generated_from_trainer

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bert-base-cased-qqp

This model is a fine-tuned version of bert-base-cased 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
0.7007 0.02 500 0.6597 0.6318 0.0 0.3159
0.5828 0.04 1000 0.5143 0.7203 0.6773 0.6988
0.4982 0.07 1500 0.4520 0.7737 0.7212 0.7474
0.4561 0.09 2000 0.4235 0.7947 0.7503 0.7725
0.4404 0.11 2500 0.4087 0.8047 0.7656 0.7851
0.4167 0.13 3000 0.3833 0.8203 0.7744 0.7974
0.4068 0.15 3500 0.3952 0.8120 0.7781 0.7951
0.3925 0.18 4000 0.3661 0.8298 0.7918 0.8108
0.386 0.2 4500 0.3543 0.8371 0.7983 0.8177
0.368 0.22 5000 0.3411 0.8457 0.7932 0.8194
0.3614 0.24 5500 0.3342 0.8506 0.8047 0.8276
0.3618 0.26 6000 0.3287 0.8527 0.8076 0.8301
0.3504 0.29 6500 0.3386 0.8481 0.8081 0.8281
0.3562 0.31 7000 0.3232 0.8576 0.8158 0.8367
0.3417 0.33 7500 0.3364 0.8589 0.8097 0.8343
0.342 0.35 8000 0.3208 0.8618 0.8100 0.8359
0.3399 0.37 8500 0.3242 0.8587 0.8185 0.8386
0.345 0.4 9000 0.3111 0.8631 0.8159 0.8395
0.3258 0.42 9500 0.3327 0.8588 0.8246 0.8417
0.3305 0.44 10000 0.3285 0.8623 0.8174 0.8399
0.3351 0.46 10500 0.3157 0.8667 0.8186 0.8426
0.3132 0.48 11000 0.2976 0.8680 0.8214 0.8447
0.3214 0.51 11500 0.3048 0.8672 0.8236 0.8454
0.3175 0.53 12000 0.3184 0.8710 0.8227 0.8468
0.316 0.55 12500 0.3084 0.8647 0.8299 0.8473
0.3178 0.57 13000 0.3053 0.8663 0.8152 0.8407
0.3009 0.59 13500 0.3168 0.8710 0.8321 0.8515
0.3091 0.62 14000 0.3101 0.8683 0.8224 0.8454
0.3102 0.64 14500 0.2936 0.8720 0.8306 0.8513
0.3007 0.66 15000 0.2953 0.8752 0.8371 0.8561
0.3123 0.68 15500 0.2992 0.8770 0.8389 0.8580
0.3212 0.7 16000 0.2852 0.8772 0.8335 0.8553
0.2954 0.73 16500 0.2874 0.8736 0.8288 0.8512
0.3097 0.75 17000 0.2833 0.8791 0.8358 0.8574
0.3013 0.77 17500 0.2893 0.8776 0.8333 0.8555
0.2982 0.79 18000 0.2843 0.8805 0.8383 0.8594
0.3019 0.81 18500 0.2817 0.8787 0.8319 0.8553
0.2922 0.84 19000 0.3019 0.8767 0.8257 0.8512
0.2939 0.86 19500 0.2806 0.8803 0.8412 0.8607
0.295 0.88 20000 0.2755 0.8821 0.8486 0.8654
0.2783 0.9 20500 0.2769 0.8807 0.8412 0.8609
0.2855 0.92 21000 0.2842 0.8802 0.8334 0.8568
0.2928 0.95 21500 0.2772 0.8814 0.8331 0.8573
0.2784 0.97 22000 0.2736 0.8860 0.8486 0.8673
0.2754 0.99 22500 0.2718 0.8879 0.8530 0.8705
0.2501 1.01 23000 0.3087 0.8866 0.8458 0.8662
0.2355 1.03 23500 0.2928 0.8847 0.8515 0.8681
0.2345 1.06 24000 0.2930 0.8820 0.8489 0.8655
0.2332 1.08 24500 0.2961 0.8844 0.8442 0.8643
0.2273 1.1 25000 0.2925 0.8883 0.8476 0.8680
0.2345 1.12 25500 0.2825 0.8874 0.8496 0.8685
0.2277 1.14 26000 0.2796 0.8870 0.8509 0.8690
0.2325 1.17 26500 0.2864 0.8882 0.8488 0.8685
0.2362 1.19 27000 0.3052 0.8838 0.8514 0.8676
0.2357 1.21 27500 0.2791 0.8879 0.8538 0.8708
0.2421 1.23 28000 0.2997 0.8880 0.8456 0.8668
0.231 1.25 28500 0.2975 0.8884 0.8544 0.8714
0.2301 1.28 29000 0.2936 0.8879 0.8418 0.8648
0.2277 1.3 29500 0.3245 0.8889 0.8467 0.8678
0.2324 1.32 30000 0.2701 0.8924 0.8558 0.8741
0.2336 1.34 30500 0.2840 0.8905 0.8555 0.8730
0.2417 1.36 31000 0.2659 0.8924 0.8547 0.8736
0.2488 1.39 31500 0.2622 0.8924 0.8592 0.8758
0.227 1.41 32000 0.2874 0.8934 0.8552 0.8743
0.2358 1.43 32500 0.2602 0.8884 0.8575 0.8730
0.2222 1.45 33000 0.2632 0.8928 0.8612 0.8770
0.2387 1.47 33500 0.2623 0.8944 0.8603 0.8773
0.2286 1.5 34000 0.2675 0.8936 0.8559 0.8748
0.2432 1.52 34500 0.2663 0.8945 0.8577 0.8761
0.2395 1.54 35000 0.2650 0.8956 0.8599 0.8778
0.239 1.56 35500 0.2570 0.8948 0.8571 0.8759
0.2277 1.58 36000 0.2759 0.8961 0.8571 0.8766
0.2397 1.61 36500 0.2787 0.8910 0.8584 0.8747
0.2331 1.63 37000 0.2494 0.8966 0.8607 0.8787
0.2369 1.65 37500 0.2545 0.8967 0.8590 0.8779
0.2327 1.67 38000 0.2791 0.8967 0.8580 0.8773
0.2342 1.69 38500 0.2634 0.8953 0.8612 0.8782
0.2251 1.71 39000 0.2846 0.8948 0.8589 0.8769
0.2278 1.74 39500 0.2616 0.8953 0.8641 0.8797
0.231 1.76 40000 0.2738 0.8982 0.8639 0.8811
0.2342 1.78 40500 0.2710 0.8961 0.8619 0.8790
0.2326 1.8 41000 0.2576 0.8969 0.8635 0.8802
0.2398 1.82 41500 0.2683 0.8959 0.8564 0.8762
0.2279 1.85 42000 0.2756 0.8972 0.8596 0.8784
0.2243 1.87 42500 0.2706 0.8967 0.8651 0.8809
0.2324 1.89 43000 0.2511 0.9001 0.8656 0.8828
0.2252 1.91 43500 0.2674 0.8992 0.8615 0.8804
0.2329 1.93 44000 0.2553 0.8971 0.8589 0.8780
0.2262 1.96 44500 0.2437 0.8981 0.8617 0.8799
0.2231 1.98 45000 0.2764 0.8978 0.8660 0.8819
0.2157 2.0 45500 0.2643 0.8997 0.8674 0.8835
0.1727 2.02 46000 0.2959 0.8998 0.8656 0.8827
0.1611 2.04 46500 0.3165 0.8986 0.8619 0.8803
0.1684 2.07 47000 0.3056 0.8959 0.8576 0.8767
0.1636 2.09 47500 0.3613 0.8954 0.8629 0.8792
0.1682 2.11 48000 0.3194 0.8968 0.8642 0.8805
0.1569 2.13 48500 0.3575 0.8976 0.8618 0.8797
0.1721 2.15 49000 0.3092 0.8983 0.8671 0.8827
0.1629 2.18 49500 0.3172 0.9003 0.8643 0.8823
0.1646 2.2 50000 0.3353 0.9006 0.8657 0.8831
0.1786 2.22 50500 0.2949 0.8995 0.8606 0.8801
0.1706 2.24 51000 0.3419 0.9016 0.8712 0.8864
0.1842 2.26 51500 0.3208 0.9004 0.8666 0.8835
0.178 2.29 52000 0.3150 0.8987 0.8598 0.8793
0.179 2.31 52500 0.3169 0.9018 0.8677 0.8847
0.1792 2.33 53000 0.3413 0.9022 0.8684 0.8853
0.1769 2.35 53500 0.2934 0.9027 0.8685 0.8856
0.1781 2.37 54000 0.2765 0.9009 0.8697 0.8853
0.1749 2.4 54500 0.3205 0.8988 0.8586 0.8787
0.174 2.42 55000 0.3307 0.9020 0.8687 0.8854
0.1715 2.44 55500 0.3030 0.9024 0.8696 0.8860
0.1799 2.46 56000 0.3578 0.9019 0.8674 0.8847
0.1792 2.48 56500 0.3107 0.8998 0.8632 0.8815
0.1839 2.51 57000 0.3374 0.9005 0.8644 0.8824
0.1753 2.53 57500 0.3404 0.8984 0.8654 0.8819
0.1742 2.55 58000 0.3057 0.8999 0.8638 0.8818
0.1796 2.57 58500 0.3152 0.9000 0.8654 0.8827
0.1788 2.59 59000 0.3127 0.9023 0.8691 0.8857
0.1762 2.62 59500 0.2956 0.9007 0.8635 0.8821
0.1769 2.64 60000 0.3414 0.9019 0.8666 0.8843
0.1819 2.66 60500 0.3151 0.8989 0.8585 0.8787
0.1795 2.68 61000 0.3216 0.9009 0.8691 0.8850
0.1764 2.7 61500 0.3404 0.8987 0.8576 0.8781
0.1747 2.73 62000 0.3306 0.8998 0.8693 0.8846
0.1765 2.75 62500 0.3476 0.8988 0.8601 0.8794
0.1744 2.77 63000 0.3414 0.8997 0.8608 0.8802
0.177 2.79 63500 0.3490 0.9002 0.8609 0.8806
0.1887 2.81 64000 0.3521 0.9021 0.8679 0.8850
0.1857 2.84 64500 0.2885 0.9011 0.8644 0.8828
0.1911 2.86 65000 0.3103 0.8975 0.8568 0.8772
0.176 2.88 65500 0.3385 0.9008 0.8638 0.8823
0.1858 2.9 66000 0.2961 0.9035 0.8704 0.8869
0.1836 2.92 66500 0.3345 0.9045 0.8706 0.8875
0.1932 2.95 67000 0.3239 0.8984 0.8578 0.8781
0.1749 2.97 67500 0.3059 0.9052 0.8732 0.8892
0.177 2.99 68000 0.3483 0.9025 0.8705 0.8865
0.1395 3.01 68500 0.4398 0.9030 0.8664 0.8847
0.1262 3.03 69000 0.4231 0.9035 0.8704 0.8869
0.1293 3.06 69500 0.4386 0.9033 0.8682 0.8858
0.1268 3.08 70000 0.3911 0.9022 0.8687 0.8854
0.1247 3.1 70500 0.4208 0.9000 0.8665 0.8833
0.127 3.12 71000 0.4056 0.9027 0.8691 0.8859
0.1307 3.14 71500 0.3609 0.9039 0.8693 0.8866
0.1274 3.17 72000 0.4376 0.9016 0.8650 0.8833
0.1239 3.19 72500 0.4133 0.9032 0.8715 0.8874
0.1358 3.21 73000 0.3437 0.9032 0.8688 0.8860
0.1369 3.23 73500 0.3567 0.9041 0.8721 0.8881
0.1289 3.25 74000 0.3852 0.9034 0.8697 0.8866
0.1335 3.28 74500 0.3929 0.9005 0.8623 0.8814
0.132 3.3 75000 0.4088 0.9017 0.8678 0.8848
0.1331 3.32 75500 0.3710 0.9022 0.8700 0.8861
0.1204 3.34 76000 0.4171 0.9031 0.8705 0.8868
0.1408 3.36 76500 0.4024 0.9012 0.8665 0.8838
0.1408 3.39 77000 0.3998 0.9010 0.8657 0.8834
0.1385 3.41 77500 0.4128 0.9022 0.8687 0.8854
0.1326 3.43 78000 0.3951 0.9012 0.8688 0.8850
0.1332 3.45 78500 0.4627 0.9023 0.8661 0.8842
0.1315 3.47 79000 0.4384 0.9013 0.8643 0.8828
0.1423 3.5 79500 0.3847 0.9026 0.8700 0.8863
0.1403 3.52 80000 0.3863 0.9014 0.8685 0.8850
0.1288 3.54 80500 0.4230 0.9022 0.8697 0.8859
0.1453 3.56 81000 0.3966 0.9016 0.8672 0.8844
0.1489 3.58 81500 0.4149 0.9022 0.8674 0.8848
0.1493 3.61 82000 0.4006 0.9020 0.8643 0.8831
0.1379 3.63 82500 0.4034 0.9022 0.8646 0.8834
0.1421 3.65 83000 0.4266 0.9002 0.8628 0.8815
0.1332 3.67 83500 0.4129 0.9046 0.8701 0.8873
0.1378 3.69 84000 0.3987 0.9025 0.8694 0.8860
0.1416 3.72 84500 0.3867 0.9027 0.8710 0.8868
0.1352 3.74 85000 0.4001 0.9021 0.8673 0.8847
0.1461 3.76 85500 0.4248 0.9023 0.8654 0.8839
0.146 3.78 86000 0.3824 0.9032 0.8659 0.8845
0.1425 3.8 86500 0.3740 0.9040 0.8698 0.8869
0.1259 3.83 87000 0.4084 0.9045 0.8725 0.8885
0.1469 3.85 87500 0.3651 0.9047 0.8707 0.8877
0.1577 3.87 88000 0.3611 0.9035 0.8695 0.8865
0.1419 3.89 88500 0.3811 0.9037 0.8724 0.8880
0.1398 3.91 89000 0.3814 0.9055 0.8734 0.8895
0.1497 3.94 89500 0.3778 0.9057 0.8732 0.8895
0.1305 3.96 90000 0.3908 0.9057 0.8725 0.8891
0.1504 3.98 90500 0.3317 0.9073 0.8744 0.8909
0.1332 4.0 91000 0.4685 0.9047 0.8693 0.8870
0.0922 4.02 91500 0.4765 0.9056 0.8724 0.8890
0.0908 4.05 92000 0.4642 0.9034 0.8661 0.8848
0.0952 4.07 92500 0.4347 0.9064 0.8733 0.8899
0.099 4.09 93000 0.4595 0.9062 0.8722 0.8892
0.0929 4.11 93500 0.4431 0.9062 0.8742 0.8902
0.0941 4.13 94000 0.4654 0.9047 0.8731 0.8889
0.0954 4.16 94500 0.4717 0.9032 0.8733 0.8883
0.0972 4.18 95000 0.4603 0.9034 0.8720 0.8877
0.1025 4.2 95500 0.3922 0.9068 0.8743 0.8905
0.0937 4.22 96000 0.4478 0.9053 0.8710 0.8881
0.0972 4.24 96500 0.4235 0.9057 0.8712 0.8885
0.0937 4.27 97000 0.4884 0.9037 0.8704 0.8870
0.1001 4.29 97500 0.4500 0.9047 0.8696 0.8871
0.1018 4.31 98000 0.4644 0.9028 0.8660 0.8844
0.0913 4.33 98500 0.4522 0.9051 0.8707 0.8879
0.0981 4.35 99000 0.4726 0.9052 0.8686 0.8869
0.085 4.38 99500 0.4597 0.9035 0.8684 0.8859
0.1065 4.4 100000 0.4431 0.9057 0.8734 0.8895
0.1006 4.42 100500 0.4374 0.9031 0.8728 0.8880
0.1037 4.44 101000 0.4535 0.9039 0.8723 0.8881
0.0995 4.46 101500 0.4398 0.9056 0.8719 0.8887
0.1078 4.49 102000 0.4502 0.9050 0.8723 0.8886
0.0984 4.51 102500 0.4735 0.9049 0.8712 0.8880
0.1138 4.53 103000 0.4431 0.9039 0.8714 0.8876
0.1005 4.55 103500 0.3929 0.9059 0.8723 0.8891
0.1139 4.57 104000 0.3960 0.9038 0.8680 0.8859
0.1112 4.6 104500 0.4444 0.9045 0.8717 0.8881
0.1 4.62 105000 0.4609 0.9047 0.8721 0.8884
0.1042 4.64 105500 0.4383 0.9050 0.8714 0.8882
0.1034 4.66 106000 0.5000 0.9066 0.8756 0.8911
0.1117 4.68 106500 0.4220 0.9058 0.8723 0.8890
0.1078 4.71 107000 0.4346 0.9055 0.8731 0.8893
0.1198 4.73 107500 0.4109 0.9051 0.8719 0.8885
0.1018 4.75 108000 0.4731 0.9063 0.8718 0.8890
0.1004 4.77 108500 0.4840 0.9043 0.8741 0.8892
0.117 4.79 109000 0.4300 0.9056 0.8735 0.8896
0.1003 4.82 109500 0.4362 0.9072 0.8735 0.8903
0.1129 4.84 110000 0.4290 0.9059 0.8758 0.8908
0.1028 4.86 110500 0.4952 0.9080 0.8755 0.8918
0.1159 4.88 111000 0.4536 0.9061 0.8731 0.8896
0.1007 4.9 111500 0.4431 0.9046 0.8694 0.8870
0.1033 4.93 112000 0.4455 0.9067 0.8767 0.8917
0.1011 4.95 112500 0.4444 0.9056 0.8738 0.8897
0.103 4.97 113000 0.4345 0.9061 0.8748 0.8905
0.109 4.99 113500 0.4186 0.9076 0.8756 0.8916
0.0865 5.01 114000 0.5107 0.9047 0.8710 0.8879
0.0572 5.03 114500 0.5682 0.9061 0.8731 0.8896
0.0623 5.06 115000 0.5706 0.9063 0.8719 0.8891
0.061 5.08 115500 0.5348 0.9070 0.8744 0.8907
0.0647 5.1 116000 0.4965 0.9034 0.8722 0.8878
0.0689 5.12 116500 0.5246 0.9066 0.8742 0.8904
0.0699 5.14 117000 0.4782 0.9052 0.8745 0.8898
0.0554 5.17 117500 0.5675 0.9060 0.8718 0.8889
0.0714 5.19 118000 0.5141 0.9059 0.8742 0.8901
0.0703 5.21 118500 0.5429 0.9066 0.8750 0.8908
0.0663 5.23 119000 0.5214 0.9053 0.8714 0.8883
0.0745 5.25 119500 0.5270 0.9041 0.8672 0.8857
0.0707 5.28 120000 0.5151 0.9060 0.8721 0.8890
0.0716 5.3 120500 0.4723 0.9055 0.8716 0.8885
0.0746 5.32 121000 0.5119 0.9062 0.8748 0.8905
0.0746 5.34 121500 0.5293 0.9047 0.8753 0.8900
0.0667 5.36 122000 0.5518 0.9055 0.8723 0.8889
0.0776 5.39 122500 0.4763 0.9052 0.8695 0.8873
0.0703 5.41 123000 0.4974 0.9049 0.8737 0.8893
0.0826 5.43 123500 0.4829 0.9061 0.8744 0.8902
0.0766 5.45 124000 0.4884 0.9060 0.8715 0.8887
0.0753 5.47 124500 0.5196 0.9073 0.8754 0.8914
0.0712 5.5 125000 0.4987 0.9078 0.8737 0.8908
0.0789 5.52 125500 0.4971 0.9053 0.8718 0.8885
0.0688 5.54 126000 0.5206 0.9071 0.8747 0.8909
0.072 5.56 126500 0.5104 0.9056 0.8730 0.8893
0.0853 5.58 127000 0.4912 0.9071 0.8751 0.8911
0.0777 5.61 127500 0.4801 0.9073 0.8753 0.8913
0.0623 5.63 128000 0.5291 0.9063 0.8746 0.8905
0.0701 5.65 128500 0.5562 0.9069 0.8765 0.8917
0.0733 5.67 129000 0.5192 0.9037 0.8739 0.8888
0.0782 5.69 129500 0.4807 0.9051 0.8723 0.8887
0.0848 5.72 130000 0.4595 0.9080 0.8752 0.8916
0.0706 5.74 130500 0.4995 0.9085 0.8772 0.8929
0.0728 5.76 131000 0.5326 0.9077 0.8737 0.8907
0.0695 5.78 131500 0.4935 0.9061 0.8719 0.8890
0.0702 5.8 132000 0.5120 0.9083 0.8755 0.8919
0.0753 5.83 132500 0.5294 0.9076 0.8758 0.8917
0.0767 5.85 133000 0.4584 0.9083 0.8754 0.8918
0.079 5.87 133500 0.5080 0.9068 0.8724 0.8896
0.0754 5.89 134000 0.4921 0.9035 0.8657 0.8846
0.0792 5.91 134500 0.5199 0.9066 0.8730 0.8898
0.0749 5.94 135000 0.4765 0.9060 0.8717 0.8888
0.0676 5.96 135500 0.5058 0.9089 0.8770 0.8929
0.0759 5.98 136000 0.5066 0.9086 0.8752 0.8919
0.0826 6.0 136500 0.4606 0.9085 0.8762 0.8924
0.0291 6.02 137000 0.6045 0.9084 0.8755 0.8919
0.0337 6.05 137500 0.6364 0.9087 0.8779 0.8933
0.0296 6.07 138000 0.6358 0.9064 0.8721 0.8893
0.044 6.09 138500 0.5803 0.9081 0.8743 0.8912
0.0457 6.11 139000 0.5926 0.9074 0.8726 0.8900
0.045 6.13 139500 0.6317 0.9086 0.8752 0.8919
0.0497 6.16 140000 0.5991 0.9086 0.8754 0.8920
0.0445 6.18 140500 0.5730 0.9068 0.8740 0.8904
0.0439 6.2 141000 0.6065 0.9067 0.8728 0.8898
0.0554 6.22 141500 0.4931 0.9049 0.8704 0.8876
0.0412 6.24 142000 0.6062 0.9059 0.8736 0.8898
0.0474 6.27 142500 0.6001 0.9067 0.8741 0.8904
0.0531 6.29 143000 0.6030 0.9059 0.8722 0.8891
0.0494 6.31 143500 0.6183 0.9077 0.8746 0.8912
0.0452 6.33 144000 0.5946 0.9065 0.8739 0.8902
0.0482 6.35 144500 0.5426 0.9038 0.8719 0.8879
0.0435 6.38 145000 0.6148 0.9071 0.8734 0.8903
0.047 6.4 145500 0.5928 0.9077 0.8735 0.8906
0.043 6.42 146000 0.5811 0.9086 0.8772 0.8929
0.0456 6.44 146500 0.6058 0.9072 0.8741 0.8907
0.049 6.46 147000 0.5890 0.9054 0.8692 0.8873
0.0489 6.49 147500 0.5786 0.9069 0.8744 0.8907
0.0522 6.51 148000 0.5644 0.9071 0.8758 0.8914
0.0467 6.53 148500 0.5914 0.9080 0.8756 0.8918
0.0472 6.55 149000 0.6033 0.9071 0.8736 0.8903
0.0517 6.57 149500 0.5749 0.9077 0.8749 0.8913
0.0529 6.6 150000 0.5754 0.9076 0.8744 0.8910
0.0488 6.62 150500 0.5413 0.9081 0.8747 0.8914
0.0448 6.64 151000 0.5679 0.9068 0.8757 0.8913
0.0538 6.66 151500 0.5431 0.9069 0.8734 0.8902
0.0502 6.68 152000 0.5823 0.9084 0.8762 0.8923
0.0497 6.71 152500 0.5861 0.9082 0.8765 0.8924
0.0585 6.73 153000 0.5779 0.9075 0.8761 0.8918
0.0497 6.75 153500 0.5633 0.9083 0.8746 0.8915
0.0564 6.77 154000 0.5331 0.9079 0.8764 0.8921
0.0572 6.79 154500 0.5478 0.9071 0.8735 0.8903
0.0528 6.82 155000 0.5474 0.9080 0.8755 0.8918
0.05 6.84 155500 0.5660 0.9070 0.8734 0.8902
0.0541 6.86 156000 0.5381 0.9067 0.8721 0.8894
0.0442 6.88 156500 0.5973 0.9068 0.8719 0.8893
0.0537 6.9 157000 0.5630 0.9068 0.8750 0.8909
0.0499 6.93 157500 0.5582 0.9071 0.8742 0.8907
0.0513 6.95 158000 0.5832 0.9075 0.8751 0.8913
0.0485 6.97 158500 0.5557 0.9075 0.8758 0.8917
0.0617 6.99 159000 0.5614 0.9077 0.8757 0.8917
0.0359 7.01 159500 0.6339 0.9073 0.8733 0.8903
0.022 7.04 160000 0.6523 0.9070 0.8755 0.8912
0.024 7.06 160500 0.6462 0.9063 0.8704 0.8884
0.0201 7.08 161000 0.6695 0.9075 0.8767 0.8921
0.0317 7.1 161500 0.5943 0.9077 0.8753 0.8915
0.026 7.12 162000 0.6681 0.9077 0.8764 0.8921
0.0312 7.15 162500 0.6359 0.9060 0.8696 0.8878
0.0257 7.17 163000 0.6764 0.9065 0.8708 0.8886
0.0326 7.19 163500 0.6922 0.9052 0.8750 0.8901
0.0316 7.21 164000 0.6541 0.9067 0.8754 0.8911
0.0294 7.23 164500 0.6247 0.9061 0.8746 0.8904
0.0248 7.26 165000 0.6762 0.9082 0.8765 0.8923
0.0254 7.28 165500 0.6835 0.9084 0.8761 0.8922
0.0294 7.3 166000 0.6762 0.9078 0.8759 0.8918
0.0377 7.32 166500 0.6571 0.9073 0.8728 0.8900
0.0298 7.34 167000 0.6450 0.9081 0.8741 0.8911
0.0301 7.37 167500 0.6651 0.9084 0.8755 0.8919
0.031 7.39 168000 0.6752 0.9094 0.8782 0.8938
0.0326 7.41 168500 0.6598 0.9086 0.8752 0.8919
0.0317 7.43 169000 0.6654 0.9084 0.8760 0.8922
0.0372 7.45 169500 0.6126 0.9069 0.8735 0.8902
0.0273 7.48 170000 0.6495 0.9092 0.8768 0.8930
0.0257 7.5 170500 0.6940 0.9098 0.8784 0.8941
0.0297 7.52 171000 0.6785 0.9074 0.8758 0.8916
0.0362 7.54 171500 0.6295 0.9084 0.8766 0.8925
0.0325 7.56 172000 0.6388 0.9092 0.8772 0.8932
0.0275 7.59 172500 0.6624 0.9081 0.8767 0.8924
0.0312 7.61 173000 0.6631 0.9104 0.8784 0.8944
0.0324 7.63 173500 0.6469 0.9092 0.8777 0.8935
0.0282 7.65 174000 0.6620 0.9093 0.8775 0.8934
0.0345 7.67 174500 0.6433 0.9091 0.8784 0.8938
0.0266 7.7 175000 0.6560 0.9107 0.8804 0.8955
0.0284 7.72 175500 0.6591 0.9091 0.8782 0.8936
0.0303 7.74 176000 0.6535 0.9106 0.8792 0.8949
0.0285 7.76 176500 0.6508 0.9091 0.8780 0.8936
0.0305 7.78 177000 0.6231 0.9104 0.8786 0.8945
0.0296 7.81 177500 0.6447 0.9099 0.8781 0.8940
0.0346 7.83 178000 0.6275 0.9087 0.8750 0.8919
0.0328 7.85 178500 0.6202 0.9085 0.8752 0.8918
0.0312 7.87 179000 0.6336 0.9078 0.8742 0.8910
0.0259 7.89 179500 0.6585 0.9103 0.8788 0.8946
0.0273 7.92 180000 0.6482 0.9089 0.8770 0.8930
0.0278 7.94 180500 0.6728 0.9098 0.8775 0.8937
0.0338 7.96 181000 0.6470 0.9097 0.8780 0.8939
0.0313 7.98 181500 0.6514 0.9094 0.8783 0.8939
0.0336 8.0 182000 0.6407 0.9092 0.8763 0.8927
0.0149 8.03 182500 0.6737 0.9098 0.8775 0.8936
0.0168 8.05 183000 0.6885 0.9096 0.8791 0.8944
0.021 8.07 183500 0.6851 0.9089 0.8742 0.8916
0.0109 8.09 184000 0.7366 0.9090 0.8786 0.8938
0.018 8.11 184500 0.7147 0.9107 0.8798 0.8952
0.0214 8.14 185000 0.6873 0.9103 0.8794 0.8949
0.0161 8.16 185500 0.7188 0.9097 0.8790 0.8943
0.0226 8.18 186000 0.6946 0.9091 0.8783 0.8937
0.0161 8.2 186500 0.7219 0.9094 0.8772 0.8933
0.0127 8.22 187000 0.7420 0.9098 0.8779 0.8939
0.0164 8.25 187500 0.7518 0.9094 0.8783 0.8939
0.0199 8.27 188000 0.7335 0.9086 0.8768 0.8927
0.0205 8.29 188500 0.7315 0.9105 0.8793 0.8949
0.0249 8.31 189000 0.6992 0.9103 0.8802 0.8952
0.0205 8.33 189500 0.7143 0.9104 0.8796 0.8950
0.0184 8.35 190000 0.7124 0.9096 0.8771 0.8933
0.0142 8.38 190500 0.7420 0.9095 0.8774 0.8934
0.0156 8.4 191000 0.7436 0.9101 0.8784 0.8943
0.0185 8.42 191500 0.7173 0.9089 0.8762 0.8926
0.02 8.44 192000 0.7331 0.9093 0.8762 0.8927
0.0183 8.46 192500 0.7188 0.9099 0.8777 0.8938
0.0242 8.49 193000 0.6705 0.9092 0.8770 0.8931
0.0207 8.51 193500 0.6862 0.9111 0.8795 0.8953
0.0128 8.53 194000 0.7317 0.9101 0.8796 0.8949
0.0217 8.55 194500 0.6976 0.9104 0.8775 0.8940
0.019 8.57 195000 0.6916 0.9102 0.8783 0.8943
0.0151 8.6 195500 0.7076 0.9104 0.8808 0.8956
0.0236 8.62 196000 0.6552 0.9109 0.8796 0.8953
0.0169 8.64 196500 0.6905 0.9112 0.8799 0.8955
0.0176 8.66 197000 0.7132 0.9108 0.8804 0.8956
0.0158 8.68 197500 0.6887 0.9102 0.8792 0.8947
0.0171 8.71 198000 0.7130 0.9111 0.8793 0.8952
0.0144 8.73 198500 0.7334 0.9095 0.8768 0.8931
0.0175 8.75 199000 0.7189 0.9102 0.8784 0.8943
0.0231 8.77 199500 0.6906 0.9102 0.8780 0.8941
0.0147 8.79 200000 0.7247 0.9102 0.8795 0.8948
0.0121 8.82 200500 0.7233 0.9098 0.8779 0.8939
0.0201 8.84 201000 0.7178 0.9113 0.8806 0.8959
0.0201 8.86 201500 0.6971 0.9113 0.8803 0.8958
0.0138 8.88 202000 0.6990 0.9115 0.8807 0.8961
0.0156 8.9 202500 0.7007 0.9110 0.8800 0.8955
0.0176 8.93 203000 0.6884 0.9103 0.8772 0.8937
0.0114 8.95 203500 0.7346 0.9111 0.8786 0.8949
0.0132 8.97 204000 0.7333 0.9114 0.88 0.8957
0.0182 8.99 204500 0.7039 0.9102 0.8777 0.8940
0.012 9.01 205000 0.7296 0.9110 0.8805 0.8958
0.0111 9.04 205500 0.7369 0.9115 0.8809 0.8962
0.0091 9.06 206000 0.7508 0.9102 0.8786 0.8944
0.0104 9.08 206500 0.7597 0.9106 0.8802 0.8954
0.0066 9.1 207000 0.7725 0.9099 0.8772 0.8936
0.0077 9.12 207500 0.7937 0.9104 0.8794 0.8949
0.01 9.15 208000 0.7965 0.9112 0.8804 0.8958
0.0128 9.17 208500 0.7838 0.9115 0.8801 0.8958
0.0106 9.19 209000 0.7848 0.9116 0.8802 0.8959
0.0071 9.21 209500 0.7888 0.9110 0.8800 0.8955
0.0096 9.23 210000 0.7946 0.9117 0.8795 0.8956
0.0125 9.26 210500 0.7956 0.9108 0.8800 0.8954
0.008 9.28 211000 0.7865 0.9116 0.8808 0.8962
0.0151 9.3 211500 0.7537 0.9105 0.8789 0.8947
0.0094 9.32 212000 0.7716 0.9113 0.8797 0.8955
0.0114 9.34 212500 0.7715 0.9115 0.8798 0.8956
0.0062 9.37 213000 0.7807 0.9117 0.8800 0.8959
0.0122 9.39 213500 0.7819 0.9112 0.8806 0.8959
0.0103 9.41 214000 0.7792 0.9113 0.8796 0.8954
0.007 9.43 214500 0.7837 0.9119 0.8805 0.8962
0.0046 9.45 215000 0.8014 0.9119 0.8814 0.8967
0.0092 9.48 215500 0.8016 0.9121 0.8808 0.8964
0.0106 9.5 216000 0.7944 0.9123 0.8809 0.8966
0.0092 9.52 216500 0.7868 0.9123 0.8817 0.8970
0.011 9.54 217000 0.7833 0.9121 0.8810 0.8966
0.0113 9.56 217500 0.7788 0.9118 0.8804 0.8961
0.0095 9.59 218000 0.7786 0.9121 0.8812 0.8966
0.0127 9.61 218500 0.7821 0.9116 0.8807 0.8962
0.0106 9.63 219000 0.7846 0.9114 0.8809 0.8961
0.0097 9.65 219500 0.7858 0.9117 0.8810 0.8964
0.0071 9.67 220000 0.7903 0.9119 0.8815 0.8967
0.0136 9.7 220500 0.7746 0.9121 0.8809 0.8965
0.0048 9.72 221000 0.7809 0.9119 0.8802 0.8961
0.0081 9.74 221500 0.7865 0.9118 0.8802 0.8960
0.0093 9.76 222000 0.7911 0.9122 0.8813 0.8967
0.0103 9.78 222500 0.7908 0.9122 0.8816 0.8969
0.0092 9.81 223000 0.7918 0.9121 0.8805 0.8963
0.0097 9.83 223500 0.7912 0.9119 0.8802 0.8960
0.0071 9.85 224000 0.7929 0.9119 0.8801 0.8960
0.0096 9.87 224500 0.7953 0.9121 0.8804 0.8962
0.0037 9.89 225000 0.7992 0.9123 0.8812 0.8967
0.0085 9.92 225500 0.7990 0.9122 0.8809 0.8966
0.0065 9.94 226000 0.8008 0.9121 0.8810 0.8965
0.0079 9.96 226500 0.8008 0.9119 0.8809 0.8964
0.0116 9.98 227000 0.8004 0.9120 0.8811 0.8965

Framework versions