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sal-base

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sal-base

This model was trained from scratch on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: 0.7435
  • Accuracy: 0.8786
  • Precision Eol: 0.8682
  • Recall Eol: 0.9233
  • F1 Eol: 0.8949
  • Support Eol: 378
  • Roc Auc Eol: 0.9700
  • Precision Msg: 0.7391
  • Recall Msg: 0.5484
  • F1 Msg: 0.6296
  • Support Msg: 31
  • Roc Auc Msg: 0.9836
  • Precision Cmd: 0.2174
  • Recall Cmd: 0.4167
  • F1 Cmd: 0.2857
  • Support Cmd: 12
  • Roc Auc Cmd: 0.9762
  • Precision Var: 0.0
  • Recall Var: 0.0
  • F1 Var: 0.0
  • Support Var: 15
  • Roc Auc Var: 0.9956
  • Precision Dff: 0.0
  • Recall Dff: 0.0
  • F1 Dff: 0.0
  • Support Dff: 4
  • Roc Auc Dff: 0.9990
  • Precision Pgr: 0.8901
  • Recall Pgr: 0.9970
  • F1 Pgr: 0.9405
  • Support Pgr: 333
  • Roc Auc Pgr: 0.9991
  • Precision Stk: 0.9630
  • Recall Stk: 0.65
  • F1 Stk: 0.7761
  • Support Stk: 40
  • Roc Auc Stk: 0.9453
  • Precision Itm: 0.9821
  • Recall Itm: 0.7639
  • F1 Itm: 0.8594
  • Support Itm: 144
  • Roc Auc Itm: 0.9382
  • Precision Yml: 1.0
  • Recall Yml: 0.8537
  • F1 Yml: 0.9211
  • Support Yml: 41
  • Roc Auc Yml: 0.9964
  • Precision Obj: 1.0
  • Recall Obj: 1.0
  • F1 Obj: 1.0
  • Support Obj: 8
  • Roc Auc Obj: 1.0
  • Precision Tre: 1.0
  • Recall Tre: 0.9583
  • F1 Tre: 0.9787
  • Support Tre: 24
  • Roc Auc Tre: 1.0

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: 5e-06
  • train_batch_size: 10
  • eval_batch_size: 10
  • seed: 45242
  • optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
  • lr_scheduler_type: cosine
  • lr_scheduler_warmup_ratio: 0.1
  • num_epochs: 100.0

Training results

Training Loss Epoch Step Validation Loss Accuracy Precision Eol Recall Eol F1 Eol Support Eol Roc Auc Eol Precision Msg Recall Msg F1 Msg Support Msg Roc Auc Msg Precision Cmd Recall Cmd F1 Cmd Support Cmd Roc Auc Cmd Precision Var Recall Var F1 Var Support Var Roc Auc Var Precision Dff Recall Dff F1 Dff Support Dff Roc Auc Dff Precision Pgr Recall Pgr F1 Pgr Support Pgr Roc Auc Pgr Precision Stk Recall Stk F1 Stk Support Stk Roc Auc Stk Precision Itm Recall Itm F1 Itm Support Itm Roc Auc Itm Precision Yml Recall Yml F1 Yml Support Yml Roc Auc Yml Precision Obj Recall Obj F1 Obj Support Obj Roc Auc Obj Precision Tre Recall Tre F1 Tre Support Tre Roc Auc Tre
2.5311 1.0 76 2.4941 0.0194 0.0 0.0 0.0 378 0.4851 0.0456 0.4516 0.0828 31 0.7149 0.0073 0.1667 0.0140 12 0.4709 0.0 0.0 0.0 15 0.4025 0.0 0.0 0.0 4 0.8850 0.0 0.0 0.0 333 0.6887 0.0 0.0 0.0 40 0.4469 0.1429 0.0208 0.0364 144 0.5840 0.5 0.0244 0.0465 41 0.7767 0.0 0.0 0.0 8 0.1738 0.0 0.0 0.0 24 0.7487
2.1099 2.0 152 2.0052 0.4388 0.4979 0.3095 0.3817 378 0.5048 0.1190 0.1613 0.1370 31 0.8382 0.0609 0.5833 0.1102 12 0.7734 0.0 0.0 0.0 15 0.5176 0.0 0.0 0.0 4 0.8207 0.5325 0.9339 0.6783 333 0.9186 0.0 0.0 0.0 40 0.5659 0.3571 0.0694 0.1163 144 0.7699 0.5 0.0488 0.0889 41 0.8385 0.0 0.0 0.0 8 0.4631 0.0 0.0 0.0 24 0.7796
1.5835 3.0 228 1.3663 0.5777 0.4690 0.8201 0.5967 378 0.7462 0.0 0.0 0.0 31 0.8730 0.0 0.0 0.0 12 0.9100 0.0 0.0 0.0 15 0.8133 0.0 0.0 0.0 4 0.6306 0.7972 0.8498 0.8227 333 0.9584 0.0 0.0 0.0 40 0.6980 0.2 0.0139 0.0260 144 0.8902 0.0 0.0 0.0 41 0.9466 0.0 0.0 0.0 8 0.8749 0.0 0.0 0.0 24 0.8314
1.3092 4.0 304 1.0934 0.6806 0.5640 0.8624 0.6820 378 0.8593 0.0 0.0 0.0 31 0.8850 0.0 0.0 0.0 12 0.9299 0.0 0.0 0.0 15 0.8156 0.0 0.0 0.0 4 0.6399 0.8944 0.9159 0.9050 333 0.9802 0.0 0.0 0.0 40 0.8137 0.6306 0.4861 0.5490 144 0.9450 0.0 0.0 0.0 41 0.9842 0.0 0.0 0.0 8 0.9250 0.0 0.0 0.0 24 0.9508
0.9523 5.0 380 0.9353 0.7262 0.6149 0.8492 0.7133 378 0.8953 0.0 0.0 0.0 31 0.9026 0.0 0.0 0.0 12 0.9492 0.0 0.0 0.0 15 0.8372 0.0 0.0 0.0 4 0.6399 0.8646 0.9970 0.9261 333 0.9892 0.0 0.0 0.0 40 0.8796 0.7661 0.6597 0.7090 144 0.9474 0.0 0.0 0.0 41 0.9895 0.0 0.0 0.0 8 0.9598 0.0 0.0 0.0 24 0.9965
0.8714 6.0 456 0.7562 0.8039 0.7164 0.9153 0.8037 378 0.9491 0.0 0.0 0.0 31 0.9143 0.0 0.0 0.0 12 0.9499 0.0 0.0 0.0 15 0.8298 0.0 0.0 0.0 4 0.7083 0.925 1.0 0.9610 333 0.9978 1.0 0.35 0.5185 40 0.9170 0.7516 0.7986 0.7744 144 0.9590 1.0 0.3171 0.4815 41 0.9919 0.0 0.0 0.0 8 0.9793 1.0 0.2917 0.4516 24 0.9989
0.7294 7.0 532 0.6222 0.8282 0.7596 0.8862 0.8181 378 0.9575 0.0 0.0 0.0 31 0.9330 0.0 0.0 0.0 12 0.9479 0.0 0.0 0.0 15 0.8359 0.0 0.0 0.0 4 0.8302 0.9276 1.0 0.9624 333 0.9986 1.0 0.375 0.5455 40 0.9634 0.7815 0.8194 0.8 144 0.9655 0.7826 0.8780 0.8276 41 0.9924 0.0 0.0 0.0 8 0.9976 0.9412 0.6667 0.7805 24 0.9993
0.5118 8.0 608 0.5242 0.8534 0.7680 0.9021 0.8297 378 0.9634 0.0 0.0 0.0 31 0.9457 0.0 0.0 0.0 12 0.9656 0.0 0.0 0.0 15 0.8963 0.0 0.0 0.0 4 0.9035 0.9302 1.0 0.9638 333 0.9993 1.0 0.375 0.5455 40 0.9755 0.8873 0.875 0.8811 144 0.9720 0.9091 0.9756 0.9412 41 0.9972 0.0 0.0 0.0 8 0.9991 0.9231 1.0 0.96 24 0.9995
0.4041 9.0 684 0.5220 0.8485 0.8020 0.8571 0.8286 378 0.9552 0.8333 0.3226 0.4651 31 0.9577 0.0 0.0 0.0 12 0.9672 0.0 0.0 0.0 15 0.9258 0.0 0.0 0.0 4 0.8845 0.8582 1.0 0.9237 333 0.9990 0.9667 0.725 0.8286 40 0.9734 0.9487 0.7708 0.8506 144 0.9765 0.9091 0.9756 0.9412 41 0.9977 0.75 0.375 0.5 8 0.9993 0.9231 1.0 0.96 24 0.9997
0.4858 10.0 760 0.4709 0.8748 0.7968 0.9127 0.8508 378 0.9622 0.8333 0.3226 0.4651 31 0.9592 0.0 0.0 0.0 12 0.9721 0.0 0.0 0.0 15 0.9589 0.0 0.0 0.0 4 0.8913 0.9328 1.0 0.9652 333 0.9995 1.0 0.55 0.7097 40 0.9741 0.9690 0.8681 0.9158 144 0.9798 0.9286 0.9512 0.9398 41 0.9982 0.75 0.375 0.5 8 0.9994 0.9231 1.0 0.96 24 0.9999
0.252 11.0 836 0.4155 0.8738 0.7949 0.9127 0.8498 378 0.9694 0.8462 0.3548 0.5 31 0.9737 0.375 0.25 0.3 12 0.9741 0.0 0.0 0.0 15 0.9900 0.0 0.0 0.0 4 0.9608 0.9354 1.0 0.9666 333 0.9996 1.0 0.45 0.6207 40 0.9663 0.9615 0.8681 0.9124 144 0.9811 0.9268 0.9268 0.9268 41 0.9984 0.75 0.375 0.5 8 0.9995 0.9231 1.0 0.96 24 1.0000
0.2958 12.0 912 0.4171 0.8699 0.8354 0.9127 0.8723 378 0.9718 0.8125 0.4194 0.5532 31 0.9773 0.6667 0.3333 0.4444 12 0.9763 0.0 0.0 0.0 15 0.9921 0.0 0.0 0.0 4 0.9518 0.8952 1.0 0.9447 333 0.9997 0.9565 0.55 0.6984 40 0.9705 0.8810 0.7708 0.8222 144 0.9817 0.9268 0.9268 0.9268 41 0.9986 0.8571 0.75 0.8 8 0.9998 0.9231 1.0 0.96 24 0.9997
0.3351 13.0 988 0.4281 0.8786 0.8438 0.8862 0.8645 378 0.9676 0.8421 0.5161 0.64 31 0.9798 0.625 0.4167 0.5 12 0.9788 0.0 0.0 0.0 15 0.9867 0.0 0.0 0.0 4 0.9464 0.9074 1.0 0.9514 333 0.9996 1.0 0.575 0.7302 40 0.9758 0.8865 0.8681 0.8772 144 0.9840 0.9048 0.9268 0.9157 41 0.9984 0.8571 0.75 0.8 8 0.9998 0.9231 1.0 0.96 24 1.0
0.1799 14.0 1064 0.3970 0.8806 0.8159 0.9259 0.8674 378 0.9704 0.8462 0.3548 0.5 31 0.9825 0.625 0.4167 0.5 12 0.9790 0.0 0.0 0.0 15 0.9934 0.0 0.0 0.0 4 0.9976 0.9354 1.0 0.9666 333 0.9997 1.0 0.375 0.5455 40 0.9539 0.9143 0.8889 0.9014 144 0.9859 0.9459 0.8537 0.8974 41 0.9961 0.8571 0.75 0.8 8 0.9998 0.96 1.0 0.9796 24 1.0
0.2573 15.0 1140 0.3927 0.8942 0.8589 0.9180 0.8875 378 0.9713 0.8571 0.5806 0.6923 31 0.9833 0.8333 0.4167 0.5556 12 0.9814 0.0 0.0 0.0 15 0.9899 0.0 0.0 0.0 4 0.9922 0.9276 1.0 0.9624 333 0.9997 1.0 0.55 0.7097 40 0.9706 0.8966 0.9028 0.8997 144 0.9851 0.9474 0.8780 0.9114 41 0.9982 1.0 0.75 0.8571 8 0.9998 0.9231 1.0 0.96 24 1.0
0.1706 16.0 1216 0.3886 0.8835 0.8357 0.9286 0.8797 378 0.9739 0.85 0.5484 0.6667 31 0.9848 0.8333 0.4167 0.5556 12 0.9799 0.0 0.0 0.0 15 0.9940 0.0 0.0 0.0 4 0.9963 0.9171 0.9970 0.9554 333 0.9997 1.0 0.475 0.6441 40 0.9615 0.9084 0.8264 0.8655 144 0.9826 0.9487 0.9024 0.925 41 0.9970 1.0 0.75 0.8571 8 0.9998 1.0 1.0 1.0 24 1.0
0.1121 17.0 1292 0.4100 0.8777 0.8540 0.9286 0.8897 378 0.9717 0.8235 0.4516 0.5833 31 0.9849 0.625 0.4167 0.5 12 0.9783 0.0 0.0 0.0 15 0.9931 0.0 0.0 0.0 4 0.9954 0.8904 1.0 0.9420 333 0.9998 1.0 0.625 0.7692 40 0.9721 0.8790 0.7569 0.8134 144 0.9789 1.0 0.8537 0.9211 41 0.9974 1.0 1.0 1.0 8 1.0 1.0 1.0 1.0 24 1.0
0.1414 18.0 1368 0.4740 0.8757 0.8509 0.9206 0.8844 378 0.9646 0.85 0.5484 0.6667 31 0.9854 0.8333 0.4167 0.5556 12 0.9780 0.0 0.0 0.0 15 0.9932 0.0 0.0 0.0 4 0.9966 0.8833 1.0 0.9380 333 0.9996 1.0 0.575 0.7302 40 0.9652 0.8862 0.7569 0.8165 144 0.9758 0.9722 0.8537 0.9091 41 0.9975 1.0 1.0 1.0 8 1.0 1.0 1.0 1.0 24 1.0
0.0935 19.0 1444 0.4503 0.8689 0.8769 0.9233 0.8995 378 0.9722 0.8077 0.6774 0.7368 31 0.9890 0.25 0.4167 0.3125 12 0.9780 0.0 0.0 0.0 15 0.9939 0.0 0.0 0.0 4 0.9983 0.8582 1.0 0.9237 333 0.9997 0.9630 0.65 0.7761 40 0.9524 0.9592 0.6528 0.7769 144 0.9767 0.9737 0.9024 0.9367 41 0.9982 1.0 0.75 0.8571 8 1.0 1.0 1.0 1.0 24 1.0
0.0794 20.0 1520 0.4563 0.8709 0.8886 0.9074 0.8979 378 0.9740 0.875 0.6774 0.7636 31 0.9879 0.7143 0.4167 0.5263 12 0.9795 0.0 0.0 0.0 15 0.9936 0.0 0.0 0.0 4 0.9976 0.8473 1.0 0.9174 333 0.9998 0.9630 0.65 0.7761 40 0.9514 0.8534 0.6875 0.7615 144 0.9779 0.95 0.9268 0.9383 41 0.9996 1.0 1.0 1.0 8 1.0 1.0 1.0 1.0 24 1.0
0.1209 21.0 1596 0.5927 0.8505 0.8014 0.9286 0.8603 378 0.9639 0.85 0.5484 0.6667 31 0.9857 0.8333 0.4167 0.5556 12 0.9813 0.0 0.0 0.0 15 0.9939 0.0 0.0 0.0 4 0.9956 0.8513 0.9970 0.9184 333 0.9997 1.0 0.375 0.5455 40 0.9482 0.9889 0.6181 0.7607 144 0.9670 1.0 0.8537 0.9211 41 0.9961 1.0 1.0 1.0 8 1.0 1.0 1.0 1.0 24 1.0
0.0965 22.0 1672 0.5558 0.8515 0.8252 0.9365 0.8773 378 0.9686 0.8125 0.4194 0.5532 31 0.9823 0.2273 0.4167 0.2941 12 0.9770 0.0 0.0 0.0 15 0.9944 0.0 0.0 0.0 4 0.9985 0.8582 1.0 0.9237 333 0.9998 1.0 0.375 0.5455 40 0.9529 0.9894 0.6458 0.7815 144 0.9695 1.0 0.8293 0.9067 41 0.9974 1.0 0.75 0.8571 8 1.0 1.0 1.0 1.0 24 1.0
0.0463 23.0 1748 0.4762 0.8767 0.8912 0.9101 0.9005 378 0.9706 0.7778 0.6774 0.7241 31 0.9915 0.3571 0.4167 0.3846 12 0.9761 0.0 0.0 0.0 15 0.9926 0.0 0.0 0.0 4 0.9985 0.8627 1.0 0.9263 333 0.9997 0.9643 0.675 0.7941 40 0.9725 0.9043 0.7222 0.8031 144 0.9765 1.0 0.9024 0.9487 41 0.9971 1.0 1.0 1.0 8 1.0 1.0 1.0 1.0 24 1.0
0.0667 24.0 1824 0.5780 0.8602 0.8429 0.9365 0.8872 378 0.9680 0.8421 0.5161 0.64 31 0.9784 0.25 0.4167 0.3125 12 0.9793 0.0 0.0 0.0 15 0.9947 0.0 0.0 0.0 4 0.9976 0.8605 1.0 0.925 333 0.9998 1.0 0.425 0.5965 40 0.9519 0.9894 0.6458 0.7815 144 0.9685 0.9737 0.9024 0.9367 41 0.9986 1.0 1.0 1.0 8 1.0 1.0 0.9583 0.9787 24 1.0
0.057 25.0 1900 0.4723 0.8854 0.875 0.9259 0.8997 378 0.9726 0.8261 0.6129 0.7037 31 0.9886 0.3125 0.4167 0.3571 12 0.9774 0.0 0.0 0.0 15 0.9945 0.0 0.0 0.0 4 0.9993 0.8952 1.0 0.9447 333 1.0000 0.9643 0.675 0.7941 40 0.9584 0.9316 0.7569 0.8352 144 0.9746 0.9737 0.9024 0.9367 41 0.9975 1.0 1.0 1.0 8 1.0 1.0 1.0 1.0 24 1.0
0.0411 26.0 1976 0.4793 0.8854 0.8795 0.9074 0.8932 378 0.9701 0.7778 0.6774 0.7241 31 0.9890 0.3125 0.4167 0.3571 12 0.9764 0.5 0.2667 0.3478 15 0.9950 1.0 0.25 0.4 4 0.9988 0.8928 1.0 0.9433 333 0.9997 0.96 0.6 0.7385 40 0.9478 0.9407 0.7708 0.8473 144 0.9795 0.95 0.9268 0.9383 41 0.9990 1.0 1.0 1.0 8 1.0 1.0 1.0 1.0 24 1.0
0.0758 27.0 2052 0.5321 0.8757 0.8810 0.9206 0.9004 378 0.9693 0.8077 0.6774 0.7368 31 0.9879 0.2778 0.4167 0.3333 12 0.9750 0.5455 0.4 0.4615 15 0.9949 0.0 0.0 0.0 4 0.9995 0.8582 1.0 0.9237 333 0.9993 0.9643 0.675 0.7941 40 0.9676 0.9894 0.6458 0.7815 144 0.9704 0.9737 0.9024 0.9367 41 0.9975 1.0 1.0 1.0 8 1.0 1.0 1.0 1.0 24 1.0
0.058 28.0 2128 0.6407 0.8602 0.8586 0.9153 0.8860 378 0.9630 0.8 0.5161 0.6275 31 0.9841 0.2273 0.4167 0.2941 12 0.9741 0.0 0.0 0.0 15 0.9947 0.0 0.0 0.0 4 0.9968 0.8495 1.0 0.9186 333 0.9985 0.9630 0.65 0.7761 40 0.9633 0.9789 0.6458 0.7782 144 0.9611 1.0 0.8537 0.9211 41 0.9950 1.0 1.0 1.0 8 1.0 1.0 1.0 1.0 24 1.0
0.0377 29.0 2204 0.6418 0.8660 0.8624 0.9286 0.8943 378 0.9635 0.7826 0.5806 0.6667 31 0.9862 0.4545 0.4167 0.4348 12 0.9767 0.0 0.0 0.0 15 0.9953 0.0 0.0 0.0 4 0.9951 0.8579 0.9970 0.9222 333 0.9985 0.9630 0.65 0.7761 40 0.9562 0.8942 0.6458 0.75 144 0.9651 1.0 0.8537 0.9211 41 0.9959 1.0 1.0 1.0 8 1.0 1.0 1.0 1.0 24 1.0
0.0494 30.0 2280 0.6278 0.8641 0.8452 0.9392 0.8897 378 0.9670 0.85 0.5484 0.6667 31 0.9811 0.8333 0.4167 0.5556 12 0.9790 0.0 0.0 0.0 15 0.9948 0.0 0.0 0.0 4 0.9920 0.8646 0.9970 0.9261 333 0.9992 0.9615 0.625 0.7576 40 0.9286 0.8611 0.6458 0.7381 144 0.9678 1.0 0.7805 0.8767 41 0.9942 1.0 1.0 1.0 8 1.0 1.0 0.9583 0.9787 24 1.0
0.0753 31.0 2356 0.5412 0.8864 0.8772 0.9259 0.9009 378 0.9710 0.8077 0.6774 0.7368 31 0.9885 0.2632 0.4167 0.3226 12 0.9779 0.0 0.0 0.0 15 0.9949 0.0 0.0 0.0 4 0.9988 0.8928 1.0 0.9433 333 0.9998 0.9643 0.675 0.7941 40 0.9553 0.9730 0.75 0.8471 144 0.9708 0.9737 0.9024 0.9367 41 0.9963 1.0 1.0 1.0 8 1.0 1.0 1.0 1.0 24 1.0
0.038 32.0 2432 0.5705 0.8825 0.8719 0.9180 0.8943 378 0.9705 0.7826 0.5806 0.6667 31 0.9840 0.8333 0.4167 0.5556 12 0.9786 0.0 0.0 0.0 15 0.9948 0.0 0.0 0.0 4 0.9942 0.8901 0.9970 0.9405 333 0.9995 0.9643 0.675 0.7941 40 0.9410 0.8672 0.7708 0.8162 144 0.9730 0.9737 0.9024 0.9367 41 0.9974 1.0 1.0 1.0 8 1.0 1.0 1.0 1.0 24 1.0
0.0906 33.0 2508 0.6426 0.8680 0.8722 0.9206 0.8958 378 0.9663 0.8182 0.5806 0.6792 31 0.9834 0.8333 0.4167 0.5556 12 0.9772 0.0 0.0 0.0 15 0.9950 0.0 0.0 0.0 4 0.9959 0.8557 0.9970 0.9209 333 0.9989 0.9643 0.675 0.7941 40 0.9419 0.8333 0.6597 0.7364 144 0.9629 1.0 0.9024 0.9487 41 0.9977 1.0 1.0 1.0 8 1.0 1.0 1.0 1.0 24 1.0
0.0287 34.0 2584 0.6929 0.8660 0.8660 0.9233 0.8937 378 0.9632 0.8182 0.5806 0.6792 31 0.9846 0.2381 0.4167 0.3030 12 0.9780 0.0 0.0 0.0 15 0.9951 0.0 0.0 0.0 4 0.9963 0.8517 1.0 0.9199 333 0.9985 0.9643 0.675 0.7941 40 0.9599 0.9894 0.6458 0.7815 144 0.9560 1.0 0.8537 0.9211 41 0.9964 1.0 1.0 1.0 8 1.0 1.0 1.0 1.0 24 1.0
0.0409 35.0 2660 0.5819 0.8825 0.8725 0.9233 0.8972 378 0.9675 0.8182 0.5806 0.6792 31 0.9850 0.2083 0.4167 0.2778 12 0.9771 0.0 0.0 0.0 15 0.9950 0.0 0.0 0.0 4 0.9985 0.8925 0.9970 0.9418 333 0.9991 0.9630 0.65 0.7761 40 0.9315 0.9823 0.7708 0.8638 144 0.9775 1.0 0.9024 0.9487 41 0.9969 1.0 1.0 1.0 8 1.0 1.0 0.9583 0.9787 24 1.0
0.0506 36.0 2736 0.6021 0.8854 0.8852 0.9180 0.9013 378 0.9675 0.8182 0.5806 0.6792 31 0.9890 0.2083 0.4167 0.2778 12 0.9746 0.0 0.0 0.0 15 0.9905 0.0 0.0 0.0 4 0.9981 0.8904 1.0 0.9420 333 0.9986 0.9643 0.675 0.7941 40 0.9573 0.9741 0.7847 0.8692 144 0.9683 1.0 0.9024 0.9487 41 0.9978 1.0 1.0 1.0 8 1.0 1.0 1.0 1.0 24 1.0
0.0424 37.0 2812 0.7507 0.8641 0.8561 0.9286 0.8909 378 0.9616 0.85 0.5484 0.6667 31 0.9741 0.25 0.4167 0.3125 12 0.9771 0.0 0.0 0.0 15 0.9949 0.0 0.0 0.0 4 0.9927 0.8538 1.0 0.9212 333 0.9982 0.9630 0.65 0.7761 40 0.9334 0.9894 0.6458 0.7815 144 0.9502 1.0 0.8293 0.9067 41 0.9958 1.0 1.0 1.0 8 1.0 1.0 0.9583 0.9787 24 1.0
0.0453 38.0 2888 0.6082 0.8670 0.8547 0.9339 0.8925 378 0.9723 0.8095 0.5484 0.6538 31 0.9803 0.25 0.4167 0.3125 12 0.9776 0.0 0.0 0.0 15 0.9954 0.0 0.0 0.0 4 0.9985 0.8646 0.9970 0.9261 333 0.9989 0.9583 0.575 0.7188 40 0.9199 0.9896 0.6597 0.7917 144 0.9626 1.0 0.8780 0.9351 41 0.9960 1.0 1.0 1.0 8 1.0 1.0 1.0 1.0 24 1.0
0.0544 39.0 2964 0.6302 0.8835 0.8688 0.9286 0.8977 378 0.9704 0.8182 0.5806 0.6792 31 0.9835 0.4545 0.4167 0.4348 12 0.9770 0.0 0.0 0.0 15 0.9951 0.0 0.0 0.0 4 0.9968 0.8928 1.0 0.9433 333 0.9991 0.9630 0.65 0.7761 40 0.9437 0.9008 0.7569 0.8226 144 0.9624 1.0 0.8780 0.9351 41 0.9959 1.0 1.0 1.0 8 1.0 1.0 1.0 1.0 24 1.0
0.0584 40.0 3040 0.6563 0.8718 0.8806 0.8783 0.8795 378 0.9647 0.7826 0.5806 0.6667 31 0.9852 0.2083 0.4167 0.2778 12 0.9745 0.0 0.0 0.0 15 0.9949 0.0 0.0 0.0 4 0.9971 0.8649 1.0 0.9276 333 0.9980 0.9643 0.675 0.7941 40 0.9586 0.9508 0.8056 0.8722 144 0.9721 1.0 0.8780 0.9351 41 0.9976 1.0 1.0 1.0 8 1.0 1.0 0.9583 0.9787 24 1.0
0.1288 41.0 3116 0.5894 0.8942 0.8744 0.9206 0.8969 378 0.9741 0.7826 0.5806 0.6667 31 0.9856 0.4167 0.4167 0.4167 12 0.9763 0.75 0.8 0.7742 15 0.9953 0.0 0.0 0.0 4 0.9985 0.8928 1.0 0.9433 333 0.9993 0.9630 0.65 0.7761 40 0.9539 0.9823 0.7708 0.8638 144 0.9653 1.0 0.9024 0.9487 41 0.9963 1.0 1.0 1.0 8 1.0 1.0 0.9583 0.9787 24 1.0
0.1469 42.0 3192 0.6712 0.8767 0.8663 0.9259 0.8951 378 0.9707 0.7727 0.5484 0.6415 31 0.9793 0.4545 0.4167 0.4348 12 0.9769 0.75 0.8 0.7742 15 0.9953 0.0 0.0 0.0 4 0.9971 0.8582 1.0 0.9237 333 0.9995 0.9630 0.65 0.7761 40 0.9409 0.9792 0.6528 0.7833 144 0.9576 1.0 0.8537 0.9211 41 0.9959 1.0 1.0 1.0 8 1.0 1.0 0.9583 0.9787 24 1.0
0.0206 43.0 3268 0.6872 0.8699 0.8782 0.8968 0.8874 378 0.9658 0.7727 0.5484 0.6415 31 0.9881 0.2083 0.4167 0.2778 12 0.9738 0.0 0.0 0.0 15 0.9949 0.0 0.0 0.0 4 0.9971 0.8579 0.9970 0.9222 333 0.9987 0.9630 0.65 0.7761 40 0.9379 0.9820 0.7569 0.8549 144 0.9601 0.9737 0.9024 0.9367 41 0.9977 1.0 1.0 1.0 8 1.0 1.0 0.9583 0.9787 24 1.0
0.0253 44.0 3344 0.6200 0.8699 0.8810 0.9206 0.9004 378 0.9729 0.7727 0.5484 0.6415 31 0.9861 0.3571 0.4167 0.3846 12 0.9756 0.0 0.0 0.0 15 0.9951 0.0 0.0 0.0 4 0.9971 0.8757 0.9940 0.9311 333 0.9992 0.9643 0.675 0.7941 40 0.9382 0.8450 0.7569 0.7985 144 0.9630 1.0 0.8780 0.9351 41 0.9973 1.0 1.0 1.0 8 1.0 1.0 0.625 0.7692 24 1.0
0.1555 45.0 3420 0.6009 0.8845 0.8830 0.9180 0.9001 378 0.9737 0.7826 0.5806 0.6667 31 0.9849 0.2083 0.4167 0.2778 12 0.9747 0.0 0.0 0.0 15 0.9950 0.0 0.0 0.0 4 0.9993 0.8925 0.9970 0.9418 333 0.9994 0.9643 0.675 0.7941 40 0.9476 0.9741 0.7847 0.8692 144 0.9650 1.0 0.9024 0.9487 41 0.9967 1.0 1.0 1.0 8 1.0 1.0 1.0 1.0 24 1.0
0.0941 46.0 3496 0.6026 0.8825 0.8804 0.9153 0.8975 378 0.9751 0.7826 0.5806 0.6667 31 0.9888 0.2083 0.4167 0.2778 12 0.9751 0.0 0.0 0.0 15 0.9950 0.0 0.0 0.0 4 0.9983 0.8925 0.9970 0.9418 333 0.9993 0.9643 0.675 0.7941 40 0.9504 0.9741 0.7847 0.8692 144 0.9641 0.9730 0.8780 0.9231 41 0.9971 1.0 1.0 1.0 8 1.0 1.0 1.0 1.0 24 1.0
0.0535 47.0 3572 0.6670 0.8757 0.8851 0.8968 0.8909 378 0.9693 0.8095 0.5484 0.6538 31 0.9867 0.2083 0.4167 0.2778 12 0.9745 0.0 0.0 0.0 15 0.9950 0.0 0.0 0.0 4 0.9976 0.8786 1.0 0.9354 333 0.9987 0.9643 0.675 0.7941 40 0.9547 0.928 0.8056 0.8625 144 0.9695 1.0 0.8780 0.9351 41 0.9964 1.0 1.0 1.0 8 1.0 1.0 0.875 0.9333 24 1.0
0.0531 48.0 3648 0.7157 0.8621 0.8668 0.9127 0.8892 378 0.9670 0.7727 0.5484 0.6415 31 0.9812 0.2083 0.4167 0.2778 12 0.9763 0.0 0.0 0.0 15 0.9949 0.0 0.0 0.0 4 0.9959 0.8517 1.0 0.9199 333 0.9989 0.9630 0.65 0.7761 40 0.9484 0.9794 0.6597 0.7884 144 0.9568 1.0 0.8780 0.9351 41 0.9966 1.0 1.0 1.0 8 1.0 1.0 0.9583 0.9787 24 1.0
0.1806 49.0 3724 0.6141 0.8777 0.8728 0.9259 0.8986 378 0.9723 0.8095 0.5484 0.6538 31 0.9799 0.2083 0.4167 0.2778 12 0.9773 0.0 0.0 0.0 15 0.9957 0.0 0.0 0.0 4 0.9988 0.8946 0.9940 0.9417 333 0.9995 0.9630 0.65 0.7761 40 0.9244 0.9344 0.7917 0.8571 144 0.9706 1.0 0.8780 0.9351 41 0.9963 1.0 1.0 1.0 8 1.0 1.0 0.7083 0.8293 24 1.0
0.0194 50.0 3800 0.6838 0.8854 0.87 0.9206 0.8946 378 0.9703 0.7727 0.5484 0.6415 31 0.9789 0.5 0.4167 0.4545 12 0.9772 0.75 0.8 0.7742 15 0.9960 0.0 0.0 0.0 4 0.9959 0.8760 0.9970 0.9326 333 0.9989 0.9630 0.65 0.7761 40 0.9311 0.9813 0.7292 0.8367 144 0.9634 0.9474 0.8780 0.9114 41 0.9968 1.0 1.0 1.0 8 1.0 1.0 0.9583 0.9787 24 0.9992
0.0575 51.0 3876 0.6424 0.8728 0.8907 0.8836 0.8871 378 0.9708 0.7308 0.6129 0.6667 31 0.9892 0.2083 0.4167 0.2778 12 0.9758 0.0 0.0 0.0 15 0.9945 0.0 0.0 0.0 4 0.9995 0.8760 0.9970 0.9326 333 0.9987 0.9643 0.675 0.7941 40 0.9529 0.9206 0.8056 0.8593 144 0.9705 0.9744 0.9268 0.95 41 0.9980 1.0 1.0 1.0 8 1.0 1.0 0.8333 0.9091 24 1.0
0.0134 52.0 3952 0.7455 0.8660 0.8663 0.9259 0.8951 378 0.9681 0.8095 0.5484 0.6538 31 0.9767 0.2174 0.4167 0.2857 12 0.9777 0.0 0.0 0.0 15 0.9950 0.0 0.0 0.0 4 0.9961 0.8557 0.9970 0.9209 333 0.9981 0.9630 0.65 0.7761 40 0.9267 0.9895 0.6528 0.7866 144 0.9559 1.0 0.8780 0.9351 41 0.9969 1.0 1.0 1.0 8 1.0 1.0 1.0 1.0 24 1.0
0.0446 53.0 4028 0.6980 0.8738 0.8682 0.9233 0.8949 378 0.9697 0.7727 0.5484 0.6415 31 0.9789 0.2174 0.4167 0.2857 12 0.9784 0.0 0.0 0.0 15 0.9951 0.0 0.0 0.0 4 0.9983 0.8737 0.9970 0.9313 333 0.9991 0.9630 0.65 0.7761 40 0.9313 0.9904 0.7153 0.8306 144 0.9600 1.0 0.8780 0.9351 41 0.9969 1.0 1.0 1.0 8 1.0 1.0 1.0 1.0 24 1.0
0.0516 54.0 4104 0.6881 0.8757 0.8706 0.9259 0.8974 378 0.9707 0.75 0.5806 0.6545 31 0.9797 0.2381 0.4167 0.3030 12 0.9768 0.0 0.0 0.0 15 0.9950 0.0 0.0 0.0 4 0.9990 0.8760 0.9970 0.9326 333 0.9991 0.9630 0.65 0.7761 40 0.9389 0.9811 0.7222 0.832 144 0.9603 1.0 0.8537 0.9211 41 0.9955 1.0 1.0 1.0 8 1.0 1.0 1.0 1.0 24 1.0
0.0223 55.0 4180 0.7180 0.8689 0.8766 0.9206 0.8981 378 0.9679 0.7727 0.5484 0.6415 31 0.9795 0.2174 0.4167 0.2857 12 0.9755 0.0 0.0 0.0 15 0.9950 0.0 0.0 0.0 4 0.9981 0.8717 1.0 0.9315 333 0.9987 0.9643 0.675 0.7941 40 0.9416 0.9211 0.7292 0.8140 144 0.9604 1.0 0.8780 0.9351 41 0.9961 1.0 1.0 1.0 8 1.0 1.0 0.6667 0.8 24 1.0
0.0576 56.0 4256 0.6683 0.8777 0.8849 0.9153 0.8999 378 0.9716 0.7826 0.5806 0.6667 31 0.9867 0.2083 0.4167 0.2778 12 0.9747 0.0 0.0 0.0 15 0.9947 0.0 0.0 0.0 4 0.9995 0.8901 0.9970 0.9405 333 0.9991 0.9643 0.675 0.7941 40 0.9373 0.9134 0.8056 0.8561 144 0.9654 1.0 0.8780 0.9351 41 0.9976 1.0 1.0 1.0 8 1.0 1.0 0.6667 0.8 24 1.0
0.0077 57.0 4332 0.6967 0.8738 0.8722 0.9206 0.8958 378 0.9712 0.7619 0.5161 0.6154 31 0.9772 0.2174 0.4167 0.2857 12 0.9762 0.0 0.0 0.0 15 0.9952 0.0 0.0 0.0 4 0.9988 0.8925 0.9970 0.9418 333 0.9989 0.9630 0.65 0.7761 40 0.9297 0.9113 0.7847 0.8433 144 0.9634 1.0 0.8780 0.9351 41 0.9966 1.0 1.0 1.0 8 1.0 1.0 0.6667 0.8 24 1.0
0.0056 58.0 4408 0.7232 0.8748 0.8759 0.9153 0.8952 378 0.9676 0.7727 0.5484 0.6415 31 0.9839 0.2174 0.4167 0.2857 12 0.9745 0.0 0.0 0.0 15 0.9949 0.0 0.0 0.0 4 0.9983 0.8877 0.9970 0.9392 333 0.9988 0.9630 0.65 0.7761 40 0.9331 0.9194 0.7917 0.8507 144 0.9579 1.0 0.8780 0.9351 41 0.9974 1.0 1.0 1.0 8 1.0 1.0 0.7083 0.8293 24 1.0
0.0696 59.0 4484 0.7109 0.8806 0.8624 0.9286 0.8943 378 0.9697 0.7727 0.5484 0.6415 31 0.9803 0.2381 0.4167 0.3030 12 0.9770 0.0 0.0 0.0 15 0.9958 0.0 0.0 0.0 4 0.9988 0.8925 0.9970 0.9418 333 0.9994 0.9630 0.65 0.7761 40 0.9251 0.9908 0.75 0.8538 144 0.9585 1.0 0.8780 0.9351 41 0.9961 1.0 1.0 1.0 8 1.0 1.0 1.0 1.0 24 1.0
0.0517 60.0 4560 0.7919 0.8660 0.8655 0.9021 0.8834 378 0.9649 0.7727 0.5484 0.6415 31 0.9798 0.2174 0.4167 0.2857 12 0.9754 0.0 0.0 0.0 15 0.9951 0.0 0.0 0.0 4 0.9971 0.8579 0.9970 0.9222 333 0.9985 0.9630 0.65 0.7761 40 0.9398 0.9811 0.7222 0.832 144 0.9475 1.0 0.8780 0.9351 41 0.9955 1.0 1.0 1.0 8 1.0 1.0 0.9583 0.9787 24 1.0
0.0226 61.0 4636 0.6849 0.8845 0.8763 0.9180 0.8966 378 0.9715 0.7727 0.5484 0.6415 31 0.9828 0.4167 0.4167 0.4167 12 0.9758 0.7143 0.6667 0.6897 15 0.9957 0.0 0.0 0.0 4 0.9990 0.8922 0.9940 0.9403 333 0.9990 0.9630 0.65 0.7761 40 0.9322 0.8992 0.8056 0.8498 144 0.9639 1.0 0.8780 0.9351 41 0.9972 1.0 1.0 1.0 8 1.0 1.0 0.625 0.7692 24 1.0
0.0368 62.0 4712 0.7297 0.8670 0.8642 0.9259 0.8940 378 0.9695 0.7727 0.5484 0.6415 31 0.9771 0.2381 0.4167 0.3030 12 0.9767 0.0 0.0 0.0 15 0.9959 0.0 0.0 0.0 4 0.9978 0.8757 0.9940 0.9311 333 0.9991 0.9630 0.65 0.7761 40 0.9296 0.9204 0.7222 0.8093 144 0.9521 1.0 0.8780 0.9351 41 0.9957 1.0 1.0 1.0 8 1.0 1.0 0.6667 0.8 24 1.0
0.0626 63.0 4788 0.6834 0.8738 0.8875 0.9180 0.9025 378 0.9727 0.7917 0.6129 0.6909 31 0.9871 0.2083 0.4167 0.2778 12 0.9756 0.0 0.0 0.0 15 0.9951 0.0 0.0 0.0 4 1.0 0.8760 0.9970 0.9326 333 0.9989 0.9643 0.675 0.7941 40 0.9456 0.9160 0.7569 0.8289 144 0.9554 1.0 0.8780 0.9351 41 0.9972 1.0 1.0 1.0 8 1.0 1.0 0.7083 0.8293 24 1.0
0.0486 64.0 4864 0.7239 0.8738 0.8682 0.9233 0.8949 378 0.9699 0.7727 0.5484 0.6415 31 0.9829 0.2174 0.4167 0.2857 12 0.9765 0.0 0.0 0.0 15 0.9950 0.0 0.0 0.0 4 0.9990 0.8757 0.9940 0.9311 333 0.9990 0.9630 0.65 0.7761 40 0.9396 0.9813 0.7292 0.8367 144 0.9517 1.0 0.8780 0.9351 41 0.9961 1.0 1.0 1.0 8 1.0 1.0 0.9583 0.9787 24 1.0
0.003 65.0 4940 0.6967 0.8845 0.8769 0.9233 0.8995 378 0.9710 0.75 0.5806 0.6545 31 0.9831 0.2381 0.4167 0.3030 12 0.9766 0.3333 0.1333 0.1905 15 0.9957 0.0 0.0 0.0 4 0.9995 0.8901 0.9970 0.9405 333 0.9987 0.9630 0.65 0.7761 40 0.9502 0.9826 0.7847 0.8726 144 0.9526 1.0 0.8537 0.9211 41 0.9960 1.0 1.0 1.0 8 1.0 1.0 0.9583 0.9787 24 1.0
0.0402 66.0 5016 0.7084 0.8767 0.8747 0.9233 0.8983 378 0.9710 0.7727 0.5484 0.6415 31 0.9845 0.2174 0.4167 0.2857 12 0.9760 0.0 0.0 0.0 15 0.9954 0.0 0.0 0.0 4 0.9990 0.8760 0.9970 0.9326 333 0.9980 0.9630 0.65 0.7761 40 0.9443 0.9817 0.7431 0.8458 144 0.9504 1.0 0.8780 0.9351 41 0.9967 1.0 1.0 1.0 8 1.0 1.0 0.9583 0.9787 24 1.0
0.0136 67.0 5092 0.7091 0.8777 0.8725 0.9233 0.8972 378 0.9697 0.7727 0.5484 0.6415 31 0.9845 0.2941 0.4167 0.3448 12 0.9756 0.0 0.0 0.0 15 0.9950 0.0 0.0 0.0 4 0.9990 0.8925 0.9970 0.9418 333 0.9989 0.9630 0.65 0.7761 40 0.9457 0.8968 0.7847 0.8370 144 0.9569 1.0 0.8780 0.9351 41 0.9966 1.0 1.0 1.0 8 1.0 1.0 0.75 0.8571 24 1.0
0.0765 68.0 5168 0.6995 0.8854 0.8810 0.9206 0.9004 378 0.9703 0.7826 0.5806 0.6667 31 0.9860 0.2083 0.4167 0.2778 12 0.9756 0.0 0.0 0.0 15 0.9951 0.0 0.0 0.0 4 0.9990 0.8925 0.9970 0.9418 333 0.9988 0.9630 0.65 0.7761 40 0.9453 0.9831 0.8056 0.8855 144 0.9565 1.0 0.8780 0.9351 41 0.9973 1.0 1.0 1.0 8 1.0 1.0 0.9583 0.9787 24 1.0
0.0398 69.0 5244 0.7430 0.8806 0.8645 0.9286 0.8954 378 0.9679 0.7391 0.5484 0.6296 31 0.9795 0.2381 0.4167 0.3030 12 0.9772 0.0 0.0 0.0 15 0.9959 0.0 0.0 0.0 4 0.9990 0.8922 0.9940 0.9403 333 0.9990 0.9630 0.65 0.7761 40 0.9392 0.9911 0.7708 0.8672 144 0.9546 1.0 0.8537 0.9211 41 0.9954 1.0 1.0 1.0 8 1.0 1.0 0.9583 0.9787 24 1.0
0.0777 70.0 5320 0.7456 0.8816 0.8782 0.9153 0.8964 378 0.9667 0.7391 0.5484 0.6296 31 0.9814 0.2174 0.4167 0.2857 12 0.9757 0.0 0.0 0.0 15 0.9957 0.0 0.0 0.0 4 0.9985 0.8853 0.9970 0.9379 333 0.9985 0.9630 0.65 0.7761 40 0.9487 0.9829 0.7986 0.8812 144 0.9525 1.0 0.8537 0.9211 41 0.9962 1.0 1.0 1.0 8 1.0 1.0 1.0 1.0 24 1.0
0.0532 71.0 5396 0.7343 0.8757 0.8728 0.9259 0.8986 378 0.9694 0.7391 0.5484 0.6296 31 0.9812 0.2174 0.4167 0.2857 12 0.9762 0.0 0.0 0.0 15 0.9957 0.0 0.0 0.0 4 0.9990 0.8780 0.9940 0.9324 333 0.9983 0.9630 0.65 0.7761 40 0.9474 0.9817 0.7431 0.8458 144 0.9465 1.0 0.8537 0.9211 41 0.9961 1.0 1.0 1.0 8 1.0 1.0 0.9583 0.9787 24 1.0
0.0111 72.0 5472 0.7877 0.8748 0.8685 0.9259 0.8963 378 0.9673 0.7391 0.5484 0.6296 31 0.9788 0.2381 0.4167 0.3030 12 0.9762 0.0 0.0 0.0 15 0.9958 0.0 0.0 0.0 4 0.9968 0.8737 0.9970 0.9313 333 0.9986 0.9630 0.65 0.7761 40 0.9452 0.9906 0.7292 0.84 144 0.9343 1.0 0.8537 0.9211 41 0.9959 1.0 1.0 1.0 8 1.0 1.0 0.9583 0.9787 24 1.0
0.0037 73.0 5548 0.7536 0.8748 0.8722 0.9206 0.8958 378 0.9692 0.7727 0.5484 0.6415 31 0.9823 0.2174 0.4167 0.2857 12 0.9766 0.0 0.0 0.0 15 0.9952 0.0 0.0 0.0 4 0.9985 0.8760 0.9970 0.9326 333 0.9988 0.9630 0.65 0.7761 40 0.9497 0.9725 0.7361 0.8379 144 0.9384 1.0 0.8780 0.9351 41 0.9967 1.0 1.0 1.0 8 1.0 1.0 0.9583 0.9787 24 1.0
0.0097 74.0 5624 0.7384 0.8757 0.8763 0.9180 0.8966 378 0.9683 0.7727 0.5484 0.6415 31 0.9838 0.2174 0.4167 0.2857 12 0.9763 0.0 0.0 0.0 15 0.9953 0.0 0.0 0.0 4 0.9985 0.8737 0.9970 0.9313 333 0.9986 0.9643 0.675 0.7941 40 0.9499 0.9727 0.7431 0.8425 144 0.9446 1.0 0.8780 0.9351 41 0.9967 1.0 1.0 1.0 8 1.0 1.0 0.9583 0.9787 24 1.0
0.0051 75.0 5700 0.7483 0.8748 0.8725 0.9233 0.8972 378 0.9683 0.7391 0.5484 0.6296 31 0.9819 0.2174 0.4167 0.2857 12 0.9772 0.0 0.0 0.0 15 0.9956 0.0 0.0 0.0 4 0.9985 0.8760 0.9970 0.9326 333 0.9987 0.9630 0.65 0.7761 40 0.9486 0.9815 0.7361 0.8413 144 0.9432 1.0 0.8537 0.9211 41 0.9965 1.0 1.0 1.0 8 1.0 1.0 0.9583 0.9787 24 1.0
0.0721 76.0 5776 0.7382 0.8738 0.8722 0.9206 0.8958 378 0.9693 0.7391 0.5484 0.6296 31 0.9829 0.2174 0.4167 0.2857 12 0.9772 0.0 0.0 0.0 15 0.9956 0.0 0.0 0.0 4 0.9988 0.8760 0.9970 0.9326 333 0.9989 0.9630 0.65 0.7761 40 0.9446 0.9725 0.7361 0.8379 144 0.9450 1.0 0.8537 0.9211 41 0.9966 1.0 1.0 1.0 8 1.0 1.0 0.9583 0.9787 24 1.0
0.0283 77.0 5852 0.7529 0.8738 0.8663 0.9259 0.8951 378 0.9693 0.7727 0.5484 0.6415 31 0.9832 0.2174 0.4167 0.2857 12 0.9766 0.0 0.0 0.0 15 0.9958 0.0 0.0 0.0 4 0.9985 0.8760 0.9970 0.9326 333 0.9988 0.9630 0.65 0.7761 40 0.9431 0.9904 0.7153 0.8306 144 0.9383 1.0 0.8780 0.9351 41 0.9967 1.0 1.0 1.0 8 1.0 1.0 0.9583 0.9787 24 1.0
0.0253 78.0 5928 0.7359 0.8816 0.8766 0.9206 0.8981 378 0.9692 0.7391 0.5484 0.6296 31 0.9844 0.2174 0.4167 0.2857 12 0.9759 0.0 0.0 0.0 15 0.9951 0.0 0.0 0.0 4 0.9988 0.8901 0.9970 0.9405 333 0.9989 0.9630 0.65 0.7761 40 0.9453 0.9741 0.7847 0.8692 144 0.9452 1.0 0.8537 0.9211 41 0.9967 1.0 1.0 1.0 8 1.0 1.0 1.0 1.0 24 1.0
0.0599 79.0 6004 0.7554 0.8738 0.8722 0.9206 0.8958 378 0.9684 0.7391 0.5484 0.6296 31 0.9809 0.2174 0.4167 0.2857 12 0.9756 0.0 0.0 0.0 15 0.9953 0.0 0.0 0.0 4 0.9985 0.8760 0.9970 0.9326 333 0.9990 0.9630 0.65 0.7761 40 0.9396 0.9722 0.7292 0.8333 144 0.9391 1.0 0.8537 0.9211 41 0.9963 1.0 1.0 1.0 8 1.0 1.0 1.0 1.0 24 1.0
0.0461 80.0 6080 0.7447 0.8816 0.8766 0.9206 0.8981 378 0.9688 0.7391 0.5484 0.6296 31 0.9841 0.2174 0.4167 0.2857 12 0.9763 0.0 0.0 0.0 15 0.9952 0.0 0.0 0.0 4 0.9990 0.8901 0.9970 0.9405 333 0.9990 0.9630 0.65 0.7761 40 0.9451 0.9741 0.7847 0.8692 144 0.9410 1.0 0.8537 0.9211 41 0.9967 1.0 1.0 1.0 8 1.0 1.0 1.0 1.0 24 1.0
0.0283 81.0 6156 0.7543 0.8748 0.8741 0.9180 0.8955 378 0.9685 0.7727 0.5484 0.6415 31 0.9840 0.2174 0.4167 0.2857 12 0.9760 0.0 0.0 0.0 15 0.9952 0.0 0.0 0.0 4 0.9990 0.8737 0.9970 0.9313 333 0.9989 0.9630 0.65 0.7761 40 0.9480 0.9725 0.7361 0.8379 144 0.9360 1.0 0.8780 0.9351 41 0.9967 1.0 1.0 1.0 8 1.0 1.0 1.0 1.0 24 1.0
0.0066 82.0 6232 0.7540 0.8757 0.8725 0.9233 0.8972 378 0.9686 0.7727 0.5484 0.6415 31 0.9837 0.2174 0.4167 0.2857 12 0.9763 0.0 0.0 0.0 15 0.9955 0.0 0.0 0.0 4 0.9985 0.8760 0.9970 0.9326 333 0.9990 0.9630 0.65 0.7761 40 0.9462 0.9813 0.7292 0.8367 144 0.9354 1.0 0.8780 0.9351 41 0.9967 1.0 1.0 1.0 8 1.0 1.0 1.0 1.0 24 1.0
0.0333 83.0 6308 0.7430 0.8806 0.8744 0.9206 0.8969 378 0.9687 0.7391 0.5484 0.6296 31 0.9857 0.2174 0.4167 0.2857 12 0.9754 0.0 0.0 0.0 15 0.9950 0.0 0.0 0.0 4 0.9995 0.8901 0.9970 0.9405 333 0.9989 0.9630 0.65 0.7761 40 0.9481 0.9739 0.7778 0.8649 144 0.9386 1.0 0.8537 0.9211 41 0.9967 1.0 1.0 1.0 8 1.0 1.0 1.0 1.0 24 1.0
0.0128 84.0 6384 0.7452 0.8738 0.8703 0.9233 0.8960 378 0.9692 0.7391 0.5484 0.6296 31 0.9848 0.2174 0.4167 0.2857 12 0.9761 0.0 0.0 0.0 15 0.9952 0.0 0.0 0.0 4 0.9990 0.8760 0.9970 0.9326 333 0.9990 0.9630 0.65 0.7761 40 0.9478 0.9811 0.7222 0.832 144 0.9373 1.0 0.8537 0.9211 41 0.9966 1.0 1.0 1.0 8 1.0 1.0 1.0 1.0 24 1.0
0.0116 85.0 6460 0.7365 0.8777 0.8703 0.9233 0.8960 378 0.9704 0.7391 0.5484 0.6296 31 0.9845 0.2174 0.4167 0.2857 12 0.9766 0.0 0.0 0.0 15 0.9953 0.0 0.0 0.0 4 0.9990 0.8853 0.9970 0.9379 333 0.9990 0.9630 0.65 0.7761 40 0.9457 0.9818 0.75 0.8504 144 0.9385 1.0 0.8537 0.9211 41 0.9966 1.0 1.0 1.0 8 1.0 1.0 1.0 1.0 24 1.0
0.0154 86.0 6536 0.7383 0.8786 0.8682 0.9233 0.8949 378 0.9704 0.7391 0.5484 0.6296 31 0.9826 0.2174 0.4167 0.2857 12 0.9764 0.0 0.0 0.0 15 0.9956 0.0 0.0 0.0 4 0.9990 0.8901 0.9970 0.9405 333 0.9991 0.9630 0.65 0.7761 40 0.9454 0.9821 0.7639 0.8594 144 0.9384 1.0 0.8537 0.9211 41 0.9964 1.0 1.0 1.0 8 1.0 1.0 0.9583 0.9787 24 1.0
0.0196 87.0 6612 0.7370 0.8796 0.8682 0.9233 0.8949 378 0.9702 0.7391 0.5484 0.6296 31 0.9834 0.2174 0.4167 0.2857 12 0.9764 0.0 0.0 0.0 15 0.9957 0.0 0.0 0.0 4 0.9990 0.8925 0.9970 0.9418 333 0.9991 0.9630 0.65 0.7761 40 0.9466 0.9823 0.7708 0.8638 144 0.9398 1.0 0.8537 0.9211 41 0.9965 1.0 1.0 1.0 8 1.0 1.0 0.9583 0.9787 24 1.0
0.0273 88.0 6688 0.7395 0.8796 0.8682 0.9233 0.8949 378 0.9701 0.7391 0.5484 0.6296 31 0.9829 0.2174 0.4167 0.2857 12 0.9764 0.0 0.0 0.0 15 0.9957 0.0 0.0 0.0 4 0.9990 0.8925 0.9970 0.9418 333 0.9991 0.9630 0.65 0.7761 40 0.9461 0.9823 0.7708 0.8638 144 0.9396 1.0 0.8537 0.9211 41 0.9963 1.0 1.0 1.0 8 1.0 1.0 0.9583 0.9787 24 1.0
0.0745 89.0 6764 0.7383 0.8796 0.8682 0.9233 0.8949 378 0.9700 0.7391 0.5484 0.6296 31 0.9840 0.2174 0.4167 0.2857 12 0.9763 0.0 0.0 0.0 15 0.9956 0.0 0.0 0.0 4 0.9990 0.8925 0.9970 0.9418 333 0.9991 0.9630 0.65 0.7761 40 0.9465 0.9823 0.7708 0.8638 144 0.9407 1.0 0.8537 0.9211 41 0.9965 1.0 1.0 1.0 8 1.0 1.0 0.9583 0.9787 24 1.0
0.0035 90.0 6840 0.7408 0.8796 0.8682 0.9233 0.8949 378 0.9700 0.7391 0.5484 0.6296 31 0.9831 0.2174 0.4167 0.2857 12 0.9762 0.0 0.0 0.0 15 0.9957 0.0 0.0 0.0 4 0.9990 0.8925 0.9970 0.9418 333 0.9991 0.9630 0.65 0.7761 40 0.9457 0.9823 0.7708 0.8638 144 0.9393 1.0 0.8537 0.9211 41 0.9964 1.0 1.0 1.0 8 1.0 1.0 0.9583 0.9787 24 1.0
0.0103 91.0 6916 0.7423 0.8786 0.8682 0.9233 0.8949 378 0.9699 0.7391 0.5484 0.6296 31 0.9839 0.2174 0.4167 0.2857 12 0.9763 0.0 0.0 0.0 15 0.9956 0.0 0.0 0.0 4 0.9990 0.8901 0.9970 0.9405 333 0.9991 0.9630 0.65 0.7761 40 0.9464 0.9821 0.7639 0.8594 144 0.9386 1.0 0.8537 0.9211 41 0.9965 1.0 1.0 1.0 8 1.0 1.0 0.9583 0.9787 24 1.0
0.0072 92.0 6992 0.7467 0.8786 0.8682 0.9233 0.8949 378 0.9696 0.7391 0.5484 0.6296 31 0.9837 0.2174 0.4167 0.2857 12 0.9762 0.0 0.0 0.0 15 0.9955 0.0 0.0 0.0 4 0.9990 0.8901 0.9970 0.9405 333 0.9991 0.9630 0.65 0.7761 40 0.9460 0.9821 0.7639 0.8594 144 0.9382 1.0 0.8537 0.9211 41 0.9963 1.0 1.0 1.0 8 1.0 1.0 0.9583 0.9787 24 1.0
0.0062 93.0 7068 0.7469 0.8796 0.8682 0.9233 0.8949 378 0.9696 0.7391 0.5484 0.6296 31 0.9837 0.2174 0.4167 0.2857 12 0.9762 0.0 0.0 0.0 15 0.9955 0.0 0.0 0.0 4 0.9990 0.8925 0.9970 0.9418 333 0.9991 0.9630 0.65 0.7761 40 0.9458 0.9823 0.7708 0.8638 144 0.9382 1.0 0.8537 0.9211 41 0.9963 1.0 1.0 1.0 8 1.0 1.0 0.9583 0.9787 24 1.0
0.0013 94.0 7144 0.7456 0.8786 0.8682 0.9233 0.8949 378 0.9697 0.7391 0.5484 0.6296 31 0.9837 0.2174 0.4167 0.2857 12 0.9762 0.0 0.0 0.0 15 0.9955 0.0 0.0 0.0 4 0.9990 0.8901 0.9970 0.9405 333 0.9991 0.9630 0.65 0.7761 40 0.9455 0.9821 0.7639 0.8594 144 0.9382 1.0 0.8537 0.9211 41 0.9963 1.0 1.0 1.0 8 1.0 1.0 0.9583 0.9787 24 1.0
0.0501 95.0 7220 0.7442 0.8786 0.8682 0.9233 0.8949 378 0.9699 0.7391 0.5484 0.6296 31 0.9836 0.2174 0.4167 0.2857 12 0.9763 0.0 0.0 0.0 15 0.9955 0.0 0.0 0.0 4 0.9990 0.8901 0.9970 0.9405 333 0.9991 0.9630 0.65 0.7761 40 0.9455 0.9821 0.7639 0.8594 144 0.9382 1.0 0.8537 0.9211 41 0.9964 1.0 1.0 1.0 8 1.0 1.0 0.9583 0.9787 24 1.0
0.005 96.0 7296 0.7438 0.8786 0.8682 0.9233 0.8949 378 0.9700 0.7391 0.5484 0.6296 31 0.9837 0.2174 0.4167 0.2857 12 0.9762 0.0 0.0 0.0 15 0.9956 0.0 0.0 0.0 4 0.9990 0.8901 0.9970 0.9405 333 0.9991 0.9630 0.65 0.7761 40 0.9454 0.9821 0.7639 0.8594 144 0.9383 1.0 0.8537 0.9211 41 0.9964 1.0 1.0 1.0 8 1.0 1.0 0.9583 0.9787 24 1.0
0.0075 97.0 7372 0.7435 0.8786 0.8682 0.9233 0.8949 378 0.9700 0.7391 0.5484 0.6296 31 0.9835 0.2174 0.4167 0.2857 12 0.9763 0.0 0.0 0.0 15 0.9956 0.0 0.0 0.0 4 0.9990 0.8901 0.9970 0.9405 333 0.9991 0.9630 0.65 0.7761 40 0.9453 0.9821 0.7639 0.8594 144 0.9382 1.0 0.8537 0.9211 41 0.9964 1.0 1.0 1.0 8 1.0 1.0 0.9583 0.9787 24 1.0
0.0035 98.0 7448 0.7434 0.8786 0.8682 0.9233 0.8949 378 0.9700 0.7391 0.5484 0.6296 31 0.9836 0.2174 0.4167 0.2857 12 0.9762 0.0 0.0 0.0 15 0.9956 0.0 0.0 0.0 4 0.9990 0.8901 0.9970 0.9405 333 0.9991 0.9630 0.65 0.7761 40 0.9453 0.9821 0.7639 0.8594 144 0.9382 1.0 0.8537 0.9211 41 0.9964 1.0 1.0 1.0 8 1.0 1.0 0.9583 0.9787 24 1.0
0.0014 99.0 7524 0.7435 0.8786 0.8682 0.9233 0.8949 378 0.9700 0.7391 0.5484 0.6296 31 0.9836 0.2174 0.4167 0.2857 12 0.9762 0.0 0.0 0.0 15 0.9956 0.0 0.0 0.0 4 0.9990 0.8901 0.9970 0.9405 333 0.9991 0.9630 0.65 0.7761 40 0.9453 0.9821 0.7639 0.8594 144 0.9382 1.0 0.8537 0.9211 41 0.9964 1.0 1.0 1.0 8 1.0 1.0 0.9583 0.9787 24 1.0
0.0369 100.0 7600 0.7435 0.8786 0.8682 0.9233 0.8949 378 0.9700 0.7391 0.5484 0.6296 31 0.9836 0.2174 0.4167 0.2857 12 0.9762 0.0 0.0 0.0 15 0.9956 0.0 0.0 0.0 4 0.9990 0.8901 0.9970 0.9405 333 0.9991 0.9630 0.65 0.7761 40 0.9453 0.9821 0.7639 0.8594 144 0.9382 1.0 0.8537 0.9211 41 0.9964 1.0 1.0 1.0 8 1.0 1.0 0.9583 0.9787 24 1.0

Framework versions

  • Transformers 4.48.1
  • Pytorch 2.5.1+cu124
  • Datasets 3.2.0
  • Tokenizers 0.21.0
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