generated_from_trainer

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finetuned-bert-bounti

This model is a fine-tuned version of dbmdz/bert-base-turkish-128k-uncased on the BounTi Turkish Twitter sentiment 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 Precision Recall
1.0974 0.02 5 1.0790 0.3756 0.3064 0.3255 0.3232
1.1345 0.04 10 1.0784 0.3725 0.3037 0.3219 0.3197
1.1441 0.06 15 1.0776 0.3772 0.3072 0.3250 0.3234
1.122 0.08 20 1.0774 0.3787 0.3077 0.3244 0.3228
1.1201 0.1 25 1.0776 0.3787 0.3047 0.3193 0.3216
1.1489 0.13 30 1.0783 0.3787 0.3012 0.3120 0.3189
1.0716 0.15 35 1.0783 0.3897 0.3093 0.3212 0.3282
1.082 0.17 40 1.0767 0.3865 0.3060 0.3203 0.3238
1.1113 0.19 45 1.0738 0.3897 0.3058 0.3219 0.3211
1.0892 0.21 50 1.0715 0.4069 0.3290 0.3475 0.3374
1.0913 0.23 55 1.0719 0.4178 0.3283 0.3398 0.3361
1.1114 0.25 60 1.0694 0.4397 0.3479 0.3605 0.3538
1.1129 0.27 65 1.0682 0.4491 0.3593 0.3731 0.3648
1.1283 0.29 70 1.0671 0.4664 0.3719 0.3775 0.3780
1.1267 0.31 75 1.0714 0.4507 0.3826 0.3834 0.3835
1.1325 0.33 80 1.0762 0.4335 0.3909 0.3918 0.3954
1.0919 0.36 85 1.0723 0.4335 0.3930 0.3937 0.3982
1.0545 0.38 90 1.0694 0.4507 0.4161 0.4180 0.4279
1.1121 0.4 95 1.0698 0.4491 0.4151 0.4280 0.4324
1.0675 0.42 100 1.0711 0.4382 0.4005 0.4349 0.4494
1.0954 0.44 105 1.0720 0.4085 0.3690 0.4233 0.4326
1.1087 0.46 110 1.0562 0.4820 0.4463 0.4762 0.4841
1.0669 0.48 115 1.0459 0.5086 0.4746 0.4844 0.4997
1.0529 0.5 120 1.0364 0.5243 0.4935 0.4946 0.5119
1.0348 0.52 125 1.0248 0.5321 0.4953 0.4977 0.5067
1.0454 0.54 130 1.0169 0.5415 0.5089 0.5084 0.5232
1.0366 0.56 135 1.0071 0.5493 0.5176 0.5156 0.5344
1.0197 0.59 140 1.0010 0.5446 0.5132 0.5150 0.5350
1.0459 0.61 145 0.9966 0.5399 0.5094 0.5184 0.5383
1.0059 0.63 150 1.0011 0.5477 0.5222 0.5394 0.5617
0.9455 0.65 155 0.9898 0.5399 0.5173 0.5390 0.5583
0.9732 0.67 160 0.9750 0.5477 0.5207 0.5406 0.5601
1.0215 0.69 165 0.9494 0.5790 0.5495 0.5511 0.5759
0.99 0.71 170 0.9331 0.5696 0.5355 0.5372 0.5500
1.0102 0.73 175 0.9284 0.5759 0.5425 0.5488 0.5567
0.9633 0.75 180 0.9313 0.5837 0.5571 0.5726 0.5758
0.9388 0.77 185 0.9262 0.5869 0.5625 0.5830 0.5817
0.9606 0.79 190 0.9140 0.5915 0.5638 0.5728 0.5835
0.969 0.82 195 0.9170 0.5978 0.5712 0.5769 0.5964
0.8779 0.84 200 0.9089 0.5947 0.5696 0.5790 0.5925
0.9041 0.86 205 0.9013 0.6166 0.5874 0.5894 0.6083
0.8643 0.88 210 0.8783 0.6275 0.5961 0.5972 0.6140
0.8864 0.9 215 0.8651 0.6307 0.5984 0.6060 0.6152
0.9075 0.92 220 0.8562 0.6401 0.6107 0.6096 0.6313
0.8659 0.94 225 0.8407 0.6244 0.5896 0.5864 0.6085
0.8921 0.96 230 0.8171 0.6385 0.6014 0.5955 0.6138
0.9176 0.98 235 0.8120 0.6432 0.6052 0.6001 0.6183
0.8124 1.0 240 0.8084 0.6479 0.6087 0.6058 0.6229
0.7606 1.03 245 0.7978 0.6588 0.6198 0.6166 0.6258
0.7879 1.05 250 0.8361 0.6322 0.6002 0.6090 0.6310
0.8515 1.07 255 0.8527 0.6307 0.6063 0.6070 0.6368
0.7861 1.09 260 0.8300 0.6510 0.6229 0.6172 0.6449
0.8782 1.11 265 0.8068 0.6588 0.6262 0.6195 0.6412
0.6993 1.13 270 0.8127 0.6573 0.6245 0.6186 0.6414
0.7961 1.15 275 0.8302 0.6448 0.6129 0.6142 0.6382
0.829 1.17 280 0.8130 0.6416 0.6068 0.6047 0.6264
0.7315 1.19 285 0.8127 0.6714 0.6414 0.6348 0.6609
0.7115 1.21 290 0.8074 0.6651 0.6367 0.6297 0.6577
0.7937 1.23 295 0.8018 0.6667 0.6405 0.6338 0.6595
0.8213 1.26 300 0.7846 0.6651 0.6317 0.6313 0.6424
0.9309 1.28 305 0.7801 0.6651 0.6267 0.6314 0.6357
0.7616 1.3 310 0.8000 0.6635 0.6403 0.6352 0.6657
0.7075 1.32 315 0.8006 0.6635 0.6395 0.6354 0.6642
0.8925 1.34 320 0.8418 0.6385 0.6185 0.6205 0.6531
0.7579 1.36 325 0.8114 0.6541 0.6308 0.6281 0.6602
0.6983 1.38 330 0.7589 0.6745 0.6424 0.6356 0.6538
0.756 1.4 335 0.7540 0.6870 0.6423 0.6454 0.6436
0.8183 1.42 340 0.7762 0.6651 0.6304 0.6248 0.6486
0.7386 1.44 345 0.8212 0.6510 0.6244 0.6229 0.6535
0.7175 1.46 350 0.8002 0.6573 0.6269 0.6229 0.6512
0.7076 1.49 355 0.7799 0.6682 0.6310 0.6281 0.6506
0.7115 1.51 360 0.7525 0.6886 0.6576 0.6510 0.6697
0.7092 1.53 365 0.7882 0.6714 0.6272 0.6513 0.6330
0.6852 1.55 370 0.7909 0.6698 0.6287 0.6548 0.6363
0.673 1.57 375 0.7396 0.6901 0.6523 0.6536 0.6542
0.7115 1.59 380 0.7270 0.6933 0.6539 0.6532 0.6546
0.6391 1.61 385 0.7389 0.6964 0.6654 0.6576 0.6790
0.6018 1.63 390 0.7619 0.6886 0.6628 0.6571 0.6835
0.743 1.65 395 0.7635 0.6854 0.6579 0.6546 0.6780
0.6865 1.67 400 0.7457 0.7011 0.6709 0.6681 0.6855
0.6629 1.69 405 0.7309 0.7058 0.6752 0.6717 0.6861
0.6887 1.72 410 0.7389 0.6933 0.6628 0.6555 0.6809
0.6494 1.74 415 0.7742 0.6823 0.6565 0.6519 0.6831
0.6798 1.76 420 0.7751 0.6667 0.6337 0.6345 0.6614
0.6825 1.78 425 0.7798 0.6604 0.6269 0.6375 0.6594
0.7926 1.8 430 0.7085 0.7105 0.6726 0.6670 0.6804
0.6508 1.82 435 0.7455 0.6964 0.6439 0.6653 0.6460
0.7772 1.84 440 0.7669 0.6964 0.6531 0.6780 0.6594
0.7265 1.86 445 0.7454 0.7089 0.6722 0.6800 0.6826
0.5965 1.88 450 0.7700 0.6933 0.6670 0.6623 0.6931
0.6436 1.9 455 0.7910 0.6901 0.6654 0.6620 0.6951
0.6887 1.92 460 0.7752 0.6870 0.6590 0.6552 0.6872
0.7574 1.95 465 0.7511 0.6980 0.6686 0.6621 0.6925
0.6853 1.97 470 0.7446 0.7074 0.6775 0.6711 0.6981
0.7416 1.99 475 0.7151 0.7105 0.6783 0.6703 0.6938
0.723 2.01 480 0.6886 0.7105 0.6727 0.6691 0.6776
0.5993 2.03 485 0.6947 0.7152 0.6767 0.6711 0.6865
0.549 2.05 490 0.7140 0.7167 0.6833 0.6764 0.6969
0.5739 2.07 495 0.7372 0.7136 0.6843 0.6828 0.6961
0.6444 2.09 500 0.7733 0.7089 0.6796 0.6943 0.6920
0.5526 2.11 505 0.7368 0.7277 0.6954 0.6927 0.7074
0.5429 2.13 510 0.7194 0.7246 0.6886 0.6879 0.6913
0.5838 2.15 515 0.7465 0.7214 0.6818 0.6933 0.6866
0.6746 2.18 520 0.7644 0.7152 0.6865 0.6819 0.7054
0.7252 2.2 525 0.7564 0.7042 0.6713 0.6645 0.6918
0.5443 2.22 530 0.7337 0.7027 0.6636 0.6598 0.6782
0.5526 2.24 535 0.7324 0.7183 0.6795 0.6831 0.6865
0.692 2.26 540 0.7622 0.7121 0.6826 0.6841 0.6971
0.5897 2.28 545 0.7525 0.7089 0.6771 0.6708 0.6951
0.708 2.3 550 0.7366 0.7105 0.6763 0.6690 0.6938
0.6009 2.32 555 0.7232 0.7136 0.6741 0.6690 0.6843
0.6622 2.34 560 0.7104 0.7136 0.6763 0.6727 0.6816
0.8816 2.36 565 0.7150 0.7183 0.6830 0.6775 0.6932
0.6642 2.38 570 0.7545 0.6980 0.6681 0.6652 0.6961
0.5929 2.41 575 0.7167 0.7136 0.6778 0.6704 0.6930
0.6612 2.43 580 0.7078 0.7277 0.6912 0.6858 0.7023
0.4924 2.45 585 0.7138 0.7167 0.6809 0.6753 0.6938
0.544 2.47 590 0.7088 0.7183 0.6807 0.6749 0.6901
0.4047 2.49 595 0.7210 0.7199 0.6843 0.6775 0.6965
0.5416 2.51 600 0.7199 0.7214 0.6845 0.6777 0.6952
0.5407 2.53 605 0.7159 0.7293 0.6934 0.6873 0.7017
0.5775 2.55 610 0.7354 0.7308 0.6975 0.6902 0.7133
0.6107 2.57 615 0.7402 0.7261 0.6932 0.6863 0.7103
0.5679 2.59 620 0.7266 0.7293 0.6946 0.6869 0.7091
0.5599 2.62 625 0.7049 0.7136 0.6736 0.6716 0.6757
0.6608 2.64 630 0.7150 0.7183 0.6834 0.6761 0.6952
0.6886 2.66 635 0.7334 0.7230 0.6925 0.6856 0.7107
0.6524 2.68 640 0.7106 0.7324 0.6955 0.6907 0.7060
0.5027 2.7 645 0.7031 0.7261 0.6871 0.6896 0.6883
0.5327 2.72 650 0.7033 0.7230 0.6824 0.6863 0.6812
0.6561 2.74 655 0.7188 0.7183 0.6846 0.6770 0.6979
0.591 2.76 660 0.7449 0.7136 0.6844 0.6793 0.7087
0.4584 2.78 665 0.7220 0.7074 0.6732 0.6661 0.6855
0.501 2.8 670 0.7212 0.7199 0.6829 0.6830 0.6879
0.7118 2.82 675 0.7327 0.7167 0.6827 0.6775 0.6962
0.5037 2.85 680 0.7544 0.7121 0.6818 0.6742 0.7042
0.4921 2.87 685 0.7265 0.7136 0.6791 0.6714 0.6926
0.5255 2.89 690 0.7278 0.7074 0.6706 0.6659 0.6855
0.509 2.91 695 0.7334 0.7027 0.6654 0.6599 0.6806
0.4321 2.93 700 0.7358 0.7152 0.6805 0.6728 0.6944
0.6196 2.95 705 0.7406 0.7293 0.6971 0.6895 0.7119
0.5289 2.97 710 0.7363 0.7324 0.7017 0.6944 0.7162
0.6204 2.99 715 0.7401 0.7324 0.7024 0.6949 0.7182
0.5459 3.01 720 0.7360 0.7308 0.7010 0.6937 0.7152
0.4793 3.03 725 0.7363 0.7324 0.7007 0.6966 0.7123
0.5157 3.05 730 0.7330 0.7355 0.7026 0.6999 0.7107
0.4863 3.08 735 0.7231 0.7199 0.6842 0.6803 0.6887
0.423 3.1 740 0.7313 0.7230 0.6873 0.6816 0.6950
0.4879 3.12 745 0.7546 0.7199 0.6895 0.6828 0.7064
0.2499 3.14 750 0.7727 0.7214 0.6934 0.6913 0.7093
0.487 3.16 755 0.7621 0.7230 0.6906 0.6832 0.7052
0.3501 3.18 760 0.7966 0.7027 0.6689 0.6664 0.6919
0.5762 3.2 765 0.7694 0.7121 0.6747 0.6708 0.6896
0.4491 3.22 770 0.7482 0.7230 0.6873 0.6860 0.6887
0.4803 3.24 775 0.7584 0.7261 0.6895 0.6910 0.6934
0.3349 3.26 780 0.7874 0.7183 0.6870 0.6929 0.6956
0.5481 3.28 785 0.8124 0.7105 0.6856 0.6831 0.7075
0.3695 3.31 790 0.7935 0.7089 0.6798 0.6714 0.6995
0.3998 3.33 795 0.7702 0.7152 0.6811 0.6748 0.6912
0.5214 3.35 800 0.7705 0.7152 0.6765 0.6772 0.6759
0.4914 3.37 805 0.7796 0.7293 0.6954 0.6887 0.7048
0.4096 3.39 810 0.7912 0.7121 0.6818 0.6732 0.6999
0.4346 3.41 815 0.7758 0.7293 0.6958 0.6887 0.7060
0.4933 3.43 820 0.7802 0.7136 0.6795 0.6719 0.6942
0.4561 3.45 825 0.7670 0.7261 0.6929 0.6863 0.7020
0.5619 3.47 830 0.7656 0.7293 0.6916 0.6950 0.6915
0.4934 3.49 835 0.7875 0.7277 0.6872 0.7002 0.6866
0.545 3.51 840 0.7675 0.7199 0.6733 0.6852 0.6663
0.4279 3.54 845 0.7582 0.7136 0.6709 0.6735 0.6690
0.351 3.56 850 0.7599 0.7136 0.6728 0.6724 0.6741
0.3701 3.58 855 0.7602 0.7293 0.6922 0.6940 0.6915
0.5307 3.6 860 0.7689 0.7308 0.6936 0.6968 0.6940
0.3895 3.62 865 0.7657 0.7246 0.6897 0.6852 0.6952
0.4676 3.64 870 0.7715 0.7230 0.6875 0.6811 0.6965
0.4124 3.66 875 0.7795 0.7230 0.6899 0.6822 0.7024
0.464 3.68 880 0.7933 0.7214 0.6893 0.6829 0.7022
0.4911 3.7 885 0.8201 0.7324 0.6947 0.6999 0.7029
0.4753 3.72 890 0.7907 0.7324 0.6978 0.6928 0.7060
0.3981 3.74 895 0.7811 0.7214 0.6832 0.6823 0.6842
0.5685 3.77 900 0.7806 0.7277 0.6899 0.6880 0.6920
0.4643 3.79 905 0.7792 0.7308 0.6961 0.6942 0.6995
0.4609 3.81 910 0.7886 0.7152 0.6814 0.6738 0.6940
0.5575 3.83 915 0.8158 0.7011 0.6688 0.6656 0.6925
0.4409 3.85 920 0.7921 0.7074 0.6717 0.6657 0.6890
0.5152 3.87 925 0.7839 0.7214 0.6859 0.6783 0.7003
0.4547 3.89 930 0.7646 0.7387 0.7034 0.6998 0.7111
0.32 3.91 935 0.7502 0.7277 0.6885 0.6893 0.6881
0.2742 3.93 940 0.7583 0.7167 0.6734 0.6794 0.6686
0.5842 3.95 945 0.7613 0.7261 0.6885 0.6842 0.6942
0.4406 3.97 950 0.7951 0.7387 0.7056 0.7011 0.7178
0.5251 4.0 955 0.7932 0.7261 0.6918 0.6851 0.7056
0.4235 4.02 960 0.7839 0.7167 0.6818 0.6745 0.6949
0.3876 4.04 965 0.7668 0.7277 0.6918 0.6864 0.6987
0.4244 4.06 970 0.7622 0.7246 0.6851 0.6872 0.6834
0.3872 4.08 975 0.7696 0.7261 0.6879 0.6903 0.6867
0.3878 4.1 980 0.7760 0.7183 0.6781 0.6779 0.6787
0.3029 4.12 985 0.7897 0.7340 0.6971 0.6933 0.7027
0.3147 4.14 990 0.7987 0.7308 0.6946 0.6903 0.7003
0.3531 4.16 995 0.8009 0.7167 0.6750 0.6746 0.6753
0.393 4.18 1000 0.8072 0.7136 0.6724 0.6730 0.6718
0.5162 4.21 1005 0.8105 0.7277 0.6902 0.6861 0.6952
0.4582 4.23 1010 0.8124 0.7293 0.6919 0.6873 0.6977
0.4746 4.25 1015 0.8130 0.7340 0.7015 0.6944 0.7125
0.453 4.27 1020 0.8024 0.7418 0.7083 0.7019 0.7174
0.3852 4.29 1025 0.7856 0.7183 0.6778 0.6763 0.6798
0.3614 4.31 1030 0.7797 0.7167 0.6766 0.6757 0.6781
0.3222 4.33 1035 0.7949 0.7293 0.6897 0.6983 0.6899
0.3769 4.35 1040 0.8036 0.7246 0.6853 0.6974 0.6826
0.3626 4.37 1045 0.7951 0.7340 0.6947 0.7033 0.6925
0.335 4.39 1050 0.8133 0.7293 0.6999 0.6923 0.7139
0.4664 4.41 1055 0.8644 0.7074 0.6818 0.6747 0.7095
0.3939 4.44 1060 0.8280 0.7246 0.6949 0.6859 0.7140
0.3793 4.46 1065 0.7876 0.7293 0.6919 0.6879 0.6966
0.4559 4.48 1070 0.7933 0.7277 0.6837 0.6939 0.6787
0.362 4.5 1075 0.7908 0.7308 0.6886 0.6955 0.6862
0.3833 4.52 1080 0.8061 0.7246 0.6894 0.6912 0.6948
0.2983 4.54 1085 0.8001 0.7371 0.6958 0.7029 0.6956
0.4279 4.56 1090 0.7939 0.7340 0.6985 0.6970 0.7007
0.371 4.58 1095 0.8178 0.7355 0.7047 0.6957 0.7213
0.2119 4.6 1100 0.8276 0.7277 0.6953 0.6877 0.7129
0.4231 4.62 1105 0.8099 0.7402 0.7089 0.7007 0.7219
0.1754 4.64 1110 0.8107 0.7340 0.6973 0.7013 0.6991
0.2922 4.67 1115 0.8135 0.7324 0.6945 0.6989 0.6954
0.3584 4.69 1120 0.8163 0.7433 0.7120 0.7076 0.7192
0.3186 4.71 1125 0.8135 0.7449 0.7120 0.7076 0.7178
0.2247 4.73 1130 0.8224 0.7418 0.7103 0.7060 0.7166
0.5324 4.75 1135 0.8359 0.7402 0.7119 0.7071 0.7216
0.3348 4.77 1140 0.8277 0.7340 0.6964 0.6981 0.6991
0.2568 4.79 1145 0.8138 0.7340 0.6960 0.6974 0.6956
0.3209 4.81 1150 0.8127 0.7293 0.6892 0.6901 0.6883
0.4479 4.83 1155 0.8081 0.7340 0.6962 0.6930 0.6999
0.3882 4.85 1160 0.8195 0.7371 0.7053 0.6981 0.7156
0.3669 4.87 1165 0.8290 0.7293 0.6967 0.6885 0.7107
0.3157 4.9 1170 0.8288 0.7355 0.7019 0.6943 0.7135
0.4165 4.92 1175 0.8225 0.7340 0.6982 0.6948 0.7039
0.2225 4.94 1180 0.8172 0.7293 0.6896 0.6894 0.6903
0.3322 4.96 1185 0.8276 0.7246 0.6833 0.6856 0.6814
0.3355 4.98 1190 0.8414 0.7214 0.6813 0.6819 0.6838
0.3134 5.0 1195 0.8560 0.7324 0.6976 0.6927 0.7103
0.2255 5.02 1200 0.8507 0.7308 0.6970 0.6901 0.7070
0.3257 5.04 1205 0.8506 0.7214 0.6806 0.6834 0.6814
0.2508 5.06 1210 0.8652 0.7261 0.6840 0.6932 0.6805
0.2465 5.08 1215 0.8663 0.7246 0.6814 0.6902 0.6771
0.273 5.1 1220 0.8629 0.7199 0.6769 0.6790 0.6765
0.2377 5.13 1225 0.8664 0.7355 0.6996 0.6956 0.7052
0.2537 5.15 1230 0.8793 0.7324 0.6998 0.6947 0.7088
0.2031 5.17 1235 0.8715 0.7261 0.6928 0.6877 0.7005
0.2148 5.19 1240 0.8654 0.7355 0.6980 0.6962 0.7001
0.2889 5.21 1245 0.8712 0.7261 0.6872 0.6881 0.6863
0.368 5.23 1250 0.8732 0.7308 0.6917 0.6929 0.6913
0.2998 5.25 1255 0.8758 0.7293 0.6927 0.6905 0.6958
0.3705 5.27 1260 0.8713 0.7308 0.6939 0.6906 0.6975
0.2486 5.29 1265 0.8734 0.7277 0.6929 0.6872 0.7003
0.2424 5.31 1270 0.8772 0.7214 0.6847 0.6820 0.6909
0.3169 5.33 1275 0.8768 0.7230 0.6828 0.6847 0.6856
0.2918 5.36 1280 0.8836 0.7246 0.6856 0.6839 0.6913
0.2464 5.38 1285 0.8798 0.7246 0.6859 0.6835 0.6909
0.3308 5.4 1290 0.8762 0.7340 0.6947 0.6909 0.6995
0.2678 5.42 1295 0.8799 0.7340 0.6952 0.6900 0.7019
0.3768 5.44 1300 0.8762 0.7293 0.6880 0.6862 0.6907
0.3272 5.46 1305 0.8741 0.7246 0.6816 0.6831 0.6806
0.2762 5.48 1310 0.8801 0.7308 0.6872 0.6914 0.6850
0.3292 5.5 1315 0.8855 0.7324 0.6884 0.6922 0.6868
0.2974 5.52 1320 0.8856 0.7324 0.6879 0.6911 0.6868
0.3522 5.54 1325 0.8799 0.7214 0.6767 0.6759 0.6775
0.2946 5.56 1330 0.8815 0.7199 0.6783 0.6769 0.6804
0.2064 5.59 1335 0.8876 0.7293 0.6894 0.6839 0.6970
0.2353 5.61 1340 0.9266 0.7261 0.6938 0.6878 0.7087
0.2696 5.63 1345 0.9339 0.7152 0.6817 0.6789 0.6956
0.4084 5.65 1350 0.8897 0.7308 0.6886 0.6897 0.6901
0.3375 5.67 1355 0.8848 0.7246 0.6812 0.6874 0.6775
0.2449 5.69 1360 0.8848 0.7230 0.6789 0.6850 0.6749
0.2459 5.71 1365 0.8859 0.7246 0.6815 0.6832 0.6806
0.3471 5.73 1370 0.8895 0.7230 0.6818 0.6805 0.6832
0.3112 5.75 1375 0.9040 0.7261 0.6881 0.6876 0.6919
0.3404 5.77 1380 0.9397 0.7214 0.6836 0.6910 0.6897
0.2509 5.79 1385 0.9319 0.7277 0.6852 0.6963 0.6878
0.367 5.82 1390 0.8828 0.7261 0.6839 0.6861 0.6832
0.3158 5.84 1395 0.8770 0.7167 0.6741 0.6770 0.6729
0.1901 5.86 1400 0.8789 0.7183 0.6771 0.6783 0.6779
0.2183 5.88 1405 0.8804 0.7261 0.6845 0.6838 0.6856
0.3058 5.9 1410 0.8927 0.7277 0.6877 0.6921 0.6866
0.1906 5.92 1415 0.8929 0.7261 0.6859 0.6889 0.6856
0.2887 5.94 1420 0.8876 0.7293 0.6904 0.6908 0.6915
0.2236 5.96 1425 0.8900 0.7261 0.6866 0.6823 0.6918
0.3345 5.98 1430 0.8948 0.7293 0.6902 0.6884 0.6930
0.3004 6.0 1435 0.8938 0.7277 0.6871 0.6868 0.6873
0.3376 6.03 1440 0.8939 0.7308 0.6902 0.6895 0.6913
0.1774 6.05 1445 0.9019 0.7261 0.6893 0.6890 0.6915
0.1947 6.07 1450 0.8971 0.7308 0.6913 0.6917 0.6913
0.1641 6.09 1455 0.9135 0.7089 0.6639 0.6746 0.6574
0.3712 6.11 1460 0.9258 0.7089 0.6612 0.6755 0.6543
0.234 6.13 1465 0.8986 0.7261 0.6863 0.6868 0.6863
0.2605 6.15 1470 0.9004 0.7277 0.6875 0.6874 0.6881
0.1891 6.17 1475 0.9035 0.7293 0.6881 0.6867 0.6907
0.1988 6.19 1480 0.9032 0.7230 0.6807 0.6796 0.6824
0.1683 6.21 1485 0.9044 0.7293 0.6867 0.6876 0.6864
0.2669 6.23 1490 0.9156 0.7277 0.6879 0.6887 0.6885
0.2185 6.26 1495 0.9242 0.7324 0.6922 0.6927 0.6938
0.1485 6.28 1500 0.9264 0.7308 0.6916 0.6921 0.6925
0.1654 6.3 1505 0.9295 0.7308 0.6907 0.6913 0.6905
0.2177 6.32 1510 0.9347 0.7293 0.6884 0.6898 0.6871
0.1512 6.34 1515 0.9451 0.7261 0.6853 0.6842 0.6867
0.1006 6.36 1520 0.9623 0.7261 0.6869 0.6850 0.6911
0.1367 6.38 1525 0.9851 0.7277 0.6901 0.6916 0.6932
0.2743 6.4 1530 0.9740 0.7340 0.6958 0.6982 0.6960
0.2843 6.42 1535 0.9689 0.7261 0.6873 0.6892 0.6856
0.2563 6.44 1540 0.9781 0.7199 0.6757 0.6819 0.6706
0.2941 6.46 1545 0.9763 0.7246 0.6844 0.6915 0.6799
0.2245 6.49 1550 0.9718 0.7340 0.6948 0.6962 0.6952
0.1545 6.51 1555 0.9737 0.7324 0.6921 0.6921 0.6934
0.3361 6.53 1560 0.9692 0.7324 0.6944 0.6931 0.6966
0.162 6.55 1565 0.9704 0.7324 0.6946 0.6925 0.6982
0.2815 6.57 1570 0.9656 0.7340 0.6957 0.6962 0.6964
0.2087 6.59 1575 0.9639 0.7308 0.6927 0.6919 0.6952
0.2326 6.61 1580 0.9696 0.7324 0.6959 0.6929 0.7009
0.1923 6.63 1585 0.9611 0.7340 0.6981 0.6959 0.7019
0.1684 6.65 1590 0.9606 0.7355 0.6964 0.6978 0.6954
0.3993 6.67 1595 0.9609 0.7293 0.6888 0.6921 0.6860
0.3185 6.69 1600 0.9627 0.7355 0.6970 0.6974 0.6982
0.2099 6.72 1605 0.9814 0.7261 0.6910 0.6906 0.6962
0.1302 6.74 1610 0.9806 0.7308 0.6938 0.6922 0.6991
0.238 6.76 1615 0.9711 0.7324 0.6928 0.6940 0.6927
0.3351 6.78 1620 0.9749 0.7230 0.6788 0.6868 0.6738
0.3485 6.8 1625 0.9761 0.7308 0.6884 0.6937 0.6858
0.137 6.82 1630 0.9766 0.7324 0.6909 0.6947 0.6895
0.1751 6.84 1635 0.9776 0.7324 0.6932 0.6928 0.6946
0.1701 6.86 1640 0.9787 0.7355 0.6977 0.6954 0.7005
0.148 6.88 1645 0.9830 0.7387 0.7036 0.7001 0.7076
0.2204 6.9 1650 0.9860 0.7340 0.6949 0.6942 0.6960
0.1966 6.92 1655 0.9920 0.7214 0.6793 0.6817 0.6775
0.2242 6.95 1660 0.9979 0.7152 0.6727 0.6771 0.6688
0.157 6.97 1665 1.0002 0.7293 0.6876 0.6925 0.6852
0.2665 6.99 1670 1.0067 0.7230 0.6838 0.6860 0.6860
0.159 7.01 1675 1.0002 0.7230 0.6841 0.6834 0.6867
0.1399 7.03 1680 0.9954 0.7277 0.6887 0.6874 0.6909
0.16 7.05 1685 0.9981 0.7277 0.6878 0.6878 0.6889
0.1074 7.07 1690 1.0067 0.7277 0.6881 0.6886 0.6889
0.15 7.09 1695 1.0130 0.7261 0.6857 0.6860 0.6863
0.1956 7.11 1700 1.0177 0.7261 0.6858 0.6854 0.6871
0.0964 7.13 1705 1.0193 0.7277 0.6877 0.6884 0.6881
0.1922 7.15 1710 1.0224 0.7277 0.6867 0.6894 0.6854
0.1334 7.18 1715 1.0224 0.7261 0.6844 0.6883 0.6812
0.1071 7.2 1720 1.0252 0.7183 0.6746 0.6796 0.6704
0.1798 7.22 1725 1.0306 0.7214 0.6781 0.6851 0.6724
0.2293 7.24 1730 1.0302 0.7277 0.6878 0.6900 0.6865
0.1813 7.26 1735 1.0316 0.7261 0.6884 0.6898 0.6895
0.1884 7.28 1740 1.0327 0.7261 0.6884 0.6898 0.6895
0.1482 7.3 1745 1.0328 0.7261 0.6877 0.6900 0.6883
0.1044 7.32 1750 1.0387 0.7324 0.6947 0.6989 0.6946
0.3129 7.34 1755 1.0264 0.7261 0.6884 0.6905 0.6887
0.1136 7.36 1760 1.0226 0.7183 0.6789 0.6826 0.6759
0.1869 7.38 1765 1.0219 0.7214 0.6812 0.6852 0.6783
0.1363 7.41 1770 1.0230 0.7261 0.6865 0.6913 0.6836
0.0683 7.43 1775 1.0295 0.7230 0.6835 0.6885 0.6800
0.155 7.45 1780 1.0372 0.7214 0.6805 0.6870 0.6767
0.3063 7.47 1785 1.0365 0.7246 0.6849 0.6885 0.6834
0.0882 7.49 1790 1.0347 0.7214 0.6821 0.6856 0.6795
0.1951 7.51 1795 1.0363 0.7183 0.6786 0.6803 0.6771
0.1963 7.53 1800 1.0397 0.7261 0.6865 0.6878 0.6875
0.2286 7.55 1805 1.0406 0.7261 0.6868 0.6880 0.6883
0.1509 7.57 1810 1.0362 0.7293 0.6896 0.6930 0.6887
0.1184 7.59 1815 1.0418 0.7105 0.6661 0.6765 0.6584
0.1063 7.62 1820 1.0522 0.7105 0.6630 0.6777 0.6529
0.134 7.64 1825 1.0484 0.7199 0.6762 0.6882 0.6686
0.2583 7.66 1830 1.0450 0.7261 0.6826 0.6912 0.6789
0.1144 7.68 1835 1.0507 0.7277 0.6882 0.6944 0.6877
0.1107 7.7 1840 1.0511 0.7214 0.6839 0.6853 0.6877
0.2604 7.72 1845 1.0395 0.7246 0.6863 0.6858 0.6881
0.1464 7.74 1850 1.0398 0.7199 0.6787 0.6801 0.6777
0.2535 7.76 1855 1.0411 0.7246 0.6820 0.6869 0.6779
0.1572 7.78 1860 1.0406 0.7183 0.6765 0.6789 0.6743
0.1646 7.8 1865 1.0415 0.7183 0.6746 0.6796 0.6704
0.2349 7.82 1870 1.0426 0.7261 0.6844 0.6890 0.6816
0.2146 7.85 1875 1.0449 0.7277 0.6882 0.6907 0.6885
0.1505 7.87 1880 1.0456 0.7277 0.6915 0.6908 0.6944
0.2806 7.89 1885 1.0445 0.7261 0.6900 0.6894 0.6926
0.2245 7.91 1890 1.0402 0.7277 0.6908 0.6904 0.6916
0.1388 7.93 1895 1.0410 0.7293 0.6914 0.6919 0.6911
0.3175 7.95 1900 1.0403 0.7261 0.6876 0.6899 0.6856
0.2023 7.97 1905 1.0379 0.7230 0.6857 0.6885 0.6832
0.1165 7.99 1910 1.0389 0.7261 0.6881 0.6913 0.6852
0.1103 8.01 1915 1.0431 0.7246 0.6865 0.6899 0.6834
0.1822 8.03 1920 1.0520 0.7214 0.6820 0.6872 0.6775
0.1773 8.05 1925 1.0600 0.7121 0.6690 0.6790 0.6614
0.1259 8.08 1930 1.0601 0.7183 0.6773 0.6843 0.6716
0.1737 8.1 1935 1.0619 0.7183 0.6804 0.6845 0.6775
0.1776 8.12 1940 1.0646 0.7277 0.6901 0.6921 0.6905
0.112 8.14 1945 1.0652 0.7324 0.6965 0.6968 0.6982
0.1649 8.16 1950 1.0650 0.7324 0.6962 0.6960 0.6982
0.1296 8.18 1955 1.0660 0.7308 0.6958 0.6954 0.6976
0.1325 8.2 1960 1.0651 0.7277 0.6897 0.6905 0.6901
0.1422 8.22 1965 1.0680 0.7199 0.6782 0.6839 0.6738
0.3486 8.24 1970 1.0723 0.7183 0.6729 0.6821 0.6661
0.2213 8.26 1975 1.0700 0.7121 0.6632 0.6738 0.6563
0.1206 8.28 1980 1.0671 0.7152 0.6673 0.6766 0.6622
0.1196 8.31 1985 1.0657 0.7183 0.6723 0.6796 0.6692
0.1955 8.33 1990 1.0568 0.7183 0.6745 0.6812 0.6696
0.1085 8.35 1995 1.0566 0.7152 0.6735 0.6813 0.6672
0.1359 8.37 2000 1.0549 0.7230 0.6862 0.6890 0.6836
0.2431 8.39 2005 1.0555 0.7308 0.6960 0.6976 0.6944
0.1512 8.41 2010 1.0570 0.7324 0.6966 0.6972 0.6970
0.1002 8.43 2015 1.0601 0.7355 0.6997 0.7000 0.7005
0.1529 8.45 2020 1.0601 0.7277 0.6913 0.6915 0.6913
0.1633 8.47 2025 1.0618 0.7261 0.6881 0.6882 0.6883
0.068 8.49 2030 1.0657 0.7199 0.6816 0.6826 0.6812
0.1883 8.51 2035 1.0644 0.7261 0.6885 0.6881 0.6891
0.1484 8.54 2040 1.0624 0.7324 0.6961 0.6952 0.6970
0.1438 8.56 2045 1.0642 0.7340 0.6983 0.6973 0.6995
0.1164 8.58 2050 1.0660 0.7308 0.6950 0.6948 0.6952
0.1523 8.6 2055 1.0702 0.7246 0.6875 0.6895 0.6857
0.0793 8.62 2060 1.0749 0.7230 0.6832 0.6874 0.6797
0.0752 8.64 2065 1.0783 0.7214 0.6797 0.6853 0.6755
0.0825 8.66 2070 1.0854 0.7230 0.6798 0.6868 0.6745
0.1463 8.68 2075 1.0937 0.7199 0.6748 0.6837 0.6686
0.1806 8.7 2080 1.0951 0.7199 0.6786 0.6854 0.6741
0.1354 8.72 2085 1.0925 0.7277 0.6885 0.6918 0.6877
0.1348 8.74 2090 1.0896 0.7324 0.6960 0.6958 0.6982
0.174 8.77 2095 1.0875 0.7261 0.6908 0.6900 0.6918
0.1424 8.79 2100 1.0902 0.7261 0.6896 0.6897 0.6895
0.1056 8.81 2105 1.0938 0.7261 0.6886 0.6906 0.6867
0.1662 8.83 2110 1.0952 0.7261 0.6866 0.6900 0.6836
0.1077 8.85 2115 1.0970 0.7246 0.6853 0.6887 0.6830
0.2363 8.87 2120 1.0967 0.7230 0.6832 0.6872 0.6808
0.1287 8.89 2125 1.0975 0.7261 0.6875 0.6916 0.6860
0.141 8.91 2130 1.0982 0.7277 0.6890 0.6930 0.6877
0.1411 8.93 2135 1.0962 0.7230 0.6824 0.6861 0.6800
0.1088 8.95 2140 1.0954 0.7230 0.6823 0.6880 0.6777
0.1032 8.97 2145 1.0942 0.7214 0.6807 0.6866 0.6759
0.0683 9.0 2150 1.0915 0.7230 0.6825 0.6877 0.6785
0.1402 9.02 2155 1.0894 0.7277 0.6894 0.6934 0.6861
0.0853 9.04 2160 1.0914 0.7246 0.6841 0.6891 0.6802
0.1155 9.06 2165 1.0937 0.7214 0.6787 0.6846 0.6743
0.0675 9.08 2170 1.0961 0.7230 0.6801 0.6869 0.6753
0.0754 9.1 2175 1.0959 0.7246 0.6828 0.6881 0.6791
0.0974 9.12 2180 1.0975 0.7293 0.6892 0.6926 0.6867
0.1567 9.14 2185 1.0993 0.7246 0.6850 0.6886 0.6822
0.1691 9.16 2190 1.0999 0.7261 0.6866 0.6917 0.6824
0.1026 9.18 2195 1.1006 0.7246 0.6850 0.6904 0.6806
0.0727 9.21 2200 1.1029 0.7246 0.6850 0.6904 0.6806
0.0834 9.23 2205 1.1046 0.7199 0.6783 0.6843 0.6738
0.1159 9.25 2210 1.1049 0.7230 0.6823 0.6880 0.6777
0.1586 9.27 2215 1.1046 0.7214 0.6808 0.6852 0.6775
0.1292 9.29 2220 1.1043 0.7230 0.6824 0.6865 0.6793
0.0743 9.31 2225 1.1035 0.7246 0.6851 0.6889 0.6822
0.06 9.33 2230 1.1022 0.7277 0.6912 0.6927 0.6901
0.1545 9.35 2235 1.1039 0.7293 0.6916 0.6932 0.6907
0.1546 9.37 2240 1.1058 0.7230 0.6833 0.6861 0.6812
0.2023 9.39 2245 1.1066 0.7214 0.6808 0.6852 0.6775
0.1607 9.41 2250 1.1077 0.7230 0.6818 0.6868 0.6777
0.0658 9.44 2255 1.1090 0.7230 0.6818 0.6868 0.6777
0.0417 9.46 2260 1.1107 0.7230 0.6818 0.6868 0.6777
0.063 9.48 2265 1.1129 0.7230 0.6818 0.6868 0.6777
0.0988 9.5 2270 1.1147 0.7230 0.6833 0.6886 0.6789
0.1082 9.52 2275 1.1155 0.7230 0.6833 0.6886 0.6789
0.1984 9.54 2280 1.1154 0.7246 0.6845 0.6892 0.6806
0.1793 9.56 2285 1.1153 0.7246 0.6845 0.6892 0.6806
0.1324 9.58 2290 1.1152 0.7230 0.6818 0.6868 0.6777
0.1059 9.6 2295 1.1157 0.7230 0.6818 0.6868 0.6777
0.0473 9.62 2300 1.1158 0.7230 0.6818 0.6868 0.6777
0.1065 9.64 2305 1.1166 0.7230 0.6818 0.6868 0.6777
0.1373 9.67 2310 1.1173 0.7246 0.6845 0.6892 0.6806
0.1248 9.69 2315 1.1177 0.7246 0.6845 0.6892 0.6806
0.0966 9.71 2320 1.1183 0.7246 0.6845 0.6892 0.6806
0.0742 9.73 2325 1.1189 0.7246 0.6845 0.6892 0.6806
0.0827 9.75 2330 1.1193 0.7246 0.6845 0.6892 0.6806
0.143 9.77 2335 1.1202 0.7246 0.6845 0.6892 0.6806
0.1623 9.79 2340 1.1201 0.7246 0.6845 0.6892 0.6806
0.1495 9.81 2345 1.1197 0.7246 0.6845 0.6892 0.6806
0.0965 9.83 2350 1.1195 0.7246 0.6845 0.6892 0.6806
0.1297 9.85 2355 1.1194 0.7246 0.6845 0.6892 0.6806
0.1164 9.87 2360 1.1195 0.7246 0.6845 0.6892 0.6806
0.1759 9.9 2365 1.1195 0.7246 0.6845 0.6892 0.6806
0.2404 9.92 2370 1.1192 0.7246 0.6845 0.6892 0.6806
0.1467 9.94 2375 1.1189 0.7246 0.6845 0.6892 0.6806
0.1969 9.96 2380 1.1187 0.7246 0.6845 0.6892 0.6806
0.1573 9.98 2385 1.1187 0.7246 0.6845 0.6892 0.6806
0.2614 10.0 2390 1.1188 0.7246 0.6845 0.6892 0.6806

Framework versions