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---
license: apache-2.0
base_model: hustvl/yolos-tiny
tags:
- generated_from_trainer
model-index:
- name: Yolo_temp
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. -->
# Yolo_temp
This model is a fine-tuned version of [hustvl/yolos-tiny](https://huggingface.co/hustvl/yolos-tiny) on an unknown dataset.
It achieves the following results on the evaluation set:
- Loss: 0.7638
- Map: 0.4086
- Map 50: 0.6729
- Map 75: 0.4544
- Map Small: 0.6297
- Map Medium: 0.3867
- Map Large: 0.5714
- Mar 1: 0.552
- Mar 10: 0.6309
- Mar 100: 0.6406
- Mar Small: 0.8375
- Mar Medium: 0.6209
- Mar Large: 0.6167
- Map Score: 0.4086
- Mar 100 Score: 0.6406
## 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: 5e-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: cosine
- num_epochs: 300
### Training results
| Training Loss | Epoch | Step | Validation Loss | Map | Map 50 | Map 75 | Map Small | Map Medium | Map Large | Mar 1 | Mar 10 | Mar 100 | Mar Small | Mar Medium | Mar Large | Map Score | Mar 100 Score |
|:-------------:|:-----:|:-----:|:---------------:|:------:|:------:|:------:|:---------:|:----------:|:---------:|:------:|:------:|:-------:|:---------:|:----------:|:---------:|:---------:|:-------------:|
| No log | 1.0 | 136 | 1.1190 | 0.0212 | 0.0836 | 0.0035 | 0.0113 | 0.0244 | 0.0035 | 0.0171 | 0.24 | 0.3234 | 0.4375 | 0.3222 | 0.05 | 0.0212 | 0.3234 |
| No log | 2.0 | 272 | 1.1220 | 0.027 | 0.1179 | 0.0035 | 0.0111 | 0.0357 | 0.019 | 0.0771 | 0.2571 | 0.3137 | 0.4938 | 0.3026 | 0.1167 | 0.027 | 0.3137 |
| No log | 3.0 | 408 | 0.8286 | 0.0631 | 0.1664 | 0.0343 | 0.0508 | 0.0677 | 0.0055 | 0.084 | 0.464 | 0.528 | 0.5562 | 0.5412 | 0.1167 | 0.0631 | 0.528 |
| 1.0137 | 4.0 | 544 | 0.9273 | 0.0391 | 0.1157 | 0.0198 | 0.0186 | 0.0518 | 0.0034 | 0.0777 | 0.4109 | 0.4394 | 0.3625 | 0.4641 | 0.0167 | 0.0391 | 0.4394 |
| 1.0137 | 5.0 | 680 | 0.8719 | 0.0689 | 0.1885 | 0.0343 | 0.0152 | 0.0935 | 0.0168 | 0.092 | 0.4491 | 0.5017 | 0.5437 | 0.5163 | 0.0167 | 0.0689 | 0.5017 |
| 1.0137 | 6.0 | 816 | 0.9032 | 0.0649 | 0.1813 | 0.0417 | 0.0234 | 0.0754 | 0.0505 | 0.1091 | 0.4269 | 0.504 | 0.675 | 0.5039 | 0.05 | 0.0649 | 0.504 |
| 1.0137 | 7.0 | 952 | 0.9282 | 0.0779 | 0.2322 | 0.0164 | 0.0892 | 0.0829 | 0.1916 | 0.1 | 0.4183 | 0.4423 | 0.5375 | 0.4418 | 0.2 | 0.0779 | 0.4423 |
| 0.7312 | 8.0 | 1088 | 0.8613 | 0.0911 | 0.2572 | 0.0405 | 0.074 | 0.1071 | 0.0842 | 0.1474 | 0.4657 | 0.4914 | 0.65 | 0.4908 | 0.0833 | 0.0911 | 0.4914 |
| 0.7312 | 9.0 | 1224 | 0.9555 | 0.0701 | 0.1944 | 0.0358 | 0.0473 | 0.0859 | 0.0183 | 0.1543 | 0.3937 | 0.4903 | 0.6687 | 0.4882 | 0.0667 | 0.0701 | 0.4903 |
| 0.7312 | 10.0 | 1360 | 0.8365 | 0.1276 | 0.3731 | 0.0568 | 0.1199 | 0.1394 | 0.0875 | 0.1966 | 0.4823 | 0.5251 | 0.6875 | 0.5248 | 0.1 | 0.1276 | 0.5251 |
| 0.7312 | 11.0 | 1496 | 0.8591 | 0.0861 | 0.2453 | 0.0455 | 0.0605 | 0.0986 | 0.1691 | 0.1389 | 0.5017 | 0.5217 | 0.6625 | 0.5196 | 0.2 | 0.0861 | 0.5217 |
| 0.6257 | 12.0 | 1632 | 0.8762 | 0.1149 | 0.3532 | 0.0564 | 0.0544 | 0.1419 | 0.1327 | 0.1737 | 0.4429 | 0.4474 | 0.575 | 0.4464 | 0.1333 | 0.1149 | 0.4474 |
| 0.6257 | 13.0 | 1768 | 0.9202 | 0.1102 | 0.3472 | 0.0552 | 0.1258 | 0.1106 | 0.2547 | 0.156 | 0.4103 | 0.4354 | 0.7563 | 0.4085 | 0.2667 | 0.1102 | 0.4354 |
| 0.6257 | 14.0 | 1904 | 0.8576 | 0.2085 | 0.5525 | 0.1038 | 0.2728 | 0.2086 | 0.2542 | 0.3023 | 0.5057 | 0.5229 | 0.6375 | 0.5196 | 0.3 | 0.2085 | 0.5229 |
| 0.5938 | 15.0 | 2040 | 0.7675 | 0.2139 | 0.596 | 0.1136 | 0.1226 | 0.2435 | 0.3073 | 0.3131 | 0.536 | 0.5663 | 0.7437 | 0.5562 | 0.35 | 0.2139 | 0.5663 |
| 0.5938 | 16.0 | 2176 | 0.8193 | 0.2113 | 0.608 | 0.1198 | 0.455 | 0.1983 | 0.3516 | 0.276 | 0.492 | 0.5314 | 0.6562 | 0.5248 | 0.3667 | 0.2113 | 0.5314 |
| 0.5938 | 17.0 | 2312 | 0.8709 | 0.1909 | 0.5359 | 0.0665 | 0.1196 | 0.2138 | 0.2916 | 0.288 | 0.4703 | 0.5411 | 0.6812 | 0.532 | 0.4 | 0.1909 | 0.5411 |
| 0.5938 | 18.0 | 2448 | 0.8031 | 0.2188 | 0.5589 | 0.1607 | 0.1529 | 0.24 | 0.4581 | 0.3594 | 0.5229 | 0.5669 | 0.7437 | 0.5516 | 0.4833 | 0.2188 | 0.5669 |
| 0.5134 | 19.0 | 2584 | 0.7553 | 0.2681 | 0.6746 | 0.1744 | 0.1965 | 0.2853 | 0.4031 | 0.3623 | 0.5349 | 0.5566 | 0.725 | 0.5399 | 0.5333 | 0.2681 | 0.5566 |
| 0.5134 | 20.0 | 2720 | 0.7715 | 0.2594 | 0.5801 | 0.2299 | 0.1862 | 0.2729 | 0.442 | 0.3971 | 0.552 | 0.5651 | 0.7312 | 0.5503 | 0.5 | 0.2594 | 0.5651 |
| 0.5134 | 21.0 | 2856 | 0.8279 | 0.2546 | 0.6613 | 0.194 | 0.2558 | 0.259 | 0.4845 | 0.372 | 0.5171 | 0.5251 | 0.7125 | 0.5046 | 0.55 | 0.2546 | 0.5251 |
| 0.5134 | 22.0 | 2992 | 0.7943 | 0.2713 | 0.6352 | 0.2142 | 0.204 | 0.2914 | 0.3931 | 0.3806 | 0.5297 | 0.5634 | 0.7188 | 0.5464 | 0.5833 | 0.2713 | 0.5634 |
| 0.4438 | 23.0 | 3128 | 0.8593 | 0.2458 | 0.584 | 0.2004 | 0.1889 | 0.2717 | 0.4365 | 0.3514 | 0.4971 | 0.5257 | 0.6187 | 0.5183 | 0.4667 | 0.2458 | 0.5257 |
| 0.4438 | 24.0 | 3264 | 0.7655 | 0.2909 | 0.6621 | 0.2047 | 0.274 | 0.2998 | 0.4655 | 0.4189 | 0.5451 | 0.5714 | 0.725 | 0.5569 | 0.5333 | 0.2909 | 0.5714 |
| 0.4438 | 25.0 | 3400 | 0.7782 | 0.3423 | 0.7065 | 0.3297 | 0.4088 | 0.3388 | 0.4335 | 0.4217 | 0.5646 | 0.5903 | 0.7688 | 0.5752 | 0.5 | 0.3423 | 0.5903 |
| 0.4467 | 26.0 | 3536 | 0.7868 | 0.2838 | 0.596 | 0.2758 | 0.2715 | 0.2926 | 0.4924 | 0.3994 | 0.5549 | 0.5817 | 0.7688 | 0.5641 | 0.5333 | 0.2838 | 0.5817 |
| 0.4467 | 27.0 | 3672 | 0.8256 | 0.3331 | 0.6641 | 0.3336 | 0.3905 | 0.3273 | 0.4904 | 0.4109 | 0.5086 | 0.5166 | 0.6687 | 0.5007 | 0.5167 | 0.3331 | 0.5166 |
| 0.4467 | 28.0 | 3808 | 0.8521 | 0.3204 | 0.62 | 0.3214 | 0.4072 | 0.3082 | 0.5205 | 0.3897 | 0.5537 | 0.5743 | 0.725 | 0.5588 | 0.5667 | 0.3204 | 0.5743 |
| 0.4467 | 29.0 | 3944 | 0.8260 | 0.3498 | 0.6669 | 0.3358 | 0.4208 | 0.3358 | 0.5485 | 0.3971 | 0.524 | 0.5434 | 0.675 | 0.5294 | 0.55 | 0.3498 | 0.5434 |
| 0.3771 | 30.0 | 4080 | 0.7580 | 0.3762 | 0.6896 | 0.3827 | 0.3813 | 0.3715 | 0.5363 | 0.4531 | 0.5771 | 0.588 | 0.7625 | 0.5712 | 0.55 | 0.3762 | 0.588 |
| 0.3771 | 31.0 | 4216 | 0.8198 | 0.3365 | 0.6525 | 0.3515 | 0.2761 | 0.3324 | 0.5317 | 0.4309 | 0.56 | 0.5731 | 0.7688 | 0.5542 | 0.5333 | 0.3365 | 0.5731 |
| 0.3771 | 32.0 | 4352 | 0.8328 | 0.3569 | 0.7363 | 0.2767 | 0.2885 | 0.3545 | 0.5026 | 0.4194 | 0.54 | 0.5829 | 0.7563 | 0.5667 | 0.5333 | 0.3569 | 0.5829 |
| 0.3771 | 33.0 | 4488 | 0.9149 | 0.2909 | 0.7175 | 0.1759 | 0.1777 | 0.2917 | 0.5318 | 0.332 | 0.5634 | 0.5874 | 0.7563 | 0.5712 | 0.55 | 0.2909 | 0.5874 |
| 0.3765 | 34.0 | 4624 | 0.8246 | 0.3525 | 0.7365 | 0.3309 | 0.3927 | 0.3423 | 0.479 | 0.4097 | 0.5566 | 0.5709 | 0.7312 | 0.5529 | 0.6 | 0.3525 | 0.5709 |
| 0.3765 | 35.0 | 4760 | 0.8311 | 0.3351 | 0.6706 | 0.3072 | 0.3045 | 0.3244 | 0.5307 | 0.4189 | 0.5057 | 0.5143 | 0.7 | 0.4941 | 0.5333 | 0.3351 | 0.5143 |
| 0.3765 | 36.0 | 4896 | 0.8570 | 0.3209 | 0.6574 | 0.3096 | 0.2863 | 0.3076 | 0.4924 | 0.3977 | 0.4737 | 0.4834 | 0.675 | 0.4627 | 0.5 | 0.3209 | 0.4834 |
| 0.3701 | 37.0 | 5032 | 0.8585 | 0.2968 | 0.6091 | 0.271 | 0.2387 | 0.294 | 0.597 | 0.3914 | 0.528 | 0.5417 | 0.7625 | 0.5163 | 0.6 | 0.2968 | 0.5417 |
| 0.3701 | 38.0 | 5168 | 0.8288 | 0.3411 | 0.6981 | 0.3416 | 0.2632 | 0.3434 | 0.4828 | 0.428 | 0.5983 | 0.6143 | 0.7563 | 0.5993 | 0.6167 | 0.3411 | 0.6143 |
| 0.3701 | 39.0 | 5304 | 0.8351 | 0.3333 | 0.6292 | 0.3322 | 0.2936 | 0.3212 | 0.5314 | 0.4149 | 0.5274 | 0.5406 | 0.7125 | 0.5209 | 0.5833 | 0.3333 | 0.5406 |
| 0.3701 | 40.0 | 5440 | 0.8334 | 0.3605 | 0.6646 | 0.3445 | 0.4371 | 0.3434 | 0.498 | 0.4497 | 0.5046 | 0.5074 | 0.625 | 0.4941 | 0.5333 | 0.3605 | 0.5074 |
| 0.3431 | 41.0 | 5576 | 0.8007 | 0.3753 | 0.6826 | 0.404 | 0.4417 | 0.3584 | 0.5205 | 0.4434 | 0.5543 | 0.5697 | 0.7437 | 0.5529 | 0.5333 | 0.3753 | 0.5697 |
| 0.3431 | 42.0 | 5712 | 0.8066 | 0.3739 | 0.7129 | 0.3962 | 0.4227 | 0.3616 | 0.5307 | 0.4417 | 0.5577 | 0.5703 | 0.7188 | 0.5562 | 0.5333 | 0.3739 | 0.5703 |
| 0.3431 | 43.0 | 5848 | 0.7858 | 0.3917 | 0.6838 | 0.4664 | 0.4209 | 0.3801 | 0.5106 | 0.468 | 0.544 | 0.5509 | 0.75 | 0.5314 | 0.5167 | 0.3917 | 0.5509 |
| 0.3431 | 44.0 | 5984 | 0.8548 | 0.3095 | 0.6903 | 0.234 | 0.2454 | 0.3097 | 0.4774 | 0.3806 | 0.5531 | 0.5703 | 0.7812 | 0.5497 | 0.5333 | 0.3095 | 0.5703 |
| 0.3213 | 45.0 | 6120 | 0.8196 | 0.3461 | 0.6589 | 0.3827 | 0.3363 | 0.3366 | 0.5644 | 0.4211 | 0.5183 | 0.5246 | 0.7188 | 0.5026 | 0.5667 | 0.3461 | 0.5246 |
| 0.3213 | 46.0 | 6256 | 0.8052 | 0.3652 | 0.7005 | 0.3833 | 0.3877 | 0.3558 | 0.4812 | 0.4389 | 0.5463 | 0.564 | 0.7563 | 0.5438 | 0.5667 | 0.3652 | 0.564 |
| 0.3213 | 47.0 | 6392 | 0.7874 | 0.3809 | 0.7012 | 0.4205 | 0.404 | 0.3694 | 0.4924 | 0.4463 | 0.5583 | 0.5703 | 0.7625 | 0.5529 | 0.5 | 0.3809 | 0.5703 |
| 0.2998 | 48.0 | 6528 | 0.8310 | 0.3679 | 0.6813 | 0.3706 | 0.3711 | 0.3558 | 0.5644 | 0.4251 | 0.5457 | 0.5823 | 0.7563 | 0.5647 | 0.5667 | 0.3679 | 0.5823 |
| 0.2998 | 49.0 | 6664 | 0.7924 | 0.3787 | 0.743 | 0.3928 | 0.4837 | 0.3645 | 0.4926 | 0.4617 | 0.564 | 0.5766 | 0.775 | 0.5562 | 0.5667 | 0.3787 | 0.5766 |
| 0.2998 | 50.0 | 6800 | 0.8339 | 0.3482 | 0.7447 | 0.3059 | 0.3352 | 0.3431 | 0.4969 | 0.4229 | 0.556 | 0.5834 | 0.75 | 0.5686 | 0.5167 | 0.3482 | 0.5834 |
| 0.2998 | 51.0 | 6936 | 0.8143 | 0.3661 | 0.6691 | 0.3993 | 0.3919 | 0.3602 | 0.497 | 0.4731 | 0.5354 | 0.5583 | 0.725 | 0.5412 | 0.55 | 0.3661 | 0.5583 |
| 0.3162 | 52.0 | 7072 | 0.8649 | 0.339 | 0.726 | 0.2696 | 0.3782 | 0.3255 | 0.497 | 0.4217 | 0.5451 | 0.5731 | 0.725 | 0.5595 | 0.5167 | 0.339 | 0.5731 |
| 0.3162 | 53.0 | 7208 | 0.7908 | 0.3853 | 0.7065 | 0.3897 | 0.42 | 0.3764 | 0.5458 | 0.4829 | 0.5577 | 0.58 | 0.8062 | 0.5569 | 0.5667 | 0.3853 | 0.58 |
| 0.3162 | 54.0 | 7344 | 0.7790 | 0.3803 | 0.713 | 0.383 | 0.4536 | 0.3658 | 0.528 | 0.4777 | 0.5457 | 0.5543 | 0.7875 | 0.5288 | 0.5833 | 0.3803 | 0.5543 |
| 0.3162 | 55.0 | 7480 | 0.8063 | 0.3361 | 0.6896 | 0.2663 | 0.295 | 0.33 | 0.5466 | 0.4211 | 0.5406 | 0.5697 | 0.7563 | 0.5497 | 0.5833 | 0.3361 | 0.5697 |
| 0.3033 | 56.0 | 7616 | 0.7669 | 0.3767 | 0.711 | 0.3895 | 0.4554 | 0.3678 | 0.5407 | 0.4503 | 0.5777 | 0.6046 | 0.775 | 0.5882 | 0.5667 | 0.3767 | 0.6046 |
| 0.3033 | 57.0 | 7752 | 0.7772 | 0.3641 | 0.6668 | 0.4131 | 0.3907 | 0.358 | 0.5238 | 0.4794 | 0.568 | 0.5777 | 0.7063 | 0.5647 | 0.5667 | 0.3641 | 0.5777 |
| 0.3033 | 58.0 | 7888 | 0.8177 | 0.3193 | 0.6523 | 0.2875 | 0.4279 | 0.3054 | 0.4812 | 0.4154 | 0.5823 | 0.6 | 0.7688 | 0.5863 | 0.5 | 0.3193 | 0.6 |
| 0.2902 | 59.0 | 8024 | 0.7585 | 0.3962 | 0.7109 | 0.4111 | 0.5062 | 0.383 | 0.5422 | 0.492 | 0.5817 | 0.596 | 0.7625 | 0.5804 | 0.55 | 0.3962 | 0.596 |
| 0.2902 | 60.0 | 8160 | 0.7387 | 0.3941 | 0.6831 | 0.4428 | 0.5739 | 0.3798 | 0.5317 | 0.5109 | 0.5834 | 0.6063 | 0.8 | 0.5889 | 0.5333 | 0.3941 | 0.6063 |
| 0.2902 | 61.0 | 8296 | 0.7514 | 0.3868 | 0.6834 | 0.4473 | 0.4576 | 0.3721 | 0.5531 | 0.5057 | 0.5777 | 0.6046 | 0.7937 | 0.5863 | 0.5667 | 0.3868 | 0.6046 |
| 0.2902 | 62.0 | 8432 | 0.7499 | 0.3733 | 0.6771 | 0.4174 | 0.4907 | 0.3604 | 0.5149 | 0.4994 | 0.592 | 0.6166 | 0.8188 | 0.5987 | 0.5333 | 0.3733 | 0.6166 |
| 0.2707 | 63.0 | 8568 | 0.7923 | 0.3585 | 0.6856 | 0.3557 | 0.4898 | 0.3445 | 0.5458 | 0.4691 | 0.5789 | 0.608 | 0.8188 | 0.5876 | 0.5667 | 0.3585 | 0.608 |
| 0.2707 | 64.0 | 8704 | 0.7601 | 0.402 | 0.7499 | 0.4368 | 0.5877 | 0.3815 | 0.5812 | 0.5063 | 0.5989 | 0.6234 | 0.775 | 0.6092 | 0.5833 | 0.402 | 0.6234 |
| 0.2707 | 65.0 | 8840 | 0.7595 | 0.3811 | 0.7309 | 0.4164 | 0.4563 | 0.3721 | 0.5366 | 0.4829 | 0.6194 | 0.6371 | 0.75 | 0.6275 | 0.5833 | 0.3811 | 0.6371 |
| 0.2707 | 66.0 | 8976 | 0.7585 | 0.3899 | 0.7332 | 0.377 | 0.562 | 0.3682 | 0.5651 | 0.4937 | 0.5937 | 0.6154 | 0.7625 | 0.6013 | 0.5833 | 0.3899 | 0.6154 |
| 0.2807 | 67.0 | 9112 | 0.8315 | 0.3773 | 0.6703 | 0.4309 | 0.5122 | 0.3619 | 0.5149 | 0.4589 | 0.544 | 0.56 | 0.7625 | 0.5405 | 0.5167 | 0.3773 | 0.56 |
| 0.2807 | 68.0 | 9248 | 0.7794 | 0.3915 | 0.7152 | 0.4159 | 0.6167 | 0.3651 | 0.5264 | 0.4989 | 0.5931 | 0.6149 | 0.775 | 0.6007 | 0.55 | 0.3915 | 0.6149 |
| 0.2807 | 69.0 | 9384 | 0.8991 | 0.3249 | 0.6737 | 0.2986 | 0.3025 | 0.3304 | 0.3917 | 0.3909 | 0.5749 | 0.6114 | 0.775 | 0.5961 | 0.5667 | 0.3249 | 0.6114 |
| 0.2623 | 70.0 | 9520 | 0.7919 | 0.3678 | 0.6701 | 0.4015 | 0.4906 | 0.3605 | 0.543 | 0.456 | 0.5909 | 0.62 | 0.8 | 0.6013 | 0.6167 | 0.3678 | 0.62 |
| 0.2623 | 71.0 | 9656 | 0.7999 | 0.3693 | 0.6794 | 0.3851 | 0.4641 | 0.3598 | 0.4524 | 0.464 | 0.596 | 0.6234 | 0.7812 | 0.6098 | 0.55 | 0.3693 | 0.6234 |
| 0.2623 | 72.0 | 9792 | 0.7423 | 0.3677 | 0.6986 | 0.3822 | 0.4944 | 0.3557 | 0.5442 | 0.5063 | 0.6177 | 0.6246 | 0.8125 | 0.6072 | 0.5667 | 0.3677 | 0.6246 |
| 0.2623 | 73.0 | 9928 | 0.7671 | 0.3989 | 0.7032 | 0.4076 | 0.5965 | 0.3806 | 0.532 | 0.5086 | 0.5931 | 0.604 | 0.7875 | 0.5856 | 0.5833 | 0.3989 | 0.604 |
| 0.2589 | 74.0 | 10064 | 0.7607 | 0.383 | 0.6801 | 0.4469 | 0.5227 | 0.3703 | 0.4908 | 0.5011 | 0.5857 | 0.6069 | 0.7688 | 0.5928 | 0.5333 | 0.383 | 0.6069 |
| 0.2589 | 75.0 | 10200 | 0.8067 | 0.362 | 0.7045 | 0.3458 | 0.3737 | 0.3565 | 0.5686 | 0.4457 | 0.6097 | 0.6354 | 0.8 | 0.6196 | 0.6 | 0.362 | 0.6354 |
| 0.2589 | 76.0 | 10336 | 0.7946 | 0.3616 | 0.644 | 0.3985 | 0.5351 | 0.3463 | 0.4916 | 0.492 | 0.5463 | 0.5577 | 0.7125 | 0.5425 | 0.5333 | 0.3616 | 0.5577 |
| 0.2589 | 77.0 | 10472 | 0.7763 | 0.3941 | 0.6894 | 0.4644 | 0.5831 | 0.3717 | 0.5341 | 0.5114 | 0.5754 | 0.5863 | 0.7375 | 0.5719 | 0.55 | 0.3941 | 0.5863 |
| 0.2443 | 78.0 | 10608 | 0.7438 | 0.3894 | 0.6794 | 0.4555 | 0.506 | 0.3765 | 0.5457 | 0.5286 | 0.5989 | 0.6091 | 0.775 | 0.5928 | 0.5833 | 0.3894 | 0.6091 |
| 0.2443 | 79.0 | 10744 | 0.7490 | 0.3772 | 0.6673 | 0.4207 | 0.6064 | 0.3571 | 0.527 | 0.5246 | 0.596 | 0.6069 | 0.8313 | 0.585 | 0.5667 | 0.3772 | 0.6069 |
| 0.2443 | 80.0 | 10880 | 0.7588 | 0.3776 | 0.7095 | 0.4116 | 0.494 | 0.3657 | 0.5777 | 0.4971 | 0.5726 | 0.5851 | 0.725 | 0.5693 | 0.6167 | 0.3776 | 0.5851 |
| 0.2354 | 81.0 | 11016 | 0.7073 | 0.4043 | 0.7328 | 0.4231 | 0.467 | 0.3973 | 0.5686 | 0.524 | 0.6126 | 0.6326 | 0.7563 | 0.6209 | 0.6 | 0.4043 | 0.6326 |
| 0.2354 | 82.0 | 11152 | 0.7425 | 0.4022 | 0.7607 | 0.4346 | 0.6095 | 0.3851 | 0.4452 | 0.5217 | 0.6097 | 0.6269 | 0.8188 | 0.6092 | 0.5667 | 0.4022 | 0.6269 |
| 0.2354 | 83.0 | 11288 | 0.8075 | 0.3579 | 0.6499 | 0.3957 | 0.4929 | 0.3475 | 0.5335 | 0.4617 | 0.5714 | 0.5966 | 0.7688 | 0.5804 | 0.55 | 0.3579 | 0.5966 |
| 0.2354 | 84.0 | 11424 | 0.7821 | 0.3769 | 0.6763 | 0.4163 | 0.4963 | 0.3624 | 0.5403 | 0.4811 | 0.5914 | 0.608 | 0.7563 | 0.5941 | 0.5667 | 0.3769 | 0.608 |
| 0.2253 | 85.0 | 11560 | 0.7218 | 0.4061 | 0.7231 | 0.4659 | 0.58 | 0.3864 | 0.5475 | 0.52 | 0.5949 | 0.6086 | 0.7937 | 0.5908 | 0.5667 | 0.4061 | 0.6086 |
| 0.2253 | 86.0 | 11696 | 0.7615 | 0.4053 | 0.7199 | 0.4582 | 0.6439 | 0.3824 | 0.5119 | 0.5097 | 0.5771 | 0.592 | 0.725 | 0.5791 | 0.5667 | 0.4053 | 0.592 |
| 0.2253 | 87.0 | 11832 | 0.7698 | 0.3898 | 0.7036 | 0.4397 | 0.5703 | 0.3648 | 0.5373 | 0.4949 | 0.5954 | 0.6109 | 0.8188 | 0.5908 | 0.5667 | 0.3898 | 0.6109 |
| 0.2253 | 88.0 | 11968 | 0.8064 | 0.3734 | 0.677 | 0.3832 | 0.4582 | 0.3643 | 0.5304 | 0.4891 | 0.5594 | 0.5851 | 0.7 | 0.5739 | 0.5667 | 0.3734 | 0.5851 |
| 0.2384 | 89.0 | 12104 | 0.8068 | 0.3681 | 0.6927 | 0.3894 | 0.5453 | 0.3458 | 0.5354 | 0.48 | 0.5629 | 0.58 | 0.8 | 0.5575 | 0.5667 | 0.3681 | 0.58 |
| 0.2384 | 90.0 | 12240 | 0.7570 | 0.415 | 0.6988 | 0.4862 | 0.5882 | 0.396 | 0.5278 | 0.532 | 0.5949 | 0.6051 | 0.8188 | 0.585 | 0.55 | 0.415 | 0.6051 |
| 0.2384 | 91.0 | 12376 | 0.7608 | 0.4034 | 0.6938 | 0.4697 | 0.6024 | 0.3796 | 0.5884 | 0.5229 | 0.5874 | 0.596 | 0.8125 | 0.5725 | 0.6167 | 0.4034 | 0.596 |
| 0.2182 | 92.0 | 12512 | 0.7264 | 0.4037 | 0.6902 | 0.4801 | 0.6213 | 0.3791 | 0.5854 | 0.5446 | 0.6177 | 0.6383 | 0.85 | 0.6163 | 0.6333 | 0.4037 | 0.6383 |
| 0.2182 | 93.0 | 12648 | 0.7562 | 0.3799 | 0.6619 | 0.4314 | 0.5017 | 0.3678 | 0.4908 | 0.5189 | 0.5966 | 0.6103 | 0.7937 | 0.5941 | 0.5333 | 0.3799 | 0.6103 |
| 0.2182 | 94.0 | 12784 | 0.7633 | 0.3742 | 0.6517 | 0.4106 | 0.542 | 0.3583 | 0.5686 | 0.4909 | 0.5914 | 0.6166 | 0.7937 | 0.5987 | 0.6 | 0.3742 | 0.6166 |
| 0.2182 | 95.0 | 12920 | 0.7400 | 0.3864 | 0.7056 | 0.4112 | 0.516 | 0.371 | 0.5686 | 0.5143 | 0.5983 | 0.6211 | 0.8062 | 0.6026 | 0.6 | 0.3864 | 0.6211 |
| 0.1992 | 96.0 | 13056 | 0.7486 | 0.3991 | 0.7161 | 0.4374 | 0.6123 | 0.3764 | 0.5547 | 0.5229 | 0.604 | 0.6137 | 0.85 | 0.5895 | 0.6 | 0.3991 | 0.6137 |
| 0.1992 | 97.0 | 13192 | 0.7300 | 0.3976 | 0.701 | 0.4407 | 0.5746 | 0.3763 | 0.572 | 0.544 | 0.6217 | 0.6291 | 0.8313 | 0.6085 | 0.6167 | 0.3976 | 0.6291 |
| 0.1992 | 98.0 | 13328 | 0.7726 | 0.372 | 0.6729 | 0.4145 | 0.5118 | 0.3586 | 0.5686 | 0.5063 | 0.5926 | 0.6206 | 0.8 | 0.6026 | 0.6 | 0.372 | 0.6206 |
| 0.1992 | 99.0 | 13464 | 0.7752 | 0.3859 | 0.6532 | 0.4379 | 0.563 | 0.367 | 0.571 | 0.5229 | 0.5971 | 0.6177 | 0.7875 | 0.6 | 0.6167 | 0.3859 | 0.6177 |
| 0.2072 | 100.0 | 13600 | 0.7810 | 0.3752 | 0.6735 | 0.4141 | 0.5903 | 0.3522 | 0.5749 | 0.516 | 0.5766 | 0.588 | 0.7875 | 0.5667 | 0.6 | 0.3752 | 0.588 |
| 0.2072 | 101.0 | 13736 | 0.7948 | 0.379 | 0.6885 | 0.4247 | 0.4995 | 0.3694 | 0.4667 | 0.5057 | 0.5669 | 0.5989 | 0.8062 | 0.581 | 0.5 | 0.379 | 0.5989 |
| 0.2072 | 102.0 | 13872 | 0.7539 | 0.4077 | 0.6836 | 0.4579 | 0.5975 | 0.3866 | 0.5535 | 0.5377 | 0.6051 | 0.6177 | 0.7875 | 0.6013 | 0.5833 | 0.4077 | 0.6177 |
| 0.2009 | 103.0 | 14008 | 0.7777 | 0.3761 | 0.6732 | 0.4257 | 0.4811 | 0.3647 | 0.5403 | 0.5137 | 0.5851 | 0.5943 | 0.7688 | 0.5771 | 0.5667 | 0.3761 | 0.5943 |
| 0.2009 | 104.0 | 14144 | 0.7947 | 0.3649 | 0.6701 | 0.3721 | 0.5283 | 0.3524 | 0.5054 | 0.4926 | 0.5949 | 0.6257 | 0.8 | 0.6098 | 0.5667 | 0.3649 | 0.6257 |
| 0.2009 | 105.0 | 14280 | 0.7705 | 0.3897 | 0.7087 | 0.4215 | 0.5782 | 0.3697 | 0.5338 | 0.5183 | 0.6029 | 0.616 | 0.8188 | 0.5967 | 0.5667 | 0.3897 | 0.616 |
| 0.2009 | 106.0 | 14416 | 0.7998 | 0.3483 | 0.6732 | 0.3906 | 0.5332 | 0.3317 | 0.5083 | 0.4777 | 0.5606 | 0.5829 | 0.75 | 0.5667 | 0.55 | 0.3483 | 0.5829 |
| 0.2194 | 107.0 | 14552 | 0.7488 | 0.4075 | 0.6935 | 0.4614 | 0.5876 | 0.3861 | 0.5557 | 0.5366 | 0.6006 | 0.6097 | 0.8062 | 0.5895 | 0.6 | 0.4075 | 0.6097 |
| 0.2194 | 108.0 | 14688 | 0.7643 | 0.4005 | 0.7013 | 0.4421 | 0.6181 | 0.3765 | 0.5304 | 0.5211 | 0.5943 | 0.612 | 0.7812 | 0.5961 | 0.5667 | 0.4005 | 0.612 |
| 0.2194 | 109.0 | 14824 | 0.7854 | 0.3681 | 0.6644 | 0.4154 | 0.4617 | 0.3563 | 0.5671 | 0.5046 | 0.6069 | 0.6223 | 0.8 | 0.6046 | 0.6 | 0.3681 | 0.6223 |
| 0.2194 | 110.0 | 14960 | 0.7900 | 0.4001 | 0.7644 | 0.4169 | 0.5974 | 0.3764 | 0.5403 | 0.5 | 0.6006 | 0.6097 | 0.7875 | 0.5928 | 0.5667 | 0.4001 | 0.6097 |
| 0.1827 | 111.0 | 15096 | 0.7698 | 0.3824 | 0.6838 | 0.4151 | 0.5569 | 0.3653 | 0.5346 | 0.516 | 0.5811 | 0.5994 | 0.8 | 0.5797 | 0.5667 | 0.3824 | 0.5994 |
| 0.1827 | 112.0 | 15232 | 0.7956 | 0.3778 | 0.6583 | 0.4293 | 0.5404 | 0.3587 | 0.535 | 0.5046 | 0.5749 | 0.5897 | 0.7812 | 0.5706 | 0.5667 | 0.3778 | 0.5897 |
| 0.1827 | 113.0 | 15368 | 0.7441 | 0.407 | 0.7073 | 0.4257 | 0.6232 | 0.3821 | 0.5551 | 0.54 | 0.6063 | 0.6177 | 0.8125 | 0.598 | 0.6 | 0.407 | 0.6177 |
| 0.1746 | 114.0 | 15504 | 0.7559 | 0.4045 | 0.7049 | 0.4225 | 0.603 | 0.384 | 0.5106 | 0.532 | 0.6091 | 0.6217 | 0.8188 | 0.6039 | 0.55 | 0.4045 | 0.6217 |
| 0.1746 | 115.0 | 15640 | 0.7570 | 0.4131 | 0.6916 | 0.4689 | 0.5949 | 0.3898 | 0.5427 | 0.5371 | 0.5886 | 0.5994 | 0.7812 | 0.581 | 0.5833 | 0.4131 | 0.5994 |
| 0.1746 | 116.0 | 15776 | 0.7711 | 0.4065 | 0.6989 | 0.4762 | 0.5932 | 0.3866 | 0.5403 | 0.5246 | 0.588 | 0.5954 | 0.7875 | 0.5765 | 0.5667 | 0.4065 | 0.5954 |
| 0.1746 | 117.0 | 15912 | 0.7801 | 0.3993 | 0.68 | 0.453 | 0.5479 | 0.3853 | 0.5329 | 0.5354 | 0.5937 | 0.6 | 0.775 | 0.583 | 0.5667 | 0.3993 | 0.6 |
| 0.1745 | 118.0 | 16048 | 0.7881 | 0.3908 | 0.7117 | 0.4317 | 0.5661 | 0.3745 | 0.4836 | 0.5149 | 0.6086 | 0.6223 | 0.825 | 0.6046 | 0.5333 | 0.3908 | 0.6223 |
| 0.1745 | 119.0 | 16184 | 0.7548 | 0.4025 | 0.6937 | 0.471 | 0.5487 | 0.388 | 0.5403 | 0.5274 | 0.5874 | 0.5989 | 0.7875 | 0.5804 | 0.5667 | 0.4025 | 0.5989 |
| 0.1745 | 120.0 | 16320 | 0.7533 | 0.4143 | 0.7186 | 0.476 | 0.5935 | 0.3957 | 0.5403 | 0.5423 | 0.6171 | 0.6257 | 0.8438 | 0.6052 | 0.5667 | 0.4143 | 0.6257 |
| 0.1745 | 121.0 | 16456 | 0.7714 | 0.3832 | 0.7023 | 0.3986 | 0.4733 | 0.3756 | 0.5005 | 0.5183 | 0.6034 | 0.6149 | 0.8062 | 0.5954 | 0.6 | 0.3832 | 0.6149 |
| 0.1649 | 122.0 | 16592 | 0.7512 | 0.4144 | 0.7131 | 0.4439 | 0.4883 | 0.4043 | 0.5686 | 0.54 | 0.6103 | 0.6206 | 0.7875 | 0.6039 | 0.6 | 0.4144 | 0.6206 |
| 0.1649 | 123.0 | 16728 | 0.7480 | 0.4184 | 0.7197 | 0.4861 | 0.5702 | 0.4003 | 0.5403 | 0.5497 | 0.6046 | 0.6154 | 0.8 | 0.598 | 0.5667 | 0.4184 | 0.6154 |
| 0.1649 | 124.0 | 16864 | 0.7756 | 0.4003 | 0.7024 | 0.4305 | 0.6179 | 0.3741 | 0.544 | 0.5286 | 0.6086 | 0.6246 | 0.8375 | 0.6039 | 0.5833 | 0.4003 | 0.6246 |
| 0.1597 | 125.0 | 17000 | 0.7629 | 0.4235 | 0.7185 | 0.4928 | 0.595 | 0.4024 | 0.5523 | 0.54 | 0.6103 | 0.6177 | 0.7937 | 0.6007 | 0.5833 | 0.4235 | 0.6177 |
| 0.1597 | 126.0 | 17136 | 0.7790 | 0.4162 | 0.7094 | 0.482 | 0.6265 | 0.3937 | 0.5403 | 0.5389 | 0.6086 | 0.6183 | 0.825 | 0.5987 | 0.5667 | 0.4162 | 0.6183 |
| 0.1597 | 127.0 | 17272 | 0.7874 | 0.4189 | 0.771 | 0.4785 | 0.6083 | 0.3967 | 0.5238 | 0.5331 | 0.6029 | 0.6074 | 0.8313 | 0.5856 | 0.5667 | 0.4189 | 0.6074 |
| 0.1597 | 128.0 | 17408 | 0.7762 | 0.3986 | 0.6928 | 0.4618 | 0.6161 | 0.3746 | 0.5583 | 0.532 | 0.6046 | 0.6166 | 0.8188 | 0.5961 | 0.6 | 0.3986 | 0.6166 |
| 0.1499 | 129.0 | 17544 | 0.7674 | 0.4083 | 0.7042 | 0.4653 | 0.5818 | 0.3898 | 0.5714 | 0.5331 | 0.6057 | 0.6251 | 0.8062 | 0.6065 | 0.6167 | 0.4083 | 0.6251 |
| 0.1499 | 130.0 | 17680 | 0.7875 | 0.3848 | 0.6908 | 0.4222 | 0.5389 | 0.3655 | 0.5119 | 0.5149 | 0.5926 | 0.5994 | 0.8375 | 0.5758 | 0.5667 | 0.3848 | 0.5994 |
| 0.1499 | 131.0 | 17816 | 0.7576 | 0.4078 | 0.6845 | 0.481 | 0.6124 | 0.387 | 0.5431 | 0.5463 | 0.6137 | 0.624 | 0.8125 | 0.6059 | 0.5833 | 0.4078 | 0.624 |
| 0.1499 | 132.0 | 17952 | 0.7704 | 0.3948 | 0.7032 | 0.4286 | 0.5662 | 0.3735 | 0.5358 | 0.5234 | 0.5994 | 0.6171 | 0.7812 | 0.6013 | 0.5833 | 0.3948 | 0.6171 |
| 0.1484 | 133.0 | 18088 | 0.7755 | 0.3942 | 0.6799 | 0.4231 | 0.6197 | 0.3715 | 0.5774 | 0.5354 | 0.6274 | 0.6406 | 0.825 | 0.6229 | 0.6 | 0.3942 | 0.6406 |
| 0.1484 | 134.0 | 18224 | 0.7642 | 0.4101 | 0.6836 | 0.4803 | 0.6415 | 0.3833 | 0.5403 | 0.5457 | 0.6051 | 0.612 | 0.8 | 0.5941 | 0.5667 | 0.4101 | 0.612 |
| 0.1484 | 135.0 | 18360 | 0.7781 | 0.386 | 0.6922 | 0.4137 | 0.5849 | 0.3624 | 0.5593 | 0.5183 | 0.6029 | 0.6251 | 0.8 | 0.6078 | 0.6 | 0.386 | 0.6251 |
| 0.1484 | 136.0 | 18496 | 0.7815 | 0.3934 | 0.7037 | 0.4002 | 0.5949 | 0.3689 | 0.5758 | 0.5223 | 0.6 | 0.6114 | 0.8 | 0.5922 | 0.6 | 0.3934 | 0.6114 |
| 0.1466 | 137.0 | 18632 | 0.7487 | 0.4029 | 0.7003 | 0.4531 | 0.5427 | 0.385 | 0.5786 | 0.5343 | 0.616 | 0.6217 | 0.8188 | 0.6013 | 0.6167 | 0.4029 | 0.6217 |
| 0.1466 | 138.0 | 18768 | 0.7922 | 0.3429 | 0.6464 | 0.3753 | 0.5008 | 0.3321 | 0.5427 | 0.5063 | 0.5811 | 0.5943 | 0.8 | 0.5732 | 0.5833 | 0.3429 | 0.5943 |
| 0.1466 | 139.0 | 18904 | 0.7444 | 0.3809 | 0.6654 | 0.432 | 0.5968 | 0.3634 | 0.5587 | 0.5434 | 0.6074 | 0.6189 | 0.825 | 0.598 | 0.6 | 0.3809 | 0.6189 |
| 0.1497 | 140.0 | 19040 | 0.7393 | 0.3868 | 0.6805 | 0.4141 | 0.5342 | 0.3734 | 0.5523 | 0.544 | 0.6183 | 0.6297 | 0.8438 | 0.6092 | 0.5833 | 0.3868 | 0.6297 |
| 0.1497 | 141.0 | 19176 | 0.7576 | 0.3895 | 0.6712 | 0.4381 | 0.6128 | 0.3695 | 0.5523 | 0.5383 | 0.62 | 0.632 | 0.8313 | 0.6131 | 0.5833 | 0.3895 | 0.632 |
| 0.1497 | 142.0 | 19312 | 0.7614 | 0.3735 | 0.6699 | 0.4018 | 0.6077 | 0.3574 | 0.5403 | 0.5269 | 0.6006 | 0.6103 | 0.8 | 0.5922 | 0.5667 | 0.3735 | 0.6103 |
| 0.1497 | 143.0 | 19448 | 0.7534 | 0.3953 | 0.6702 | 0.4439 | 0.6703 | 0.3656 | 0.5758 | 0.5446 | 0.6074 | 0.6166 | 0.8188 | 0.5961 | 0.6 | 0.3953 | 0.6166 |
| 0.1267 | 144.0 | 19584 | 0.7814 | 0.3754 | 0.683 | 0.406 | 0.5987 | 0.3534 | 0.5403 | 0.5109 | 0.6166 | 0.6349 | 0.7937 | 0.6209 | 0.5667 | 0.3754 | 0.6349 |
| 0.1267 | 145.0 | 19720 | 0.7809 | 0.383 | 0.6679 | 0.4214 | 0.5386 | 0.3663 | 0.5844 | 0.5286 | 0.5994 | 0.6154 | 0.7875 | 0.598 | 0.6 | 0.383 | 0.6154 |
| 0.1267 | 146.0 | 19856 | 0.7552 | 0.3984 | 0.6836 | 0.4336 | 0.5906 | 0.3787 | 0.5538 | 0.5451 | 0.612 | 0.6251 | 0.8125 | 0.6065 | 0.6 | 0.3984 | 0.6251 |
| 0.1267 | 147.0 | 19992 | 0.7734 | 0.3865 | 0.6754 | 0.4109 | 0.5768 | 0.3663 | 0.5686 | 0.5263 | 0.6114 | 0.6291 | 0.8 | 0.6124 | 0.6 | 0.3865 | 0.6291 |
| 0.1262 | 148.0 | 20128 | 0.7699 | 0.3828 | 0.6831 | 0.3876 | 0.5875 | 0.3634 | 0.5758 | 0.5274 | 0.6103 | 0.6263 | 0.8125 | 0.6078 | 0.6 | 0.3828 | 0.6263 |
| 0.1262 | 149.0 | 20264 | 0.7653 | 0.4006 | 0.6726 | 0.4411 | 0.6164 | 0.3796 | 0.5547 | 0.5474 | 0.6126 | 0.6189 | 0.8188 | 0.5987 | 0.6 | 0.4006 | 0.6189 |
| 0.1262 | 150.0 | 20400 | 0.7662 | 0.3979 | 0.6736 | 0.4545 | 0.6371 | 0.3725 | 0.5686 | 0.5434 | 0.6023 | 0.612 | 0.8188 | 0.5908 | 0.6 | 0.3979 | 0.612 |
| 0.1193 | 151.0 | 20536 | 0.7615 | 0.4011 | 0.6728 | 0.4621 | 0.6309 | 0.3754 | 0.5586 | 0.5349 | 0.6149 | 0.6246 | 0.8062 | 0.6065 | 0.6 | 0.4011 | 0.6246 |
| 0.1193 | 152.0 | 20672 | 0.7955 | 0.3881 | 0.6759 | 0.4555 | 0.5756 | 0.3658 | 0.5419 | 0.5143 | 0.5886 | 0.6149 | 0.8313 | 0.5941 | 0.5667 | 0.3881 | 0.6149 |
| 0.1193 | 153.0 | 20808 | 0.7649 | 0.3882 | 0.6848 | 0.4391 | 0.56 | 0.3731 | 0.5222 | 0.5229 | 0.596 | 0.624 | 0.8375 | 0.6033 | 0.5833 | 0.3882 | 0.624 |
| 0.1193 | 154.0 | 20944 | 0.7521 | 0.4062 | 0.6895 | 0.4566 | 0.6339 | 0.3838 | 0.5523 | 0.5486 | 0.6091 | 0.6251 | 0.825 | 0.6059 | 0.5833 | 0.4062 | 0.6251 |
| 0.1174 | 155.0 | 21080 | 0.7652 | 0.3881 | 0.6888 | 0.4379 | 0.5601 | 0.3738 | 0.5403 | 0.5366 | 0.6217 | 0.6343 | 0.825 | 0.617 | 0.5667 | 0.3881 | 0.6343 |
| 0.1174 | 156.0 | 21216 | 0.7586 | 0.4054 | 0.6972 | 0.4547 | 0.5818 | 0.3876 | 0.5686 | 0.5491 | 0.6183 | 0.6326 | 0.8188 | 0.6144 | 0.6 | 0.4054 | 0.6326 |
| 0.1174 | 157.0 | 21352 | 0.7752 | 0.3966 | 0.6756 | 0.4597 | 0.617 | 0.3719 | 0.5686 | 0.5366 | 0.616 | 0.6263 | 0.8125 | 0.6078 | 0.6 | 0.3966 | 0.6263 |
| 0.1174 | 158.0 | 21488 | 0.7720 | 0.3945 | 0.6761 | 0.4465 | 0.5872 | 0.3786 | 0.5403 | 0.5389 | 0.6063 | 0.612 | 0.8062 | 0.5935 | 0.5667 | 0.3945 | 0.612 |
| 0.1083 | 159.0 | 21624 | 0.7882 | 0.3998 | 0.6935 | 0.4506 | 0.6027 | 0.3839 | 0.5403 | 0.532 | 0.6171 | 0.628 | 0.7937 | 0.6131 | 0.5667 | 0.3998 | 0.628 |
| 0.1083 | 160.0 | 21760 | 0.7753 | 0.3996 | 0.6771 | 0.4252 | 0.588 | 0.3842 | 0.5403 | 0.5423 | 0.6051 | 0.6183 | 0.8125 | 0.6 | 0.5667 | 0.3996 | 0.6183 |
| 0.1083 | 161.0 | 21896 | 0.7619 | 0.4035 | 0.6856 | 0.451 | 0.5872 | 0.3854 | 0.5686 | 0.5491 | 0.6109 | 0.6194 | 0.8062 | 0.6007 | 0.6 | 0.4035 | 0.6194 |
| 0.1054 | 162.0 | 22032 | 0.7590 | 0.3942 | 0.6943 | 0.4082 | 0.5835 | 0.3772 | 0.5714 | 0.5417 | 0.6217 | 0.6371 | 0.8062 | 0.6203 | 0.6167 | 0.3942 | 0.6371 |
| 0.1054 | 163.0 | 22168 | 0.7502 | 0.3912 | 0.6672 | 0.4262 | 0.5932 | 0.3743 | 0.5854 | 0.5491 | 0.6194 | 0.6326 | 0.8188 | 0.6131 | 0.6333 | 0.3912 | 0.6326 |
| 0.1054 | 164.0 | 22304 | 0.7646 | 0.3916 | 0.6656 | 0.4334 | 0.5744 | 0.3762 | 0.5714 | 0.5423 | 0.6269 | 0.6394 | 0.8188 | 0.6216 | 0.6167 | 0.3916 | 0.6394 |
| 0.1054 | 165.0 | 22440 | 0.7774 | 0.3878 | 0.6708 | 0.4486 | 0.5704 | 0.3724 | 0.5686 | 0.5377 | 0.6314 | 0.6383 | 0.8188 | 0.6209 | 0.6 | 0.3878 | 0.6383 |
| 0.1001 | 166.0 | 22576 | 0.7637 | 0.3941 | 0.6726 | 0.4265 | 0.6099 | 0.3735 | 0.5438 | 0.5429 | 0.6171 | 0.6263 | 0.8313 | 0.6065 | 0.5833 | 0.3941 | 0.6263 |
| 0.1001 | 167.0 | 22712 | 0.7769 | 0.3984 | 0.6722 | 0.4522 | 0.6021 | 0.3765 | 0.5854 | 0.5377 | 0.6086 | 0.6171 | 0.8188 | 0.5954 | 0.6333 | 0.3984 | 0.6171 |
| 0.1001 | 168.0 | 22848 | 0.7804 | 0.3959 | 0.6706 | 0.432 | 0.6062 | 0.3738 | 0.5587 | 0.5331 | 0.6194 | 0.6314 | 0.8125 | 0.6137 | 0.6 | 0.3959 | 0.6314 |
| 0.1001 | 169.0 | 22984 | 0.7694 | 0.389 | 0.6643 | 0.4195 | 0.6249 | 0.3645 | 0.5686 | 0.5366 | 0.616 | 0.6291 | 0.8313 | 0.6092 | 0.6 | 0.389 | 0.6291 |
| 0.1008 | 170.0 | 23120 | 0.7592 | 0.3987 | 0.6704 | 0.4256 | 0.5632 | 0.3779 | 0.5814 | 0.5463 | 0.6206 | 0.628 | 0.85 | 0.6046 | 0.6333 | 0.3987 | 0.628 |
| 0.1008 | 171.0 | 23256 | 0.7649 | 0.4092 | 0.6787 | 0.4619 | 0.5768 | 0.3922 | 0.5591 | 0.5434 | 0.6234 | 0.6331 | 0.825 | 0.6144 | 0.6 | 0.4092 | 0.6331 |
| 0.1008 | 172.0 | 23392 | 0.8011 | 0.3879 | 0.6995 | 0.4179 | 0.5982 | 0.3658 | 0.5338 | 0.5114 | 0.6194 | 0.64 | 0.8188 | 0.6242 | 0.5667 | 0.3879 | 0.64 |
| 0.0973 | 173.0 | 23528 | 0.7919 | 0.3889 | 0.6738 | 0.4337 | 0.5919 | 0.3653 | 0.5378 | 0.5183 | 0.6069 | 0.6257 | 0.8125 | 0.6078 | 0.5833 | 0.3889 | 0.6257 |
| 0.0973 | 174.0 | 23664 | 0.7782 | 0.3862 | 0.6566 | 0.441 | 0.6039 | 0.3618 | 0.5854 | 0.5354 | 0.604 | 0.6149 | 0.8188 | 0.5928 | 0.6333 | 0.3862 | 0.6149 |
| 0.0973 | 175.0 | 23800 | 0.7717 | 0.3977 | 0.6612 | 0.4355 | 0.6298 | 0.3733 | 0.571 | 0.5451 | 0.6154 | 0.6246 | 0.8438 | 0.602 | 0.6167 | 0.3977 | 0.6246 |
| 0.0973 | 176.0 | 23936 | 0.7726 | 0.3923 | 0.6726 | 0.4412 | 0.6244 | 0.3696 | 0.5714 | 0.536 | 0.6034 | 0.6131 | 0.8188 | 0.5915 | 0.6167 | 0.3923 | 0.6131 |
| 0.0938 | 177.0 | 24072 | 0.7804 | 0.3948 | 0.6674 | 0.4498 | 0.5913 | 0.3767 | 0.571 | 0.5406 | 0.6011 | 0.6149 | 0.8125 | 0.5941 | 0.6167 | 0.3948 | 0.6149 |
| 0.0938 | 178.0 | 24208 | 0.7399 | 0.4144 | 0.698 | 0.4419 | 0.6167 | 0.3982 | 0.5854 | 0.5611 | 0.6383 | 0.6451 | 0.8313 | 0.6261 | 0.6333 | 0.4144 | 0.6451 |
| 0.0938 | 179.0 | 24344 | 0.7639 | 0.4099 | 0.6766 | 0.4607 | 0.6514 | 0.3841 | 0.5523 | 0.5514 | 0.6091 | 0.6183 | 0.8062 | 0.6 | 0.5833 | 0.4099 | 0.6183 |
| 0.0938 | 180.0 | 24480 | 0.7489 | 0.4105 | 0.6864 | 0.4387 | 0.6045 | 0.3921 | 0.5714 | 0.5514 | 0.6314 | 0.6406 | 0.825 | 0.6222 | 0.6167 | 0.4105 | 0.6406 |
| 0.0857 | 181.0 | 24616 | 0.7638 | 0.4094 | 0.674 | 0.4382 | 0.6183 | 0.3881 | 0.5686 | 0.5497 | 0.6217 | 0.6326 | 0.825 | 0.6137 | 0.6 | 0.4094 | 0.6326 |
| 0.0857 | 182.0 | 24752 | 0.7764 | 0.3999 | 0.6743 | 0.446 | 0.5964 | 0.3802 | 0.5523 | 0.5411 | 0.6069 | 0.6177 | 0.8062 | 0.5993 | 0.5833 | 0.3999 | 0.6177 |
| 0.0857 | 183.0 | 24888 | 0.7770 | 0.3967 | 0.6654 | 0.444 | 0.6082 | 0.3743 | 0.5523 | 0.5446 | 0.6114 | 0.6229 | 0.8188 | 0.6039 | 0.5833 | 0.3967 | 0.6229 |
| 0.0791 | 184.0 | 25024 | 0.7768 | 0.3973 | 0.6707 | 0.4439 | 0.6179 | 0.3749 | 0.5523 | 0.5417 | 0.62 | 0.6343 | 0.8188 | 0.617 | 0.5833 | 0.3973 | 0.6343 |
| 0.0791 | 185.0 | 25160 | 0.7832 | 0.3924 | 0.6718 | 0.4263 | 0.5698 | 0.375 | 0.5523 | 0.5406 | 0.6034 | 0.6143 | 0.7937 | 0.5967 | 0.5833 | 0.3924 | 0.6143 |
| 0.0791 | 186.0 | 25296 | 0.7882 | 0.3903 | 0.6629 | 0.4292 | 0.5865 | 0.3709 | 0.5782 | 0.5337 | 0.6011 | 0.6189 | 0.8188 | 0.5974 | 0.6333 | 0.3903 | 0.6189 |
| 0.0791 | 187.0 | 25432 | 0.7638 | 0.4042 | 0.6714 | 0.4521 | 0.6037 | 0.3846 | 0.5523 | 0.5474 | 0.6257 | 0.6366 | 0.8125 | 0.6203 | 0.5833 | 0.4042 | 0.6366 |
| 0.0795 | 188.0 | 25568 | 0.7665 | 0.3989 | 0.6679 | 0.4418 | 0.6321 | 0.374 | 0.5523 | 0.5423 | 0.6314 | 0.6434 | 0.8313 | 0.6261 | 0.5833 | 0.3989 | 0.6434 |
| 0.0795 | 189.0 | 25704 | 0.7595 | 0.4029 | 0.6625 | 0.4572 | 0.6031 | 0.381 | 0.5686 | 0.5491 | 0.6274 | 0.6366 | 0.825 | 0.6183 | 0.6 | 0.4029 | 0.6366 |
| 0.0795 | 190.0 | 25840 | 0.7596 | 0.4007 | 0.662 | 0.4575 | 0.5943 | 0.3807 | 0.5686 | 0.5469 | 0.6246 | 0.6314 | 0.8313 | 0.6118 | 0.6 | 0.4007 | 0.6314 |
| 0.0795 | 191.0 | 25976 | 0.7644 | 0.4094 | 0.6772 | 0.4607 | 0.6246 | 0.3876 | 0.5686 | 0.548 | 0.6274 | 0.6389 | 0.8188 | 0.6216 | 0.6 | 0.4094 | 0.6389 |
| 0.0719 | 192.0 | 26112 | 0.7590 | 0.4063 | 0.6712 | 0.4678 | 0.6123 | 0.3847 | 0.5686 | 0.5469 | 0.616 | 0.6257 | 0.825 | 0.6059 | 0.6 | 0.4063 | 0.6257 |
| 0.0719 | 193.0 | 26248 | 0.7573 | 0.4047 | 0.6717 | 0.4539 | 0.607 | 0.383 | 0.5714 | 0.5486 | 0.6217 | 0.6337 | 0.8188 | 0.615 | 0.6167 | 0.4047 | 0.6337 |
| 0.0719 | 194.0 | 26384 | 0.7583 | 0.4099 | 0.6807 | 0.4657 | 0.6235 | 0.3887 | 0.5523 | 0.5463 | 0.6246 | 0.6366 | 0.825 | 0.619 | 0.5833 | 0.4099 | 0.6366 |
| 0.0663 | 195.0 | 26520 | 0.7631 | 0.4047 | 0.6757 | 0.4428 | 0.6062 | 0.3834 | 0.571 | 0.5503 | 0.6206 | 0.6291 | 0.8188 | 0.6098 | 0.6167 | 0.4047 | 0.6291 |
| 0.0663 | 196.0 | 26656 | 0.7657 | 0.4035 | 0.6707 | 0.4564 | 0.5908 | 0.3857 | 0.5686 | 0.5497 | 0.6286 | 0.6377 | 0.8125 | 0.6209 | 0.6 | 0.4035 | 0.6377 |
| 0.0663 | 197.0 | 26792 | 0.7515 | 0.4053 | 0.6863 | 0.4513 | 0.6015 | 0.3838 | 0.5786 | 0.5543 | 0.6314 | 0.64 | 0.8125 | 0.6229 | 0.6167 | 0.4053 | 0.64 |
| 0.0663 | 198.0 | 26928 | 0.7675 | 0.3993 | 0.6666 | 0.4469 | 0.6112 | 0.3772 | 0.5758 | 0.5457 | 0.624 | 0.6349 | 0.8062 | 0.6183 | 0.6 | 0.3993 | 0.6349 |
| 0.0596 | 199.0 | 27064 | 0.7539 | 0.4095 | 0.6757 | 0.4622 | 0.6182 | 0.3876 | 0.5686 | 0.5543 | 0.6257 | 0.6343 | 0.825 | 0.6157 | 0.6 | 0.4095 | 0.6343 |
| 0.0596 | 200.0 | 27200 | 0.7739 | 0.3988 | 0.6696 | 0.4405 | 0.6295 | 0.3772 | 0.5686 | 0.5463 | 0.62 | 0.6297 | 0.8313 | 0.6098 | 0.6 | 0.3988 | 0.6297 |
| 0.0596 | 201.0 | 27336 | 0.7643 | 0.4047 | 0.6703 | 0.4531 | 0.6214 | 0.3815 | 0.5686 | 0.5486 | 0.6229 | 0.6314 | 0.8313 | 0.6118 | 0.6 | 0.4047 | 0.6314 |
| 0.0596 | 202.0 | 27472 | 0.7800 | 0.4017 | 0.6801 | 0.4435 | 0.607 | 0.3787 | 0.5523 | 0.5429 | 0.6206 | 0.632 | 0.8062 | 0.6157 | 0.5833 | 0.4017 | 0.632 |
| 0.0591 | 203.0 | 27608 | 0.7762 | 0.3976 | 0.668 | 0.4376 | 0.6168 | 0.3774 | 0.5926 | 0.548 | 0.6189 | 0.6291 | 0.825 | 0.6085 | 0.6333 | 0.3976 | 0.6291 |
| 0.0591 | 204.0 | 27744 | 0.7765 | 0.3987 | 0.6729 | 0.4393 | 0.6366 | 0.3746 | 0.5523 | 0.5434 | 0.624 | 0.6371 | 0.8438 | 0.6176 | 0.5833 | 0.3987 | 0.6371 |
| 0.0591 | 205.0 | 27880 | 0.7557 | 0.4117 | 0.6754 | 0.4671 | 0.6308 | 0.3891 | 0.5714 | 0.5583 | 0.6291 | 0.6343 | 0.8438 | 0.6131 | 0.6167 | 0.4117 | 0.6343 |
| 0.0609 | 206.0 | 28016 | 0.7641 | 0.4088 | 0.6807 | 0.4599 | 0.6272 | 0.3865 | 0.5782 | 0.552 | 0.6234 | 0.6286 | 0.825 | 0.6078 | 0.6333 | 0.4088 | 0.6286 |
| 0.0609 | 207.0 | 28152 | 0.7651 | 0.4064 | 0.6731 | 0.4553 | 0.6231 | 0.3839 | 0.5686 | 0.5457 | 0.6171 | 0.6263 | 0.8313 | 0.6059 | 0.6 | 0.4064 | 0.6263 |
| 0.0609 | 208.0 | 28288 | 0.7487 | 0.4086 | 0.6707 | 0.4619 | 0.6171 | 0.3868 | 0.5714 | 0.5531 | 0.628 | 0.6366 | 0.8313 | 0.617 | 0.6167 | 0.4086 | 0.6366 |
| 0.0609 | 209.0 | 28424 | 0.7605 | 0.4086 | 0.6833 | 0.4645 | 0.6086 | 0.3862 | 0.5686 | 0.5526 | 0.6217 | 0.6286 | 0.825 | 0.6092 | 0.6 | 0.4086 | 0.6286 |
| 0.052 | 210.0 | 28560 | 0.7645 | 0.4042 | 0.6783 | 0.4302 | 0.6097 | 0.3832 | 0.5523 | 0.5491 | 0.624 | 0.6337 | 0.825 | 0.6157 | 0.5833 | 0.4042 | 0.6337 |
| 0.052 | 211.0 | 28696 | 0.7635 | 0.4098 | 0.6719 | 0.4652 | 0.6122 | 0.3897 | 0.5686 | 0.5526 | 0.6206 | 0.6303 | 0.8188 | 0.6118 | 0.6 | 0.4098 | 0.6303 |
| 0.052 | 212.0 | 28832 | 0.7652 | 0.4079 | 0.6712 | 0.4603 | 0.6159 | 0.3857 | 0.5686 | 0.552 | 0.6251 | 0.6354 | 0.825 | 0.617 | 0.6 | 0.4079 | 0.6354 |
| 0.052 | 213.0 | 28968 | 0.7684 | 0.4005 | 0.673 | 0.4489 | 0.6078 | 0.3794 | 0.5686 | 0.5411 | 0.6189 | 0.636 | 0.8188 | 0.6183 | 0.6 | 0.4005 | 0.636 |
| 0.0496 | 214.0 | 29104 | 0.7507 | 0.4065 | 0.6747 | 0.4415 | 0.6184 | 0.388 | 0.5714 | 0.556 | 0.6274 | 0.6354 | 0.8375 | 0.615 | 0.6167 | 0.4065 | 0.6354 |
| 0.0496 | 215.0 | 29240 | 0.7597 | 0.411 | 0.6728 | 0.4515 | 0.6141 | 0.3904 | 0.5686 | 0.56 | 0.6337 | 0.6446 | 0.8375 | 0.6261 | 0.6 | 0.411 | 0.6446 |
| 0.0496 | 216.0 | 29376 | 0.7696 | 0.4013 | 0.6734 | 0.4591 | 0.603 | 0.3798 | 0.5782 | 0.5469 | 0.6223 | 0.6343 | 0.8188 | 0.615 | 0.6333 | 0.4013 | 0.6343 |
| 0.0477 | 217.0 | 29512 | 0.7673 | 0.4042 | 0.6703 | 0.4667 | 0.5919 | 0.3838 | 0.5782 | 0.5474 | 0.6211 | 0.6297 | 0.8188 | 0.6098 | 0.6333 | 0.4042 | 0.6297 |
| 0.0477 | 218.0 | 29648 | 0.7629 | 0.4052 | 0.6731 | 0.4607 | 0.6012 | 0.3845 | 0.5714 | 0.5491 | 0.6229 | 0.6343 | 0.8188 | 0.6157 | 0.6167 | 0.4052 | 0.6343 |
| 0.0477 | 219.0 | 29784 | 0.7652 | 0.4056 | 0.6733 | 0.4536 | 0.6211 | 0.3831 | 0.5686 | 0.5503 | 0.6217 | 0.632 | 0.8313 | 0.6124 | 0.6 | 0.4056 | 0.632 |
| 0.0477 | 220.0 | 29920 | 0.7694 | 0.4035 | 0.6759 | 0.4578 | 0.6202 | 0.3843 | 0.5714 | 0.5503 | 0.6263 | 0.6377 | 0.8313 | 0.6183 | 0.6167 | 0.4035 | 0.6377 |
| 0.0452 | 221.0 | 30056 | 0.7701 | 0.4059 | 0.6746 | 0.4603 | 0.6217 | 0.3836 | 0.5714 | 0.5503 | 0.6257 | 0.6389 | 0.825 | 0.6203 | 0.6167 | 0.4059 | 0.6389 |
| 0.0452 | 222.0 | 30192 | 0.7611 | 0.4056 | 0.6734 | 0.4454 | 0.6102 | 0.3842 | 0.5686 | 0.552 | 0.6314 | 0.6411 | 0.8188 | 0.6242 | 0.6 | 0.4056 | 0.6411 |
| 0.0452 | 223.0 | 30328 | 0.7612 | 0.4065 | 0.6701 | 0.4588 | 0.6393 | 0.3843 | 0.5523 | 0.5526 | 0.6269 | 0.6366 | 0.8438 | 0.617 | 0.5833 | 0.4065 | 0.6366 |
| 0.0452 | 224.0 | 30464 | 0.7645 | 0.411 | 0.6763 | 0.464 | 0.6166 | 0.3889 | 0.5782 | 0.5543 | 0.6291 | 0.6383 | 0.825 | 0.619 | 0.6333 | 0.411 | 0.6383 |
| 0.0383 | 225.0 | 30600 | 0.7579 | 0.4113 | 0.675 | 0.4643 | 0.6349 | 0.3884 | 0.5686 | 0.5526 | 0.6309 | 0.6417 | 0.8313 | 0.6235 | 0.6 | 0.4113 | 0.6417 |
| 0.0383 | 226.0 | 30736 | 0.7604 | 0.4054 | 0.674 | 0.445 | 0.6168 | 0.3825 | 0.5714 | 0.5491 | 0.6223 | 0.6331 | 0.8313 | 0.6131 | 0.6167 | 0.4054 | 0.6331 |
| 0.0383 | 227.0 | 30872 | 0.7583 | 0.4112 | 0.6715 | 0.4553 | 0.6216 | 0.3876 | 0.5714 | 0.5571 | 0.6286 | 0.6389 | 0.8438 | 0.6183 | 0.6167 | 0.4112 | 0.6389 |
| 0.0353 | 228.0 | 31008 | 0.7665 | 0.4061 | 0.672 | 0.4391 | 0.6362 | 0.3819 | 0.5686 | 0.5503 | 0.624 | 0.6349 | 0.85 | 0.6137 | 0.6 | 0.4061 | 0.6349 |
| 0.0353 | 229.0 | 31144 | 0.7611 | 0.4111 | 0.6739 | 0.4539 | 0.6339 | 0.3885 | 0.5714 | 0.5554 | 0.6309 | 0.6383 | 0.85 | 0.617 | 0.6167 | 0.4111 | 0.6383 |
| 0.0353 | 230.0 | 31280 | 0.7675 | 0.4051 | 0.674 | 0.4419 | 0.6191 | 0.3827 | 0.5714 | 0.5469 | 0.6286 | 0.6394 | 0.8375 | 0.6196 | 0.6167 | 0.4051 | 0.6394 |
| 0.0353 | 231.0 | 31416 | 0.7569 | 0.4104 | 0.6755 | 0.4612 | 0.6186 | 0.3884 | 0.5686 | 0.552 | 0.628 | 0.6383 | 0.8375 | 0.619 | 0.6 | 0.4104 | 0.6383 |
| 0.0317 | 232.0 | 31552 | 0.7602 | 0.4059 | 0.6723 | 0.4348 | 0.6073 | 0.3841 | 0.5714 | 0.5549 | 0.6286 | 0.6366 | 0.8438 | 0.6157 | 0.6167 | 0.4059 | 0.6366 |
| 0.0317 | 233.0 | 31688 | 0.7707 | 0.407 | 0.6795 | 0.4519 | 0.6167 | 0.3853 | 0.5686 | 0.552 | 0.6269 | 0.636 | 0.8375 | 0.6163 | 0.6 | 0.407 | 0.636 |
| 0.0317 | 234.0 | 31824 | 0.7666 | 0.4054 | 0.6734 | 0.4565 | 0.6288 | 0.3833 | 0.5714 | 0.5503 | 0.6263 | 0.636 | 0.8375 | 0.6157 | 0.6167 | 0.4054 | 0.636 |
| 0.0317 | 235.0 | 31960 | 0.7645 | 0.4068 | 0.672 | 0.4442 | 0.6254 | 0.3838 | 0.5686 | 0.5497 | 0.6263 | 0.6377 | 0.8438 | 0.6176 | 0.6 | 0.4068 | 0.6377 |
| 0.0285 | 236.0 | 32096 | 0.7693 | 0.4084 | 0.674 | 0.4501 | 0.6285 | 0.3873 | 0.5714 | 0.5503 | 0.6291 | 0.64 | 0.8313 | 0.6209 | 0.6167 | 0.4084 | 0.64 |
| 0.0285 | 237.0 | 32232 | 0.7614 | 0.4099 | 0.6722 | 0.4586 | 0.6091 | 0.3905 | 0.5782 | 0.5537 | 0.6251 | 0.6366 | 0.8125 | 0.6183 | 0.6333 | 0.4099 | 0.6366 |
| 0.0285 | 238.0 | 32368 | 0.7600 | 0.4091 | 0.6732 | 0.4627 | 0.629 | 0.3869 | 0.5686 | 0.5509 | 0.6274 | 0.6389 | 0.825 | 0.6209 | 0.6 | 0.4091 | 0.6389 |
| 0.0272 | 239.0 | 32504 | 0.7607 | 0.4071 | 0.6737 | 0.4456 | 0.6314 | 0.3857 | 0.5714 | 0.5503 | 0.6269 | 0.6371 | 0.8375 | 0.617 | 0.6167 | 0.4071 | 0.6371 |
| 0.0272 | 240.0 | 32640 | 0.7634 | 0.408 | 0.6724 | 0.4487 | 0.6353 | 0.3861 | 0.5714 | 0.5531 | 0.6309 | 0.6411 | 0.85 | 0.6203 | 0.6167 | 0.408 | 0.6411 |
| 0.0272 | 241.0 | 32776 | 0.7658 | 0.4092 | 0.6731 | 0.4629 | 0.6195 | 0.3871 | 0.5714 | 0.5514 | 0.6291 | 0.64 | 0.8375 | 0.6203 | 0.6167 | 0.4092 | 0.64 |
| 0.0272 | 242.0 | 32912 | 0.7603 | 0.4092 | 0.6744 | 0.4514 | 0.633 | 0.3868 | 0.5686 | 0.5509 | 0.6303 | 0.64 | 0.8313 | 0.6216 | 0.6 | 0.4092 | 0.64 |
| 0.024 | 243.0 | 33048 | 0.7691 | 0.4109 | 0.6744 | 0.46 | 0.6157 | 0.3897 | 0.5714 | 0.5543 | 0.6297 | 0.6394 | 0.8313 | 0.6203 | 0.6167 | 0.4109 | 0.6394 |
| 0.024 | 244.0 | 33184 | 0.7624 | 0.4091 | 0.6705 | 0.4637 | 0.6167 | 0.3879 | 0.5686 | 0.5537 | 0.6251 | 0.636 | 0.8313 | 0.617 | 0.6 | 0.4091 | 0.636 |
| 0.024 | 245.0 | 33320 | 0.7675 | 0.4067 | 0.672 | 0.4603 | 0.6208 | 0.3836 | 0.5714 | 0.5491 | 0.6274 | 0.6383 | 0.8313 | 0.619 | 0.6167 | 0.4067 | 0.6383 |
| 0.024 | 246.0 | 33456 | 0.7719 | 0.4085 | 0.6725 | 0.464 | 0.6195 | 0.3857 | 0.5782 | 0.552 | 0.6246 | 0.6349 | 0.825 | 0.615 | 0.6333 | 0.4085 | 0.6349 |
| 0.0215 | 247.0 | 33592 | 0.7650 | 0.4106 | 0.6737 | 0.4649 | 0.623 | 0.389 | 0.5714 | 0.5537 | 0.6303 | 0.6394 | 0.8313 | 0.6203 | 0.6167 | 0.4106 | 0.6394 |
| 0.0215 | 248.0 | 33728 | 0.7716 | 0.4096 | 0.6732 | 0.4612 | 0.6248 | 0.3877 | 0.5714 | 0.5531 | 0.6303 | 0.6411 | 0.8313 | 0.6222 | 0.6167 | 0.4096 | 0.6411 |
| 0.0215 | 249.0 | 33864 | 0.7654 | 0.4086 | 0.6724 | 0.453 | 0.6268 | 0.3871 | 0.5714 | 0.5526 | 0.6286 | 0.6383 | 0.825 | 0.6196 | 0.6167 | 0.4086 | 0.6383 |
| 0.0194 | 250.0 | 34000 | 0.7696 | 0.4076 | 0.6725 | 0.4469 | 0.6464 | 0.3842 | 0.5714 | 0.5497 | 0.6263 | 0.6366 | 0.8313 | 0.617 | 0.6167 | 0.4076 | 0.6366 |
| 0.0194 | 251.0 | 34136 | 0.7668 | 0.4065 | 0.6737 | 0.4396 | 0.628 | 0.3837 | 0.5714 | 0.5509 | 0.6297 | 0.6394 | 0.8313 | 0.6203 | 0.6167 | 0.4065 | 0.6394 |
| 0.0194 | 252.0 | 34272 | 0.7679 | 0.4075 | 0.6721 | 0.4616 | 0.6297 | 0.3845 | 0.5714 | 0.5509 | 0.6269 | 0.6371 | 0.825 | 0.6183 | 0.6167 | 0.4075 | 0.6371 |
| 0.0194 | 253.0 | 34408 | 0.7725 | 0.4078 | 0.6737 | 0.4595 | 0.6194 | 0.3859 | 0.5714 | 0.552 | 0.6297 | 0.64 | 0.8313 | 0.6209 | 0.6167 | 0.4078 | 0.64 |
| 0.0174 | 254.0 | 34544 | 0.7710 | 0.4078 | 0.6708 | 0.4567 | 0.6167 | 0.3856 | 0.5714 | 0.5537 | 0.6297 | 0.64 | 0.8313 | 0.6209 | 0.6167 | 0.4078 | 0.64 |
| 0.0174 | 255.0 | 34680 | 0.7640 | 0.4072 | 0.6706 | 0.4496 | 0.6228 | 0.3851 | 0.5714 | 0.5531 | 0.6274 | 0.6371 | 0.8313 | 0.6176 | 0.6167 | 0.4072 | 0.6371 |
| 0.0174 | 256.0 | 34816 | 0.7606 | 0.4096 | 0.6714 | 0.4605 | 0.6242 | 0.3875 | 0.5714 | 0.5537 | 0.6269 | 0.6366 | 0.8313 | 0.617 | 0.6167 | 0.4096 | 0.6366 |
| 0.0174 | 257.0 | 34952 | 0.7629 | 0.4094 | 0.6716 | 0.4634 | 0.6188 | 0.3869 | 0.5714 | 0.5509 | 0.6297 | 0.6389 | 0.8313 | 0.6196 | 0.6167 | 0.4094 | 0.6389 |
| 0.0142 | 258.0 | 35088 | 0.7637 | 0.4074 | 0.6731 | 0.4526 | 0.6257 | 0.3856 | 0.5714 | 0.552 | 0.632 | 0.6417 | 0.8313 | 0.6229 | 0.6167 | 0.4074 | 0.6417 |
| 0.0142 | 259.0 | 35224 | 0.7601 | 0.4078 | 0.671 | 0.4548 | 0.6316 | 0.3857 | 0.5714 | 0.5526 | 0.6286 | 0.6389 | 0.8375 | 0.619 | 0.6167 | 0.4078 | 0.6389 |
| 0.0142 | 260.0 | 35360 | 0.7595 | 0.4078 | 0.6725 | 0.4533 | 0.6257 | 0.3859 | 0.5714 | 0.552 | 0.6297 | 0.6394 | 0.8375 | 0.6196 | 0.6167 | 0.4078 | 0.6394 |
| 0.0142 | 261.0 | 35496 | 0.7633 | 0.408 | 0.6741 | 0.4519 | 0.6245 | 0.3867 | 0.5714 | 0.552 | 0.632 | 0.6423 | 0.8375 | 0.6229 | 0.6167 | 0.408 | 0.6423 |
| 0.0133 | 262.0 | 35632 | 0.7593 | 0.4099 | 0.6719 | 0.4615 | 0.6254 | 0.3875 | 0.5714 | 0.5543 | 0.6303 | 0.64 | 0.8313 | 0.6209 | 0.6167 | 0.4099 | 0.64 |
| 0.0133 | 263.0 | 35768 | 0.7619 | 0.4076 | 0.673 | 0.4527 | 0.618 | 0.3862 | 0.5714 | 0.5509 | 0.6297 | 0.6389 | 0.8313 | 0.6196 | 0.6167 | 0.4076 | 0.6389 |
| 0.0133 | 264.0 | 35904 | 0.7638 | 0.4075 | 0.6727 | 0.4608 | 0.623 | 0.3856 | 0.5714 | 0.5509 | 0.6291 | 0.6389 | 0.8313 | 0.6196 | 0.6167 | 0.4075 | 0.6389 |
| 0.0116 | 265.0 | 36040 | 0.7598 | 0.4082 | 0.6778 | 0.4533 | 0.6245 | 0.3862 | 0.5714 | 0.552 | 0.6291 | 0.6389 | 0.8313 | 0.6196 | 0.6167 | 0.4082 | 0.6389 |
| 0.0116 | 266.0 | 36176 | 0.7631 | 0.4078 | 0.6724 | 0.4518 | 0.6168 | 0.3861 | 0.5714 | 0.5526 | 0.6309 | 0.6406 | 0.8313 | 0.6216 | 0.6167 | 0.4078 | 0.6406 |
| 0.0116 | 267.0 | 36312 | 0.7640 | 0.4094 | 0.6733 | 0.4614 | 0.6266 | 0.3873 | 0.5714 | 0.552 | 0.6291 | 0.6389 | 0.8313 | 0.6196 | 0.6167 | 0.4094 | 0.6389 |
| 0.0116 | 268.0 | 36448 | 0.7677 | 0.4104 | 0.6732 | 0.4554 | 0.6316 | 0.3886 | 0.5714 | 0.5537 | 0.6314 | 0.6417 | 0.8375 | 0.6222 | 0.6167 | 0.4104 | 0.6417 |
| 0.0091 | 269.0 | 36584 | 0.7642 | 0.4088 | 0.6731 | 0.4535 | 0.627 | 0.3866 | 0.5714 | 0.5514 | 0.6309 | 0.6406 | 0.8375 | 0.6209 | 0.6167 | 0.4088 | 0.6406 |
| 0.0091 | 270.0 | 36720 | 0.7685 | 0.4096 | 0.6735 | 0.4523 | 0.636 | 0.3877 | 0.5714 | 0.5531 | 0.6309 | 0.6411 | 0.8313 | 0.6222 | 0.6167 | 0.4096 | 0.6411 |
| 0.0091 | 271.0 | 36856 | 0.7673 | 0.4116 | 0.6733 | 0.4641 | 0.6362 | 0.389 | 0.5714 | 0.5543 | 0.6309 | 0.6406 | 0.8375 | 0.6209 | 0.6167 | 0.4116 | 0.6406 |
| 0.0091 | 272.0 | 36992 | 0.7669 | 0.4093 | 0.6732 | 0.4534 | 0.6257 | 0.3872 | 0.5714 | 0.5531 | 0.6314 | 0.6411 | 0.8375 | 0.6216 | 0.6167 | 0.4093 | 0.6411 |
| 0.0083 | 273.0 | 37128 | 0.7651 | 0.4091 | 0.6736 | 0.4534 | 0.6375 | 0.3865 | 0.5714 | 0.5531 | 0.6309 | 0.64 | 0.8375 | 0.6203 | 0.6167 | 0.4091 | 0.64 |
| 0.0083 | 274.0 | 37264 | 0.7657 | 0.4081 | 0.6735 | 0.4534 | 0.6266 | 0.3862 | 0.5714 | 0.552 | 0.6303 | 0.6394 | 0.8313 | 0.6203 | 0.6167 | 0.4081 | 0.6394 |
| 0.0083 | 275.0 | 37400 | 0.7646 | 0.4093 | 0.6736 | 0.4615 | 0.624 | 0.3871 | 0.5714 | 0.5526 | 0.6309 | 0.64 | 0.8313 | 0.6209 | 0.6167 | 0.4093 | 0.64 |
| 0.0069 | 276.0 | 37536 | 0.7640 | 0.4086 | 0.6732 | 0.4534 | 0.6257 | 0.3869 | 0.5714 | 0.552 | 0.6297 | 0.64 | 0.8375 | 0.6203 | 0.6167 | 0.4086 | 0.64 |
| 0.0069 | 277.0 | 37672 | 0.7649 | 0.409 | 0.6724 | 0.4621 | 0.6268 | 0.3868 | 0.5714 | 0.552 | 0.6303 | 0.6394 | 0.8313 | 0.6203 | 0.6167 | 0.409 | 0.6394 |
| 0.0069 | 278.0 | 37808 | 0.7651 | 0.4099 | 0.6735 | 0.4618 | 0.627 | 0.3874 | 0.5714 | 0.5526 | 0.6309 | 0.64 | 0.8375 | 0.6203 | 0.6167 | 0.4099 | 0.64 |
| 0.0069 | 279.0 | 37944 | 0.7642 | 0.4103 | 0.6744 | 0.4623 | 0.64 | 0.3873 | 0.5714 | 0.5526 | 0.6303 | 0.64 | 0.8375 | 0.6203 | 0.6167 | 0.4103 | 0.64 |
| 0.0059 | 280.0 | 38080 | 0.7640 | 0.41 | 0.6735 | 0.4543 | 0.6257 | 0.3883 | 0.5714 | 0.5543 | 0.6331 | 0.6429 | 0.8375 | 0.6235 | 0.6167 | 0.41 | 0.6429 |
| 0.0059 | 281.0 | 38216 | 0.7645 | 0.4086 | 0.673 | 0.4542 | 0.6285 | 0.3868 | 0.5714 | 0.5526 | 0.632 | 0.6411 | 0.8375 | 0.6216 | 0.6167 | 0.4086 | 0.6411 |
| 0.0059 | 282.0 | 38352 | 0.7671 | 0.4094 | 0.6726 | 0.4621 | 0.6257 | 0.3871 | 0.5714 | 0.5526 | 0.6309 | 0.6406 | 0.8375 | 0.6209 | 0.6167 | 0.4094 | 0.6406 |
| 0.0059 | 283.0 | 38488 | 0.7639 | 0.409 | 0.6729 | 0.4542 | 0.64 | 0.3866 | 0.5714 | 0.5526 | 0.6309 | 0.6406 | 0.8375 | 0.6209 | 0.6167 | 0.409 | 0.6406 |
| 0.0049 | 284.0 | 38624 | 0.7644 | 0.4085 | 0.673 | 0.4544 | 0.6285 | 0.3865 | 0.5714 | 0.5514 | 0.6303 | 0.6394 | 0.8375 | 0.6196 | 0.6167 | 0.4085 | 0.6394 |
| 0.0049 | 285.0 | 38760 | 0.7642 | 0.4085 | 0.6733 | 0.4549 | 0.6297 | 0.3866 | 0.5714 | 0.5514 | 0.6303 | 0.6394 | 0.8375 | 0.6196 | 0.6167 | 0.4085 | 0.6394 |
| 0.0049 | 286.0 | 38896 | 0.7641 | 0.4086 | 0.673 | 0.4543 | 0.6285 | 0.3866 | 0.5714 | 0.5514 | 0.6309 | 0.64 | 0.8375 | 0.6203 | 0.6167 | 0.4086 | 0.64 |
| 0.0044 | 287.0 | 39032 | 0.7642 | 0.4092 | 0.6729 | 0.4543 | 0.64 | 0.3865 | 0.5714 | 0.552 | 0.6303 | 0.64 | 0.8375 | 0.6203 | 0.6167 | 0.4092 | 0.64 |
| 0.0044 | 288.0 | 39168 | 0.7640 | 0.4086 | 0.6729 | 0.4544 | 0.6297 | 0.3865 | 0.5714 | 0.5514 | 0.6303 | 0.64 | 0.8375 | 0.6203 | 0.6167 | 0.4086 | 0.64 |
| 0.0044 | 289.0 | 39304 | 0.7639 | 0.4084 | 0.6729 | 0.4542 | 0.6297 | 0.3865 | 0.5714 | 0.5514 | 0.6303 | 0.64 | 0.8375 | 0.6203 | 0.6167 | 0.4084 | 0.64 |
| 0.0044 | 290.0 | 39440 | 0.7638 | 0.4089 | 0.6733 | 0.4556 | 0.6285 | 0.3871 | 0.5714 | 0.552 | 0.6309 | 0.6406 | 0.8375 | 0.6209 | 0.6167 | 0.4089 | 0.6406 |
| 0.0037 | 291.0 | 39576 | 0.7639 | 0.4087 | 0.6728 | 0.4551 | 0.6297 | 0.3866 | 0.5714 | 0.5514 | 0.6303 | 0.64 | 0.8375 | 0.6203 | 0.6167 | 0.4087 | 0.64 |
| 0.0037 | 292.0 | 39712 | 0.7641 | 0.4085 | 0.6729 | 0.4542 | 0.6297 | 0.3866 | 0.5714 | 0.552 | 0.6309 | 0.6406 | 0.8375 | 0.6209 | 0.6167 | 0.4085 | 0.6406 |
| 0.0037 | 293.0 | 39848 | 0.7638 | 0.4088 | 0.6729 | 0.4551 | 0.6297 | 0.3868 | 0.5714 | 0.552 | 0.6309 | 0.6406 | 0.8375 | 0.6209 | 0.6167 | 0.4088 | 0.6406 |
| 0.0037 | 294.0 | 39984 | 0.7638 | 0.4086 | 0.6729 | 0.4544 | 0.6297 | 0.3865 | 0.5714 | 0.5514 | 0.6303 | 0.64 | 0.8375 | 0.6203 | 0.6167 | 0.4086 | 0.64 |
| 0.0033 | 295.0 | 40120 | 0.7639 | 0.4086 | 0.6729 | 0.4544 | 0.6297 | 0.3867 | 0.5714 | 0.552 | 0.6309 | 0.6406 | 0.8375 | 0.6209 | 0.6167 | 0.4086 | 0.6406 |
| 0.0033 | 296.0 | 40256 | 0.7639 | 0.4086 | 0.6729 | 0.4544 | 0.6297 | 0.3867 | 0.5714 | 0.552 | 0.6309 | 0.6406 | 0.8375 | 0.6209 | 0.6167 | 0.4086 | 0.6406 |
| 0.0033 | 297.0 | 40392 | 0.7638 | 0.4086 | 0.6729 | 0.4544 | 0.6297 | 0.3867 | 0.5714 | 0.552 | 0.6309 | 0.6406 | 0.8375 | 0.6209 | 0.6167 | 0.4086 | 0.6406 |
| 0.0031 | 298.0 | 40528 | 0.7638 | 0.4086 | 0.6729 | 0.4544 | 0.6297 | 0.3867 | 0.5714 | 0.552 | 0.6309 | 0.6406 | 0.8375 | 0.6209 | 0.6167 | 0.4086 | 0.6406 |
| 0.0031 | 299.0 | 40664 | 0.7638 | 0.4086 | 0.6729 | 0.4544 | 0.6297 | 0.3867 | 0.5714 | 0.552 | 0.6309 | 0.6406 | 0.8375 | 0.6209 | 0.6167 | 0.4086 | 0.6406 |
| 0.0031 | 300.0 | 40800 | 0.7638 | 0.4086 | 0.6729 | 0.4544 | 0.6297 | 0.3867 | 0.5714 | 0.552 | 0.6309 | 0.6406 | 0.8375 | 0.6209 | 0.6167 | 0.4086 | 0.6406 |
### Framework versions
- Transformers 4.42.4
- Pytorch 2.3.1+cu121
- Datasets 2.20.0
- Tokenizers 0.19.1
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