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bolu61
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sal-base

Token Classification
Transformers
Safetensors
roberta
Generated from Trainer
Inference Endpoints
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@@ -16,38 +16,63 @@ should probably proofread and complete it, then remove this comment. -->
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  This model was trained from scratch on an unknown dataset.
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  It achieves the following results on the evaluation set:
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- - Loss: 0.4904
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- - Accuracy: 0.9313
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- - Precision Eol: 0.9398
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- - Precision Msg: 0.8710
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- - Precision Cmd: 0.0
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- - Precision Var: 1.0
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- - Precision Dff: 0.9469
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- - Precision Pgr: 0.65
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  - Precision Stk: 1.0
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- - Precision Itm: 0.9667
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- - Precision Hex: 0.6
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- - Precision Yml: 1.0
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- - Recall Eol: 0.9713
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- - Recall Msg: 0.9643
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- - Recall Cmd: 0.0
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- - Recall Var: 0.75
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- - Recall Dff: 0.9774
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- - Recall Pgr: 0.9286
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- - Recall Stk: 0.7671
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- - Recall Itm: 0.7838
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- - Recall Hex: 1.0
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- - Recall Yml: 1.0
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- - F1 Eol: 0.9553
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- - F1 Msg: 0.9153
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- - F1 Cmd: 0.0
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- - F1 Var: 0.8571
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- - F1 Dff: 0.9619
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- - F1 Pgr: 0.7647
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- - F1 Stk: 0.8682
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- - F1 Itm: 0.8657
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- - F1 Hex: 0.75
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- - F1 Yml: 1.0
 
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  ## Model description
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@@ -66,51 +91,119 @@ More information needed
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  ### Training hyperparameters
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  The following hyperparameters were used during training:
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- - learning_rate: 5e-06
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- - train_batch_size: 1
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- - eval_batch_size: 8
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  - seed: 45242
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  - optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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  - lr_scheduler_type: cosine
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  - lr_scheduler_warmup_ratio: 0.1
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- - num_epochs: 32.0
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  ### Training results
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- | Training Loss | Epoch | Step | Validation Loss | Accuracy | Precision Eol | Precision Msg | Precision Cmd | Precision Var | Precision Dff | Precision Pgr | Precision Stk | Precision Itm | Precision Hex | Precision Yml | Recall Eol | Recall Msg | Recall Cmd | Recall Var | Recall Dff | Recall Pgr | Recall Stk | Recall Itm | Recall Hex | Recall Yml | F1 Eol | F1 Msg | F1 Cmd | F1 Var | F1 Dff | F1 Pgr | F1 Stk | F1 Itm | F1 Hex | F1 Yml |
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- |:-------------:|:-----:|:-----:|:---------------:|:--------:|:-------------:|:-------------:|:-------------:|:-------------:|:-------------:|:-------------:|:-------------:|:-------------:|:-------------:|:-------------:|:----------:|:----------:|:----------:|:----------:|:----------:|:----------:|:----------:|:----------:|:----------:|:----------:|:------:|:------:|:------:|:------:|:------:|:------:|:------:|:------:|:------:|:------:|
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- | 1.3346 | 1.0 | 807 | 1.1337 | 0.6295 | 0.4384 | 0.0 | 0.0 | 0.0 | 0.9043 | 0.0 | 0.7 | 0.0 | 0.0 | 0.0 | 0.8517 | 0.0 | 0.0 | 0.0 | 0.8226 | 0.0 | 0.0959 | 0.0 | 0.0 | 0.0 | 0.5789 | 0.0 | 0.0 | 0.0 | 0.8615 | 0.0 | 0.1687 | 0.0 | 0.0 | 0.0 |
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- | 1.1568 | 2.0 | 1614 | 0.6844 | 0.7868 | 0.6988 | 0.8571 | 0.0 | 0.0 | 0.9900 | 0.8 | 0.4766 | 0.8333 | 0.0 | 0.0 | 0.8325 | 0.2143 | 0.0 | 0.0 | 0.9548 | 0.5714 | 0.8356 | 0.1351 | 0.0 | 0.0 | 0.7598 | 0.3429 | 0.0 | 0.0 | 0.9721 | 0.6667 | 0.6070 | 0.2326 | 0.0 | 0.0 |
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- | 0.7174 | 3.0 | 2421 | 0.6051 | 0.8498 | 0.7316 | 0.9091 | 0.0 | 0.0 | 0.9966 | 0.56 | 0.7846 | 0.8387 | 0.0 | 0.0 | 0.9522 | 0.3571 | 0.0 | 0.0 | 0.9484 | 1.0 | 0.6986 | 0.7027 | 0.0 | 0.0 | 0.8274 | 0.5128 | 0.0 | 0.0 | 0.9719 | 0.7179 | 0.7391 | 0.7647 | 0.0 | 0.0 |
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- | 0.7051 | 4.0 | 3228 | 0.4208 | 0.9013 | 0.8417 | 0.8235 | 0.0 | 0.0 | 0.9870 | 0.5417 | 0.9 | 1.0 | 0.0 | 0.8889 | 0.9665 | 0.5 | 0.0 | 0.0 | 0.9806 | 0.9286 | 0.8630 | 0.7027 | 0.0 | 1.0 | 0.8998 | 0.6222 | 0.0 | 0.0 | 0.9838 | 0.6842 | 0.8811 | 0.8254 | 0.0 | 0.9412 |
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- | 0.5254 | 5.0 | 4035 | 0.3691 | 0.9142 | 0.8826 | 0.7 | 0.0 | 0.0 | 0.9902 | 0.5417 | 0.9103 | 1.0 | 0.0 | 1.0 | 0.9713 | 0.5 | 0.0 | 0.0 | 0.9806 | 0.9286 | 0.9726 | 0.7027 | 0.0 | 1.0 | 0.9248 | 0.5833 | 0.0 | 0.0 | 0.9854 | 0.6842 | 0.9404 | 0.8254 | 0.0 | 1.0 |
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- | 0.2888 | 6.0 | 4842 | 0.3166 | 0.9256 | 0.9615 | 0.7407 | 0.0 | 0.0 | 0.9902 | 0.56 | 0.8295 | 0.9655 | 0.0 | 0.8889 | 0.9569 | 0.7143 | 0.0 | 0.0 | 0.9806 | 1.0 | 1.0 | 0.7568 | 0.0 | 1.0 | 0.9592 | 0.7273 | 0.0 | 0.0 | 0.9854 | 0.7179 | 0.9068 | 0.8485 | 0.0 | 0.9412 |
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- | 0.1577 | 7.0 | 5649 | 0.3385 | 0.9299 | 0.9309 | 0.7857 | 0.0 | 0.0 | 0.9870 | 0.5652 | 0.9125 | 0.9655 | 0.0 | 1.0 | 0.9665 | 0.7857 | 0.0 | 0.0 | 0.9806 | 0.9286 | 1.0 | 0.7568 | 0.0 | 1.0 | 0.9484 | 0.7857 | 0.0 | 0.0 | 0.9838 | 0.7027 | 0.9542 | 0.8485 | 0.0 | 1.0 |
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- | 0.2253 | 8.0 | 6456 | 0.3227 | 0.9356 | 0.9528 | 0.8438 | 0.0 | 0.0 | 0.9967 | 0.56 | 0.8588 | 1.0 | 0.0 | 1.0 | 0.9665 | 0.9643 | 0.0 | 0.0 | 0.9774 | 1.0 | 1.0 | 0.7297 | 0.0 | 1.0 | 0.9596 | 0.9 | 0.0 | 0.0 | 0.9870 | 0.7179 | 0.9241 | 0.8438 | 0.0 | 1.0 |
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- | 0.2967 | 9.0 | 7263 | 0.2755 | 0.9456 | 0.9484 | 0.8710 | 0.0 | 0.0 | 0.9934 | 0.5909 | 0.9241 | 1.0 | 0.5 | 1.0 | 0.9665 | 0.9643 | 0.0 | 0.0 | 0.9774 | 0.9286 | 1.0 | 0.7838 | 0.6667 | 1.0 | 0.9573 | 0.9153 | 0.0 | 0.0 | 0.9854 | 0.7222 | 0.9605 | 0.8788 | 0.5714 | 1.0 |
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- | 0.0673 | 10.0 | 8070 | 0.2925 | 0.9485 | 0.9528 | 0.8710 | 0.0 | 0.0 | 0.9838 | 0.56 | 1.0 | 1.0 | 0.6 | 1.0 | 0.9665 | 0.9643 | 0.0 | 0.0 | 0.9806 | 1.0 | 0.9863 | 0.7297 | 1.0 | 1.0 | 0.9596 | 0.9153 | 0.0 | 0.0 | 0.9822 | 0.7179 | 0.9931 | 0.8438 | 0.75 | 1.0 |
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- | 0.2369 | 11.0 | 8877 | 0.3057 | 0.9514 | 0.9533 | 0.9 | 0.0 | 0.0 | 0.9870 | 0.5417 | 1.0 | 1.0 | 0.6 | 1.0 | 0.9761 | 0.9643 | 0.0 | 0.0 | 0.9806 | 0.9286 | 0.9863 | 0.7568 | 1.0 | 1.0 | 0.9645 | 0.9310 | 0.0 | 0.0 | 0.9838 | 0.6842 | 0.9931 | 0.8615 | 0.75 | 1.0 |
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- | 0.1307 | 12.0 | 9684 | 0.3090 | 0.9499 | 0.9531 | 0.8710 | 0.0 | 0.0 | 0.9870 | 0.5417 | 1.0 | 1.0 | 0.6 | 1.0 | 0.9713 | 0.9643 | 0.0 | 0.0 | 0.9774 | 0.9286 | 1.0 | 0.7568 | 1.0 | 1.0 | 0.9621 | 0.9153 | 0.0 | 0.0 | 0.9822 | 0.6842 | 1.0 | 0.8615 | 0.75 | 1.0 |
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- | 0.0639 | 13.0 | 10491 | 0.2790 | 0.9642 | 0.9758 | 0.875 | 0.0 | 1.0 | 0.9935 | 0.6190 | 1.0 | 1.0 | 0.6 | 1.0 | 0.9665 | 1.0 | 0.0 | 0.75 | 0.9935 | 0.9286 | 1.0 | 0.8108 | 1.0 | 1.0 | 0.9712 | 0.9333 | 0.0 | 0.8571 | 0.9935 | 0.7429 | 1.0 | 0.8955 | 0.75 | 1.0 |
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- | 0.1262 | 14.0 | 11298 | 0.3562 | 0.9342 | 0.9486 | 0.9 | 0.0 | 1.0 | 0.9441 | 0.6190 | 1.0 | 1.0 | 0.6 | 1.0 | 0.9713 | 0.9643 | 0.0 | 0.75 | 0.9806 | 0.9286 | 0.7671 | 0.8108 | 1.0 | 1.0 | 0.9598 | 0.9310 | 0.0 | 0.8571 | 0.9620 | 0.7429 | 0.8682 | 0.8955 | 0.75 | 1.0 |
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- | 0.0169 | 15.0 | 12105 | 0.3680 | 0.9557 | 0.9442 | 0.8710 | 0.0 | 1.0 | 0.9967 | 0.6190 | 1.0 | 1.0 | 0.6 | 1.0 | 0.9713 | 0.9643 | 0.0 | 0.75 | 0.9774 | 0.9286 | 1.0 | 0.7838 | 1.0 | 1.0 | 0.9575 | 0.9153 | 0.0 | 0.8571 | 0.9870 | 0.7429 | 1.0 | 0.8788 | 0.75 | 1.0 |
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- | 0.1178 | 16.0 | 12912 | 0.3159 | 0.9571 | 0.9531 | 0.8710 | 0.0 | 1.0 | 0.9967 | 0.5909 | 1.0 | 1.0 | 0.6 | 1.0 | 0.9713 | 0.9643 | 0.0 | 0.75 | 0.9839 | 0.9286 | 1.0 | 0.7568 | 1.0 | 1.0 | 0.9621 | 0.9153 | 0.0 | 0.8571 | 0.9903 | 0.7222 | 1.0 | 0.8615 | 0.75 | 1.0 |
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- | 0.1505 | 17.0 | 13719 | 0.3400 | 0.9571 | 0.9486 | 0.8710 | 0.0 | 1.0 | 0.9967 | 0.6364 | 1.0 | 1.0 | 0.6 | 1.0 | 0.9713 | 0.9643 | 0.0 | 0.75 | 0.9774 | 1.0 | 1.0 | 0.7838 | 1.0 | 1.0 | 0.9598 | 0.9153 | 0.0 | 0.8571 | 0.9870 | 0.7778 | 1.0 | 0.8788 | 0.75 | 1.0 |
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- | 0.0759 | 18.0 | 14526 | 0.4036 | 0.9385 | 0.9621 | 0.8710 | 0.0 | 1.0 | 0.9474 | 0.6364 | 1.0 | 1.0 | 0.6 | 1.0 | 0.9713 | 0.9643 | 0.0 | 0.75 | 0.9871 | 1.0 | 0.7671 | 0.8108 | 1.0 | 1.0 | 0.9667 | 0.9153 | 0.0 | 0.8571 | 0.9668 | 0.7778 | 0.8682 | 0.8955 | 0.75 | 1.0 |
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- | 0.023 | 19.0 | 15333 | 0.4086 | 0.9542 | 0.9398 | 0.8710 | 0.0 | 1.0 | 0.9967 | 0.65 | 1.0 | 0.9667 | 0.6 | 1.0 | 0.9713 | 0.9643 | 0.0 | 0.75 | 0.9774 | 0.9286 | 0.9863 | 0.7838 | 1.0 | 1.0 | 0.9553 | 0.9153 | 0.0 | 0.8571 | 0.9870 | 0.7647 | 0.9931 | 0.8657 | 0.75 | 1.0 |
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- | 0.0844 | 20.0 | 16140 | 0.4447 | 0.9342 | 0.9486 | 0.8710 | 0.0 | 1.0 | 0.9470 | 0.6364 | 1.0 | 1.0 | 0.6 | 1.0 | 0.9713 | 0.9643 | 0.0 | 0.75 | 0.9806 | 1.0 | 0.7671 | 0.7838 | 1.0 | 1.0 | 0.9598 | 0.9153 | 0.0 | 0.8571 | 0.9635 | 0.7778 | 0.8682 | 0.8788 | 0.75 | 1.0 |
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- | 0.1371 | 21.0 | 16947 | 0.4818 | 0.9299 | 0.9401 | 0.9 | 0.0 | 1.0 | 0.9410 | 0.65 | 1.0 | 0.9667 | 0.6 | 1.0 | 0.9761 | 0.9643 | 0.0 | 0.25 | 0.9774 | 0.9286 | 0.7671 | 0.7838 | 1.0 | 1.0 | 0.9577 | 0.9310 | 0.0 | 0.4 | 0.9589 | 0.7647 | 0.8682 | 0.8657 | 0.75 | 1.0 |
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- | 0.0311 | 22.0 | 17754 | 0.4369 | 0.9356 | 0.9531 | 0.8710 | 0.0 | 1.0 | 0.9472 | 0.6667 | 1.0 | 0.9667 | 0.6 | 1.0 | 0.9713 | 0.9643 | 0.0 | 0.75 | 0.9839 | 1.0 | 0.7671 | 0.7838 | 1.0 | 1.0 | 0.9621 | 0.9153 | 0.0 | 0.8571 | 0.9652 | 0.8 | 0.8682 | 0.8657 | 0.75 | 1.0 |
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- | 0.0343 | 23.0 | 18561 | 0.4735 | 0.9342 | 0.9486 | 0.875 | 0.0 | 1.0 | 0.9469 | 0.6667 | 1.0 | 0.9667 | 0.6 | 1.0 | 0.9713 | 1.0 | 0.0 | 0.75 | 0.9774 | 1.0 | 0.7671 | 0.7838 | 1.0 | 1.0 | 0.9598 | 0.9333 | 0.0 | 0.8571 | 0.9619 | 0.8 | 0.8682 | 0.8657 | 0.75 | 1.0 |
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- | 0.0752 | 24.0 | 19368 | 0.4295 | 0.9356 | 0.9531 | 0.875 | 0.0 | 1.0 | 0.9470 | 0.6667 | 1.0 | 0.9667 | 0.6 | 1.0 | 0.9713 | 1.0 | 0.0 | 0.75 | 0.9806 | 1.0 | 0.7671 | 0.7838 | 1.0 | 1.0 | 0.9621 | 0.9333 | 0.0 | 0.8571 | 0.9635 | 0.8 | 0.8682 | 0.8657 | 0.75 | 1.0 |
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- | 0.0074 | 25.0 | 20175 | 0.4687 | 0.9313 | 0.9398 | 0.8710 | 0.0 | 1.0 | 0.9469 | 0.65 | 1.0 | 0.9667 | 0.6 | 1.0 | 0.9713 | 0.9643 | 0.0 | 0.75 | 0.9774 | 0.9286 | 0.7671 | 0.7838 | 1.0 | 1.0 | 0.9553 | 0.9153 | 0.0 | 0.8571 | 0.9619 | 0.7647 | 0.8682 | 0.8657 | 0.75 | 1.0 |
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- | 0.0053 | 26.0 | 20982 | 0.4892 | 0.9328 | 0.9442 | 0.8710 | 0.0 | 1.0 | 0.9470 | 0.65 | 1.0 | 0.9667 | 0.6 | 1.0 | 0.9713 | 0.9643 | 0.0 | 0.75 | 0.9806 | 0.9286 | 0.7671 | 0.7838 | 1.0 | 1.0 | 0.9575 | 0.9153 | 0.0 | 0.8571 | 0.9635 | 0.7647 | 0.8682 | 0.8657 | 0.75 | 1.0 |
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- | 0.0211 | 27.0 | 21789 | 0.4765 | 0.9328 | 0.9442 | 0.8710 | 0.0 | 1.0 | 0.9470 | 0.65 | 1.0 | 0.9667 | 0.6 | 1.0 | 0.9713 | 0.9643 | 0.0 | 0.75 | 0.9806 | 0.9286 | 0.7671 | 0.7838 | 1.0 | 1.0 | 0.9575 | 0.9153 | 0.0 | 0.8571 | 0.9635 | 0.7647 | 0.8682 | 0.8657 | 0.75 | 1.0 |
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- | 0.0671 | 28.0 | 22596 | 0.4978 | 0.9328 | 0.9442 | 0.8710 | 0.0 | 1.0 | 0.9470 | 0.65 | 1.0 | 0.9667 | 0.6 | 1.0 | 0.9713 | 0.9643 | 0.0 | 0.75 | 0.9806 | 0.9286 | 0.7671 | 0.7838 | 1.0 | 1.0 | 0.9575 | 0.9153 | 0.0 | 0.8571 | 0.9635 | 0.7647 | 0.8682 | 0.8657 | 0.75 | 1.0 |
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- | 0.0065 | 29.0 | 23403 | 0.4934 | 0.9328 | 0.9442 | 0.8710 | 0.0 | 1.0 | 0.9470 | 0.65 | 1.0 | 0.9667 | 0.6 | 1.0 | 0.9713 | 0.9643 | 0.0 | 0.75 | 0.9806 | 0.9286 | 0.7671 | 0.7838 | 1.0 | 1.0 | 0.9575 | 0.9153 | 0.0 | 0.8571 | 0.9635 | 0.7647 | 0.8682 | 0.8657 | 0.75 | 1.0 |
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- | 0.0003 | 30.0 | 24210 | 0.4905 | 0.9328 | 0.9442 | 0.8710 | 0.0 | 1.0 | 0.9470 | 0.65 | 1.0 | 0.9667 | 0.6 | 1.0 | 0.9713 | 0.9643 | 0.0 | 0.75 | 0.9806 | 0.9286 | 0.7671 | 0.7838 | 1.0 | 1.0 | 0.9575 | 0.9153 | 0.0 | 0.8571 | 0.9635 | 0.7647 | 0.8682 | 0.8657 | 0.75 | 1.0 |
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- | 0.0095 | 31.0 | 25017 | 0.4895 | 0.9313 | 0.9398 | 0.8710 | 0.0 | 1.0 | 0.9469 | 0.65 | 1.0 | 0.9667 | 0.6 | 1.0 | 0.9713 | 0.9643 | 0.0 | 0.75 | 0.9774 | 0.9286 | 0.7671 | 0.7838 | 1.0 | 1.0 | 0.9553 | 0.9153 | 0.0 | 0.8571 | 0.9619 | 0.7647 | 0.8682 | 0.8657 | 0.75 | 1.0 |
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- | 0.0665 | 32.0 | 25824 | 0.4904 | 0.9313 | 0.9398 | 0.8710 | 0.0 | 1.0 | 0.9469 | 0.65 | 1.0 | 0.9667 | 0.6 | 1.0 | 0.9713 | 0.9643 | 0.0 | 0.75 | 0.9774 | 0.9286 | 0.7671 | 0.7838 | 1.0 | 1.0 | 0.9553 | 0.9153 | 0.0 | 0.8571 | 0.9619 | 0.7647 | 0.8682 | 0.8657 | 0.75 | 1.0 |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ### Framework versions
 
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17
  This model was trained from scratch on an unknown dataset.
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  It achieves the following results on the evaluation set:
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+ - Loss: nan
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+ - Accuracy: 0.8592
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+ - Precision Eol: 0.8345
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+ - Recall Eol: 0.9206
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+ - F1 Eol: 0.8755
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+ - Support Eol: 378
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+ - Roc Auc Eol: 0.9697
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+ - Precision Msg: 0.85
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+ - Recall Msg: 0.5484
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+ - F1 Msg: 0.6667
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+ - Support Msg: 31
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+ - Roc Auc Msg: 0.9840
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+ - Precision Cmd: 0.8333
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+ - Recall Cmd: 0.4167
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+ - F1 Cmd: 0.5556
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+ - Support Cmd: 12
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+ - Roc Auc Cmd: 0.9784
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+ - Precision Var: nan
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+ - Recall Var: 0.0
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+ - F1 Var: 0.0
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+ - Support Var: 15
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+ - Roc Auc Var: 0.9948
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+ - Precision Dff: nan
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+ - Recall Dff: 0.0
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+ - F1 Dff: 0.0
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+ - Support Dff: 4
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+ - Roc Auc Dff: 0.9932
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+ - Precision Pgr: 0.8582
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+ - Recall Pgr: 1.0
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+ - F1 Pgr: 0.9237
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+ - Support Pgr: 333
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+ - Roc Auc Pgr: 0.9999
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  - Precision Stk: 1.0
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+ - Recall Stk: 0.525
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+ - F1 Stk: 0.6885
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+ - Support Stk: 40
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+ - Roc Auc Stk: 0.9502
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+ - Precision Itm: 0.8636
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+ - Recall Itm: 0.6597
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+ - F1 Itm: 0.7480
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+ - Support Itm: 144
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+ - Roc Auc Itm: 0.9748
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+ - Precision Yml: 0.9474
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+ - Recall Yml: 0.8780
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+ - F1 Yml: 0.9114
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+ - Support Yml: 41
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+ - Roc Auc Yml: 0.9974
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+ - Precision Obj: 1.0
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+ - Recall Obj: 0.75
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+ - F1 Obj: 0.8571
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+ - Support Obj: 8
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+ - Roc Auc Obj: 0.9998
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+ - Precision Tre: 1.0
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+ - Recall Tre: 1.0
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+ - F1 Tre: 1.0
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+ - Support Tre: 24
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+ - Roc Auc Tre: 1.0
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  ## Model description
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91
  ### Training hyperparameters
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93
  The following hyperparameters were used during training:
94
+ - learning_rate: 1e-06
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+ - train_batch_size: 10
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+ - eval_batch_size: 1
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  - seed: 45242
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  - optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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  - lr_scheduler_type: cosine
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  - lr_scheduler_warmup_ratio: 0.1
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+ - num_epochs: 100.0
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  ### Training results
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+ | 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 |
106
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107
+ | No log | 1.0 | 76 | nan | 0.0223 | nan | 0.0 | 0.0 | 378 | 0.4703 | 0.0550 | 0.5806 | 0.1006 | 31 | 0.6749 | 0.0080 | 0.1667 | 0.0153 | 12 | 0.4212 | nan | 0.0 | 0.0 | 15 | 0.4038 | nan | 0.0 | 0.0 | 4 | 0.8977 | nan | 0.0 | 0.0 | 333 | 0.4282 | nan | 0.0 | 0.0 | 40 | 0.4351 | 0.1667 | 0.0139 | 0.0256 | 144 | 0.5448 | 0.5 | 0.0244 | 0.0465 | 41 | 0.7694 | 0.0 | 0.0 | 0.0 | 8 | 0.1694 | 0.0 | 0.0 | 0.0 | 24 | 0.7236 |
108
+ | 2.6308 | 2.0 | 152 | nan | 0.0194 | nan | 0.0 | 0.0 | 378 | 0.4722 | 0.0479 | 0.4839 | 0.0872 | 31 | 0.7072 | 0.0074 | 0.1667 | 0.0142 | 12 | 0.4545 | nan | 0.0 | 0.0 | 15 | 0.4050 | nan | 0.0 | 0.0 | 4 | 0.8891 | 0.0 | 0.0 | 0.0 | 333 | 0.6469 | nan | 0.0 | 0.0 | 40 | 0.4542 | 0.1333 | 0.0139 | 0.0252 | 144 | 0.5716 | 0.5 | 0.0244 | 0.0465 | 41 | 0.7747 | 0.0 | 0.0 | 0.0 | 8 | 0.1704 | 0.0 | 0.0 | 0.0 | 24 | 0.7464 |
109
+ | 2.5228 | 3.0 | 228 | nan | 0.0602 | nan | 0.0 | 0.0 | 378 | 0.4904 | 0.0448 | 0.3871 | 0.0803 | 31 | 0.7530 | 0.0068 | 0.1667 | 0.0131 | 12 | 0.5374 | nan | 0.0 | 0.0 | 15 | 0.4147 | nan | 0.0 | 0.0 | 4 | 0.8614 | 0.4388 | 0.1291 | 0.1995 | 333 | 0.8265 | nan | 0.0 | 0.0 | 40 | 0.4900 | 0.1212 | 0.0278 | 0.0452 | 144 | 0.6306 | 0.25 | 0.0244 | 0.0444 | 41 | 0.7796 | 0.0 | 0.0 | 0.0 | 8 | 0.1842 | 0.0 | 0.0 | 0.0 | 24 | 0.7657 |
110
+ | 2.2917 | 4.0 | 304 | nan | 0.3942 | 0.5282 | 0.1984 | 0.2885 | 378 | 0.4975 | 0.0723 | 0.1935 | 0.1053 | 31 | 0.8190 | 0.0240 | 0.3333 | 0.0447 | 12 | 0.7060 | nan | 0.0 | 0.0 | 15 | 0.4764 | nan | 0.0 | 0.0 | 4 | 0.8350 | 0.5706 | 0.9219 | 0.7049 | 333 | 0.9035 | nan | 0.0 | 0.0 | 40 | 0.5222 | 0.3143 | 0.0764 | 0.1229 | 144 | 0.7328 | 0.6 | 0.0732 | 0.1304 | 41 | 0.8042 | 0.0 | 0.0 | 0.0 | 8 | 0.3251 | 0.0 | 0.0 | 0.0 | 24 | 0.7837 |
111
+ | 2.2917 | 5.0 | 380 | nan | 0.4825 | 0.4513 | 0.4656 | 0.4583 | 378 | 0.5497 | 0.2857 | 0.0645 | 0.1053 | 31 | 0.8599 | 0.0606 | 0.1667 | 0.0889 | 12 | 0.8401 | nan | 0.0 | 0.0 | 15 | 0.6240 | nan | 0.0 | 0.0 | 4 | 0.8002 | 0.5522 | 0.9219 | 0.6907 | 333 | 0.9363 | nan | 0.0 | 0.0 | 40 | 0.6183 | 0.2903 | 0.0625 | 0.1029 | 144 | 0.8253 | 1.0 | 0.0244 | 0.0476 | 41 | 0.8903 | 0.0 | 0.0 | 0.0 | 8 | 0.6718 | 0.0 | 0.0 | 0.0 | 24 | 0.7977 |
112
+ | 1.9819 | 6.0 | 456 | nan | 0.5485 | 0.4508 | 0.7037 | 0.5496 | 378 | 0.6867 | 0.0 | 0.0 | 0.0 | 31 | 0.8716 | nan | 0.0 | 0.0 | 12 | 0.8937 | nan | 0.0 | 0.0 | 15 | 0.7860 | nan | 0.0 | 0.0 | 4 | 0.6606 | 0.6941 | 0.8859 | 0.7784 | 333 | 0.9516 | nan | 0.0 | 0.0 | 40 | 0.6467 | 0.4 | 0.0278 | 0.0519 | 144 | 0.8693 | nan | 0.0 | 0.0 | 41 | 0.9336 | 0.0 | 0.0 | 0.0 | 8 | 0.8217 | nan | 0.0 | 0.0 | 24 | 0.8163 |
113
+ | 1.6154 | 7.0 | 532 | nan | 0.5990 | 0.4855 | 0.8439 | 0.6164 | 378 | 0.7702 | 0.0 | 0.0 | 0.0 | 31 | 0.8752 | nan | 0.0 | 0.0 | 12 | 0.9219 | nan | 0.0 | 0.0 | 15 | 0.8329 | nan | 0.0 | 0.0 | 4 | 0.6162 | 0.8199 | 0.8889 | 0.8530 | 333 | 0.9645 | nan | 0.0 | 0.0 | 40 | 0.7122 | 0.25 | 0.0139 | 0.0263 | 144 | 0.8990 | nan | 0.0 | 0.0 | 41 | 0.9511 | 0.0 | 0.0 | 0.0 | 8 | 0.8899 | nan | 0.0 | 0.0 | 24 | 0.8421 |
114
+ | 1.3427 | 8.0 | 608 | nan | 0.6107 | 0.4913 | 0.8915 | 0.6335 | 378 | 0.8237 | 0.0 | 0.0 | 0.0 | 31 | 0.8787 | nan | 0.0 | 0.0 | 12 | 0.9349 | nan | 0.0 | 0.0 | 15 | 0.8240 | nan | 0.0 | 0.0 | 4 | 0.6240 | 0.8903 | 0.8288 | 0.8585 | 333 | 0.9763 | nan | 0.0 | 0.0 | 40 | 0.7648 | 0.5 | 0.1111 | 0.1818 | 144 | 0.9253 | nan | 0.0 | 0.0 | 41 | 0.9700 | 0.0 | 0.0 | 0.0 | 8 | 0.9179 | nan | 0.0 | 0.0 | 24 | 0.9074 |
115
+ | 1.3427 | 9.0 | 684 | nan | 0.6369 | 0.5130 | 0.8862 | 0.6499 | 378 | 0.8599 | nan | 0.0 | 0.0 | 31 | 0.8868 | nan | 0.0 | 0.0 | 12 | 0.9370 | nan | 0.0 | 0.0 | 15 | 0.8027 | nan | 0.0 | 0.0 | 4 | 0.6360 | 0.8954 | 0.8739 | 0.8845 | 333 | 0.9822 | nan | 0.0 | 0.0 | 40 | 0.8273 | 0.5769 | 0.2083 | 0.3061 | 144 | 0.9387 | nan | 0.0 | 0.0 | 41 | 0.9834 | nan | 0.0 | 0.0 | 8 | 0.9348 | nan | 0.0 | 0.0 | 24 | 0.9543 |
116
+ | 1.1896 | 10.0 | 760 | nan | 0.7146 | 0.5989 | 0.8889 | 0.7157 | 378 | 0.8837 | nan | 0.0 | 0.0 | 31 | 0.8961 | nan | 0.0 | 0.0 | 12 | 0.9443 | nan | 0.0 | 0.0 | 15 | 0.8178 | nan | 0.0 | 0.0 | 4 | 0.6615 | 0.9026 | 0.9459 | 0.9238 | 333 | 0.9873 | nan | 0.0 | 0.0 | 40 | 0.8672 | 0.7083 | 0.5903 | 0.6439 | 144 | 0.9459 | nan | 0.0 | 0.0 | 41 | 0.9878 | nan | 0.0 | 0.0 | 8 | 0.9508 | nan | 0.0 | 0.0 | 24 | 0.9920 |
117
+ | 1.0618 | 11.0 | 836 | nan | 0.7388 | 0.6347 | 0.8915 | 0.7415 | 378 | 0.9008 | nan | 0.0 | 0.0 | 31 | 0.8986 | nan | 0.0 | 0.0 | 12 | 0.9465 | nan | 0.0 | 0.0 | 15 | 0.8242 | nan | 0.0 | 0.0 | 4 | 0.6837 | 0.9040 | 0.9610 | 0.9316 | 333 | 0.9892 | nan | 0.0 | 0.0 | 40 | 0.8844 | 0.7172 | 0.7222 | 0.7197 | 144 | 0.9499 | nan | 0.0 | 0.0 | 41 | 0.9888 | nan | 0.0 | 0.0 | 8 | 0.9606 | nan | 0.0 | 0.0 | 24 | 0.9978 |
118
+ | 0.9496 | 12.0 | 912 | nan | 0.7612 | 0.6601 | 0.8889 | 0.7576 | 378 | 0.9237 | nan | 0.0 | 0.0 | 31 | 0.9025 | nan | 0.0 | 0.0 | 12 | 0.9459 | nan | 0.0 | 0.0 | 15 | 0.8281 | nan | 0.0 | 0.0 | 4 | 0.6930 | 0.9022 | 0.9970 | 0.9472 | 333 | 0.9934 | 1.0 | 0.175 | 0.2979 | 40 | 0.8973 | 0.7466 | 0.7569 | 0.7517 | 144 | 0.9525 | nan | 0.0 | 0.0 | 41 | 0.9912 | nan | 0.0 | 0.0 | 8 | 0.9731 | nan | 0.0 | 0.0 | 24 | 0.9987 |
119
+ | 0.9496 | 13.0 | 988 | nan | 0.7718 | 0.6850 | 0.8915 | 0.7747 | 378 | 0.9453 | nan | 0.0 | 0.0 | 31 | 0.9078 | nan | 0.0 | 0.0 | 12 | 0.9465 | nan | 0.0 | 0.0 | 15 | 0.8190 | nan | 0.0 | 0.0 | 4 | 0.7400 | 0.9074 | 1.0 | 0.9514 | 333 | 0.9969 | 1.0 | 0.25 | 0.4 | 40 | 0.9161 | 0.7143 | 0.7986 | 0.7541 | 144 | 0.9552 | nan | 0.0 | 0.0 | 41 | 0.9912 | nan | 0.0 | 0.0 | 8 | 0.9743 | nan | 0.0 | 0.0 | 24 | 0.9989 |
120
+ | 0.9001 | 14.0 | 1064 | nan | 0.8 | 0.7067 | 0.9180 | 0.7986 | 378 | 0.9516 | nan | 0.0 | 0.0 | 31 | 0.9125 | nan | 0.0 | 0.0 | 12 | 0.9476 | nan | 0.0 | 0.0 | 15 | 0.8276 | nan | 0.0 | 0.0 | 4 | 0.7654 | 0.9352 | 0.9970 | 0.9651 | 333 | 0.9982 | 1.0 | 0.3 | 0.4615 | 40 | 0.9314 | 0.7483 | 0.7847 | 0.7661 | 144 | 0.9562 | 0.9286 | 0.3171 | 0.4727 | 41 | 0.9923 | nan | 0.0 | 0.0 | 8 | 0.9807 | 1.0 | 0.2917 | 0.4516 | 24 | 0.9990 |
121
+ | 0.7674 | 15.0 | 1140 | nan | 0.8078 | 0.7208 | 0.9153 | 0.8065 | 378 | 0.9532 | nan | 0.0 | 0.0 | 31 | 0.9164 | nan | 0.0 | 0.0 | 12 | 0.9530 | nan | 0.0 | 0.0 | 15 | 0.8306 | nan | 0.0 | 0.0 | 4 | 0.7904 | 0.9302 | 1.0 | 0.9638 | 333 | 0.9984 | 1.0 | 0.35 | 0.5185 | 40 | 0.9376 | 0.7532 | 0.8056 | 0.7785 | 144 | 0.9597 | 0.9412 | 0.3902 | 0.5517 | 41 | 0.9935 | nan | 0.0 | 0.0 | 8 | 0.9894 | 1.0 | 0.2917 | 0.4516 | 24 | 0.9990 |
122
+ | 0.7324 | 16.0 | 1216 | nan | 0.8233 | 0.7544 | 0.9021 | 0.8217 | 378 | 0.9537 | nan | 0.0 | 0.0 | 31 | 0.9246 | nan | 0.0 | 0.0 | 12 | 0.9539 | nan | 0.0 | 0.0 | 15 | 0.8340 | nan | 0.0 | 0.0 | 4 | 0.8090 | 0.925 | 1.0 | 0.9610 | 333 | 0.9983 | 1.0 | 0.375 | 0.5455 | 40 | 0.9484 | 0.75 | 0.8125 | 0.78 | 144 | 0.9627 | 0.8710 | 0.6585 | 0.75 | 41 | 0.9936 | nan | 0.0 | 0.0 | 8 | 0.9954 | 0.9375 | 0.625 | 0.75 | 24 | 0.9993 |
123
+ | 0.7324 | 17.0 | 1292 | nan | 0.8301 | 0.7494 | 0.8942 | 0.8154 | 378 | 0.9565 | nan | 0.0 | 0.0 | 31 | 0.9331 | nan | 0.0 | 0.0 | 12 | 0.9565 | nan | 0.0 | 0.0 | 15 | 0.8545 | nan | 0.0 | 0.0 | 4 | 0.8304 | 0.925 | 1.0 | 0.9610 | 333 | 0.9985 | 1.0 | 0.375 | 0.5455 | 40 | 0.9518 | 0.8082 | 0.8194 | 0.8138 | 144 | 0.9647 | 0.8537 | 0.8537 | 0.8537 | 41 | 0.9946 | nan | 0.0 | 0.0 | 8 | 0.9976 | 0.9412 | 0.6667 | 0.7805 | 24 | 0.9994 |
124
+ | 0.6514 | 18.0 | 1368 | nan | 0.8398 | 0.7473 | 0.8995 | 0.8163 | 378 | 0.9563 | nan | 0.0 | 0.0 | 31 | 0.9371 | nan | 0.0 | 0.0 | 12 | 0.9558 | nan | 0.0 | 0.0 | 15 | 0.8702 | nan | 0.0 | 0.0 | 4 | 0.8445 | 0.925 | 1.0 | 0.9610 | 333 | 0.9984 | 1.0 | 0.375 | 0.5455 | 40 | 0.9608 | 0.8731 | 0.8125 | 0.8417 | 144 | 0.9657 | 0.9024 | 0.9024 | 0.9024 | 41 | 0.9958 | nan | 0.0 | 0.0 | 8 | 0.9979 | 0.92 | 0.9583 | 0.9388 | 24 | 0.9993 |
125
+ | 0.605 | 19.0 | 1444 | nan | 0.8408 | 0.7456 | 0.8995 | 0.8153 | 378 | 0.9573 | nan | 0.0 | 0.0 | 31 | 0.9394 | nan | 0.0 | 0.0 | 12 | 0.9610 | nan | 0.0 | 0.0 | 15 | 0.8794 | nan | 0.0 | 0.0 | 4 | 0.8540 | 0.925 | 1.0 | 0.9610 | 333 | 0.9985 | 1.0 | 0.375 | 0.5455 | 40 | 0.9586 | 0.8855 | 0.8056 | 0.8436 | 144 | 0.9682 | 0.9048 | 0.9268 | 0.9157 | 41 | 0.9970 | nan | 0.0 | 0.0 | 8 | 0.9987 | 0.9231 | 1.0 | 0.96 | 24 | 0.9994 |
126
+ | 0.5436 | 20.0 | 1520 | nan | 0.8427 | 0.7517 | 0.8968 | 0.8179 | 378 | 0.9563 | nan | 0.0 | 0.0 | 31 | 0.9417 | nan | 0.0 | 0.0 | 12 | 0.9621 | nan | 0.0 | 0.0 | 15 | 0.8861 | nan | 0.0 | 0.0 | 4 | 0.8650 | 0.9224 | 1.0 | 0.9597 | 333 | 0.9985 | 1.0 | 0.375 | 0.5455 | 40 | 0.9610 | 0.8806 | 0.8194 | 0.8489 | 144 | 0.9693 | 0.9070 | 0.9512 | 0.9286 | 41 | 0.9975 | nan | 0.0 | 0.0 | 8 | 0.9988 | 0.9231 | 1.0 | 0.96 | 24 | 0.9995 |
127
+ | 0.5436 | 21.0 | 1596 | nan | 0.8524 | 0.7618 | 0.8968 | 0.8238 | 378 | 0.9591 | nan | 0.0 | 0.0 | 31 | 0.9472 | 0.0 | 0.0 | 0.0 | 12 | 0.9638 | nan | 0.0 | 0.0 | 15 | 0.9032 | nan | 0.0 | 0.0 | 4 | 0.8777 | 0.925 | 1.0 | 0.9610 | 333 | 0.9987 | 1.0 | 0.375 | 0.5455 | 40 | 0.9614 | 0.9118 | 0.8611 | 0.8857 | 144 | 0.9708 | 0.9091 | 0.9756 | 0.9412 | 41 | 0.9975 | 1.0 | 0.375 | 0.5455 | 8 | 0.9990 | 0.9231 | 1.0 | 0.96 | 24 | 0.9996 |
128
+ | 0.5268 | 22.0 | 1672 | nan | 0.8563 | 0.7687 | 0.8968 | 0.8278 | 378 | 0.9606 | 0.6667 | 0.0645 | 0.1176 | 31 | 0.9526 | 0.0 | 0.0 | 0.0 | 12 | 0.9643 | nan | 0.0 | 0.0 | 15 | 0.9112 | nan | 0.0 | 0.0 | 4 | 0.9047 | 0.9276 | 1.0 | 0.9624 | 333 | 0.9989 | 1.0 | 0.375 | 0.5455 | 40 | 0.9655 | 0.9197 | 0.875 | 0.8968 | 144 | 0.9721 | 0.9091 | 0.9756 | 0.9412 | 41 | 0.9976 | 1.0 | 0.375 | 0.5455 | 8 | 0.9990 | 0.9231 | 1.0 | 0.96 | 24 | 0.9995 |
129
+ | 0.4784 | 23.0 | 1748 | nan | 0.8573 | 0.7699 | 0.8942 | 0.8274 | 378 | 0.9614 | 0.6667 | 0.0645 | 0.1176 | 31 | 0.9535 | 0.0 | 0.0 | 0.0 | 12 | 0.9656 | nan | 0.0 | 0.0 | 15 | 0.9189 | nan | 0.0 | 0.0 | 4 | 0.8950 | 0.925 | 1.0 | 0.9610 | 333 | 0.9989 | 1.0 | 0.425 | 0.5965 | 40 | 0.9681 | 0.9333 | 0.875 | 0.9032 | 144 | 0.9730 | 0.9091 | 0.9756 | 0.9412 | 41 | 0.9979 | 0.75 | 0.375 | 0.5 | 8 | 0.9991 | 0.9231 | 1.0 | 0.96 | 24 | 0.9995 |
130
+ | 0.4374 | 24.0 | 1824 | nan | 0.8505 | 0.7824 | 0.8942 | 0.8346 | 378 | 0.9598 | 0.8 | 0.1290 | 0.2222 | 31 | 0.9565 | 0.0 | 0.0 | 0.0 | 12 | 0.9688 | nan | 0.0 | 0.0 | 15 | 0.9298 | nan | 0.0 | 0.0 | 4 | 0.8945 | 0.8904 | 1.0 | 0.9420 | 333 | 0.9987 | 1.0 | 0.5 | 0.6667 | 40 | 0.9697 | 0.9268 | 0.7917 | 0.8539 | 144 | 0.9742 | 0.9091 | 0.9756 | 0.9412 | 41 | 0.9980 | 1.0 | 0.375 | 0.5455 | 8 | 0.9991 | 0.9231 | 1.0 | 0.96 | 24 | 0.9996 |
131
+ | 0.4247 | 25.0 | 1900 | nan | 0.8631 | 0.7852 | 0.8995 | 0.8385 | 378 | 0.9628 | 0.8333 | 0.1613 | 0.2703 | 31 | 0.9602 | 0.0 | 0.0 | 0.0 | 12 | 0.9689 | nan | 0.0 | 0.0 | 15 | 0.9426 | nan | 0.0 | 0.0 | 4 | 0.9208 | 0.9276 | 1.0 | 0.9624 | 333 | 0.9991 | 1.0 | 0.5 | 0.6667 | 40 | 0.9686 | 0.9323 | 0.8611 | 0.8953 | 144 | 0.9759 | 0.8889 | 0.9756 | 0.9302 | 41 | 0.9979 | 0.75 | 0.375 | 0.5 | 8 | 0.9991 | 0.9231 | 1.0 | 0.96 | 24 | 0.9996 |
132
+ | 0.4247 | 26.0 | 1976 | nan | 0.8641 | 0.7834 | 0.8995 | 0.8374 | 378 | 0.9640 | 0.7778 | 0.2258 | 0.35 | 31 | 0.9613 | 0.0 | 0.0 | 0.0 | 12 | 0.9705 | nan | 0.0 | 0.0 | 15 | 0.9455 | nan | 0.0 | 0.0 | 4 | 0.9211 | 0.9276 | 1.0 | 0.9624 | 333 | 0.9993 | 1.0 | 0.475 | 0.6441 | 40 | 0.9635 | 0.9394 | 0.8611 | 0.8986 | 144 | 0.9761 | 0.8889 | 0.9756 | 0.9302 | 41 | 0.9980 | 0.75 | 0.375 | 0.5 | 8 | 0.9991 | 0.9231 | 1.0 | 0.96 | 24 | 0.9996 |
133
+ | 0.3953 | 27.0 | 2052 | nan | 0.8583 | 0.7917 | 0.9048 | 0.8444 | 378 | 0.9624 | 0.8 | 0.2581 | 0.3902 | 31 | 0.9628 | 0.0 | 0.0 | 0.0 | 12 | 0.9712 | nan | 0.0 | 0.0 | 15 | 0.9514 | nan | 0.0 | 0.0 | 4 | 0.9269 | 0.9024 | 1.0 | 0.9487 | 333 | 0.9991 | 1.0 | 0.5 | 0.6667 | 40 | 0.9629 | 0.9421 | 0.7917 | 0.8604 | 144 | 0.9760 | 0.9091 | 0.9756 | 0.9412 | 41 | 0.9982 | 0.75 | 0.375 | 0.5 | 8 | 0.9991 | 0.9231 | 1.0 | 0.96 | 24 | 0.9996 |
134
+ | 0.3617 | 28.0 | 2128 | nan | 0.8641 | 0.8066 | 0.9048 | 0.8529 | 378 | 0.9623 | 0.8333 | 0.3226 | 0.4651 | 31 | 0.9689 | 0.0 | 0.0 | 0.0 | 12 | 0.9702 | nan | 0.0 | 0.0 | 15 | 0.9737 | nan | 0.0 | 0.0 | 4 | 0.9335 | 0.8976 | 1.0 | 0.9460 | 333 | 0.9990 | 1.0 | 0.65 | 0.7879 | 40 | 0.9666 | 0.9492 | 0.7778 | 0.8550 | 144 | 0.9771 | 0.9091 | 0.9756 | 0.9412 | 41 | 0.9983 | 0.75 | 0.375 | 0.5 | 8 | 0.9991 | 0.9231 | 1.0 | 0.96 | 24 | 0.9996 |
135
+ | 0.3532 | 29.0 | 2204 | nan | 0.8621 | 0.8047 | 0.9048 | 0.8518 | 378 | 0.9622 | 0.8333 | 0.3226 | 0.4651 | 31 | 0.9687 | 0.0 | 0.0 | 0.0 | 12 | 0.9728 | nan | 0.0 | 0.0 | 15 | 0.9751 | nan | 0.0 | 0.0 | 4 | 0.9303 | 0.8952 | 1.0 | 0.9447 | 333 | 0.9990 | 1.0 | 0.625 | 0.7692 | 40 | 0.9641 | 0.9487 | 0.7708 | 0.8506 | 144 | 0.9772 | 0.9091 | 0.9756 | 0.9412 | 41 | 0.9983 | 1.0 | 0.375 | 0.5455 | 8 | 0.9993 | 0.9231 | 1.0 | 0.96 | 24 | 0.9996 |
136
+ | 0.3532 | 30.0 | 2280 | nan | 0.8718 | 0.8124 | 0.9048 | 0.8561 | 378 | 0.9649 | 0.8462 | 0.3548 | 0.5 | 31 | 0.9699 | 0.0 | 0.0 | 0.0 | 12 | 0.9722 | nan | 0.0 | 0.0 | 15 | 0.9801 | nan | 0.0 | 0.0 | 4 | 0.9452 | 0.9123 | 1.0 | 0.9542 | 333 | 0.9993 | 0.9655 | 0.7 | 0.8116 | 40 | 0.9674 | 0.9512 | 0.8125 | 0.8764 | 144 | 0.9775 | 0.9091 | 0.9756 | 0.9412 | 41 | 0.9983 | 0.75 | 0.375 | 0.5 | 8 | 0.9995 | 0.9231 | 1.0 | 0.96 | 24 | 0.9996 |
137
+ | 0.3343 | 31.0 | 2356 | nan | 0.8670 | 0.8158 | 0.9021 | 0.8568 | 378 | 0.9637 | 0.8571 | 0.3871 | 0.5333 | 31 | 0.9723 | 0.1667 | 0.0833 | 0.1111 | 12 | 0.9725 | nan | 0.0 | 0.0 | 15 | 0.9861 | nan | 0.0 | 0.0 | 4 | 0.9369 | 0.8952 | 1.0 | 0.9447 | 333 | 0.9992 | 0.9655 | 0.7 | 0.8116 | 40 | 0.9692 | 0.9487 | 0.7708 | 0.8506 | 144 | 0.9783 | 0.9091 | 0.9756 | 0.9412 | 41 | 0.9983 | 0.75 | 0.375 | 0.5 | 8 | 0.9994 | 0.9231 | 1.0 | 0.96 | 24 | 0.9996 |
138
+ | 0.3162 | 32.0 | 2432 | nan | 0.8631 | 0.7995 | 0.9074 | 0.8501 | 378 | 0.9650 | 0.8462 | 0.3548 | 0.5 | 31 | 0.9711 | 0.0 | 0.0 | 0.0 | 12 | 0.9759 | nan | 0.0 | 0.0 | 15 | 0.9858 | nan | 0.0 | 0.0 | 4 | 0.9491 | 0.8952 | 1.0 | 0.9447 | 333 | 0.9994 | 1.0 | 0.6 | 0.75 | 40 | 0.9616 | 0.9483 | 0.7639 | 0.8462 | 144 | 0.9780 | 0.9302 | 0.9756 | 0.9524 | 41 | 0.9984 | 0.8 | 0.5 | 0.6154 | 8 | 0.9994 | 0.9231 | 1.0 | 0.96 | 24 | 0.9996 |
139
+ | 0.3114 | 33.0 | 2508 | nan | 0.8689 | 0.8201 | 0.9048 | 0.8604 | 378 | 0.9635 | 0.8571 | 0.3871 | 0.5333 | 31 | 0.9722 | 0.3333 | 0.1667 | 0.2222 | 12 | 0.9746 | nan | 0.0 | 0.0 | 15 | 0.9889 | nan | 0.0 | 0.0 | 4 | 0.9444 | 0.8952 | 1.0 | 0.9447 | 333 | 0.9991 | 0.9655 | 0.7 | 0.8116 | 40 | 0.9691 | 0.9322 | 0.7639 | 0.8397 | 144 | 0.9784 | 0.9302 | 0.9756 | 0.9524 | 41 | 0.9985 | 0.8 | 0.5 | 0.6154 | 8 | 0.9996 | 0.9231 | 1.0 | 0.96 | 24 | 0.9996 |
140
+ | 0.3114 | 34.0 | 2584 | nan | 0.8670 | 0.8128 | 0.9074 | 0.8575 | 378 | 0.9650 | 0.8 | 0.3871 | 0.5217 | 31 | 0.9720 | 0.4286 | 0.25 | 0.3158 | 12 | 0.9743 | nan | 0.0 | 0.0 | 15 | 0.9899 | nan | 0.0 | 0.0 | 4 | 0.9481 | 0.8952 | 1.0 | 0.9447 | 333 | 0.9994 | 1.0 | 0.625 | 0.7692 | 40 | 0.9649 | 0.9483 | 0.7639 | 0.8462 | 144 | 0.9785 | 0.9286 | 0.9512 | 0.9398 | 41 | 0.9985 | 0.8 | 0.5 | 0.6154 | 8 | 0.9996 | 0.9231 | 1.0 | 0.96 | 24 | 0.9996 |
141
+ | 0.2819 | 35.0 | 2660 | nan | 0.8670 | 0.8152 | 0.9101 | 0.86 | 378 | 0.9671 | 0.8 | 0.3871 | 0.5217 | 31 | 0.9722 | 0.4286 | 0.25 | 0.3158 | 12 | 0.9758 | nan | 0.0 | 0.0 | 15 | 0.9899 | nan | 0.0 | 0.0 | 4 | 0.9542 | 0.8976 | 1.0 | 0.9460 | 333 | 0.9994 | 1.0 | 0.6 | 0.75 | 40 | 0.9606 | 0.9322 | 0.7639 | 0.8397 | 144 | 0.9786 | 0.9286 | 0.9512 | 0.9398 | 41 | 0.9985 | 0.8 | 0.5 | 0.6154 | 8 | 0.9996 | 0.9231 | 1.0 | 0.96 | 24 | 0.9996 |
142
+ | 0.2658 | 36.0 | 2736 | nan | 0.8670 | 0.8080 | 0.9127 | 0.8571 | 378 | 0.9654 | 0.8125 | 0.4194 | 0.5532 | 31 | 0.9724 | 0.5 | 0.25 | 0.3333 | 12 | 0.9759 | nan | 0.0 | 0.0 | 15 | 0.9908 | nan | 0.0 | 0.0 | 4 | 0.9518 | 0.8976 | 1.0 | 0.9460 | 333 | 0.9994 | 1.0 | 0.55 | 0.7097 | 40 | 0.9597 | 0.9483 | 0.7639 | 0.8462 | 144 | 0.9791 | 0.95 | 0.9268 | 0.9383 | 41 | 0.9984 | 0.8333 | 0.625 | 0.7143 | 8 | 0.9996 | 0.9231 | 1.0 | 0.96 | 24 | 0.9996 |
143
+ | 0.2634 | 37.0 | 2812 | nan | 0.8680 | 0.8197 | 0.9021 | 0.8589 | 378 | 0.9636 | 0.8125 | 0.4194 | 0.5532 | 31 | 0.9755 | 0.5714 | 0.3333 | 0.4211 | 12 | 0.9767 | nan | 0.0 | 0.0 | 15 | 0.9912 | nan | 0.0 | 0.0 | 4 | 0.9530 | 0.8928 | 1.0 | 0.9433 | 333 | 0.9994 | 0.9615 | 0.625 | 0.7576 | 40 | 0.9675 | 0.9322 | 0.7639 | 0.8397 | 144 | 0.9786 | 0.9286 | 0.9512 | 0.9398 | 41 | 0.9985 | 0.8333 | 0.625 | 0.7143 | 8 | 0.9998 | 0.9231 | 1.0 | 0.96 | 24 | 0.9996 |
144
+ | 0.2634 | 38.0 | 2888 | nan | 0.8680 | 0.8028 | 0.9153 | 0.8554 | 378 | 0.9659 | 0.8125 | 0.4194 | 0.5532 | 31 | 0.9734 | 1.0 | 0.3333 | 0.5 | 12 | 0.9777 | nan | 0.0 | 0.0 | 15 | 0.9920 | nan | 0.0 | 0.0 | 4 | 0.9559 | 0.8976 | 1.0 | 0.9460 | 333 | 0.9995 | 1.0 | 0.525 | 0.6885 | 40 | 0.9598 | 0.9565 | 0.7639 | 0.8494 | 144 | 0.9782 | 0.9487 | 0.9024 | 0.925 | 41 | 0.9984 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 0.9231 | 1.0 | 0.96 | 24 | 0.9996 |
145
+ | 0.2553 | 39.0 | 2964 | nan | 0.8699 | 0.8297 | 0.9153 | 0.8704 | 378 | 0.9643 | 0.8125 | 0.4194 | 0.5532 | 31 | 0.9748 | 1.0 | 0.4167 | 0.5882 | 12 | 0.9782 | nan | 0.0 | 0.0 | 15 | 0.9926 | nan | 0.0 | 0.0 | 4 | 0.9535 | 0.8904 | 1.0 | 0.9420 | 333 | 0.9995 | 1.0 | 0.6 | 0.75 | 40 | 0.9632 | 0.8852 | 0.75 | 0.8120 | 144 | 0.9786 | 0.9487 | 0.9024 | 0.925 | 41 | 0.9984 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 0.9231 | 1.0 | 0.96 | 24 | 0.9996 |
146
+ | 0.2321 | 40.0 | 3040 | nan | 0.8699 | 0.8403 | 0.9048 | 0.8713 | 378 | 0.9659 | 0.8125 | 0.4194 | 0.5532 | 31 | 0.9778 | 0.7143 | 0.4167 | 0.5263 | 12 | 0.9773 | nan | 0.0 | 0.0 | 15 | 0.9920 | nan | 0.0 | 0.0 | 4 | 0.9647 | 0.8904 | 1.0 | 0.9420 | 333 | 0.9996 | 0.9286 | 0.65 | 0.7647 | 40 | 0.9659 | 0.872 | 0.7569 | 0.8104 | 144 | 0.9784 | 0.95 | 0.9268 | 0.9383 | 41 | 0.9984 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 0.9231 | 1.0 | 0.96 | 24 | 0.9996 |
147
+ | 0.2448 | 41.0 | 3116 | nan | 0.8670 | 0.8214 | 0.9127 | 0.8647 | 378 | 0.9681 | 0.8125 | 0.4194 | 0.5532 | 31 | 0.9757 | 1.0 | 0.4167 | 0.5882 | 12 | 0.9779 | nan | 0.0 | 0.0 | 15 | 0.9923 | nan | 0.0 | 0.0 | 4 | 0.9708 | 0.8976 | 1.0 | 0.9460 | 333 | 0.9996 | 1.0 | 0.475 | 0.6441 | 40 | 0.9557 | 0.8730 | 0.7639 | 0.8148 | 144 | 0.9773 | 0.95 | 0.9268 | 0.9383 | 41 | 0.9983 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 0.9231 | 1.0 | 0.96 | 24 | 0.9997 |
148
+ | 0.2448 | 42.0 | 3192 | nan | 0.8660 | 0.8238 | 0.9153 | 0.8672 | 378 | 0.9659 | 0.8125 | 0.4194 | 0.5532 | 31 | 0.9748 | 1.0 | 0.4167 | 0.5882 | 12 | 0.9780 | nan | 0.0 | 0.0 | 15 | 0.9926 | nan | 0.0 | 0.0 | 4 | 0.9605 | 0.8904 | 1.0 | 0.9420 | 333 | 0.9996 | 0.95 | 0.475 | 0.6333 | 40 | 0.9589 | 0.8852 | 0.75 | 0.8120 | 144 | 0.9773 | 0.95 | 0.9268 | 0.9383 | 41 | 0.9984 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 0.9231 | 1.0 | 0.96 | 24 | 0.9997 |
149
+ | 0.2196 | 43.0 | 3268 | nan | 0.8680 | 0.8273 | 0.9127 | 0.8679 | 378 | 0.9669 | 0.8333 | 0.4839 | 0.6122 | 31 | 0.9765 | 1.0 | 0.4167 | 0.5882 | 12 | 0.9784 | nan | 0.0 | 0.0 | 15 | 0.9920 | nan | 0.0 | 0.0 | 4 | 0.9705 | 0.8952 | 1.0 | 0.9447 | 333 | 0.9996 | 1.0 | 0.45 | 0.6207 | 40 | 0.9551 | 0.8661 | 0.7639 | 0.8118 | 144 | 0.9778 | 0.95 | 0.9268 | 0.9383 | 41 | 0.9985 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 0.9231 | 1.0 | 0.96 | 24 | 0.9997 |
150
+ | 0.2124 | 44.0 | 3344 | nan | 0.8680 | 0.8278 | 0.9153 | 0.8693 | 378 | 0.9668 | 0.8333 | 0.4839 | 0.6122 | 31 | 0.9774 | 0.8333 | 0.4167 | 0.5556 | 12 | 0.9781 | nan | 0.0 | 0.0 | 15 | 0.9922 | nan | 0.0 | 0.0 | 4 | 0.9754 | 0.8904 | 1.0 | 0.9420 | 333 | 0.9997 | 1.0 | 0.475 | 0.6441 | 40 | 0.9583 | 0.8852 | 0.75 | 0.8120 | 144 | 0.9769 | 0.95 | 0.9268 | 0.9383 | 41 | 0.9985 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 0.9231 | 1.0 | 0.96 | 24 | 0.9997 |
151
+ | 0.2183 | 45.0 | 3420 | nan | 0.8699 | 0.8350 | 0.9101 | 0.8709 | 378 | 0.9659 | 0.8333 | 0.4839 | 0.6122 | 31 | 0.9786 | 1.0 | 0.4167 | 0.5882 | 12 | 0.9781 | nan | 0.0 | 0.0 | 15 | 0.9920 | nan | 0.0 | 0.0 | 4 | 0.9732 | 0.888 | 1.0 | 0.9407 | 333 | 0.9996 | 1.0 | 0.55 | 0.7097 | 40 | 0.9617 | 0.872 | 0.7569 | 0.8104 | 144 | 0.9779 | 0.95 | 0.9268 | 0.9383 | 41 | 0.9984 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 0.9231 | 1.0 | 0.96 | 24 | 0.9997 |
152
+ | 0.2183 | 46.0 | 3496 | nan | 0.8728 | 0.8208 | 0.9206 | 0.8678 | 378 | 0.9684 | 0.8333 | 0.4839 | 0.6122 | 31 | 0.9789 | 1.0 | 0.4167 | 0.5882 | 12 | 0.9779 | nan | 0.0 | 0.0 | 15 | 0.9925 | nan | 0.0 | 0.0 | 4 | 0.9815 | 0.8928 | 1.0 | 0.9433 | 333 | 0.9997 | 1.0 | 0.55 | 0.7097 | 40 | 0.9647 | 0.9391 | 0.75 | 0.8340 | 144 | 0.9780 | 0.95 | 0.9268 | 0.9383 | 41 | 0.9980 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 0.9231 | 1.0 | 0.96 | 24 | 0.9997 |
153
+ | 0.1972 | 47.0 | 3572 | nan | 0.8709 | 0.8301 | 0.9180 | 0.8719 | 378 | 0.9676 | 0.8333 | 0.4839 | 0.6122 | 31 | 0.9789 | 1.0 | 0.4167 | 0.5882 | 12 | 0.9783 | nan | 0.0 | 0.0 | 15 | 0.9930 | nan | 0.0 | 0.0 | 4 | 0.9754 | 0.8904 | 1.0 | 0.9420 | 333 | 0.9997 | 1.0 | 0.55 | 0.7097 | 40 | 0.9598 | 0.8926 | 0.75 | 0.8151 | 144 | 0.9771 | 0.9487 | 0.9024 | 0.925 | 41 | 0.9981 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 0.9231 | 1.0 | 0.96 | 24 | 0.9997 |
154
+ | 0.1895 | 48.0 | 3648 | nan | 0.8718 | 0.8378 | 0.9153 | 0.8748 | 378 | 0.9683 | 0.8333 | 0.4839 | 0.6122 | 31 | 0.9801 | 1.0 | 0.4167 | 0.5882 | 12 | 0.9786 | nan | 0.0 | 0.0 | 15 | 0.9920 | nan | 0.0 | 0.0 | 4 | 0.9815 | 0.8904 | 1.0 | 0.9420 | 333 | 0.9997 | 1.0 | 0.575 | 0.7302 | 40 | 0.9600 | 0.8710 | 0.75 | 0.8060 | 144 | 0.9772 | 0.95 | 0.9268 | 0.9383 | 41 | 0.9982 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 0.9231 | 1.0 | 0.96 | 24 | 0.9997 |
155
+ | 0.1806 | 49.0 | 3724 | nan | 0.8709 | 0.8341 | 0.9180 | 0.8741 | 378 | 0.9682 | 0.8333 | 0.4839 | 0.6122 | 31 | 0.9798 | 1.0 | 0.4167 | 0.5882 | 12 | 0.9786 | nan | 0.0 | 0.0 | 15 | 0.9927 | nan | 0.0 | 0.0 | 4 | 0.9820 | 0.8904 | 1.0 | 0.9420 | 333 | 0.9998 | 1.0 | 0.55 | 0.7097 | 40 | 0.9597 | 0.8780 | 0.75 | 0.8090 | 144 | 0.9766 | 0.9487 | 0.9024 | 0.925 | 41 | 0.9982 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 0.9231 | 1.0 | 0.96 | 24 | 0.9997 |
156
+ | 0.1928 | 50.0 | 3800 | nan | 0.8748 | 0.8382 | 0.9180 | 0.8763 | 378 | 0.9695 | 0.8333 | 0.4839 | 0.6122 | 31 | 0.9793 | 1.0 | 0.4167 | 0.5882 | 12 | 0.9786 | nan | 0.0 | 0.0 | 15 | 0.9929 | nan | 0.0 | 0.0 | 4 | 0.9856 | 0.8952 | 1.0 | 0.9447 | 333 | 0.9998 | 1.0 | 0.575 | 0.7302 | 40 | 0.9597 | 0.88 | 0.7639 | 0.8178 | 144 | 0.9773 | 0.95 | 0.9268 | 0.9383 | 41 | 0.9982 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 0.9231 | 1.0 | 0.96 | 24 | 1.0 |
157
+ | 0.1928 | 51.0 | 3876 | nan | 0.8718 | 0.8394 | 0.9127 | 0.8745 | 378 | 0.9685 | 0.8333 | 0.4839 | 0.6122 | 31 | 0.9802 | 1.0 | 0.4167 | 0.5882 | 12 | 0.9788 | nan | 0.0 | 0.0 | 15 | 0.9921 | nan | 0.0 | 0.0 | 4 | 0.9827 | 0.8856 | 1.0 | 0.9394 | 333 | 0.9997 | 1.0 | 0.625 | 0.7692 | 40 | 0.9634 | 0.8780 | 0.75 | 0.8090 | 144 | 0.9775 | 0.9487 | 0.9024 | 0.925 | 41 | 0.9983 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 0.9231 | 1.0 | 0.96 | 24 | 0.9997 |
158
+ | 0.1795 | 52.0 | 3952 | nan | 0.8718 | 0.8394 | 0.9127 | 0.8745 | 378 | 0.9685 | 0.8333 | 0.4839 | 0.6122 | 31 | 0.9798 | 1.0 | 0.4167 | 0.5882 | 12 | 0.9786 | nan | 0.0 | 0.0 | 15 | 0.9920 | nan | 0.0 | 0.0 | 4 | 0.9846 | 0.8856 | 1.0 | 0.9394 | 333 | 0.9997 | 1.0 | 0.625 | 0.7692 | 40 | 0.9622 | 0.8780 | 0.75 | 0.8090 | 144 | 0.9771 | 0.9487 | 0.9024 | 0.925 | 41 | 0.9984 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 0.9231 | 1.0 | 0.96 | 24 | 0.9999 |
159
+ | 0.1823 | 53.0 | 4028 | nan | 0.8689 | 0.8317 | 0.9153 | 0.8715 | 378 | 0.9686 | 0.8333 | 0.4839 | 0.6122 | 31 | 0.9794 | 1.0 | 0.4167 | 0.5882 | 12 | 0.9786 | nan | 0.0 | 0.0 | 15 | 0.9923 | nan | 0.0 | 0.0 | 4 | 0.9851 | 0.888 | 1.0 | 0.9407 | 333 | 0.9998 | 1.0 | 0.525 | 0.6885 | 40 | 0.9561 | 0.8780 | 0.75 | 0.8090 | 144 | 0.9772 | 0.9487 | 0.9024 | 0.925 | 41 | 0.9983 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 0.9231 | 1.0 | 0.96 | 24 | 0.9999 |
160
+ | 0.1575 | 54.0 | 4104 | nan | 0.8748 | 0.8439 | 0.9153 | 0.8782 | 378 | 0.9697 | 0.8421 | 0.5161 | 0.64 | 31 | 0.9798 | 1.0 | 0.4167 | 0.5882 | 12 | 0.9788 | nan | 0.0 | 0.0 | 15 | 0.9929 | nan | 0.0 | 0.0 | 4 | 0.9888 | 0.888 | 1.0 | 0.9407 | 333 | 0.9998 | 1.0 | 0.625 | 0.7692 | 40 | 0.9588 | 0.8780 | 0.75 | 0.8090 | 144 | 0.9769 | 0.95 | 0.9268 | 0.9383 | 41 | 0.9982 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 0.9231 | 1.0 | 0.96 | 24 | 1.0 |
161
+ | 0.1575 | 55.0 | 4180 | nan | 0.8689 | 0.8317 | 0.9153 | 0.8715 | 378 | 0.9686 | 0.8333 | 0.4839 | 0.6122 | 31 | 0.9798 | 1.0 | 0.4167 | 0.5882 | 12 | 0.9787 | nan | 0.0 | 0.0 | 15 | 0.9935 | nan | 0.0 | 0.0 | 4 | 0.9859 | 0.888 | 1.0 | 0.9407 | 333 | 0.9998 | 1.0 | 0.575 | 0.7302 | 40 | 0.9523 | 0.8780 | 0.75 | 0.8090 | 144 | 0.9770 | 0.9459 | 0.8537 | 0.8974 | 41 | 0.9979 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 0.9231 | 1.0 | 0.96 | 24 | 1.0 |
162
+ | 0.1711 | 56.0 | 4256 | nan | 0.8680 | 0.8301 | 0.9180 | 0.8719 | 378 | 0.9695 | 0.8333 | 0.4839 | 0.6122 | 31 | 0.9797 | 1.0 | 0.4167 | 0.5882 | 12 | 0.9788 | nan | 0.0 | 0.0 | 15 | 0.9944 | nan | 0.0 | 0.0 | 4 | 0.9898 | 0.888 | 1.0 | 0.9407 | 333 | 0.9999 | 1.0 | 0.5 | 0.6667 | 40 | 0.9488 | 0.8770 | 0.7431 | 0.8045 | 144 | 0.9767 | 0.9487 | 0.9024 | 0.925 | 41 | 0.9978 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 0.9231 | 1.0 | 0.96 | 24 | 1.0 |
163
+ | 0.1609 | 57.0 | 4332 | nan | 0.8699 | 0.8337 | 0.9153 | 0.8726 | 378 | 0.9691 | 0.8421 | 0.5161 | 0.64 | 31 | 0.9801 | 1.0 | 0.4167 | 0.5882 | 12 | 0.9788 | nan | 0.0 | 0.0 | 15 | 0.9927 | nan | 0.0 | 0.0 | 4 | 0.9893 | 0.888 | 1.0 | 0.9407 | 333 | 0.9997 | 1.0 | 0.525 | 0.6885 | 40 | 0.9507 | 0.8780 | 0.75 | 0.8090 | 144 | 0.9777 | 0.9487 | 0.9024 | 0.925 | 41 | 0.9981 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 0.9231 | 1.0 | 0.96 | 24 | 1.0 |
164
+ | 0.1719 | 58.0 | 4408 | nan | 0.8660 | 0.8242 | 0.9180 | 0.8686 | 378 | 0.9694 | 0.8333 | 0.4839 | 0.6122 | 31 | 0.9793 | 1.0 | 0.4167 | 0.5882 | 12 | 0.9787 | nan | 0.0 | 0.0 | 15 | 0.9944 | nan | 0.0 | 0.0 | 4 | 0.9927 | 0.8904 | 1.0 | 0.9420 | 333 | 0.9998 | 1.0 | 0.475 | 0.6441 | 40 | 0.9509 | 0.8780 | 0.75 | 0.8090 | 144 | 0.9771 | 0.9459 | 0.8537 | 0.8974 | 41 | 0.9975 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 0.9231 | 1.0 | 0.96 | 24 | 1.0 |
165
+ | 0.1719 | 59.0 | 4484 | nan | 0.8621 | 0.8403 | 0.9048 | 0.8713 | 378 | 0.9673 | 0.8571 | 0.5806 | 0.6923 | 31 | 0.9810 | 0.8333 | 0.4167 | 0.5556 | 12 | 0.9785 | nan | 0.0 | 0.0 | 15 | 0.9935 | nan | 0.0 | 0.0 | 4 | 0.9890 | 0.8627 | 1.0 | 0.9263 | 333 | 0.9997 | 1.0 | 0.575 | 0.7302 | 40 | 0.9573 | 0.8696 | 0.6944 | 0.7722 | 144 | 0.9772 | 0.9487 | 0.9024 | 0.925 | 41 | 0.9976 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 0.9231 | 1.0 | 0.96 | 24 | 1.0 |
166
+ | 0.15 | 60.0 | 4560 | nan | 0.8621 | 0.8329 | 0.9101 | 0.8698 | 378 | 0.9679 | 0.85 | 0.5484 | 0.6667 | 31 | 0.9802 | 0.8333 | 0.4167 | 0.5556 | 12 | 0.9786 | nan | 0.0 | 0.0 | 15 | 0.9937 | nan | 0.0 | 0.0 | 4 | 0.9888 | 0.8717 | 1.0 | 0.9315 | 333 | 0.9997 | 1.0 | 0.525 | 0.6885 | 40 | 0.9558 | 0.8718 | 0.7083 | 0.7816 | 144 | 0.9768 | 0.9474 | 0.8780 | 0.9114 | 41 | 0.9977 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 0.9231 | 1.0 | 0.96 | 24 | 1.0 |
167
+ | 0.1635 | 61.0 | 4636 | nan | 0.8573 | 0.8313 | 0.9127 | 0.8701 | 378 | 0.9691 | 0.8571 | 0.5806 | 0.6923 | 31 | 0.9805 | 0.8333 | 0.4167 | 0.5556 | 12 | 0.9787 | nan | 0.0 | 0.0 | 15 | 0.9944 | nan | 0.0 | 0.0 | 4 | 0.9907 | 0.8627 | 1.0 | 0.9263 | 333 | 0.9998 | 1.0 | 0.475 | 0.6441 | 40 | 0.9510 | 0.8661 | 0.6736 | 0.7578 | 144 | 0.9763 | 0.9474 | 0.8780 | 0.9114 | 41 | 0.9975 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 0.9231 | 1.0 | 0.96 | 24 | 1.0 |
168
+ | 0.1507 | 62.0 | 4712 | nan | 0.8544 | 0.8289 | 0.9101 | 0.8676 | 378 | 0.9689 | 0.8571 | 0.5806 | 0.6923 | 31 | 0.9806 | 0.8333 | 0.4167 | 0.5556 | 12 | 0.9786 | nan | 0.0 | 0.0 | 15 | 0.9943 | nan | 0.0 | 0.0 | 4 | 0.9885 | 0.8582 | 1.0 | 0.9237 | 333 | 0.9998 | 1.0 | 0.475 | 0.6441 | 40 | 0.9517 | 0.8649 | 0.6667 | 0.7529 | 144 | 0.9763 | 0.9459 | 0.8537 | 0.8974 | 41 | 0.9975 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 0.9231 | 1.0 | 0.96 | 24 | 1.0 |
169
+ | 0.1507 | 63.0 | 4788 | nan | 0.8621 | 0.8354 | 0.9127 | 0.8723 | 378 | 0.9697 | 0.8571 | 0.5806 | 0.6923 | 31 | 0.9820 | 0.8333 | 0.4167 | 0.5556 | 12 | 0.9787 | nan | 0.0 | 0.0 | 15 | 0.9934 | nan | 0.0 | 0.0 | 4 | 0.9893 | 0.8695 | 1.0 | 0.9302 | 333 | 0.9998 | 1.0 | 0.525 | 0.6885 | 40 | 0.9532 | 0.8696 | 0.6944 | 0.7722 | 144 | 0.9767 | 0.9474 | 0.8780 | 0.9114 | 41 | 0.9976 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 0.9231 | 1.0 | 0.96 | 24 | 1.0 |
170
+ | 0.151 | 64.0 | 4864 | nan | 0.8592 | 0.8293 | 0.9127 | 0.8690 | 378 | 0.9693 | 0.8571 | 0.5806 | 0.6923 | 31 | 0.9800 | 0.8333 | 0.4167 | 0.5556 | 12 | 0.9786 | nan | 0.0 | 0.0 | 15 | 0.9944 | nan | 0.0 | 0.0 | 4 | 0.9885 | 0.8672 | 1.0 | 0.9289 | 333 | 0.9999 | 1.0 | 0.475 | 0.6441 | 40 | 0.9487 | 0.8696 | 0.6944 | 0.7722 | 144 | 0.9764 | 0.9459 | 0.8537 | 0.8974 | 41 | 0.9975 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 0.96 | 1.0 | 0.9796 | 24 | 1.0 |
171
+ | 0.1455 | 65.0 | 4940 | nan | 0.8602 | 0.8317 | 0.9153 | 0.8715 | 378 | 0.9692 | 0.8571 | 0.5806 | 0.6923 | 31 | 0.9807 | 0.8333 | 0.4167 | 0.5556 | 12 | 0.9786 | nan | 0.0 | 0.0 | 15 | 0.9939 | nan | 0.0 | 0.0 | 4 | 0.9895 | 0.8672 | 1.0 | 0.9289 | 333 | 0.9999 | 1.0 | 0.475 | 0.6441 | 40 | 0.9489 | 0.8684 | 0.6875 | 0.7674 | 144 | 0.9762 | 0.9474 | 0.8780 | 0.9114 | 41 | 0.9976 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 0.96 | 1.0 | 0.9796 | 24 | 1.0 |
172
+ | 0.1499 | 66.0 | 5016 | nan | 0.8583 | 0.8354 | 0.9127 | 0.8723 | 378 | 0.9693 | 0.8571 | 0.5806 | 0.6923 | 31 | 0.9824 | 0.8333 | 0.4167 | 0.5556 | 12 | 0.9786 | nan | 0.0 | 0.0 | 15 | 0.9938 | nan | 0.0 | 0.0 | 4 | 0.9917 | 0.8582 | 1.0 | 0.9237 | 333 | 0.9999 | 1.0 | 0.525 | 0.6885 | 40 | 0.9531 | 0.8649 | 0.6667 | 0.7529 | 144 | 0.9759 | 0.9474 | 0.8780 | 0.9114 | 41 | 0.9975 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 0.96 | 1.0 | 0.9796 | 24 | 1.0 |
173
+ | 0.1499 | 67.0 | 5092 | nan | 0.8592 | 0.8317 | 0.9153 | 0.8715 | 378 | 0.9699 | 0.8571 | 0.5806 | 0.6923 | 31 | 0.9815 | 0.8333 | 0.4167 | 0.5556 | 12 | 0.9784 | nan | 0.0 | 0.0 | 15 | 0.9945 | nan | 0.0 | 0.0 | 4 | 0.9927 | 0.8649 | 1.0 | 0.9276 | 333 | 0.9999 | 1.0 | 0.475 | 0.6441 | 40 | 0.9484 | 0.8673 | 0.6806 | 0.7626 | 144 | 0.9764 | 0.9474 | 0.8780 | 0.9114 | 41 | 0.9974 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 0.96 | 1.0 | 0.9796 | 24 | 1.0 |
174
+ | 0.1425 | 68.0 | 5168 | nan | 0.8592 | 0.8357 | 0.9153 | 0.8737 | 378 | 0.9696 | 0.8571 | 0.5806 | 0.6923 | 31 | 0.9822 | 0.8333 | 0.4167 | 0.5556 | 12 | 0.9785 | nan | 0.0 | 0.0 | 15 | 0.9941 | nan | 0.0 | 0.0 | 4 | 0.9924 | 0.8605 | 1.0 | 0.925 | 333 | 0.9999 | 1.0 | 0.525 | 0.6885 | 40 | 0.9497 | 0.8649 | 0.6667 | 0.7529 | 144 | 0.9761 | 0.9474 | 0.8780 | 0.9114 | 41 | 0.9975 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 0.96 | 1.0 | 0.9796 | 24 | 1.0 |
175
+ | 0.1326 | 69.0 | 5244 | nan | 0.8573 | 0.8317 | 0.9153 | 0.8715 | 378 | 0.9699 | 0.85 | 0.5484 | 0.6667 | 31 | 0.9816 | 0.8333 | 0.4167 | 0.5556 | 12 | 0.9784 | nan | 0.0 | 0.0 | 15 | 0.9946 | nan | 0.0 | 0.0 | 4 | 0.9927 | 0.8605 | 1.0 | 0.925 | 333 | 0.9999 | 1.0 | 0.5 | 0.6667 | 40 | 0.9501 | 0.8649 | 0.6667 | 0.7529 | 144 | 0.9760 | 0.9474 | 0.8780 | 0.9114 | 41 | 0.9975 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 0.96 | 1.0 | 0.9796 | 24 | 1.0 |
176
+ | 0.1483 | 70.0 | 5320 | nan | 0.8583 | 0.8337 | 0.9153 | 0.8726 | 378 | 0.9699 | 0.85 | 0.5484 | 0.6667 | 31 | 0.9828 | 0.8333 | 0.4167 | 0.5556 | 12 | 0.9784 | nan | 0.0 | 0.0 | 15 | 0.9945 | nan | 0.0 | 0.0 | 4 | 0.9934 | 0.8605 | 1.0 | 0.925 | 333 | 0.9999 | 1.0 | 0.525 | 0.6885 | 40 | 0.9517 | 0.8649 | 0.6667 | 0.7529 | 144 | 0.9758 | 0.9474 | 0.8780 | 0.9114 | 41 | 0.9974 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 0.96 | 1.0 | 0.9796 | 24 | 1.0 |
177
+ | 0.1483 | 71.0 | 5396 | nan | 0.8592 | 0.8341 | 0.9180 | 0.8741 | 378 | 0.9697 | 0.85 | 0.5484 | 0.6667 | 31 | 0.9828 | 0.8333 | 0.4167 | 0.5556 | 12 | 0.9783 | nan | 0.0 | 0.0 | 15 | 0.9944 | nan | 0.0 | 0.0 | 4 | 0.9929 | 0.8605 | 1.0 | 0.925 | 333 | 0.9999 | 1.0 | 0.525 | 0.6885 | 40 | 0.9506 | 0.8649 | 0.6667 | 0.7529 | 144 | 0.9757 | 0.9474 | 0.8780 | 0.9114 | 41 | 0.9974 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 1.0 | 1.0 | 1.0 | 24 | 1.0 |
178
+ | 0.1396 | 72.0 | 5472 | nan | 0.8602 | 0.8378 | 0.9153 | 0.8748 | 378 | 0.9695 | 0.8571 | 0.5806 | 0.6923 | 31 | 0.9839 | 0.8333 | 0.4167 | 0.5556 | 12 | 0.9783 | nan | 0.0 | 0.0 | 15 | 0.9937 | nan | 0.0 | 0.0 | 4 | 0.9932 | 0.8582 | 1.0 | 0.9237 | 333 | 0.9998 | 1.0 | 0.55 | 0.7097 | 40 | 0.9534 | 0.8649 | 0.6667 | 0.7529 | 144 | 0.9761 | 0.9474 | 0.8780 | 0.9114 | 41 | 0.9974 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 1.0 | 1.0 | 1.0 | 24 | 1.0 |
179
+ | 0.1252 | 73.0 | 5548 | nan | 0.8602 | 0.8378 | 0.9153 | 0.8748 | 378 | 0.9695 | 0.8571 | 0.5806 | 0.6923 | 31 | 0.9840 | 0.8333 | 0.4167 | 0.5556 | 12 | 0.9783 | nan | 0.0 | 0.0 | 15 | 0.9938 | nan | 0.0 | 0.0 | 4 | 0.9932 | 0.8582 | 1.0 | 0.9237 | 333 | 0.9998 | 1.0 | 0.55 | 0.7097 | 40 | 0.9539 | 0.8649 | 0.6667 | 0.7529 | 144 | 0.9760 | 0.9474 | 0.8780 | 0.9114 | 41 | 0.9974 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 1.0 | 1.0 | 1.0 | 24 | 1.0 |
180
+ | 0.1419 | 74.0 | 5624 | nan | 0.8592 | 0.8378 | 0.9153 | 0.8748 | 378 | 0.9693 | 0.8571 | 0.5806 | 0.6923 | 31 | 0.9836 | 0.8333 | 0.4167 | 0.5556 | 12 | 0.9784 | nan | 0.0 | 0.0 | 15 | 0.9945 | nan | 0.0 | 0.0 | 4 | 0.9932 | 0.8560 | 1.0 | 0.9224 | 333 | 0.9998 | 1.0 | 0.55 | 0.7097 | 40 | 0.9531 | 0.8636 | 0.6597 | 0.7480 | 144 | 0.9757 | 0.9474 | 0.8780 | 0.9114 | 41 | 0.9974 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 1.0 | 1.0 | 1.0 | 24 | 1.0 |
181
+ | 0.1308 | 75.0 | 5700 | nan | 0.8573 | 0.8321 | 0.9180 | 0.8730 | 378 | 0.9698 | 0.8571 | 0.5806 | 0.6923 | 31 | 0.9825 | 0.8333 | 0.4167 | 0.5556 | 12 | 0.9783 | nan | 0.0 | 0.0 | 15 | 0.9946 | nan | 0.0 | 0.0 | 4 | 0.9937 | 0.8582 | 1.0 | 0.9237 | 333 | 0.9999 | 1.0 | 0.475 | 0.6441 | 40 | 0.9495 | 0.8636 | 0.6597 | 0.7480 | 144 | 0.9750 | 0.9474 | 0.8780 | 0.9114 | 41 | 0.9974 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 1.0 | 1.0 | 1.0 | 24 | 1.0 |
182
+ | 0.1308 | 76.0 | 5776 | nan | 0.8592 | 0.8361 | 0.9180 | 0.8752 | 378 | 0.9697 | 0.8571 | 0.5806 | 0.6923 | 31 | 0.9830 | 0.8333 | 0.4167 | 0.5556 | 12 | 0.9784 | nan | 0.0 | 0.0 | 15 | 0.9948 | nan | 0.0 | 0.0 | 4 | 0.9934 | 0.8582 | 1.0 | 0.9237 | 333 | 0.9999 | 1.0 | 0.525 | 0.6885 | 40 | 0.9504 | 0.8636 | 0.6597 | 0.7480 | 144 | 0.9750 | 0.9474 | 0.8780 | 0.9114 | 41 | 0.9974 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 1.0 | 1.0 | 1.0 | 24 | 1.0 |
183
+ | 0.1338 | 77.0 | 5852 | nan | 0.8592 | 0.8361 | 0.9180 | 0.8752 | 378 | 0.9696 | 0.8571 | 0.5806 | 0.6923 | 31 | 0.9834 | 0.8333 | 0.4167 | 0.5556 | 12 | 0.9784 | nan | 0.0 | 0.0 | 15 | 0.9946 | nan | 0.0 | 0.0 | 4 | 0.9932 | 0.8582 | 1.0 | 0.9237 | 333 | 0.9999 | 1.0 | 0.525 | 0.6885 | 40 | 0.9491 | 0.8636 | 0.6597 | 0.7480 | 144 | 0.9749 | 0.9474 | 0.8780 | 0.9114 | 41 | 0.9974 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 1.0 | 1.0 | 1.0 | 24 | 1.0 |
184
+ | 0.125 | 78.0 | 5928 | nan | 0.8573 | 0.8321 | 0.9180 | 0.8730 | 378 | 0.9697 | 0.8571 | 0.5806 | 0.6923 | 31 | 0.9831 | 0.8333 | 0.4167 | 0.5556 | 12 | 0.9783 | nan | 0.0 | 0.0 | 15 | 0.9948 | nan | 0.0 | 0.0 | 4 | 0.9934 | 0.8582 | 1.0 | 0.9237 | 333 | 0.9999 | 1.0 | 0.475 | 0.6441 | 40 | 0.9484 | 0.8636 | 0.6597 | 0.7480 | 144 | 0.9749 | 0.9474 | 0.8780 | 0.9114 | 41 | 0.9974 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 1.0 | 1.0 | 1.0 | 24 | 1.0 |
185
+ | 0.1336 | 79.0 | 6004 | nan | 0.8573 | 0.8341 | 0.9180 | 0.8741 | 378 | 0.9692 | 0.8571 | 0.5806 | 0.6923 | 31 | 0.9832 | 0.8333 | 0.4167 | 0.5556 | 12 | 0.9784 | nan | 0.0 | 0.0 | 15 | 0.9948 | nan | 0.0 | 0.0 | 4 | 0.9932 | 0.8560 | 1.0 | 0.9224 | 333 | 0.9999 | 1.0 | 0.5 | 0.6667 | 40 | 0.9495 | 0.8624 | 0.6528 | 0.7431 | 144 | 0.9748 | 0.9474 | 0.8780 | 0.9114 | 41 | 0.9973 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 1.0 | 1.0 | 1.0 | 24 | 1.0 |
186
+ | 0.1336 | 80.0 | 6080 | nan | 0.8583 | 0.8341 | 0.9180 | 0.8741 | 378 | 0.9697 | 0.85 | 0.5484 | 0.6667 | 31 | 0.9832 | 0.8333 | 0.4167 | 0.5556 | 12 | 0.9785 | nan | 0.0 | 0.0 | 15 | 0.9946 | nan | 0.0 | 0.0 | 4 | 0.9934 | 0.8582 | 1.0 | 0.9237 | 333 | 0.9999 | 1.0 | 0.525 | 0.6885 | 40 | 0.9486 | 0.8636 | 0.6597 | 0.7480 | 144 | 0.9752 | 0.9474 | 0.8780 | 0.9114 | 41 | 0.9973 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 1.0 | 1.0 | 1.0 | 24 | 1.0 |
187
+ | 0.1318 | 81.0 | 6156 | nan | 0.8583 | 0.8341 | 0.9180 | 0.8741 | 378 | 0.9696 | 0.85 | 0.5484 | 0.6667 | 31 | 0.9835 | 0.8333 | 0.4167 | 0.5556 | 12 | 0.9784 | nan | 0.0 | 0.0 | 15 | 0.9948 | nan | 0.0 | 0.0 | 4 | 0.9934 | 0.8582 | 1.0 | 0.9237 | 333 | 0.9999 | 1.0 | 0.525 | 0.6885 | 40 | 0.9498 | 0.8636 | 0.6597 | 0.7480 | 144 | 0.9752 | 0.9474 | 0.8780 | 0.9114 | 41 | 0.9973 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 1.0 | 1.0 | 1.0 | 24 | 1.0 |
188
+ | 0.1267 | 82.0 | 6232 | nan | 0.8592 | 0.8361 | 0.9180 | 0.8752 | 378 | 0.9698 | 0.8571 | 0.5806 | 0.6923 | 31 | 0.9835 | 0.8333 | 0.4167 | 0.5556 | 12 | 0.9784 | nan | 0.0 | 0.0 | 15 | 0.9948 | nan | 0.0 | 0.0 | 4 | 0.9937 | 0.8582 | 1.0 | 0.9237 | 333 | 0.9999 | 1.0 | 0.525 | 0.6885 | 40 | 0.9494 | 0.8636 | 0.6597 | 0.7480 | 144 | 0.9751 | 0.9474 | 0.8780 | 0.9114 | 41 | 0.9974 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 1.0 | 1.0 | 1.0 | 24 | 1.0 |
189
+ | 0.1268 | 83.0 | 6308 | nan | 0.8592 | 0.8361 | 0.9180 | 0.8752 | 378 | 0.9698 | 0.8571 | 0.5806 | 0.6923 | 31 | 0.9829 | 0.8333 | 0.4167 | 0.5556 | 12 | 0.9784 | nan | 0.0 | 0.0 | 15 | 0.9948 | nan | 0.0 | 0.0 | 4 | 0.9934 | 0.8582 | 1.0 | 0.9237 | 333 | 0.9999 | 1.0 | 0.525 | 0.6885 | 40 | 0.9490 | 0.8636 | 0.6597 | 0.7480 | 144 | 0.9748 | 0.9474 | 0.8780 | 0.9114 | 41 | 0.9974 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 1.0 | 1.0 | 1.0 | 24 | 1.0 |
190
+ | 0.1268 | 84.0 | 6384 | nan | 0.8592 | 0.8361 | 0.9180 | 0.8752 | 378 | 0.9697 | 0.8571 | 0.5806 | 0.6923 | 31 | 0.9836 | 0.8333 | 0.4167 | 0.5556 | 12 | 0.9784 | nan | 0.0 | 0.0 | 15 | 0.9948 | nan | 0.0 | 0.0 | 4 | 0.9932 | 0.8582 | 1.0 | 0.9237 | 333 | 0.9999 | 1.0 | 0.525 | 0.6885 | 40 | 0.9505 | 0.8636 | 0.6597 | 0.7480 | 144 | 0.9750 | 0.9474 | 0.8780 | 0.9114 | 41 | 0.9974 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 1.0 | 1.0 | 1.0 | 24 | 1.0 |
191
+ | 0.1248 | 85.0 | 6460 | nan | 0.8592 | 0.8361 | 0.9180 | 0.8752 | 378 | 0.9698 | 0.8571 | 0.5806 | 0.6923 | 31 | 0.9835 | 0.8333 | 0.4167 | 0.5556 | 12 | 0.9784 | nan | 0.0 | 0.0 | 15 | 0.9948 | nan | 0.0 | 0.0 | 4 | 0.9934 | 0.8582 | 1.0 | 0.9237 | 333 | 0.9999 | 1.0 | 0.525 | 0.6885 | 40 | 0.9501 | 0.8636 | 0.6597 | 0.7480 | 144 | 0.9749 | 0.9474 | 0.8780 | 0.9114 | 41 | 0.9974 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 1.0 | 1.0 | 1.0 | 24 | 1.0 |
192
+ | 0.1308 | 86.0 | 6536 | nan | 0.8602 | 0.8382 | 0.9180 | 0.8763 | 378 | 0.9697 | 0.8571 | 0.5806 | 0.6923 | 31 | 0.9839 | 0.8333 | 0.4167 | 0.5556 | 12 | 0.9784 | nan | 0.0 | 0.0 | 15 | 0.9948 | nan | 0.0 | 0.0 | 4 | 0.9932 | 0.8582 | 1.0 | 0.9237 | 333 | 0.9999 | 1.0 | 0.55 | 0.7097 | 40 | 0.9511 | 0.8636 | 0.6597 | 0.7480 | 144 | 0.9749 | 0.9474 | 0.8780 | 0.9114 | 41 | 0.9974 | 0.8571 | 0.75 | 0.8 | 8 | 0.9998 | 1.0 | 1.0 | 1.0 | 24 | 1.0 |
193
+ | 0.127 | 87.0 | 6612 | nan | 0.8602 | 0.8365 | 0.9206 | 0.8766 | 378 | 0.9697 | 0.8571 | 0.5806 | 0.6923 | 31 | 0.9837 | 0.8333 | 0.4167 | 0.5556 | 12 | 0.9784 | nan | 0.0 | 0.0 | 15 | 0.9948 | nan | 0.0 | 0.0 | 4 | 0.9934 | 0.8582 | 1.0 | 0.9237 | 333 | 0.9999 | 1.0 | 0.525 | 0.6885 | 40 | 0.9510 | 0.8636 | 0.6597 | 0.7480 | 144 | 0.9748 | 0.9474 | 0.8780 | 0.9114 | 41 | 0.9974 | 1.0 | 0.75 | 0.8571 | 8 | 0.9998 | 1.0 | 1.0 | 1.0 | 24 | 1.0 |
194
+ | 0.127 | 88.0 | 6688 | nan | 0.8602 | 0.8365 | 0.9206 | 0.8766 | 378 | 0.9698 | 0.8571 | 0.5806 | 0.6923 | 31 | 0.9837 | 0.8333 | 0.4167 | 0.5556 | 12 | 0.9784 | nan | 0.0 | 0.0 | 15 | 0.9948 | nan | 0.0 | 0.0 | 4 | 0.9932 | 0.8582 | 1.0 | 0.9237 | 333 | 0.9999 | 1.0 | 0.525 | 0.6885 | 40 | 0.9503 | 0.8636 | 0.6597 | 0.7480 | 144 | 0.9748 | 0.9474 | 0.8780 | 0.9114 | 41 | 0.9974 | 1.0 | 0.75 | 0.8571 | 8 | 0.9998 | 1.0 | 1.0 | 1.0 | 24 | 1.0 |
195
+ | 0.1268 | 89.0 | 6764 | nan | 0.8602 | 0.8365 | 0.9206 | 0.8766 | 378 | 0.9698 | 0.8571 | 0.5806 | 0.6923 | 31 | 0.9839 | 0.8333 | 0.4167 | 0.5556 | 12 | 0.9784 | nan | 0.0 | 0.0 | 15 | 0.9948 | nan | 0.0 | 0.0 | 4 | 0.9932 | 0.8582 | 1.0 | 0.9237 | 333 | 0.9999 | 1.0 | 0.525 | 0.6885 | 40 | 0.9503 | 0.8636 | 0.6597 | 0.7480 | 144 | 0.9749 | 0.9474 | 0.8780 | 0.9114 | 41 | 0.9974 | 1.0 | 0.75 | 0.8571 | 8 | 0.9998 | 1.0 | 1.0 | 1.0 | 24 | 1.0 |
196
+ | 0.1235 | 90.0 | 6840 | nan | 0.8592 | 0.8345 | 0.9206 | 0.8755 | 378 | 0.9698 | 0.85 | 0.5484 | 0.6667 | 31 | 0.9838 | 0.8333 | 0.4167 | 0.5556 | 12 | 0.9784 | nan | 0.0 | 0.0 | 15 | 0.9948 | nan | 0.0 | 0.0 | 4 | 0.9932 | 0.8582 | 1.0 | 0.9237 | 333 | 0.9999 | 1.0 | 0.525 | 0.6885 | 40 | 0.9500 | 0.8636 | 0.6597 | 0.7480 | 144 | 0.9748 | 0.9474 | 0.8780 | 0.9114 | 41 | 0.9974 | 1.0 | 0.75 | 0.8571 | 8 | 0.9998 | 1.0 | 1.0 | 1.0 | 24 | 1.0 |
197
+ | 0.1336 | 91.0 | 6916 | nan | 0.8592 | 0.8345 | 0.9206 | 0.8755 | 378 | 0.9697 | 0.85 | 0.5484 | 0.6667 | 31 | 0.9839 | 0.8333 | 0.4167 | 0.5556 | 12 | 0.9784 | nan | 0.0 | 0.0 | 15 | 0.9948 | nan | 0.0 | 0.0 | 4 | 0.9932 | 0.8582 | 1.0 | 0.9237 | 333 | 0.9999 | 1.0 | 0.525 | 0.6885 | 40 | 0.9501 | 0.8636 | 0.6597 | 0.7480 | 144 | 0.9748 | 0.9474 | 0.8780 | 0.9114 | 41 | 0.9974 | 1.0 | 0.75 | 0.8571 | 8 | 0.9998 | 1.0 | 1.0 | 1.0 | 24 | 1.0 |
198
+ | 0.1336 | 92.0 | 6992 | nan | 0.8592 | 0.8345 | 0.9206 | 0.8755 | 378 | 0.9697 | 0.85 | 0.5484 | 0.6667 | 31 | 0.9840 | 0.8333 | 0.4167 | 0.5556 | 12 | 0.9784 | nan | 0.0 | 0.0 | 15 | 0.9948 | nan | 0.0 | 0.0 | 4 | 0.9932 | 0.8582 | 1.0 | 0.9237 | 333 | 0.9999 | 1.0 | 0.525 | 0.6885 | 40 | 0.9503 | 0.8636 | 0.6597 | 0.7480 | 144 | 0.9749 | 0.9474 | 0.8780 | 0.9114 | 41 | 0.9974 | 1.0 | 0.75 | 0.8571 | 8 | 0.9998 | 1.0 | 1.0 | 1.0 | 24 | 1.0 |
199
+ | 0.1222 | 93.0 | 7068 | nan | 0.8592 | 0.8345 | 0.9206 | 0.8755 | 378 | 0.9697 | 0.85 | 0.5484 | 0.6667 | 31 | 0.9840 | 0.8333 | 0.4167 | 0.5556 | 12 | 0.9784 | nan | 0.0 | 0.0 | 15 | 0.9948 | nan | 0.0 | 0.0 | 4 | 0.9932 | 0.8582 | 1.0 | 0.9237 | 333 | 0.9999 | 1.0 | 0.525 | 0.6885 | 40 | 0.9502 | 0.8636 | 0.6597 | 0.7480 | 144 | 0.9749 | 0.9474 | 0.8780 | 0.9114 | 41 | 0.9974 | 1.0 | 0.75 | 0.8571 | 8 | 0.9998 | 1.0 | 1.0 | 1.0 | 24 | 1.0 |
200
+ | 0.1359 | 94.0 | 7144 | nan | 0.8592 | 0.8345 | 0.9206 | 0.8755 | 378 | 0.9697 | 0.85 | 0.5484 | 0.6667 | 31 | 0.9840 | 0.8333 | 0.4167 | 0.5556 | 12 | 0.9784 | nan | 0.0 | 0.0 | 15 | 0.9948 | nan | 0.0 | 0.0 | 4 | 0.9932 | 0.8582 | 1.0 | 0.9237 | 333 | 0.9999 | 1.0 | 0.525 | 0.6885 | 40 | 0.9501 | 0.8636 | 0.6597 | 0.7480 | 144 | 0.9748 | 0.9474 | 0.8780 | 0.9114 | 41 | 0.9974 | 1.0 | 0.75 | 0.8571 | 8 | 0.9998 | 1.0 | 1.0 | 1.0 | 24 | 1.0 |
201
+ | 0.1204 | 95.0 | 7220 | nan | 0.8592 | 0.8345 | 0.9206 | 0.8755 | 378 | 0.9697 | 0.85 | 0.5484 | 0.6667 | 31 | 0.9840 | 0.8333 | 0.4167 | 0.5556 | 12 | 0.9784 | nan | 0.0 | 0.0 | 15 | 0.9948 | nan | 0.0 | 0.0 | 4 | 0.9932 | 0.8582 | 1.0 | 0.9237 | 333 | 0.9999 | 1.0 | 0.525 | 0.6885 | 40 | 0.9501 | 0.8636 | 0.6597 | 0.7480 | 144 | 0.9748 | 0.9474 | 0.8780 | 0.9114 | 41 | 0.9974 | 1.0 | 0.75 | 0.8571 | 8 | 0.9998 | 1.0 | 1.0 | 1.0 | 24 | 1.0 |
202
+ | 0.1204 | 96.0 | 7296 | nan | 0.8592 | 0.8345 | 0.9206 | 0.8755 | 378 | 0.9697 | 0.85 | 0.5484 | 0.6667 | 31 | 0.9840 | 0.8333 | 0.4167 | 0.5556 | 12 | 0.9784 | nan | 0.0 | 0.0 | 15 | 0.9948 | nan | 0.0 | 0.0 | 4 | 0.9932 | 0.8582 | 1.0 | 0.9237 | 333 | 0.9999 | 1.0 | 0.525 | 0.6885 | 40 | 0.9501 | 0.8636 | 0.6597 | 0.7480 | 144 | 0.9748 | 0.9474 | 0.8780 | 0.9114 | 41 | 0.9974 | 1.0 | 0.75 | 0.8571 | 8 | 0.9998 | 1.0 | 1.0 | 1.0 | 24 | 1.0 |
203
+ | 0.1261 | 97.0 | 7372 | nan | 0.8592 | 0.8345 | 0.9206 | 0.8755 | 378 | 0.9697 | 0.85 | 0.5484 | 0.6667 | 31 | 0.9840 | 0.8333 | 0.4167 | 0.5556 | 12 | 0.9784 | nan | 0.0 | 0.0 | 15 | 0.9948 | nan | 0.0 | 0.0 | 4 | 0.9932 | 0.8582 | 1.0 | 0.9237 | 333 | 0.9999 | 1.0 | 0.525 | 0.6885 | 40 | 0.9502 | 0.8636 | 0.6597 | 0.7480 | 144 | 0.9748 | 0.9474 | 0.8780 | 0.9114 | 41 | 0.9974 | 1.0 | 0.75 | 0.8571 | 8 | 0.9998 | 1.0 | 1.0 | 1.0 | 24 | 1.0 |
204
+ | 0.127 | 98.0 | 7448 | nan | 0.8592 | 0.8345 | 0.9206 | 0.8755 | 378 | 0.9697 | 0.85 | 0.5484 | 0.6667 | 31 | 0.9840 | 0.8333 | 0.4167 | 0.5556 | 12 | 0.9784 | nan | 0.0 | 0.0 | 15 | 0.9948 | nan | 0.0 | 0.0 | 4 | 0.9932 | 0.8582 | 1.0 | 0.9237 | 333 | 0.9999 | 1.0 | 0.525 | 0.6885 | 40 | 0.9502 | 0.8636 | 0.6597 | 0.7480 | 144 | 0.9748 | 0.9474 | 0.8780 | 0.9114 | 41 | 0.9974 | 1.0 | 0.75 | 0.8571 | 8 | 0.9998 | 1.0 | 1.0 | 1.0 | 24 | 1.0 |
205
+ | 0.1268 | 99.0 | 7524 | nan | 0.8592 | 0.8345 | 0.9206 | 0.8755 | 378 | 0.9697 | 0.85 | 0.5484 | 0.6667 | 31 | 0.9840 | 0.8333 | 0.4167 | 0.5556 | 12 | 0.9784 | nan | 0.0 | 0.0 | 15 | 0.9948 | nan | 0.0 | 0.0 | 4 | 0.9932 | 0.8582 | 1.0 | 0.9237 | 333 | 0.9999 | 1.0 | 0.525 | 0.6885 | 40 | 0.9502 | 0.8636 | 0.6597 | 0.7480 | 144 | 0.9748 | 0.9474 | 0.8780 | 0.9114 | 41 | 0.9974 | 1.0 | 0.75 | 0.8571 | 8 | 0.9998 | 1.0 | 1.0 | 1.0 | 24 | 1.0 |
206
+ | 0.1261 | 100.0 | 7600 | nan | 0.8592 | 0.8345 | 0.9206 | 0.8755 | 378 | 0.9697 | 0.85 | 0.5484 | 0.6667 | 31 | 0.9840 | 0.8333 | 0.4167 | 0.5556 | 12 | 0.9784 | nan | 0.0 | 0.0 | 15 | 0.9948 | nan | 0.0 | 0.0 | 4 | 0.9932 | 0.8582 | 1.0 | 0.9237 | 333 | 0.9999 | 1.0 | 0.525 | 0.6885 | 40 | 0.9502 | 0.8636 | 0.6597 | 0.7480 | 144 | 0.9748 | 0.9474 | 0.8780 | 0.9114 | 41 | 0.9974 | 1.0 | 0.75 | 0.8571 | 8 | 0.9998 | 1.0 | 1.0 | 1.0 | 24 | 1.0 |
207
 
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  ### Framework versions