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segformer-b2-kelp-rgb-agg-imgaug-jan-27

This model is a fine-tuned version of nvidia/mit-b2 on the samitizerxu/kelp_data dataset. It achieves the following results on the evaluation set:

  • Accuracy Kelp: 0.4483
  • Iou Kelp: 0.3982
  • Accuracy Bg: 0.9991
  • Iou Bg: 0.9954
  • Loss: 0.0174
  • Mean Iou: 0.6968
  • Mean Accuracy: 0.7237
  • Overall Accuracy: 0.9955

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

  • learning_rate: 6e-05
  • train_batch_size: 8
  • eval_batch_size: 8
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_ratio: 0.2
  • num_epochs: 40

Training results

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

Framework versions

  • Transformers 4.37.1
  • Pytorch 2.1.2
  • Datasets 2.16.1
  • Tokenizers 0.15.1
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