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osmanh
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RMBG-human_parsing-finetuned

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+ ---
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+ library_name: transformers
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+ license: other
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+ base_model: briaai/RMBG-1.4
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+ tags:
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+ - generated_from_trainer
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+ model-index:
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+ - name: RMBG-human_parsing-finetuned
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+ results: []
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+ ---
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+
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+ <!-- This model card has been generated automatically according to the information the Trainer had access to. You
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+ should probably proofread and complete it, then remove this comment. -->
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+
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+ # RMBG-human_parsing-finetuned
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+
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+ This model is a fine-tuned version of [briaai/RMBG-1.4](https://huggingface.co/briaai/RMBG-1.4) on an unknown dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.7383
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+ - Mean Iou: 0.0018
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+ - Mean Accuracy: 0.0020
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+ - Overall Accuracy: 0.0085
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+ - Accuracy Background: nan
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+ - Accuracy Hat: 0.0
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+ - Accuracy Hair: 0.0000
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+ - Accuracy Sunglasses: 0.0
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+ - Accuracy Upper-clothes: 0.0310
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+ - Accuracy Skirt: 0.0
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+ - Accuracy Pants: 0.0035
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+ - Accuracy Dress: 0.0
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+ - Accuracy Belt: 0.0
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+ - Accuracy Left-shoe: 0.0
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+ - Accuracy Right-shoe: 0.0
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+ - Accuracy Face: 0.0
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+ - Accuracy Left-leg: 0.0
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+ - Accuracy Right-leg: 0.0
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+ - Accuracy Left-arm: 0.0
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+ - Accuracy Right-arm: 0.0
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+ - Accuracy Bag: 0.0
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+ - Accuracy Scarf: 0.0
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+ - Iou Background: 0.0
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+ - Iou Hat: 0.0
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+ - Iou Hair: 0.0000
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+ - Iou Sunglasses: 0.0
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+ - Iou Upper-clothes: 0.0296
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+ - Iou Skirt: 0.0
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+ - Iou Pants: 0.0035
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+ - Iou Dress: 0.0
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+ - Iou Belt: 0.0
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+ - Iou Left-shoe: 0.0
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+ - Iou Right-shoe: 0.0
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+ - Iou Face: 0.0
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+ - Iou Left-leg: 0.0
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+ - Iou Right-leg: 0.0
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+ - Iou Left-arm: 0.0
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+ - Iou Right-arm: 0.0
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+ - Iou Bag: 0.0
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+ - Iou Scarf: 0.0
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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+ The following hyperparameters were used during training:
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+ - learning_rate: 6e-05
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+ - train_batch_size: 8
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+ - eval_batch_size: 8
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+ - seed: 42
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+ - optimizer: Use 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: linear
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+ - num_epochs: 20
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Background | Accuracy Hat | Accuracy Hair | Accuracy Sunglasses | Accuracy Upper-clothes | Accuracy Skirt | Accuracy Pants | Accuracy Dress | Accuracy Belt | Accuracy Left-shoe | Accuracy Right-shoe | Accuracy Face | Accuracy Left-leg | Accuracy Right-leg | Accuracy Left-arm | Accuracy Right-arm | Accuracy Bag | Accuracy Scarf | Iou Background | Iou Hat | Iou Hair | Iou Sunglasses | Iou Upper-clothes | Iou Skirt | Iou Pants | Iou Dress | Iou Belt | Iou Left-shoe | Iou Right-shoe | Iou Face | Iou Left-leg | Iou Right-leg | Iou Left-arm | Iou Right-arm | Iou Bag | Iou Scarf |
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+ |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:-------------------:|:------------:|:-------------:|:-------------------:|:----------------------:|:--------------:|:--------------:|:--------------:|:-------------:|:------------------:|:-------------------:|:-------------:|:-----------------:|:------------------:|:-----------------:|:------------------:|:------------:|:--------------:|:--------------:|:-------:|:--------:|:--------------:|:-----------------:|:---------:|:---------:|:---------:|:--------:|:-------------:|:--------------:|:--------:|:------------:|:-------------:|:------------:|:-------------:|:-------:|:---------:|
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+ | 2.5925 | 0.2 | 20 | 2.5280 | 0.0127 | 0.0225 | 0.0277 | nan | 0.0047 | 0.0006 | 0.0021 | 0.0074 | 0.0005 | 0.1306 | 0.0226 | 0.0502 | 0.0157 | 0.0016 | 0.0070 | 0.0623 | 0.0000 | 0.0208 | 0.0000 | 0.0520 | 0.0046 | 0.0 | 0.0022 | 0.0006 | 0.0003 | 0.0073 | 0.0005 | 0.0846 | 0.0192 | 0.0106 | 0.0100 | 0.0015 | 0.0061 | 0.0369 | 0.0000 | 0.0162 | 0.0000 | 0.0292 | 0.0029 |
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+ | 2.4147 | 0.4 | 40 | 2.2395 | 0.0165 | 0.0295 | 0.0465 | nan | 0.0044 | 0.0008 | 0.0026 | 0.0687 | 0.0012 | 0.1286 | 0.0363 | 0.0591 | 0.0253 | 0.0011 | 0.0112 | 0.1105 | 0.0001 | 0.0102 | 0.0001 | 0.0342 | 0.0066 | 0.0 | 0.0027 | 0.0008 | 0.0006 | 0.0553 | 0.0012 | 0.0852 | 0.0286 | 0.0099 | 0.0134 | 0.0010 | 0.0106 | 0.0553 | 0.0001 | 0.0092 | 0.0001 | 0.0193 | 0.0044 |
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+ | 2.2448 | 0.6 | 60 | 2.0775 | 0.0134 | 0.0239 | 0.0646 | nan | 0.0055 | 0.0003 | 0.0043 | 0.2136 | 0.0002 | 0.0212 | 0.0277 | 0.0499 | 0.0153 | 0.0006 | 0.0055 | 0.0462 | 0.0000 | 0.0022 | 0.0001 | 0.0140 | 0.0006 | 0.0 | 0.0040 | 0.0003 | 0.0013 | 0.1263 | 0.0002 | 0.0195 | 0.0228 | 0.0087 | 0.0094 | 0.0006 | 0.0054 | 0.0310 | 0.0000 | 0.0021 | 0.0001 | 0.0090 | 0.0006 |
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+ | 1.9971 | 0.8 | 80 | 1.9760 | 0.0122 | 0.0216 | 0.0693 | nan | 0.0038 | 0.0001 | 0.0037 | 0.2462 | 0.0000 | 0.0036 | 0.0223 | 0.0283 | 0.0023 | 0.0004 | 0.0037 | 0.0473 | 0.0 | 0.0004 | 0.0001 | 0.0044 | 0.0000 | 0.0 | 0.0031 | 0.0001 | 0.0020 | 0.1384 | 0.0000 | 0.0036 | 0.0194 | 0.0092 | 0.0020 | 0.0004 | 0.0036 | 0.0334 | 0.0 | 0.0004 | 0.0001 | 0.0036 | 0.0000 |
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+ | 2.0283 | 1.0 | 100 | 1.8169 | 0.0089 | 0.0137 | 0.0471 | nan | 0.0002 | 0.0001 | 0.0024 | 0.1691 | 0.0000 | 0.0018 | 0.0120 | 0.0079 | 0.0002 | 0.0002 | 0.0006 | 0.0374 | 0.0 | 0.0001 | 0.0 | 0.0010 | 0.0006 | 0.0 | 0.0002 | 0.0001 | 0.0021 | 0.1084 | 0.0000 | 0.0018 | 0.0110 | 0.0051 | 0.0002 | 0.0002 | 0.0006 | 0.0299 | 0.0 | 0.0001 | 0.0 | 0.0009 | 0.0006 |
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+ | 1.8971 | 1.2 | 120 | 1.6797 | 0.0062 | 0.0083 | 0.0305 | nan | 0.0 | 0.0000 | 0.0000 | 0.1115 | 0.0000 | 0.0012 | 0.0054 | 0.0017 | 0.0 | 0.0 | 0.0002 | 0.0201 | 0.0 | 0.0 | 0.0 | 0.0002 | 0.0001 | 0.0 | 0.0 | 0.0000 | 0.0000 | 0.0846 | 0.0000 | 0.0012 | 0.0052 | 0.0014 | 0.0 | 0.0 | 0.0002 | 0.0181 | 0.0 | 0.0 | 0.0 | 0.0002 | 0.0001 |
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+ | 1.6367 | 1.4 | 140 | 1.5883 | 0.0045 | 0.0056 | 0.0201 | nan | 0.0 | 0.0000 | 0.0 | 0.0730 | 0.0001 | 0.0009 | 0.0019 | 0.0018 | 0.0 | 0.0 | 0.0000 | 0.0174 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0600 | 0.0001 | 0.0009 | 0.0019 | 0.0018 | 0.0 | 0.0 | 0.0000 | 0.0162 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 |
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+ | 1.6416 | 1.6 | 160 | 1.4685 | 0.0023 | 0.0027 | 0.0115 | nan | 0.0 | 0.0 | 0.0 | 0.0434 | 0.0000 | 0.0015 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0008 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0391 | 0.0000 | 0.0015 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0008 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 1.3599 | 1.8 | 180 | 1.3463 | 0.0012 | 0.0014 | 0.0058 | nan | 0.0 | 0.0 | 0.0 | 0.0224 | 0.0 | 0.0001 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0009 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0214 | 0.0 | 0.0001 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0009 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 1.2645 | 2.0 | 200 | 1.2452 | 0.0012 | 0.0013 | 0.0058 | nan | 0.0 | 0.0 | 0.0 | 0.0226 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0216 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 1.3066 | 2.2 | 220 | 1.2440 | 0.0004 | 0.0004 | 0.0018 | nan | 0.0 | 0.0 | 0.0 | 0.0069 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0068 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 1.3865 | 2.4 | 240 | 1.1572 | 0.0008 | 0.0009 | 0.0040 | nan | 0.0 | 0.0 | 0.0 | 0.0156 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0152 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 1.1022 | 2.6 | 260 | 1.0784 | 0.0004 | 0.0004 | 0.0018 | nan | 0.0 | 0.0 | 0.0 | 0.0068 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0068 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 1.1619 | 2.8 | 280 | 1.0235 | 0.0005 | 0.0005 | 0.0020 | nan | 0.0 | 0.0 | 0.0 | 0.0075 | 0.0 | 0.0009 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0074 | 0.0 | 0.0009 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 0.9975 | 3.0 | 300 | 0.9966 | 0.0007 | 0.0008 | 0.0033 | nan | 0.0 | 0.0 | 0.0 | 0.0128 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0125 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 1.109 | 3.2 | 320 | 1.1302 | 0.0003 | 0.0003 | 0.0012 | nan | 0.0 | 0.0 | 0.0 | 0.0046 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0045 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 1.2727 | 3.4 | 340 | 0.9732 | 0.0002 | 0.0002 | 0.0010 | nan | 0.0 | 0.0 | 0.0 | 0.0034 | 0.0 | 0.0007 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0034 | 0.0 | 0.0007 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 1.0256 | 3.6 | 360 | 0.9895 | 0.0002 | 0.0002 | 0.0004 | nan | 0.0 | 0.0 | 0.0 | 0.0007 | 0.0 | 0.0020 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0007 | 0.0 | 0.0020 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 1.0301 | 3.8 | 380 | 0.9926 | 0.0001 | 0.0001 | 0.0003 | nan | 0.0 | 0.0 | 0.0 | 0.0012 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0011 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 1.132 | 4.0 | 400 | 0.9476 | 0.0000 | 0.0000 | 0.0001 | nan | 0.0 | 0.0 | 0.0 | 0.0004 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0004 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 0.977 | 4.2 | 420 | 0.9754 | 0.0000 | 0.0000 | 0.0002 | nan | 0.0 | 0.0 | 0.0 | 0.0007 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0007 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 1.014 | 4.4 | 440 | 1.0058 | 0.0000 | 0.0000 | 0.0001 | nan | 0.0 | 0.0 | 0.0 | 0.0004 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0004 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 0.9142 | 4.6 | 460 | 0.9195 | 0.0002 | 0.0002 | 0.0008 | nan | 0.0 | 0.0 | 0.0 | 0.0031 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0030 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 0.9862 | 4.8 | 480 | 0.9151 | 0.0001 | 0.0001 | 0.0003 | nan | 0.0 | 0.0 | 0.0 | 0.0011 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0011 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 1.0653 | 5.0 | 500 | 0.9210 | 0.0000 | 0.0000 | 0.0002 | nan | 0.0 | 0.0 | 0.0 | 0.0006 | 0.0 | 0.0002 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0006 | 0.0 | 0.0002 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 1.0018 | 5.2 | 520 | 0.9240 | 0.0000 | 0.0000 | 0.0002 | nan | 0.0 | 0.0 | 0.0 | 0.0008 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0008 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 0.9886 | 5.4 | 540 | 0.8979 | 0.0000 | 0.0000 | 0.0000 | nan | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 1.0629 | 5.6 | 560 | 0.8966 | 0.0001 | 0.0001 | 0.0003 | nan | 0.0 | 0.0 | 0.0 | 0.0010 | 0.0 | 0.0003 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0010 | 0.0 | 0.0003 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 0.9999 | 5.8 | 580 | 0.9659 | 0.0002 | 0.0002 | 0.0010 | nan | 0.0 | 0.0 | 0.0 | 0.0038 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0037 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 0.9133 | 6.0 | 600 | 0.8982 | 0.0000 | 0.0000 | 0.0001 | nan | 0.0 | 0.0 | 0.0 | 0.0003 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0003 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 0.9606 | 6.2 | 620 | 0.8857 | 0.0001 | 0.0001 | 0.0003 | nan | 0.0 | 0.0 | 0.0 | 0.0012 | 0.0 | 0.0000 | 0.0003 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0012 | 0.0 | 0.0000 | 0.0003 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 0.9236 | 6.4 | 640 | 0.9046 | 0.0001 | 0.0001 | 0.0004 | nan | 0.0 | 0.0 | 0.0 | 0.0012 | 0.0 | 0.0006 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0012 | 0.0 | 0.0006 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 1.0515 | 6.6 | 660 | 0.8763 | 0.0006 | 0.0007 | 0.0019 | nan | 0.0 | 0.0 | 0.0 | 0.0038 | 0.0 | 0.0075 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0037 | 0.0 | 0.0072 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 0.9574 | 6.8 | 680 | 0.8965 | 0.0000 | 0.0000 | 0.0002 | nan | 0.0 | 0.0 | 0.0 | 0.0007 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0007 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
123
+ | 1.041 | 7.0 | 700 | 0.9657 | 0.0000 | 0.0000 | 0.0000 | nan | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
124
+ | 0.9707 | 7.2 | 720 | 0.8634 | 0.0001 | 0.0001 | 0.0003 | nan | 0.0 | 0.0 | 0.0 | 0.0011 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0011 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
125
+ | 0.9665 | 7.4 | 740 | 0.8859 | 0.0000 | 0.0000 | 0.0001 | nan | 0.0 | 0.0 | 0.0 | 0.0005 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0005 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
126
+ | 0.8678 | 7.6 | 760 | 0.9154 | 0.0001 | 0.0001 | 0.0003 | nan | 0.0 | 0.0 | 0.0 | 0.0010 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0010 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
127
+ | 0.9318 | 7.8 | 780 | 0.8559 | 0.0000 | 0.0000 | 0.0001 | nan | 0.0 | 0.0 | 0.0 | 0.0002 | 0.0 | 0.0003 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0002 | 0.0 | 0.0003 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
128
+ | 0.9266 | 8.0 | 800 | 0.8632 | 0.0000 | 0.0000 | 0.0001 | nan | 0.0 | 0.0 | 0.0 | 0.0003 | 0.0 | 0.0004 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0003 | 0.0 | 0.0004 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
129
+ | 0.8941 | 8.2 | 820 | 0.8701 | 0.0001 | 0.0001 | 0.0003 | nan | 0.0 | 0.0 | 0.0 | 0.0010 | 0.0 | 0.0003 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0010 | 0.0 | 0.0003 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
130
+ | 1.0024 | 8.4 | 840 | 0.8676 | 0.0002 | 0.0003 | 0.0011 | nan | 0.0 | 0.0 | 0.0 | 0.0039 | 0.0 | 0.0006 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0038 | 0.0 | 0.0006 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
131
+ | 1.0425 | 8.6 | 860 | 0.8907 | 0.0000 | 0.0000 | 0.0000 | nan | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
132
+ | 0.9227 | 8.8 | 880 | 0.8380 | 0.0000 | 0.0000 | 0.0000 | nan | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
133
+ | 0.9899 | 9.0 | 900 | 0.8837 | 0.0001 | 0.0001 | 0.0005 | nan | 0.0 | 0.0 | 0.0 | 0.0020 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0020 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
134
+ | 0.9541 | 9.2 | 920 | 0.8495 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
135
+ | 0.8485 | 9.4 | 940 | 0.8505 | 0.0001 | 0.0001 | 0.0004 | nan | 0.0 | 0.0 | 0.0 | 0.0014 | 0.0 | 0.0003 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0014 | 0.0 | 0.0003 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
136
+ | 0.9125 | 9.6 | 960 | 0.8439 | 0.0013 | 0.0014 | 0.0046 | nan | 0.0 | 0.0 | 0.0 | 0.0123 | 0.0 | 0.0115 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0121 | 0.0 | 0.0109 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
137
+ | 0.8274 | 9.8 | 980 | 0.8360 | 0.0002 | 0.0002 | 0.0007 | nan | 0.0 | 0.0 | 0.0 | 0.0027 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0027 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
138
+ | 0.9485 | 10.0 | 1000 | 0.8360 | 0.0002 | 0.0002 | 0.0007 | nan | 0.0 | 0.0 | 0.0 | 0.0026 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0026 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
139
+ | 0.8216 | 10.2 | 1020 | 0.8169 | 0.0000 | 0.0000 | 0.0001 | nan | 0.0 | 0.0 | 0.0 | 0.0002 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0002 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
140
+ | 0.9409 | 10.4 | 1040 | 0.8487 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
141
+ | 0.831 | 10.6 | 1060 | 0.8201 | 0.0000 | 0.0000 | 0.0001 | nan | 0.0 | 0.0 | 0.0 | 0.0004 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0004 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
142
+ | 0.9281 | 10.8 | 1080 | 0.8257 | 0.0003 | 0.0003 | 0.0012 | nan | 0.0 | 0.0 | 0.0 | 0.0048 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0048 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
143
+ | 0.8516 | 11.0 | 1100 | 0.8160 | 0.0004 | 0.0005 | 0.0020 | nan | 0.0 | 0.0 | 0.0 | 0.0077 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0076 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
144
+ | 0.829 | 11.2 | 1120 | 0.8112 | 0.0001 | 0.0001 | 0.0003 | nan | 0.0 | 0.0 | 0.0 | 0.0010 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0010 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
145
+ | 0.938 | 11.4 | 1140 | 0.7941 | 0.0000 | 0.0000 | 0.0002 | nan | 0.0 | 0.0 | 0.0 | 0.0005 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0005 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
146
+ | 0.9056 | 11.6 | 1160 | 0.8248 | 0.0002 | 0.0002 | 0.0011 | nan | 0.0 | 0.0 | 0.0 | 0.0042 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0042 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
147
+ | 0.8624 | 11.8 | 1180 | 0.7827 | 0.0005 | 0.0005 | 0.0022 | nan | 0.0 | 0.0 | 0.0 | 0.0086 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0084 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
148
+ | 0.9134 | 12.0 | 1200 | 0.7941 | 0.0005 | 0.0005 | 0.0022 | nan | 0.0 | 0.0 | 0.0 | 0.0084 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0083 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
149
+ | 0.9001 | 12.2 | 1220 | 0.7972 | 0.0006 | 0.0006 | 0.0026 | nan | 0.0 | 0.0 | 0.0 | 0.0099 | 0.0 | 0.0004 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0098 | 0.0 | 0.0004 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
150
+ | 0.8999 | 12.4 | 1240 | 0.7777 | 0.0002 | 0.0002 | 0.0011 | nan | 0.0 | 0.0 | 0.0 | 0.0041 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0040 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
151
+ | 0.8155 | 12.6 | 1260 | 0.8033 | 0.0000 | 0.0000 | 0.0001 | nan | 0.0 | 0.0 | 0.0 | 0.0004 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0004 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
152
+ | 0.8022 | 12.8 | 1280 | 0.7796 | 0.0002 | 0.0002 | 0.0007 | nan | 0.0 | 0.0 | 0.0 | 0.0027 | 0.0 | 0.0004 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0026 | 0.0 | 0.0004 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
153
+ | 0.9077 | 13.0 | 1300 | 0.7669 | 0.0001 | 0.0001 | 0.0005 | nan | 0.0 | 0.0 | 0.0 | 0.0016 | 0.0 | 0.0005 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0015 | 0.0 | 0.0005 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
154
+ | 0.8897 | 13.2 | 1320 | 0.7814 | 0.0010 | 0.0011 | 0.0049 | nan | 0.0 | 0.0 | 0.0 | 0.0189 | 0.0 | 0.0003 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0181 | 0.0 | 0.0003 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
155
+ | 0.933 | 13.4 | 1340 | 0.7861 | 0.0002 | 0.0002 | 0.0011 | nan | 0.0 | 0.0 | 0.0 | 0.0041 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0041 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
156
+ | 0.8222 | 13.6 | 1360 | 0.7751 | 0.0003 | 0.0003 | 0.0015 | nan | 0.0 | 0.0 | 0.0 | 0.0056 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0055 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
157
+ | 1.0208 | 13.8 | 1380 | 0.7663 | 0.0004 | 0.0004 | 0.0018 | nan | 0.0 | 0.0 | 0.0 | 0.0070 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0070 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
158
+ | 0.8188 | 14.0 | 1400 | 0.7658 | 0.0014 | 0.0015 | 0.0067 | nan | 0.0 | 0.0 | 0.0 | 0.0259 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0246 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
159
+ | 0.9404 | 14.2 | 1420 | 0.7645 | 0.0010 | 0.0011 | 0.0050 | nan | 0.0 | 0.0 | 0.0 | 0.0192 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0185 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
160
+ | 0.8618 | 14.4 | 1440 | 0.7778 | 0.0005 | 0.0005 | 0.0024 | nan | 0.0 | 0.0 | 0.0 | 0.0091 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0089 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
161
+ | 0.8775 | 14.6 | 1460 | 0.7849 | 0.0010 | 0.0011 | 0.0048 | nan | 0.0 | 0.0 | 0.0 | 0.0185 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0179 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
162
+ | 0.8745 | 14.8 | 1480 | 0.7636 | 0.0006 | 0.0006 | 0.0028 | nan | 0.0 | 0.0 | 0.0 | 0.0110 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0107 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
163
+ | 0.8722 | 15.0 | 1500 | 0.7672 | 0.0005 | 0.0006 | 0.0026 | nan | 0.0 | 0.0 | 0.0 | 0.0100 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0097 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
164
+ | 0.8558 | 15.2 | 1520 | 0.7461 | 0.0011 | 0.0012 | 0.0050 | nan | 0.0 | 0.0 | 0.0 | 0.0190 | 0.0 | 0.0010 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0185 | 0.0 | 0.0010 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
165
+ | 0.8359 | 15.4 | 1540 | 0.7524 | 0.0006 | 0.0006 | 0.0027 | nan | 0.0 | 0.0 | 0.0 | 0.0100 | 0.0 | 0.0006 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0098 | 0.0 | 0.0006 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
166
+ | 0.9079 | 15.6 | 1560 | 0.7555 | 0.0015 | 0.0017 | 0.0072 | nan | 0.0 | 0.0 | 0.0 | 0.0277 | 0.0 | 0.0005 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0265 | 0.0 | 0.0005 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
167
+ | 0.8948 | 15.8 | 1580 | 0.7606 | 0.0018 | 0.0020 | 0.0086 | nan | 0.0 | 0.0 | 0.0 | 0.0332 | 0.0 | 0.0004 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0312 | 0.0 | 0.0004 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
168
+ | 0.8032 | 16.0 | 1600 | 0.7587 | 0.0005 | 0.0006 | 0.0026 | nan | 0.0 | 0.0 | 0.0 | 0.0101 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0098 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
169
+ | 0.8402 | 16.2 | 1620 | 0.7580 | 0.0006 | 0.0006 | 0.0027 | nan | 0.0 | 0.0 | 0.0 | 0.0106 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0103 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
170
+ | 0.8641 | 16.4 | 1640 | 0.7501 | 0.0012 | 0.0014 | 0.0057 | nan | 0.0 | 0.0 | 0.0 | 0.0213 | 0.0 | 0.0018 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0204 | 0.0 | 0.0018 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
171
+ | 0.8176 | 16.6 | 1660 | 0.7653 | 0.0020 | 0.0023 | 0.0099 | nan | 0.0 | 0.0 | 0.0 | 0.0379 | 0.0 | 0.0007 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0354 | 0.0 | 0.0007 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
172
+ | 0.818 | 16.8 | 1680 | 0.7400 | 0.0034 | 0.0039 | 0.0171 | nan | 0.0 | 0.0000 | 0.0 | 0.0654 | 0.0 | 0.0011 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0594 | 0.0 | 0.0011 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
173
+ | 0.8981 | 17.0 | 1700 | 0.7422 | 0.0025 | 0.0029 | 0.0123 | nan | 0.0 | 0.0 | 0.0 | 0.0467 | 0.0 | 0.0019 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0435 | 0.0 | 0.0018 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
174
+ | 0.8061 | 17.2 | 1720 | 0.7558 | 0.0010 | 0.0010 | 0.0045 | nan | 0.0 | 0.0 | 0.0 | 0.0169 | 0.0 | 0.0008 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0164 | 0.0 | 0.0008 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
175
+ | 0.7393 | 17.4 | 1740 | 0.7565 | 0.0014 | 0.0016 | 0.0069 | nan | 0.0 | 0.0 | 0.0 | 0.0263 | 0.0 | 0.0008 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0251 | 0.0 | 0.0008 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
176
+ | 0.7444 | 17.6 | 1760 | 0.7468 | 0.0028 | 0.0032 | 0.0139 | nan | 0.0 | 0.0 | 0.0 | 0.0528 | 0.0 | 0.0022 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0489 | 0.0 | 0.0022 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
177
+ | 0.8842 | 17.8 | 1780 | 0.7386 | 0.0017 | 0.0019 | 0.0080 | nan | 0.0 | 0.0 | 0.0 | 0.0292 | 0.0 | 0.0034 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0278 | 0.0 | 0.0034 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
178
+ | 0.7679 | 18.0 | 1800 | 0.7472 | 0.0017 | 0.0018 | 0.0077 | nan | 0.0 | 0.0 | 0.0 | 0.0286 | 0.0 | 0.0028 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0273 | 0.0 | 0.0028 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
179
+ | 0.841 | 18.2 | 1820 | 0.7400 | 0.0013 | 0.0014 | 0.0058 | nan | 0.0 | 0.0 | 0.0 | 0.0208 | 0.0 | 0.0034 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0201 | 0.0 | 0.0034 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
180
+ | 0.926 | 18.4 | 1840 | 0.7434 | 0.0026 | 0.0030 | 0.0127 | nan | 0.0 | 0.0000 | 0.0 | 0.0473 | 0.0 | 0.0036 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0441 | 0.0 | 0.0035 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
181
+ | 0.8916 | 18.6 | 1860 | 0.7486 | 0.0019 | 0.0021 | 0.0090 | nan | 0.0 | 0.0 | 0.0 | 0.0336 | 0.0 | 0.0021 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0319 | 0.0 | 0.0021 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
182
+ | 0.9182 | 18.8 | 1880 | 0.7412 | 0.0020 | 0.0022 | 0.0094 | nan | 0.0 | 0.0 | 0.0 | 0.0347 | 0.0 | 0.0032 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0330 | 0.0 | 0.0031 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
183
+ | 0.9472 | 19.0 | 1900 | 0.7435 | 0.0017 | 0.0018 | 0.0079 | nan | 0.0 | 0.0 | 0.0 | 0.0299 | 0.0 | 0.0015 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0286 | 0.0 | 0.0015 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
184
+ | 0.9039 | 19.2 | 1920 | 0.7423 | 0.0019 | 0.0022 | 0.0092 | nan | 0.0 | 0.0 | 0.0 | 0.0344 | 0.0 | 0.0022 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0328 | 0.0 | 0.0021 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
185
+ | 0.7494 | 19.4 | 1940 | 0.7434 | 0.0016 | 0.0017 | 0.0074 | nan | 0.0 | 0.0 | 0.0 | 0.0279 | 0.0 | 0.0016 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0268 | 0.0 | 0.0016 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
186
+ | 0.8478 | 19.6 | 1960 | 0.7417 | 0.0019 | 0.0021 | 0.0090 | nan | 0.0 | 0.0 | 0.0 | 0.0337 | 0.0 | 0.0020 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0321 | 0.0 | 0.0020 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
187
+ | 0.8374 | 19.8 | 1980 | 0.7406 | 0.0020 | 0.0022 | 0.0093 | nan | 0.0 | 0.0000 | 0.0 | 0.0345 | 0.0 | 0.0028 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0328 | 0.0 | 0.0028 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
188
+ | 0.9255 | 20.0 | 2000 | 0.7383 | 0.0018 | 0.0020 | 0.0085 | nan | 0.0 | 0.0000 | 0.0 | 0.0310 | 0.0 | 0.0035 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0296 | 0.0 | 0.0035 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
189
+
190
+
191
+ ### Framework versions
192
+
193
+ - Transformers 4.46.3
194
+ - Pytorch 2.5.1+cu121
195
+ - Datasets 3.2.0
196
+ - Tokenizers 0.20.3