 0.9953 |
| 0.0081 | 18.68 | 9210 | 0.4314 | 0.3832 | 0.9991 | 0.9953 | 0.0159 | 0.6892 | 0.7153 | 0.9953 |
| 0.0051 | 18.74 | 9240 | 0.3941 | 0.3605 | 0.9994 | 0.9953 | 0.0161 | 0.6779 | 0.6967 | 0.9953 |
| 0.0053 | 18.8 | 9270 | 0.3960 | 0.3606 | 0.9993 | 0.9953 | 0.0165 | 0.6779 | 0.6977 | 0.9953 |
| 0.0171 | 18.86 | 9300 | 0.4220 | 0.3768 | 0.9992 | 0.9953 | 0.0165 | 0.6861 | 0.7106 | 0.9953 |
| 0.0026 | 18.92 | 9330 | 0.4337 | 0.3876 | 0.9992 | 0.9954 | 0.0166 | 0.6915 | 0.7165 | 0.9954 |
| 0.0188 | 18.99 | 9360 | 0.4283 | 0.3835 | 0.9992 | 0.9954 | 0.0168 | 0.6894 | 0.7138 | 0.9954 |
| 0.0062 | 19.05 | 9390 | 0.4129 | 0.3726 | 0.9993 | 0.9953 | 0.0166 | 0.6840 | 0.7061 | 0.9953 |
| 0.0136 | 19.11 | 9420 | 0.4603 | 0.4005 | 0.9990 | 0.9954 | 0.0166 | 0.6979 | 0.7296 | 0.9954 |
| 0.005 | 19.17 | 9450 | 0.3971 | 0.3607 | 0.9993 | 0.9953 | 0.0170 | 0.6780 | 0.6982 | 0.9953 |
| 0.0106 | 19.23 | 9480 | 0.4597 | 0.3994 | 0.9990 | 0.9953 | 0.0163 | 0.6974 | 0.7293 | 0.9954 |
| 0.0045 | 19.29 | 9510 | 0.3873 | 0.3532 | 0.9993 | 0.9952 | 0.0167 | 0.6742 | 0.6933 | 0.9952 |
| 0.0015 | 19.35 | 9540 | 0.3104 | 0.2948 | 0.9996 | 0.9950 | 0.0175 | 0.6449 | 0.6550 | 0.9950 |
| 0.0049 | 19.41 | 9570 | 0.4511 | 0.3973 | 0.9991 | 0.9954 | 0.0165 | 0.6964 | 0.7251 | 0.9954 |
| 0.0023 | 19.47 | 9600 | 0.2654 | 0.2552 | 0.9997 | 0.9948 | 0.0187 | 0.6250 | 0.6326 | 0.9948 |
| 0.0079 | 19.53 | 9630 | 0.3844 | 0.3489 | 0.9993 | 0.9952 | 0.0177 | 0.6720 | 0.6918 | 0.9952 |
| 0.0112 | 19.59 | 9660 | 0.4717 | 0.4130 | 0.9990 | 0.9955 | 0.0166 | 0.7042 | 0.7353 | 0.9955 |
| 0.0021 | 19.66 | 9690 | 0.3977 | 0.3602 | 0.9993 | 0.9952 | 0.0167 | 0.6777 | 0.6985 | 0.9953 |
| 0.0056 | 19.72 | 9720 | 0.4466 | 0.3951 | 0.9991 | 0.9954 | 0.0169 | 0.6952 | 0.7229 | 0.9954 |
| 0.0089 | 19.78 | 9750 | 0.3270 | 0.3070 | 0.9996 | 0.9950 | 0.0179 | 0.6510 | 0.6633 | 0.9950 |
| 0.0076 | 19.84 | 9780 | 0.3947 | 0.3586 | 0.9993 | 0.9952 | 0.0181 | 0.6769 | 0.6970 | 0.9953 |
| 0.0012 | 19.9 | 9810 | 0.5196 | 0.4334 | 0.9987 | 0.9954 | 0.0174 | 0.7144 | 0.7592 | 0.9954 |
| 0.0074 | 19.96 | 9840 | 0.4607 | 0.4064 | 0.9991 | 0.9955 | 0.0178 | 0.7009 | 0.7299 | 0.9955 |
| 0.012 | 20.02 | 9870 | 0.3824 | 0.3508 | 0.9994 | 0.9952 | 0.0186 | 0.6730 | 0.6909 | 0.9952 |
| 0.0034 | 20.08 | 9900 | 0.4868 | 0.4136 | 0.9988 | 0.9954 | 0.0176 | 0.7045 | 0.7428 | 0.9954 |
| 0.0043 | 20.14 | 9930 | 0.4499 | 0.3988 | 0.9991 | 0.9954 | 0.0181 | 0.6971 | 0.7245 | 0.9954 |
| 0.0021 | 20.2 | 9960 | 0.3666 | 0.3397 | 0.9995 | 0.9952 | 0.0162 | 0.6675 | 0.6830 | 0.9952 |
| 0.0109 | 20.26 | 9990 | 0.3804 | 0.3483 | 0.9994 | 0.9952 | 0.0156 | 0.6718 | 0.6899 | 0.9952 |
| 0.0045 | 20.32 | 10020 | 0.4206 | 0.3782 | 0.9992 | 0.9953 | 0.0152 | 0.6868 | 0.7099 | 0.9954 |
| 0.0036 | 20.39 | 10050 | 0.4397 | 0.3924 | 0.9992 | 0.9954 | 0.0157 | 0.6939 | 0.7194 | 0.9954 |
| 0.0029 | 20.45 | 10080 | 0.4284 | 0.3800 | 0.9991 | 0.9953 | 0.0155 | 0.6876 | 0.7138 | 0.9953 |
| 0.0041 | 20.51 | 10110 | 0.4948 | 0.4209 | 0.9988 | 0.9954 | 0.0159 | 0.7082 | 0.7468 | 0.9954 |
| 0.0017 | 20.57 | 10140 | 0.4869 | 0.4188 | 0.9989 | 0.9954 | 0.0157 | 0.7071 | 0.7429 | 0.9955 |
| 0.0052 | 20.63 | 10170 | 0.4236 | 0.3800 | 0.9992 | 0.9953 | 0.0160 | 0.6877 | 0.7114 | 0.9954 |
| 0.0096 | 20.69 | 10200 | 0.3932 | 0.3608 | 0.9994 | 0.9953 | 0.0161 | 0.6781 | 0.6963 | 0.9953 |
| 0.003 | 20.75 | 10230 | 0.4181 | 0.3794 | 0.9993 | 0.9954 | 0.0159 | 0.6874 | 0.7087 | 0.9954 |
| 0.0019 | 20.81 | 10260 | 0.3584 | 0.3341 | 0.9995 | 0.9952 | 0.0162 | 0.6646 | 0.6790 | 0.9952 |
| 0.0041 | 20.87 | 10290 | 0.3149 | 0.2979 | 0.9996 | 0.9950 | 0.0169 | 0.6465 | 0.6573 | 0.9950 |
| 0.0163 | 20.93 | 10320 | 0.4067 | 0.3711 | 0.9994 | 0.9954 | 0.0160 | 0.6833 | 0.7030 | 0.9954 |
| 0.0083 | 20.99 | 10350 | 0.4386 | 0.3883 | 0.9991 | 0.9953 | 0.0162 | 0.6918 | 0.7189 | 0.9954 |
| 0.0059 | 21.05 | 10380 | 0.4596 | 0.3989 | 0.9990 | 0.9953 | 0.0161 | 0.6971 | 0.7293 | 0.9954 |
| 0.0136 | 21.12 | 10410 | 0.4530 | 0.4004 | 0.9991 | 0.9954 | 0.0160 | 0.6979 | 0.7261 | 0.9954 |
| 0.0019 | 21.18 | 10440 | 0.3820 | 0.3496 | 0.9994 | 0.9952 | 0.0168 | 0.6724 | 0.6907 | 0.9952 |
| 0.0034 | 21.24 | 10470 | 0.5635 | 0.4307 | 0.9979 | 0.9950 | 0.0175 | 0.7128 | 0.7807 | 0.9950 |
| 0.0089 | 21.3 | 10500 | 0.4849 | 0.4173 | 0.9989 | 0.9954 | 0.0164 | 0.7064 | 0.7419 | 0.9955 |
| 0.0067 | 21.36 | 10530 | 0.3740 | 0.3465 | 0.9995 | 0.9953 | 0.0168 | 0.6709 | 0.6867 | 0.9953 |
| 0.0011 | 21.42 | 10560 | 0.4060 | 0.3705 | 0.9994 | 0.9954 | 0.0166 | 0.6829 | 0.7027 | 0.9954 |
| 0.0051 | 21.48 | 10590 | 0.4662 | 0.4087 | 0.9990 | 0.9955 | 0.0161 | 0.7021 | 0.7326 | 0.9955 |
| 0.0012 | 21.54 | 10620 | 0.4241 | 0.3834 | 0.9993 | 0.9954 | 0.0157 | 0.6894 | 0.7117 | 0.9954 |
| 0.0175 | 21.6 | 10650 | 0.3203 | 0.3027 | 0.9996 | 0.9950 | 0.0169 | 0.6489 | 0.6599 | 0.9950 |
| 0.0062 | 21.66 | 10680 | 0.4179 | 0.3777 | 0.9993 | 0.9954 | 0.0164 | 0.6865 | 0.7086 | 0.9954 |
| 0.001 | 21.72 | 10710 | 0.4611 | 0.4031 | 0.9990 | 0.9954 | 0.0162 | 0.6993 | 0.7301 | 0.9954 |
| 0.0007 | 21.78 | 10740 | 0.4893 | 0.4156 | 0.9988 | 0.9954 | 0.0166 | 0.7055 | 0.7440 | 0.9954 |
| 0.0074 | 21.85 | 10770 | 0.4030 | 0.3601 | 0.9992 | 0.9952 | 0.0169 | 0.6776 | 0.7011 | 0.9952 |
| 0.0064 | 21.91 | 10800 | 0.5096 | 0.4213 | 0.9986 | 0.9953 | 0.0168 | 0.7083 | 0.7541 | 0.9953 |
| 0.0052 | 21.97 | 10830 | 0.3540 | 0.3284 | 0.9995 | 0.9951 | 0.0176 | 0.6618 | 0.6767 | 0.9951 |
| 0.0075 | 22.03 | 10860 | 0.3808 | 0.3493 | 0.9994 | 0.9952 | 0.0181 | 0.6723 | 0.6901 | 0.9952 |
| 0.0013 | 22.09 | 10890 | 0.2467 | 0.2382 | 0.9998 | 0.9947 | 0.0198 | 0.6164 | 0.6232 | 0.9947 |
| 0.0055 | 22.15 | 10920 | 0.4700 | 0.4061 | 0.9989 | 0.9954 | 0.0173 | 0.7007 | 0.7345 | 0.9954 |
| 0.0061 | 22.21 | 10950 | 0.4901 | 0.4211 | 0.9989 | 0.9955 | 0.0168 | 0.7083 | 0.7445 | 0.9955 |
| 0.0004 | 22.27 | 10980 | 0.4764 | 0.4113 | 0.9989 | 0.9954 | 0.0168 | 0.7033 | 0.7377 | 0.9954 |
| 0.0138 | 22.33 | 11010 | 0.4446 | 0.3937 | 0.9991 | 0.9954 | 0.0168 | 0.6945 | 0.7219 | 0.9954 |
| 0.0094 | 22.39 | 11040 | 0.4146 | 0.3736 | 0.9993 | 0.9953 | 0.0171 | 0.6845 | 0.7069 | 0.9953 |
| 0.0019 | 22.45 | 11070 | 0.4256 | 0.3792 | 0.9992 | 0.9953 | 0.0177 | 0.6873 | 0.7124 | 0.9953 |
| 0.0061 | 22.52 | 11100 | 0.4614 | 0.4072 | 0.9991 | 0.9955 | 0.0166 | 0.7013 | 0.7303 | 0.9955 |
| 0.0248 | 22.58 | 11130 | 0.3462 | 0.3249 | 0.9996 | 0.9952 | 0.0173 | 0.6600 | 0.6729 | 0.9952 |
| 0.0038 | 22.64 | 11160 | 0.2986 | 0.2849 | 0.9997 | 0.9950 | 0.0181 | 0.6399 | 0.6491 | 0.9950 |
| 0.0086 | 22.7 | 11190 | 0.4815 | 0.4106 | 0.9988 | 0.9953 | 0.0177 | 0.7030 | 0.7402 | 0.9954 |
| 0.0024 | 22.76 | 11220 | 0.4619 | 0.4066 | 0.9991 | 0.9955 | 0.0171 | 0.7010 | 0.7305 | 0.9955 |
| 0.5688 | 22.82 | 11250 | 0.4511 | 0.3964 | 0.9991 | 0.9954 | 0.0171 | 0.6959 | 0.7251 | 0.9954 |
| 0.0245 | 22.88 | 11280 | 0.3592 | 0.3349 | 0.9995 | 0.9952 | 0.0160 | 0.6651 | 0.6794 | 0.9952 |
| 0.0042 | 22.94 | 11310 | 0.4520 | 0.3982 | 0.9991 | 0.9954 | 0.0152 | 0.6968 | 0.7256 | 0.9954 |
| 0.0071 | 23.0 | 11340 | 0.4718 | 0.3989 | 0.9988 | 0.9952 | 0.0153 | 0.6970 | 0.7353 | 0.9952 |
| 0.0072 | 23.06 | 11370 | 0.2602 | 0.2505 | 0.9997 | 0.9948 | 0.0174 | 0.6226 | 0.6300 | 0.9948 |
| 0.0018 | 23.12 | 11400 | 0.3847 | 0.3524 | 0.9994 | 0.9952 | 0.0156 | 0.6738 | 0.6921 | 0.9953 |
| 0.0059 | 23.18 | 11430 | 0.3958 | 0.3630 | 0.9994 | 0.9953 | 0.0160 | 0.6792 | 0.6976 | 0.9953 |
| 0.0061 | 23.25 | 11460 | 0.4973 | 0.4261 | 0.9989 | 0.9955 | 0.0150 | 0.7108 | 0.7481 | 0.9955 |
| 0.0064 | 23.31 | 11490 | 0.4901 | 0.4158 | 0.9988 | 0.9954 | 0.0157 | 0.7056 | 0.7444 | 0.9954 |
| 0.0038 | 23.37 | 11520 | 0.4829 | 0.4165 | 0.9989 | 0.9954 | 0.0153 | 0.7060 | 0.7409 | 0.9955 |
| 0.0071 | 23.43 | 11550 | 0.4206 | 0.3773 | 0.9992 | 0.9953 | 0.0157 | 0.6863 | 0.7099 | 0.9953 |
| 0.0038 | 23.49 | 11580 | 0.4850 | 0.4152 | 0.9989 | 0.9954 | 0.0157 | 0.7053 | 0.7419 | 0.9954 |
| 0.0067 | 23.55 | 11610 | 0.3487 | 0.3226 | 0.9995 | 0.9951 | 0.0167 | 0.6588 | 0.6741 | 0.9951 |
| 0.0153 | 23.61 | 11640 | 0.3981 | 0.3636 | 0.9994 | 0.9953 | 0.0167 | 0.6795 | 0.6988 | 0.9953 |
| 0.0051 | 23.67 | 11670 | 0.3383 | 0.3170 | 0.9995 | 0.9951 | 0.0169 | 0.6560 | 0.6689 | 0.9951 |
| 0.0046 | 23.73 | 11700 | 0.3682 | 0.3399 | 0.9994 | 0.9952 | 0.0170 | 0.6675 | 0.6838 | 0.9952 |
| 0.0067 | 23.79 | 11730 | 0.4416 | 0.3886 | 0.9991 | 0.9953 | 0.0165 | 0.6920 | 0.7203 | 0.9953 |
| 0.0064 | 23.85 | 11760 | 0.4353 | 0.3844 | 0.9991 | 0.9953 | 0.0167 | 0.6898 | 0.7172 | 0.9953 |
| 0.0154 | 23.91 | 11790 | 0.3648 | 0.3389 | 0.9995 | 0.9952 | 0.0167 | 0.6670 | 0.6821 | 0.9952 |
| 0.0024 | 23.98 | 11820 | 0.3661 | 0.3369 | 0.9994 | 0.9951 | 0.0168 | 0.6660 | 0.6828 | 0.9952 |
| 0.0033 | 24.04 | 11850 | 0.3889 | 0.3486 | 0.9992 | 0.9951 | 0.0164 | 0.6719 | 0.6941 | 0.9951 |
| 0.0008 | 24.1 | 11880 | 0.3108 | 0.2920 | 0.9996 | 0.9949 | 0.0175 | 0.6435 | 0.6552 | 0.9949 |
| 0.0122 | 24.16 | 11910 | 0.3765 | 0.3477 | 0.9994 | 0.9952 | 0.0165 | 0.6715 | 0.6880 | 0.9953 |
| 0.023 | 24.22 | 11940 | 0.4958 | 0.4147 | 0.9987 | 0.9953 | 0.0159 | 0.7050 | 0.7472 | 0.9953 |
| 0.0144 | 24.28 | 11970 | 0.4176 | 0.3776 | 0.9993 | 0.9954 | 0.0159 | 0.6865 | 0.7084 | 0.9954 |
| 0.0084 | 24.34 | 12000 | 0.3756 | 0.3454 | 0.9994 | 0.9952 | 0.0162 | 0.6703 | 0.6875 | 0.9952 |
| 0.0026 | 24.4 | 12030 | 0.4246 | 0.3801 | 0.9992 | 0.9953 | 0.0158 | 0.6877 | 0.7119 | 0.9954 |
| 0.003 | 24.46 | 12060 | 0.4904 | 0.4161 | 0.9988 | 0.9954 | 0.0161 | 0.7057 | 0.7446 | 0.9954 |
| 0.0067 | 24.52 | 12090 | 0.4726 | 0.4060 | 0.9989 | 0.9953 | 0.0163 | 0.7007 | 0.7357 | 0.9954 |
| 0.01 | 24.58 | 12120 | 0.5012 | 0.4232 | 0.9988 | 0.9954 | 0.0163 | 0.7093 | 0.7500 | 0.9954 |
| 0.0047 | 24.65 | 12150 | 0.4273 | 0.3820 | 0.9992 | 0.9953 | 0.0167 | 0.6887 | 0.7132 | 0.9954 |
| 0.008 | 24.71 | 12180 | 0.4555 | 0.3992 | 0.9990 | 0.9954 | 0.0165 | 0.6973 | 0.7273 | 0.9954 |
| 0.004 | 24.77 | 12210 | 0.4153 | 0.3676 | 0.9991 | 0.9952 | 0.0174 | 0.6814 | 0.7072 | 0.9952 |
| 0.0017 | 24.83 | 12240 | 0.4730 | 0.4066 | 0.9989 | 0.9954 | 0.0158 | 0.7010 | 0.7360 | 0.9954 |
| 0.0141 | 24.89 | 12270 | 0.4485 | 0.3946 | 0.9991 | 0.9954 | 0.0173 | 0.6950 | 0.7238 | 0.9954 |
| 0.018 | 24.95 | 12300 | 0.4337 | 0.3848 | 0.9991 | 0.9953 | 0.0181 | 0.6901 | 0.7164 | 0.9953 |
| 0.004 | 25.01 | 12330 | 0.5078 | 0.4322 | 0.9988 | 0.9955 | 0.0171 | 0.7139 | 0.7533 | 0.9955 |
| 0.0093 | 25.07 | 12360 | 0.4210 | 0.3783 | 0.9992 | 0.9953 | 0.0172 | 0.6868 | 0.7101 | 0.9954 |
| 0.0054 | 25.13 | 12390 | 0.4701 | 0.4077 | 0.9990 | 0.9954 | 0.0174 | 0.7015 | 0.7346 | 0.9954 |
| 0.0066 | 25.19 | 12420 | 0.6023 | 0.4358 | 0.9974 | 0.9947 | 0.0189 | 0.7153 | 0.7999 | 0.9948 |
| 0.0017 | 25.25 | 12450 | 0.4582 | 0.4010 | 0.9990 | 0.9954 | 0.0182 | 0.6982 | 0.7286 | 0.9954 |
| 0.0021 | 25.31 | 12480 | 0.3981 | 0.3630 | 0.9993 | 0.9953 | 0.0184 | 0.6791 | 0.6987 | 0.9953 |
| 0.0017 | 25.38 | 12510 | 0.4041 | 0.3635 | 0.9992 | 0.9952 | 0.0181 | 0.6794 | 0.7017 | 0.9952 |
| 0.0026 | 25.44 | 12540 | 0.4181 | 0.3758 | 0.9992 | 0.9953 | 0.0184 | 0.6856 | 0.7087 | 0.9953 |
| 0.0029 | 25.5 | 12570 | 0.3562 | 0.3329 | 0.9995 | 0.9952 | 0.0191 | 0.6641 | 0.6778 | 0.9952 |
| 0.0146 | 25.56 | 12600 | 0.4022 | 0.3673 | 0.9994 | 0.9953 | 0.0185 | 0.6813 | 0.7008 | 0.9953 |
| 0.0015 | 25.62 | 12630 | 0.3870 | 0.3565 | 0.9994 | 0.9953 | 0.0166 | 0.6759 | 0.6932 | 0.9953 |
| 0.0024 | 25.68 | 12660 | 0.3898 | 0.3570 | 0.9994 | 0.9953 | 0.0171 | 0.6762 | 0.6946 | 0.9953 |
| 0.0022 | 25.74 | 12690 | 0.4325 | 0.3888 | 0.9992 | 0.9954 | 0.0176 | 0.6921 | 0.7159 | 0.9954 |
| 0.004 | 25.8 | 12720 | 0.4414 | 0.3940 | 0.9992 | 0.9954 | 0.0172 | 0.6947 | 0.7203 | 0.9954 |
| 0.0084 | 25.86 | 12750 | 0.4358 | 0.3912 | 0.9992 | 0.9954 | 0.0165 | 0.6933 | 0.7175 | 0.9954 |
| 0.0065 | 25.92 | 12780 | 0.3569 | 0.3323 | 0.9995 | 0.9952 | 0.0182 | 0.6638 | 0.6782 | 0.9952 |
| 0.0079 | 25.98 | 12810 | 0.4055 | 0.3689 | 0.9993 | 0.9953 | 0.0172 | 0.6821 | 0.7024 | 0.9953 |
| 0.005 | 26.04 | 12840 | 0.4212 | 0.3794 | 0.9993 | 0.9954 | 0.0172 | 0.6874 | 0.7102 | 0.9954 |
| 0.0007 | 26.11 | 12870 | 0.4125 | 0.3731 | 0.9993 | 0.9953 | 0.0172 | 0.6842 | 0.7059 | 0.9953 |
| 0.01 | 26.17 | 12900 | 0.3635 | 0.3363 | 0.9995 | 0.9952 | 0.0181 | 0.6657 | 0.6815 | 0.9952 |
| 0.0029 | 26.23 | 12930 | 0.4441 | 0.3959 | 0.9992 | 0.9954 | 0.0172 | 0.6957 | 0.7216 | 0.9955 |
| 0.0028 | 26.29 | 12960 | 0.3467 | 0.3259 | 0.9996 | 0.9952 | 0.0181 | 0.6605 | 0.6731 | 0.9952 |
| 0.01 | 26.35 | 12990 | 0.3661 | 0.3394 | 0.9995 | 0.9952 | 0.0184 | 0.6673 | 0.6828 | 0.9952 |
| 0.0008 | 26.41 | 13020 | 0.4187 | 0.3783 | 0.9993 | 0.9954 | 0.0176 | 0.6868 | 0.7090 | 0.9954 |
| 0.0046 | 26.47 | 13050 | 0.3741 | 0.3459 | 0.9994 | 0.9952 | 0.0182 | 0.6705 | 0.6868 | 0.9952 |
| 0.0019 | 26.53 | 13080 | 0.3689 | 0.3407 | 0.9994 | 0.9952 | 0.0184 | 0.6680 | 0.6842 | 0.9952 |
| 0.0143 | 26.59 | 13110 | 0.3326 | 0.3133 | 0.9996 | 0.9951 | 0.0189 | 0.6542 | 0.6661 | 0.9951 |
| 0.0041 | 26.65 | 13140 | 0.4335 | 0.3869 | 0.9992 | 0.9954 | 0.0177 | 0.6911 | 0.7163 | 0.9954 |
| 0.005 | 26.71 | 13170 | 0.3742 | 0.3444 | 0.9994 | 0.9952 | 0.0187 | 0.6698 | 0.6868 | 0.9952 |
| 0.0019 | 26.77 | 13200 | 0.3227 | 0.3048 | 0.9996 | 0.9950 | 0.0190 | 0.6499 | 0.6611 | 0.9951 |
| 0.0006 | 26.84 | 13230 | 0.3938 | 0.3619 | 0.9994 | 0.9953 | 0.0157 | 0.6786 | 0.6966 | 0.9953 |
| 0.0096 | 26.9 | 13260 | 0.4391 | 0.3894 | 0.9991 | 0.9954 | 0.0162 | 0.6924 | 0.7191 | 0.9954 |
| 0.0028 | 26.96 | 13290 | 0.5010 | 0.4275 | 0.9988 | 0.9955 | 0.0169 | 0.7115 | 0.7499 | 0.9955 |
| 0.0067 | 27.02 | 13320 | 0.4395 | 0.3918 | 0.9992 | 0.9954 | 0.0176 | 0.6936 | 0.7193 | 0.9954 |
| 0.0124 | 27.08 | 13350 | 0.3646 | 0.3392 | 0.9995 | 0.9952 | 0.0181 | 0.6672 | 0.6820 | 0.9952 |
| 0.0016 | 27.14 | 13380 | 0.4036 | 0.3668 | 0.9993 | 0.9953 | 0.0174 | 0.6810 | 0.7015 | 0.9953 |
| 0.0069 | 27.2 | 13410 | 0.4628 | 0.4058 | 0.9990 | 0.9954 | 0.0172 | 0.7006 | 0.7309 | 0.9954 |
| 0.003 | 27.26 | 13440 | 0.4313 | 0.3868 | 0.9992 | 0.9954 | 0.0162 | 0.6911 | 0.7153 | 0.9954 |
| 0.0015 | 27.32 | 13470 | 0.4527 | 0.3979 | 0.9991 | 0.9954 | 0.0165 | 0.6967 | 0.7259 | 0.9954 |
| 0.0109 | 27.38 | 13500 | 0.4257 | 0.3809 | 0.9992 | 0.9953 | 0.0169 | 0.6881 | 0.7124 | 0.9954 |
| 0.0053 | 27.44 | 13530 | 0.4349 | 0.3895 | 0.9992 | 0.9954 | 0.0170 | 0.6924 | 0.7171 | 0.9954 |
| 0.0049 | 27.51 | 13560 | 0.3426 | 0.3183 | 0.9995 | 0.9951 | 0.0175 | 0.6567 | 0.6711 | 0.9951 |
| 0.0023 | 27.57 | 13590 | 0.3896 | 0.3572 | 0.9994 | 0.9953 | 0.0163 | 0.6762 | 0.6945 | 0.9953 |
| 0.0065 | 27.63 | 13620 | 0.5389 | 0.4445 | 0.9986 | 0.9955 | 0.0162 | 0.7200 | 0.7687 | 0.9955 |
| 0.0009 | 27.69 | 13650 | 0.4391 | 0.3864 | 0.9991 | 0.9953 | 0.0177 | 0.6908 | 0.7191 | 0.9953 |
| 0.0009 | 27.75 | 13680 | 0.4727 | 0.4134 | 0.9990 | 0.9955 | 0.0177 | 0.7044 | 0.7358 | 0.9955 |
| 0.0056 | 27.81 | 13710 | 0.4976 | 0.4227 | 0.9988 | 0.9954 | 0.0174 | 0.7091 | 0.7482 | 0.9954 |
| 0.0046 | 27.87 | 13740 | 0.3521 | 0.3289 | 0.9995 | 0.9952 | 0.0183 | 0.6620 | 0.6758 | 0.9952 |
| 0.0053 | 27.93 | 13770 | 0.4465 | 0.3968 | 0.9992 | 0.9954 | 0.0175 | 0.6961 | 0.7228 | 0.9954 |
| 0.0072 | 27.99 | 13800 | 0.4351 | 0.3902 | 0.9992 | 0.9954 | 0.0177 | 0.6928 | 0.7171 | 0.9954 |
| 0.0067 | 28.05 | 13830 | 0.3882 | 0.3585 | 0.9994 | 0.9953 | 0.0176 | 0.6769 | 0.6938 | 0.9953 |
| 0.0018 | 28.11 | 13860 | 0.3821 | 0.3486 | 0.9993 | 0.9952 | 0.0177 | 0.6719 | 0.6907 | 0.9952 |
| 0.0044 | 28.17 | 13890 | 0.4906 | 0.4144 | 0.9988 | 0.9953 | 0.0182 | 0.7048 | 0.7447 | 0.9953 |
| 0.0029 | 28.24 | 13920 | 0.4622 | 0.4051 | 0.9990 | 0.9954 | 0.0173 | 0.7003 | 0.7306 | 0.9954 |
| 0.0037 | 28.3 | 13950 | 0.3649 | 0.3392 | 0.9995 | 0.9952 | 0.0182 | 0.6672 | 0.6822 | 0.9952 |
| 0.0027 | 28.36 | 13980 | 0.4789 | 0.4142 | 0.9989 | 0.9954 | 0.0176 | 0.7048 | 0.7389 | 0.9955 |
| 0.0035 | 28.42 | 14010 | 0.4909 | 0.4227 | 0.9989 | 0.9955 | 0.0174 | 0.7091 | 0.7449 | 0.9955 |
| 0.0041 | 28.48 | 14040 | 0.4197 | 0.3795 | 0.9993 | 0.9954 | 0.0179 | 0.6874 | 0.7095 | 0.9954 |
| 0.0034 | 28.54 | 14070 | 0.4251 | 0.3841 | 0.9993 | 0.9954 | 0.0177 | 0.6898 | 0.7122 | 0.9954 |
| 0.012 | 28.6 | 14100 | 0.4654 | 0.4085 | 0.9991 | 0.9955 | 0.0167 | 0.7020 | 0.7323 | 0.9955 |
| 0.0058 | 28.66 | 14130 | 0.3843 | 0.3532 | 0.9994 | 0.9953 | 0.0157 | 0.6742 | 0.6919 | 0.9953 |
| 0.0018 | 28.72 | 14160 | 0.4380 | 0.3929 | 0.9992 | 0.9954 | 0.0154 | 0.6942 | 0.7186 | 0.9955 |
| 0.0017 | 28.78 | 14190 | 0.4560 | 0.4016 | 0.9991 | 0.9954 | 0.0158 | 0.6985 | 0.7276 | 0.9954 |
| 0.0037 | 28.84 | 14220 | 0.4252 | 0.3844 | 0.9993 | 0.9954 | 0.0155 | 0.6899 | 0.7122 | 0.9954 |
| 0.0041 | 28.9 | 14250 | 0.4537 | 0.3999 | 0.9991 | 0.9954 | 0.0157 | 0.6977 | 0.7264 | 0.9954 |
| 0.0079 | 28.97 | 14280 | 0.3648 | 0.3398 | 0.9995 | 0.9952 | 0.0161 | 0.6675 | 0.6822 | 0.9952 |
| 0.0026 | 29.03 | 14310 | 0.4027 | 0.3670 | 0.9993 | 0.9953 | 0.0158 | 0.6811 | 0.7010 | 0.9953 |
| 0.0071 | 29.09 | 14340 | 0.4438 | 0.3939 | 0.9991 | 0.9954 | 0.0161 | 0.6946 | 0.7215 | 0.9954 |
| 0.0039 | 29.15 | 14370 | 0.4662 | 0.4061 | 0.9990 | 0.9954 | 0.0161 | 0.7007 | 0.7326 | 0.9954 |
| 0.0037 | 29.21 | 14400 | 0.3539 | 0.3298 | 0.9995 | 0.9952 | 0.0166 | 0.6625 | 0.6767 | 0.9952 |
| 0.0082 | 29.27 | 14430 | 0.4226 | 0.3833 | 0.9993 | 0.9954 | 0.0161 | 0.6894 | 0.7109 | 0.9954 |
| 0.0014 | 29.33 | 14460 | 0.4325 | 0.3880 | 0.9992 | 0.9954 | 0.0160 | 0.6917 | 0.7159 | 0.9954 |
| 0.0079 | 29.39 | 14490 | 0.4482 | 0.3975 | 0.9991 | 0.9954 | 0.0161 | 0.6965 | 0.7237 | 0.9954 |
| 0.0008 | 29.45 | 14520 | 0.3945 | 0.3625 | 0.9994 | 0.9953 | 0.0175 | 0.6789 | 0.6970 | 0.9953 |
| 0.0026 | 29.51 | 14550 | 0.4091 | 0.3721 | 0.9993 | 0.9954 | 0.0174 | 0.6837 | 0.7042 | 0.9954 |
| 0.0034 | 29.57 | 14580 | 0.4193 | 0.3791 | 0.9993 | 0.9954 | 0.0178 | 0.6872 | 0.7093 | 0.9954 |
| 0.0041 | 29.63 | 14610 | 0.4392 | 0.3892 | 0.9991 | 0.9954 | 0.0180 | 0.6923 | 0.7192 | 0.9954 |
| 0.0136 | 29.7 | 14640 | 0.4384 | 0.3918 | 0.9992 | 0.9954 | 0.0156 | 0.6936 | 0.7188 | 0.9954 |
| 0.004 | 29.76 | 14670 | 0.4131 | 0.3740 | 0.9993 | 0.9953 | 0.0159 | 0.6847 | 0.7062 | 0.9954 |
| 0.0045 | 29.82 | 14700 | 0.4490 | 0.3985 | 0.9991 | 0.9954 | 0.0155 | 0.6969 | 0.7241 | 0.9954 |
| 0.0013 | 29.88 | 14730 | 0.5070 | 0.4303 | 0.9988 | 0.9955 | 0.0156 | 0.7129 | 0.7529 | 0.9955 |
| 0.0097 | 29.94 | 14760 | 0.4140 | 0.3752 | 0.9993 | 0.9954 | 0.0161 | 0.6853 | 0.7066 | 0.9954 |
| 0.0175 | 30.0 | 14790 | 0.3519 | 0.3306 | 0.9996 | 0.9952 | 0.0166 | 0.6629 | 0.6758 | 0.9952 |
| 0.0063 | 30.06 | 14820 | 0.5193 | 0.4337 | 0.9987 | 0.9954 | 0.0163 | 0.7146 | 0.7590 | 0.9954 |
| 0.0017 | 30.12 | 14850 | 0.4257 | 0.3856 | 0.9993 | 0.9954 | 0.0159 | 0.6905 | 0.7125 | 0.9954 |
| 0.0021 | 30.18 | 14880 | 0.4579 | 0.4069 | 0.9992 | 0.9955 | 0.0163 | 0.7012 | 0.7285 | 0.9955 |
| 0.0119 | 30.24 | 14910 | 0.4442 | 0.3942 | 0.9991 | 0.9954 | 0.0169 | 0.6948 | 0.7217 | 0.9954 |
| 0.0032 | 30.3 | 14940 | 0.5246 | 0.4310 | 0.9985 | 0.9953 | 0.0179 | 0.7132 | 0.7616 | 0.9954 |
| 0.0001 | 30.37 | 14970 | 0.4919 | 0.4252 | 0.9989 | 0.9955 | 0.0174 | 0.7104 | 0.7454 | 0.9955 |
| 0.0031 | 30.43 | 15000 | 0.4361 | 0.3913 | 0.9992 | 0.9954 | 0.0193 | 0.6933 | 0.7177 | 0.9954 |
| 0.0195 | 30.49 | 15030 | 0.4252 | 0.3837 | 0.9993 | 0.9954 | 0.0189 | 0.6895 | 0.7122 | 0.9954 |
| 0.0053 | 30.55 | 15060 | 0.4938 | 0.4235 | 0.9989 | 0.9955 | 0.0192 | 0.7095 | 0.7464 | 0.9955 |
| 0.0077 | 30.61 | 15090 | 0.4642 | 0.4081 | 0.9991 | 0.9955 | 0.0189 | 0.7018 | 0.7316 | 0.9955 |
| 0.0024 | 30.67 | 15120 | 0.4152 | 0.3775 | 0.9993 | 0.9954 | 0.0185 | 0.6865 | 0.7073 | 0.9954 |
| 0.0148 | 30.73 | 15150 | 0.4397 | 0.3916 | 0.9992 | 0.9954 | 0.0187 | 0.6935 | 0.7194 | 0.9954 |
| 0.0036 | 30.79 | 15180 | 0.4450 | 0.3959 | 0.9992 | 0.9954 | 0.0185 | 0.6957 | 0.7221 | 0.9954 |
| 0.0029 | 30.85 | 15210 | 0.4752 | 0.4155 | 0.9990 | 0.9955 | 0.0183 | 0.7055 | 0.7371 | 0.9955 |
| 0.0094 | 30.91 | 15240 | 0.4414 | 0.3928 | 0.9992 | 0.9954 | 0.0183 | 0.6941 | 0.7203 | 0.9954 |
| 0.0027 | 30.97 | 15270 | 0.4677 | 0.4082 | 0.9990 | 0.9954 | 0.0186 | 0.7018 | 0.7334 | 0.9954 |
| 0.003 | 31.03 | 15300 | 0.5050 | 0.4270 | 0.9988 | 0.9954 | 0.0185 | 0.7112 | 0.7519 | 0.9954 |
| 0.0027 | 31.1 | 15330 | 0.4934 | 0.4153 | 0.9987 | 0.9953 | 0.0190 | 0.7053 | 0.7460 | 0.9953 |
| 0.001 | 31.16 | 15360 | 0.4425 | 0.3920 | 0.9991 | 0.9954 | 0.0185 | 0.6937 | 0.7208 | 0.9954 |
| 0.0116 | 31.22 | 15390 | 0.4061 | 0.3690 | 0.9993 | 0.9953 | 0.0180 | 0.6822 | 0.7027 | 0.9953 |
| 0.0048 | 31.28 | 15420 | 0.4669 | 0.4056 | 0.9990 | 0.9954 | 0.0170 | 0.7005 | 0.7329 | 0.9954 |
| 0.0024 | 31.34 | 15450 | 0.4965 | 0.4136 | 0.9986 | 0.9953 | 0.0181 | 0.7044 | 0.7476 | 0.9953 |
| 0.0046 | 31.4 | 15480 | 0.4865 | 0.4205 | 0.9989 | 0.9955 | 0.0168 | 0.7080 | 0.7427 | 0.9955 |
| 0.0022 | 31.46 | 15510 | 0.4112 | 0.3718 | 0.9993 | 0.9953 | 0.0171 | 0.6836 | 0.7052 | 0.9953 |
| 0.0084 | 31.52 | 15540 | 0.4468 | 0.3923 | 0.9991 | 0.9953 | 0.0178 | 0.6938 | 0.7229 | 0.9954 |
| 0.0048 | 31.58 | 15570 | 0.3812 | 0.3515 | 0.9994 | 0.9953 | 0.0177 | 0.6734 | 0.6903 | 0.9953 |
| 0.0007 | 31.64 | 15600 | 0.4963 | 0.4164 | 0.9987 | 0.9953 | 0.0177 | 0.7058 | 0.7475 | 0.9953 |
| 0.0036 | 31.7 | 15630 | 0.4129 | 0.3734 | 0.9993 | 0.9953 | 0.0171 | 0.6843 | 0.7061 | 0.9953 |
| 0.0058 | 31.76 | 15660 | 0.4910 | 0.4203 | 0.9989 | 0.9954 | 0.0168 | 0.7079 | 0.7449 | 0.9955 |
| 0.0061 | 31.83 | 15690 | 0.4776 | 0.4021 | 0.9987 | 0.9952 | 0.0188 | 0.6987 | 0.7382 | 0.9952 |
| 0.0089 | 31.89 | 15720 | 0.4732 | 0.4122 | 0.9990 | 0.9955 | 0.0175 | 0.7038 | 0.7361 | 0.9955 |
| 0.0039 | 31.95 | 15750 | 0.4279 | 0.3841 | 0.9992 | 0.9954 | 0.0167 | 0.6897 | 0.7136 | 0.9954 |
| 0.0063 | 32.01 | 15780 | 0.4312 | 0.3876 | 0.9992 | 0.9954 | 0.0169 | 0.6915 | 0.7152 | 0.9954 |
| 0.0045 | 32.07 | 15810 | 0.4655 | 0.4066 | 0.9990 | 0.9954 | 0.0175 | 0.7010 | 0.7323 | 0.9954 |
| 0.0018 | 32.13 | 15840 | 0.4271 | 0.3829 | 0.9992 | 0.9954 | 0.0178 | 0.6892 | 0.7132 | 0.9954 |
| 0.0182 | 32.19 | 15870 | 0.4328 | 0.3860 | 0.9992 | 0.9954 | 0.0176 | 0.6907 | 0.7160 | 0.9954 |
| 0.0066 | 32.25 | 15900 | 0.4436 | 0.3935 | 0.9991 | 0.9954 | 0.0182 | 0.6944 | 0.7214 | 0.9954 |
| 0.0006 | 32.31 | 15930 | 0.4739 | 0.4133 | 0.9990 | 0.9955 | 0.0178 | 0.7044 | 0.7365 | 0.9955 |
| 0.0045 | 32.37 | 15960 | 0.4645 | 0.4079 | 0.9991 | 0.9955 | 0.0166 | 0.7017 | 0.7318 | 0.9955 |
| 0.0109 | 32.43 | 15990 | 0.4274 | 0.3834 | 0.9992 | 0.9954 | 0.0162 | 0.6894 | 0.7133 | 0.9954 |
| 0.0041 | 32.49 | 16020 | 0.3816 | 0.3520 | 0.9994 | 0.9953 | 0.0166 | 0.6736 | 0.6905 | 0.9953 |
| 0.0069 | 32.56 | 16050 | 0.4434 | 0.3934 | 0.9991 | 0.9954 | 0.0161 | 0.6944 | 0.7213 | 0.9954 |
| 0.006 | 32.62 | 16080 | 0.4011 | 0.3665 | 0.9994 | 0.9953 | 0.0180 | 0.6809 | 0.7002 | 0.9953 |
| 0.0011 | 32.68 | 16110 | 0.4647 | 0.4076 | 0.9991 | 0.9955 | 0.0180 | 0.7015 | 0.7319 | 0.9955 |
| 0.004 | 32.74 | 16140 | 0.4268 | 0.3837 | 0.9992 | 0.9954 | 0.0186 | 0.6895 | 0.7130 | 0.9954 |
| 0.0035 | 32.8 | 16170 | 0.4609 | 0.4083 | 0.9991 | 0.9955 | 0.0181 | 0.7019 | 0.7300 | 0.9955 |
| 0.0065 | 32.86 | 16200 | 0.4633 | 0.4065 | 0.9991 | 0.9954 | 0.0177 | 0.7010 | 0.7312 | 0.9955 |
| 0.0076 | 32.92 | 16230 | 0.5158 | 0.4170 | 0.9984 | 0.9951 | 0.0193 | 0.7061 | 0.7571 | 0.9952 |
| 0.0044 | 32.98 | 16260 | 0.4693 | 0.4100 | 0.9990 | 0.9955 | 0.0178 | 0.7027 | 0.7342 | 0.9955 |
| 0.0089 | 33.04 | 16290 | 0.4852 | 0.4169 | 0.9989 | 0.9954 | 0.0182 | 0.7062 | 0.7421 | 0.9954 |
| 0.0051 | 33.1 | 16320 | 0.4001 | 0.3625 | 0.9993 | 0.9953 | 0.0195 | 0.6789 | 0.6997 | 0.9953 |
| 0.002 | 33.16 | 16350 | 0.4790 | 0.4157 | 0.9990 | 0.9955 | 0.0182 | 0.7056 | 0.7390 | 0.9955 |
| 0.0036 | 33.23 | 16380 | 0.4408 | 0.3912 | 0.9991 | 0.9954 | 0.0187 | 0.6933 | 0.7200 | 0.9954 |
| 0.0039 | 33.29 | 16410 | 0.4106 | 0.3733 | 0.9993 | 0.9954 | 0.0185 | 0.6843 | 0.7050 | 0.9954 |
| 0.0047 | 33.35 | 16440 | 0.4391 | 0.3945 | 0.9992 | 0.9955 | 0.0181 | 0.6950 | 0.7192 | 0.9955 |
| 0.0077 | 33.41 | 16470 | 0.4937 | 0.4278 | 0.9990 | 0.9956 | 0.0178 | 0.7117 | 0.7464 | 0.9956 |
| 0.0047 | 33.47 | 16500 | 0.4677 | 0.4104 | 0.9991 | 0.9955 | 0.0181 | 0.7029 | 0.7334 | 0.9955 |
| 0.0029 | 33.53 | 16530 | 0.4279 | 0.3858 | 0.9993 | 0.9954 | 0.0182 | 0.6906 | 0.7136 | 0.9954 |
| 0.0019 | 33.59 | 16560 | 0.4796 | 0.4114 | 0.9989 | 0.9954 | 0.0186 | 0.7034 | 0.7392 | 0.9954 |
| 0.0095 | 33.65 | 16590 | 0.4710 | 0.4125 | 0.9990 | 0.9955 | 0.0179 | 0.7040 | 0.7350 | 0.9955 |
| 0.0025 | 33.71 | 16620 | 0.4587 | 0.4053 | 0.9991 | 0.9955 | 0.0182 | 0.7004 | 0.7289 | 0.9955 |
| 0.0056 | 33.77 | 16650 | 0.4961 | 0.4237 | 0.9988 | 0.9955 | 0.0194 | 0.7096 | 0.7475 | 0.9955 |
| 0.0026 | 33.83 | 16680 | 0.4664 | 0.4095 | 0.9991 | 0.9955 | 0.0190 | 0.7025 | 0.7327 | 0.9955 |
| 0.0008 | 33.89 | 16710 | 0.4138 | 0.3757 | 0.9993 | 0.9954 | 0.0188 | 0.6855 | 0.7066 | 0.9954 |
| 0.0093 | 33.96 | 16740 | 0.4634 | 0.4078 | 0.9991 | 0.9955 | 0.0180 | 0.7017 | 0.7313 | 0.9955 |
| 0.0088 | 34.02 | 16770 | 0.4480 | 0.3977 | 0.9991 | 0.9954 | 0.0182 | 0.6966 | 0.7236 | 0.9954 |
| 0.004 | 34.08 | 16800 | 0.4497 | 0.3994 | 0.9991 | 0.9954 | 0.0186 | 0.6974 | 0.7244 | 0.9955 |
| 0.0074 | 34.14 | 16830 | 0.4425 | 0.3965 | 0.9992 | 0.9955 | 0.0180 | 0.6960 | 0.7209 | 0.9955 |
| 0.0039 | 34.2 | 16860 | 0.4196 | 0.3796 | 0.9993 | 0.9954 | 0.0182 | 0.6875 | 0.7095 | 0.9954 |
| 0.0008 | 34.26 | 16890 | 0.5240 | 0.4323 | 0.9986 | 0.9954 | 0.0183 | 0.7138 | 0.7613 | 0.9954 |
| 0.006 | 34.32 | 16920 | 0.4810 | 0.4149 | 0.9989 | 0.9954 | 0.0176 | 0.7051 | 0.7399 | 0.9954 |
| 0.0045 | 34.38 | 16950 | 0.4393 | 0.3918 | 0.9992 | 0.9954 | 0.0181 | 0.6936 | 0.7192 | 0.9954 |
| 0.0022 | 34.44 | 16980 | 0.4047 | 0.3701 | 0.9994 | 0.9954 | 0.0180 | 0.6827 | 0.7020 | 0.9954 |
| 0.0034 | 34.5 | 17010 | 0.4488 | 0.4005 | 0.9992 | 0.9955 | 0.0179 | 0.6980 | 0.7240 | 0.9955 |
| 0.0045 | 34.56 | 17040 | 0.4926 | 0.4229 | 0.9989 | 0.9955 | 0.0180 | 0.7092 | 0.7457 | 0.9955 |
| 0.0093 | 34.62 | 17070 | 0.4787 | 0.4095 | 0.9989 | 0.9953 | 0.0189 | 0.7024 | 0.7388 | 0.9954 |
| 0.0104 | 34.69 | 17100 | 0.4431 | 0.3949 | 0.9992 | 0.9954 | 0.0184 | 0.6952 | 0.7211 | 0.9954 |
| 0.0078 | 34.75 | 17130 | 0.4445 | 0.3946 | 0.9991 | 0.9954 | 0.0185 | 0.6950 | 0.7218 | 0.9954 |
| 0.0687 | 34.81 | 17160 | 0.4465 | 0.3940 | 0.9991 | 0.9954 | 0.0191 | 0.6947 | 0.7228 | 0.9954 |
| 0.0238 | 34.87 | 17190 | 0.4192 | 0.3795 | 0.9993 | 0.9954 | 0.0187 | 0.6875 | 0.7093 | 0.9954 |
| 0.0037 | 34.93 | 17220 | 0.4306 | 0.3873 | 0.9992 | 0.9954 | 0.0187 | 0.6914 | 0.7149 | 0.9954 |
| 0.0056 | 34.99 | 17250 | 0.4309 | 0.3861 | 0.9992 | 0.9954 | 0.0186 | 0.6908 | 0.7151 | 0.9954 |
| 0.0067 | 35.05 | 17280 | 0.4714 | 0.4125 | 0.9990 | 0.9955 | 0.0172 | 0.7040 | 0.7352 | 0.9955 |
| 0.0014 | 35.11 | 17310 | 0.4805 | 0.4171 | 0.9990 | 0.9955 | 0.0163 | 0.7063 | 0.7397 | 0.9955 |
| 0.0095 | 35.17 | 17340 | 0.4185 | 0.3798 | 0.9993 | 0.9954 | 0.0163 | 0.6876 | 0.7089 | 0.9954 |
| 0.0094 | 35.23 | 17370 | 0.4587 | 0.4050 | 0.9991 | 0.9955 | 0.0164 | 0.7002 | 0.7289 | 0.9955 |
| 0.0004 | 35.29 | 17400 | 0.4358 | 0.3914 | 0.9992 | 0.9954 | 0.0163 | 0.6934 | 0.7175 | 0.9954 |
| 0.0054 | 35.35 | 17430 | 0.4985 | 0.4226 | 0.9988 | 0.9954 | 0.0163 | 0.7090 | 0.7486 | 0.9954 |
| 0.0026 | 35.42 | 17460 | 0.4057 | 0.3708 | 0.9994 | 0.9954 | 0.0168 | 0.6831 | 0.7025 | 0.9954 |
| 0.0271 | 35.48 | 17490 | 0.4883 | 0.4182 | 0.9989 | 0.9954 | 0.0173 | 0.7068 | 0.7436 | 0.9954 |
| 0.006 | 35.54 | 17520 | 0.4228 | 0.3823 | 0.9993 | 0.9954 | 0.0170 | 0.6889 | 0.7110 | 0.9954 |
| 0.0114 | 35.6 | 17550 | 0.4158 | 0.3780 | 0.9993 | 0.9954 | 0.0170 | 0.6867 | 0.7076 | 0.9954 |
| 0.0029 | 35.66 | 17580 | 0.4267 | 0.3848 | 0.9993 | 0.9954 | 0.0167 | 0.6901 | 0.7130 | 0.9954 |
| 0.007 | 35.72 | 17610 | 0.4375 | 0.3900 | 0.9992 | 0.9954 | 0.0170 | 0.6927 | 0.7183 | 0.9954 |
| 0.001 | 35.78 | 17640 | 0.4386 | 0.3920 | 0.9992 | 0.9954 | 0.0169 | 0.6937 | 0.7189 | 0.9954 |
| 0.0022 | 35.84 | 17670 | 0.4560 | 0.4036 | 0.9991 | 0.9955 | 0.0173 | 0.6995 | 0.7276 | 0.9955 |
| 0.0044 | 35.9 | 17700 | 0.4911 | 0.4245 | 0.9989 | 0.9955 | 0.0168 | 0.7100 | 0.7450 | 0.9955 |
| 0.0024 | 35.96 | 17730 | 0.4288 | 0.3862 | 0.9993 | 0.9954 | 0.0170 | 0.6908 | 0.7140 | 0.9954 |
| 0.0025 | 36.02 | 17760 | 0.4409 | 0.3935 | 0.9992 | 0.9954 | 0.0177 | 0.6945 | 0.7200 | 0.9954 |
| 0.0007 | 36.09 | 17790 | 0.4002 | 0.3664 | 0.9994 | 0.9953 | 0.0170 | 0.6809 | 0.6998 | 0.9954 |
| 0.0068 | 36.15 | 17820 | 0.4613 | 0.4075 | 0.9991 | 0.9955 | 0.0167 | 0.7015 | 0.7302 | 0.9955 |
| 0.0016 | 36.21 | 17850 | 0.4642 | 0.4079 | 0.9991 | 0.9955 | 0.0165 | 0.7017 | 0.7316 | 0.9955 |
| 0.0086 | 36.27 | 17880 | 0.4357 | 0.3909 | 0.9992 | 0.9954 | 0.0167 | 0.6932 | 0.7175 | 0.9954 |
| 0.0327 | 36.33 | 17910 | 0.4583 | 0.4054 | 0.9991 | 0.9955 | 0.0169 | 0.7005 | 0.7287 | 0.9955 |
| 0.0048 | 36.39 | 17940 | 0.4437 | 0.3969 | 0.9992 | 0.9955 | 0.0167 | 0.6962 | 0.7215 | 0.9955 |
| 0.0033 | 36.45 | 17970 | 0.4461 | 0.3994 | 0.9992 | 0.9955 | 0.0166 | 0.6975 | 0.7226 | 0.9955 |
| 0.0073 | 36.51 | 18000 | 0.4410 | 0.3950 | 0.9992 | 0.9955 | 0.0162 | 0.6952 | 0.7201 | 0.9955 |
| 0.0195 | 36.57 | 18030 | 0.4657 | 0.4091 | 0.9991 | 0.9955 | 0.0162 | 0.7023 | 0.7324 | 0.9955 |
| 0.0047 | 36.63 | 18060 | 0.4303 | 0.3871 | 0.9992 | 0.9954 | 0.0167 | 0.6913 | 0.7148 | 0.9954 |
| 0.0023 | 36.69 | 18090 | 0.5117 | 0.4306 | 0.9987 | 0.9954 | 0.0168 | 0.7130 | 0.7552 | 0.9955 |
| 0.0104 | 36.75 | 18120 | 0.4503 | 0.3998 | 0.9991 | 0.9954 | 0.0166 | 0.6976 | 0.7247 | 0.9955 |
| 0.0044 | 36.82 | 18150 | 0.4384 | 0.3919 | 0.9992 | 0.9954 | 0.0170 | 0.6937 | 0.7188 | 0.9954 |
| 0.0008 | 36.88 | 18180 | 0.4641 | 0.4074 | 0.9991 | 0.9955 | 0.0167 | 0.7014 | 0.7316 | 0.9955 |
| 0.0076 | 36.94 | 18210 | 0.4561 | 0.4008 | 0.9991 | 0.9954 | 0.0172 | 0.6981 | 0.7276 | 0.9954 |
| 0.0038 | 37.0 | 18240 | 0.4060 | 0.3706 | 0.9994 | 0.9954 | 0.0171 | 0.6830 | 0.7027 | 0.9954 |
| 0.0049 | 37.06 | 18270 | 0.4560 | 0.4028 | 0.9991 | 0.9954 | 0.0172 | 0.6991 | 0.7275 | 0.9955 |
| 0.009 | 37.12 | 18300 | 0.4147 | 0.3776 | 0.9993 | 0.9954 | 0.0166 | 0.6865 | 0.7070 | 0.9954 |
| 0.0042 | 37.18 | 18330 | 0.4605 | 0.4069 | 0.9991 | 0.9955 | 0.0162 | 0.7012 | 0.7298 | 0.9955 |
| 0.0058 | 37.24 | 18360 | 0.4897 | 0.4210 | 0.9989 | 0.9955 | 0.0166 | 0.7083 | 0.7443 | 0.9955 |
| 0.0077 | 37.3 | 18390 | 0.4272 | 0.3848 | 0.9993 | 0.9954 | 0.0167 | 0.6901 | 0.7132 | 0.9954 |
| 0.0033 | 37.36 | 18420 | 0.4664 | 0.4075 | 0.9990 | 0.9954 | 0.0166 | 0.7015 | 0.7327 | 0.9954 |
| 0.0098 | 37.42 | 18450 | 0.4841 | 0.4172 | 0.9989 | 0.9954 | 0.0166 | 0.7063 | 0.7415 | 0.9955 |
| 0.0062 | 37.48 | 18480 | 0.4760 | 0.4123 | 0.9990 | 0.9954 | 0.0166 | 0.7038 | 0.7375 | 0.9954 |
| 0.0109 | 37.55 | 18510 | 0.4307 | 0.3856 | 0.9992 | 0.9954 | 0.0167 | 0.6905 | 0.7150 | 0.9954 |
| 0.0015 | 37.61 | 18540 | 0.4692 | 0.4105 | 0.9990 | 0.9955 | 0.0166 | 0.7030 | 0.7341 | 0.9955 |
| 0.001 | 37.67 | 18570 | 0.4478 | 0.3990 | 0.9992 | 0.9955 | 0.0165 | 0.6972 | 0.7235 | 0.9955 |
| 0.004 | 37.73 | 18600 | 0.4803 | 0.4152 | 0.9989 | 0.9954 | 0.0170 | 0.7053 | 0.7396 | 0.9955 |
| 0.0058 | 37.79 | 18630 | 0.4536 | 0.4029 | 0.9991 | 0.9955 | 0.0166 | 0.6992 | 0.7264 | 0.9955 |
| 0.0049 | 37.85 | 18660 | 0.4491 | 0.3995 | 0.9992 | 0.9955 | 0.0166 | 0.6975 | 0.7242 | 0.9955 |
| 0.0027 | 37.91 | 18690 | 0.4636 | 0.4083 | 0.9991 | 0.9955 | 0.0165 | 0.7019 | 0.7314 | 0.9955 |
| 0.003 | 37.97 | 18720 | 0.4497 | 0.4002 | 0.9992 | 0.9955 | 0.0166 | 0.6978 | 0.7244 | 0.9955 |
| 0.0064 | 38.03 | 18750 | 0.4670 | 0.4109 | 0.9991 | 0.9955 | 0.0171 | 0.7032 | 0.7330 | 0.9955 |
| 0.0061 | 38.09 | 18780 | 0.4513 | 0.4016 | 0.9992 | 0.9955 | 0.0172 | 0.6985 | 0.7253 | 0.9955 |
| 0.0028 | 38.15 | 18810 | 0.4654 | 0.4093 | 0.9991 | 0.9955 | 0.0169 | 0.7024 | 0.7322 | 0.9955 |
| 0.0148 | 38.22 | 18840 | 0.4696 | 0.4111 | 0.9990 | 0.9955 | 0.0172 | 0.7033 | 0.7343 | 0.9955 |
| 0.0022 | 38.28 | 18870 | 0.4793 | 0.4161 | 0.9990 | 0.9955 | 0.0170 | 0.7058 | 0.7392 | 0.9955 |
| 0.0009 | 38.34 | 18900 | 0.4668 | 0.4085 | 0.9990 | 0.9954 | 0.0172 | 0.7020 | 0.7329 | 0.9955 |
| 0.0955 | 38.4 | 18930 | 0.4690 | 0.4109 | 0.9990 | 0.9955 | 0.0169 | 0.7032 | 0.7340 | 0.9955 |
| 0.0023 | 38.46 | 18960 | 0.4585 | 0.4047 | 0.9991 | 0.9955 | 0.0170 | 0.7001 | 0.7288 | 0.9955 |
| 0.0066 | 38.52 | 18990 | 0.4475 | 0.3983 | 0.9992 | 0.9954 | 0.0169 | 0.6969 | 0.7233 | 0.9955 |
| 0.0013 | 38.58 | 19020 | 0.4621 | 0.4073 | 0.9991 | 0.9955 | 0.0169 | 0.7014 | 0.7306 | 0.9955 |
| 0.0062 | 38.64 | 19050 | 0.4719 | 0.4130 | 0.9990 | 0.9955 | 0.0171 | 0.7042 | 0.7355 | 0.9955 |
| 0.0068 | 38.7 | 19080 | 0.4541 | 0.4032 | 0.9991 | 0.9955 | 0.0168 | 0.6994 | 0.7266 | 0.9955 |
| 0.0039 | 38.76 | 19110 | 0.4740 | 0.4145 | 0.9990 | 0.9955 | 0.0166 | 0.7050 | 0.7365 | 0.9955 |
| 0.0076 | 38.82 | 19140 | 0.4421 | 0.3953 | 0.9992 | 0.9954 | 0.0170 | 0.6954 | 0.7206 | 0.9955 |
| 0.003 | 38.88 | 19170 | 0.4267 | 0.3849 | 0.9993 | 0.9954 | 0.0172 | 0.6901 | 0.7130 | 0.9954 |
| 0.0044 | 38.95 | 19200 | 0.4539 | 0.4013 | 0.9991 | 0.9954 | 0.0172 | 0.6984 | 0.7265 | 0.9955 |
| 0.005 | 39.01 | 19230 | 0.4478 | 0.3977 | 0.9991 | 0.9954 | 0.0173 | 0.6966 | 0.7235 | 0.9954 |
| 0.0059 | 39.07 | 19260 | 0.4546 | 0.4024 | 0.9991 | 0.9955 | 0.0173 | 0.6989 | 0.7269 | 0.9955 |
| 0.0134 | 39.13 | 19290 | 0.4450 | 0.3965 | 0.9992 | 0.9954 | 0.0171 | 0.6960 | 0.7221 | 0.9955 |
| 0.0064 | 39.19 | 19320 | 0.4387 | 0.3928 | 0.9992 | 0.9954 | 0.0172 | 0.6941 | 0.7189 | 0.9954 |
| 0.0034 | 39.25 | 19350 | 0.4557 | 0.4029 | 0.9991 | 0.9955 | 0.0172 | 0.6992 | 0.7274 | 0.9955 |
| 0.0069 | 39.31 | 19380 | 0.4393 | 0.3931 | 0.9992 | 0.9954 | 0.0172 | 0.6943 | 0.7193 | 0.9954 |
| 0.0037 | 39.37 | 19410 | 0.4398 | 0.3933 | 0.9992 | 0.9954 | 0.0174 | 0.6944 | 0.7195 | 0.9954 |
| 0.0184 | 39.43 | 19440 | 0.4530 | 0.4012 | 0.9991 | 0.9954 | 0.0174 | 0.6983 | 0.7261 | 0.9955 |
| 0.0044 | 39.49 | 19470 | 0.4468 | 0.3975 | 0.9992 | 0.9954 | 0.0172 | 0.6965 | 0.7230 | 0.9955 |
| 0.0028 | 39.55 | 19500 | 0.4435 | 0.3953 | 0.9992 | 0.9954 | 0.0173 | 0.6954 | 0.7213 | 0.9954 |
| 0.0099 | 39.61 | 19530 | 0.4530 | 0.4009 | 0.9991 | 0.9954 | 0.0174 | 0.6982 | 0.7260 | 0.9955 |
| 0.0089 | 39.68 | 19560 | 0.4471 | 0.3977 | 0.9992 | 0.9954 | 0.0174 | 0.6965 | 0.7231 | 0.9955 |
| 0.0027 | 39.74 | 19590 | 0.4503 | 0.3996 | 0.9991 | 0.9954 | 0.0172 | 0.6975 | 0.7247 | 0.9955 |
| 0.0009 | 39.8 | 19620 | 0.4504 | 0.3996 | 0.9991 | 0.9954 | 0.0173 | 0.6975 | 0.7248 | 0.9955 |
| 0.0046 | 39.86 | 19650 | 0.4526 | 0.4008 | 0.9991 | 0.9954 | 0.0173 | 0.6981 | 0.7259 | 0.9955 |
| 0.0038 | 39.92 | 19680 | 0.4547 | 0.4021 | 0.9991 | 0.9954 | 0.0174 | 0.6988 | 0.7269 | 0.9955 |
| 0.0057 | 39.98 | 19710 | 0.4483 | 0.3982 | 0.9991 | 0.9954 | 0.0174 | 0.6968 | 0.7237 | 0.9955 |
### Framework versions
- Transformers 4.37.1
- Pytorch 2.1.2
- Datasets 2.16.1
- Tokenizers 0.15.1
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