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---
library_name: transformers
tags:
- generated_from_trainer
metrics:
- accuracy
model-index:
- name: sal-base
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# 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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