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bert-tiny-finetuned-legal-definitions-longer-downstream-alt
This model is a fine-tuned version of muhtasham/bert-tiny-finetuned-legal-definitions-longer on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.2301
- Micro f1: 0.0
- Macro f1: 0.0
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: 2e-05
- train_batch_size: 4096
- eval_batch_size: 1024
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 1000
Training results
| Training Loss | Epoch | Step | Validation Loss | Micro f1 | Macro f1 |
|---|---|---|---|---|---|
| 0.6908 | 1.0 | 3 | 0.6878 | 0.1142 | 0.0900 |
| 0.6871 | 2.0 | 6 | 0.6838 | 0.1152 | 0.0834 |
| 0.6833 | 3.0 | 9 | 0.6799 | 0.1161 | 0.0763 |
| 0.6799 | 4.0 | 12 | 0.6759 | 0.1150 | 0.0697 |
| 0.6761 | 5.0 | 15 | 0.6720 | 0.1135 | 0.0617 |
| 0.6723 | 6.0 | 18 | 0.6681 | 0.1100 | 0.0513 |
| 0.6688 | 7.0 | 21 | 0.6642 | 0.1069 | 0.0442 |
| 0.6652 | 8.0 | 24 | 0.6604 | 0.1019 | 0.0379 |
| 0.6617 | 9.0 | 27 | 0.6566 | 0.0940 | 0.0296 |
| 0.658 | 10.0 | 30 | 0.6528 | 0.0835 | 0.0252 |
| 0.6544 | 11.0 | 33 | 0.6491 | 0.0696 | 0.0218 |
| 0.6511 | 12.0 | 36 | 0.6455 | 0.0463 | 0.0169 |
| 0.6475 | 13.0 | 39 | 0.6418 | 0.0287 | 0.0131 |
| 0.6441 | 14.0 | 42 | 0.6383 | 0.0133 | 0.0085 |
| 0.6407 | 15.0 | 45 | 0.6348 | 0.0044 | 0.0031 |
| 0.6375 | 16.0 | 48 | 0.6313 | 0.0012 | 0.0010 |
| 0.634 | 17.0 | 51 | 0.6279 | 0.0004 | 0.0003 |
| 0.6308 | 18.0 | 54 | 0.6246 | 0.0 | 0.0 |
| 0.6276 | 19.0 | 57 | 0.6213 | 0.0 | 0.0 |
| 0.6244 | 20.0 | 60 | 0.6180 | 0.0 | 0.0 |
| 0.6212 | 21.0 | 63 | 0.6147 | 0.0 | 0.0 |
| 0.6179 | 22.0 | 66 | 0.6115 | 0.0 | 0.0 |
| 0.6148 | 23.0 | 69 | 0.6083 | 0.0 | 0.0 |
| 0.6116 | 24.0 | 72 | 0.6051 | 0.0 | 0.0 |
| 0.6085 | 25.0 | 75 | 0.6019 | 0.0 | 0.0 |
| 0.6055 | 26.0 | 78 | 0.5987 | 0.0 | 0.0 |
| 0.6024 | 27.0 | 81 | 0.5955 | 0.0 | 0.0 |
| 0.5992 | 28.0 | 84 | 0.5923 | 0.0 | 0.0 |
| 0.5961 | 29.0 | 87 | 0.5891 | 0.0 | 0.0 |
| 0.593 | 30.0 | 90 | 0.5859 | 0.0 | 0.0 |
| 0.5898 | 31.0 | 93 | 0.5828 | 0.0 | 0.0 |
| 0.5866 | 32.0 | 96 | 0.5796 | 0.0 | 0.0 |
| 0.5835 | 33.0 | 99 | 0.5764 | 0.0 | 0.0 |
| 0.5805 | 34.0 | 102 | 0.5732 | 0.0 | 0.0 |
| 0.5775 | 35.0 | 105 | 0.5700 | 0.0 | 0.0 |
| 0.5739 | 36.0 | 108 | 0.5668 | 0.0 | 0.0 |
| 0.5709 | 37.0 | 111 | 0.5636 | 0.0 | 0.0 |
| 0.5677 | 38.0 | 114 | 0.5604 | 0.0 | 0.0 |
| 0.5647 | 39.0 | 117 | 0.5572 | 0.0 | 0.0 |
| 0.5614 | 40.0 | 120 | 0.5540 | 0.0 | 0.0 |
| 0.5582 | 41.0 | 123 | 0.5508 | 0.0 | 0.0 |
| 0.5549 | 42.0 | 126 | 0.5476 | 0.0 | 0.0 |
| 0.552 | 43.0 | 129 | 0.5444 | 0.0 | 0.0 |
| 0.5486 | 44.0 | 132 | 0.5412 | 0.0 | 0.0 |
| 0.5458 | 45.0 | 135 | 0.5381 | 0.0 | 0.0 |
| 0.5426 | 46.0 | 138 | 0.5349 | 0.0 | 0.0 |
| 0.539 | 47.0 | 141 | 0.5317 | 0.0 | 0.0 |
| 0.5359 | 48.0 | 144 | 0.5285 | 0.0 | 0.0 |
| 0.5327 | 49.0 | 147 | 0.5254 | 0.0 | 0.0 |
| 0.5295 | 50.0 | 150 | 0.5222 | 0.0 | 0.0 |
| 0.5268 | 51.0 | 153 | 0.5191 | 0.0 | 0.0 |
| 0.5235 | 52.0 | 156 | 0.5159 | 0.0 | 0.0 |
| 0.5203 | 53.0 | 159 | 0.5128 | 0.0 | 0.0 |
| 0.5173 | 54.0 | 162 | 0.5097 | 0.0 | 0.0 |
| 0.514 | 55.0 | 165 | 0.5066 | 0.0 | 0.0 |
| 0.511 | 56.0 | 168 | 0.5035 | 0.0 | 0.0 |
| 0.5079 | 57.0 | 171 | 0.5005 | 0.0 | 0.0 |
| 0.505 | 58.0 | 174 | 0.4974 | 0.0 | 0.0 |
| 0.5018 | 59.0 | 177 | 0.4944 | 0.0 | 0.0 |
| 0.4987 | 60.0 | 180 | 0.4913 | 0.0 | 0.0 |
| 0.4956 | 61.0 | 183 | 0.4883 | 0.0 | 0.0 |
| 0.4927 | 62.0 | 186 | 0.4854 | 0.0 | 0.0 |
| 0.4899 | 63.0 | 189 | 0.4824 | 0.0 | 0.0 |
| 0.4866 | 64.0 | 192 | 0.4794 | 0.0 | 0.0 |
| 0.4841 | 65.0 | 195 | 0.4765 | 0.0 | 0.0 |
| 0.4811 | 66.0 | 198 | 0.4736 | 0.0 | 0.0 |
| 0.4779 | 67.0 | 201 | 0.4707 | 0.0 | 0.0 |
| 0.475 | 68.0 | 204 | 0.4679 | 0.0 | 0.0 |
| 0.4721 | 69.0 | 207 | 0.4651 | 0.0 | 0.0 |
| 0.4695 | 70.0 | 210 | 0.4623 | 0.0 | 0.0 |
| 0.4669 | 71.0 | 213 | 0.4595 | 0.0 | 0.0 |
| 0.4636 | 72.0 | 216 | 0.4567 | 0.0 | 0.0 |
| 0.4612 | 73.0 | 219 | 0.4540 | 0.0 | 0.0 |
| 0.4583 | 74.0 | 222 | 0.4513 | 0.0 | 0.0 |
| 0.4554 | 75.0 | 225 | 0.4486 | 0.0 | 0.0 |
| 0.4527 | 76.0 | 228 | 0.4459 | 0.0 | 0.0 |
| 0.4501 | 77.0 | 231 | 0.4433 | 0.0 | 0.0 |
| 0.4473 | 78.0 | 234 | 0.4407 | 0.0 | 0.0 |
| 0.4451 | 79.0 | 237 | 0.4381 | 0.0 | 0.0 |
| 0.4425 | 80.0 | 240 | 0.4356 | 0.0 | 0.0 |
| 0.4397 | 81.0 | 243 | 0.4331 | 0.0 | 0.0 |
| 0.4375 | 82.0 | 246 | 0.4306 | 0.0 | 0.0 |
| 0.4348 | 83.0 | 249 | 0.4281 | 0.0 | 0.0 |
| 0.4322 | 84.0 | 252 | 0.4257 | 0.0 | 0.0 |
| 0.4297 | 85.0 | 255 | 0.4233 | 0.0 | 0.0 |
| 0.4273 | 86.0 | 258 | 0.4209 | 0.0 | 0.0 |
| 0.4247 | 87.0 | 261 | 0.4186 | 0.0 | 0.0 |
| 0.4223 | 88.0 | 264 | 0.4162 | 0.0 | 0.0 |
| 0.4202 | 89.0 | 267 | 0.4139 | 0.0 | 0.0 |
| 0.4177 | 90.0 | 270 | 0.4117 | 0.0 | 0.0 |
| 0.4157 | 91.0 | 273 | 0.4094 | 0.0 | 0.0 |
| 0.4134 | 92.0 | 276 | 0.4072 | 0.0 | 0.0 |
| 0.411 | 93.0 | 279 | 0.4050 | 0.0 | 0.0 |
| 0.4088 | 94.0 | 282 | 0.4029 | 0.0 | 0.0 |
| 0.4066 | 95.0 | 285 | 0.4008 | 0.0 | 0.0 |
| 0.4045 | 96.0 | 288 | 0.3987 | 0.0 | 0.0 |
| 0.4025 | 97.0 | 291 | 0.3966 | 0.0 | 0.0 |
| 0.4 | 98.0 | 294 | 0.3945 | 0.0 | 0.0 |
| 0.3984 | 99.0 | 297 | 0.3925 | 0.0 | 0.0 |
| 0.3963 | 100.0 | 300 | 0.3905 | 0.0 | 0.0 |
| 0.394 | 101.0 | 303 | 0.3885 | 0.0 | 0.0 |
| 0.3921 | 102.0 | 306 | 0.3866 | 0.0 | 0.0 |
| 0.3905 | 103.0 | 309 | 0.3847 | 0.0 | 0.0 |
| 0.3888 | 104.0 | 312 | 0.3828 | 0.0 | 0.0 |
| 0.3864 | 105.0 | 315 | 0.3809 | 0.0 | 0.0 |
| 0.3842 | 106.0 | 318 | 0.3791 | 0.0 | 0.0 |
| 0.3825 | 107.0 | 321 | 0.3773 | 0.0 | 0.0 |
| 0.3808 | 108.0 | 324 | 0.3755 | 0.0 | 0.0 |
| 0.3792 | 109.0 | 327 | 0.3737 | 0.0 | 0.0 |
| 0.3774 | 110.0 | 330 | 0.3720 | 0.0 | 0.0 |
| 0.3755 | 111.0 | 333 | 0.3703 | 0.0 | 0.0 |
| 0.3739 | 112.0 | 336 | 0.3686 | 0.0 | 0.0 |
| 0.372 | 113.0 | 339 | 0.3669 | 0.0 | 0.0 |
| 0.3705 | 114.0 | 342 | 0.3653 | 0.0 | 0.0 |
| 0.3691 | 115.0 | 345 | 0.3636 | 0.0 | 0.0 |
| 0.3671 | 116.0 | 348 | 0.3620 | 0.0 | 0.0 |
| 0.3655 | 117.0 | 351 | 0.3604 | 0.0 | 0.0 |
| 0.3639 | 118.0 | 354 | 0.3589 | 0.0 | 0.0 |
| 0.3626 | 119.0 | 357 | 0.3573 | 0.0 | 0.0 |
| 0.3611 | 120.0 | 360 | 0.3558 | 0.0 | 0.0 |
| 0.3595 | 121.0 | 363 | 0.3543 | 0.0 | 0.0 |
| 0.3575 | 122.0 | 366 | 0.3529 | 0.0 | 0.0 |
| 0.3559 | 123.0 | 369 | 0.3514 | 0.0 | 0.0 |
| 0.3542 | 124.0 | 372 | 0.3500 | 0.0 | 0.0 |
| 0.3534 | 125.0 | 375 | 0.3486 | 0.0 | 0.0 |
| 0.3518 | 126.0 | 378 | 0.3472 | 0.0 | 0.0 |
| 0.3506 | 127.0 | 381 | 0.3458 | 0.0 | 0.0 |
| 0.349 | 128.0 | 384 | 0.3444 | 0.0 | 0.0 |
| 0.3474 | 129.0 | 387 | 0.3431 | 0.0 | 0.0 |
| 0.3464 | 130.0 | 390 | 0.3418 | 0.0 | 0.0 |
| 0.3449 | 131.0 | 393 | 0.3405 | 0.0 | 0.0 |
| 0.3437 | 132.0 | 396 | 0.3392 | 0.0 | 0.0 |
| 0.342 | 133.0 | 399 | 0.3379 | 0.0 | 0.0 |
| 0.3407 | 134.0 | 402 | 0.3367 | 0.0 | 0.0 |
| 0.34 | 135.0 | 405 | 0.3355 | 0.0 | 0.0 |
| 0.3384 | 136.0 | 408 | 0.3342 | 0.0 | 0.0 |
| 0.337 | 137.0 | 411 | 0.3330 | 0.0 | 0.0 |
| 0.3359 | 138.0 | 414 | 0.3319 | 0.0 | 0.0 |
| 0.3343 | 139.0 | 417 | 0.3307 | 0.0 | 0.0 |
| 0.3338 | 140.0 | 420 | 0.3296 | 0.0 | 0.0 |
| 0.3323 | 141.0 | 423 | 0.3284 | 0.0 | 0.0 |
| 0.3316 | 142.0 | 426 | 0.3273 | 0.0 | 0.0 |
| 0.3306 | 143.0 | 429 | 0.3262 | 0.0 | 0.0 |
| 0.3288 | 144.0 | 432 | 0.3251 | 0.0 | 0.0 |
| 0.3281 | 145.0 | 435 | 0.3241 | 0.0 | 0.0 |
| 0.3267 | 146.0 | 438 | 0.3230 | 0.0 | 0.0 |
| 0.3255 | 147.0 | 441 | 0.3220 | 0.0 | 0.0 |
| 0.3247 | 148.0 | 444 | 0.3209 | 0.0 | 0.0 |
| 0.3239 | 149.0 | 447 | 0.3199 | 0.0 | 0.0 |
| 0.3229 | 150.0 | 450 | 0.3189 | 0.0 | 0.0 |
| 0.3209 | 151.0 | 453 | 0.3179 | 0.0 | 0.0 |
| 0.3199 | 152.0 | 456 | 0.3170 | 0.0 | 0.0 |
| 0.3194 | 153.0 | 459 | 0.3160 | 0.0 | 0.0 |
| 0.3188 | 154.0 | 462 | 0.3151 | 0.0 | 0.0 |
| 0.3176 | 155.0 | 465 | 0.3141 | 0.0 | 0.0 |
| 0.3168 | 156.0 | 468 | 0.3132 | 0.0 | 0.0 |
| 0.3155 | 157.0 | 471 | 0.3123 | 0.0 | 0.0 |
| 0.3147 | 158.0 | 474 | 0.3114 | 0.0 | 0.0 |
| 0.3136 | 159.0 | 477 | 0.3105 | 0.0 | 0.0 |
| 0.3131 | 160.0 | 480 | 0.3097 | 0.0 | 0.0 |
| 0.3121 | 161.0 | 483 | 0.3088 | 0.0 | 0.0 |
| 0.3113 | 162.0 | 486 | 0.3079 | 0.0 | 0.0 |
| 0.3097 | 163.0 | 489 | 0.3071 | 0.0 | 0.0 |
| 0.3097 | 164.0 | 492 | 0.3063 | 0.0 | 0.0 |
| 0.3089 | 165.0 | 495 | 0.3055 | 0.0 | 0.0 |
| 0.3078 | 166.0 | 498 | 0.3047 | 0.0 | 0.0 |
| 0.3071 | 167.0 | 501 | 0.3039 | 0.0 | 0.0 |
| 0.3064 | 168.0 | 504 | 0.3031 | 0.0 | 0.0 |
| 0.3057 | 169.0 | 507 | 0.3023 | 0.0 | 0.0 |
| 0.3047 | 170.0 | 510 | 0.3015 | 0.0 | 0.0 |
| 0.3037 | 171.0 | 513 | 0.3008 | 0.0 | 0.0 |
| 0.3034 | 172.0 | 516 | 0.3001 | 0.0 | 0.0 |
| 0.3021 | 173.0 | 519 | 0.2993 | 0.0 | 0.0 |
| 0.3016 | 174.0 | 522 | 0.2986 | 0.0 | 0.0 |
| 0.3005 | 175.0 | 525 | 0.2979 | 0.0 | 0.0 |
| 0.3003 | 176.0 | 528 | 0.2972 | 0.0 | 0.0 |
| 0.2997 | 177.0 | 531 | 0.2965 | 0.0 | 0.0 |
| 0.2985 | 178.0 | 534 | 0.2958 | 0.0 | 0.0 |
| 0.2978 | 179.0 | 537 | 0.2951 | 0.0 | 0.0 |
| 0.2975 | 180.0 | 540 | 0.2945 | 0.0 | 0.0 |
| 0.2968 | 181.0 | 543 | 0.2938 | 0.0 | 0.0 |
| 0.296 | 182.0 | 546 | 0.2931 | 0.0 | 0.0 |
| 0.2951 | 183.0 | 549 | 0.2925 | 0.0 | 0.0 |
| 0.2948 | 184.0 | 552 | 0.2919 | 0.0 | 0.0 |
| 0.2942 | 185.0 | 555 | 0.2912 | 0.0 | 0.0 |
| 0.2935 | 186.0 | 558 | 0.2906 | 0.0 | 0.0 |
| 0.293 | 187.0 | 561 | 0.2900 | 0.0 | 0.0 |
| 0.2921 | 188.0 | 564 | 0.2894 | 0.0 | 0.0 |
| 0.2917 | 189.0 | 567 | 0.2888 | 0.0 | 0.0 |
| 0.2908 | 190.0 | 570 | 0.2882 | 0.0 | 0.0 |
| 0.2901 | 191.0 | 573 | 0.2876 | 0.0 | 0.0 |
| 0.2893 | 192.0 | 576 | 0.2871 | 0.0 | 0.0 |
| 0.2892 | 193.0 | 579 | 0.2865 | 0.0 | 0.0 |
| 0.2887 | 194.0 | 582 | 0.2859 | 0.0 | 0.0 |
| 0.2873 | 195.0 | 585 | 0.2854 | 0.0 | 0.0 |
| 0.2877 | 196.0 | 588 | 0.2848 | 0.0 | 0.0 |
| 0.2866 | 197.0 | 591 | 0.2843 | 0.0 | 0.0 |
| 0.2865 | 198.0 | 594 | 0.2838 | 0.0 | 0.0 |
| 0.2855 | 199.0 | 597 | 0.2832 | 0.0 | 0.0 |
| 0.2851 | 200.0 | 600 | 0.2827 | 0.0 | 0.0 |
| 0.285 | 201.0 | 603 | 0.2822 | 0.0 | 0.0 |
| 0.2842 | 202.0 | 606 | 0.2817 | 0.0 | 0.0 |
| 0.2837 | 203.0 | 609 | 0.2812 | 0.0 | 0.0 |
| 0.2831 | 204.0 | 612 | 0.2807 | 0.0 | 0.0 |
| 0.2825 | 205.0 | 615 | 0.2802 | 0.0 | 0.0 |
| 0.2822 | 206.0 | 618 | 0.2797 | 0.0 | 0.0 |
| 0.2821 | 207.0 | 621 | 0.2792 | 0.0 | 0.0 |
| 0.2811 | 208.0 | 624 | 0.2788 | 0.0 | 0.0 |
| 0.2807 | 209.0 | 627 | 0.2783 | 0.0 | 0.0 |
| 0.2802 | 210.0 | 630 | 0.2779 | 0.0 | 0.0 |
| 0.2799 | 211.0 | 633 | 0.2774 | 0.0 | 0.0 |
| 0.2793 | 212.0 | 636 | 0.2769 | 0.0 | 0.0 |
| 0.279 | 213.0 | 639 | 0.2765 | 0.0 | 0.0 |
| 0.2783 | 214.0 | 642 | 0.2761 | 0.0 | 0.0 |
| 0.2776 | 215.0 | 645 | 0.2756 | 0.0 | 0.0 |
| 0.2777 | 216.0 | 648 | 0.2752 | 0.0 | 0.0 |
| 0.2768 | 217.0 | 651 | 0.2748 | 0.0 | 0.0 |
| 0.2758 | 218.0 | 654 | 0.2744 | 0.0 | 0.0 |
| 0.2762 | 219.0 | 657 | 0.2739 | 0.0 | 0.0 |
| 0.2754 | 220.0 | 660 | 0.2735 | 0.0 | 0.0 |
| 0.2756 | 221.0 | 663 | 0.2731 | 0.0 | 0.0 |
| 0.2749 | 222.0 | 666 | 0.2727 | 0.0 | 0.0 |
| 0.2749 | 223.0 | 669 | 0.2723 | 0.0 | 0.0 |
| 0.2743 | 224.0 | 672 | 0.2719 | 0.0 | 0.0 |
| 0.2738 | 225.0 | 675 | 0.2716 | 0.0 | 0.0 |
| 0.2731 | 226.0 | 678 | 0.2712 | 0.0 | 0.0 |
| 0.2726 | 227.0 | 681 | 0.2708 | 0.0 | 0.0 |
| 0.2726 | 228.0 | 684 | 0.2704 | 0.0 | 0.0 |
| 0.2718 | 229.0 | 687 | 0.2701 | 0.0 | 0.0 |
| 0.2717 | 230.0 | 690 | 0.2697 | 0.0 | 0.0 |
| 0.2719 | 231.0 | 693 | 0.2693 | 0.0 | 0.0 |
| 0.2715 | 232.0 | 696 | 0.2690 | 0.0 | 0.0 |
| 0.2706 | 233.0 | 699 | 0.2686 | 0.0 | 0.0 |
| 0.2701 | 234.0 | 702 | 0.2683 | 0.0 | 0.0 |
| 0.2702 | 235.0 | 705 | 0.2679 | 0.0 | 0.0 |
| 0.2698 | 236.0 | 708 | 0.2676 | 0.0 | 0.0 |
| 0.2689 | 237.0 | 711 | 0.2673 | 0.0 | 0.0 |
| 0.2696 | 238.0 | 714 | 0.2669 | 0.0 | 0.0 |
| 0.269 | 239.0 | 717 | 0.2666 | 0.0 | 0.0 |
| 0.2675 | 240.0 | 720 | 0.2663 | 0.0 | 0.0 |
| 0.268 | 241.0 | 723 | 0.2660 | 0.0 | 0.0 |
| 0.2675 | 242.0 | 726 | 0.2656 | 0.0 | 0.0 |
| 0.267 | 243.0 | 729 | 0.2653 | 0.0 | 0.0 |
| 0.2669 | 244.0 | 732 | 0.2650 | 0.0 | 0.0 |
| 0.266 | 245.0 | 735 | 0.2647 | 0.0 | 0.0 |
| 0.2668 | 246.0 | 738 | 0.2644 | 0.0 | 0.0 |
| 0.2661 | 247.0 | 741 | 0.2641 | 0.0 | 0.0 |
| 0.2655 | 248.0 | 744 | 0.2638 | 0.0 | 0.0 |
| 0.2651 | 249.0 | 747 | 0.2635 | 0.0 | 0.0 |
| 0.2653 | 250.0 | 750 | 0.2632 | 0.0 | 0.0 |
| 0.2643 | 251.0 | 753 | 0.2629 | 0.0 | 0.0 |
| 0.264 | 252.0 | 756 | 0.2626 | 0.0 | 0.0 |
| 0.264 | 253.0 | 759 | 0.2624 | 0.0 | 0.0 |
| 0.2639 | 254.0 | 762 | 0.2621 | 0.0 | 0.0 |
| 0.2643 | 255.0 | 765 | 0.2618 | 0.0 | 0.0 |
| 0.2637 | 256.0 | 768 | 0.2615 | 0.0 | 0.0 |
| 0.2634 | 257.0 | 771 | 0.2613 | 0.0 | 0.0 |
| 0.2628 | 258.0 | 774 | 0.2610 | 0.0 | 0.0 |
| 0.2619 | 259.0 | 777 | 0.2607 | 0.0 | 0.0 |
| 0.2624 | 260.0 | 780 | 0.2605 | 0.0 | 0.0 |
| 0.2614 | 261.0 | 783 | 0.2602 | 0.0 | 0.0 |
| 0.2611 | 262.0 | 786 | 0.2599 | 0.0 | 0.0 |
| 0.2612 | 263.0 | 789 | 0.2597 | 0.0 | 0.0 |
| 0.2612 | 264.0 | 792 | 0.2594 | 0.0 | 0.0 |
| 0.2611 | 265.0 | 795 | 0.2592 | 0.0 | 0.0 |
| 0.2612 | 266.0 | 798 | 0.2589 | 0.0 | 0.0 |
| 0.2601 | 267.0 | 801 | 0.2587 | 0.0 | 0.0 |
| 0.2606 | 268.0 | 804 | 0.2585 | 0.0 | 0.0 |
| 0.2603 | 269.0 | 807 | 0.2582 | 0.0 | 0.0 |
| 0.2609 | 270.0 | 810 | 0.2580 | 0.0 | 0.0 |
| 0.2593 | 271.0 | 813 | 0.2578 | 0.0 | 0.0 |
| 0.2586 | 272.0 | 816 | 0.2575 | 0.0 | 0.0 |
| 0.2592 | 273.0 | 819 | 0.2573 | 0.0 | 0.0 |
| 0.2586 | 274.0 | 822 | 0.2571 | 0.0 | 0.0 |
| 0.2583 | 275.0 | 825 | 0.2568 | 0.0 | 0.0 |
| 0.2573 | 276.0 | 828 | 0.2566 | 0.0 | 0.0 |
| 0.2578 | 277.0 | 831 | 0.2564 | 0.0 | 0.0 |
| 0.2581 | 278.0 | 834 | 0.2562 | 0.0 | 0.0 |
| 0.2574 | 279.0 | 837 | 0.2560 | 0.0 | 0.0 |
| 0.2575 | 280.0 | 840 | 0.2558 | 0.0 | 0.0 |
| 0.2574 | 281.0 | 843 | 0.2555 | 0.0 | 0.0 |
| 0.257 | 282.0 | 846 | 0.2553 | 0.0 | 0.0 |
| 0.2569 | 283.0 | 849 | 0.2551 | 0.0 | 0.0 |
| 0.2569 | 284.0 | 852 | 0.2549 | 0.0 | 0.0 |
| 0.2557 | 285.0 | 855 | 0.2547 | 0.0 | 0.0 |
| 0.2559 | 286.0 | 858 | 0.2545 | 0.0 | 0.0 |
| 0.2555 | 287.0 | 861 | 0.2543 | 0.0 | 0.0 |
| 0.2557 | 288.0 | 864 | 0.2541 | 0.0 | 0.0 |
| 0.2552 | 289.0 | 867 | 0.2539 | 0.0 | 0.0 |
| 0.2555 | 290.0 | 870 | 0.2537 | 0.0 | 0.0 |
| 0.2554 | 291.0 | 873 | 0.2535 | 0.0 | 0.0 |
| 0.2547 | 292.0 | 876 | 0.2534 | 0.0 | 0.0 |
| 0.2547 | 293.0 | 879 | 0.2532 | 0.0 | 0.0 |
| 0.2546 | 294.0 | 882 | 0.2530 | 0.0 | 0.0 |
| 0.2543 | 295.0 | 885 | 0.2528 | 0.0 | 0.0 |
| 0.2542 | 296.0 | 888 | 0.2526 | 0.0 | 0.0 |
| 0.254 | 297.0 | 891 | 0.2524 | 0.0 | 0.0 |
| 0.2535 | 298.0 | 894 | 0.2523 | 0.0 | 0.0 |
| 0.2537 | 299.0 | 897 | 0.2521 | 0.0 | 0.0 |
| 0.2536 | 300.0 | 900 | 0.2519 | 0.0 | 0.0 |
| 0.2533 | 301.0 | 903 | 0.2517 | 0.0 | 0.0 |
| 0.2526 | 302.0 | 906 | 0.2516 | 0.0 | 0.0 |
| 0.2525 | 303.0 | 909 | 0.2514 | 0.0 | 0.0 |
| 0.2532 | 304.0 | 912 | 0.2512 | 0.0 | 0.0 |
| 0.2526 | 305.0 | 915 | 0.2510 | 0.0 | 0.0 |
| 0.2516 | 306.0 | 918 | 0.2509 | 0.0 | 0.0 |
| 0.2523 | 307.0 | 921 | 0.2507 | 0.0 | 0.0 |
| 0.2522 | 308.0 | 924 | 0.2506 | 0.0 | 0.0 |
| 0.2517 | 309.0 | 927 | 0.2504 | 0.0 | 0.0 |
| 0.2513 | 310.0 | 930 | 0.2502 | 0.0 | 0.0 |
| 0.2515 | 311.0 | 933 | 0.2501 | 0.0 | 0.0 |
| 0.2518 | 312.0 | 936 | 0.2499 | 0.0 | 0.0 |
| 0.2506 | 313.0 | 939 | 0.2498 | 0.0 | 0.0 |
| 0.2501 | 314.0 | 942 | 0.2496 | 0.0 | 0.0 |
| 0.2508 | 315.0 | 945 | 0.2495 | 0.0 | 0.0 |
| 0.2508 | 316.0 | 948 | 0.2493 | 0.0 | 0.0 |
| 0.2506 | 317.0 | 951 | 0.2492 | 0.0 | 0.0 |
| 0.2509 | 318.0 | 954 | 0.2490 | 0.0 | 0.0 |
| 0.2504 | 319.0 | 957 | 0.2489 | 0.0 | 0.0 |
| 0.2501 | 320.0 | 960 | 0.2487 | 0.0 | 0.0 |
| 0.2499 | 321.0 | 963 | 0.2486 | 0.0 | 0.0 |
| 0.2495 | 322.0 | 966 | 0.2484 | 0.0 | 0.0 |
| 0.2491 | 323.0 | 969 | 0.2483 | 0.0 | 0.0 |
| 0.2492 | 324.0 | 972 | 0.2482 | 0.0 | 0.0 |
| 0.2497 | 325.0 | 975 | 0.2480 | 0.0 | 0.0 |
| 0.2495 | 326.0 | 978 | 0.2479 | 0.0 | 0.0 |
| 0.2488 | 327.0 | 981 | 0.2477 | 0.0 | 0.0 |
| 0.249 | 328.0 | 984 | 0.2476 | 0.0 | 0.0 |
| 0.2488 | 329.0 | 987 | 0.2475 | 0.0 | 0.0 |
| 0.2492 | 330.0 | 990 | 0.2473 | 0.0 | 0.0 |
| 0.2483 | 331.0 | 993 | 0.2472 | 0.0 | 0.0 |
| 0.248 | 332.0 | 996 | 0.2471 | 0.0 | 0.0 |
| 0.248 | 333.0 | 999 | 0.2469 | 0.0 | 0.0 |
| 0.2482 | 334.0 | 1002 | 0.2468 | 0.0 | 0.0 |
| 0.248 | 335.0 | 1005 | 0.2467 | 0.0 | 0.0 |
| 0.2479 | 336.0 | 1008 | 0.2466 | 0.0 | 0.0 |
| 0.2471 | 337.0 | 1011 | 0.2464 | 0.0 | 0.0 |
| 0.2479 | 338.0 | 1014 | 0.2463 | 0.0 | 0.0 |
| 0.2474 | 339.0 | 1017 | 0.2462 | 0.0 | 0.0 |
| 0.2478 | 340.0 | 1020 | 0.2461 | 0.0 | 0.0 |
| 0.2471 | 341.0 | 1023 | 0.2460 | 0.0 | 0.0 |
| 0.2465 | 342.0 | 1026 | 0.2458 | 0.0 | 0.0 |
| 0.2463 | 343.0 | 1029 | 0.2457 | 0.0 | 0.0 |
| 0.2475 | 344.0 | 1032 | 0.2456 | 0.0 | 0.0 |
| 0.2463 | 345.0 | 1035 | 0.2455 | 0.0 | 0.0 |
| 0.2464 | 346.0 | 1038 | 0.2454 | 0.0 | 0.0 |
| 0.2469 | 347.0 | 1041 | 0.2453 | 0.0 | 0.0 |
| 0.2461 | 348.0 | 1044 | 0.2451 | 0.0 | 0.0 |
| 0.246 | 349.0 | 1047 | 0.2450 | 0.0 | 0.0 |
| 0.2463 | 350.0 | 1050 | 0.2449 | 0.0 | 0.0 |
| 0.2461 | 351.0 | 1053 | 0.2448 | 0.0 | 0.0 |
| 0.2453 | 352.0 | 1056 | 0.2447 | 0.0 | 0.0 |
| 0.2458 | 353.0 | 1059 | 0.2446 | 0.0 | 0.0 |
| 0.2462 | 354.0 | 1062 | 0.2445 | 0.0 | 0.0 |
| 0.2456 | 355.0 | 1065 | 0.2444 | 0.0 | 0.0 |
| 0.2454 | 356.0 | 1068 | 0.2443 | 0.0 | 0.0 |
| 0.2452 | 357.0 | 1071 | 0.2442 | 0.0 | 0.0 |
| 0.2453 | 358.0 | 1074 | 0.2441 | 0.0 | 0.0 |
| 0.245 | 359.0 | 1077 | 0.2440 | 0.0 | 0.0 |
| 0.2449 | 360.0 | 1080 | 0.2439 | 0.0 | 0.0 |
| 0.2446 | 361.0 | 1083 | 0.2438 | 0.0 | 0.0 |
| 0.2452 | 362.0 | 1086 | 0.2437 | 0.0 | 0.0 |
| 0.2449 | 363.0 | 1089 | 0.2436 | 0.0 | 0.0 |
| 0.2444 | 364.0 | 1092 | 0.2435 | 0.0 | 0.0 |
| 0.2452 | 365.0 | 1095 | 0.2434 | 0.0 | 0.0 |
| 0.2443 | 366.0 | 1098 | 0.2433 | 0.0 | 0.0 |
| 0.2441 | 367.0 | 1101 | 0.2432 | 0.0 | 0.0 |
| 0.2439 | 368.0 | 1104 | 0.2431 | 0.0 | 0.0 |
| 0.2439 | 369.0 | 1107 | 0.2430 | 0.0 | 0.0 |
| 0.2443 | 370.0 | 1110 | 0.2429 | 0.0 | 0.0 |
| 0.2444 | 371.0 | 1113 | 0.2428 | 0.0 | 0.0 |
| 0.243 | 372.0 | 1116 | 0.2427 | 0.0 | 0.0 |
| 0.2445 | 373.0 | 1119 | 0.2426 | 0.0 | 0.0 |
| 0.2443 | 374.0 | 1122 | 0.2425 | 0.0 | 0.0 |
| 0.2434 | 375.0 | 1125 | 0.2424 | 0.0 | 0.0 |
| 0.2432 | 376.0 | 1128 | 0.2423 | 0.0 | 0.0 |
| 0.2434 | 377.0 | 1131 | 0.2422 | 0.0 | 0.0 |
| 0.2438 | 378.0 | 1134 | 0.2422 | 0.0 | 0.0 |
| 0.2434 | 379.0 | 1137 | 0.2421 | 0.0 | 0.0 |
| 0.2425 | 380.0 | 1140 | 0.2420 | 0.0 | 0.0 |
| 0.2428 | 381.0 | 1143 | 0.2419 | 0.0 | 0.0 |
| 0.2431 | 382.0 | 1146 | 0.2418 | 0.0 | 0.0 |
| 0.2432 | 383.0 | 1149 | 0.2417 | 0.0 | 0.0 |
| 0.243 | 384.0 | 1152 | 0.2416 | 0.0 | 0.0 |
| 0.2422 | 385.0 | 1155 | 0.2416 | 0.0 | 0.0 |
| 0.2422 | 386.0 | 1158 | 0.2415 | 0.0 | 0.0 |
| 0.2429 | 387.0 | 1161 | 0.2414 | 0.0 | 0.0 |
| 0.2422 | 388.0 | 1164 | 0.2413 | 0.0 | 0.0 |
| 0.2426 | 389.0 | 1167 | 0.2412 | 0.0 | 0.0 |
| 0.2424 | 390.0 | 1170 | 0.2412 | 0.0 | 0.0 |
| 0.2417 | 391.0 | 1173 | 0.2411 | 0.0 | 0.0 |
| 0.2421 | 392.0 | 1176 | 0.2410 | 0.0 | 0.0 |
| 0.2428 | 393.0 | 1179 | 0.2409 | 0.0 | 0.0 |
| 0.2416 | 394.0 | 1182 | 0.2408 | 0.0 | 0.0 |
| 0.2418 | 395.0 | 1185 | 0.2408 | 0.0 | 0.0 |
| 0.2417 | 396.0 | 1188 | 0.2407 | 0.0 | 0.0 |
| 0.2418 | 397.0 | 1191 | 0.2406 | 0.0 | 0.0 |
| 0.2414 | 398.0 | 1194 | 0.2405 | 0.0 | 0.0 |
| 0.2416 | 399.0 | 1197 | 0.2405 | 0.0 | 0.0 |
| 0.242 | 400.0 | 1200 | 0.2404 | 0.0 | 0.0 |
| 0.2419 | 401.0 | 1203 | 0.2403 | 0.0 | 0.0 |
| 0.2416 | 402.0 | 1206 | 0.2403 | 0.0 | 0.0 |
| 0.2415 | 403.0 | 1209 | 0.2402 | 0.0 | 0.0 |
| 0.2408 | 404.0 | 1212 | 0.2401 | 0.0 | 0.0 |
| 0.2402 | 405.0 | 1215 | 0.2400 | 0.0 | 0.0 |
| 0.2412 | 406.0 | 1218 | 0.2400 | 0.0 | 0.0 |
| 0.2407 | 407.0 | 1221 | 0.2399 | 0.0 | 0.0 |
| 0.2409 | 408.0 | 1224 | 0.2398 | 0.0 | 0.0 |
| 0.2408 | 409.0 | 1227 | 0.2398 | 0.0 | 0.0 |
| 0.2403 | 410.0 | 1230 | 0.2397 | 0.0 | 0.0 |
| 0.241 | 411.0 | 1233 | 0.2396 | 0.0 | 0.0 |
| 0.2407 | 412.0 | 1236 | 0.2396 | 0.0 | 0.0 |
| 0.2407 | 413.0 | 1239 | 0.2395 | 0.0 | 0.0 |
| 0.2402 | 414.0 | 1242 | 0.2394 | 0.0 | 0.0 |
| 0.2404 | 415.0 | 1245 | 0.2394 | 0.0 | 0.0 |
| 0.2401 | 416.0 | 1248 | 0.2393 | 0.0 | 0.0 |
| 0.2393 | 417.0 | 1251 | 0.2392 | 0.0 | 0.0 |
| 0.2401 | 418.0 | 1254 | 0.2392 | 0.0 | 0.0 |
| 0.2397 | 419.0 | 1257 | 0.2391 | 0.0 | 0.0 |
| 0.2408 | 420.0 | 1260 | 0.2390 | 0.0 | 0.0 |
| 0.2402 | 421.0 | 1263 | 0.2390 | 0.0 | 0.0 |
| 0.24 | 422.0 | 1266 | 0.2389 | 0.0 | 0.0 |
| 0.2397 | 423.0 | 1269 | 0.2389 | 0.0 | 0.0 |
| 0.2397 | 424.0 | 1272 | 0.2388 | 0.0 | 0.0 |
| 0.2394 | 425.0 | 1275 | 0.2387 | 0.0 | 0.0 |
| 0.2399 | 426.0 | 1278 | 0.2387 | 0.0 | 0.0 |
| 0.2397 | 427.0 | 1281 | 0.2386 | 0.0 | 0.0 |
| 0.2394 | 428.0 | 1284 | 0.2386 | 0.0 | 0.0 |
| 0.2393 | 429.0 | 1287 | 0.2385 | 0.0 | 0.0 |
| 0.2398 | 430.0 | 1290 | 0.2384 | 0.0 | 0.0 |
| 0.2393 | 431.0 | 1293 | 0.2384 | 0.0 | 0.0 |
| 0.2395 | 432.0 | 1296 | 0.2383 | 0.0 | 0.0 |
| 0.2388 | 433.0 | 1299 | 0.2383 | 0.0 | 0.0 |
| 0.2393 | 434.0 | 1302 | 0.2382 | 0.0 | 0.0 |
| 0.2391 | 435.0 | 1305 | 0.2382 | 0.0 | 0.0 |
| 0.2386 | 436.0 | 1308 | 0.2381 | 0.0 | 0.0 |
| 0.2389 | 437.0 | 1311 | 0.2380 | 0.0 | 0.0 |
| 0.2385 | 438.0 | 1314 | 0.2380 | 0.0 | 0.0 |
| 0.2389 | 439.0 | 1317 | 0.2379 | 0.0 | 0.0 |
| 0.2382 | 440.0 | 1320 | 0.2379 | 0.0 | 0.0 |
| 0.2389 | 441.0 | 1323 | 0.2378 | 0.0 | 0.0 |
| 0.2387 | 442.0 | 1326 | 0.2378 | 0.0 | 0.0 |
| 0.2389 | 443.0 | 1329 | 0.2377 | 0.0 | 0.0 |
| 0.2381 | 444.0 | 1332 | 0.2377 | 0.0 | 0.0 |
| 0.2383 | 445.0 | 1335 | 0.2376 | 0.0 | 0.0 |
| 0.2384 | 446.0 | 1338 | 0.2376 | 0.0 | 0.0 |
| 0.2385 | 447.0 | 1341 | 0.2375 | 0.0 | 0.0 |
| 0.2387 | 448.0 | 1344 | 0.2375 | 0.0 | 0.0 |
| 0.2379 | 449.0 | 1347 | 0.2374 | 0.0 | 0.0 |
| 0.239 | 450.0 | 1350 | 0.2374 | 0.0 | 0.0 |
| 0.2389 | 451.0 | 1353 | 0.2373 | 0.0 | 0.0 |
| 0.2383 | 452.0 | 1356 | 0.2373 | 0.0 | 0.0 |
| 0.2374 | 453.0 | 1359 | 0.2372 | 0.0 | 0.0 |
| 0.2383 | 454.0 | 1362 | 0.2372 | 0.0 | 0.0 |
| 0.2382 | 455.0 | 1365 | 0.2371 | 0.0 | 0.0 |
| 0.238 | 456.0 | 1368 | 0.2371 | 0.0 | 0.0 |
| 0.2382 | 457.0 | 1371 | 0.2370 | 0.0 | 0.0 |
| 0.2385 | 458.0 | 1374 | 0.2370 | 0.0 | 0.0 |
| 0.2375 | 459.0 | 1377 | 0.2369 | 0.0 | 0.0 |
| 0.2376 | 460.0 | 1380 | 0.2369 | 0.0 | 0.0 |
| 0.2376 | 461.0 | 1383 | 0.2368 | 0.0 | 0.0 |
| 0.238 | 462.0 | 1386 | 0.2368 | 0.0 | 0.0 |
| 0.2381 | 463.0 | 1389 | 0.2367 | 0.0 | 0.0 |
| 0.2375 | 464.0 | 1392 | 0.2367 | 0.0 | 0.0 |
| 0.2379 | 465.0 | 1395 | 0.2367 | 0.0 | 0.0 |
| 0.237 | 466.0 | 1398 | 0.2366 | 0.0 | 0.0 |
| 0.2369 | 467.0 | 1401 | 0.2366 | 0.0 | 0.0 |
| 0.2376 | 468.0 | 1404 | 0.2365 | 0.0 | 0.0 |
| 0.2371 | 469.0 | 1407 | 0.2365 | 0.0 | 0.0 |
| 0.2373 | 470.0 | 1410 | 0.2364 | 0.0 | 0.0 |
| 0.2375 | 471.0 | 1413 | 0.2364 | 0.0 | 0.0 |
| 0.2363 | 472.0 | 1416 | 0.2363 | 0.0 | 0.0 |
| 0.2378 | 473.0 | 1419 | 0.2363 | 0.0 | 0.0 |
| 0.2367 | 474.0 | 1422 | 0.2363 | 0.0 | 0.0 |
| 0.2374 | 475.0 | 1425 | 0.2362 | 0.0 | 0.0 |
| 0.2377 | 476.0 | 1428 | 0.2362 | 0.0 | 0.0 |
| 0.2366 | 477.0 | 1431 | 0.2361 | 0.0 | 0.0 |
| 0.2364 | 478.0 | 1434 | 0.2361 | 0.0 | 0.0 |
| 0.2369 | 479.0 | 1437 | 0.2361 | 0.0 | 0.0 |
| 0.2367 | 480.0 | 1440 | 0.2360 | 0.0 | 0.0 |
| 0.2363 | 481.0 | 1443 | 0.2360 | 0.0 | 0.0 |
| 0.2369 | 482.0 | 1446 | 0.2359 | 0.0 | 0.0 |
| 0.2366 | 483.0 | 1449 | 0.2359 | 0.0 | 0.0 |
| 0.2369 | 484.0 | 1452 | 0.2359 | 0.0 | 0.0 |
| 0.2369 | 485.0 | 1455 | 0.2358 | 0.0 | 0.0 |
| 0.2364 | 486.0 | 1458 | 0.2358 | 0.0 | 0.0 |
| 0.2363 | 487.0 | 1461 | 0.2357 | 0.0 | 0.0 |
| 0.2356 | 488.0 | 1464 | 0.2357 | 0.0 | 0.0 |
| 0.2357 | 489.0 | 1467 | 0.2357 | 0.0 | 0.0 |
| 0.2359 | 490.0 | 1470 | 0.2356 | 0.0 | 0.0 |
| 0.2366 | 491.0 | 1473 | 0.2356 | 0.0 | 0.0 |
| 0.2369 | 492.0 | 1476 | 0.2356 | 0.0 | 0.0 |
| 0.2364 | 493.0 | 1479 | 0.2355 | 0.0 | 0.0 |
| 0.2362 | 494.0 | 1482 | 0.2355 | 0.0 | 0.0 |
| 0.2371 | 495.0 | 1485 | 0.2354 | 0.0 | 0.0 |
| 0.2361 | 496.0 | 1488 | 0.2354 | 0.0 | 0.0 |
| 0.2359 | 497.0 | 1491 | 0.2354 | 0.0 | 0.0 |
| 0.2358 | 498.0 | 1494 | 0.2353 | 0.0 | 0.0 |
| 0.2362 | 499.0 | 1497 | 0.2353 | 0.0 | 0.0 |
| 0.2368 | 500.0 | 1500 | 0.2353 | 0.0 | 0.0 |
| 0.236 | 501.0 | 1503 | 0.2352 | 0.0 | 0.0 |
| 0.2353 | 502.0 | 1506 | 0.2352 | 0.0 | 0.0 |
| 0.2361 | 503.0 | 1509 | 0.2352 | 0.0 | 0.0 |
| 0.2362 | 504.0 | 1512 | 0.2351 | 0.0 | 0.0 |
| 0.2359 | 505.0 | 1515 | 0.2351 | 0.0 | 0.0 |
| 0.2366 | 506.0 | 1518 | 0.2351 | 0.0 | 0.0 |
| 0.2355 | 507.0 | 1521 | 0.2350 | 0.0 | 0.0 |
| 0.2357 | 508.0 | 1524 | 0.2350 | 0.0 | 0.0 |
| 0.2362 | 509.0 | 1527 | 0.2350 | 0.0 | 0.0 |
| 0.2362 | 510.0 | 1530 | 0.2349 | 0.0 | 0.0 |
| 0.2353 | 511.0 | 1533 | 0.2349 | 0.0 | 0.0 |
| 0.2361 | 512.0 | 1536 | 0.2349 | 0.0 | 0.0 |
| 0.2359 | 513.0 | 1539 | 0.2348 | 0.0 | 0.0 |
| 0.2357 | 514.0 | 1542 | 0.2348 | 0.0 | 0.0 |
| 0.236 | 515.0 | 1545 | 0.2348 | 0.0 | 0.0 |
| 0.236 | 516.0 | 1548 | 0.2347 | 0.0 | 0.0 |
| 0.2356 | 517.0 | 1551 | 0.2347 | 0.0 | 0.0 |
| 0.2359 | 518.0 | 1554 | 0.2347 | 0.0 | 0.0 |
| 0.236 | 519.0 | 1557 | 0.2346 | 0.0 | 0.0 |
| 0.2354 | 520.0 | 1560 | 0.2346 | 0.0 | 0.0 |
| 0.2363 | 521.0 | 1563 | 0.2346 | 0.0 | 0.0 |
| 0.2346 | 522.0 | 1566 | 0.2346 | 0.0 | 0.0 |
| 0.2347 | 523.0 | 1569 | 0.2345 | 0.0 | 0.0 |
| 0.235 | 524.0 | 1572 | 0.2345 | 0.0 | 0.0 |
| 0.2354 | 525.0 | 1575 | 0.2345 | 0.0 | 0.0 |
| 0.2355 | 526.0 | 1578 | 0.2344 | 0.0 | 0.0 |
| 0.2345 | 527.0 | 1581 | 0.2344 | 0.0 | 0.0 |
| 0.2352 | 528.0 | 1584 | 0.2344 | 0.0 | 0.0 |
| 0.2347 | 529.0 | 1587 | 0.2343 | 0.0 | 0.0 |
| 0.235 | 530.0 | 1590 | 0.2343 | 0.0 | 0.0 |
| 0.2349 | 531.0 | 1593 | 0.2343 | 0.0 | 0.0 |
| 0.2353 | 532.0 | 1596 | 0.2343 | 0.0 | 0.0 |
| 0.235 | 533.0 | 1599 | 0.2342 | 0.0 | 0.0 |
| 0.235 | 534.0 | 1602 | 0.2342 | 0.0 | 0.0 |
| 0.2345 | 535.0 | 1605 | 0.2342 | 0.0 | 0.0 |
| 0.2348 | 536.0 | 1608 | 0.2341 | 0.0 | 0.0 |
| 0.2346 | 537.0 | 1611 | 0.2341 | 0.0 | 0.0 |
| 0.2352 | 538.0 | 1614 | 0.2341 | 0.0 | 0.0 |
| 0.2347 | 539.0 | 1617 | 0.2341 | 0.0 | 0.0 |
| 0.2351 | 540.0 | 1620 | 0.2340 | 0.0 | 0.0 |
| 0.2341 | 541.0 | 1623 | 0.2340 | 0.0 | 0.0 |
| 0.2345 | 542.0 | 1626 | 0.2340 | 0.0 | 0.0 |
| 0.2342 | 543.0 | 1629 | 0.2340 | 0.0 | 0.0 |
| 0.2346 | 544.0 | 1632 | 0.2339 | 0.0 | 0.0 |
| 0.234 | 545.0 | 1635 | 0.2339 | 0.0 | 0.0 |
| 0.2347 | 546.0 | 1638 | 0.2339 | 0.0 | 0.0 |
| 0.2347 | 547.0 | 1641 | 0.2339 | 0.0 | 0.0 |
| 0.2347 | 548.0 | 1644 | 0.2338 | 0.0 | 0.0 |
| 0.234 | 549.0 | 1647 | 0.2338 | 0.0 | 0.0 |
| 0.2347 | 550.0 | 1650 | 0.2338 | 0.0 | 0.0 |
| 0.2342 | 551.0 | 1653 | 0.2338 | 0.0 | 0.0 |
| 0.2342 | 552.0 | 1656 | 0.2337 | 0.0 | 0.0 |
| 0.2341 | 553.0 | 1659 | 0.2337 | 0.0 | 0.0 |
| 0.234 | 554.0 | 1662 | 0.2337 | 0.0 | 0.0 |
| 0.2344 | 555.0 | 1665 | 0.2337 | 0.0 | 0.0 |
| 0.2337 | 556.0 | 1668 | 0.2336 | 0.0 | 0.0 |
| 0.2342 | 557.0 | 1671 | 0.2336 | 0.0 | 0.0 |
| 0.2335 | 558.0 | 1674 | 0.2336 | 0.0 | 0.0 |
| 0.2343 | 559.0 | 1677 | 0.2336 | 0.0 | 0.0 |
| 0.2337 | 560.0 | 1680 | 0.2335 | 0.0 | 0.0 |
| 0.2347 | 561.0 | 1683 | 0.2335 | 0.0 | 0.0 |
| 0.2345 | 562.0 | 1686 | 0.2335 | 0.0 | 0.0 |
| 0.2339 | 563.0 | 1689 | 0.2335 | 0.0 | 0.0 |
| 0.2338 | 564.0 | 1692 | 0.2334 | 0.0 | 0.0 |
| 0.2338 | 565.0 | 1695 | 0.2334 | 0.0 | 0.0 |
| 0.2343 | 566.0 | 1698 | 0.2334 | 0.0 | 0.0 |
| 0.2349 | 567.0 | 1701 | 0.2334 | 0.0 | 0.0 |
| 0.2337 | 568.0 | 1704 | 0.2333 | 0.0 | 0.0 |
| 0.2344 | 569.0 | 1707 | 0.2333 | 0.0 | 0.0 |
| 0.2336 | 570.0 | 1710 | 0.2333 | 0.0 | 0.0 |
| 0.2346 | 571.0 | 1713 | 0.2333 | 0.0 | 0.0 |
| 0.2339 | 572.0 | 1716 | 0.2333 | 0.0 | 0.0 |
| 0.2341 | 573.0 | 1719 | 0.2332 | 0.0 | 0.0 |
| 0.2338 | 574.0 | 1722 | 0.2332 | 0.0 | 0.0 |
| 0.2337 | 575.0 | 1725 | 0.2332 | 0.0 | 0.0 |
| 0.2342 | 576.0 | 1728 | 0.2332 | 0.0 | 0.0 |
| 0.2344 | 577.0 | 1731 | 0.2332 | 0.0 | 0.0 |
| 0.2339 | 578.0 | 1734 | 0.2331 | 0.0 | 0.0 |
| 0.2338 | 579.0 | 1737 | 0.2331 | 0.0 | 0.0 |
| 0.2341 | 580.0 | 1740 | 0.2331 | 0.0 | 0.0 |
| 0.235 | 581.0 | 1743 | 0.2331 | 0.0 | 0.0 |
| 0.2335 | 582.0 | 1746 | 0.2331 | 0.0 | 0.0 |
| 0.2337 | 583.0 | 1749 | 0.2330 | 0.0 | 0.0 |
| 0.2346 | 584.0 | 1752 | 0.2330 | 0.0 | 0.0 |
| 0.2329 | 585.0 | 1755 | 0.2330 | 0.0 | 0.0 |
| 0.2339 | 586.0 | 1758 | 0.2330 | 0.0 | 0.0 |
| 0.2333 | 587.0 | 1761 | 0.2330 | 0.0 | 0.0 |
| 0.2338 | 588.0 | 1764 | 0.2329 | 0.0 | 0.0 |
| 0.2332 | 589.0 | 1767 | 0.2329 | 0.0 | 0.0 |
| 0.2329 | 590.0 | 1770 | 0.2329 | 0.0 | 0.0 |
| 0.2335 | 591.0 | 1773 | 0.2329 | 0.0 | 0.0 |
| 0.2334 | 592.0 | 1776 | 0.2329 | 0.0 | 0.0 |
| 0.2334 | 593.0 | 1779 | 0.2328 | 0.0 | 0.0 |
| 0.2333 | 594.0 | 1782 | 0.2328 | 0.0 | 0.0 |
| 0.2329 | 595.0 | 1785 | 0.2328 | 0.0 | 0.0 |
| 0.233 | 596.0 | 1788 | 0.2328 | 0.0 | 0.0 |
| 0.2327 | 597.0 | 1791 | 0.2328 | 0.0 | 0.0 |
| 0.2331 | 598.0 | 1794 | 0.2327 | 0.0 | 0.0 |
| 0.2338 | 599.0 | 1797 | 0.2327 | 0.0 | 0.0 |
| 0.2344 | 600.0 | 1800 | 0.2327 | 0.0 | 0.0 |
| 0.233 | 601.0 | 1803 | 0.2327 | 0.0 | 0.0 |
| 0.2336 | 602.0 | 1806 | 0.2327 | 0.0 | 0.0 |
| 0.2335 | 603.0 | 1809 | 0.2327 | 0.0 | 0.0 |
| 0.2332 | 604.0 | 1812 | 0.2326 | 0.0 | 0.0 |
| 0.2331 | 605.0 | 1815 | 0.2326 | 0.0 | 0.0 |
| 0.233 | 606.0 | 1818 | 0.2326 | 0.0 | 0.0 |
| 0.2327 | 607.0 | 1821 | 0.2326 | 0.0 | 0.0 |
| 0.2326 | 608.0 | 1824 | 0.2326 | 0.0 | 0.0 |
| 0.2336 | 609.0 | 1827 | 0.2325 | 0.0 | 0.0 |
| 0.2331 | 610.0 | 1830 | 0.2325 | 0.0 | 0.0 |
| 0.2337 | 611.0 | 1833 | 0.2325 | 0.0 | 0.0 |
| 0.2334 | 612.0 | 1836 | 0.2325 | 0.0 | 0.0 |
| 0.2332 | 613.0 | 1839 | 0.2325 | 0.0 | 0.0 |
| 0.2328 | 614.0 | 1842 | 0.2325 | 0.0 | 0.0 |
| 0.2327 | 615.0 | 1845 | 0.2324 | 0.0 | 0.0 |
| 0.2331 | 616.0 | 1848 | 0.2324 | 0.0 | 0.0 |
| 0.2329 | 617.0 | 1851 | 0.2324 | 0.0 | 0.0 |
| 0.2335 | 618.0 | 1854 | 0.2324 | 0.0 | 0.0 |
| 0.2334 | 619.0 | 1857 | 0.2324 | 0.0 | 0.0 |
| 0.2325 | 620.0 | 1860 | 0.2324 | 0.0 | 0.0 |
| 0.2325 | 621.0 | 1863 | 0.2323 | 0.0 | 0.0 |
| 0.233 | 622.0 | 1866 | 0.2323 | 0.0 | 0.0 |
| 0.233 | 623.0 | 1869 | 0.2323 | 0.0 | 0.0 |
| 0.2329 | 624.0 | 1872 | 0.2323 | 0.0 | 0.0 |
| 0.2335 | 625.0 | 1875 | 0.2323 | 0.0 | 0.0 |
| 0.2321 | 626.0 | 1878 | 0.2323 | 0.0 | 0.0 |
| 0.233 | 627.0 | 1881 | 0.2323 | 0.0 | 0.0 |
| 0.2331 | 628.0 | 1884 | 0.2322 | 0.0 | 0.0 |
| 0.2328 | 629.0 | 1887 | 0.2322 | 0.0 | 0.0 |
| 0.2327 | 630.0 | 1890 | 0.2322 | 0.0 | 0.0 |
| 0.2334 | 631.0 | 1893 | 0.2322 | 0.0 | 0.0 |
| 0.2325 | 632.0 | 1896 | 0.2322 | 0.0 | 0.0 |
| 0.233 | 633.0 | 1899 | 0.2322 | 0.0 | 0.0 |
| 0.2327 | 634.0 | 1902 | 0.2321 | 0.0 | 0.0 |
| 0.2336 | 635.0 | 1905 | 0.2321 | 0.0 | 0.0 |
| 0.2328 | 636.0 | 1908 | 0.2321 | 0.0 | 0.0 |
| 0.2339 | 637.0 | 1911 | 0.2321 | 0.0 | 0.0 |
| 0.2323 | 638.0 | 1914 | 0.2321 | 0.0 | 0.0 |
| 0.2323 | 639.0 | 1917 | 0.2321 | 0.0 | 0.0 |
| 0.2335 | 640.0 | 1920 | 0.2321 | 0.0 | 0.0 |
| 0.2321 | 641.0 | 1923 | 0.2320 | 0.0 | 0.0 |
| 0.2327 | 642.0 | 1926 | 0.2320 | 0.0 | 0.0 |
| 0.2331 | 643.0 | 1929 | 0.2320 | 0.0 | 0.0 |
| 0.2323 | 644.0 | 1932 | 0.2320 | 0.0 | 0.0 |
| 0.233 | 645.0 | 1935 | 0.2320 | 0.0 | 0.0 |
| 0.2329 | 646.0 | 1938 | 0.2320 | 0.0 | 0.0 |
| 0.2324 | 647.0 | 1941 | 0.2320 | 0.0 | 0.0 |
| 0.2326 | 648.0 | 1944 | 0.2319 | 0.0 | 0.0 |
| 0.2325 | 649.0 | 1947 | 0.2319 | 0.0 | 0.0 |
| 0.2327 | 650.0 | 1950 | 0.2319 | 0.0 | 0.0 |
| 0.2325 | 651.0 | 1953 | 0.2319 | 0.0 | 0.0 |
| 0.2318 | 652.0 | 1956 | 0.2319 | 0.0 | 0.0 |
| 0.2327 | 653.0 | 1959 | 0.2319 | 0.0 | 0.0 |
| 0.2327 | 654.0 | 1962 | 0.2319 | 0.0 | 0.0 |
| 0.2316 | 655.0 | 1965 | 0.2319 | 0.0 | 0.0 |
| 0.2327 | 656.0 | 1968 | 0.2318 | 0.0 | 0.0 |
| 0.2325 | 657.0 | 1971 | 0.2318 | 0.0 | 0.0 |
| 0.2325 | 658.0 | 1974 | 0.2318 | 0.0 | 0.0 |
| 0.232 | 659.0 | 1977 | 0.2318 | 0.0 | 0.0 |
| 0.2334 | 660.0 | 1980 | 0.2318 | 0.0 | 0.0 |
| 0.2324 | 661.0 | 1983 | 0.2318 | 0.0 | 0.0 |
| 0.2322 | 662.0 | 1986 | 0.2318 | 0.0 | 0.0 |
| 0.2324 | 663.0 | 1989 | 0.2318 | 0.0 | 0.0 |
| 0.232 | 664.0 | 1992 | 0.2317 | 0.0 | 0.0 |
| 0.2321 | 665.0 | 1995 | 0.2317 | 0.0 | 0.0 |
| 0.2316 | 666.0 | 1998 | 0.2317 | 0.0 | 0.0 |
| 0.2329 | 667.0 | 2001 | 0.2317 | 0.0 | 0.0 |
| 0.2325 | 668.0 | 2004 | 0.2317 | 0.0 | 0.0 |
| 0.2323 | 669.0 | 2007 | 0.2317 | 0.0 | 0.0 |
| 0.233 | 670.0 | 2010 | 0.2317 | 0.0 | 0.0 |
| 0.2318 | 671.0 | 2013 | 0.2317 | 0.0 | 0.0 |
| 0.2325 | 672.0 | 2016 | 0.2316 | 0.0 | 0.0 |
| 0.2322 | 673.0 | 2019 | 0.2316 | 0.0 | 0.0 |
| 0.2319 | 674.0 | 2022 | 0.2316 | 0.0 | 0.0 |
| 0.2322 | 675.0 | 2025 | 0.2316 | 0.0 | 0.0 |
| 0.2331 | 676.0 | 2028 | 0.2316 | 0.0 | 0.0 |
| 0.2321 | 677.0 | 2031 | 0.2316 | 0.0 | 0.0 |
| 0.2326 | 678.0 | 2034 | 0.2316 | 0.0 | 0.0 |
| 0.2323 | 679.0 | 2037 | 0.2316 | 0.0 | 0.0 |
| 0.2324 | 680.0 | 2040 | 0.2316 | 0.0 | 0.0 |
| 0.2323 | 681.0 | 2043 | 0.2315 | 0.0 | 0.0 |
| 0.2315 | 682.0 | 2046 | 0.2315 | 0.0 | 0.0 |
| 0.2326 | 683.0 | 2049 | 0.2315 | 0.0 | 0.0 |
| 0.2319 | 684.0 | 2052 | 0.2315 | 0.0 | 0.0 |
| 0.2325 | 685.0 | 2055 | 0.2315 | 0.0 | 0.0 |
| 0.2312 | 686.0 | 2058 | 0.2315 | 0.0 | 0.0 |
| 0.2314 | 687.0 | 2061 | 0.2315 | 0.0 | 0.0 |
| 0.231 | 688.0 | 2064 | 0.2315 | 0.0 | 0.0 |
| 0.2323 | 689.0 | 2067 | 0.2315 | 0.0 | 0.0 |
| 0.2321 | 690.0 | 2070 | 0.2314 | 0.0 | 0.0 |
| 0.232 | 691.0 | 2073 | 0.2314 | 0.0 | 0.0 |
| 0.2333 | 692.0 | 2076 | 0.2314 | 0.0 | 0.0 |
| 0.2329 | 693.0 | 2079 | 0.2314 | 0.0 | 0.0 |
| 0.231 | 694.0 | 2082 | 0.2314 | 0.0 | 0.0 |
| 0.2318 | 695.0 | 2085 | 0.2314 | 0.0 | 0.0 |
| 0.2316 | 696.0 | 2088 | 0.2314 | 0.0 | 0.0 |
| 0.2318 | 697.0 | 2091 | 0.2314 | 0.0 | 0.0 |
| 0.2315 | 698.0 | 2094 | 0.2314 | 0.0 | 0.0 |
| 0.2322 | 699.0 | 2097 | 0.2314 | 0.0 | 0.0 |
| 0.2311 | 700.0 | 2100 | 0.2313 | 0.0 | 0.0 |
| 0.2323 | 701.0 | 2103 | 0.2313 | 0.0 | 0.0 |
| 0.2316 | 702.0 | 2106 | 0.2313 | 0.0 | 0.0 |
| 0.2324 | 703.0 | 2109 | 0.2313 | 0.0 | 0.0 |
| 0.2318 | 704.0 | 2112 | 0.2313 | 0.0 | 0.0 |
| 0.2315 | 705.0 | 2115 | 0.2313 | 0.0 | 0.0 |
| 0.2317 | 706.0 | 2118 | 0.2313 | 0.0 | 0.0 |
| 0.2312 | 707.0 | 2121 | 0.2313 | 0.0 | 0.0 |
| 0.2323 | 708.0 | 2124 | 0.2313 | 0.0 | 0.0 |
| 0.2312 | 709.0 | 2127 | 0.2313 | 0.0 | 0.0 |
| 0.2316 | 710.0 | 2130 | 0.2312 | 0.0 | 0.0 |
| 0.2312 | 711.0 | 2133 | 0.2312 | 0.0 | 0.0 |
| 0.232 | 712.0 | 2136 | 0.2312 | 0.0 | 0.0 |
| 0.2319 | 713.0 | 2139 | 0.2312 | 0.0 | 0.0 |
| 0.2327 | 714.0 | 2142 | 0.2312 | 0.0 | 0.0 |
| 0.232 | 715.0 | 2145 | 0.2312 | 0.0 | 0.0 |
| 0.2314 | 716.0 | 2148 | 0.2312 | 0.0 | 0.0 |
| 0.2319 | 717.0 | 2151 | 0.2312 | 0.0 | 0.0 |
| 0.2317 | 718.0 | 2154 | 0.2312 | 0.0 | 0.0 |
| 0.2313 | 719.0 | 2157 | 0.2312 | 0.0 | 0.0 |
| 0.2322 | 720.0 | 2160 | 0.2312 | 0.0 | 0.0 |
| 0.2318 | 721.0 | 2163 | 0.2311 | 0.0 | 0.0 |
| 0.2314 | 722.0 | 2166 | 0.2311 | 0.0 | 0.0 |
| 0.2309 | 723.0 | 2169 | 0.2311 | 0.0 | 0.0 |
| 0.2316 | 724.0 | 2172 | 0.2311 | 0.0 | 0.0 |
| 0.2313 | 725.0 | 2175 | 0.2311 | 0.0 | 0.0 |
| 0.2319 | 726.0 | 2178 | 0.2311 | 0.0 | 0.0 |
| 0.2315 | 727.0 | 2181 | 0.2311 | 0.0 | 0.0 |
| 0.2316 | 728.0 | 2184 | 0.2311 | 0.0 | 0.0 |
| 0.2317 | 729.0 | 2187 | 0.2311 | 0.0 | 0.0 |
| 0.2313 | 730.0 | 2190 | 0.2311 | 0.0 | 0.0 |
| 0.2319 | 731.0 | 2193 | 0.2311 | 0.0 | 0.0 |
| 0.2315 | 732.0 | 2196 | 0.2311 | 0.0 | 0.0 |
| 0.2316 | 733.0 | 2199 | 0.2310 | 0.0 | 0.0 |
| 0.2322 | 734.0 | 2202 | 0.2310 | 0.0 | 0.0 |
| 0.2316 | 735.0 | 2205 | 0.2310 | 0.0 | 0.0 |
| 0.2318 | 736.0 | 2208 | 0.2310 | 0.0 | 0.0 |
| 0.2325 | 737.0 | 2211 | 0.2310 | 0.0 | 0.0 |
| 0.231 | 738.0 | 2214 | 0.2310 | 0.0 | 0.0 |
| 0.2321 | 739.0 | 2217 | 0.2310 | 0.0 | 0.0 |
| 0.2317 | 740.0 | 2220 | 0.2310 | 0.0 | 0.0 |
| 0.2314 | 741.0 | 2223 | 0.2310 | 0.0 | 0.0 |
| 0.2313 | 742.0 | 2226 | 0.2310 | 0.0 | 0.0 |
| 0.2315 | 743.0 | 2229 | 0.2310 | 0.0 | 0.0 |
| 0.2321 | 744.0 | 2232 | 0.2310 | 0.0 | 0.0 |
| 0.2316 | 745.0 | 2235 | 0.2310 | 0.0 | 0.0 |
| 0.2318 | 746.0 | 2238 | 0.2309 | 0.0 | 0.0 |
| 0.2321 | 747.0 | 2241 | 0.2309 | 0.0 | 0.0 |
| 0.2317 | 748.0 | 2244 | 0.2309 | 0.0 | 0.0 |
| 0.2301 | 749.0 | 2247 | 0.2309 | 0.0 | 0.0 |
| 0.2328 | 750.0 | 2250 | 0.2309 | 0.0 | 0.0 |
| 0.233 | 751.0 | 2253 | 0.2309 | 0.0 | 0.0 |
| 0.2317 | 752.0 | 2256 | 0.2309 | 0.0 | 0.0 |
| 0.2302 | 753.0 | 2259 | 0.2309 | 0.0 | 0.0 |
| 0.2309 | 754.0 | 2262 | 0.2309 | 0.0 | 0.0 |
| 0.2317 | 755.0 | 2265 | 0.2309 | 0.0 | 0.0 |
| 0.2312 | 756.0 | 2268 | 0.2309 | 0.0 | 0.0 |
| 0.2311 | 757.0 | 2271 | 0.2309 | 0.0 | 0.0 |
| 0.2318 | 758.0 | 2274 | 0.2309 | 0.0 | 0.0 |
| 0.231 | 759.0 | 2277 | 0.2309 | 0.0 | 0.0 |
| 0.2318 | 760.0 | 2280 | 0.2308 | 0.0 | 0.0 |
| 0.2322 | 761.0 | 2283 | 0.2308 | 0.0 | 0.0 |
| 0.2322 | 762.0 | 2286 | 0.2308 | 0.0 | 0.0 |
| 0.2322 | 763.0 | 2289 | 0.2308 | 0.0 | 0.0 |
| 0.231 | 764.0 | 2292 | 0.2308 | 0.0 | 0.0 |
| 0.232 | 765.0 | 2295 | 0.2308 | 0.0 | 0.0 |
| 0.2321 | 766.0 | 2298 | 0.2308 | 0.0 | 0.0 |
| 0.2314 | 767.0 | 2301 | 0.2308 | 0.0 | 0.0 |
| 0.2311 | 768.0 | 2304 | 0.2308 | 0.0 | 0.0 |
| 0.2321 | 769.0 | 2307 | 0.2308 | 0.0 | 0.0 |
| 0.2316 | 770.0 | 2310 | 0.2308 | 0.0 | 0.0 |
| 0.232 | 771.0 | 2313 | 0.2308 | 0.0 | 0.0 |
| 0.2318 | 772.0 | 2316 | 0.2308 | 0.0 | 0.0 |
| 0.2308 | 773.0 | 2319 | 0.2308 | 0.0 | 0.0 |
| 0.231 | 774.0 | 2322 | 0.2308 | 0.0 | 0.0 |
| 0.2321 | 775.0 | 2325 | 0.2307 | 0.0 | 0.0 |
| 0.2315 | 776.0 | 2328 | 0.2307 | 0.0 | 0.0 |
| 0.2327 | 777.0 | 2331 | 0.2307 | 0.0 | 0.0 |
| 0.231 | 778.0 | 2334 | 0.2307 | 0.0 | 0.0 |
| 0.2312 | 779.0 | 2337 | 0.2307 | 0.0 | 0.0 |
| 0.2315 | 780.0 | 2340 | 0.2307 | 0.0 | 0.0 |
| 0.2311 | 781.0 | 2343 | 0.2307 | 0.0 | 0.0 |
| 0.2318 | 782.0 | 2346 | 0.2307 | 0.0 | 0.0 |
| 0.2305 | 783.0 | 2349 | 0.2307 | 0.0 | 0.0 |
| 0.2314 | 784.0 | 2352 | 0.2307 | 0.0 | 0.0 |
| 0.232 | 785.0 | 2355 | 0.2307 | 0.0 | 0.0 |
| 0.2316 | 786.0 | 2358 | 0.2307 | 0.0 | 0.0 |
| 0.2313 | 787.0 | 2361 | 0.2307 | 0.0 | 0.0 |
| 0.2312 | 788.0 | 2364 | 0.2307 | 0.0 | 0.0 |
| 0.2306 | 789.0 | 2367 | 0.2307 | 0.0 | 0.0 |
| 0.2312 | 790.0 | 2370 | 0.2307 | 0.0 | 0.0 |
| 0.2307 | 791.0 | 2373 | 0.2307 | 0.0 | 0.0 |
| 0.2321 | 792.0 | 2376 | 0.2306 | 0.0 | 0.0 |
| 0.2312 | 793.0 | 2379 | 0.2306 | 0.0 | 0.0 |
| 0.2304 | 794.0 | 2382 | 0.2306 | 0.0 | 0.0 |
| 0.2309 | 795.0 | 2385 | 0.2306 | 0.0 | 0.0 |
| 0.2315 | 796.0 | 2388 | 0.2306 | 0.0 | 0.0 |
| 0.2311 | 797.0 | 2391 | 0.2306 | 0.0 | 0.0 |
| 0.2305 | 798.0 | 2394 | 0.2306 | 0.0 | 0.0 |
| 0.2314 | 799.0 | 2397 | 0.2306 | 0.0 | 0.0 |
| 0.2315 | 800.0 | 2400 | 0.2306 | 0.0 | 0.0 |
| 0.2309 | 801.0 | 2403 | 0.2306 | 0.0 | 0.0 |
| 0.2314 | 802.0 | 2406 | 0.2306 | 0.0 | 0.0 |
| 0.231 | 803.0 | 2409 | 0.2306 | 0.0 | 0.0 |
| 0.2302 | 804.0 | 2412 | 0.2306 | 0.0 | 0.0 |
| 0.2306 | 805.0 | 2415 | 0.2306 | 0.0 | 0.0 |
| 0.2315 | 806.0 | 2418 | 0.2306 | 0.0 | 0.0 |
| 0.2316 | 807.0 | 2421 | 0.2306 | 0.0 | 0.0 |
| 0.2317 | 808.0 | 2424 | 0.2306 | 0.0 | 0.0 |
| 0.2308 | 809.0 | 2427 | 0.2306 | 0.0 | 0.0 |
| 0.2307 | 810.0 | 2430 | 0.2305 | 0.0 | 0.0 |
| 0.2305 | 811.0 | 2433 | 0.2305 | 0.0 | 0.0 |
| 0.231 | 812.0 | 2436 | 0.2305 | 0.0 | 0.0 |
| 0.231 | 813.0 | 2439 | 0.2305 | 0.0 | 0.0 |
| 0.2316 | 814.0 | 2442 | 0.2305 | 0.0 | 0.0 |
| 0.2312 | 815.0 | 2445 | 0.2305 | 0.0 | 0.0 |
| 0.2315 | 816.0 | 2448 | 0.2305 | 0.0 | 0.0 |
| 0.2307 | 817.0 | 2451 | 0.2305 | 0.0 | 0.0 |
| 0.2309 | 818.0 | 2454 | 0.2305 | 0.0 | 0.0 |
| 0.2319 | 819.0 | 2457 | 0.2305 | 0.0 | 0.0 |
| 0.2308 | 820.0 | 2460 | 0.2305 | 0.0 | 0.0 |
| 0.2317 | 821.0 | 2463 | 0.2305 | 0.0 | 0.0 |
| 0.2312 | 822.0 | 2466 | 0.2305 | 0.0 | 0.0 |
| 0.2316 | 823.0 | 2469 | 0.2305 | 0.0 | 0.0 |
| 0.231 | 824.0 | 2472 | 0.2305 | 0.0 | 0.0 |
| 0.2311 | 825.0 | 2475 | 0.2305 | 0.0 | 0.0 |
| 0.2312 | 826.0 | 2478 | 0.2305 | 0.0 | 0.0 |
| 0.2312 | 827.0 | 2481 | 0.2305 | 0.0 | 0.0 |
| 0.2316 | 828.0 | 2484 | 0.2305 | 0.0 | 0.0 |
| 0.2315 | 829.0 | 2487 | 0.2305 | 0.0 | 0.0 |
| 0.2312 | 830.0 | 2490 | 0.2305 | 0.0 | 0.0 |
| 0.2308 | 831.0 | 2493 | 0.2305 | 0.0 | 0.0 |
| 0.231 | 832.0 | 2496 | 0.2304 | 0.0 | 0.0 |
| 0.2304 | 833.0 | 2499 | 0.2304 | 0.0 | 0.0 |
| 0.2311 | 834.0 | 2502 | 0.2304 | 0.0 | 0.0 |
| 0.2308 | 835.0 | 2505 | 0.2304 | 0.0 | 0.0 |
| 0.2303 | 836.0 | 2508 | 0.2304 | 0.0 | 0.0 |
| 0.2322 | 837.0 | 2511 | 0.2304 | 0.0 | 0.0 |
| 0.2304 | 838.0 | 2514 | 0.2304 | 0.0 | 0.0 |
| 0.231 | 839.0 | 2517 | 0.2304 | 0.0 | 0.0 |
| 0.2313 | 840.0 | 2520 | 0.2304 | 0.0 | 0.0 |
| 0.2318 | 841.0 | 2523 | 0.2304 | 0.0 | 0.0 |
| 0.2306 | 842.0 | 2526 | 0.2304 | 0.0 | 0.0 |
| 0.2314 | 843.0 | 2529 | 0.2304 | 0.0 | 0.0 |
| 0.231 | 844.0 | 2532 | 0.2304 | 0.0 | 0.0 |
| 0.2309 | 845.0 | 2535 | 0.2304 | 0.0 | 0.0 |
| 0.2309 | 846.0 | 2538 | 0.2304 | 0.0 | 0.0 |
| 0.2308 | 847.0 | 2541 | 0.2304 | 0.0 | 0.0 |
| 0.231 | 848.0 | 2544 | 0.2304 | 0.0 | 0.0 |
| 0.2318 | 849.0 | 2547 | 0.2304 | 0.0 | 0.0 |
| 0.2313 | 850.0 | 2550 | 0.2304 | 0.0 | 0.0 |
| 0.2315 | 851.0 | 2553 | 0.2304 | 0.0 | 0.0 |
| 0.2308 | 852.0 | 2556 | 0.2304 | 0.0 | 0.0 |
| 0.2314 | 853.0 | 2559 | 0.2304 | 0.0 | 0.0 |
| 0.2301 | 854.0 | 2562 | 0.2304 | 0.0 | 0.0 |
| 0.2304 | 855.0 | 2565 | 0.2304 | 0.0 | 0.0 |
| 0.2302 | 856.0 | 2568 | 0.2304 | 0.0 | 0.0 |
| 0.2308 | 857.0 | 2571 | 0.2303 | 0.0 | 0.0 |
| 0.2308 | 858.0 | 2574 | 0.2303 | 0.0 | 0.0 |
| 0.2313 | 859.0 | 2577 | 0.2303 | 0.0 | 0.0 |
| 0.2301 | 860.0 | 2580 | 0.2303 | 0.0 | 0.0 |
| 0.2313 | 861.0 | 2583 | 0.2303 | 0.0 | 0.0 |
| 0.2308 | 862.0 | 2586 | 0.2303 | 0.0 | 0.0 |
| 0.2312 | 863.0 | 2589 | 0.2303 | 0.0 | 0.0 |
| 0.2312 | 864.0 | 2592 | 0.2303 | 0.0 | 0.0 |
| 0.2302 | 865.0 | 2595 | 0.2303 | 0.0 | 0.0 |
| 0.2306 | 866.0 | 2598 | 0.2303 | 0.0 | 0.0 |
| 0.2302 | 867.0 | 2601 | 0.2303 | 0.0 | 0.0 |
| 0.2312 | 868.0 | 2604 | 0.2303 | 0.0 | 0.0 |
| 0.2304 | 869.0 | 2607 | 0.2303 | 0.0 | 0.0 |
| 0.2305 | 870.0 | 2610 | 0.2303 | 0.0 | 0.0 |
| 0.2303 | 871.0 | 2613 | 0.2303 | 0.0 | 0.0 |
| 0.2309 | 872.0 | 2616 | 0.2303 | 0.0 | 0.0 |
| 0.2311 | 873.0 | 2619 | 0.2303 | 0.0 | 0.0 |
| 0.2318 | 874.0 | 2622 | 0.2303 | 0.0 | 0.0 |
| 0.2319 | 875.0 | 2625 | 0.2303 | 0.0 | 0.0 |
| 0.2309 | 876.0 | 2628 | 0.2303 | 0.0 | 0.0 |
| 0.2312 | 877.0 | 2631 | 0.2303 | 0.0 | 0.0 |
| 0.2305 | 878.0 | 2634 | 0.2303 | 0.0 | 0.0 |
| 0.231 | 879.0 | 2637 | 0.2303 | 0.0 | 0.0 |
| 0.2303 | 880.0 | 2640 | 0.2303 | 0.0 | 0.0 |
| 0.2313 | 881.0 | 2643 | 0.2303 | 0.0 | 0.0 |
| 0.2309 | 882.0 | 2646 | 0.2303 | 0.0 | 0.0 |
| 0.2306 | 883.0 | 2649 | 0.2303 | 0.0 | 0.0 |
| 0.2311 | 884.0 | 2652 | 0.2303 | 0.0 | 0.0 |
| 0.2305 | 885.0 | 2655 | 0.2303 | 0.0 | 0.0 |
| 0.2313 | 886.0 | 2658 | 0.2303 | 0.0 | 0.0 |
| 0.2302 | 887.0 | 2661 | 0.2303 | 0.0 | 0.0 |
| 0.2315 | 888.0 | 2664 | 0.2302 | 0.0 | 0.0 |
| 0.2317 | 889.0 | 2667 | 0.2302 | 0.0 | 0.0 |
| 0.2302 | 890.0 | 2670 | 0.2302 | 0.0 | 0.0 |
| 0.2303 | 891.0 | 2673 | 0.2302 | 0.0 | 0.0 |
| 0.2305 | 892.0 | 2676 | 0.2302 | 0.0 | 0.0 |
| 0.2311 | 893.0 | 2679 | 0.2302 | 0.0 | 0.0 |
| 0.2309 | 894.0 | 2682 | 0.2302 | 0.0 | 0.0 |
| 0.2309 | 895.0 | 2685 | 0.2302 | 0.0 | 0.0 |
| 0.2313 | 896.0 | 2688 | 0.2302 | 0.0 | 0.0 |
| 0.2306 | 897.0 | 2691 | 0.2302 | 0.0 | 0.0 |
| 0.231 | 898.0 | 2694 | 0.2302 | 0.0 | 0.0 |
| 0.2307 | 899.0 | 2697 | 0.2302 | 0.0 | 0.0 |
| 0.2317 | 900.0 | 2700 | 0.2302 | 0.0 | 0.0 |
| 0.2314 | 901.0 | 2703 | 0.2302 | 0.0 | 0.0 |
| 0.2303 | 902.0 | 2706 | 0.2302 | 0.0 | 0.0 |
| 0.2307 | 903.0 | 2709 | 0.2302 | 0.0 | 0.0 |
| 0.2308 | 904.0 | 2712 | 0.2302 | 0.0 | 0.0 |
| 0.2315 | 905.0 | 2715 | 0.2302 | 0.0 | 0.0 |
| 0.2307 | 906.0 | 2718 | 0.2302 | 0.0 | 0.0 |
| 0.2309 | 907.0 | 2721 | 0.2302 | 0.0 | 0.0 |
| 0.2305 | 908.0 | 2724 | 0.2302 | 0.0 | 0.0 |
| 0.2313 | 909.0 | 2727 | 0.2302 | 0.0 | 0.0 |
| 0.2307 | 910.0 | 2730 | 0.2302 | 0.0 | 0.0 |
| 0.2306 | 911.0 | 2733 | 0.2302 | 0.0 | 0.0 |
| 0.2312 | 912.0 | 2736 | 0.2302 | 0.0 | 0.0 |
| 0.231 | 913.0 | 2739 | 0.2302 | 0.0 | 0.0 |
| 0.2312 | 914.0 | 2742 | 0.2302 | 0.0 | 0.0 |
| 0.2304 | 915.0 | 2745 | 0.2302 | 0.0 | 0.0 |
| 0.231 | 916.0 | 2748 | 0.2302 | 0.0 | 0.0 |
| 0.2311 | 917.0 | 2751 | 0.2302 | 0.0 | 0.0 |
| 0.2307 | 918.0 | 2754 | 0.2302 | 0.0 | 0.0 |
| 0.2314 | 919.0 | 2757 | 0.2302 | 0.0 | 0.0 |
| 0.2311 | 920.0 | 2760 | 0.2302 | 0.0 | 0.0 |
| 0.2305 | 921.0 | 2763 | 0.2302 | 0.0 | 0.0 |
| 0.2308 | 922.0 | 2766 | 0.2302 | 0.0 | 0.0 |
| 0.2303 | 923.0 | 2769 | 0.2302 | 0.0 | 0.0 |
| 0.2303 | 924.0 | 2772 | 0.2302 | 0.0 | 0.0 |
| 0.2306 | 925.0 | 2775 | 0.2302 | 0.0 | 0.0 |
| 0.2316 | 926.0 | 2778 | 0.2302 | 0.0 | 0.0 |
| 0.2307 | 927.0 | 2781 | 0.2302 | 0.0 | 0.0 |
| 0.2309 | 928.0 | 2784 | 0.2302 | 0.0 | 0.0 |
| 0.2309 | 929.0 | 2787 | 0.2302 | 0.0 | 0.0 |
| 0.2305 | 930.0 | 2790 | 0.2302 | 0.0 | 0.0 |
| 0.231 | 931.0 | 2793 | 0.2302 | 0.0 | 0.0 |
| 0.2305 | 932.0 | 2796 | 0.2302 | 0.0 | 0.0 |
| 0.2313 | 933.0 | 2799 | 0.2302 | 0.0 | 0.0 |
| 0.2303 | 934.0 | 2802 | 0.2301 | 0.0 | 0.0 |
| 0.2298 | 935.0 | 2805 | 0.2301 | 0.0 | 0.0 |
| 0.2308 | 936.0 | 2808 | 0.2301 | 0.0 | 0.0 |
| 0.2302 | 937.0 | 2811 | 0.2301 | 0.0 | 0.0 |
| 0.2307 | 938.0 | 2814 | 0.2301 | 0.0 | 0.0 |
| 0.2309 | 939.0 | 2817 | 0.2301 | 0.0 | 0.0 |
| 0.2308 | 940.0 | 2820 | 0.2301 | 0.0 | 0.0 |
| 0.2304 | 941.0 | 2823 | 0.2301 | 0.0 | 0.0 |
| 0.2308 | 942.0 | 2826 | 0.2301 | 0.0 | 0.0 |
| 0.2305 | 943.0 | 2829 | 0.2301 | 0.0 | 0.0 |
| 0.2311 | 944.0 | 2832 | 0.2301 | 0.0 | 0.0 |
| 0.2312 | 945.0 | 2835 | 0.2301 | 0.0 | 0.0 |
| 0.2311 | 946.0 | 2838 | 0.2301 | 0.0 | 0.0 |
| 0.2305 | 947.0 | 2841 | 0.2301 | 0.0 | 0.0 |
| 0.2307 | 948.0 | 2844 | 0.2301 | 0.0 | 0.0 |
| 0.2313 | 949.0 | 2847 | 0.2301 | 0.0 | 0.0 |
| 0.2311 | 950.0 | 2850 | 0.2301 | 0.0 | 0.0 |
| 0.231 | 951.0 | 2853 | 0.2301 | 0.0 | 0.0 |
| 0.2304 | 952.0 | 2856 | 0.2301 | 0.0 | 0.0 |
| 0.2304 | 953.0 | 2859 | 0.2301 | 0.0 | 0.0 |
| 0.2314 | 954.0 | 2862 | 0.2301 | 0.0 | 0.0 |
| 0.2312 | 955.0 | 2865 | 0.2301 | 0.0 | 0.0 |
| 0.2309 | 956.0 | 2868 | 0.2301 | 0.0 | 0.0 |
| 0.2302 | 957.0 | 2871 | 0.2301 | 0.0 | 0.0 |
| 0.23 | 958.0 | 2874 | 0.2301 | 0.0 | 0.0 |
| 0.2311 | 959.0 | 2877 | 0.2301 | 0.0 | 0.0 |
| 0.2308 | 960.0 | 2880 | 0.2301 | 0.0 | 0.0 |
| 0.2314 | 961.0 | 2883 | 0.2301 | 0.0 | 0.0 |
| 0.2301 | 962.0 | 2886 | 0.2301 | 0.0 | 0.0 |
| 0.2309 | 963.0 | 2889 | 0.2301 | 0.0 | 0.0 |
| 0.2307 | 964.0 | 2892 | 0.2301 | 0.0 | 0.0 |
| 0.2306 | 965.0 | 2895 | 0.2301 | 0.0 | 0.0 |
| 0.2304 | 966.0 | 2898 | 0.2301 | 0.0 | 0.0 |
| 0.2302 | 967.0 | 2901 | 0.2301 | 0.0 | 0.0 |
| 0.2303 | 968.0 | 2904 | 0.2301 | 0.0 | 0.0 |
| 0.231 | 969.0 | 2907 | 0.2301 | 0.0 | 0.0 |
| 0.2302 | 970.0 | 2910 | 0.2301 | 0.0 | 0.0 |
| 0.2307 | 971.0 | 2913 | 0.2301 | 0.0 | 0.0 |
| 0.2307 | 972.0 | 2916 | 0.2301 | 0.0 | 0.0 |
| 0.231 | 973.0 | 2919 | 0.2301 | 0.0 | 0.0 |
| 0.2316 | 974.0 | 2922 | 0.2301 | 0.0 | 0.0 |
| 0.2309 | 975.0 | 2925 | 0.2301 | 0.0 | 0.0 |
| 0.2307 | 976.0 | 2928 | 0.2301 | 0.0 | 0.0 |
| 0.2305 | 977.0 | 2931 | 0.2301 | 0.0 | 0.0 |
| 0.2302 | 978.0 | 2934 | 0.2301 | 0.0 | 0.0 |
| 0.2306 | 979.0 | 2937 | 0.2301 | 0.0 | 0.0 |
| 0.2306 | 980.0 | 2940 | 0.2301 | 0.0 | 0.0 |
| 0.2297 | 981.0 | 2943 | 0.2301 | 0.0 | 0.0 |
| 0.2301 | 982.0 | 2946 | 0.2301 | 0.0 | 0.0 |
| 0.2308 | 983.0 | 2949 | 0.2301 | 0.0 | 0.0 |
| 0.2306 | 984.0 | 2952 | 0.2301 | 0.0 | 0.0 |
| 0.231 | 985.0 | 2955 | 0.2301 | 0.0 | 0.0 |
| 0.2298 | 986.0 | 2958 | 0.2301 | 0.0 | 0.0 |
| 0.2303 | 987.0 | 2961 | 0.2301 | 0.0 | 0.0 |
| 0.2304 | 988.0 | 2964 | 0.2301 | 0.0 | 0.0 |
| 0.2303 | 989.0 | 2967 | 0.2301 | 0.0 | 0.0 |
| 0.2308 | 990.0 | 2970 | 0.2301 | 0.0 | 0.0 |
| 0.2312 | 991.0 | 2973 | 0.2301 | 0.0 | 0.0 |
| 0.2302 | 992.0 | 2976 | 0.2301 | 0.0 | 0.0 |
| 0.2298 | 993.0 | 2979 | 0.2301 | 0.0 | 0.0 |
| 0.2299 | 994.0 | 2982 | 0.2301 | 0.0 | 0.0 |
| 0.231 | 995.0 | 2985 | 0.2301 | 0.0 | 0.0 |
| 0.2314 | 996.0 | 2988 | 0.2301 | 0.0 | 0.0 |
| 0.2299 | 997.0 | 2991 | 0.2301 | 0.0 | 0.0 |
| 0.2304 | 998.0 | 2994 | 0.2301 | 0.0 | 0.0 |
| 0.2305 | 999.0 | 2997 | 0.2301 | 0.0 | 0.0 |
| 0.23 | 1000.0 | 3000 | 0.2301 | 0.0 | 0.0 |
Framework versions
- Transformers 4.13.0
- Pytorch 1.12.0+cu113
- Datasets 1.16.1
- Tokenizers 0.10.3
