--- license: mit tags: - generated_from_trainer metrics: - accuracy - f1 - precision - recall model-index: - name: finetuned-bert-bounti results: [] --- # finetuned-bert-bounti This model is a fine-tuned version of [dbmdz/bert-base-turkish-128k-uncased](https://huggingface.co/dbmdz/bert-base-turkish-128k-uncased) on the BounTi Turkish Twitter sentiment dataset. It achieves the following results on the evaluation set: - Loss: 1.1188 - Accuracy: 0.7246 - F1: 0.6845 - Precision: 0.6892 - Recall: 0.6806 ## 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: 1e-05 - train_batch_size: 24 - eval_batch_size: 36 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_steps: 300 - num_epochs: 10 ### 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 - Transformers 4.12.5 - Pytorch 1.10.0+cu111 - Tokenizers 0.10.3