generated_from_trainer

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roberta-base-qqp

This model is a fine-tuned version of roberta-base on the GLUE QQP dataset. It achieves the following results on the evaluation set:

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:

Training results

Training Loss Epoch Step Validation Loss Accuracy F1 Combined Score
0.6894 0.02 500 0.6476 0.6318 0.0 0.3159
0.5601 0.04 1000 0.4628 0.7744 0.7412 0.7578
0.4373 0.07 1500 0.3894 0.8201 0.7759 0.7980
0.3995 0.09 2000 0.3765 0.8320 0.7761 0.8041
0.3912 0.11 2500 0.3725 0.8352 0.7939 0.8145
0.3769 0.13 3000 0.3423 0.8451 0.8010 0.8231
0.3747 0.15 3500 0.3513 0.8377 0.8028 0.8202
0.3529 0.18 4000 0.3271 0.8560 0.8144 0.8352
0.3666 0.2 4500 0.3174 0.8565 0.8066 0.8316
0.3455 0.22 5000 0.3128 0.8604 0.8148 0.8376
0.3373 0.24 5500 0.3088 0.8665 0.8230 0.8448
0.3405 0.26 6000 0.3130 0.8593 0.8235 0.8414
0.338 0.29 6500 0.3135 0.8646 0.8251 0.8449
0.3351 0.31 7000 0.3019 0.8682 0.8307 0.8495
0.3252 0.33 7500 0.3042 0.8678 0.8332 0.8505
0.3343 0.35 8000 0.3123 0.8648 0.8087 0.8367
0.3365 0.37 8500 0.3369 0.8690 0.8286 0.8488
0.3344 0.4 9000 0.2991 0.8705 0.8253 0.8479
0.33 0.42 9500 0.3326 0.8682 0.8370 0.8526
0.3202 0.44 10000 0.2986 0.8743 0.8360 0.8552
0.3255 0.46 10500 0.2873 0.8754 0.8351 0.8552
0.3098 0.48 11000 0.2956 0.8741 0.8255 0.8498
0.3157 0.51 11500 0.2895 0.8729 0.8372 0.8550
0.3098 0.53 12000 0.2874 0.8741 0.8253 0.8497
0.3015 0.55 12500 0.3153 0.8658 0.8156 0.8407
0.3106 0.57 13000 0.2925 0.8737 0.8258 0.8497
0.3052 0.59 13500 0.3320 0.8778 0.8369 0.8573
0.31 0.62 14000 0.3108 0.8714 0.8163 0.8438
0.3022 0.64 14500 0.2910 0.8802 0.8398 0.8600
0.302 0.66 15000 0.2871 0.8775 0.8294 0.8535
0.3107 0.68 15500 0.2933 0.8809 0.8475 0.8642
0.3206 0.7 16000 0.2718 0.8836 0.8461 0.8648
0.2941 0.73 16500 0.2920 0.8775 0.8371 0.8573
0.3097 0.75 17000 0.2720 0.8853 0.8457 0.8655
0.2946 0.77 17500 0.3131 0.8823 0.8428 0.8626
0.2954 0.79 18000 0.2824 0.8844 0.8457 0.8651
0.2874 0.81 18500 0.2771 0.8829 0.8360 0.8595
0.2903 0.84 19000 0.2947 0.8863 0.8452 0.8657
0.2814 0.86 19500 0.2700 0.8864 0.8544 0.8704
0.2913 0.88 20000 0.2828 0.8846 0.8538 0.8692
0.2834 0.9 20500 0.2678 0.8879 0.8468 0.8673
0.2835 0.92 21000 0.2769 0.8908 0.8524 0.8716
0.2895 0.95 21500 0.2948 0.8764 0.8228 0.8496
0.2776 0.97 22000 0.2604 0.8864 0.8541 0.8703
0.2838 0.99 22500 0.2594 0.8913 0.8594 0.8753
0.2592 1.01 23000 0.2863 0.8923 0.8527 0.8725
0.2631 1.03 23500 0.2826 0.8891 0.8572 0.8732
0.2527 1.06 24000 0.2752 0.8892 0.8508 0.8700
0.2511 1.08 24500 0.2862 0.8886 0.8481 0.8684
0.25 1.1 25000 0.3047 0.8903 0.8521 0.8712
0.2551 1.12 25500 0.3197 0.8876 0.8441 0.8659
0.2573 1.14 26000 0.2894 0.8926 0.8584 0.8755
0.2467 1.17 26500 0.2947 0.8907 0.8514 0.8711
0.264 1.19 27000 0.2748 0.8863 0.8560 0.8711
0.25 1.21 27500 0.2705 0.8858 0.8569 0.8713
0.2593 1.23 28000 0.2606 0.8940 0.8608 0.8774
0.2409 1.25 28500 0.3748 0.8851 0.8375 0.8613
0.2551 1.28 29000 0.2978 0.8898 0.8458 0.8678
0.2439 1.3 29500 0.3044 0.8950 0.8629 0.8790
0.2542 1.32 30000 0.2650 0.8935 0.8559 0.8747
0.2516 1.34 30500 0.2994 0.8914 0.8582 0.8748
0.256 1.36 31000 0.2699 0.8903 0.8590 0.8746
0.2624 1.39 31500 0.2779 0.8937 0.8618 0.8777
0.2521 1.41 32000 0.2512 0.8979 0.8658 0.8818
0.2456 1.43 32500 0.2534 0.8952 0.8630 0.8791
0.2341 1.45 33000 0.2923 0.8938 0.8615 0.8777
0.2533 1.47 33500 0.2667 0.8967 0.8627 0.8797
0.2487 1.5 34000 0.2614 0.8954 0.8620 0.8787
0.2588 1.52 34500 0.2573 0.8978 0.8667 0.8822
0.2442 1.54 35000 0.2756 0.8976 0.8671 0.8824
0.2524 1.56 35500 0.2598 0.8963 0.8604 0.8784
0.2425 1.58 36000 0.2633 0.8966 0.8588 0.8777
0.2545 1.61 36500 0.2701 0.9001 0.8708 0.8854
0.249 1.63 37000 0.2627 0.8989 0.8631 0.8810
0.2397 1.65 37500 0.2736 0.8987 0.8624 0.8806
0.248 1.67 38000 0.2824 0.8989 0.8655 0.8822
0.2582 1.69 38500 0.2734 0.8976 0.8653 0.8815
0.2368 1.71 39000 0.2716 0.8955 0.8588 0.8772
0.2505 1.74 39500 0.2897 0.8937 0.8651 0.8794
0.2467 1.76 40000 0.2619 0.8999 0.8689 0.8844
0.2484 1.78 40500 0.2601 0.8997 0.8662 0.8829
0.2491 1.8 41000 0.2579 0.8948 0.8664 0.8806
0.2531 1.82 41500 0.2603 0.9005 0.8683 0.8844
0.2417 1.85 42000 0.2644 0.8949 0.8522 0.8736
0.2366 1.87 42500 0.2648 0.8992 0.8673 0.8832
0.2357 1.89 43000 0.2593 0.8974 0.8618 0.8796
0.2484 1.91 43500 0.2799 0.9001 0.8664 0.8833
0.2549 1.93 44000 0.2445 0.9013 0.8666 0.8840
0.2412 1.96 44500 0.2533 0.9011 0.8661 0.8836
0.2386 1.98 45000 0.2734 0.9015 0.8693 0.8854
0.2349 2.0 45500 0.2585 0.8994 0.8693 0.8843
0.2069 2.02 46000 0.2460 0.9033 0.8715 0.8874
0.2008 2.04 46500 0.2846 0.8998 0.8694 0.8846
0.1996 2.07 47000 0.2784 0.9002 0.8714 0.8858
0.2085 2.09 47500 0.3433 0.8999 0.8692 0.8846
0.2019 2.11 48000 0.2944 0.8996 0.8677 0.8837
0.2007 2.13 48500 0.2852 0.9017 0.8710 0.8863
0.198 2.15 49000 0.2865 0.9003 0.8703 0.8853
0.1991 2.18 49500 0.3304 0.9027 0.8709 0.8868
0.2005 2.2 50000 0.3147 0.8994 0.8636 0.8815
0.1987 2.22 50500 0.2743 0.9054 0.8750 0.8902
0.2087 2.24 51000 0.3305 0.9006 0.8708 0.8857
0.2165 2.26 51500 0.2967 0.8951 0.8675 0.8813
0.2209 2.29 52000 0.2927 0.9020 0.8663 0.8842
0.2192 2.31 52500 0.2686 0.9040 0.8755 0.8897
0.2142 2.33 53000 0.2815 0.9042 0.8727 0.8885
0.2064 2.35 53500 0.2918 0.9048 0.8733 0.8891
0.2055 2.37 54000 0.2821 0.9050 0.8741 0.8896
0.2062 2.4 54500 0.2939 0.9053 0.8737 0.8895
0.2084 2.42 55000 0.2734 0.9035 0.8729 0.8882
0.2131 2.44 55500 0.2852 0.9047 0.8735 0.8891
0.2061 2.46 56000 0.3440 0.9035 0.8676 0.8855
0.2083 2.48 56500 0.2747 0.9040 0.8735 0.8887
0.2111 2.51 57000 0.2889 0.9048 0.8724 0.8886
0.2063 2.53 57500 0.3028 0.9035 0.8741 0.8888
0.1988 2.55 58000 0.2601 0.9039 0.8735 0.8887
0.2156 2.57 58500 0.3116 0.9058 0.8735 0.8896
0.2079 2.59 59000 0.3044 0.8988 0.8716 0.8852
0.2047 2.62 59500 0.2890 0.9037 0.8689 0.8863
0.2045 2.64 60000 0.2817 0.9044 0.8693 0.8868
0.2073 2.66 60500 0.2756 0.9046 0.8738 0.8892
0.211 2.68 61000 0.2659 0.9047 0.8736 0.8891
0.2075 2.7 61500 0.2898 0.9027 0.8727 0.8877
0.209 2.73 62000 0.2769 0.9050 0.8762 0.8906
0.2072 2.75 62500 0.2827 0.9051 0.8739 0.8895
0.209 2.77 63000 0.2882 0.9046 0.8694 0.8870
0.1948 2.79 63500 0.3150 0.9040 0.8743 0.8891
0.208 2.81 64000 0.2793 0.9055 0.8755 0.8905
0.2072 2.84 64500 0.2704 0.9077 0.8783 0.8930
0.2157 2.86 65000 0.2694 0.9054 0.8741 0.8897
0.2046 2.88 65500 0.3192 0.9074 0.8751 0.8913
0.2053 2.9 66000 0.3004 0.9034 0.8718 0.8876
0.2079 2.92 66500 0.2743 0.9070 0.8744 0.8907
0.2095 2.95 67000 0.3176 0.9058 0.8709 0.8883
0.2002 2.97 67500 0.2937 0.9061 0.8755 0.8908
0.2172 2.99 68000 0.2821 0.9024 0.8710 0.8867
0.1869 3.01 68500 0.3426 0.9042 0.8677 0.8859
0.1655 3.03 69000 0.3540 0.9013 0.8665 0.8839
0.1752 3.06 69500 0.3480 0.9080 0.8765 0.8923
0.1752 3.08 70000 0.3241 0.9045 0.8752 0.8898
0.1645 3.1 70500 0.2883 0.9046 0.8732 0.8889
0.1765 3.12 71000 0.3115 0.9044 0.8755 0.8900
0.1686 3.14 71500 0.2846 0.9079 0.8745 0.8912
0.1678 3.17 72000 0.3359 0.9085 0.8774 0.8929
0.1584 3.19 72500 0.3543 0.9084 0.8778 0.8931
0.1781 3.21 73000 0.3151 0.9065 0.8762 0.8913
0.169 3.23 73500 0.3133 0.9054 0.8766 0.8910
0.1674 3.25 74000 0.3285 0.9073 0.8759 0.8916
0.175 3.28 74500 0.3380 0.9058 0.8742 0.8900
0.1803 3.3 75000 0.3187 0.9076 0.8785 0.8931
0.1769 3.32 75500 0.2961 0.9068 0.8749 0.8909
0.1659 3.34 76000 0.3381 0.9062 0.8722 0.8892
0.18 3.36 76500 0.2938 0.9078 0.8780 0.8929
0.178 3.39 77000 0.3359 0.9034 0.8752 0.8893
0.1729 3.41 77500 0.3394 0.9087 0.8794 0.8941
0.1647 3.43 78000 0.3054 0.9066 0.8771 0.8918
0.1671 3.45 78500 0.3605 0.9094 0.8795 0.8945
0.1798 3.47 79000 0.3163 0.9084 0.8759 0.8922
0.1793 3.5 79500 0.2875 0.9077 0.8759 0.8918
0.1821 3.52 80000 0.2872 0.9084 0.8777 0.8930
0.1734 3.54 80500 0.3247 0.9048 0.8766 0.8907
0.181 3.56 81000 0.3358 0.9064 0.8763 0.8914
0.1735 3.58 81500 0.3285 0.9066 0.8726 0.8896
0.1792 3.61 82000 0.3306 0.9086 0.8769 0.8928
0.1786 3.63 82500 0.3252 0.9087 0.8779 0.8933
0.1775 3.65 83000 0.2869 0.9074 0.8740 0.8907
0.18 3.67 83500 0.3063 0.9097 0.8786 0.8942
0.1701 3.69 84000 0.3548 0.9083 0.8767 0.8925
0.1761 3.72 84500 0.3230 0.9065 0.8765 0.8915
0.1672 3.74 85000 0.3084 0.9077 0.8779 0.8928
0.1793 3.76 85500 0.3286 0.9070 0.8721 0.8895
0.1772 3.78 86000 0.3242 0.9085 0.8751 0.8918
0.1745 3.8 86500 0.2935 0.9091 0.8800 0.8945
0.1644 3.83 87000 0.3174 0.9101 0.8810 0.8956
0.1862 3.85 87500 0.2965 0.9093 0.8813 0.8953
0.1863 3.87 88000 0.2598 0.9084 0.8789 0.8936
0.1661 3.89 88500 0.3362 0.9083 0.8790 0.8937
0.1796 3.91 89000 0.2836 0.9082 0.8771 0.8926
0.1774 3.94 89500 0.2816 0.9075 0.8773 0.8924
0.1705 3.96 90000 0.3340 0.9079 0.8797 0.8938
0.1764 3.98 90500 0.3051 0.9102 0.8801 0.8951
0.1832 4.0 91000 0.3372 0.9082 0.8763 0.8923
0.1293 4.02 91500 0.3576 0.9096 0.8782 0.8939
0.1264 4.05 92000 0.3659 0.9110 0.8805 0.8957
0.1435 4.07 92500 0.3408 0.9097 0.8782 0.8940
0.1365 4.09 93000 0.3631 0.9083 0.8755 0.8919
0.1372 4.11 93500 0.3710 0.9078 0.8741 0.8910
0.1462 4.13 94000 0.3507 0.9101 0.8788 0.8945
0.1364 4.16 94500 0.3896 0.9073 0.8785 0.8929
0.1433 4.18 95000 0.3646 0.9083 0.8792 0.8937
0.137 4.2 95500 0.3536 0.9106 0.8815 0.8961
0.1396 4.22 96000 0.3429 0.9063 0.8731 0.8897
0.1377 4.24 96500 0.3582 0.9065 0.8714 0.8889
0.1488 4.27 97000 0.3399 0.9104 0.8790 0.8947
0.1501 4.29 97500 0.3483 0.9078 0.8753 0.8916
0.1471 4.31 98000 0.3892 0.9101 0.8814 0.8957
0.1431 4.33 98500 0.3551 0.9094 0.8774 0.8934
0.1497 4.35 99000 0.3433 0.9093 0.8779 0.8936
0.1375 4.38 99500 0.3264 0.9099 0.8792 0.8945
0.1389 4.4 100000 0.3587 0.9094 0.8783 0.8938
0.1299 4.42 100500 0.3698 0.9057 0.8778 0.8917
0.1426 4.44 101000 0.4136 0.9062 0.8754 0.8908
0.1378 4.46 101500 0.3734 0.9087 0.8761 0.8924
0.1521 4.49 102000 0.3842 0.9069 0.8744 0.8907
0.1443 4.51 102500 0.3656 0.9059 0.8750 0.8905
0.1562 4.53 103000 0.3475 0.9047 0.8743 0.8895
0.1324 4.55 103500 0.3572 0.9091 0.8785 0.8938
0.1612 4.57 104000 0.3504 0.9083 0.8762 0.8922
0.1535 4.6 104500 0.3526 0.9073 0.8787 0.8930
0.1526 4.62 105000 0.3077 0.9101 0.8812 0.8956
0.1428 4.64 105500 0.3747 0.9102 0.8779 0.8940
0.1425 4.66 106000 0.3783 0.9093 0.8804 0.8949
0.1528 4.68 106500 0.3370 0.9113 0.8807 0.8960
0.1482 4.71 107000 0.3497 0.9100 0.8785 0.8943
0.1621 4.73 107500 0.3616 0.9099 0.8789 0.8944
0.1496 4.75 108000 0.3688 0.9102 0.8790 0.8946
0.1425 4.77 108500 0.4118 0.9103 0.8829 0.8966
0.1614 4.79 109000 0.3536 0.9103 0.8791 0.8947
0.1504 4.82 109500 0.3285 0.9120 0.8828 0.8974
0.1612 4.84 110000 0.3206 0.9111 0.8820 0.8966
0.1415 4.86 110500 0.3715 0.9108 0.8806 0.8957
0.1465 4.88 111000 0.3732 0.9128 0.8824 0.8976
0.1474 4.9 111500 0.3410 0.9110 0.8805 0.8957
0.1339 4.93 112000 0.3753 0.9082 0.8726 0.8904
0.1456 4.95 112500 0.3471 0.9108 0.8791 0.8950
0.1531 4.97 113000 0.3519 0.9094 0.8788 0.8941
0.1476 4.99 113500 0.3420 0.9114 0.8789 0.8951
0.1359 5.01 114000 0.3868 0.9112 0.8814 0.8963
0.1026 5.03 114500 0.4156 0.9096 0.8791 0.8944
0.1103 5.06 115000 0.4154 0.9123 0.8823 0.8973
0.1188 5.08 115500 0.4119 0.9102 0.8763 0.8933
0.1018 5.1 116000 0.4178 0.9088 0.8803 0.8946
0.1097 5.12 116500 0.4051 0.9113 0.8812 0.8962
0.1198 5.14 117000 0.3940 0.9119 0.8816 0.8968
0.1154 5.17 117500 0.4080 0.9098 0.8796 0.8947
0.1257 5.19 118000 0.3866 0.9048 0.8780 0.8914
0.1195 5.21 118500 0.3854 0.9093 0.8799 0.8946
0.1245 5.23 119000 0.3754 0.9104 0.8796 0.8950
0.1203 5.25 119500 0.3946 0.9107 0.8795 0.8951
0.1275 5.28 120000 0.3919 0.9104 0.8808 0.8956
0.1235 5.3 120500 0.3534 0.9102 0.8792 0.8947
0.1163 5.32 121000 0.4207 0.9091 0.8750 0.8921
0.116 5.34 121500 0.4286 0.9087 0.8743 0.8915
0.1181 5.36 122000 0.3855 0.9091 0.8764 0.8928
0.1229 5.39 122500 0.3956 0.9104 0.8794 0.8949
0.1165 5.41 123000 0.4043 0.9119 0.8833 0.8976
0.1216 5.43 123500 0.3908 0.9119 0.8819 0.8969
0.1211 5.45 124000 0.3839 0.9085 0.8757 0.8921
0.1192 5.47 124500 0.3703 0.9105 0.8806 0.8955
0.1197 5.5 125000 0.3800 0.9073 0.8765 0.8919
0.1239 5.52 125500 0.3788 0.9089 0.8736 0.8913
0.1194 5.54 126000 0.3761 0.9094 0.8770 0.8932
0.1204 5.56 126500 0.3900 0.9107 0.8805 0.8956
0.1208 5.58 127000 0.3830 0.9119 0.8821 0.8970
0.1131 5.61 127500 0.4393 0.9104 0.8796 0.8950
0.1185 5.63 128000 0.3675 0.9119 0.8816 0.8968
0.1232 5.65 128500 0.3978 0.9113 0.8825 0.8969
0.1201 5.67 129000 0.3623 0.9121 0.8828 0.8975
0.1268 5.69 129500 0.3891 0.9123 0.8818 0.8970
0.1206 5.72 130000 0.3637 0.9116 0.8845 0.8981
0.1172 5.74 130500 0.4069 0.9119 0.8838 0.8979
0.1149 5.76 131000 0.3904 0.9122 0.8833 0.8977
0.1283 5.78 131500 0.3577 0.9105 0.8792 0.8948
0.1246 5.8 132000 0.3532 0.9116 0.8827 0.8972
0.1293 5.83 132500 0.3422 0.9116 0.8824 0.8970
0.1178 5.85 133000 0.3563 0.9119 0.8826 0.8973
0.1301 5.87 133500 0.3715 0.9126 0.8821 0.8973
0.1274 5.89 134000 0.3565 0.9102 0.8784 0.8943
0.1232 5.91 134500 0.3792 0.9128 0.8844 0.8986
0.1122 5.94 135000 0.4057 0.9115 0.8818 0.8967
0.1139 5.96 135500 0.4453 0.9125 0.8814 0.8969
0.1214 5.98 136000 0.4000 0.9096 0.8755 0.8925
0.1192 6.0 136500 0.4098 0.9118 0.8809 0.8964
0.0805 6.02 137000 0.4441 0.9116 0.8799 0.8957
0.0802 6.05 137500 0.4373 0.9122 0.8841 0.8981
0.0772 6.07 138000 0.4381 0.9130 0.8833 0.8981
0.0968 6.09 138500 0.4407 0.9124 0.8830 0.8977
0.0898 6.11 139000 0.4658 0.9116 0.8814 0.8965
0.0894 6.13 139500 0.4369 0.9116 0.8828 0.8972
0.0921 6.16 140000 0.4388 0.9114 0.8825 0.8969
0.0864 6.18 140500 0.4404 0.9125 0.8837 0.8981
0.0826 6.2 141000 0.4287 0.9122 0.8826 0.8974
0.1013 6.22 141500 0.4044 0.9124 0.8833 0.8978
0.086 6.24 142000 0.4843 0.9099 0.8815 0.8957
0.1026 6.27 142500 0.4003 0.9121 0.8810 0.8966
0.0928 6.29 143000 0.4536 0.9114 0.8817 0.8965
0.0935 6.31 143500 0.4855 0.9119 0.8798 0.8958
0.0984 6.33 144000 0.4118 0.9125 0.8841 0.8983
0.0887 6.35 144500 0.4396 0.9117 0.8836 0.8977
0.0952 6.38 145000 0.4042 0.9119 0.8822 0.8971
0.0908 6.4 145500 0.4189 0.9117 0.8831 0.8974
0.0876 6.42 146000 0.4676 0.9132 0.8850 0.8991
0.0945 6.44 146500 0.4250 0.9122 0.8809 0.8966
0.1011 6.46 147000 0.4249 0.9140 0.8823 0.8982
0.092 6.49 147500 0.4154 0.9143 0.8848 0.8995
0.0944 6.51 148000 0.4378 0.9134 0.8851 0.8992
0.0945 6.53 148500 0.4367 0.9140 0.8838 0.8989
0.0922 6.55 149000 0.4192 0.9132 0.8831 0.8981
0.0994 6.57 149500 0.4182 0.9129 0.8839 0.8984
0.0953 6.6 150000 0.4403 0.9141 0.8840 0.8990
0.0985 6.62 150500 0.3628 0.9145 0.8854 0.8999
0.0925 6.64 151000 0.4176 0.9145 0.8862 0.9004
0.0928 6.66 151500 0.4052 0.9146 0.8852 0.8999
0.0896 6.68 152000 0.4152 0.9138 0.8838 0.8988
0.0901 6.71 152500 0.4338 0.9125 0.8831 0.8978
0.099 6.73 153000 0.4112 0.9135 0.8837 0.8986
0.1019 6.75 153500 0.4113 0.9143 0.8848 0.8995
0.0932 6.77 154000 0.3968 0.9134 0.8844 0.8989
0.0968 6.79 154500 0.3816 0.9144 0.8853 0.8999
0.0955 6.82 155000 0.4420 0.9140 0.8856 0.8998
0.0958 6.84 155500 0.4334 0.9139 0.8847 0.8993
0.0929 6.86 156000 0.4155 0.9136 0.8847 0.8992
0.0901 6.88 156500 0.4324 0.9147 0.8846 0.8997
0.0932 6.9 157000 0.4139 0.9129 0.8840 0.8985
0.0971 6.93 157500 0.3963 0.9144 0.8821 0.8983
0.0928 6.95 158000 0.3942 0.9144 0.8844 0.8994
0.0909 6.97 158500 0.3717 0.9141 0.8855 0.8998
0.0992 6.99 159000 0.4312 0.9137 0.8859 0.8998
0.0732 7.01 159500 0.4736 0.9148 0.8856 0.9002
0.063 7.04 160000 0.5006 0.9141 0.8852 0.8997
0.0681 7.06 160500 0.4484 0.9126 0.8840 0.8983
0.0711 7.08 161000 0.4670 0.9141 0.8835 0.8988
0.0657 7.1 161500 0.4921 0.9121 0.8832 0.8976
0.0612 7.12 162000 0.5304 0.9117 0.8840 0.8979
0.0605 7.15 162500 0.4946 0.9130 0.8829 0.8979
0.0655 7.17 163000 0.4918 0.9116 0.8822 0.8969
0.0663 7.19 163500 0.5236 0.9125 0.8840 0.8983
0.0675 7.21 164000 0.4675 0.9100 0.8825 0.8963
0.0689 7.23 164500 0.4494 0.9116 0.8828 0.8972
0.0695 7.26 165000 0.4722 0.9129 0.8839 0.8984
0.07 7.28 165500 0.4585 0.9126 0.8841 0.8983
0.076 7.3 166000 0.4335 0.9123 0.8835 0.8979
0.0739 7.32 166500 0.4690 0.9144 0.8855 0.9000
0.0766 7.34 167000 0.4062 0.9134 0.8831 0.8983
0.0692 7.37 167500 0.4654 0.9122 0.8820 0.8971
0.0683 7.39 168000 0.4792 0.9126 0.8819 0.8973
0.0725 7.41 168500 0.4699 0.9121 0.8814 0.8968
0.0719 7.43 169000 0.4587 0.9133 0.8824 0.8978
0.075 7.45 169500 0.4585 0.9134 0.8818 0.8976
0.0775 7.48 170000 0.4655 0.9109 0.8779 0.8944
0.0736 7.5 170500 0.4680 0.9111 0.8783 0.8947
0.066 7.52 171000 0.4347 0.9128 0.8836 0.8982
0.0708 7.54 171500 0.4403 0.9139 0.8827 0.8983
0.073 7.56 172000 0.4637 0.9137 0.8832 0.8985
0.0691 7.59 172500 0.4887 0.9139 0.8831 0.8985
0.0735 7.61 173000 0.4816 0.9134 0.8826 0.8980
0.0691 7.63 173500 0.4672 0.9110 0.8796 0.8953
0.061 7.65 174000 0.5136 0.9145 0.8851 0.8998
0.0624 7.67 174500 0.4688 0.9137 0.8844 0.8990
0.0731 7.7 175000 0.4770 0.9138 0.8844 0.8991
0.0616 7.72 175500 0.5031 0.9129 0.8844 0.8986
0.0741 7.74 176000 0.4509 0.9139 0.8838 0.8988
0.0707 7.76 176500 0.4455 0.9146 0.8849 0.8998
0.0568 7.78 177000 0.4880 0.9146 0.8850 0.8998
0.0611 7.81 177500 0.5215 0.9148 0.8858 0.9003
0.0661 7.83 178000 0.4702 0.9163 0.8862 0.9012
0.0629 7.85 178500 0.4990 0.9153 0.8852 0.9003
0.0761 7.87 179000 0.4688 0.9145 0.8830 0.8988
0.0613 7.89 179500 0.5146 0.9140 0.8854 0.8997
0.0725 7.92 180000 0.4776 0.9144 0.8840 0.8992
0.0689 7.94 180500 0.4792 0.9138 0.8834 0.8986
0.0721 7.96 181000 0.4635 0.9139 0.8843 0.8991
0.0721 7.98 181500 0.4608 0.9143 0.8848 0.8995
0.0736 8.0 182000 0.4614 0.9145 0.8853 0.8999
0.0378 8.03 182500 0.5436 0.9142 0.8854 0.8998
0.0546 8.05 183000 0.5029 0.9136 0.8844 0.8990
0.0387 8.07 183500 0.5759 0.9131 0.8840 0.8985
0.0459 8.09 184000 0.5478 0.9138 0.8841 0.8989
0.052 8.11 184500 0.5116 0.9134 0.8840 0.8987
0.0508 8.14 185000 0.5373 0.9131 0.8847 0.8989
0.0457 8.16 185500 0.5180 0.9135 0.8849 0.8992
0.0504 8.18 186000 0.5136 0.9131 0.8844 0.8987
0.052 8.2 186500 0.5429 0.9131 0.8841 0.8986
0.0572 8.22 187000 0.5040 0.9158 0.8856 0.9007
0.0443 8.25 187500 0.5710 0.9135 0.8832 0.8984
0.0572 8.27 188000 0.5346 0.9135 0.8829 0.8982
0.0449 8.29 188500 0.5469 0.9130 0.8841 0.8986
0.0446 8.31 189000 0.5557 0.9144 0.8838 0.8991
0.0515 8.33 189500 0.5125 0.9153 0.8856 0.9005
0.0543 8.35 190000 0.5038 0.9138 0.8859 0.8998
0.0436 8.38 190500 0.5399 0.9152 0.8866 0.9009
0.0492 8.4 191000 0.5195 0.9141 0.8856 0.8998
0.0528 8.42 191500 0.5071 0.9121 0.8818 0.8969
0.0573 8.44 192000 0.4889 0.9129 0.8836 0.8982
0.0479 8.46 192500 0.5148 0.9150 0.8863 0.9006
0.0506 8.49 193000 0.4835 0.9129 0.8832 0.8980
0.0453 8.51 193500 0.5275 0.9144 0.8846 0.8995
0.0457 8.53 194000 0.5398 0.9149 0.8855 0.9002
0.0534 8.55 194500 0.5281 0.9148 0.8861 0.9004
0.0533 8.57 195000 0.5040 0.9137 0.8837 0.8987
0.0516 8.6 195500 0.5022 0.9142 0.8858 0.9000
0.0451 8.62 196000 0.5127 0.9142 0.8860 0.9001
0.0461 8.64 196500 0.5213 0.9143 0.8853 0.8998
0.0472 8.66 197000 0.5128 0.9149 0.8865 0.9007
0.0574 8.68 197500 0.4999 0.9149 0.8854 0.9001
0.048 8.71 198000 0.5258 0.9140 0.8842 0.8991
0.0499 8.73 198500 0.4964 0.9149 0.8862 0.9006
0.056 8.75 199000 0.5052 0.9139 0.8852 0.8995
0.043 8.77 199500 0.5470 0.9143 0.8853 0.8998
0.0383 8.79 200000 0.5486 0.9148 0.8866 0.9007
0.052 8.82 200500 0.5155 0.9153 0.8862 0.9007
0.0412 8.84 201000 0.5196 0.9156 0.8856 0.9006
0.0466 8.86 201500 0.5333 0.9153 0.8856 0.9004
0.0459 8.88 202000 0.5340 0.9157 0.8862 0.9009
0.0512 8.9 202500 0.5161 0.9154 0.8851 0.9002
0.0481 8.93 203000 0.5138 0.9148 0.8861 0.9005
0.0428 8.95 203500 0.5301 0.9147 0.8851 0.8999
0.0369 8.97 204000 0.5387 0.9149 0.8853 0.9001
0.0505 8.99 204500 0.5182 0.9153 0.8848 0.9001
0.0417 9.01 205000 0.5540 0.9151 0.8858 0.9004
0.0312 9.04 205500 0.5599 0.9151 0.8860 0.9006
0.0325 9.06 206000 0.5635 0.9136 0.8840 0.8988
0.0274 9.08 206500 0.5796 0.9145 0.8852 0.8998
0.0379 9.1 207000 0.5496 0.9151 0.8854 0.9003
0.0206 9.12 207500 0.6014 0.9146 0.8848 0.8997
0.0331 9.15 208000 0.5933 0.9146 0.8857 0.9001
0.0353 9.17 208500 0.5836 0.9150 0.8854 0.9002
0.0285 9.19 209000 0.5815 0.9148 0.8853 0.9000
0.0299 9.21 209500 0.5904 0.9143 0.8853 0.8998
0.0382 9.23 210000 0.5443 0.9141 0.8851 0.8996
0.0376 9.26 210500 0.5623 0.9149 0.8864 0.9006
0.0293 9.28 211000 0.5776 0.9152 0.8859 0.9006
0.0345 9.3 211500 0.5857 0.9142 0.8855 0.8999
0.0304 9.32 212000 0.5686 0.9148 0.8843 0.8995
0.0368 9.34 212500 0.5560 0.9155 0.8867 0.9011
0.0372 9.37 213000 0.5685 0.9148 0.8854 0.9001
0.0365 9.39 213500 0.5520 0.9147 0.8858 0.9003
0.0366 9.41 214000 0.5566 0.9148 0.8855 0.9001
0.0416 9.43 214500 0.5448 0.9155 0.8861 0.9008
0.0297 9.45 215000 0.5763 0.9150 0.8865 0.9007
0.0383 9.48 215500 0.5555 0.9145 0.8852 0.8998
0.0408 9.5 216000 0.5625 0.9152 0.8862 0.9007
0.0384 9.52 216500 0.5472 0.9152 0.8858 0.9005
0.0356 9.54 217000 0.5660 0.9146 0.8855 0.9001
0.0347 9.56 217500 0.5687 0.9150 0.8857 0.9004
0.0276 9.59 218000 0.5786 0.9151 0.8858 0.9004
0.0342 9.61 218500 0.5760 0.9147 0.8861 0.9004
0.0322 9.63 219000 0.5677 0.9150 0.8857 0.9004
0.0387 9.65 219500 0.5659 0.9143 0.8856 0.8999
0.0344 9.67 220000 0.5497 0.9149 0.8853 0.9001
0.0449 9.7 220500 0.5375 0.9149 0.8857 0.9003
0.0355 9.72 221000 0.5444 0.9144 0.8856 0.9000
0.0321 9.74 221500 0.5476 0.9142 0.8851 0.8997
0.0309 9.76 222000 0.5586 0.9149 0.8858 0.9004
0.0397 9.78 222500 0.5565 0.9150 0.8863 0.9006
0.0281 9.81 223000 0.5657 0.9146 0.8857 0.9002
0.0364 9.83 223500 0.5623 0.9149 0.8859 0.9004
0.026 9.85 224000 0.5698 0.9146 0.8856 0.9001
0.0329 9.87 224500 0.5704 0.9148 0.8857 0.9003
0.039 9.89 225000 0.5662 0.9149 0.8857 0.9003
0.0379 9.92 225500 0.5618 0.9152 0.8860 0.9006
0.0351 9.94 226000 0.5623 0.9151 0.8859 0.9005
0.0349 9.96 226500 0.5620 0.9147 0.8856 0.9001
0.0305 9.98 227000 0.5636 0.9150 0.8860 0.9005

Framework versions