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README.md
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---
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language:
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license: mit
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base_model: indolem/indobert-base-uncased
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tags:
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This model is a fine-tuned version of [indolem/indobert-base-uncased](https://huggingface.co/indolem/indobert-base-uncased) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.
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- Location Precision: 0.
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- Location Recall: 0.
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- Location F1: 0.
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- Location Number: 116
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- Organization Precision: 0.
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- Organization Recall: 0.
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- Organization F1: 0.
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- Organization Number: 158
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- Person Precision: 0.
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- Person Recall: 0.9919
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- Person F1: 0.
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- Person Number: 124
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- Overall Precision: 0.
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- Overall Recall: 0.9598
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- Overall F1: 0.
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- Overall Accuracy: 0.
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## Model description
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- seed: 42
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: linear
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- num_epochs:
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Location Precision | Location Recall | Location F1 | Location Number | Organization Precision | Organization Recall | Organization F1 | Organization Number | Person Precision | Person Recall | Person F1 | Person Number | Overall Precision | Overall Recall | Overall F1 | Overall Accuracy |
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|:-------------:|:-----:|:----:|:---------------:|:------------------:|:---------------:|:-----------:|:---------------:|:----------------------:|:-------------------:|:---------------:|:-------------------:|:----------------:|:-------------:|:---------:|:-------------:|:-----------------:|:--------------:|:----------:|:----------------:|
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### Framework versions
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---
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license: mit
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base_model: indolem/indobert-base-uncased
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tags:
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This model is a fine-tuned version of [indolem/indobert-base-uncased](https://huggingface.co/indolem/indobert-base-uncased) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.0822
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- Location Precision: 0.9573
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- Location Recall: 0.9655
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- Location F1: 0.9614
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- Location Number: 116
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- Organization Precision: 0.9608
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- Organization Recall: 0.9304
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- Organization F1: 0.9453
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- Organization Number: 158
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- Person Precision: 0.984
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- Person Recall: 0.9919
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- Person F1: 0.9880
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- Person Number: 124
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- Overall Precision: 0.9671
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- Overall Recall: 0.9598
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- Overall F1: 0.9634
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- Overall Accuracy: 0.9920
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## Model description
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- seed: 42
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: linear
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- num_epochs: 100.0
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Location Precision | Location Recall | Location F1 | Location Number | Organization Precision | Organization Recall | Organization F1 | Organization Number | Person Precision | Person Recall | Person F1 | Person Number | Overall Precision | Overall Recall | Overall F1 | Overall Accuracy |
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|:-------------:|:-----:|:----:|:---------------:|:------------------:|:---------------:|:-----------:|:---------------:|:----------------------:|:-------------------:|:---------------:|:-------------------:|:----------------:|:-------------:|:---------:|:-------------:|:-----------------:|:--------------:|:----------:|:----------------:|
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| 0.2668 | 1.0 | 96 | 0.0394 | 0.9145 | 0.9224 | 0.9185 | 116 | 0.9141 | 0.9430 | 0.9283 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9358 | 0.9523 | 0.9440 | 0.9879 |
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| 0.0634 | 2.0 | 192 | 0.0460 | 0.9237 | 0.9397 | 0.9316 | 116 | 0.9477 | 0.9177 | 0.9325 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9520 | 0.9472 | 0.9496 | 0.9882 |
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| 0.032 | 3.0 | 288 | 0.0441 | 0.9474 | 0.9310 | 0.9391 | 116 | 0.9427 | 0.9367 | 0.9397 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9547 | 0.9523 | 0.9535 | 0.9890 |
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| 0.022 | 4.0 | 384 | 0.0442 | 0.9732 | 0.9397 | 0.9561 | 116 | 0.9255 | 0.9430 | 0.9342 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9573 | 0.9573 | 0.9573 | 0.9909 |
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| 0.0143 | 5.0 | 480 | 0.0474 | 0.9339 | 0.9741 | 0.9536 | 116 | 0.9671 | 0.9304 | 0.9484 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9598 | 0.9598 | 0.9598 | 0.9898 |
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| 0.0122 | 6.0 | 576 | 0.0581 | 0.9328 | 0.9569 | 0.9447 | 116 | 0.9662 | 0.9051 | 0.9346 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9592 | 0.9447 | 0.9519 | 0.9885 |
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| 0.0062 | 7.0 | 672 | 0.0578 | 0.9569 | 0.9569 | 0.9569 | 116 | 0.9548 | 0.9367 | 0.9457 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9646 | 0.9598 | 0.9622 | 0.9909 |
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| 0.007 | 8.0 | 768 | 0.0608 | 0.9655 | 0.9655 | 0.9655 | 116 | 0.9551 | 0.9430 | 0.9490 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9673 | 0.9648 | 0.9660 | 0.9901 |
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| 0.0049 | 9.0 | 864 | 0.0656 | 0.9328 | 0.9569 | 0.9447 | 116 | 0.9530 | 0.8987 | 0.9251 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9567 | 0.9447 | 0.9507 | 0.9874 |
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| 0.0056 | 10.0 | 960 | 0.0566 | 0.9569 | 0.9569 | 0.9569 | 116 | 0.9423 | 0.9304 | 0.9363 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9573 | 0.9573 | 0.9573 | 0.9896 |
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| 0.0046 | 11.0 | 1056 | 0.0709 | 0.9492 | 0.9655 | 0.9573 | 116 | 0.9346 | 0.9051 | 0.9196 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9545 | 0.9497 | 0.9521 | 0.9879 |
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| 0.0022 | 12.0 | 1152 | 0.0721 | 0.9412 | 0.9655 | 0.9532 | 116 | 0.9548 | 0.9367 | 0.9457 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9599 | 0.9623 | 0.9611 | 0.9901 |
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| 0.0048 | 13.0 | 1248 | 0.0544 | 0.9487 | 0.9569 | 0.9528 | 116 | 0.9490 | 0.9430 | 0.9460 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9575 | 0.9623 | 0.9599 | 0.9920 |
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| 0.0029 | 14.0 | 1344 | 0.0602 | 0.9649 | 0.9483 | 0.9565 | 116 | 0.9434 | 0.9494 | 0.9464 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9623 | 0.9623 | 0.9623 | 0.9918 |
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| 0.0031 | 15.0 | 1440 | 0.0678 | 0.9478 | 0.9397 | 0.9437 | 116 | 0.9484 | 0.9304 | 0.9393 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9571 | 0.9523 | 0.9547 | 0.9904 |
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| 0.0039 | 16.0 | 1536 | 0.0820 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.96 | 0.9114 | 0.9351 | 158 | 0.9839 | 0.9839 | 0.9839 | 124 | 0.9567 | 0.9447 | 0.9507 | 0.9871 |
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| 0.0021 | 17.0 | 1632 | 0.0793 | 0.9421 | 0.9828 | 0.9620 | 116 | 0.9735 | 0.9304 | 0.9515 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9648 | 0.9648 | 0.9648 | 0.9898 |
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| 82 |
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| 0.0035 | 18.0 | 1728 | 0.0844 | 0.9310 | 0.9310 | 0.9310 | 116 | 0.9545 | 0.9304 | 0.9423 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9521 | 0.9497 | 0.9509 | 0.9879 |
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| 83 |
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| 0.0039 | 19.0 | 1824 | 0.0907 | 0.9106 | 0.9655 | 0.9372 | 116 | 0.9726 | 0.8987 | 0.9342 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9544 | 0.9472 | 0.9508 | 0.9868 |
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| 0.0014 | 20.0 | 1920 | 0.0629 | 0.9412 | 0.9655 | 0.9532 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9622 | 0.9598 | 0.9610 | 0.9912 |
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| 0.0019 | 21.0 | 2016 | 0.0655 | 0.9412 | 0.9655 | 0.9532 | 116 | 0.9737 | 0.9367 | 0.9548 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9672 | 0.9623 | 0.9647 | 0.9909 |
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| 86 |
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| 0.0021 | 22.0 | 2112 | 0.0593 | 0.9487 | 0.9569 | 0.9528 | 116 | 0.9371 | 0.9430 | 0.9401 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9551 | 0.9623 | 0.9587 | 0.9915 |
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| 87 |
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| 0.0038 | 23.0 | 2208 | 0.0698 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9572 | 0.9548 | 0.9560 | 0.9890 |
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| 88 |
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| 0.0024 | 24.0 | 2304 | 0.0686 | 0.9492 | 0.9655 | 0.9573 | 116 | 0.9669 | 0.9241 | 0.9450 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9670 | 0.9573 | 0.9621 | 0.9901 |
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| 89 |
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| 0.0032 | 25.0 | 2400 | 0.0782 | 0.9174 | 0.9569 | 0.9367 | 116 | 0.9412 | 0.9114 | 0.9260 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9474 | 0.9497 | 0.9486 | 0.9874 |
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| 90 |
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| 0.0028 | 26.0 | 2496 | 0.0841 | 0.9167 | 0.9483 | 0.9322 | 116 | 0.9865 | 0.9241 | 0.9542 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9644 | 0.9523 | 0.9583 | 0.9893 |
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| 91 |
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| 0.0024 | 27.0 | 2592 | 0.0762 | 0.9174 | 0.9569 | 0.9367 | 116 | 0.9554 | 0.9494 | 0.9524 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9529 | 0.9648 | 0.9588 | 0.9893 |
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| 92 |
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| 0.0065 | 28.0 | 2688 | 0.0943 | 0.9483 | 0.9483 | 0.9483 | 116 | 0.9662 | 0.9051 | 0.9346 | 158 | 0.9531 | 0.9839 | 0.9683 | 124 | 0.9566 | 0.9422 | 0.9494 | 0.9887 |
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| 93 |
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| 0.0026 | 29.0 | 2784 | 0.0959 | 0.9487 | 0.9569 | 0.9528 | 116 | 0.9664 | 0.9114 | 0.9381 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9668 | 0.9497 | 0.9582 | 0.9874 |
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| 94 |
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| 0.002 | 30.0 | 2880 | 0.0732 | 0.9402 | 0.9483 | 0.9442 | 116 | 0.9548 | 0.9367 | 0.9457 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9597 | 0.9573 | 0.9585 | 0.9912 |
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| 95 |
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| 0.0012 | 31.0 | 2976 | 0.0808 | 0.9487 | 0.9569 | 0.9528 | 116 | 0.9735 | 0.9304 | 0.9515 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9695 | 0.9573 | 0.9633 | 0.9901 |
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| 96 |
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| 0.001 | 32.0 | 3072 | 0.0846 | 0.9492 | 0.9655 | 0.9573 | 116 | 0.98 | 0.9304 | 0.9545 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9720 | 0.9598 | 0.9659 | 0.9898 |
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| 97 |
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| 0.0018 | 33.0 | 3168 | 0.0949 | 0.9487 | 0.9569 | 0.9528 | 116 | 0.9735 | 0.9304 | 0.9515 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9695 | 0.9573 | 0.9633 | 0.9893 |
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| 98 |
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| 0.0012 | 34.0 | 3264 | 0.0965 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9669 | 0.9241 | 0.9450 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9571 | 0.9523 | 0.9547 | 0.9879 |
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| 99 |
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| 0.0025 | 35.0 | 3360 | 0.1011 | 0.9554 | 0.9224 | 0.9386 | 116 | 0.9367 | 0.9367 | 0.9367 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9545 | 0.9497 | 0.9521 | 0.9879 |
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| 100 |
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| 0.0029 | 36.0 | 3456 | 0.0913 | 0.9487 | 0.9569 | 0.9528 | 116 | 0.9545 | 0.9304 | 0.9423 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9597 | 0.9573 | 0.9585 | 0.9882 |
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| 101 |
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| 0.0037 | 37.0 | 3552 | 0.0543 | 0.9492 | 0.9655 | 0.9573 | 116 | 0.9430 | 0.9430 | 0.9430 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9552 | 0.9648 | 0.96 | 0.9923 |
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| 102 |
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| 0.002 | 38.0 | 3648 | 0.0655 | 0.9487 | 0.9569 | 0.9528 | 116 | 0.9430 | 0.9430 | 0.9430 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9575 | 0.9623 | 0.9599 | 0.9909 |
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| 103 |
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| 0.0015 | 39.0 | 3744 | 0.0786 | 0.9565 | 0.9483 | 0.9524 | 116 | 0.9671 | 0.9304 | 0.9484 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9694 | 0.9548 | 0.9620 | 0.9893 |
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| 104 |
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| 0.001 | 40.0 | 3840 | 0.0722 | 0.9328 | 0.9569 | 0.9447 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9597 | 0.9573 | 0.9585 | 0.9904 |
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| 105 |
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| 0.0021 | 41.0 | 3936 | 0.0722 | 0.9350 | 0.9914 | 0.9623 | 116 | 0.9737 | 0.9367 | 0.9548 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.965 | 0.9698 | 0.9674 | 0.9904 |
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| 106 |
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| 0.0018 | 42.0 | 4032 | 0.0764 | 0.9483 | 0.9483 | 0.9483 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9620 | 0.9548 | 0.9584 | 0.9893 |
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| 107 |
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| 0.0009 | 43.0 | 4128 | 0.0854 | 0.9492 | 0.9655 | 0.9573 | 116 | 0.9735 | 0.9304 | 0.9515 | 158 | 0.9839 | 0.9839 | 0.9839 | 124 | 0.9695 | 0.9573 | 0.9633 | 0.9898 |
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| 108 |
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| 0.0007 | 44.0 | 4224 | 0.0778 | 0.9412 | 0.9655 | 0.9532 | 116 | 0.9735 | 0.9304 | 0.9515 | 158 | 0.9839 | 0.9839 | 0.9839 | 124 | 0.9670 | 0.9573 | 0.9621 | 0.9904 |
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| 109 |
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| 0.0018 | 45.0 | 4320 | 0.0880 | 0.9558 | 0.9310 | 0.9432 | 116 | 0.9481 | 0.9241 | 0.9359 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9592 | 0.9447 | 0.9519 | 0.9887 |
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| 110 |
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| 0.0022 | 46.0 | 4416 | 0.0823 | 0.9412 | 0.9655 | 0.9532 | 116 | 0.9867 | 0.9367 | 0.9610 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9695 | 0.9598 | 0.9646 | 0.9901 |
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| 111 |
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| 0.0013 | 47.0 | 4512 | 0.0913 | 0.9483 | 0.9483 | 0.9483 | 116 | 0.98 | 0.9304 | 0.9545 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9694 | 0.9548 | 0.9620 | 0.9896 |
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| 112 |
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| 0.0013 | 48.0 | 4608 | 0.0819 | 0.9417 | 0.9741 | 0.9576 | 116 | 0.9801 | 0.9367 | 0.9579 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9697 | 0.9648 | 0.9673 | 0.9901 |
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| 113 |
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| 0.0005 | 49.0 | 4704 | 0.0735 | 0.9412 | 0.9655 | 0.9532 | 116 | 0.9737 | 0.9367 | 0.9548 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9672 | 0.9623 | 0.9647 | 0.9909 |
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| 114 |
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| 0.0011 | 50.0 | 4800 | 0.0772 | 0.9483 | 0.9483 | 0.9483 | 116 | 0.9484 | 0.9304 | 0.9393 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9596 | 0.9548 | 0.9572 | 0.9907 |
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| 115 |
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| 0.0021 | 51.0 | 4896 | 0.0813 | 0.9492 | 0.9655 | 0.9573 | 116 | 0.9735 | 0.9304 | 0.9515 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9695 | 0.9598 | 0.9646 | 0.9904 |
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| 116 |
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| 0.0006 | 52.0 | 4992 | 0.0927 | 0.9576 | 0.9741 | 0.9658 | 116 | 0.98 | 0.9304 | 0.9545 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9746 | 0.9623 | 0.9684 | 0.9904 |
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| 117 |
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| 0.0007 | 53.0 | 5088 | 0.0791 | 0.9496 | 0.9741 | 0.9617 | 116 | 0.9740 | 0.9494 | 0.9615 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9698 | 0.9698 | 0.9698 | 0.9912 |
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| 118 |
+
| 0.0011 | 54.0 | 5184 | 0.0722 | 0.9496 | 0.9741 | 0.9617 | 116 | 0.9679 | 0.9557 | 0.9618 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9675 | 0.9724 | 0.9699 | 0.9929 |
|
| 119 |
+
| 0.0005 | 55.0 | 5280 | 0.0721 | 0.9328 | 0.9569 | 0.9447 | 116 | 0.9557 | 0.9557 | 0.9557 | 158 | 0.9839 | 0.9839 | 0.9839 | 124 | 0.9576 | 0.9648 | 0.9612 | 0.9920 |
|
| 120 |
+
| 0.0005 | 56.0 | 5376 | 0.0705 | 0.9496 | 0.9741 | 0.9617 | 116 | 0.9806 | 0.9620 | 0.9712 | 158 | 0.9839 | 0.9839 | 0.9839 | 124 | 0.9724 | 0.9724 | 0.9724 | 0.9931 |
|
| 121 |
+
| 0.0003 | 57.0 | 5472 | 0.0651 | 0.9487 | 0.9569 | 0.9528 | 116 | 0.9677 | 0.9494 | 0.9585 | 158 | 0.9839 | 0.9839 | 0.9839 | 124 | 0.9672 | 0.9623 | 0.9647 | 0.9923 |
|
| 122 |
+
| 0.0011 | 58.0 | 5568 | 0.0754 | 0.9569 | 0.9569 | 0.9569 | 116 | 0.9679 | 0.9557 | 0.9618 | 158 | 0.9839 | 0.9839 | 0.9839 | 124 | 0.9697 | 0.9648 | 0.9673 | 0.9929 |
|
| 123 |
+
| 0.0006 | 59.0 | 5664 | 0.0718 | 0.9397 | 0.9397 | 0.9397 | 116 | 0.9618 | 0.9557 | 0.9587 | 158 | 0.9839 | 0.9839 | 0.9839 | 124 | 0.9622 | 0.9598 | 0.9610 | 0.9923 |
|
| 124 |
+
| 0.0005 | 60.0 | 5760 | 0.0870 | 0.9496 | 0.9741 | 0.9617 | 116 | 0.98 | 0.9304 | 0.9545 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9721 | 0.9623 | 0.9672 | 0.9898 |
|
| 125 |
+
| 0.0004 | 61.0 | 5856 | 0.0687 | 0.9474 | 0.9310 | 0.9391 | 116 | 0.9437 | 0.9557 | 0.9497 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9574 | 0.9598 | 0.9586 | 0.9909 |
|
| 126 |
+
| 0.0002 | 62.0 | 5952 | 0.0983 | 0.9402 | 0.9483 | 0.9442 | 116 | 0.9799 | 0.9241 | 0.9511 | 158 | 0.9839 | 0.9839 | 0.9839 | 124 | 0.9692 | 0.9497 | 0.9594 | 0.9893 |
|
| 127 |
+
| 0.0006 | 63.0 | 6048 | 0.0818 | 0.9573 | 0.9655 | 0.9614 | 116 | 0.9671 | 0.9304 | 0.9484 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9695 | 0.9598 | 0.9646 | 0.9912 |
|
| 128 |
+
| 0.0002 | 64.0 | 6144 | 0.0858 | 0.9573 | 0.9655 | 0.9614 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9671 | 0.9598 | 0.9634 | 0.9915 |
|
| 129 |
+
| 0.0005 | 65.0 | 6240 | 0.0884 | 0.9569 | 0.9569 | 0.9569 | 116 | 0.9673 | 0.9367 | 0.9518 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9646 | 0.9573 | 0.9609 | 0.9915 |
|
| 130 |
+
| 0.001 | 66.0 | 6336 | 0.0771 | 0.9487 | 0.9569 | 0.9528 | 116 | 0.9542 | 0.9241 | 0.9389 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9571 | 0.9523 | 0.9547 | 0.9912 |
|
| 131 |
+
| 0.0006 | 67.0 | 6432 | 0.0808 | 0.9487 | 0.9569 | 0.9528 | 116 | 0.9735 | 0.9304 | 0.9515 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9695 | 0.9573 | 0.9633 | 0.9909 |
|
| 132 |
+
| 0.0002 | 68.0 | 6528 | 0.0749 | 0.9573 | 0.9655 | 0.9614 | 116 | 0.9610 | 0.9367 | 0.9487 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9672 | 0.9623 | 0.9647 | 0.9920 |
|
| 133 |
+
| 0.0011 | 69.0 | 6624 | 0.0784 | 0.9573 | 0.9655 | 0.9614 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9671 | 0.9598 | 0.9634 | 0.9918 |
|
| 134 |
+
| 0.0005 | 70.0 | 6720 | 0.0750 | 0.9573 | 0.9655 | 0.9614 | 116 | 0.9671 | 0.9304 | 0.9484 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9695 | 0.9598 | 0.9646 | 0.9920 |
|
| 135 |
+
| 0.0001 | 71.0 | 6816 | 0.0758 | 0.9573 | 0.9655 | 0.9614 | 116 | 0.9671 | 0.9304 | 0.9484 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9695 | 0.9598 | 0.9646 | 0.9920 |
|
| 136 |
+
| 0.0005 | 72.0 | 6912 | 0.0771 | 0.9573 | 0.9655 | 0.9614 | 116 | 0.9671 | 0.9304 | 0.9484 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9695 | 0.9598 | 0.9646 | 0.9920 |
|
| 137 |
+
| 0.0004 | 73.0 | 7008 | 0.0733 | 0.9412 | 0.9655 | 0.9532 | 116 | 0.9542 | 0.9241 | 0.9389 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9597 | 0.9573 | 0.9585 | 0.9915 |
|
| 138 |
+
| 0.0001 | 74.0 | 7104 | 0.0740 | 0.9492 | 0.9655 | 0.9573 | 116 | 0.9542 | 0.9241 | 0.9389 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9621 | 0.9573 | 0.9597 | 0.9918 |
|
| 139 |
+
| 0.0001 | 75.0 | 7200 | 0.0795 | 0.9492 | 0.9655 | 0.9573 | 116 | 0.9669 | 0.9241 | 0.9450 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9670 | 0.9573 | 0.9621 | 0.9915 |
|
| 140 |
+
| 0.0002 | 76.0 | 7296 | 0.0800 | 0.9492 | 0.9655 | 0.9573 | 116 | 0.9669 | 0.9241 | 0.9450 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9670 | 0.9573 | 0.9621 | 0.9915 |
|
| 141 |
+
| 0.0002 | 77.0 | 7392 | 0.0781 | 0.9569 | 0.9569 | 0.9569 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9670 | 0.9573 | 0.9621 | 0.9920 |
|
| 142 |
+
| 0.0002 | 78.0 | 7488 | 0.0798 | 0.9492 | 0.9655 | 0.9573 | 116 | 0.9735 | 0.9304 | 0.9515 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9695 | 0.9598 | 0.9646 | 0.9918 |
|
| 143 |
+
| 0.0002 | 79.0 | 7584 | 0.0785 | 0.9573 | 0.9655 | 0.9614 | 116 | 0.9737 | 0.9367 | 0.9548 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9721 | 0.9623 | 0.9672 | 0.9926 |
|
| 144 |
+
| 0.0001 | 80.0 | 7680 | 0.0794 | 0.9573 | 0.9655 | 0.9614 | 116 | 0.9737 | 0.9367 | 0.9548 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9721 | 0.9623 | 0.9672 | 0.9926 |
|
| 145 |
+
| 0.0004 | 81.0 | 7776 | 0.0812 | 0.9573 | 0.9655 | 0.9614 | 116 | 0.9737 | 0.9367 | 0.9548 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9721 | 0.9623 | 0.9672 | 0.9926 |
|
| 146 |
+
| 0.0001 | 82.0 | 7872 | 0.0880 | 0.9492 | 0.9655 | 0.9573 | 116 | 0.9669 | 0.9241 | 0.9450 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9670 | 0.9573 | 0.9621 | 0.9915 |
|
| 147 |
+
| 0.0001 | 83.0 | 7968 | 0.0832 | 0.9576 | 0.9741 | 0.9658 | 116 | 0.9671 | 0.9304 | 0.9484 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9696 | 0.9623 | 0.9660 | 0.9920 |
|
| 148 |
+
| 0.0007 | 84.0 | 8064 | 0.0854 | 0.9492 | 0.9655 | 0.9573 | 116 | 0.9669 | 0.9241 | 0.9450 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9670 | 0.9573 | 0.9621 | 0.9915 |
|
| 149 |
+
| 0.0001 | 85.0 | 8160 | 0.0863 | 0.9492 | 0.9655 | 0.9573 | 116 | 0.9669 | 0.9241 | 0.9450 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9670 | 0.9573 | 0.9621 | 0.9915 |
|
| 150 |
+
| 0.0001 | 86.0 | 8256 | 0.0854 | 0.9492 | 0.9655 | 0.9573 | 116 | 0.9669 | 0.9241 | 0.9450 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9670 | 0.9573 | 0.9621 | 0.9909 |
|
| 151 |
+
| 0.0001 | 87.0 | 8352 | 0.0789 | 0.9573 | 0.9655 | 0.9614 | 116 | 0.9673 | 0.9367 | 0.9518 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9696 | 0.9623 | 0.9660 | 0.9923 |
|
| 152 |
+
| 0.0001 | 88.0 | 8448 | 0.0776 | 0.9658 | 0.9741 | 0.9700 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9696 | 0.9623 | 0.9660 | 0.9923 |
|
| 153 |
+
| 0.0002 | 89.0 | 8544 | 0.0786 | 0.9569 | 0.9569 | 0.9569 | 116 | 0.9610 | 0.9367 | 0.9487 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9671 | 0.9598 | 0.9634 | 0.9920 |
|
| 154 |
+
| 0.0001 | 90.0 | 8640 | 0.0798 | 0.9569 | 0.9569 | 0.9569 | 116 | 0.9610 | 0.9367 | 0.9487 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9671 | 0.9598 | 0.9634 | 0.9920 |
|
| 155 |
+
| 0.0001 | 91.0 | 8736 | 0.0816 | 0.9573 | 0.9655 | 0.9614 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9671 | 0.9598 | 0.9634 | 0.9920 |
|
| 156 |
+
| 0.0005 | 92.0 | 8832 | 0.0819 | 0.9573 | 0.9655 | 0.9614 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9671 | 0.9598 | 0.9634 | 0.9920 |
|
| 157 |
+
| 0.0003 | 93.0 | 8928 | 0.0819 | 0.9573 | 0.9655 | 0.9614 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9671 | 0.9598 | 0.9634 | 0.9920 |
|
| 158 |
+
| 0.0003 | 94.0 | 9024 | 0.0814 | 0.9573 | 0.9655 | 0.9614 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9671 | 0.9598 | 0.9634 | 0.9920 |
|
| 159 |
+
| 0.0001 | 95.0 | 9120 | 0.0814 | 0.9573 | 0.9655 | 0.9614 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9671 | 0.9598 | 0.9634 | 0.9920 |
|
| 160 |
+
| 0.0001 | 96.0 | 9216 | 0.0816 | 0.9573 | 0.9655 | 0.9614 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9671 | 0.9598 | 0.9634 | 0.9920 |
|
| 161 |
+
| 0.0001 | 97.0 | 9312 | 0.0817 | 0.9573 | 0.9655 | 0.9614 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9671 | 0.9598 | 0.9634 | 0.9920 |
|
| 162 |
+
| 0.0001 | 98.0 | 9408 | 0.0821 | 0.9573 | 0.9655 | 0.9614 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9671 | 0.9598 | 0.9634 | 0.9920 |
|
| 163 |
+
| 0.0001 | 99.0 | 9504 | 0.0822 | 0.9573 | 0.9655 | 0.9614 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9671 | 0.9598 | 0.9634 | 0.9920 |
|
| 164 |
+
| 0.0001 | 100.0 | 9600 | 0.0822 | 0.9573 | 0.9655 | 0.9614 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9671 | 0.9598 | 0.9634 | 0.9920 |
|
| 165 |
|
| 166 |
|
| 167 |
### Framework versions
|