| Training Loss | Epoch | Step   | Validation Loss | Wer    |
|:-------------:|:-----:|:------:|:---------------:|:------:|
| No log        | 0.01  | 100    | 3.6252          | 1.0    |
| No log        | 0.02  | 200    | 3.1906          | 1.0    |
| No log        | 0.03  | 300    | 3.1090          | 1.0    |
| No log        | 0.04  | 400    | 1.8796          | 0.9955 |
| 6.2575        | 0.05  | 500    | 1.3515          | 0.9058 |
| 6.2575        | 0.06  | 600    | 1.1209          | 0.8328 |
| 6.2575        | 0.07  | 700    | 1.1404          | 0.8309 |
| 6.2575        | 0.09  | 800    | 1.0599          | 0.8021 |
| 6.2575        | 0.1   | 900    | 0.9901          | 0.8335 |
| 0.7737        | 0.11  | 1000   | 0.8846          | 0.7400 |
| 0.7737        | 0.12  | 1100   | 0.9971          | 0.7820 |
| 0.7737        | 0.13  | 1200   | 0.8665          | 0.7123 |
| 0.7737        | 0.14  | 1300   | 0.8490          | 0.7366 |
| 0.7737        | 0.15  | 1400   | 0.8250          | 0.6765 |
| 0.6183        | 0.16  | 1500   | 0.8291          | 0.6965 |
| 0.6183        | 0.17  | 1600   | 0.7946          | 0.6823 |
| 0.6183        | 0.18  | 1700   | 0.8239          | 0.6894 |
| 0.6183        | 0.19  | 1800   | 0.8282          | 0.6796 |
| 0.6183        | 0.2   | 1900   | 0.7645          | 0.6518 |
| 0.561         | 0.21  | 2000   | 0.7530          | 0.6367 |
| 0.561         | 0.22  | 2100   | 0.7296          | 0.6177 |
| 0.561         | 0.24  | 2200   | 0.7527          | 0.6498 |
| 0.561         | 0.25  | 2300   | 0.7210          | 0.6316 |
| 0.561         | 0.26  | 2400   | 0.7938          | 0.6757 |
| 0.5402        | 0.27  | 2500   | 0.7485          | 0.6372 |
| 0.5402        | 0.28  | 2600   | 0.7146          | 0.6133 |
| 0.5402        | 0.29  | 2700   | 0.7308          | 0.6626 |
| 0.5402        | 0.3   | 2800   | 0.7078          | 0.5949 |
| 0.5402        | 0.31  | 2900   | 0.7679          | 0.6373 |
| 0.5303        | 0.32  | 3000   | 0.7263          | 0.6502 |
| 0.5303        | 0.33  | 3100   | 0.6613          | 0.5846 |
| 0.5303        | 0.34  | 3200   | 0.6784          | 0.5783 |
| 0.5303        | 0.35  | 3300   | 0.6908          | 0.5833 |
| 0.5303        | 0.36  | 3400   | 0.6595          | 0.5826 |
| 0.503         | 0.37  | 3500   | 0.6717          | 0.5938 |
| 0.503         | 0.39  | 3600   | 0.6938          | 0.5791 |
| 0.503         | 0.4   | 3700   | 0.6677          | 0.6052 |
| 0.503         | 0.41  | 3800   | 0.6544          | 0.5554 |
| 0.503         | 0.42  | 3900   | 0.6514          | 0.5728 |
| 0.4959        | 0.43  | 4000   | 0.6847          | 0.6188 |
| 0.4959        | 0.44  | 4100   | 0.6626          | 0.5869 |
| 0.4959        | 0.45  | 4200   | 0.6670          | 0.5700 |
| 0.4959        | 0.46  | 4300   | 0.6596          | 0.5846 |
| 0.4959        | 0.47  | 4400   | 0.6523          | 0.5468 |
| 0.4824        | 0.48  | 4500   | 0.6392          | 0.5688 |
| 0.4824        | 0.49  | 4600   | 0.6561          | 0.5687 |
| 0.4824        | 0.5   | 4700   | 0.6697          | 0.5817 |
| 0.4824        | 0.51  | 4800   | 0.6348          | 0.5608 |
| 0.4824        | 0.52  | 4900   | 0.6561          | 0.5600 |
| 0.4714        | 0.54  | 5000   | 0.6522          | 0.6181 |
| 0.4714        | 0.55  | 5100   | 0.6858          | 0.5921 |
| 0.4714        | 0.56  | 5200   | 0.6706          | 0.5497 |
| 0.4714        | 0.57  | 5300   | 0.7123          | 0.5768 |
| 0.4714        | 0.58  | 5400   | 0.6599          | 0.6100 |
| 0.471         | 0.59  | 5500   | 0.6421          | 0.5626 |
| 0.471         | 0.6   | 5600   | 0.6395          | 0.5753 |
| 0.471         | 0.61  | 5700   | 0.6788          | 0.5481 |
| 0.471         | 0.62  | 5800   | 0.6386          | 0.5516 |
| 0.471         | 0.63  | 5900   | 0.6694          | 0.5913 |
| 0.4707        | 0.64  | 6000   | 0.6251          | 0.5699 |
| 0.4707        | 0.65  | 6100   | 0.6243          | 0.5567 |
| 0.4707        | 0.66  | 6200   | 0.6645          | 0.5629 |
| 0.4707        | 0.67  | 6300   | 0.6296          | 0.5895 |
| 0.4707        | 0.69  | 6400   | 0.6078          | 0.5183 |
| 0.4632        | 0.7   | 6500   | 0.6270          | 0.5619 |
| 0.4632        | 0.71  | 6600   | 0.6050          | 0.5336 |
| 0.4632        | 0.72  | 6700   | 0.6185          | 0.5449 |
| 0.4632        | 0.73  | 6800   | 0.6281          | 0.5645 |
| 0.4632        | 0.74  | 6900   | 0.5877          | 0.5084 |
| 0.4514        | 0.75  | 7000   | 0.6199          | 0.5403 |
| 0.4514        | 0.76  | 7100   | 0.6293          | 0.5275 |
| 0.4514        | 0.77  | 7200   | 0.6290          | 0.5447 |
| 0.4514        | 0.78  | 7300   | 0.6130          | 0.5373 |
| 0.4514        | 0.79  | 7400   | 0.6138          | 0.5285 |
| 0.4457        | 0.8   | 7500   | 0.6040          | 0.5259 |
| 0.4457        | 0.81  | 7600   | 0.6220          | 0.5686 |
| 0.4457        | 0.82  | 7700   | 0.5915          | 0.5164 |
| 0.4457        | 0.84  | 7800   | 0.6270          | 0.5289 |
| 0.4457        | 0.85  | 7900   | 0.6224          | 0.5515 |
| 0.4458        | 0.86  | 8000   | 0.6161          | 0.5323 |
| 0.4458        | 0.87  | 8100   | 0.5827          | 0.5122 |
| 0.4458        | 0.88  | 8200   | 0.6067          | 0.5202 |
| 0.4458        | 0.89  | 8300   | 0.6087          | 0.5192 |
| 0.4458        | 0.9   | 8400   | 0.6859          | 0.5796 |
| 0.4409        | 0.91  | 8500   | 0.6180          | 0.5131 |
| 0.4409        | 0.92  | 8600   | 0.5945          | 0.4948 |
| 0.4409        | 0.93  | 8700   | 0.5967          | 0.5532 |
| 0.4409        | 0.94  | 8800   | 0.5770          | 0.4961 |
| 0.4409        | 0.95  | 8900   | 0.5809          | 0.5203 |
| 0.4305        | 0.96  | 9000   | 0.5805          | 0.5039 |
| 0.4305        | 0.97  | 9100   | 0.5873          | 0.5188 |
| 0.4305        | 0.98  | 9200   | 0.6277          | 0.5516 |
| 0.4305        | 1.0   | 9300   | 0.5727          | 0.5052 |
| 0.4305        | 1.01  | 9400   | 0.5858          | 0.5123 |
| 0.4264        | 1.02  | 9500   | 0.5692          | 0.4968 |
| 0.4264        | 1.03  | 9600   | 0.5954          | 0.5117 |
| 0.4264        | 1.04  | 9700   | 0.5904          | 0.5076 |
| 0.4264        | 1.05  | 9800   | 0.6046          | 0.5101 |
| 0.4264        | 1.06  | 9900   | 0.5616          | 0.4926 |
| 0.4176        | 1.07  | 10000  | 0.5971          | 0.5368 |
| 0.4176        | 1.08  | 10100  | 0.5706          | 0.4940 |
| 0.4176        | 1.09  | 10200  | 0.5612          | 0.5032 |
| 0.4176        | 1.1   | 10300  | 0.5672          | 0.4944 |
| 0.4176        | 1.11  | 10400  | 0.5915          | 0.5218 |
| 0.4033        | 1.12  | 10500  | 0.5706          | 0.5051 |
| 0.4033        | 1.13  | 10600  | 0.5661          | 0.4934 |
| 0.4033        | 1.15  | 10700  | 0.5724          | 0.4903 |
| 0.4033        | 1.16  | 10800  | 0.5792          | 0.4940 |
| 0.4033        | 1.17  | 10900  | 0.5744          | 0.4911 |
| 0.392         | 1.18  | 11000  | 0.5767          | 0.5162 |
| 0.392         | 1.19  | 11100  | 0.5588          | 0.4835 |
| 0.392         | 1.2   | 11200  | 0.5609          | 0.4922 |
| 0.392         | 1.21  | 11300  | 0.5890          | 0.4914 |
| 0.392         | 1.22  | 11400  | 0.5525          | 0.4897 |
| 0.387         | 1.23  | 11500  | 0.5704          | 0.5051 |
| 0.387         | 1.24  | 11600  | 0.5539          | 0.5014 |
| 0.387         | 1.25  | 11700  | 0.5473          | 0.4882 |
| 0.387         | 1.26  | 11800  | 0.5662          | 0.5004 |
| 0.387         | 1.27  | 11900  | 0.5785          | 0.5220 |
| 0.3956        | 1.28  | 12000  | 0.5990          | 0.5114 |
| 0.3956        | 1.3   | 12100  | 0.5497          | 0.4895 |
| 0.3956        | 1.31  | 12200  | 0.5538          | 0.4895 |
| 0.3956        | 1.32  | 12300  | 0.5652          | 0.4913 |
| 0.3956        | 1.33  | 12400  | 0.5682          | 0.5128 |
| 0.4043        | 1.34  | 12500  | 0.5830          | 0.4999 |
| 0.4043        | 1.35  | 12600  | 0.5686          | 0.4865 |
| 0.4043        | 1.36  | 12700  | 0.5688          | 0.4937 |
| 0.4043        | 1.37  | 12800  | 0.5753          | 0.5034 |
| 0.4043        | 1.38  | 12900  | 0.5898          | 0.4865 |
| 0.3997        | 1.39  | 13000  | 0.5723          | 0.4963 |
| 0.3997        | 1.4   | 13100  | 0.5767          | 0.4986 |
| 0.3997        | 1.41  | 13200  | 0.5960          | 0.5084 |
| 0.3997        | 1.42  | 13300  | 0.5859          | 0.5096 |
| 0.3997        | 1.43  | 13400  | 0.5491          | 0.4784 |
| 0.3997        | 1.45  | 13500  | 0.5636          | 0.5049 |
| 0.3997        | 1.46  | 13600  | 0.5667          | 0.4708 |
| 0.3997        | 1.47  | 13700  | 0.5757          | 0.4862 |
| 0.3997        | 1.48  | 13800  | 0.5444          | 0.4816 |
| 0.3997        | 1.49  | 13900  | 0.5557          | 0.4792 |
| 0.3954        | 1.5   | 14000  | 0.5437          | 0.4810 |
| 0.3954        | 1.51  | 14100  | 0.5489          | 0.4674 |
| 0.3954        | 1.52  | 14200  | 0.5415          | 0.4674 |
| 0.3954        | 1.53  | 14300  | 0.5481          | 0.4902 |
| 0.3954        | 1.54  | 14400  | 0.5474          | 0.4763 |
| 0.3814        | 1.55  | 14500  | 0.5588          | 0.4731 |
| 0.3814        | 1.56  | 14600  | 0.5746          | 0.4820 |
| 0.3814        | 1.57  | 14700  | 0.5676          | 0.4884 |
| 0.3814        | 1.58  | 14800  | 0.5495          | 0.4711 |
| 0.3814        | 1.6   | 14900  | 0.5565          | 0.4782 |
| 0.3877        | 1.61  | 15000  | 0.5671          | 0.5135 |
| 0.3877        | 1.62  | 15100  | 0.5512          | 0.4868 |
| 0.3877        | 1.63  | 15200  | 0.5683          | 0.4650 |
| 0.3877        | 1.64  | 15300  | 0.5427          | 0.4717 |
| 0.3877        | 1.65  | 15400  | 0.5519          | 0.4651 |
| 0.387         | 1.66  | 15500  | 0.5327          | 0.4456 |
| 0.387         | 1.67  | 15600  | 0.5371          | 0.4673 |
| 0.387         | 1.68  | 15700  | 0.5337          | 0.4705 |
| 0.387         | 1.69  | 15800  | 0.5606          | 0.4992 |
| 0.387         | 1.7   | 15900  | 0.5254          | 0.4613 |
| 0.3877        | 1.71  | 16000  | 0.5619          | 0.4882 |
| 0.3877        | 1.72  | 16100  | 0.5212          | 0.4560 |
| 0.3877        | 1.73  | 16200  | 0.5369          | 0.4696 |
| 0.3877        | 1.75  | 16300  | 0.5392          | 0.4677 |
| 0.3877        | 1.76  | 16400  | 0.5353          | 0.4768 |
| 0.3739        | 1.77  | 16500  | 0.5435          | 0.4777 |
| 0.3739        | 1.78  | 16600  | 0.5343          | 0.4884 |
| 0.3739        | 1.79  | 16700  | 0.5309          | 0.4942 |
| 0.3739        | 1.8   | 16800  | 0.5373          | 0.4727 |
| 0.3739        | 1.81  | 16900  | 0.5550          | 0.4686 |
| 0.3884        | 1.82  | 17000  | 0.5486          | 0.4826 |
| 0.3884        | 1.83  | 17100  | 0.5508          | 0.4862 |
| 0.3884        | 1.84  | 17200  | 0.5423          | 0.4855 |
| 0.3884        | 1.85  | 17300  | 0.5478          | 0.4730 |
| 0.3884        | 1.86  | 17400  | 0.5438          | 0.4938 |
| 0.3842        | 1.87  | 17500  | 0.5571          | 0.4818 |
| 0.3842        | 1.88  | 17600  | 0.5402          | 0.4753 |
| 0.3842        | 1.9   | 17700  | 0.5679          | 0.4827 |
| 0.3842        | 1.91  | 17800  | 0.5385          | 0.4642 |
| 0.3842        | 1.92  | 17900  | 0.5519          | 0.4942 |
| 0.3953        | 1.93  | 18000  | 0.5559          | 0.4745 |
| 0.3953        | 1.94  | 18100  | 0.5657          | 0.4963 |
| 0.3953        | 1.95  | 18200  | 0.5296          | 0.4642 |
| 0.3953        | 1.96  | 18300  | 0.5529          | 0.4907 |
| 0.3953        | 1.97  | 18400  | 0.5380          | 0.4536 |
| 0.3745        | 1.98  | 18500  | 0.5276          | 0.4678 |
| 0.3745        | 1.99  | 18600  | 0.5544          | 0.4854 |
| 0.3745        | 2.0   | 18700  | 0.5195          | 0.4535 |
| 0.3745        | 2.01  | 18800  | 0.5165          | 0.4635 |
| 0.3745        | 2.02  | 18900  | 0.5062          | 0.4431 |
| 0.3538        | 2.03  | 19000  | 0.5255          | 0.4509 |
| 0.3538        | 2.04  | 19100  | 0.5125          | 0.4512 |
| 0.3538        | 2.06  | 19200  | 0.5105          | 0.4504 |
| 0.3538        | 2.07  | 19300  | 0.5000          | 0.4490 |
| 0.3538        | 2.08  | 19400  | 0.5150          | 0.4520 |
| 0.356         | 2.09  | 19500  | 0.5053          | 0.4383 |
| 0.356         | 2.1   | 19600  | 0.5085          | 0.4417 |
| 0.356         | 2.11  | 19700  | 0.5229          | 0.4490 |
| 0.356         | 2.12  | 19800  | 0.5326          | 0.4492 |
| 0.356         | 2.13  | 19900  | 0.5139          | 0.4491 |
| 0.3474        | 2.14  | 20000  | 0.5134          | 0.4384 |
| 0.3474        | 2.15  | 20100  | 0.5498          | 0.4606 |
| 0.3474        | 2.16  | 20200  | 0.5324          | 0.4540 |
| 0.3474        | 2.17  | 20300  | 0.5338          | 0.4548 |
| 0.3474        | 2.18  | 20400  | 0.5076          | 0.4425 |
| 0.345         | 2.19  | 20500  | 0.5253          | 0.4550 |
| 0.345         | 2.21  | 20600  | 0.5125          | 0.4618 |
| 0.345         | 2.22  | 20700  | 0.5171          | 0.4487 |
| 0.345         | 2.23  | 20800  | 0.5232          | 0.4464 |
| 0.345         | 2.24  | 20900  | 0.5298          | 0.4588 |
| 0.341         | 2.25  | 21000  | 0.5342          | 0.4576 |
| 0.341         | 2.26  | 21100  | 0.5515          | 0.4678 |
| 0.341         | 2.27  | 21200  | 0.5041          | 0.4495 |
| 0.341         | 2.28  | 21300  | 0.5169          | 0.4473 |
| 0.341         | 2.29  | 21400  | 0.5227          | 0.4494 |
| 0.354         | 2.3   | 21500  | 0.5214          | 0.4458 |
| 0.354         | 2.31  | 21600  | 0.5303          | 0.4587 |
| 0.354         | 2.32  | 21700  | 0.5237          | 0.4597 |
| 0.354         | 2.33  | 21800  | 0.5067          | 0.4460 |
| 0.354         | 2.34  | 21900  | 0.5117          | 0.4560 |
| 0.3333        | 2.36  | 22000  | 0.5104          | 0.4359 |
| 0.3333        | 2.37  | 22100  | 0.5326          | 0.4679 |
| 0.3333        | 2.38  | 22200  | 0.5098          | 0.4510 |
| 0.3333        | 2.39  | 22300  | 0.5044          | 0.4445 |
| 0.3333        | 2.4   | 22400  | 0.5219          | 0.4489 |
| 0.3514        | 2.41  | 22500  | 0.4987          | 0.4433 |
| 0.3514        | 2.42  | 22600  | 0.5009          | 0.4338 |
| 0.3514        | 2.43  | 22700  | 0.5252          | 0.4444 |
| 0.3514        | 2.44  | 22800  | 0.4861          | 0.4269 |
| 0.3514        | 2.45  | 22900  | 0.5157          | 0.4421 |
| 0.3444        | 2.46  | 23000  | 0.5277          | 0.4426 |
| 0.3444        | 2.47  | 23100  | 0.5213          | 0.4378 |
| 0.3444        | 2.48  | 23200  | 0.5172          | 0.4482 |
| 0.3444        | 2.49  | 23300  | 0.5142          | 0.4376 |
| 0.3444        | 2.51  | 23400  | 0.5044          | 0.4231 |
| 0.3536        | 2.52  | 23500  | 0.5268          | 0.4496 |
| 0.3536        | 2.53  | 23600  | 0.5176          | 0.4326 |
| 0.3536        | 2.54  | 23700  | 0.5032          | 0.4296 |
| 0.3536        | 2.55  | 23800  | 0.5211          | 0.4460 |
| 0.3536        | 2.56  | 23900  | 0.5093          | 0.4379 |
| 0.337         | 2.57  | 24000  | 0.4990          | 0.4311 |
| 0.337         | 2.58  | 24100  | 0.4962          | 0.4329 |
| 0.337         | 2.59  | 24200  | 0.5033          | 0.4289 |
| 0.337         | 2.6   | 24300  | 0.5260          | 0.4534 |
| 0.337         | 2.61  | 24400  | 0.5309          | 0.4441 |
| 0.3393        | 2.62  | 24500  | 0.5132          | 0.4346 |
| 0.3393        | 2.63  | 24600  | 0.5189          | 0.4233 |
| 0.3393        | 2.64  | 24700  | 0.5074          | 0.4326 |
| 0.3393        | 2.66  | 24800  | 0.5111          | 0.4254 |
| 0.3393        | 2.67  | 24900  | 0.4933          | 0.4254 |
| 0.3334        | 2.68  | 25000  | 0.5046          | 0.4407 |
| 0.3334        | 2.69  | 25100  | 0.5010          | 0.4404 |
| 0.3334        | 2.7   | 25200  | 0.5045          | 0.4236 |
| 0.3334        | 2.71  | 25300  | 0.4938          | 0.4305 |
| 0.3334        | 2.72  | 25400  | 0.5021          | 0.4383 |
| 0.3366        | 2.73  | 25500  | 0.4953          | 0.4202 |
| 0.3366        | 2.74  | 25600  | 0.4985          | 0.4338 |
| 0.3366        | 2.75  | 25700  | 0.4765          | 0.4161 |
| 0.3366        | 2.76  | 25800  | 0.4873          | 0.4292 |
| 0.3366        | 2.77  | 25900  | 0.4998          | 0.4189 |
| 0.3359        | 2.78  | 26000  | 0.4991          | 0.4248 |
| 0.3359        | 2.79  | 26100  | 0.5012          | 0.4307 |
| 0.3359        | 2.81  | 26200  | 0.5081          | 0.4151 |
| 0.3359        | 2.82  | 26300  | 0.4997          | 0.4305 |
| 0.3359        | 2.83  | 26400  | 0.4969          | 0.4302 |
| 0.3396        | 2.84  | 26500  | 0.4784          | 0.4271 |
| 0.3396        | 2.85  | 26600  | 0.4804          | 0.4149 |
| 0.3396        | 2.86  | 26700  | 0.4900          | 0.4192 |
| 0.3396        | 2.87  | 26800  | 0.5044          | 0.4325 |
| 0.3396        | 2.88  | 26900  | 0.4935          | 0.4376 |
| 0.3356        | 2.89  | 27000  | 0.5007          | 0.4269 |
| 0.3356        | 2.9   | 27100  | 0.4887          | 0.4178 |
| 0.3356        | 2.91  | 27200  | 0.4770          | 0.4170 |
| 0.3356        | 2.92  | 27300  | 0.4847          | 0.4167 |
| 0.3356        | 2.93  | 27400  | 0.4861          | 0.4139 |
| 0.3395        | 2.94  | 27500  | 0.4975          | 0.4291 |
| 0.3395        | 2.95  | 27600  | 0.5056          | 0.4471 |
| 0.3395        | 2.97  | 27700  | 0.5111          | 0.4375 |
| 0.3395        | 2.98  | 27800  | 0.5327          | 0.4577 |
| 0.3395        | 2.99  | 27900  | 0.5067          | 0.4393 |
| 0.3332        | 3.0   | 28000  | 0.4898          | 0.4188 |
| 0.3332        | 3.01  | 28100  | 0.4790          | 0.4093 |
| 0.3332        | 3.02  | 28200  | 0.4828          | 0.4202 |
| 0.3332        | 3.03  | 28300  | 0.4836          | 0.4146 |
| 0.3332        | 3.04  | 28400  | 0.4901          | 0.4242 |
| 0.2984        | 3.05  | 28500  | 0.4772          | 0.4118 |
| 0.2984        | 3.06  | 28600  | 0.5055          | 0.4213 |
| 0.2984        | 3.07  | 28700  | 0.4911          | 0.4100 |
| 0.2984        | 3.08  | 28800  | 0.4737          | 0.4087 |
| 0.2984        | 3.09  | 28900  | 0.4930          | 0.4216 |
| 0.3056        | 3.1   | 29000  | 0.4736          | 0.4109 |
| 0.3056        | 3.12  | 29100  | 0.4863          | 0.4058 |
| 0.3056        | 3.13  | 29200  | 0.4784          | 0.4184 |
| 0.3056        | 3.14  | 29300  | 0.4923          | 0.4240 |
| 0.3056        | 3.15  | 29400  | 0.4846          | 0.4226 |
| 0.2995        | 3.16  | 29500  | 0.4829          | 0.4086 |
| 0.2995        | 3.17  | 29600  | 0.4934          | 0.4240 |
| 0.2995        | 3.18  | 29700  | 0.4893          | 0.4152 |
| 0.2995        | 3.19  | 29800  | 0.4730          | 0.4227 |
| 0.2995        | 3.2   | 29900  | 0.5027          | 0.4330 |
| 0.2926        | 3.21  | 30000  | 0.4903          | 0.4112 |
| 0.2926        | 3.22  | 30100  | 0.4961          | 0.4157 |
| 0.2926        | 3.23  | 30200  | 0.4980          | 0.4269 |
| 0.2926        | 3.24  | 30300  | 0.4896          | 0.4126 |
| 0.2926        | 3.25  | 30400  | 0.4726          | 0.4062 |
| 0.301         | 3.27  | 30500  | 0.4733          | 0.3985 |
| 0.301         | 3.28  | 30600  | 0.4772          | 0.4047 |
| 0.301         | 3.29  | 30700  | 0.4806          | 0.4082 |
| 0.301         | 3.3   | 30800  | 0.4683          | 0.4011 |
| 0.301         | 3.31  | 30900  | 0.4775          | 0.4079 |
| 0.2933        | 3.32  | 31000  | 0.4729          | 0.4083 |
| 0.2933        | 3.33  | 31100  | 0.4628          | 0.4016 |
| 0.2933        | 3.34  | 31200  | 0.4753          | 0.4192 |
| 0.2933        | 3.35  | 31300  | 0.4687          | 0.4185 |
| 0.2933        | 3.36  | 31400  | 0.4806          | 0.4106 |
| 0.2957        | 3.37  | 31500  | 0.4889          | 0.4240 |
| 0.2957        | 3.38  | 31600  | 0.4882          | 0.4182 |
| 0.2957        | 3.39  | 31700  | 0.4798          | 0.4162 |
| 0.2957        | 3.4   | 31800  | 0.4718          | 0.4108 |
| 0.2957        | 3.42  | 31900  | 0.4685          | 0.4101 |
| 0.3039        | 3.43  | 32000  | 0.4816          | 0.4188 |
| 0.3039        | 3.44  | 32100  | 0.4874          | 0.4139 |
| 0.3039        | 3.45  | 32200  | 0.4899          | 0.4115 |
| 0.3039        | 3.46  | 32300  | 0.4852          | 0.4180 |
| 0.3039        | 3.47  | 32400  | 0.5074          | 0.4129 |
| 0.3006        | 3.48  | 32500  | 0.4837          | 0.4076 |
| 0.3006        | 3.49  | 32600  | 0.4927          | 0.4098 |
| 0.3006        | 3.5   | 32700  | 0.4999          | 0.4172 |
| 0.3006        | 3.51  | 32800  | 0.4773          | 0.4194 |
| 0.3006        | 3.52  | 32900  | 0.4859          | 0.4058 |
| 0.3089        | 3.53  | 33000  | 0.4783          | 0.4104 |
| 0.3089        | 3.54  | 33100  | 0.4622          | 0.4020 |
| 0.3089        | 3.55  | 33200  | 0.4840          | 0.4065 |
| 0.3089        | 3.57  | 33300  | 0.4756          | 0.4241 |
| 0.3089        | 3.58  | 33400  | 0.4831          | 0.4170 |
| 0.3061        | 3.59  | 33500  | 0.4794          | 0.4068 |
| 0.3061        | 3.6   | 33600  | 0.4730          | 0.4037 |
| 0.3061        | 3.61  | 33700  | 0.4808          | 0.4138 |
| 0.3061        | 3.62  | 33800  | 0.4924          | 0.4248 |
| 0.3061        | 3.63  | 33900  | 0.4749          | 0.4112 |
| 0.3047        | 3.64  | 34000  | 0.4924          | 0.4326 |
| 0.3047        | 3.65  | 34100  | 0.4745          | 0.4104 |
| 0.3047        | 3.66  | 34200  | 0.4760          | 0.4123 |
| 0.3047        | 3.67  | 34300  | 0.4788          | 0.4066 |
| 0.3047        | 3.68  | 34400  | 0.4627          | 0.4158 |
| 0.3042        | 3.69  | 34500  | 0.4974          | 0.4131 |
| 0.3042        | 3.7   | 34600  | 0.4593          | 0.4063 |
| 0.3042        | 3.72  | 34700  | 0.4549          | 0.3928 |
| 0.3042        | 3.73  | 34800  | 0.4690          | 0.3898 |
| 0.3042        | 3.74  | 34900  | 0.4560          | 0.4007 |
| 0.2963        | 3.75  | 35000  | 0.4606          | 0.3959 |
| 0.2963        | 3.76  | 35100  | 0.4762          | 0.4057 |
| 0.2963        | 3.77  | 35200  | 0.4750          | 0.4034 |
| 0.2963        | 3.78  | 35300  | 0.4772          | 0.4114 |
| 0.2963        | 3.79  | 35400  | 0.4669          | 0.3995 |
| 0.3012        | 3.8   | 35500  | 0.4709          | 0.4090 |
| 0.3012        | 3.81  | 35600  | 0.4722          | 0.4123 |
| 0.3012        | 3.82  | 35700  | 0.4913          | 0.4165 |
| 0.3012        | 3.83  | 35800  | 0.4814          | 0.4063 |
| 0.3012        | 3.84  | 35900  | 0.4869          | 0.4171 |
| 0.3015        | 3.85  | 36000  | 0.4791          | 0.4059 |
| 0.3015        | 3.87  | 36100  | 0.4535          | 0.3976 |
| 0.3015        | 3.88  | 36200  | 0.4706          | 0.4009 |
| 0.3015        | 3.89  | 36300  | 0.4679          | 0.4012 |
| 0.3015        | 3.9   | 36400  | 0.4736          | 0.4096 |
| 0.2965        | 3.91  | 36500  | 0.4756          | 0.4106 |
| 0.2965        | 3.92  | 36600  | 0.4669          | 0.4085 |
| 0.2965        | 3.93  | 36700  | 0.4796          | 0.4054 |
| 0.2965        | 3.94  | 36800  | 0.4583          | 0.3932 |
| 0.2965        | 3.95  | 36900  | 0.4430          | 0.3969 |
| 0.2993        | 3.96  | 37000  | 0.4560          | 0.3914 |
| 0.2993        | 3.97  | 37100  | 0.4739          | 0.4002 |
| 0.2993        | 3.98  | 37200  | 0.4598          | 0.3912 |
| 0.2993        | 3.99  | 37300  | 0.4607          | 0.3907 |
| 0.2993        | 4.0   | 37400  | 0.4709          | 0.3986 |
| 0.2886        | 4.01  | 37500  | 0.4642          | 0.4067 |
| 0.2886        | 4.03  | 37600  | 0.4684          | 0.3984 |
| 0.2886        | 4.04  | 37700  | 0.4690          | 0.3979 |
| 0.2886        | 4.05  | 37800  | 0.4722          | 0.3980 |
| 0.2886        | 4.06  | 37900  | 0.4734          | 0.3927 |
| 0.2534        | 4.07  | 38000  | 0.4724          | 0.3988 |
| 0.2534        | 4.08  | 38100  | 0.4665          | 0.3986 |
| 0.2534        | 4.09  | 38200  | 0.4659          | 0.4036 |
| 0.2534        | 4.1   | 38300  | 0.4694          | 0.3952 |
| 0.2534        | 4.11  | 38400  | 0.4719          | 0.3891 |
| 0.2596        | 4.12  | 38500  | 0.4687          | 0.3994 |
| 0.2596        | 4.13  | 38600  | 0.4705          | 0.3903 |
| 0.2596        | 4.14  | 38700  | 0.4601          | 0.3975 |
| 0.2596        | 4.15  | 38800  | 0.4666          | 0.3971 |
| 0.2596        | 4.16  | 38900  | 0.4772          | 0.3892 |
| 0.2643        | 4.18  | 39000  | 0.4810          | 0.4071 |
| 0.2643        | 4.19  | 39100  | 0.4980          | 0.4167 |
| 0.2643        | 4.2   | 39200  | 0.4657          | 0.3996 |
| 0.2643        | 4.21  | 39300  | 0.4869          | 0.4002 |
| 0.2643        | 4.22  | 39400  | 0.4656          | 0.3913 |
| 0.265         | 4.23  | 39500  | 0.4720          | 0.3947 |
| 0.265         | 4.24  | 39600  | 0.4711          | 0.3970 |
| 0.265         | 4.25  | 39700  | 0.4689          | 0.3933 |
| 0.265         | 4.26  | 39800  | 0.4728          | 0.4017 |
| 0.265         | 4.27  | 39900  | 0.4673          | 0.3847 |
| 0.2644        | 4.28  | 40000  | 0.4636          | 0.3960 |
| 0.2644        | 4.29  | 40100  | 0.4699          | 0.3864 |
| 0.2644        | 4.3   | 40200  | 0.4580          | 0.3874 |
| 0.2644        | 4.31  | 40300  | 0.4763          | 0.3951 |
| 0.2644        | 4.33  | 40400  | 0.4752          | 0.4141 |
| 0.2633        | 4.34  | 40500  | 0.4918          | 0.3994 |
| 0.2633        | 4.35  | 40600  | 0.4783          | 0.4026 |
| 0.2633        | 4.36  | 40700  | 0.4739          | 0.4034 |
| 0.2633        | 4.37  | 40800  | 0.4750          | 0.4000 |
| 0.2633        | 4.38  | 40900  | 0.4608          | 0.3943 |
| 0.2679        | 4.39  | 41000  | 0.4615          | 0.3891 |
| 0.2679        | 4.4   | 41100  | 0.4730          | 0.3984 |
| 0.2679        | 4.41  | 41200  | 0.4728          | 0.4011 |
| 0.2679        | 4.42  | 41300  | 0.4675          | 0.3932 |
| 0.2679        | 4.43  | 41400  | 0.4662          | 0.3929 |
| 0.2682        | 4.44  | 41500  | 0.4490          | 0.3837 |
| 0.2682        | 4.45  | 41600  | 0.4611          | 0.3838 |
| 0.2682        | 4.46  | 41700  | 0.4605          | 0.3945 |
| 0.2682        | 4.48  | 41800  | 0.4730          | 0.3938 |
| 0.2682        | 4.49  | 41900  | 0.4567          | 0.3874 |
| 0.2658        | 4.5   | 42000  | 0.4715          | 0.3869 |
| 0.2658        | 4.51  | 42100  | 0.4514          | 0.3833 |
| 0.2658        | 4.52  | 42200  | 0.4602          | 0.3898 |
| 0.2658        | 4.53  | 42300  | 0.4846          | 0.4022 |
| 0.2658        | 4.54  | 42400  | 0.4474          | 0.3810 |
| 0.2676        | 4.55  | 42500  | 0.4513          | 0.3820 |
| 0.2676        | 4.56  | 42600  | 0.4588          | 0.3928 |
| 0.2676        | 4.57  | 42700  | 0.4601          | 0.3894 |
| 0.2676        | 4.58  | 42800  | 0.4516          | 0.3792 |
| 0.2676        | 4.59  | 42900  | 0.4482          | 0.3848 |
| 0.2693        | 4.6   | 43000  | 0.4695          | 0.4008 |
| 0.2693        | 4.61  | 43100  | 0.4580          | 0.3871 |
| 0.2693        | 4.63  | 43200  | 0.4419          | 0.3857 |
| 0.2693        | 4.64  | 43300  | 0.4534          | 0.3796 |
| 0.2693        | 4.65  | 43400  | 0.4532          | 0.3856 |
| 0.2641        | 4.66  | 43500  | 0.4421          | 0.3809 |
| 0.2641        | 4.67  | 43600  | 0.4400          | 0.3844 |
| 0.2641        | 4.68  | 43700  | 0.4515          | 0.3833 |
| 0.2641        | 4.69  | 43800  | 0.4462          | 0.3808 |
| 0.2641        | 4.7   | 43900  | 0.4741          | 0.3926 |
| 0.2626        | 4.71  | 44000  | 0.4542          | 0.3931 |
| 0.2626        | 4.72  | 44100  | 0.4555          | 0.3885 |
| 0.2626        | 4.73  | 44200  | 0.4505          | 0.3845 |
| 0.2626        | 4.74  | 44300  | 0.4593          | 0.3871 |
| 0.2626        | 4.75  | 44400  | 0.4359          | 0.3830 |
| 0.2648        | 4.76  | 44500  | 0.4387          | 0.3736 |
| 0.2648        | 4.78  | 44600  | 0.4529          | 0.3807 |
| 0.2648        | 4.79  | 44700  | 0.4566          | 0.3837 |
| 0.2648        | 4.8   | 44800  | 0.4557          | 0.4067 |
| 0.2648        | 4.81  | 44900  | 0.4609          | 0.3852 |
| 0.2603        | 4.82  | 45000  | 0.4667          | 0.4005 |
| 0.2603        | 4.83  | 45100  | 0.4666          | 0.3836 |
| 0.2603        | 4.84  | 45200  | 0.4775          | 0.3946 |
| 0.2603        | 4.85  | 45300  | 0.4701          | 0.3925 |
| 0.2603        | 4.86  | 45400  | 0.4579          | 0.3889 |
| 0.2626        | 4.87  | 45500  | 0.4516          | 0.3884 |
| 0.2626        | 4.88  | 45600  | 0.4605          | 0.3878 |
| 0.2626        | 4.89  | 45700  | 0.4576          | 0.3802 |
| 0.2626        | 4.9   | 45800  | 0.4553          | 0.3780 |
| 0.2626        | 4.91  | 45900  | 0.4336          | 0.3752 |
| 0.2602        | 4.93  | 46000  | 0.4419          | 0.3881 |
| 0.2602        | 4.94  | 46100  | 0.4601          | 0.3843 |
| 0.2602        | 4.95  | 46200  | 0.4437          | 0.3956 |
| 0.2602        | 4.96  | 46300  | 0.4524          | 0.3844 |
| 0.2602        | 4.97  | 46400  | 0.4709          | 0.4031 |
| 0.2609        | 4.98  | 46500  | 0.4500          | 0.3872 |
| 0.2609        | 4.99  | 46600  | 0.4366          | 0.3846 |
| 0.2609        | 5.0   | 46700  | 0.4653          | 0.3884 |
| 0.2609        | 5.01  | 46800  | 0.4602          | 0.3932 |
| 0.2609        | 5.02  | 46900  | 0.4668          | 0.3854 |
| 0.2472        | 5.03  | 47000  | 0.4616          | 0.3891 |
| 0.2472        | 5.04  | 47100  | 0.4543          | 0.3836 |
| 0.2472        | 5.05  | 47200  | 0.4526          | 0.3822 |
| 0.2472        | 5.06  | 47300  | 0.4539          | 0.3741 |
| 0.2472        | 5.07  | 47400  | 0.4776          | 0.3818 |
| 0.2278        | 5.09  | 47500  | 0.4771          | 0.3794 |
| 0.2278        | 5.1   | 47600  | 0.4662          | 0.3831 |
| 0.2278        | 5.11  | 47700  | 0.4558          | 0.4032 |
| 0.2278        | 5.12  | 47800  | 0.4904          | 0.3918 |
| 0.2278        | 5.13  | 47900  | 0.4765          | 0.3890 |
| 0.2311        | 5.14  | 48000  | 0.4674          | 0.3882 |
| 0.2311        | 5.15  | 48100  | 0.4609          | 0.3947 |
| 0.2311        | 5.16  | 48200  | 0.4588          | 0.3837 |
| 0.2311        | 5.17  | 48300  | 0.4827          | 0.3845 |
| 0.2311        | 5.18  | 48400  | 0.4711          | 0.3839 |
| 0.229         | 5.19  | 48500  | 0.4583          | 0.3873 |
| 0.229         | 5.2   | 48600  | 0.4800          | 0.3858 |
| 0.229         | 5.21  | 48700  | 0.4611          | 0.3800 |
| 0.229         | 5.22  | 48800  | 0.4504          | 0.3889 |
| 0.229         | 5.24  | 48900  | 0.4569          | 0.3761 |
| 0.2313        | 5.25  | 49000  | 0.4732          | 0.3915 |
| 0.2313        | 5.26  | 49100  | 0.4728          | 0.3832 |
| 0.2313        | 5.27  | 49200  | 0.4667          | 0.3815 |
| 0.2313        | 5.28  | 49300  | 0.4912          | 0.3856 |
| 0.2313        | 5.29  | 49400  | 0.4790          | 0.3946 |
| 0.2266        | 5.3   | 49500  | 0.4597          | 0.3763 |
| 0.2266        | 5.31  | 49600  | 0.4580          | 0.3778 |
| 0.2266        | 5.32  | 49700  | 0.4439          | 0.3721 |
| 0.2266        | 5.33  | 49800  | 0.4611          | 0.3704 |
| 0.2266        | 5.34  | 49900  | 0.4599          | 0.3769 |
| 0.235         | 5.35  | 50000  | 0.4543          | 0.3808 |
| 0.235         | 5.36  | 50100  | 0.4555          | 0.3773 |
| 0.235         | 5.37  | 50200  | 0.4525          | 0.3815 |
| 0.235         | 5.39  | 50300  | 0.4557          | 0.3814 |
| 0.235         | 5.4   | 50400  | 0.4604          | 0.3754 |
| 0.2299        | 5.41  | 50500  | 0.4658          | 0.3770 |
| 0.2299        | 5.42  | 50600  | 0.4658          | 0.3884 |
| 0.2299        | 5.43  | 50700  | 0.4701          | 0.3919 |
| 0.2299        | 5.44  | 50800  | 0.4495          | 0.3818 |
| 0.2299        | 5.45  | 50900  | 0.4703          | 0.3886 |
| 0.2307        | 5.46  | 51000  | 0.4395          | 0.3743 |
| 0.2307        | 5.47  | 51100  | 0.4487          | 0.3751 |
| 0.2307        | 5.48  | 51200  | 0.4355          | 0.3733 |
| 0.2307        | 5.49  | 51300  | 0.4622          | 0.3811 |
| 0.2307        | 5.5   | 51400  | 0.4443          | 0.3801 |
| 0.2383        | 5.51  | 51500  | 0.4411          | 0.3743 |
| 0.2383        | 5.52  | 51600  | 0.4438          | 0.3778 |
| 0.2383        | 5.54  | 51700  | 0.4559          | 0.3784 |
| 0.2383        | 5.55  | 51800  | 0.4309          | 0.3656 |
| 0.2383        | 5.56  | 51900  | 0.4455          | 0.3660 |
| 0.23          | 5.57  | 52000  | 0.4436          | 0.3598 |
| 0.23          | 5.58  | 52100  | 0.4344          | 0.3685 |
| 0.23          | 5.59  | 52200  | 0.4282          | 0.3690 |
| 0.23          | 5.6   | 52300  | 0.4464          | 0.3800 |
| 0.23          | 5.61  | 52400  | 0.4458          | 0.3909 |
| 0.2305        | 5.62  | 52500  | 0.4483          | 0.3756 |
| 0.2305        | 5.63  | 52600  | 0.4547          | 0.3785 |
| 0.2305        | 5.64  | 52700  | 0.4671          | 0.3820 |
| 0.2305        | 5.65  | 52800  | 0.4449          | 0.3658 |
| 0.2305        | 5.66  | 52900  | 0.4596          | 0.3716 |
| 0.2237        | 5.67  | 53000  | 0.4399          | 0.3669 |
| 0.2237        | 5.69  | 53100  | 0.4410          | 0.3719 |
| 0.2237        | 5.7   | 53200  | 0.4574          | 0.3619 |
| 0.2237        | 5.71  | 53300  | 0.4443          | 0.3690 |
| 0.2237        | 5.72  | 53400  | 0.4381          | 0.3678 |
| 0.2337        | 5.73  | 53500  | 0.4490          | 0.3687 |
| 0.2337        | 5.74  | 53600  | 0.4427          | 0.3752 |
| 0.2337        | 5.75  | 53700  | 0.4423          | 0.3858 |
| 0.2337        | 5.76  | 53800  | 0.4702          | 0.3825 |
| 0.2337        | 5.77  | 53900  | 0.4724          | 0.3800 |
| 0.23          | 5.78  | 54000  | 0.4476          | 0.3827 |
| 0.23          | 5.79  | 54100  | 0.4508          | 0.3919 |
| 0.23          | 5.8   | 54200  | 0.4564          | 0.3788 |
| 0.23          | 5.81  | 54300  | 0.4602          | 0.3888 |
| 0.23          | 5.82  | 54400  | 0.4538          | 0.3732 |
| 0.2334        | 5.84  | 54500  | 0.4500          | 0.3808 |
| 0.2334        | 5.85  | 54600  | 0.4475          | 0.3705 |
| 0.2334        | 5.86  | 54700  | 0.4415          | 0.3772 |
| 0.2334        | 5.87  | 54800  | 0.4515          | 0.3771 |
| 0.2334        | 5.88  | 54900  | 0.4410          | 0.3677 |
| 0.2259        | 5.89  | 55000  | 0.4555          | 0.3702 |
| 0.2259        | 5.9   | 55100  | 0.4509          | 0.3894 |
| 0.2259        | 5.91  | 55200  | 0.4472          | 0.3692 |
| 0.2259        | 5.92  | 55300  | 0.4438          | 0.3754 |
| 0.2259        | 5.93  | 55400  | 0.4399          | 0.3698 |
| 0.2289        | 5.94  | 55500  | 0.4496          | 0.3753 |
| 0.2289        | 5.95  | 55600  | 0.4506          | 0.3752 |
| 0.2289        | 5.96  | 55700  | 0.4482          | 0.3766 |
| 0.2289        | 5.97  | 55800  | 0.4415          | 0.3772 |
| 0.2289        | 5.98  | 55900  | 0.4447          | 0.3750 |
| 0.2281        | 6.0   | 56000  | 0.4566          | 0.3842 |
| 0.2281        | 6.01  | 56100  | 0.4694          | 0.3774 |
| 0.2281        | 6.02  | 56200  | 0.4454          | 0.3788 |
| 0.2281        | 6.03  | 56300  | 0.4676          | 0.3718 |
| 0.2281        | 6.04  | 56400  | 0.4650          | 0.3751 |
| 0.1979        | 6.05  | 56500  | 0.4601          | 0.3765 |
| 0.1979        | 6.06  | 56600  | 0.4647          | 0.3840 |
| 0.1979        | 6.07  | 56700  | 0.4782          | 0.3756 |
| 0.1979        | 6.08  | 56800  | 0.4709          | 0.3736 |
| 0.1979        | 6.09  | 56900  | 0.4707          | 0.3734 |
| 0.1923        | 6.1   | 57000  | 0.4704          | 0.3751 |
| 0.1923        | 6.11  | 57100  | 0.4542          | 0.3721 |
| 0.1923        | 6.12  | 57200  | 0.4542          | 0.3735 |
| 0.1923        | 6.13  | 57300  | 0.4587          | 0.3804 |
| 0.1923        | 6.15  | 57400  | 0.4428          | 0.3687 |
| 0.2012        | 6.16  | 57500  | 0.4456          | 0.3748 |
| 0.2012        | 6.17  | 57600  | 0.4578          | 0.3762 |
| 0.2012        | 6.18  | 57700  | 0.4699          | 0.3722 |
| 0.2012        | 6.19  | 57800  | 0.4499          | 0.3756 |
| 0.2012        | 6.2   | 57900  | 0.4633          | 0.3680 |
| 0.1951        | 6.21  | 58000  | 0.4548          | 0.3712 |
| 0.1951        | 6.22  | 58100  | 0.4520          | 0.3759 |
| 0.1951        | 6.23  | 58200  | 0.4458          | 0.3616 |
| 0.1951        | 6.24  | 58300  | 0.4307          | 0.3637 |
| 0.1951        | 6.25  | 58400  | 0.4546          | 0.3621 |
| 0.1967        | 6.26  | 58500  | 0.4459          | 0.3623 |
| 0.1967        | 6.27  | 58600  | 0.4535          | 0.3690 |
| 0.1967        | 6.28  | 58700  | 0.4574          | 0.3771 |
| 0.1967        | 6.3   | 58800  | 0.4493          | 0.3744 |
| 0.1967        | 6.31  | 58900  | 0.4494          | 0.3769 |
| 0.1998        | 6.32  | 59000  | 0.4529          | 0.3644 |
| 0.1998        | 6.33  | 59100  | 0.4416          | 0.3662 |
| 0.1998        | 6.34  | 59200  | 0.4468          | 0.3785 |
| 0.1998        | 6.35  | 59300  | 0.4377          | 0.3664 |
| 0.1998        | 6.36  | 59400  | 0.4647          | 0.3755 |
| 0.2009        | 6.37  | 59500  | 0.4700          | 0.3824 |
| 0.2009        | 6.38  | 59600  | 0.4488          | 0.3685 |
| 0.2009        | 6.39  | 59700  | 0.4649          | 0.3804 |
| 0.2009        | 6.4   | 59800  | 0.4389          | 0.3689 |
| 0.2009        | 6.41  | 59900  | 0.4456          | 0.3531 |
| 0.2007        | 6.42  | 60000  | 0.4572          | 0.3658 |
| 0.2007        | 6.43  | 60100  | 0.4464          | 0.3669 |
| 0.2007        | 6.45  | 60200  | 0.4666          | 0.3711 |
| 0.2007        | 6.46  | 60300  | 0.4399          | 0.3660 |
| 0.2007        | 6.47  | 60400  | 0.4445          | 0.3631 |
| 0.2005        | 6.48  | 60500  | 0.4450          | 0.3621 |
| 0.2005        | 6.49  | 60600  | 0.4346          | 0.3571 |
| 0.2005        | 6.5   | 60700  | 0.4358          | 0.3581 |
| 0.2005        | 6.51  | 60800  | 0.4344          | 0.3646 |
| 0.2005        | 6.52  | 60900  | 0.4377          | 0.3621 |
| 0.2038        | 6.53  | 61000  | 0.4262          | 0.3570 |
| 0.2038        | 6.54  | 61100  | 0.4269          | 0.3614 |
| 0.2038        | 6.55  | 61200  | 0.4297          | 0.3592 |
| 0.2038        | 6.56  | 61300  | 0.4433          | 0.3682 |
| 0.2038        | 6.57  | 61400  | 0.4474          | 0.3644 |
| 0.199         | 6.58  | 61500  | 0.4464          | 0.3678 |
| 0.199         | 6.6   | 61600  | 0.4397          | 0.3562 |
| 0.199         | 6.61  | 61700  | 0.4415          | 0.3612 |
| 0.199         | 6.62  | 61800  | 0.4362          | 0.3601 |
| 0.199         | 6.63  | 61900  | 0.4442          | 0.3623 |
| 0.1995        | 6.64  | 62000  | 0.4558          | 0.3662 |
| 0.1995        | 6.65  | 62100  | 0.4477          | 0.3647 |
| 0.1995        | 6.66  | 62200  | 0.4542          | 0.3699 |
| 0.1995        | 6.67  | 62300  | 0.4411          | 0.3632 |
| 0.1995        | 6.68  | 62400  | 0.4408          | 0.3658 |
| 0.2014        | 6.69  | 62500  | 0.4426          | 0.3691 |
| 0.2014        | 6.7   | 62600  | 0.4246          | 0.3645 |
| 0.2014        | 6.71  | 62700  | 0.4466          | 0.3676 |
| 0.2014        | 6.72  | 62800  | 0.4493          | 0.3566 |
| 0.2014        | 6.73  | 62900  | 0.4336          | 0.3621 |
| 0.2015        | 6.75  | 63000  | 0.4367          | 0.3604 |
| 0.2015        | 6.76  | 63100  | 0.4424          | 0.3754 |
| 0.2015        | 6.77  | 63200  | 0.4679          | 0.3733 |
| 0.2015        | 6.78  | 63300  | 0.4483          | 0.3752 |
| 0.2015        | 6.79  | 63400  | 0.4746          | 0.3822 |
| 0.2048        | 6.8   | 63500  | 0.4340          | 0.3731 |
| 0.2048        | 6.81  | 63600  | 0.4346          | 0.3631 |
| 0.2048        | 6.82  | 63700  | 0.4525          | 0.3680 |
| 0.2048        | 6.83  | 63800  | 0.4360          | 0.3641 |
| 0.2048        | 6.84  | 63900  | 0.4299          | 0.3558 |
| 0.2017        | 6.85  | 64000  | 0.4370          | 0.3533 |
| 0.2017        | 6.86  | 64100  | 0.4293          | 0.3617 |
| 0.2017        | 6.87  | 64200  | 0.4431          | 0.3660 |
| 0.2017        | 6.88  | 64300  | 0.4362          | 0.3688 |
| 0.2017        | 6.9   | 64400  | 0.4507          | 0.3648 |
| 0.2045        | 6.91  | 64500  | 0.4439          | 0.3613 |
| 0.2045        | 6.92  | 64600  | 0.4249          | 0.3493 |
| 0.2045        | 6.93  | 64700  | 0.4362          | 0.3612 |
| 0.2045        | 6.94  | 64800  | 0.4336          | 0.3585 |
| 0.2045        | 6.95  | 64900  | 0.4387          | 0.3568 |
| 0.1977        | 6.96  | 65000  | 0.4313          | 0.3542 |
| 0.1977        | 6.97  | 65100  | 0.4287          | 0.3552 |
| 0.1977        | 6.98  | 65200  | 0.4372          | 0.3586 |
| 0.1977        | 6.99  | 65300  | 0.4378          | 0.3629 |
| 0.1977        | 7.0   | 65400  | 0.4518          | 0.3640 |
| 0.1971        | 7.01  | 65500  | 0.4480          | 0.3557 |
| 0.1971        | 7.02  | 65600  | 0.4530          | 0.3560 |
| 0.1971        | 7.03  | 65700  | 0.4581          | 0.3582 |
| 0.1971        | 7.04  | 65800  | 0.4492          | 0.3543 |
| 0.1971        | 7.06  | 65900  | 0.4448          | 0.3608 |
| 0.1672        | 7.07  | 66000  | 0.4469          | 0.3543 |
| 0.1672        | 7.08  | 66100  | 0.4262          | 0.3488 |
| 0.1672        | 7.09  | 66200  | 0.4289          | 0.3570 |
| 0.1672        | 7.1   | 66300  | 0.4455          | 0.3545 |
| 0.1672        | 7.11  | 66400  | 0.4449          | 0.3563 |
| 0.169         | 7.12  | 66500  | 0.4555          | 0.3565 |
| 0.169         | 7.13  | 66600  | 0.4432          | 0.3656 |
| 0.169         | 7.14  | 66700  | 0.4399          | 0.3610 |
| 0.169         | 7.15  | 66800  | 0.4383          | 0.3554 |
| 0.169         | 7.16  | 66900  | 0.4376          | 0.3536 |
| 0.1724        | 7.17  | 67000  | 0.4383          | 0.3572 |
| 0.1724        | 7.18  | 67100  | 0.4452          | 0.3535 |
| 0.1724        | 7.19  | 67200  | 0.4610          | 0.3668 |
| 0.1724        | 7.21  | 67300  | 0.4534          | 0.3546 |
| 0.1724        | 7.22  | 67400  | 0.4506          | 0.3604 |
| 0.1729        | 7.23  | 67500  | 0.4463          | 0.3507 |
| 0.1729        | 7.24  | 67600  | 0.4440          | 0.3630 |
| 0.1729        | 7.25  | 67700  | 0.4361          | 0.3550 |
| 0.1729        | 7.26  | 67800  | 0.4397          | 0.3643 |
| 0.1729        | 7.27  | 67900  | 0.4328          | 0.3548 |
| 0.1736        | 7.28  | 68000  | 0.4546          | 0.3614 |
| 0.1736        | 7.29  | 68100  | 0.4506          | 0.3558 |
| 0.1736        | 7.3   | 68200  | 0.4361          | 0.3513 |
| 0.1736        | 7.31  | 68300  | 0.4223          | 0.3500 |
| 0.1736        | 7.32  | 68400  | 0.4474          | 0.3497 |
| 0.1733        | 7.33  | 68500  | 0.4303          | 0.3549 |
| 0.1733        | 7.34  | 68600  | 0.4265          | 0.3483 |
| 0.1733        | 7.36  | 68700  | 0.4339          | 0.3558 |
| 0.1733        | 7.37  | 68800  | 0.4266          | 0.3491 |
| 0.1733        | 7.38  | 68900  | 0.4423          | 0.3565 |
| 0.1764        | 7.39  | 69000  | 0.4410          | 0.3554 |
| 0.1764        | 7.4   | 69100  | 0.4482          | 0.3703 |
| 0.1764        | 7.41  | 69200  | 0.4480          | 0.3641 |
| 0.1764        | 7.42  | 69300  | 0.4361          | 0.3500 |
| 0.1764        | 7.43  | 69400  | 0.4399          | 0.3632 |
| 0.1711        | 7.44  | 69500  | 0.4383          | 0.3591 |
| 0.1711        | 7.45  | 69600  | 0.4523          | 0.3636 |
| 0.1711        | 7.46  | 69700  | 0.4388          | 0.3502 |
| 0.1711        | 7.47  | 69800  | 0.4305          | 0.3565 |
| 0.1711        | 7.48  | 69900  | 0.4290          | 0.3538 |
| 0.1748        | 7.49  | 70000  | 0.4359          | 0.3511 |
| 0.1748        | 7.51  | 70100  | 0.4315          | 0.3460 |
| 0.1748        | 7.52  | 70200  | 0.4268          | 0.3555 |
| 0.1748        | 7.53  | 70300  | 0.4267          | 0.3455 |
| 0.1748        | 7.54  | 70400  | 0.4359          | 0.3517 |
| 0.1739        | 7.55  | 70500  | 0.4299          | 0.3491 |
| 0.1739        | 7.56  | 70600  | 0.4423          | 0.3409 |
| 0.1739        | 7.57  | 70700  | 0.4251          | 0.3420 |
| 0.1739        | 7.58  | 70800  | 0.4300          | 0.3414 |
| 0.1739        | 7.59  | 70900  | 0.4349          | 0.3422 |
| 0.1763        | 7.6   | 71000  | 0.4328          | 0.3418 |
| 0.1763        | 7.61  | 71100  | 0.4313          | 0.3452 |
| 0.1763        | 7.62  | 71200  | 0.4240          | 0.3534 |
| 0.1763        | 7.63  | 71300  | 0.4274          | 0.3474 |
| 0.1763        | 7.64  | 71400  | 0.4304          | 0.3467 |
| 0.171         | 7.66  | 71500  | 0.4331          | 0.3510 |
| 0.171         | 7.67  | 71600  | 0.4263          | 0.3478 |
| 0.171         | 7.68  | 71700  | 0.4301          | 0.3447 |
| 0.171         | 7.69  | 71800  | 0.4046          | 0.3452 |
| 0.171         | 7.7   | 71900  | 0.4300          | 0.3528 |
| 0.1792        | 7.71  | 72000  | 0.4253          | 0.3492 |
| 0.1792        | 7.72  | 72100  | 0.4296          | 0.3491 |
| 0.1792        | 7.73  | 72200  | 0.4118          | 0.3451 |
| 0.1792        | 7.74  | 72300  | 0.4348          | 0.3345 |
| 0.1792        | 7.75  | 72400  | 0.4283          | 0.3447 |
| 0.1801        | 7.76  | 72500  | 0.4232          | 0.3449 |
| 0.1801        | 7.77  | 72600  | 0.4491          | 0.3486 |
| 0.1801        | 7.78  | 72700  | 0.4261          | 0.3343 |
| 0.1801        | 7.79  | 72800  | 0.4382          | 0.3455 |
| 0.1801        | 7.81  | 72900  | 0.4301          | 0.3415 |
| 0.1731        | 7.82  | 73000  | 0.4236          | 0.3438 |
| 0.1731        | 7.83  | 73100  | 0.4257          | 0.3419 |
| 0.1731        | 7.84  | 73200  | 0.4368          | 0.3410 |
| 0.1731        | 7.85  | 73300  | 0.4207          | 0.3398 |
| 0.1731        | 7.86  | 73400  | 0.4118          | 0.3418 |
| 0.1748        | 7.87  | 73500  | 0.4357          | 0.3429 |
| 0.1748        | 7.88  | 73600  | 0.4277          | 0.3452 |
| 0.1748        | 7.89  | 73700  | 0.4173          | 0.3476 |
| 0.1748        | 7.9   | 73800  | 0.4191          | 0.3478 |
| 0.1748        | 7.91  | 73900  | 0.4197          | 0.3457 |
| 0.1745        | 7.92  | 74000  | 0.4197          | 0.3436 |
| 0.1745        | 7.93  | 74100  | 0.4253          | 0.3512 |
| 0.1745        | 7.94  | 74200  | 0.4217          | 0.3463 |
| 0.1745        | 7.95  | 74300  | 0.4305          | 0.3473 |
| 0.1745        | 7.97  | 74400  | 0.4215          | 0.3507 |
| 0.1743        | 7.98  | 74500  | 0.4127          | 0.3408 |
| 0.1743        | 7.99  | 74600  | 0.4191          | 0.3468 |
| 0.1743        | 8.0   | 74700  | 0.4381          | 0.3491 |
| 0.1743        | 8.01  | 74800  | 0.4510          | 0.3477 |
| 0.1743        | 8.02  | 74900  | 0.4482          | 0.3471 |
| 0.1588        | 8.03  | 75000  | 0.4471          | 0.3430 |
| 0.1588        | 8.04  | 75100  | 0.4296          | 0.3393 |
| 0.1588        | 8.05  | 75200  | 0.4480          | 0.3398 |
| 0.1588        | 8.06  | 75300  | 0.4302          | 0.3452 |
| 0.1588        | 8.07  | 75400  | 0.4410          | 0.3431 |
| 0.144         | 8.08  | 75500  | 0.4263          | 0.3455 |
| 0.144         | 8.09  | 75600  | 0.4523          | 0.3495 |
| 0.144         | 8.1   | 75700  | 0.4455          | 0.3511 |
| 0.144         | 8.12  | 75800  | 0.4379          | 0.3445 |
| 0.144         | 8.13  | 75900  | 0.4418          | 0.3411 |
| 0.1483        | 8.14  | 76000  | 0.4491          | 0.3463 |
| 0.1483        | 8.15  | 76100  | 0.4386          | 0.3467 |
| 0.1483        | 8.16  | 76200  | 0.4327          | 0.3524 |
| 0.1483        | 8.17  | 76300  | 0.4360          | 0.3613 |
| 0.1483        | 8.18  | 76400  | 0.4352          | 0.3498 |
| 0.1541        | 8.19  | 76500  | 0.4376          | 0.3414 |
| 0.1541        | 8.2   | 76600  | 0.4408          | 0.3464 |
| 0.1541        | 8.21  | 76700  | 0.4415          | 0.3445 |
| 0.1541        | 8.22  | 76800  | 0.4455          | 0.3482 |
| 0.1541        | 8.23  | 76900  | 0.4542          | 0.3415 |
| 0.1479        | 8.24  | 77000  | 0.4462          | 0.3426 |
| 0.1479        | 8.25  | 77100  | 0.4460          | 0.3413 |
| 0.1479        | 8.27  | 77200  | 0.4434          | 0.3375 |
| 0.1479        | 8.28  | 77300  | 0.4397          | 0.3473 |
| 0.1479        | 8.29  | 77400  | 0.4379          | 0.3484 |
| 0.1479        | 8.3   | 77500  | 0.4441          | 0.3494 |
| 0.1479        | 8.31  | 77600  | 0.4301          | 0.3466 |
| 0.1479        | 8.32  | 77700  | 0.4420          | 0.3474 |
| 0.1479        | 8.33  | 77800  | 0.4520          | 0.3589 |
| 0.1479        | 8.34  | 77900  | 0.4283          | 0.3482 |
| 0.1531        | 8.35  | 78000  | 0.4325          | 0.3446 |
| 0.1531        | 8.36  | 78100  | 0.4380          | 0.3469 |
| 0.1531        | 8.37  | 78200  | 0.4463          | 0.3503 |
| 0.1531        | 8.38  | 78300  | 0.4479          | 0.3499 |
| 0.1531        | 8.39  | 78400  | 0.4477          | 0.3529 |
| 0.1507        | 8.4   | 78500  | 0.4709          | 0.3551 |
| 0.1507        | 8.42  | 78600  | 0.4533          | 0.3531 |
| 0.1507        | 8.43  | 78700  | 0.4507          | 0.3522 |
| 0.1507        | 8.44  | 78800  | 0.4562          | 0.3583 |
| 0.1507        | 8.45  | 78900  | 0.4421          | 0.3577 |
| 0.1545        | 8.46  | 79000  | 0.4485          | 0.3547 |
| 0.1545        | 8.47  | 79100  | 0.4389          | 0.3465 |
| 0.1545        | 8.48  | 79200  | 0.4397          | 0.3502 |
| 0.1545        | 8.49  | 79300  | 0.4403          | 0.3471 |
| 0.1545        | 8.5   | 79400  | 0.4394          | 0.3482 |
| 0.153         | 8.51  | 79500  | 0.4393          | 0.3474 |
| 0.153         | 8.52  | 79600  | 0.4343          | 0.3495 |
| 0.153         | 8.53  | 79700  | 0.4395          | 0.3539 |
| 0.153         | 8.54  | 79800  | 0.4497          | 0.3535 |
| 0.153         | 8.55  | 79900  | 0.4443          | 0.3540 |
| 0.1558        | 8.57  | 80000  | 0.4495          | 0.3554 |
| 0.1558        | 8.58  | 80100  | 0.4387          | 0.3460 |
| 0.1558        | 8.59  | 80200  | 0.4378          | 0.3520 |
| 0.1558        | 8.6   | 80300  | 0.4446          | 0.3527 |
| 0.1558        | 8.61  | 80400  | 0.4513          | 0.3508 |
| 0.1527        | 8.62  | 80500  | 0.4396          | 0.3537 |
| 0.1527        | 8.63  | 80600  | 0.4405          | 0.3507 |
| 0.1527        | 8.64  | 80700  | 0.4398          | 0.3450 |
| 0.1527        | 8.65  | 80800  | 0.4458          | 0.3508 |
| 0.1527        | 8.66  | 80900  | 0.4380          | 0.3465 |
| 0.1522        | 8.67  | 81000  | 0.4373          | 0.3482 |
| 0.1522        | 8.68  | 81100  | 0.4363          | 0.3410 |
| 0.1522        | 8.69  | 81200  | 0.4290          | 0.3447 |
| 0.1522        | 8.7   | 81300  | 0.4409          | 0.3515 |
| 0.1522        | 8.72  | 81400  | 0.4363          | 0.3433 |
| 0.1502        | 8.73  | 81500  | 0.4313          | 0.3429 |
| 0.1502        | 8.74  | 81600  | 0.4263          | 0.3451 |
| 0.1502        | 8.75  | 81700  | 0.4297          | 0.3452 |
| 0.1502        | 8.76  | 81800  | 0.4449          | 0.3411 |
| 0.1502        | 8.77  | 81900  | 0.4465          | 0.3455 |
| 0.151         | 8.78  | 82000  | 0.4274          | 0.3425 |
| 0.151         | 8.79  | 82100  | 0.4525          | 0.3532 |
| 0.151         | 8.8   | 82200  | 0.4282          | 0.3502 |
| 0.151         | 8.81  | 82300  | 0.4189          | 0.3507 |
| 0.151         | 8.82  | 82400  | 0.4379          | 0.3451 |
| 0.1529        | 8.83  | 82500  | 0.4378          | 0.3419 |
| 0.1529        | 8.84  | 82600  | 0.4283          | 0.3392 |
| 0.1529        | 8.85  | 82700  | 0.4359          | 0.3399 |
| 0.1529        | 8.87  | 82800  | 0.4308          | 0.3358 |
| 0.1529        | 8.88  | 82900  | 0.4296          | 0.3335 |
| 0.151         | 8.89  | 83000  | 0.4387          | 0.3372 |
| 0.151         | 8.9   | 83100  | 0.4335          | 0.3420 |
| 0.151         | 8.91  | 83200  | 0.4329          | 0.3374 |
| 0.151         | 8.92  | 83300  | 0.4353          | 0.3404 |
| 0.151         | 8.93  | 83400  | 0.4384          | 0.3447 |
| 0.1522        | 8.94  | 83500  | 0.4444          | 0.3353 |
| 0.1522        | 8.95  | 83600  | 0.4413          | 0.3481 |
| 0.1522        | 8.96  | 83700  | 0.4247          | 0.3474 |
| 0.1522        | 8.97  | 83800  | 0.4197          | 0.3386 |
| 0.1522        | 8.98  | 83900  | 0.4216          | 0.3384 |
| 0.1511        | 8.99  | 84000  | 0.4159          | 0.3396 |
| 0.1511        | 9.0   | 84100  | 0.4213          | 0.3416 |
| 0.1511        | 9.01  | 84200  | 0.4399          | 0.3379 |
| 0.1511        | 9.03  | 84300  | 0.4318          | 0.3437 |
| 0.1511        | 9.04  | 84400  | 0.4356          | 0.3371 |
| 0.1336        | 9.05  | 84500  | 0.4403          | 0.3373 |
| 0.1336        | 9.06  | 84600  | 0.4545          | 0.3381 |
| 0.1336        | 9.07  | 84700  | 0.4313          | 0.3331 |
| 0.1336        | 9.08  | 84800  | 0.4257          | 0.3360 |
| 0.1336        | 9.09  | 84900  | 0.4285          | 0.3372 |
| 0.1315        | 9.1   | 85000  | 0.4378          | 0.3332 |
| 0.1315        | 9.11  | 85100  | 0.4352          | 0.3282 |
| 0.1315        | 9.12  | 85200  | 0.4360          | 0.3339 |
| 0.1315        | 9.13  | 85300  | 0.4404          | 0.3365 |
| 0.1315        | 9.14  | 85400  | 0.4345          | 0.3356 |
| 0.1272        | 9.15  | 85500  | 0.4468          | 0.3375 |
| 0.1272        | 9.16  | 85600  | 0.4331          | 0.3363 |
| 0.1272        | 9.18  | 85700  | 0.4330          | 0.3309 |
| 0.1272        | 9.19  | 85800  | 0.4424          | 0.3301 |
| 0.1272        | 9.2   | 85900  | 0.4520          | 0.3326 |
| 0.1289        | 9.21  | 86000  | 0.4421          | 0.3326 |
| 0.1289        | 9.22  | 86100  | 0.4480          | 0.3335 |
| 0.1289        | 9.23  | 86200  | 0.4351          | 0.3380 |
| 0.1289        | 9.24  | 86300  | 0.4350          | 0.3427 |
| 0.1289        | 9.25  | 86400  | 0.4362          | 0.3320 |
| 0.1333        | 9.26  | 86500  | 0.4260          | 0.3342 |
| 0.1333        | 9.27  | 86600  | 0.4357          | 0.3360 |
| 0.1333        | 9.28  | 86700  | 0.4505          | 0.3372 |
| 0.1333        | 9.29  | 86800  | 0.4342          | 0.3359 |
| 0.1333        | 9.3   | 86900  | 0.4295          | 0.3367 |
| 0.1318        | 9.31  | 87000  | 0.4320          | 0.3335 |
| 0.1318        | 9.33  | 87100  | 0.4332          | 0.3344 |
| 0.1318        | 9.34  | 87200  | 0.4373          | 0.3330 |
| 0.1318        | 9.35  | 87300  | 0.4490          | 0.3316 |
| 0.1318        | 9.36  | 87400  | 0.4188          | 0.3429 |
| 0.1275        | 9.37  | 87500  | 0.4502          | 0.3383 |
| 0.1275        | 9.38  | 87600  | 0.4463          | 0.3387 |
| 0.1275        | 9.39  | 87700  | 0.4385          | 0.3308 |
| 0.1275        | 9.4   | 87800  | 0.4464          | 0.3414 |
| 0.1275        | 9.41  | 87900  | 0.4563          | 0.3405 |
| 0.1331        | 9.42  | 88000  | 0.4286          | 0.3374 |
| 0.1331        | 9.43  | 88100  | 0.4389          | 0.3352 |
| 0.1331        | 9.44  | 88200  | 0.4301          | 0.3340 |
| 0.1331        | 9.45  | 88300  | 0.4417          | 0.3373 |
| 0.1331        | 9.46  | 88400  | 0.4450          | 0.3425 |
| 0.1266        | 9.48  | 88500  | 0.4456          | 0.3451 |
| 0.1266        | 9.49  | 88600  | 0.4517          | 0.3403 |
| 0.1266        | 9.5   | 88700  | 0.4447          | 0.3419 |
| 0.1266        | 9.51  | 88800  | 0.4486          | 0.3428 |
| 0.1266        | 9.52  | 88900  | 0.4591          | 0.3411 |
| 0.1316        | 9.53  | 89000  | 0.4481          | 0.3387 |
| 0.1316        | 9.54  | 89100  | 0.4308          | 0.3349 |
| 0.1316        | 9.55  | 89200  | 0.4411          | 0.3405 |
| 0.1316        | 9.56  | 89300  | 0.4378          | 0.3390 |
| 0.1316        | 9.57  | 89400  | 0.4448          | 0.3365 |
| 0.1325        | 9.58  | 89500  | 0.4575          | 0.3416 |
| 0.1325        | 9.59  | 89600  | 0.4608          | 0.3422 |
| 0.1325        | 9.6   | 89700  | 0.4396          | 0.3350 |
| 0.1325        | 9.61  | 89800  | 0.4380          | 0.3398 |
| 0.1325        | 9.63  | 89900  | 0.4337          | 0.3388 |
| 0.1324        | 9.64  | 90000  | 0.4376          | 0.3388 |
| 0.1324        | 9.65  | 90100  | 0.4185          | 0.3380 |
| 0.1324        | 9.66  | 90200  | 0.4394          | 0.3384 |
| 0.1324        | 9.67  | 90300  | 0.4472          | 0.3400 |
| 0.1324        | 9.68  | 90400  | 0.4523          | 0.3390 |
| 0.1361        | 9.69  | 90500  | 0.4466          | 0.3389 |
| 0.1361        | 9.7   | 90600  | 0.4414          | 0.3383 |
| 0.1361        | 9.71  | 90700  | 0.4288          | 0.3348 |
| 0.1361        | 9.72  | 90800  | 0.4445          | 0.3374 |
| 0.1361        | 9.73  | 90900  | 0.4252          | 0.3322 |
| 0.1353        | 9.74  | 91000  | 0.4312          | 0.3338 |
| 0.1353        | 9.75  | 91100  | 0.4326          | 0.3319 |
| 0.1353        | 9.76  | 91200  | 0.4212          | 0.3400 |
| 0.1353        | 9.78  | 91300  | 0.4191          | 0.3374 |
| 0.1353        | 9.79  | 91400  | 0.4399          | 0.3332 |
| 0.1308        | 9.8   | 91500  | 0.4340          | 0.3349 |
| 0.1308        | 9.81  | 91600  | 0.4280          | 0.3379 |
| 0.1308        | 9.82  | 91700  | 0.4419          | 0.3376 |
| 0.1308        | 9.83  | 91800  | 0.4309          | 0.3333 |
| 0.1308        | 9.84  | 91900  | 0.4274          | 0.3352 |
| 0.1321        | 9.85  | 92000  | 0.4147          | 0.3337 |
| 0.1321        | 9.86  | 92100  | 0.4252          | 0.3316 |
| 0.1321        | 9.87  | 92200  | 0.4378          | 0.3381 |
| 0.1321        | 9.88  | 92300  | 0.4265          | 0.3355 |
| 0.1321        | 9.89  | 92400  | 0.4247          | 0.3331 |
| 0.1358        | 9.9   | 92500  | 0.4099          | 0.3379 |
| 0.1358        | 9.91  | 92600  | 0.4142          | 0.3356 |
| 0.1358        | 9.93  | 92700  | 0.4220          | 0.3332 |
| 0.1358        | 9.94  | 92800  | 0.4219          | 0.3369 |
| 0.1358        | 9.95  | 92900  | 0.4178          | 0.3332 |
| 0.1331        | 9.96  | 93000  | 0.4305          | 0.3353 |
| 0.1331        | 9.97  | 93100  | 0.4324          | 0.3307 |
| 0.1331        | 9.98  | 93200  | 0.4315          | 0.3344 |
| 0.1331        | 9.99  | 93300  | 0.4212          | 0.3314 |
| 0.1331        | 10.0  | 93400  | 0.4203          | 0.3332 |
| 0.1304        | 10.01 | 93500  | 0.4424          | 0.3351 |
| 0.1304        | 10.02 | 93600  | 0.4474          | 0.3341 |
| 0.1304        | 10.03 | 93700  | 0.4466          | 0.3378 |
| 0.1304        | 10.04 | 93800  | 0.4388          | 0.3327 |
| 0.1304        | 10.05 | 93900  | 0.4312          | 0.3360 |
| 0.1152        | 10.06 | 94000  | 0.4471          | 0.3307 |
| 0.1152        | 10.07 | 94100  | 0.4472          | 0.3316 |
| 0.1152        | 10.09 | 94200  | 0.4462          | 0.3324 |
| 0.1152        | 10.1  | 94300  | 0.4383          | 0.3344 |
| 0.1152        | 10.11 | 94400  | 0.4671          | 0.3365 |
| 0.1097        | 10.12 | 94500  | 0.4596          | 0.3307 |
| 0.1097        | 10.13 | 94600  | 0.4517          | 0.3382 |
| 0.1097        | 10.14 | 94700  | 0.4285          | 0.3380 |
| 0.1097        | 10.15 | 94800  | 0.4628          | 0.3363 |
| 0.1097        | 10.16 | 94900  | 0.4478          | 0.3365 |
| 0.1153        | 10.17 | 95000  | 0.4464          | 0.3346 |
| 0.1153        | 10.18 | 95100  | 0.4432          | 0.3392 |
| 0.1153        | 10.19 | 95200  | 0.4326          | 0.3330 |
| 0.1153        | 10.2  | 95300  | 0.4480          | 0.3327 |
| 0.1153        | 10.21 | 95400  | 0.4436          | 0.3260 |
| 0.1149        | 10.22 | 95500  | 0.4549          | 0.3311 |
| 0.1149        | 10.24 | 95600  | 0.4573          | 0.3353 |
| 0.1149        | 10.25 | 95700  | 0.4373          | 0.3369 |
| 0.1149        | 10.26 | 95800  | 0.4459          | 0.3358 |
| 0.1149        | 10.27 | 95900  | 0.4288          | 0.3270 |
| 0.1169        | 10.28 | 96000  | 0.4474          | 0.3330 |
| 0.1169        | 10.29 | 96100  | 0.4524          | 0.3298 |
| 0.1169        | 10.3  | 96200  | 0.4517          | 0.3258 |
| 0.1169        | 10.31 | 96300  | 0.4366          | 0.3288 |
| 0.1169        | 10.32 | 96400  | 0.4574          | 0.3324 |
| 0.1137        | 10.33 | 96500  | 0.4507          | 0.3343 |
| 0.1137        | 10.34 | 96600  | 0.4414          | 0.3301 |
| 0.1137        | 10.35 | 96700  | 0.4524          | 0.3366 |
| 0.1137        | 10.36 | 96800  | 0.4563          | 0.3435 |
| 0.1137        | 10.37 | 96900  | 0.4315          | 0.3375 |
| 0.1162        | 10.39 | 97000  | 0.4429          | 0.3365 |
| 0.1162        | 10.4  | 97100  | 0.4489          | 0.3380 |
| 0.1162        | 10.41 | 97200  | 0.4352          | 0.3357 |
| 0.1162        | 10.42 | 97300  | 0.4390          | 0.3319 |
| 0.1162        | 10.43 | 97400  | 0.4570          | 0.3303 |
| 0.1151        | 10.44 | 97500  | 0.4692          | 0.3344 |
| 0.1151        | 10.45 | 97600  | 0.4605          | 0.3332 |
| 0.1151        | 10.46 | 97700  | 0.4457          | 0.3238 |
| 0.1151        | 10.47 | 97800  | 0.4298          | 0.3304 |
| 0.1151        | 10.48 | 97900  | 0.4619          | 0.3274 |
| 0.1105        | 10.49 | 98000  | 0.4362          | 0.3244 |
| 0.1105        | 10.5  | 98100  | 0.4568          | 0.3289 |
| 0.1105        | 10.51 | 98200  | 0.4522          | 0.3336 |
| 0.1105        | 10.52 | 98300  | 0.4302          | 0.3257 |
| 0.1105        | 10.54 | 98400  | 0.4505          | 0.3238 |
| 0.1164        | 10.55 | 98500  | 0.4430          | 0.3301 |
| 0.1164        | 10.56 | 98600  | 0.4575          | 0.3283 |
| 0.1164        | 10.57 | 98700  | 0.4447          | 0.3277 |
| 0.1164        | 10.58 | 98800  | 0.4400          | 0.3301 |
| 0.1164        | 10.59 | 98900  | 0.4427          | 0.3288 |
| 0.1113        | 10.6  | 99000  | 0.4538          | 0.3248 |
| 0.1113        | 10.61 | 99100  | 0.4519          | 0.3298 |
| 0.1113        | 10.62 | 99200  | 0.4290          | 0.3249 |
| 0.1113        | 10.63 | 99300  | 0.4501          | 0.3220 |
| 0.1113        | 10.64 | 99400  | 0.4410          | 0.3218 |
| 0.1159        | 10.65 | 99500  | 0.4478          | 0.3211 |
| 0.1159        | 10.66 | 99600  | 0.4462          | 0.3250 |
| 0.1159        | 10.67 | 99700  | 0.4543          | 0.3302 |
| 0.1159        | 10.69 | 99800  | 0.4462          | 0.3301 |
| 0.1159        | 10.7  | 99900  | 0.4468          | 0.3229 |
| 0.1161        | 10.71 | 100000 | 0.4515          | 0.3241 |
| 0.1161        | 10.72 | 100100 | 0.4404          | 0.3276 |
| 0.1161        | 10.73 | 100200 | 0.4439          | 0.3222 |
| 0.1161        | 10.74 | 100300 | 0.4392          | 0.3257 |
| 0.1161        | 10.75 | 100400 | 0.4476          | 0.3314 |
| 0.1199        | 10.76 | 100500 | 0.4493          | 0.3270 |
| 0.1199        | 10.77 | 100600 | 0.4462          | 0.3224 |
| 0.1199        | 10.78 | 100700 | 0.4467          | 0.3311 |
| 0.1199        | 10.79 | 100800 | 0.4198          | 0.3228 |
| 0.1199        | 10.8  | 100900 | 0.4349          | 0.3225 |
| 0.1146        | 10.81 | 101000 | 0.4371          | 0.3272 |
| 0.1146        | 10.82 | 101100 | 0.4525          | 0.3210 |
| 0.1146        | 10.84 | 101200 | 0.4293          | 0.3219 |
| 0.1146        | 10.85 | 101300 | 0.4238          | 0.3216 |
| 0.1146        | 10.86 | 101400 | 0.4377          | 0.3252 |
| 0.118         | 10.87 | 101500 | 0.4371          | 0.3208 |
| 0.118         | 10.88 | 101600 | 0.4216          | 0.3174 |
| 0.118         | 10.89 | 101700 | 0.4312          | 0.3189 |
| 0.118         | 10.9  | 101800 | 0.4317          | 0.3204 |
| 0.118         | 10.91 | 101900 | 0.4303          | 0.3235 |
| 0.114         | 10.92 | 102000 | 0.4416          | 0.3158 |
| 0.114         | 10.93 | 102100 | 0.4240          | 0.3195 |
| 0.114         | 10.94 | 102200 | 0.4340          | 0.3149 |
| 0.114         | 10.95 | 102300 | 0.4311          | 0.3215 |
| 0.114         | 10.96 | 102400 | 0.4261          | 0.3238 |
| 0.1152        | 10.97 | 102500 | 0.4263          | 0.3206 |
| 0.1152        | 10.98 | 102600 | 0.4325          | 0.3294 |
| 0.1152        | 11.0  | 102700 | 0.4327          | 0.3187 |
| 0.1152        | 11.01 | 102800 | 0.4423          | 0.3195 |
| 0.1152        | 11.02 | 102900 | 0.4341          | 0.3277 |
| 0.1084        | 11.03 | 103000 | 0.4232          | 0.3243 |
| 0.1084        | 11.04 | 103100 | 0.4355          | 0.3184 |
| 0.1084        | 11.05 | 103200 | 0.4374          | 0.3274 |
| 0.1084        | 11.06 | 103300 | 0.4484          | 0.3305 |
| 0.1084        | 11.07 | 103400 | 0.4423          | 0.3226 |
| 0.1003        | 11.08 | 103500 | 0.4518          | 0.3224 |
| 0.1003        | 11.09 | 103600 | 0.4518          | 0.3243 |
| 0.1003        | 11.1  | 103700 | 0.4282          | 0.3207 |
| 0.1003        | 11.11 | 103800 | 0.4418          | 0.3220 |
| 0.1003        | 11.12 | 103900 | 0.4411          | 0.3216 |
| 0.1009        | 11.13 | 104000 | 0.4474          | 0.3238 |
| 0.1009        | 11.15 | 104100 | 0.4406          | 0.3245 |
| 0.1009        | 11.16 | 104200 | 0.4384          | 0.3242 |
| 0.1009        | 11.17 | 104300 | 0.4702          | 0.3265 |
| 0.1009        | 11.18 | 104400 | 0.4611          | 0.3266 |
| 0.0992        | 11.19 | 104500 | 0.4425          | 0.3211 |
| 0.0992        | 11.2  | 104600 | 0.4575          | 0.3222 |
| 0.0992        | 11.21 | 104700 | 0.4449          | 0.3208 |
| 0.0992        | 11.22 | 104800 | 0.4715          | 0.3208 |
| 0.0992        | 11.23 | 104900 | 0.4469          | 0.3223 |
| 0.1021        | 11.24 | 105000 | 0.4536          | 0.3225 |
| 0.1021        | 11.25 | 105100 | 0.4629          | 0.3234 |
| 0.1021        | 11.26 | 105200 | 0.4550          | 0.3205 |
| 0.1021        | 11.27 | 105300 | 0.4598          | 0.3213 |
| 0.1021        | 11.28 | 105400 | 0.4522          | 0.3179 |
| 0.1021        | 11.3  | 105500 | 0.4658          | 0.3211 |
| 0.1021        | 11.31 | 105600 | 0.4664          | 0.3196 |
| 0.1021        | 11.32 | 105700 | 0.4736          | 0.3177 |
| 0.1021        | 11.33 | 105800 | 0.4587          | 0.3158 |
| 0.1021        | 11.34 | 105900 | 0.4589          | 0.3194 |
| 0.1025        | 11.35 | 106000 | 0.4692          | 0.3214 |
| 0.1025        | 11.36 | 106100 | 0.4382          | 0.3181 |
| 0.1025        | 11.37 | 106200 | 0.4556          | 0.3185 |
| 0.1025        | 11.38 | 106300 | 0.4445          | 0.3191 |
| 0.1025        | 11.39 | 106400 | 0.4379          | 0.3163 |
| 0.104         | 11.4  | 106500 | 0.4454          | 0.3220 |
| 0.104         | 11.41 | 106600 | 0.4463          | 0.3201 |
| 0.104         | 11.42 | 106700 | 0.4550          | 0.3173 |
| 0.104         | 11.43 | 106800 | 0.4404          | 0.3168 |
| 0.104         | 11.45 | 106900 | 0.4569          | 0.3170 |
| 0.1016        | 11.46 | 107000 | 0.4529          | 0.3168 |
| 0.1016        | 11.47 | 107100 | 0.4587          | 0.3173 |
| 0.1016        | 11.48 | 107200 | 0.4505          | 0.3172 |
| 0.1016        | 11.49 | 107300 | 0.4489          | 0.3159 |
| 0.1016        | 11.5  | 107400 | 0.4528          | 0.3130 |
| 0.1001        | 11.51 | 107500 | 0.4473          | 0.3181 |
| 0.1001        | 11.52 | 107600 | 0.4434          | 0.3176 |
| 0.1001        | 11.53 | 107700 | 0.4597          | 0.3186 |
| 0.1001        | 11.54 | 107800 | 0.4351          | 0.3159 |
| 0.1001        | 11.55 | 107900 | 0.4471          | 0.3185 |
| 0.1005        | 11.56 | 108000 | 0.4457          | 0.3191 |
| 0.1005        | 11.57 | 108100 | 0.4544          | 0.3293 |
| 0.1005        | 11.58 | 108200 | 0.4436          | 0.3221 |
| 0.1005        | 11.6  | 108300 | 0.4642          | 0.3270 |
| 0.1005        | 11.61 | 108400 | 0.4474          | 0.3270 |
| 0.1031        | 11.62 | 108500 | 0.4458          | 0.3196 |
| 0.1031        | 11.63 | 108600 | 0.4723          | 0.3205 |
| 0.1031        | 11.64 | 108700 | 0.4507          | 0.3226 |
| 0.1031        | 11.65 | 108800 | 0.4424          | 0.3213 |
| 0.1031        | 11.66 | 108900 | 0.4511          | 0.3213 |
| 0.1014        | 11.67 | 109000 | 0.4422          | 0.3205 |
| 0.1014        | 11.68 | 109100 | 0.4498          | 0.3180 |
| 0.1014        | 11.69 | 109200 | 0.4303          | 0.3167 |
| 0.1014        | 11.7  | 109300 | 0.4483          | 0.3108 |
| 0.1014        | 11.71 | 109400 | 0.4548          | 0.3169 |
| 0.0981        | 11.72 | 109500 | 0.4406          | 0.3122 |
| 0.0981        | 11.73 | 109600 | 0.4293          | 0.3114 |
| 0.0981        | 11.75 | 109700 | 0.4369          | 0.3159 |
| 0.0981        | 11.76 | 109800 | 0.4364          | 0.3164 |
| 0.0981        | 11.77 | 109900 | 0.4358          | 0.3189 |
| 0.1023        | 11.78 | 110000 | 0.4281          | 0.3183 |
| 0.1023        | 11.79 | 110100 | 0.4404          | 0.3159 |
| 0.1023        | 11.8  | 110200 | 0.4471          | 0.3135 |
| 0.1023        | 11.81 | 110300 | 0.4498          | 0.3201 |
| 0.1023        | 11.82 | 110400 | 0.4527          | 0.3161 |
| 0.0988        | 11.83 | 110500 | 0.4440          | 0.3173 |
| 0.0988        | 11.84 | 110600 | 0.4356          | 0.3136 |
| 0.0988        | 11.85 | 110700 | 0.4308          | 0.3135 |
| 0.0988        | 11.86 | 110800 | 0.4294          | 0.3192 |
| 0.0988        | 11.87 | 110900 | 0.4241          | 0.3168 |
| 0.1022        | 11.88 | 111000 | 0.4420          | 0.3157 |
| 0.1022        | 11.9  | 111100 | 0.4313          | 0.3125 |
| 0.1022        | 11.91 | 111200 | 0.4213          | 0.3168 |
| 0.1022        | 11.92 | 111300 | 0.4352          | 0.3135 |
| 0.1022        | 11.93 | 111400 | 0.4297          | 0.3116 |
| 0.1032        | 11.94 | 111500 | 0.4218          | 0.3137 |
| 0.1032        | 11.95 | 111600 | 0.4334          | 0.3123 |
| 0.1032        | 11.96 | 111700 | 0.4373          | 0.3175 |
| 0.1032        | 11.97 | 111800 | 0.4299          | 0.3160 |
| 0.1032        | 11.98 | 111900 | 0.4326          | 0.3189 |
| 0.0969        | 11.99 | 112000 | 0.4208          | 0.3186 |
| 0.0969        | 12.0  | 112100 | 0.4385          | 0.3169 |
| 0.0969        | 12.01 | 112200 | 0.4453          | 0.3156 |
| 0.0969        | 12.02 | 112300 | 0.4596          | 0.3133 |
| 0.0969        | 12.03 | 112400 | 0.4509          | 0.3093 |
| 0.0901        | 12.04 | 112500 | 0.4535          | 0.3138 |
| 0.0901        | 12.06 | 112600 | 0.4371          | 0.3144 |
| 0.0901        | 12.07 | 112700 | 0.4499          | 0.3154 |
| 0.0901        | 12.08 | 112800 | 0.4615          | 0.3198 |
| 0.0901        | 12.09 | 112900 | 0.4523          | 0.3177 |
| 0.0889        | 12.1  | 113000 | 0.4412          | 0.3130 |
| 0.0889        | 12.11 | 113100 | 0.4471          | 0.3181 |
| 0.0889        | 12.12 | 113200 | 0.4530          | 0.3169 |
| 0.0889        | 12.13 | 113300 | 0.4670          | 0.3149 |
| 0.0889        | 12.14 | 113400 | 0.4594          | 0.3141 |
| 0.0917        | 12.15 | 113500 | 0.4623          | 0.3127 |
| 0.0917        | 12.16 | 113600 | 0.4460          | 0.3133 |
| 0.0917        | 12.17 | 113700 | 0.4512          | 0.3191 |
| 0.0917        | 12.18 | 113800 | 0.4681          | 0.3136 |
| 0.0917        | 12.19 | 113900 | 0.4564          | 0.3129 |
| 0.0906        | 12.21 | 114000 | 0.4482          | 0.3107 |
| 0.0906        | 12.22 | 114100 | 0.4595          | 0.3133 |
| 0.0906        | 12.23 | 114200 | 0.4510          | 0.3118 |
| 0.0906        | 12.24 | 114300 | 0.4472          | 0.3131 |
| 0.0906        | 12.25 | 114400 | 0.4499          | 0.3130 |
| 0.0918        | 12.26 | 114500 | 0.4503          | 0.3138 |
| 0.0918        | 12.27 | 114600 | 0.4518          | 0.3135 |
| 0.0918        | 12.28 | 114700 | 0.4493          | 0.3114 |
| 0.0918        | 12.29 | 114800 | 0.4574          | 0.3133 |
| 0.0918        | 12.3  | 114900 | 0.4683          | 0.3200 |
| 0.0869        | 12.31 | 115000 | 0.4608          | 0.3165 |
| 0.0869        | 12.32 | 115100 | 0.4618          | 0.3183 |
| 0.0869        | 12.33 | 115200 | 0.4689          | 0.3173 |
| 0.0869        | 12.34 | 115300 | 0.4681          | 0.3224 |
| 0.0869        | 12.36 | 115400 | 0.4576          | 0.3231 |
| 0.0885        | 12.37 | 115500 | 0.4831          | 0.3176 |
| 0.0885        | 12.38 | 115600 | 0.4602          | 0.3181 |
| 0.0885        | 12.39 | 115700 | 0.4493          | 0.3168 |
| 0.0885        | 12.4  | 115800 | 0.4564          | 0.3149 |
| 0.0885        | 12.41 | 115900 | 0.4585          | 0.3158 |
| 0.091         | 12.42 | 116000 | 0.4713          | 0.3193 |
| 0.091         | 12.43 | 116100 | 0.4581          | 0.3139 |
| 0.091         | 12.44 | 116200 | 0.4637          | 0.3131 |
| 0.091         | 12.45 | 116300 | 0.4572          | 0.3124 |
| 0.091         | 12.46 | 116400 | 0.4489          | 0.3163 |
| 0.0886        | 12.47 | 116500 | 0.4679          | 0.3159 |
| 0.0886        | 12.48 | 116600 | 0.4712          | 0.3151 |
| 0.0886        | 12.49 | 116700 | 0.4750          | 0.3186 |
| 0.0886        | 12.51 | 116800 | 0.4673          | 0.3176 |
| 0.0886        | 12.52 | 116900 | 0.4601          | 0.3113 |
| 0.0917        | 12.53 | 117000 | 0.4341          | 0.3125 |
| 0.0917        | 12.54 | 117100 | 0.4462          | 0.3077 |
| 0.0917        | 12.55 | 117200 | 0.4502          | 0.3099 |
| 0.0917        | 12.56 | 117300 | 0.4482          | 0.3116 |
| 0.0917        | 12.57 | 117400 | 0.4459          | 0.3131 |
| 0.0881        | 12.58 | 117500 | 0.4464          | 0.3122 |
| 0.0881        | 12.59 | 117600 | 0.4471          | 0.3125 |
| 0.0881        | 12.6  | 117700 | 0.4319          | 0.3122 |
| 0.0881        | 12.61 | 117800 | 0.4421          | 0.3103 |
| 0.0881        | 12.62 | 117900 | 0.4326          | 0.3108 |
| 0.0913        | 12.63 | 118000 | 0.4414          | 0.3068 |
| 0.0913        | 12.64 | 118100 | 0.4421          | 0.3083 |
| 0.0913        | 12.66 | 118200 | 0.4449          | 0.3103 |
| 0.0913        | 12.67 | 118300 | 0.4380          | 0.3128 |
| 0.0913        | 12.68 | 118400 | 0.4390          | 0.3136 |
| 0.0921        | 12.69 | 118500 | 0.4452          | 0.3104 |
| 0.0921        | 12.7  | 118600 | 0.4378          | 0.3122 |
| 0.0921        | 12.71 | 118700 | 0.4459          | 0.3080 |
| 0.0921        | 12.72 | 118800 | 0.4369          | 0.3051 |
| 0.0921        | 12.73 | 118900 | 0.4474          | 0.3076 |
| 0.0886        | 12.74 | 119000 | 0.4508          | 0.3066 |
| 0.0886        | 12.75 | 119100 | 0.4456          | 0.3097 |
| 0.0886        | 12.76 | 119200 | 0.4503          | 0.3078 |
| 0.0886        | 12.77 | 119300 | 0.4460          | 0.3081 |
| 0.0886        | 12.78 | 119400 | 0.4404          | 0.3080 |
| 0.0897        | 12.79 | 119500 | 0.4351          | 0.3100 |
| 0.0897        | 12.81 | 119600 | 0.4446          | 0.3120 |
| 0.0897        | 12.82 | 119700 | 0.4407          | 0.3098 |
| 0.0897        | 12.83 | 119800 | 0.4406          | 0.3084 |
| 0.0897        | 12.84 | 119900 | 0.4492          | 0.3067 |
| 0.09          | 12.85 | 120000 | 0.4546          | 0.3098 |
| 0.09          | 12.86 | 120100 | 0.4547          | 0.3074 |
| 0.09          | 12.87 | 120200 | 0.4517          | 0.3111 |
| 0.09          | 12.88 | 120300 | 0.4320          | 0.3064 |
| 0.09          | 12.89 | 120400 | 0.4294          | 0.3072 |
| 0.0898        | 12.9  | 120500 | 0.4412          | 0.3050 |
| 0.0898        | 12.91 | 120600 | 0.4254          | 0.3074 |
| 0.0898        | 12.92 | 120700 | 0.4409          | 0.3071 |
| 0.0898        | 12.93 | 120800 | 0.4362          | 0.3071 |
| 0.0898        | 12.94 | 120900 | 0.4579          | 0.3090 |
| 0.0892        | 12.95 | 121000 | 0.4492          | 0.3059 |
| 0.0892        | 12.97 | 121100 | 0.4404          | 0.3105 |
| 0.0892        | 12.98 | 121200 | 0.4365          | 0.3066 |
| 0.0892        | 12.99 | 121300 | 0.4368          | 0.3048 |
| 0.0892        | 13.0  | 121400 | 0.4410          | 0.3033 |
| 0.085         | 13.01 | 121500 | 0.4450          | 0.3047 |
| 0.085         | 13.02 | 121600 | 0.4633          | 0.3013 |
| 0.085         | 13.03 | 121700 | 0.4600          | 0.3054 |
| 0.085         | 13.04 | 121800 | 0.4541          | 0.3047 |
| 0.085         | 13.05 | 121900 | 0.4546          | 0.3058 |
| 0.0791        | 13.06 | 122000 | 0.4536          | 0.3045 |
| 0.0791        | 13.07 | 122100 | 0.4589          | 0.3066 |
| 0.0791        | 13.08 | 122200 | 0.4581          | 0.3057 |
| 0.0791        | 13.09 | 122300 | 0.4546          | 0.3048 |
| 0.0791        | 13.1  | 122400 | 0.4673          | 0.3006 |
| 0.0789        | 13.12 | 122500 | 0.4551          | 0.3019 |
| 0.0789        | 13.13 | 122600 | 0.4467          | 0.3025 |
| 0.0789        | 13.14 | 122700 | 0.4593          | 0.3015 |
| 0.0789        | 13.15 | 122800 | 0.4598          | 0.3037 |
| 0.0789        | 13.16 | 122900 | 0.4532          | 0.3038 |
| 0.077         | 13.17 | 123000 | 0.4607          | 0.3015 |
| 0.077         | 13.18 | 123100 | 0.4385          | 0.3005 |
| 0.077         | 13.19 | 123200 | 0.4590          | 0.3041 |
| 0.077         | 13.2  | 123300 | 0.4359          | 0.3047 |
| 0.077         | 13.21 | 123400 | 0.4458          | 0.3039 |
| 0.0771        | 13.22 | 123500 | 0.4506          | 0.3075 |
| 0.0771        | 13.23 | 123600 | 0.4457          | 0.3079 |
| 0.0771        | 13.24 | 123700 | 0.4448          | 0.3048 |
| 0.0771        | 13.25 | 123800 | 0.4398          | 0.3036 |
| 0.0771        | 13.27 | 123900 | 0.4510          | 0.3055 |
| 0.0804        | 13.28 | 124000 | 0.4507          | 0.3059 |
| 0.0804        | 13.29 | 124100 | 0.4544          | 0.3076 |
| 0.0804        | 13.3  | 124200 | 0.4534          | 0.3073 |
| 0.0804        | 13.31 | 124300 | 0.4441          | 0.3061 |
| 0.0804        | 13.32 | 124400 | 0.4391          | 0.3075 |
| 0.0774        | 13.33 | 124500 | 0.4527          | 0.3063 |
| 0.0774        | 13.34 | 124600 | 0.4638          | 0.3057 |
| 0.0774        | 13.35 | 124700 | 0.4541          | 0.3064 |
| 0.0774        | 13.36 | 124800 | 0.4617          | 0.3078 |
| 0.0774        | 13.37 | 124900 | 0.4584          | 0.3041 |
| 0.0795        | 13.38 | 125000 | 0.4663          | 0.3032 |
| 0.0795        | 13.39 | 125100 | 0.4546          | 0.3025 |
| 0.0795        | 13.4  | 125200 | 0.4616          | 0.3021 |
| 0.0795        | 13.42 | 125300 | 0.4603          | 0.3016 |
| 0.0795        | 13.43 | 125400 | 0.4616          | 0.3040 |
| 0.0791        | 13.44 | 125500 | 0.4548          | 0.3021 |
| 0.0791        | 13.45 | 125600 | 0.4560          | 0.3025 |
| 0.0791        | 13.46 | 125700 | 0.4516          | 0.3037 |
| 0.0791        | 13.47 | 125800 | 0.4500          | 0.3013 |
| 0.0791        | 13.48 | 125900 | 0.4540          | 0.3009 |
| 0.0776        | 13.49 | 126000 | 0.4581          | 0.3026 |
| 0.0776        | 13.5  | 126100 | 0.4598          | 0.3028 |
| 0.0776        | 13.51 | 126200 | 0.4587          | 0.3038 |
| 0.0776        | 13.52 | 126300 | 0.4514          | 0.3024 |
| 0.0776        | 13.53 | 126400 | 0.4495          | 0.3036 |
| 0.0793        | 13.54 | 126500 | 0.4556          | 0.3016 |
| 0.0793        | 13.55 | 126600 | 0.4603          | 0.3025 |
| 0.0793        | 13.57 | 126700 | 0.4496          | 0.2995 |
| 0.0793        | 13.58 | 126800 | 0.4483          | 0.2969 |
| 0.0793        | 13.59 | 126900 | 0.4462          | 0.2980 |
| 0.0816        | 13.6  | 127000 | 0.4521          | 0.2982 |
| 0.0816        | 13.61 | 127100 | 0.4580          | 0.3019 |
| 0.0816        | 13.62 | 127200 | 0.4669          | 0.3009 |
| 0.0816        | 13.63 | 127300 | 0.4513          | 0.3017 |
| 0.0816        | 13.64 | 127400 | 0.4602          | 0.3015 |
| 0.0779        | 13.65 | 127500 | 0.4592          | 0.2998 |
| 0.0779        | 13.66 | 127600 | 0.4700          | 0.2981 |
| 0.0779        | 13.67 | 127700 | 0.4727          | 0.2978 |
| 0.0779        | 13.68 | 127800 | 0.4600          | 0.2983 |
| 0.0779        | 13.69 | 127900 | 0.4472          | 0.2978 |
| 0.0779        | 13.7  | 128000 | 0.4483          | 0.2984 |
| 0.0779        | 13.72 | 128100 | 0.4512          | 0.2968 |
| 0.0779        | 13.73 | 128200 | 0.4549          | 0.2988 |
| 0.0779        | 13.74 | 128300 | 0.4576          | 0.2992 |
| 0.0779        | 13.75 | 128400 | 0.4400          | 0.2974 |
| 0.0793        | 13.76 | 128500 | 0.4433          | 0.3009 |
| 0.0793        | 13.77 | 128600 | 0.4456          | 0.2982 |
| 0.0793        | 13.78 | 128700 | 0.4560          | 0.3019 |
| 0.0793        | 13.79 | 128800 | 0.4551          | 0.3008 |
| 0.0793        | 13.8  | 128900 | 0.4513          | 0.3007 |
| 0.0769        | 13.81 | 129000 | 0.4518          | 0.3008 |
| 0.0769        | 13.82 | 129100 | 0.4567          | 0.2981 |
| 0.0769        | 13.83 | 129200 | 0.4437          | 0.2985 |
| 0.0769        | 13.84 | 129300 | 0.4424          | 0.2970 |
| 0.0769        | 13.85 | 129400 | 0.4423          | 0.3010 |
| 0.0785        | 13.87 | 129500 | 0.4495          | 0.2999 |
| 0.0785        | 13.88 | 129600 | 0.4483          | 0.2975 |
| 0.0785        | 13.89 | 129700 | 0.4485          | 0.2982 |
| 0.0785        | 13.9  | 129800 | 0.4429          | 0.2972 |
| 0.0785        | 13.91 | 129900 | 0.4430          | 0.2958 |
| 0.0792        | 13.92 | 130000 | 0.4495          | 0.2954 |
| 0.0792        | 13.93 | 130100 | 0.4485          | 0.2947 |
| 0.0792        | 13.94 | 130200 | 0.4395          | 0.2972 |
| 0.0792        | 13.95 | 130300 | 0.4379          | 0.2973 |
| 0.0792        | 13.96 | 130400 | 0.4428          | 0.2989 |
| 0.0795        | 13.97 | 130500 | 0.4385          | 0.3000 |
| 0.0795        | 13.98 | 130600 | 0.4490          | 0.2983 |
| 0.0795        | 13.99 | 130700 | 0.4568          | 0.2970 |
| 0.0795        | 14.0  | 130800 | 0.4482          | 0.2963 |
| 0.0795        | 14.01 | 130900 | 0.4479          | 0.2962 |
| 0.075         | 14.03 | 131000 | 0.4565          | 0.2968 |
| 0.075         | 14.04 | 131100 | 0.4623          | 0.2962 |
| 0.075         | 14.05 | 131200 | 0.4617          | 0.2965 |
| 0.075         | 14.06 | 131300 | 0.4687          | 0.2949 |
| 0.075         | 14.07 | 131400 | 0.4718          | 0.2929 |
| 0.0709        | 14.08 | 131500 | 0.4720          | 0.2945 |
| 0.0709        | 14.09 | 131600 | 0.4604          | 0.2953 |
| 0.0709        | 14.1  | 131700 | 0.4655          | 0.2955 |
| 0.0709        | 14.11 | 131800 | 0.4695          | 0.2958 |
| 0.0709        | 14.12 | 131900 | 0.4666          | 0.2945 |
| 0.0705        | 14.13 | 132000 | 0.4605          | 0.2959 |
| 0.0705        | 14.14 | 132100 | 0.4581          | 0.2947 |
| 0.0705        | 14.15 | 132200 | 0.4597          | 0.2948 |
| 0.0705        | 14.16 | 132300 | 0.4612          | 0.2943 |
| 0.0705        | 14.18 | 132400 | 0.4611          | 0.2959 |
| 0.0727        | 14.19 | 132500 | 0.4569          | 0.2958 |
| 0.0727        | 14.2  | 132600 | 0.4556          | 0.2951 |
| 0.0727        | 14.21 | 132700 | 0.4597          | 0.2955 |
| 0.0727        | 14.22 | 132800 | 0.4472          | 0.2935 |
| 0.0727        | 14.23 | 132900 | 0.4573          | 0.2943 |
| 0.0723        | 14.24 | 133000 | 0.4572          | 0.2943 |
| 0.0723        | 14.25 | 133100 | 0.4582          | 0.2956 |
| 0.0723        | 14.26 | 133200 | 0.4599          | 0.2968 |
| 0.0723        | 14.27 | 133300 | 0.4633          | 0.2962 |
| 0.0723        | 14.28 | 133400 | 0.4604          | 0.2972 |
| 0.071         | 14.29 | 133500 | 0.4587          | 0.2971 |
| 0.071         | 14.3  | 133600 | 0.4598          | 0.2973 |
| 0.071         | 14.31 | 133700 | 0.4579          | 0.2976 |
| 0.071         | 14.33 | 133800 | 0.4539          | 0.2969 |
| 0.071         | 14.34 | 133900 | 0.4628          | 0.2961 |
| 0.0703        | 14.35 | 134000 | 0.4627          | 0.2974 |
| 0.0703        | 14.36 | 134100 | 0.4611          | 0.2974 |
| 0.0703        | 14.37 | 134200 | 0.4607          | 0.2977 |
| 0.0703        | 14.38 | 134300 | 0.4638          | 0.2983 |
| 0.0703        | 14.39 | 134400 | 0.4628          | 0.2969 |
| 0.0736        | 14.4  | 134500 | 0.4543          | 0.2965 |
| 0.0736        | 14.41 | 134600 | 0.4585          | 0.2963 |
| 0.0736        | 14.42 | 134700 | 0.4636          | 0.2950 |
| 0.0736        | 14.43 | 134800 | 0.4636          | 0.2964 |
| 0.0736        | 14.44 | 134900 | 0.4630          | 0.2958 |
| 0.0715        | 14.45 | 135000 | 0.4611          | 0.2968 |
| 0.0715        | 14.46 | 135100 | 0.4633          | 0.2966 |
| 0.0715        | 14.48 | 135200 | 0.4664          | 0.2954 |
| 0.0715        | 14.49 | 135300 | 0.4670          | 0.2945 |
| 0.0715        | 14.5  | 135400 | 0.4638          | 0.2961 |
| 0.073         | 14.51 | 135500 | 0.4635          | 0.2965 |
| 0.073         | 14.52 | 135600 | 0.4639          | 0.2956 |
| 0.073         | 14.53 | 135700 | 0.4617          | 0.2948 |
| 0.073         | 14.54 | 135800 | 0.4609          | 0.2933 |
| 0.073         | 14.55 | 135900 | 0.4614          | 0.2947 |
| 0.0717        | 14.56 | 136000 | 0.4567          | 0.2958 |
| 0.0717        | 14.57 | 136100 | 0.4615          | 0.2934 |
| 0.0717        | 14.58 | 136200 | 0.4606          | 0.2929 |
| 0.0717        | 14.59 | 136300 | 0.4652          | 0.2934 |
| 0.0717        | 14.6  | 136400 | 0.4664          | 0.2934 |
| 0.0717        | 14.61 | 136500 | 0.4657          | 0.2923 |
| 0.0717        | 14.63 | 136600 | 0.4633          | 0.2931 |
| 0.0717        | 14.64 | 136700 | 0.4624          | 0.2943 |
| 0.0717        | 14.65 | 136800 | 0.4615          | 0.2949 |
| 0.0717        | 14.66 | 136900 | 0.4619          | 0.2930 |
| 0.0707        | 14.67 | 137000 | 0.4608          | 0.2936 |
| 0.0707        | 14.68 | 137100 | 0.4615          | 0.2945 |
| 0.0707        | 14.69 | 137200 | 0.4605          | 0.2941 |
| 0.0707        | 14.7  | 137300 | 0.4598          | 0.2931 |
| 0.0707        | 14.71 | 137400 | 0.4596          | 0.2943 |
| 0.0694        | 14.72 | 137500 | 0.4624          | 0.2927 |
| 0.0694        | 14.73 | 137600 | 0.4614          | 0.2931 |
| 0.0694        | 14.74 | 137700 | 0.4621          | 0.2924 |
| 0.0694        | 14.75 | 137800 | 0.4589          | 0.2920 |
| 0.0694        | 14.76 | 137900 | 0.4590          | 0.2926 |
| 0.0706        | 14.78 | 138000 | 0.4588          | 0.2931 |
| 0.0706        | 14.79 | 138100 | 0.4583          | 0.2928 |
| 0.0706        | 14.8  | 138200 | 0.4552          | 0.2934 |
| 0.0706        | 14.81 | 138300 | 0.4551          | 0.2923 |
| 0.0706        | 14.82 | 138400 | 0.4555          | 0.2927 |
| 0.0717        | 14.83 | 138500 | 0.4547          | 0.2930 |
| 0.0717        | 14.84 | 138600 | 0.4546          | 0.2930 |
| 0.0717        | 14.85 | 138700 | 0.4553          | 0.2934 |
| 0.0717        | 14.86 | 138800 | 0.4554          | 0.2924 |
| 0.0717        | 14.87 | 138900 | 0.4573          | 0.2924 |
| 0.0722        | 14.88 | 139000 | 0.4582          | 0.2927 |
| 0.0722        | 14.89 | 139100 | 0.4586          | 0.2926 |
| 0.0722        | 14.9  | 139200 | 0.4570          | 0.2926 |
| 0.0722        | 14.91 | 139300 | 0.4571          | 0.2923 |
| 0.0722        | 14.93 | 139400 | 0.4564          | 0.2925 |
| 0.0698        | 14.94 | 139500 | 0.4573          | 0.2927 |
| 0.0698        | 14.95 | 139600 | 0.4574          | 0.2927 |
| 0.0698        | 14.96 | 139700 | 0.4573          | 0.2927 |
| 0.0698        | 14.97 | 139800 | 0.4576          | 0.2921 |
| 0.0698        | 14.98 | 139900 | 0.4578          | 0.2923 |
| 0.0705        | 14.99 | 140000 | 0.4579          | 0.2928 |
| 0.0705        | 15.0  | 140100 | 0.4578          | 0.2927 |


### Framework versions


- Transformers 4.16.0.dev0
- Pytorch 1.10.1+cu113
- Datasets 1.18.3
- Tokenizers 0.10.3


model name: wav2vec2-speechdat


model author: birgermoell


task: automatic-speech-recognition


tags: pytorch, wav2vec2, automatic-speech-recognition, sv-SE, transformers, license:apache-2.0, common_voice, generated_from_trainer, model-index


tags:


- generated_from_keras_callback
model-index:
- name: s3h/arabic-t5-small-finetuned-gec
results: []


<!-- This model card has been generated automatically according to the information Keras had access to. You should
probably proofread and complete it, then remove this comment. -->


# s3h/arabic-t5-small-finetuned-gec


This model is a fine-tuned version of [flax-community/arabic-t5-small](https://huggingface.co/flax-community/arabic-t5-small) on an unknown dataset.
It achieves the following results on the evaluation set:


- Train Loss: 1.0930
- Validation Loss: 0.9132
- Epoch: 0


## Model description


More information needed


## Intended uses & limitations


## Training and evaluation data


## Training procedure


### Training hyperparameters


The following hyperparameters were used during training:


- optimizer: {'name': 'AdamWeightDecay', 'learning_rate': {'class_name': 'PolynomialDecay', 'config': {'initial_learning_rate': 5e-05, 'decay_steps': 573, 'end_learning_rate': 0.0, 'power': 1.0, 'cycle': False, 'name': None}}, 'decay': 0.0, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-08, 'amsgrad': False, 'weight_decay_rate': 0.01}
- training_precision: mixed_float16


### Training results


| Train Loss | Validation Loss | Epoch |
|:----------:|:---------------:|:-----:|
| 1.0930     | 0.9132          | 0     |


### Framework versions


- Transformers 4.15.0
- TensorFlow 2.7.0
- Datasets 1.17.0
- Tokenizers 0.10.3


model name: arabic-t5-small-finetuned-gec


model author: s3h


task: text2text-generation


tags: tf, t5, text2text-generation, transformers, generated_from_keras_callback, model-index, autonlp_compatible


tags:


- generated_from_keras_callback
model-index:
- name: s3h/finetuned-arabert-head-gec
results: []


# s3h/finetuned-arabert-head-gec


This model is a fine-tuned version of [aubmindlab/bert-base-arabertv02](https://huggingface.co/aubmindlab/bert-base-arabertv02) on an unknown dataset.
It achieves the following results on the evaluation set:


- Train Loss: 16.9313
- Validation Loss: 19.1589
- Epoch: 0


## Model description


More information needed


## Intended uses & limitations


## Training and evaluation data


## Training procedure


### Training hyperparameters


- optimizer: {'name': 'AdamWeightDecay', 'learning_rate': {'class_name': 'PolynomialDecay', 'config': {'initial_learning_rate': 5e-05, 'decay_steps': 1, 'end_learning_rate': 0.0, 'power': 1.0, 'cycle': False, 'name': None}}, 'decay': 0.0, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-08, 'amsgrad': False, 'weight_decay_rate': 0.01}
- training_precision: mixed_float16


### Training results


| Train Loss | Validation Loss | Epoch |
|:----------:|:---------------:|:-----:|
| 16.9313    | 19.1589         | 0     |


### Framework versions


- Transformers 4.14.1
- TensorFlow 2.6.2
- Datasets 1.17.0
- Tokenizers 0.10.3


model name: finetuned-arabert-head-gec


model author: s3h


task: fill-mask


tags: tf, bert, fill-mask, transformers, generated_from_keras_callback, model-index, autonlp_compatible, infinity_compatible


tags:


- generated_from_keras_callback
model-index:
- name: s3h/finetuned-arabert-gec
results: []


<!-- This model card has been generated automatically according to the information Keras had access to. You should
probably proofread and complete it, then remove this comment. -->


# s3h/finetuned-arabert-gec


- Train Loss: -0.1214
- Train Pooler Output Loss: -0.1214
- Validation Loss: -0.1303
- Validation Pooler Output Loss: -0.1303
- Epoch: 2


## Model description


More information needed


## Intended uses & limitations


## Training and evaluation data


## Training procedure


### Training hyperparameters


- optimizer: {'name': 'AdamWeightDecay', 'learning_rate': {'class_name': 'PolynomialDecay', 'config': {'initial_learning_rate': 5e-05, 'decay_steps': 3, 'end_learning_rate': 0.0, 'power': 1.0, 'cycle': False, 'name': None}}, 'decay': 0.0, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-08, 'amsgrad': False, 'weight_decay_rate': 0.01}
- training_precision: mixed_float16


### Training results


| Train Loss | Train Pooler Output Loss | Validation Loss | Validation Pooler Output Loss | Epoch |
|:----------:|:------------------------:|:---------------:|:-----------------------------:|:-----:|
| -0.0492    | -0.0492                  | -0.0918         | -0.0918                       | 0     |
| -0.0949    | -0.0949                  | -0.1146         | -0.1146                       | 1     |
| -0.1214    | -0.1214                  | -0.1303         | -0.1303                       | 2     |


### Framework versions


model name: finetuned-arabert-gec


model author: s3h


task: feature-extraction


tags: tf, bert, feature-extraction, transformers, generated_from_keras_callback, model-index, infinity_compatible


tags:


- generated_from_keras_callback
model-index:
- name: s3h/arabert-gec-v2-2
results: []


# s3h/arabert-gec-v2-2


- Train Loss: 8.3883
- Validation Loss: 8.2485
- Epoch: 0


## Model description


More information needed


## Intended uses & limitations


## Training and evaluation data


## Training procedure


### Training hyperparameters


The following hyperparameters were used during training:


- optimizer: {'name': 'AdamWeightDecay', 'learning_rate': {'class_name': 'PolynomialDecay', 'config': {'initial_learning_rate': 5e-05, 'decay_steps': 573, 'end_learning_rate': 0.0, 'power': 1.0, 'cycle': False, 'name': None}}, 'decay': 0.0, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-08, 'amsgrad': False, 'weight_decay_rate': 0.01}
- training_precision: mixed_float16


### Training results


| Train Loss | Validation Loss | Epoch |
|:----------:|:---------------:|:-----:|
| 8.3883     | 8.2485          | 0     |


### Framework versions


model name: arabert-gec-v2-3


model author: s3h


task: fill-mask


license: apache-2.0
tags:


- generated_from_keras_callback
model-index:
- name: s3h/finetuned-mt5-gec
results: []


# s3h/finetuned-mt5-gec


This model is a fine-tuned version of [google/mt5-base](https://huggingface.co/google/mt5-base) on an unknown dataset.
It achieves the following results on the evaluation set:


- Train Loss: 23.1236
- Validation Loss: 26.8482
- Epoch: 0


## Model description


More information needed


## Intended uses & limitations


## Training and evaluation data


## Training procedure


### Training hyperparameters


### Training results


| Train Loss | Validation Loss | Epoch |
|:----------:|:---------------:|:-----:|
| 23.1236    | 26.8482         | 0     |


### Framework versions


- Transformers 4.14.1
- TensorFlow 2.6.2
- Datasets 1.17.0
- Tokenizers 0.10.3


model name: finetuned-mt5-gec


model author: s3h


task: text2text-generation


tags: tf, mt5, text2text-generation, transformers, license:apache-2.0, generated_from_keras_callback, model-index, autonlp_compatible


license: apache-2.0
tags:


- generated_from_trainer
metrics:
- bleu
model-index:
- name: mt5-small-finetuned-src-to-trg-testing
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. -->


# mt5-small-finetuned-src-to-trg-testing


This model is a fine-tuned version of [google/mt5-small](https://huggingface.co/google/mt5-small) on an unknown dataset.
It achieves the following results on the evaluation set:


- Loss: 15.8614
- Bleu: 0.1222
- Gen Len: 3.75


## Model description


More information needed


## Intended uses & limitations


## Training and evaluation data


## Training procedure


### Training hyperparameters


- learning_rate: 2e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 3


### Training results


| Training Loss | Epoch | Step | Validation Loss | Bleu   | Gen Len |
|:-------------:|:-----:|:----:|:---------------:|:------:|:-------:|
| No log        | 1.0   | 4    | 15.8782         | 0.1222 | 3.75    |
| No log        | 2.0   | 8    | 15.7909         | 0.1222 | 3.75    |
| No log        | 3.0   | 12   | 15.8614         | 0.1222 | 3.75    |


### Framework versions


- Transformers 4.14.1
- Pytorch 1.7.1
- Datasets 1.16.2.dev0
- Tokenizers 0.10.3


model name: mt5-small-finetuned-src-to-trg-testing


model author: s3h


task: text2text-generation


tags: pytorch, tensorboard, mt5, text2text-generation, transformers, license:apache-2.0, generated_from_trainer, model-index, autonlp_compatible


license: apache-2.0
tags:


- generated_from_trainer
model-index:
- name: mt5-small-finetuned-src-to-trg
results: []


# mt5-small-finetuned-src-to-trg


This model is a fine-tuned version of [google/mt5-small](https://huggingface.co/google/mt5-small) on an unknown dataset.


## Model description


More information needed


## Intended uses & limitations


## Training and evaluation data


## Training procedure


### Training hyperparameters


The following hyperparameters were used during training:


- learning_rate: 2e-05
- train_batch_size: 1
- eval_batch_size: 1
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 1
- mixed_precision_training: Native AMP


### Training results


| Training Loss | Epoch | Step | Validation Loss | Bleu   | Gen Len |
|:-------------:|:-----:|:----:|:---------------:|:------:|:-------:|
| No log        | 1.0   | 40   | nan             | 0.1737 | 3.1818  |


### Framework versions


- Transformers 4.14.1
- Pytorch 1.6.0
- Datasets 1.16.1
- Tokenizers 0.10.3


model name: mt5-small-finetuned-src-to-trg


model author: s3h


task: text2text-generation


license: apache-2.0
tags:


- generated_from_trainer
metrics:
- bleu
model-index:
- name: opus-mt-ar-en-finetuned-src-to-trg-testing
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. -->


# opus-mt-ar-en-finetuned-src-to-trg-testing


This model is a fine-tuned version of [Helsinki-NLP/opus-mt-ar-en](https://huggingface.co/Helsinki-NLP/opus-mt-ar-en) on an unknown dataset.
It achieves the following results on the evaluation set:


- Loss: 3.3973
- Bleu: 0.1939
- Gen Len: 37.6364


## Model description


More information needed


## Intended uses & limitations


## Training and evaluation data


## Training procedure


### Training hyperparameters


- learning_rate: 2e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 3
- mixed_precision_training: Apex, opt level O1


### Training results


| Training Loss | Epoch | Step | Validation Loss | Bleu   | Gen Len |
|:-------------:|:-----:|:----:|:---------------:|:------:|:-------:|
| No log        | 1.0   | 5    | 3.4353          | 0.1994 | 36.6364 |
| No log        | 2.0   | 10   | 3.4015          | 0.1994 | 36.0909 |
| No log        | 3.0   | 15   | 3.3973          | 0.1939 | 37.6364 |


### Framework versions


- Transformers 4.14.1
- Pytorch 1.5.0
- Datasets 1.17.0
- Tokenizers 0.10.3


model name: opus-mt-ar-en-finetuned-src-to-trg-testing


model author: s3h


task: text2text-generation


tags: pytorch, tensorboard, marian, text2text-generation, transformers, license:apache-2.0, generated_from_trainer, model-index, autonlp_compatible


tags:


- generated_from_keras_callback
model-index:
- name: s3h/arabic-t5-small-finetuned-gec
results: []


<!-- This model card has been generated automatically according to the information Keras had access to. You should
probably proofread and complete it, then remove this comment. -->


# s3h/arabic-t5-small-finetuned-gec


This model is a fine-tuned version of [flax-community/arabic-t5-small](https://huggingface.co/flax-community/arabic-t5-small) on an unknown dataset.
It achieves the following results on the evaluation set:


- Train Loss: 1.0930
- Validation Loss: 0.9132
- Epoch: 0


## Model description


More information needed


## Intended uses & limitations


## Training and evaluation data


## Training procedure


### Training hyperparameters


The following hyperparameters were used during training: