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nvidia-mit-human_parsing-finetuned

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Safetensors
segformer
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README.md ADDED
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+ ---
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+ library_name: transformers
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+ license: other
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+ base_model: nvidia/mit-b0
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+ tags:
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+ - generated_from_trainer
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+ model-index:
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+ - name: nvidia-mit-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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+ # nvidia-mit-human_parsing-finetuned
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+
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+ This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on an unknown dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.4281
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+ - Mean Iou: 0.1550
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+ - Mean Accuracy: 0.1965
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+ - Overall Accuracy: 0.4227
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+ - Accuracy Background: nan
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+ - Accuracy Hat: 0.0
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+ - Accuracy Hair: 0.3297
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+ - Accuracy Sunglasses: 0.0
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+ - Accuracy Upper-clothes: 0.7034
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+ - Accuracy Skirt: 0.5732
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+ - Accuracy Pants: 0.5945
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+ - Accuracy Dress: 0.5303
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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: 0.3038
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+ - Accuracy Left-leg: 0.0925
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+ - Accuracy Right-leg: 0.1645
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+ - Accuracy Left-arm: 0.0025
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+ - Accuracy Right-arm: 0.0403
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+ - Accuracy Bag: 0.0054
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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: 0.2795
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+ - Iou Sunglasses: 0.0
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+ - Iou Upper-clothes: 0.5617
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+ - Iou Skirt: 0.4270
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+ - Iou Pants: 0.5179
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+ - Iou Dress: 0.4082
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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: 0.2943
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+ - Iou Left-leg: 0.0917
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+ - Iou Right-leg: 0.1613
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+ - Iou Left-arm: 0.0025
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+ - Iou Right-arm: 0.0402
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+ - Iou Bag: 0.0053
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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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+ | 2.4265 | 0.2 | 20 | 2.6433 | 0.0464 | 0.1059 | 0.2768 | nan | 0.0264 | 0.3178 | 0.0 | 0.8237 | 0.0104 | 0.0174 | 0.1440 | 0.0 | 0.0000 | 0.0 | 0.4100 | 0.0367 | 0.0001 | 0.0032 | 0.0000 | 0.0102 | 0.0 | 0.0 | 0.0212 | 0.1875 | 0.0 | 0.2730 | 0.0098 | 0.0168 | 0.0954 | 0.0 | 0.0000 | 0.0 | 0.1854 | 0.0358 | 0.0001 | 0.0031 | 0.0000 | 0.0068 | 0.0 |
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+ | 2.0366 | 0.4 | 40 | 1.9509 | 0.0557 | 0.1088 | 0.3174 | nan | 0.0 | 0.2099 | 0.0 | 0.9845 | 0.0000 | 0.2842 | 0.0144 | 0.0 | 0.0005 | 0.0 | 0.0347 | 0.1957 | 0.0264 | 0.0810 | 0.0020 | 0.0164 | 0.0 | 0.0 | 0.0 | 0.1903 | 0.0 | 0.2948 | 0.0000 | 0.1961 | 0.0142 | 0.0 | 0.0005 | 0.0 | 0.0333 | 0.1670 | 0.0256 | 0.0659 | 0.0019 | 0.0135 | 0.0 |
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+ | 1.9091 | 0.6 | 60 | 1.7303 | 0.0612 | 0.1172 | 0.3395 | nan | 0.0 | 0.2342 | 0.0 | 0.9808 | 0.0030 | 0.3958 | 0.0864 | 0.0 | 0.0 | 0.0 | 0.0240 | 0.1128 | 0.1471 | 0.0063 | 0.0004 | 0.0012 | 0.0 | 0.0 | 0.0 | 0.2007 | 0.0 | 0.3171 | 0.0030 | 0.2505 | 0.0778 | 0.0 | 0.0 | 0.0 | 0.0235 | 0.0972 | 0.1245 | 0.0060 | 0.0004 | 0.0012 | 0.0 |
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+ | 1.6684 | 0.8 | 80 | 1.4459 | 0.0690 | 0.1336 | 0.3710 | nan | 0.0 | 0.4365 | 0.0 | 0.9215 | 0.0518 | 0.6508 | 0.0586 | 0.0 | 0.0 | 0.0 | 0.0234 | 0.1149 | 0.0120 | 0.0007 | 0.0008 | 0.0006 | 0.0 | 0.0 | 0.0 | 0.3058 | 0.0 | 0.3707 | 0.0494 | 0.3233 | 0.0547 | 0.0 | 0.0 | 0.0 | 0.0223 | 0.1023 | 0.0119 | 0.0007 | 0.0008 | 0.0006 | 0.0 |
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+ | 1.5111 | 1.0 | 100 | 1.3273 | 0.0600 | 0.1209 | 0.3570 | nan | 0.0 | 0.3828 | 0.0 | 0.9398 | 0.0429 | 0.6362 | 0.0080 | 0.0 | 0.0 | 0.0 | 0.0175 | 0.0273 | 0.0007 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2766 | 0.0 | 0.3625 | 0.0411 | 0.3478 | 0.0080 | 0.0 | 0.0 | 0.0 | 0.0171 | 0.0270 | 0.0007 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 1.4422 | 1.2 | 120 | 1.2152 | 0.0593 | 0.1211 | 0.3611 | nan | 0.0 | 0.3935 | 0.0 | 0.9452 | 0.0391 | 0.6616 | 0.0167 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0020 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2798 | 0.0 | 0.3686 | 0.0383 | 0.3630 | 0.0165 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0020 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 1.5377 | 1.4 | 140 | 1.0943 | 0.0837 | 0.1445 | 0.3845 | nan | 0.0 | 0.5753 | 0.0 | 0.8315 | 0.1141 | 0.6277 | 0.3072 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0014 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3714 | 0.0 | 0.4329 | 0.1035 | 0.3829 | 0.2136 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0014 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 1.3277 | 1.6 | 160 | 1.0372 | 0.0745 | 0.1316 | 0.3693 | nan | 0.0 | 0.3537 | 0.0 | 0.8522 | 0.0339 | 0.6426 | 0.3534 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0012 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2494 | 0.0 | 0.4292 | 0.0318 | 0.3919 | 0.2368 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0012 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 1.3322 | 1.8 | 180 | 0.9771 | 0.0745 | 0.1302 | 0.3591 | nan | 0.0 | 0.3153 | 0.0 | 0.7891 | 0.0191 | 0.6289 | 0.4606 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2249 | 0.0 | 0.4359 | 0.0186 | 0.4122 | 0.2498 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 1.2533 | 2.0 | 200 | 0.9491 | 0.0746 | 0.1249 | 0.3549 | nan | 0.0 | 0.3039 | 0.0 | 0.8718 | 0.2490 | 0.6178 | 0.0816 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2204 | 0.0 | 0.4393 | 0.1962 | 0.4111 | 0.0767 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 1.1491 | 2.2 | 220 | 0.8431 | 0.0823 | 0.1246 | 0.3409 | nan | 0.0 | 0.2581 | 0.0 | 0.7893 | 0.3200 | 0.5415 | 0.2084 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1926 | 0.0 | 0.4631 | 0.2311 | 0.4278 | 0.1667 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 1.051 | 2.4 | 240 | 0.8050 | 0.0830 | 0.1281 | 0.3571 | nan | 0.0 | 0.2464 | 0.0 | 0.8250 | 0.1791 | 0.5971 | 0.3306 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1852 | 0.0 | 0.4706 | 0.1546 | 0.4474 | 0.2354 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 0.9412 | 2.6 | 260 | 0.7385 | 0.0855 | 0.1257 | 0.3473 | nan | 0.0 | 0.2164 | 0.0 | 0.8082 | 0.2843 | 0.5327 | 0.2959 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1702 | 0.0 | 0.4785 | 0.2223 | 0.4461 | 0.2221 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 0.8695 | 2.8 | 280 | 0.6963 | 0.0918 | 0.1334 | 0.3570 | nan | 0.0 | 0.1986 | 0.0 | 0.7725 | 0.3569 | 0.6073 | 0.3318 | 0.0 | 0.0 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1627 | 0.0 | 0.4946 | 0.2656 | 0.4865 | 0.2427 | 0.0 | 0.0 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 0.8552 | 3.0 | 300 | 0.6565 | 0.0940 | 0.1340 | 0.3594 | nan | 0.0 | 0.2385 | 0.0 | 0.7744 | 0.2693 | 0.5936 | 0.4013 | 0.0 | 0.0 | 0.0 | 0.0011 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1862 | 0.0 | 0.5082 | 0.2265 | 0.5000 | 0.2703 | 0.0 | 0.0 | 0.0 | 0.0011 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 1.0366 | 3.2 | 320 | 0.6352 | 0.0879 | 0.1273 | 0.3505 | nan | 0.0 | 0.2086 | 0.0 | 0.7944 | 0.1849 | 0.5035 | 0.4735 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1694 | 0.0 | 0.5141 | 0.1571 | 0.4575 | 0.2846 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 0.7869 | 3.4 | 340 | 0.6179 | 0.0893 | 0.1270 | 0.3385 | nan | 0.0 | 0.1390 | 0.0 | 0.7047 | 0.3266 | 0.6497 | 0.3399 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1223 | 0.0 | 0.4995 | 0.2448 | 0.4907 | 0.2505 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 0.7549 | 3.6 | 360 | 0.5984 | 0.0886 | 0.1235 | 0.3339 | nan | 0.0 | 0.1757 | 0.0 | 0.7311 | 0.2906 | 0.5655 | 0.3367 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1485 | 0.0 | 0.4968 | 0.2317 | 0.4652 | 0.2519 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 0.7632 | 3.8 | 380 | 0.6487 | 0.0925 | 0.1312 | 0.3381 | nan | 0.0 | 0.1810 | 0.0 | 0.6713 | 0.4142 | 0.5981 | 0.3659 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1567 | 0.0 | 0.5116 | 0.2679 | 0.4917 | 0.2364 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 0.9607 | 4.0 | 400 | 0.6048 | 0.0964 | 0.1392 | 0.3560 | nan | 0.0 | 0.2687 | 0.0 | 0.7091 | 0.4359 | 0.5895 | 0.3632 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2105 | 0.0 | 0.5209 | 0.2814 | 0.4963 | 0.2261 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 0.7515 | 4.2 | 420 | 0.5700 | 0.0847 | 0.1158 | 0.3036 | nan | 0.0 | 0.0650 | 0.0 | 0.5819 | 0.2337 | 0.6209 | 0.4668 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0628 | 0.0 | 0.4711 | 0.2049 | 0.5046 | 0.2815 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 0.664 | 4.4 | 440 | 0.5921 | 0.0814 | 0.1065 | 0.2813 | nan | 0.0 | 0.0510 | 0.0 | 0.5821 | 0.3344 | 0.4777 | 0.3652 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0498 | 0.0 | 0.4713 | 0.2560 | 0.4374 | 0.2509 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 0.7409 | 4.6 | 460 | 0.5738 | 0.0887 | 0.1184 | 0.3047 | nan | 0.0 | 0.1656 | 0.0 | 0.5820 | 0.3291 | 0.6401 | 0.2958 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1474 | 0.0 | 0.4687 | 0.2582 | 0.4906 | 0.2314 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 0.6774 | 4.8 | 480 | 0.5485 | 0.0909 | 0.1211 | 0.3236 | nan | 0.0 | 0.1660 | 0.0 | 0.6940 | 0.2655 | 0.4878 | 0.4446 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1472 | 0.0 | 0.5268 | 0.2239 | 0.4558 | 0.2820 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 0.6903 | 5.0 | 500 | 0.5537 | 0.0871 | 0.1166 | 0.3229 | nan | 0.0 | 0.0844 | 0.0 | 0.7517 | 0.3826 | 0.5507 | 0.2127 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0808 | 0.0 | 0.5307 | 0.2937 | 0.4759 | 0.1859 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 0.6854 | 5.2 | 520 | 0.5368 | 0.1041 | 0.1435 | 0.3704 | nan | 0.0 | 0.3496 | 0.0 | 0.7460 | 0.3375 | 0.6218 | 0.3848 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2581 | 0.0 | 0.5442 | 0.2752 | 0.5214 | 0.2753 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 0.6838 | 5.4 | 540 | 0.5547 | 0.0897 | 0.1170 | 0.3215 | nan | 0.0 | 0.1449 | 0.0 | 0.7156 | 0.2155 | 0.5514 | 0.3612 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1319 | 0.0 | 0.5303 | 0.2001 | 0.4837 | 0.2693 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 0.6309 | 5.6 | 560 | 0.5449 | 0.1042 | 0.1456 | 0.3789 | nan | 0.0 | 0.2499 | 0.0 | 0.7563 | 0.3576 | 0.7014 | 0.4109 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2031 | 0.0 | 0.5509 | 0.2907 | 0.5469 | 0.2833 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 0.7418 | 5.8 | 580 | 0.5187 | 0.0931 | 0.1234 | 0.3300 | nan | 0.0 | 0.2012 | 0.0 | 0.7183 | 0.2916 | 0.4818 | 0.4053 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1689 | 0.0 | 0.5296 | 0.2506 | 0.4431 | 0.2832 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 0.7006 | 6.0 | 600 | 0.5181 | 0.1060 | 0.1522 | 0.3903 | nan | 0.0 | 0.3608 | 0.0 | 0.8183 | 0.5352 | 0.5805 | 0.2775 | 0.0 | 0.0 | 0.0 | 0.0147 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2575 | 0.0 | 0.5499 | 0.3360 | 0.5181 | 0.2327 | 0.0 | 0.0 | 0.0 | 0.0147 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 0.6064 | 6.2 | 620 | 0.4945 | 0.1026 | 0.1384 | 0.3583 | nan | 0.0 | 0.2471 | 0.0 | 0.7107 | 0.3237 | 0.6401 | 0.4245 | 0.0 | 0.0 | 0.0 | 0.0062 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1981 | 0.0 | 0.5411 | 0.2737 | 0.5273 | 0.3008 | 0.0 | 0.0 | 0.0 | 0.0062 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 0.6778 | 6.4 | 640 | 0.4966 | 0.1004 | 0.1360 | 0.3502 | nan | 0.0 | 0.2081 | 0.0 | 0.6903 | 0.3614 | 0.5835 | 0.4682 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1694 | 0.0 | 0.5365 | 0.2874 | 0.4968 | 0.3162 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
121
+ | 0.6068 | 6.6 | 660 | 0.5061 | 0.0949 | 0.1245 | 0.3177 | nan | 0.0 | 0.1782 | 0.0 | 0.6091 | 0.3838 | 0.6081 | 0.3350 | 0.0 | 0.0 | 0.0 | 0.0018 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1542 | 0.0 | 0.5047 | 0.2868 | 0.4936 | 0.2669 | 0.0 | 0.0 | 0.0 | 0.0018 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
122
+ | 0.7841 | 6.8 | 680 | 0.4947 | 0.1047 | 0.1419 | 0.3674 | nan | 0.0 | 0.3063 | 0.0 | 0.7689 | 0.4382 | 0.5595 | 0.3315 | 0.0 | 0.0 | 0.0 | 0.0070 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2355 | 0.0 | 0.5594 | 0.3213 | 0.5050 | 0.2566 | 0.0 | 0.0 | 0.0 | 0.0070 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
123
+ | 0.5972 | 7.0 | 700 | 0.5026 | 0.0935 | 0.1228 | 0.3327 | nan | 0.0 | 0.0962 | 0.0 | 0.7196 | 0.2918 | 0.5742 | 0.4055 | 0.0 | 0.0 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0914 | 0.0 | 0.5413 | 0.2510 | 0.5010 | 0.2976 | 0.0 | 0.0 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
124
+ | 0.6738 | 7.2 | 720 | 0.4894 | 0.1029 | 0.1360 | 0.3485 | nan | 0.0 | 0.2151 | 0.0 | 0.6956 | 0.4610 | 0.6010 | 0.3337 | 0.0 | 0.0 | 0.0 | 0.0050 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1822 | 0.0 | 0.5419 | 0.3383 | 0.5168 | 0.2679 | 0.0 | 0.0 | 0.0 | 0.0050 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
125
+ | 0.5972 | 7.4 | 740 | 0.4815 | 0.0977 | 0.1318 | 0.3472 | nan | 0.0 | 0.1886 | 0.0 | 0.7144 | 0.3378 | 0.6545 | 0.3384 | 0.0 | 0.0 | 0.0 | 0.0054 | 0.0008 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1634 | 0.0 | 0.5342 | 0.2772 | 0.5048 | 0.2732 | 0.0 | 0.0 | 0.0 | 0.0054 | 0.0008 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
126
+ | 0.7175 | 7.6 | 760 | 0.4964 | 0.0947 | 0.1249 | 0.3313 | nan | 0.0 | 0.1373 | 0.0 | 0.7198 | 0.4557 | 0.5452 | 0.2605 | 0.0 | 0.0 | 0.0 | 0.0047 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1272 | 0.0 | 0.5436 | 0.3230 | 0.4833 | 0.2231 | 0.0 | 0.0 | 0.0 | 0.0047 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
127
+ | 0.5507 | 7.8 | 780 | 0.4738 | 0.1020 | 0.1363 | 0.3532 | nan | 0.0 | 0.2487 | 0.0 | 0.7409 | 0.4638 | 0.5885 | 0.2519 | 0.0 | 0.0 | 0.0 | 0.0237 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2064 | 0.0 | 0.5253 | 0.3395 | 0.5227 | 0.2179 | 0.0 | 0.0 | 0.0 | 0.0237 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
128
+ | 0.6456 | 8.0 | 800 | 0.5229 | 0.0913 | 0.1208 | 0.3185 | nan | 0.0 | 0.1081 | 0.0 | 0.6839 | 0.4647 | 0.5080 | 0.2855 | 0.0 | 0.0 | 0.0 | 0.0041 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1034 | 0.0 | 0.5350 | 0.3204 | 0.4422 | 0.2389 | 0.0 | 0.0 | 0.0 | 0.0041 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
129
+ | 0.6445 | 8.2 | 820 | 0.4953 | 0.1004 | 0.1336 | 0.3418 | nan | 0.0 | 0.1561 | 0.0 | 0.6878 | 0.5275 | 0.5890 | 0.2961 | 0.0 | 0.0 | 0.0 | 0.0149 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1437 | 0.0 | 0.5366 | 0.3534 | 0.5074 | 0.2519 | 0.0 | 0.0 | 0.0 | 0.0149 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
130
+ | 0.6726 | 8.4 | 840 | 0.4900 | 0.0998 | 0.1302 | 0.3334 | nan | 0.0 | 0.1979 | 0.0 | 0.6490 | 0.2623 | 0.5784 | 0.4791 | 0.0 | 0.0 | 0.0 | 0.0472 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1770 | 0.0 | 0.5227 | 0.2347 | 0.4756 | 0.3394 | 0.0 | 0.0 | 0.0 | 0.0472 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
131
+ | 0.6233 | 8.6 | 860 | 0.4760 | 0.0968 | 0.1318 | 0.3482 | nan | 0.0 | 0.2142 | 0.0 | 0.7764 | 0.5149 | 0.5202 | 0.2021 | 0.0 | 0.0 | 0.0 | 0.0127 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1827 | 0.0 | 0.5465 | 0.3490 | 0.4657 | 0.1854 | 0.0 | 0.0 | 0.0 | 0.0127 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
132
+ | 0.6118 | 8.8 | 880 | 0.4715 | 0.1134 | 0.1507 | 0.3684 | nan | 0.0 | 0.2571 | 0.0 | 0.7190 | 0.5473 | 0.5691 | 0.3315 | 0.0 | 0.0 | 0.0 | 0.1048 | 0.0279 | 0.0060 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2159 | 0.0 | 0.5515 | 0.3550 | 0.5110 | 0.2695 | 0.0 | 0.0 | 0.0 | 0.1046 | 0.0277 | 0.0060 | 0.0 | 0.0001 | 0.0 | 0.0 |
133
+ | 0.6754 | 9.0 | 900 | 0.4735 | 0.1076 | 0.1420 | 0.3676 | nan | 0.0 | 0.2552 | 0.0 | 0.7564 | 0.2927 | 0.6196 | 0.4161 | 0.0 | 0.0 | 0.0 | 0.0679 | 0.0048 | 0.0019 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2144 | 0.0 | 0.5515 | 0.2574 | 0.5221 | 0.3161 | 0.0 | 0.0 | 0.0 | 0.0679 | 0.0048 | 0.0019 | 0.0 | 0.0001 | 0.0 | 0.0 |
134
+ | 0.6098 | 9.2 | 920 | 0.4593 | 0.1139 | 0.1487 | 0.3604 | nan | 0.0 | 0.2383 | 0.0 | 0.6656 | 0.4124 | 0.5543 | 0.5123 | 0.0 | 0.0 | 0.0 | 0.1435 | 0.0002 | 0.0005 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2063 | 0.0 | 0.5269 | 0.3210 | 0.5163 | 0.3364 | 0.0 | 0.0 | 0.0 | 0.1423 | 0.0002 | 0.0005 | 0.0 | 0.0001 | 0.0 | 0.0 |
135
+ | 0.6387 | 9.4 | 940 | 0.4603 | 0.1128 | 0.1460 | 0.3636 | nan | 0.0 | 0.2836 | 0.0 | 0.7445 | 0.4487 | 0.5077 | 0.3571 | 0.0 | 0.0 | 0.0 | 0.1405 | 0.0 | 0.0001 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2386 | 0.0 | 0.5525 | 0.3455 | 0.4595 | 0.2937 | 0.0 | 0.0 | 0.0 | 0.1399 | 0.0 | 0.0001 | 0.0 | 0.0001 | 0.0 | 0.0 |
136
+ | 0.6024 | 9.6 | 960 | 0.4672 | 0.1114 | 0.1458 | 0.3654 | nan | 0.0 | 0.2394 | 0.0 | 0.7314 | 0.5145 | 0.5659 | 0.3486 | 0.0 | 0.0 | 0.0 | 0.0784 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2061 | 0.0 | 0.5495 | 0.3742 | 0.5074 | 0.2895 | 0.0 | 0.0 | 0.0 | 0.0783 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 |
137
+ | 0.7391 | 9.8 | 980 | 0.4583 | 0.1185 | 0.1538 | 0.3698 | nan | 0.0 | 0.3487 | 0.0 | 0.6804 | 0.4061 | 0.5541 | 0.4774 | 0.0 | 0.0 | 0.0 | 0.1403 | 0.0028 | 0.0032 | 0.0 | 0.0012 | 0.0012 | 0.0 | 0.0 | 0.0 | 0.2719 | 0.0 | 0.5457 | 0.3273 | 0.4989 | 0.3421 | 0.0 | 0.0 | 0.0 | 0.1392 | 0.0028 | 0.0032 | 0.0 | 0.0012 | 0.0012 | 0.0 |
138
+ | 0.7108 | 10.0 | 1000 | 0.4486 | 0.1191 | 0.1558 | 0.3761 | nan | 0.0 | 0.2774 | 0.0 | 0.7039 | 0.5752 | 0.5736 | 0.3961 | 0.0 | 0.0 | 0.0 | 0.1158 | 0.0013 | 0.0050 | 0.0 | 0.0005 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2321 | 0.0 | 0.5549 | 0.3954 | 0.5174 | 0.3220 | 0.0 | 0.0 | 0.0 | 0.1155 | 0.0013 | 0.0050 | 0.0 | 0.0005 | 0.0 | 0.0 |
139
+ | 0.5379 | 10.2 | 1020 | 0.4474 | 0.1313 | 0.1729 | 0.4066 | nan | 0.0 | 0.3611 | 0.0 | 0.7327 | 0.3552 | 0.6290 | 0.5644 | 0.0 | 0.0 | 0.0 | 0.2164 | 0.0380 | 0.0419 | 0.0 | 0.0011 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.2868 | 0.0 | 0.5602 | 0.2979 | 0.5512 | 0.3725 | 0.0 | 0.0 | 0.0 | 0.2137 | 0.0377 | 0.0419 | 0.0 | 0.0011 | 0.0000 | 0.0 |
140
+ | 0.5326 | 10.4 | 1040 | 0.4700 | 0.1136 | 0.1472 | 0.3699 | nan | 0.0 | 0.1958 | 0.0 | 0.7479 | 0.4320 | 0.5965 | 0.3903 | 0.0 | 0.0 | 0.0 | 0.1144 | 0.0163 | 0.0077 | 0.0 | 0.0007 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1762 | 0.0 | 0.5577 | 0.3417 | 0.5097 | 0.3210 | 0.0 | 0.0 | 0.0 | 0.1139 | 0.0163 | 0.0077 | 0.0 | 0.0007 | 0.0 | 0.0 |
141
+ | 0.7116 | 10.6 | 1060 | 0.4557 | 0.1292 | 0.1710 | 0.4080 | nan | 0.0 | 0.3555 | 0.0 | 0.7672 | 0.4405 | 0.6226 | 0.4660 | 0.0 | 0.0 | 0.0 | 0.1749 | 0.0363 | 0.0422 | 0.0 | 0.0020 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.2762 | 0.0 | 0.5583 | 0.3509 | 0.5289 | 0.3585 | 0.0 | 0.0 | 0.0 | 0.1731 | 0.0360 | 0.0421 | 0.0 | 0.0020 | 0.0001 | 0.0 |
142
+ | 0.5251 | 10.8 | 1080 | 0.4368 | 0.1351 | 0.1770 | 0.4048 | nan | 0.0 | 0.3734 | 0.0 | 0.7064 | 0.5225 | 0.5815 | 0.5092 | 0.0 | 0.0 | 0.0 | 0.2629 | 0.0230 | 0.0268 | 0.0 | 0.0034 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.2990 | 0.0 | 0.5570 | 0.3772 | 0.5195 | 0.3675 | 0.0 | 0.0 | 0.0 | 0.2579 | 0.0230 | 0.0267 | 0.0 | 0.0034 | 0.0002 | 0.0 |
143
+ | 0.6618 | 11.0 | 1100 | 0.4584 | 0.1210 | 0.1563 | 0.3697 | nan | 0.0 | 0.2772 | 0.0 | 0.6484 | 0.3972 | 0.5950 | 0.5415 | 0.0 | 0.0 | 0.0 | 0.1654 | 0.0228 | 0.0097 | 0.0 | 0.0004 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.2378 | 0.0 | 0.5318 | 0.3305 | 0.5071 | 0.3744 | 0.0 | 0.0 | 0.0 | 0.1642 | 0.0227 | 0.0097 | 0.0 | 0.0004 | 0.0002 | 0.0 |
144
+ | 0.6289 | 11.2 | 1120 | 0.4566 | 0.1350 | 0.1762 | 0.4101 | nan | 0.0 | 0.3907 | 0.0 | 0.7385 | 0.5065 | 0.6559 | 0.4113 | 0.0 | 0.0 | 0.0 | 0.1990 | 0.0566 | 0.0308 | 0.0 | 0.0058 | 0.0003 | 0.0 | 0.0 | 0.0 | 0.3054 | 0.0 | 0.5663 | 0.3872 | 0.5448 | 0.3366 | 0.0 | 0.0 | 0.0 | 0.1966 | 0.0562 | 0.0308 | 0.0 | 0.0058 | 0.0003 | 0.0 |
145
+ | 0.6505 | 11.4 | 1140 | 0.4423 | 0.1305 | 0.1681 | 0.3865 | nan | 0.0 | 0.2855 | 0.0 | 0.6661 | 0.4992 | 0.6143 | 0.5005 | 0.0 | 0.0 | 0.0 | 0.2040 | 0.0351 | 0.0484 | 0.0 | 0.0041 | 0.0003 | 0.0 | 0.0 | 0.0 | 0.2432 | 0.0 | 0.5415 | 0.3731 | 0.5361 | 0.3662 | 0.0 | 0.0 | 0.0 | 0.2010 | 0.0350 | 0.0483 | 0.0 | 0.0041 | 0.0003 | 0.0 |
146
+ | 0.5396 | 11.6 | 1160 | 0.4574 | 0.1136 | 0.1454 | 0.3511 | nan | 0.0 | 0.2273 | 0.0 | 0.6582 | 0.4956 | 0.5540 | 0.3879 | 0.0 | 0.0 | 0.0 | 0.1414 | 0.0038 | 0.0030 | 0.0 | 0.0015 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.2024 | 0.0 | 0.5336 | 0.3652 | 0.4699 | 0.3244 | 0.0 | 0.0 | 0.0 | 0.1402 | 0.0038 | 0.0030 | 0.0 | 0.0015 | 0.0001 | 0.0 |
147
+ | 0.5677 | 11.8 | 1180 | 0.4289 | 0.1322 | 0.1721 | 0.4036 | nan | 0.0 | 0.3550 | 0.0 | 0.7388 | 0.4766 | 0.5930 | 0.4876 | 0.0 | 0.0 | 0.0 | 0.1825 | 0.0444 | 0.0400 | 0.0 | 0.0067 | 0.0005 | 0.0 | 0.0 | 0.0 | 0.2784 | 0.0 | 0.5625 | 0.3701 | 0.5274 | 0.3691 | 0.0 | 0.0 | 0.0 | 0.1806 | 0.0442 | 0.0400 | 0.0 | 0.0067 | 0.0005 | 0.0 |
148
+ | 0.6666 | 12.0 | 1200 | 0.4581 | 0.1156 | 0.1477 | 0.3426 | nan | 0.0 | 0.2432 | 0.0 | 0.5799 | 0.4694 | 0.5177 | 0.5190 | 0.0 | 0.0 | 0.0 | 0.1687 | 0.0051 | 0.0030 | 0.0 | 0.0042 | 0.0005 | 0.0 | 0.0 | 0.0 | 0.2154 | 0.0 | 0.4990 | 0.3569 | 0.4609 | 0.3679 | 0.0 | 0.0 | 0.0 | 0.1671 | 0.0051 | 0.0030 | 0.0 | 0.0042 | 0.0005 | 0.0 |
149
+ | 0.6579 | 12.2 | 1220 | 0.4560 | 0.1297 | 0.1669 | 0.3975 | nan | 0.0 | 0.2984 | 0.0 | 0.7367 | 0.4651 | 0.6434 | 0.4480 | 0.0 | 0.0 | 0.0 | 0.1927 | 0.0242 | 0.0172 | 0.0 | 0.0094 | 0.0015 | 0.0 | 0.0 | 0.0 | 0.2522 | 0.0 | 0.5653 | 0.3763 | 0.5270 | 0.3714 | 0.0 | 0.0 | 0.0 | 0.1904 | 0.0241 | 0.0172 | 0.0 | 0.0094 | 0.0015 | 0.0 |
150
+ | 0.5972 | 12.4 | 1240 | 0.4382 | 0.1426 | 0.1871 | 0.4210 | nan | 0.0 | 0.4072 | 0.0 | 0.7015 | 0.4727 | 0.6202 | 0.6088 | 0.0 | 0.0 | 0.0 | 0.2653 | 0.0363 | 0.0483 | 0.0003 | 0.0151 | 0.0058 | 0.0 | 0.0 | 0.0 | 0.3155 | 0.0 | 0.5650 | 0.3733 | 0.5393 | 0.4095 | 0.0 | 0.0 | 0.0 | 0.2592 | 0.0361 | 0.0483 | 0.0003 | 0.0151 | 0.0058 | 0.0 |
151
+ | 0.8152 | 12.6 | 1260 | 0.4411 | 0.1330 | 0.1731 | 0.4003 | nan | 0.0 | 0.2874 | 0.0 | 0.7318 | 0.5890 | 0.6008 | 0.4094 | 0.0 | 0.0 | 0.0 | 0.1815 | 0.0635 | 0.0668 | 0.0001 | 0.0123 | 0.0007 | 0.0 | 0.0 | 0.0 | 0.2423 | 0.0 | 0.5630 | 0.4027 | 0.5213 | 0.3421 | 0.0 | 0.0 | 0.0 | 0.1802 | 0.0624 | 0.0666 | 0.0001 | 0.0123 | 0.0007 | 0.0 |
152
+ | 0.543 | 12.8 | 1280 | 0.4441 | 0.1327 | 0.1703 | 0.3890 | nan | 0.0 | 0.3157 | 0.0 | 0.6818 | 0.5759 | 0.5902 | 0.4287 | 0.0 | 0.0 | 0.0 | 0.1610 | 0.0649 | 0.0665 | 0.0 | 0.0089 | 0.0009 | 0.0 | 0.0 | 0.0 | 0.2572 | 0.0 | 0.5452 | 0.4085 | 0.5248 | 0.3521 | 0.0 | 0.0 | 0.0 | 0.1597 | 0.0640 | 0.0663 | 0.0 | 0.0089 | 0.0009 | 0.0 |
153
+ | 0.5405 | 13.0 | 1300 | 0.4438 | 0.1376 | 0.1773 | 0.4017 | nan | 0.0 | 0.3675 | 0.0 | 0.7100 | 0.5765 | 0.5724 | 0.4311 | 0.0 | 0.0 | 0.0 | 0.2357 | 0.0417 | 0.0602 | 0.0002 | 0.0168 | 0.0013 | 0.0 | 0.0 | 0.0 | 0.2980 | 0.0 | 0.5620 | 0.4093 | 0.5025 | 0.3540 | 0.0 | 0.0 | 0.0 | 0.2320 | 0.0415 | 0.0599 | 0.0002 | 0.0168 | 0.0013 | 0.0 |
154
+ | 0.537 | 13.2 | 1320 | 0.4501 | 0.1379 | 0.1779 | 0.4040 | nan | 0.0 | 0.3568 | 0.0 | 0.6855 | 0.5366 | 0.5884 | 0.5480 | 0.0 | 0.0 | 0.0 | 0.2197 | 0.0295 | 0.0494 | 0.0002 | 0.0089 | 0.0009 | 0.0 | 0.0 | 0.0 | 0.2944 | 0.0 | 0.5552 | 0.4109 | 0.5150 | 0.4019 | 0.0 | 0.0 | 0.0 | 0.2168 | 0.0295 | 0.0492 | 0.0002 | 0.0088 | 0.0009 | 0.0 |
155
+ | 0.5315 | 13.4 | 1340 | 0.4382 | 0.1470 | 0.1887 | 0.4176 | nan | 0.0 | 0.4222 | 0.0 | 0.7027 | 0.5437 | 0.6059 | 0.4956 | 0.0 | 0.0 | 0.0 | 0.2616 | 0.0490 | 0.0987 | 0.0006 | 0.0257 | 0.0024 | 0.0 | 0.0 | 0.0 | 0.3288 | 0.0 | 0.5603 | 0.4147 | 0.5186 | 0.3939 | 0.0 | 0.0 | 0.0 | 0.2560 | 0.0488 | 0.0974 | 0.0006 | 0.0256 | 0.0024 | 0.0 |
156
+ | 0.5184 | 13.6 | 1360 | 0.4332 | 0.1473 | 0.1885 | 0.4185 | nan | 0.0 | 0.3889 | 0.0 | 0.7058 | 0.5136 | 0.6167 | 0.5312 | 0.0 | 0.0 | 0.0 | 0.2454 | 0.0540 | 0.1211 | 0.0006 | 0.0246 | 0.0021 | 0.0 | 0.0 | 0.0 | 0.3080 | 0.0 | 0.5609 | 0.4097 | 0.5264 | 0.4062 | 0.0 | 0.0 | 0.0 | 0.2408 | 0.0538 | 0.1182 | 0.0006 | 0.0245 | 0.0021 | 0.0 |
157
+ | 0.6061 | 13.8 | 1380 | 0.4509 | 0.1392 | 0.1782 | 0.4110 | nan | 0.0 | 0.3042 | 0.0 | 0.7367 | 0.5282 | 0.6307 | 0.4852 | 0.0 | 0.0 | 0.0 | 0.1809 | 0.0527 | 0.0917 | 0.0003 | 0.0175 | 0.0018 | 0.0 | 0.0 | 0.0 | 0.2567 | 0.0 | 0.5643 | 0.4140 | 0.5405 | 0.3891 | 0.0 | 0.0 | 0.0 | 0.1790 | 0.0524 | 0.0905 | 0.0003 | 0.0175 | 0.0018 | 0.0 |
158
+ | 0.6166 | 14.0 | 1400 | 0.4450 | 0.1311 | 0.1665 | 0.3877 | nan | 0.0 | 0.2501 | 0.0 | 0.7033 | 0.5288 | 0.6029 | 0.4533 | 0.0 | 0.0 | 0.0 | 0.1427 | 0.0448 | 0.0758 | 0.0003 | 0.0260 | 0.0015 | 0.0 | 0.0 | 0.0 | 0.2178 | 0.0 | 0.5559 | 0.4133 | 0.5061 | 0.3771 | 0.0 | 0.0 | 0.0 | 0.1415 | 0.0447 | 0.0752 | 0.0003 | 0.0259 | 0.0015 | 0.0 |
159
+ | 0.6115 | 14.2 | 1420 | 0.4445 | 0.1378 | 0.1781 | 0.4015 | nan | 0.0 | 0.3064 | 0.0 | 0.6819 | 0.5812 | 0.5658 | 0.5559 | 0.0 | 0.0 | 0.0 | 0.2003 | 0.0331 | 0.0798 | 0.0006 | 0.0214 | 0.0018 | 0.0 | 0.0 | 0.0 | 0.2598 | 0.0 | 0.5556 | 0.4209 | 0.5071 | 0.4030 | 0.0 | 0.0 | 0.0 | 0.1976 | 0.0331 | 0.0788 | 0.0006 | 0.0214 | 0.0018 | 0.0 |
160
+ | 0.487 | 14.4 | 1440 | 0.4389 | 0.1360 | 0.1729 | 0.3992 | nan | 0.0 | 0.2888 | 0.0 | 0.7187 | 0.5588 | 0.5846 | 0.4745 | 0.0 | 0.0 | 0.0 | 0.2157 | 0.0189 | 0.0534 | 0.0004 | 0.0231 | 0.0024 | 0.0 | 0.0 | 0.0 | 0.2489 | 0.0 | 0.5586 | 0.4247 | 0.5199 | 0.3852 | 0.0 | 0.0 | 0.0 | 0.2127 | 0.0189 | 0.0531 | 0.0004 | 0.0230 | 0.0024 | 0.0 |
161
+ | 0.4782 | 14.6 | 1460 | 0.4460 | 0.1318 | 0.1670 | 0.3794 | nan | 0.0 | 0.2759 | 0.0 | 0.6476 | 0.5047 | 0.5545 | 0.5443 | 0.0 | 0.0 | 0.0 | 0.2031 | 0.0207 | 0.0606 | 0.0005 | 0.0236 | 0.0028 | 0.0 | 0.0 | 0.0 | 0.2391 | 0.0 | 0.5354 | 0.3938 | 0.4930 | 0.4039 | 0.0 | 0.0 | 0.0 | 0.2000 | 0.0207 | 0.0602 | 0.0005 | 0.0235 | 0.0028 | 0.0 |
162
+ | 0.5121 | 14.8 | 1480 | 0.4433 | 0.1378 | 0.1754 | 0.3908 | nan | 0.0 | 0.3209 | 0.0 | 0.6539 | 0.5019 | 0.5375 | 0.5816 | 0.0 | 0.0 | 0.0 | 0.2586 | 0.0278 | 0.0765 | 0.0005 | 0.0193 | 0.0033 | 0.0 | 0.0 | 0.0 | 0.2720 | 0.0 | 0.5372 | 0.3919 | 0.4883 | 0.4101 | 0.0 | 0.0 | 0.0 | 0.2537 | 0.0278 | 0.0758 | 0.0005 | 0.0192 | 0.0033 | 0.0 |
163
+ | 0.5808 | 15.0 | 1500 | 0.4399 | 0.1448 | 0.1866 | 0.4174 | nan | 0.0 | 0.3623 | 0.0 | 0.7317 | 0.5582 | 0.6393 | 0.4189 | 0.0 | 0.0 | 0.0 | 0.2623 | 0.0522 | 0.1113 | 0.0007 | 0.0324 | 0.0037 | 0.0 | 0.0 | 0.0 | 0.2963 | 0.0 | 0.5654 | 0.4028 | 0.5386 | 0.3481 | 0.0 | 0.0 | 0.0 | 0.2573 | 0.0520 | 0.1097 | 0.0007 | 0.0323 | 0.0037 | 0.0 |
164
+ | 0.5808 | 15.2 | 1520 | 0.4319 | 0.1447 | 0.1867 | 0.4166 | nan | 0.0 | 0.3775 | 0.0 | 0.7042 | 0.5518 | 0.6024 | 0.5331 | 0.0 | 0.0 | 0.0 | 0.2673 | 0.0330 | 0.0649 | 0.0007 | 0.0334 | 0.0052 | 0.0 | 0.0 | 0.0 | 0.3039 | 0.0 | 0.5614 | 0.4125 | 0.5314 | 0.3966 | 0.0 | 0.0 | 0.0 | 0.2615 | 0.0329 | 0.0646 | 0.0007 | 0.0332 | 0.0052 | 0.0 |
165
+ | 0.5923 | 15.4 | 1540 | 0.4412 | 0.1410 | 0.1809 | 0.4082 | nan | 0.0 | 0.3331 | 0.0 | 0.6969 | 0.5356 | 0.6393 | 0.4910 | 0.0 | 0.0 | 0.0 | 0.2711 | 0.0237 | 0.0490 | 0.0008 | 0.0314 | 0.0031 | 0.0 | 0.0 | 0.0 | 0.2817 | 0.0 | 0.5594 | 0.4063 | 0.5337 | 0.3832 | 0.0 | 0.0 | 0.0 | 0.2653 | 0.0237 | 0.0487 | 0.0008 | 0.0313 | 0.0030 | 0.0 |
166
+ | 0.5626 | 15.6 | 1560 | 0.4316 | 0.1409 | 0.1806 | 0.4119 | nan | 0.0 | 0.3301 | 0.0 | 0.7357 | 0.5633 | 0.6107 | 0.4562 | 0.0 | 0.0 | 0.0 | 0.2462 | 0.0263 | 0.0623 | 0.0006 | 0.0330 | 0.0052 | 0.0 | 0.0 | 0.0 | 0.2768 | 0.0 | 0.5672 | 0.4162 | 0.5352 | 0.3726 | 0.0 | 0.0 | 0.0 | 0.2418 | 0.0263 | 0.0619 | 0.0006 | 0.0329 | 0.0052 | 0.0 |
167
+ | 0.5604 | 15.8 | 1580 | 0.4305 | 0.1418 | 0.1786 | 0.4008 | nan | 0.0 | 0.3369 | 0.0 | 0.6838 | 0.5127 | 0.5828 | 0.5304 | 0.0 | 0.0 | 0.0 | 0.2610 | 0.0318 | 0.0573 | 0.0008 | 0.0359 | 0.0037 | 0.0 | 0.0 | 0.0 | 0.2839 | 0.0 | 0.5533 | 0.4067 | 0.5149 | 0.4097 | 0.0 | 0.0 | 0.0 | 0.2558 | 0.0317 | 0.0571 | 0.0008 | 0.0356 | 0.0036 | 0.0 |
168
+ | 0.488 | 16.0 | 1600 | 0.4346 | 0.1409 | 0.1789 | 0.4015 | nan | 0.0 | 0.3432 | 0.0 | 0.6766 | 0.4799 | 0.5617 | 0.6028 | 0.0 | 0.0 | 0.0 | 0.2579 | 0.0296 | 0.0543 | 0.0011 | 0.0288 | 0.0049 | 0.0 | 0.0 | 0.0 | 0.2884 | 0.0 | 0.5515 | 0.3927 | 0.5079 | 0.4253 | 0.0 | 0.0 | 0.0 | 0.2530 | 0.0296 | 0.0541 | 0.0011 | 0.0287 | 0.0048 | 0.0 |
169
+ | 0.5896 | 16.2 | 1620 | 0.4191 | 0.1480 | 0.1895 | 0.4197 | nan | 0.0 | 0.3653 | 0.0 | 0.7263 | 0.5755 | 0.6296 | 0.4340 | 0.0 | 0.0 | 0.0 | 0.2765 | 0.0704 | 0.1027 | 0.0025 | 0.0353 | 0.0036 | 0.0 | 0.0 | 0.0 | 0.2992 | 0.0 | 0.5660 | 0.4131 | 0.5416 | 0.3611 | 0.0 | 0.0 | 0.0 | 0.2702 | 0.0699 | 0.1015 | 0.0025 | 0.0352 | 0.0036 | 0.0 |
170
+ | 0.5882 | 16.4 | 1640 | 0.4274 | 0.1522 | 0.1934 | 0.4197 | nan | 0.0 | 0.3861 | 0.0 | 0.6788 | 0.5210 | 0.6096 | 0.5746 | 0.0 | 0.0 | 0.0 | 0.3186 | 0.0646 | 0.0912 | 0.0025 | 0.0375 | 0.0028 | 0.0 | 0.0 | 0.0 | 0.3162 | 0.0 | 0.5555 | 0.4103 | 0.5307 | 0.4207 | 0.0 | 0.0 | 0.0 | 0.3084 | 0.0642 | 0.0905 | 0.0025 | 0.0372 | 0.0028 | 0.0 |
171
+ | 0.5106 | 16.6 | 1660 | 0.4256 | 0.1495 | 0.1898 | 0.4207 | nan | 0.0 | 0.3466 | 0.0 | 0.7276 | 0.5552 | 0.6129 | 0.4878 | 0.0 | 0.0 | 0.0 | 0.2852 | 0.0678 | 0.1005 | 0.0018 | 0.0392 | 0.0028 | 0.0 | 0.0 | 0.0 | 0.2903 | 0.0 | 0.5683 | 0.4201 | 0.5314 | 0.3914 | 0.0 | 0.0 | 0.0 | 0.2782 | 0.0674 | 0.0996 | 0.0018 | 0.0391 | 0.0028 | 0.0 |
172
+ | 0.5766 | 16.8 | 1680 | 0.4298 | 0.1482 | 0.1899 | 0.4213 | nan | 0.0 | 0.3344 | 0.0 | 0.7246 | 0.5672 | 0.6309 | 0.4845 | 0.0 | 0.0 | 0.0 | 0.2668 | 0.0669 | 0.1119 | 0.0020 | 0.0359 | 0.0029 | 0.0 | 0.0 | 0.0 | 0.2811 | 0.0 | 0.5653 | 0.4201 | 0.5388 | 0.3833 | 0.0 | 0.0 | 0.0 | 0.2609 | 0.0664 | 0.1105 | 0.0020 | 0.0358 | 0.0029 | 0.0 |
173
+ | 0.5923 | 17.0 | 1700 | 0.4241 | 0.1518 | 0.1926 | 0.4229 | nan | 0.0 | 0.3414 | 0.0 | 0.7051 | 0.5117 | 0.5894 | 0.6150 | 0.0 | 0.0 | 0.0 | 0.2968 | 0.0602 | 0.1125 | 0.0023 | 0.0346 | 0.0051 | 0.0 | 0.0 | 0.0 | 0.2858 | 0.0 | 0.5581 | 0.4205 | 0.5287 | 0.4391 | 0.0 | 0.0 | 0.0 | 0.2878 | 0.0599 | 0.1113 | 0.0023 | 0.0345 | 0.0050 | 0.0 |
174
+ | 0.5575 | 17.2 | 1720 | 0.4331 | 0.1472 | 0.1863 | 0.4161 | nan | 0.0 | 0.3145 | 0.0 | 0.7262 | 0.5463 | 0.6321 | 0.4689 | 0.0 | 0.0 | 0.0 | 0.2562 | 0.0754 | 0.1136 | 0.0013 | 0.0285 | 0.0039 | 0.0 | 0.0 | 0.0 | 0.2673 | 0.0 | 0.5643 | 0.4175 | 0.5474 | 0.3825 | 0.0 | 0.0 | 0.0 | 0.2507 | 0.0748 | 0.1124 | 0.0013 | 0.0285 | 0.0038 | 0.0 |
175
+ | 0.638 | 17.4 | 1740 | 0.4394 | 0.1402 | 0.1787 | 0.4025 | nan | 0.0 | 0.3158 | 0.0 | 0.7022 | 0.5385 | 0.6157 | 0.4546 | 0.0 | 0.0 | 0.0 | 0.2621 | 0.0394 | 0.0760 | 0.0009 | 0.0290 | 0.0036 | 0.0 | 0.0 | 0.0 | 0.2699 | 0.0 | 0.5570 | 0.4048 | 0.5185 | 0.3690 | 0.0 | 0.0 | 0.0 | 0.2563 | 0.0393 | 0.0755 | 0.0009 | 0.0290 | 0.0036 | 0.0 |
176
+ | 0.5526 | 17.6 | 1760 | 0.4303 | 0.1420 | 0.1802 | 0.4080 | nan | 0.0 | 0.3137 | 0.0 | 0.7299 | 0.5481 | 0.5975 | 0.4541 | 0.0 | 0.0 | 0.0 | 0.2561 | 0.0431 | 0.0834 | 0.0007 | 0.0325 | 0.0037 | 0.0 | 0.0 | 0.0 | 0.2666 | 0.0 | 0.5626 | 0.4188 | 0.5181 | 0.3759 | 0.0 | 0.0 | 0.0 | 0.2505 | 0.0430 | 0.0828 | 0.0007 | 0.0324 | 0.0036 | 0.0 |
177
+ | 0.6177 | 17.8 | 1780 | 0.4268 | 0.1549 | 0.1967 | 0.4282 | nan | 0.0 | 0.3649 | 0.0 | 0.7303 | 0.5648 | 0.5851 | 0.5237 | 0.0 | 0.0 | 0.0 | 0.2972 | 0.0877 | 0.1425 | 0.0027 | 0.0407 | 0.0050 | 0.0 | 0.0 | 0.0 | 0.3011 | 0.0 | 0.5690 | 0.4292 | 0.5150 | 0.4108 | 0.0 | 0.0 | 0.0 | 0.2883 | 0.0869 | 0.1398 | 0.0027 | 0.0406 | 0.0049 | 0.0 |
178
+ | 0.5876 | 18.0 | 1800 | 0.4208 | 0.1530 | 0.1938 | 0.4203 | nan | 0.0 | 0.3374 | 0.0 | 0.7028 | 0.5695 | 0.6077 | 0.5121 | 0.0 | 0.0 | 0.0 | 0.2833 | 0.0920 | 0.1366 | 0.0035 | 0.0452 | 0.0041 | 0.0 | 0.0 | 0.0 | 0.2818 | 0.0 | 0.5595 | 0.4312 | 0.5206 | 0.4070 | 0.0 | 0.0 | 0.0 | 0.2756 | 0.0910 | 0.1348 | 0.0035 | 0.0450 | 0.0041 | 0.0 |
179
+ | 0.591 | 18.2 | 1820 | 0.4277 | 0.1593 | 0.2004 | 0.4318 | nan | 0.0 | 0.3552 | 0.0 | 0.7227 | 0.5425 | 0.6063 | 0.5483 | 0.0 | 0.0 | 0.0 | 0.3115 | 0.1052 | 0.1618 | 0.0038 | 0.0443 | 0.0055 | 0.0 | 0.0 | 0.0 | 0.2957 | 0.0 | 0.5672 | 0.4320 | 0.5294 | 0.4261 | 0.0 | 0.0 | 0.0 | 0.3017 | 0.1040 | 0.1587 | 0.0038 | 0.0441 | 0.0055 | 0.0 |
180
+ | 0.5634 | 18.4 | 1840 | 0.4256 | 0.1561 | 0.1967 | 0.4245 | nan | 0.0 | 0.3282 | 0.0 | 0.7079 | 0.5558 | 0.5818 | 0.5718 | 0.0 | 0.0 | 0.0 | 0.2950 | 0.0980 | 0.1507 | 0.0040 | 0.0448 | 0.0064 | 0.0 | 0.0 | 0.0 | 0.2789 | 0.0 | 0.5629 | 0.4331 | 0.5168 | 0.4311 | 0.0 | 0.0 | 0.0 | 0.2870 | 0.0970 | 0.1483 | 0.0040 | 0.0446 | 0.0063 | 0.0 |
181
+ | 0.5712 | 18.6 | 1860 | 0.4272 | 0.1492 | 0.1883 | 0.4145 | nan | 0.0 | 0.2995 | 0.0 | 0.7290 | 0.5794 | 0.5807 | 0.4653 | 0.0 | 0.0 | 0.0 | 0.2642 | 0.0937 | 0.1403 | 0.0022 | 0.0421 | 0.0045 | 0.0 | 0.0 | 0.0 | 0.2577 | 0.0 | 0.5644 | 0.4282 | 0.5111 | 0.3855 | 0.0 | 0.0 | 0.0 | 0.2584 | 0.0927 | 0.1384 | 0.0022 | 0.0419 | 0.0045 | 0.0 |
182
+ | 0.5026 | 18.8 | 1880 | 0.4315 | 0.1498 | 0.1895 | 0.4172 | nan | 0.0 | 0.3183 | 0.0 | 0.7279 | 0.5711 | 0.6060 | 0.4542 | 0.0 | 0.0 | 0.0 | 0.2785 | 0.0867 | 0.1336 | 0.0027 | 0.0393 | 0.0038 | 0.0 | 0.0 | 0.0 | 0.2711 | 0.0 | 0.5662 | 0.4233 | 0.5225 | 0.3787 | 0.0 | 0.0 | 0.0 | 0.2717 | 0.0858 | 0.1320 | 0.0027 | 0.0392 | 0.0038 | 0.0 |
183
+ | 0.6017 | 19.0 | 1900 | 0.4273 | 0.1548 | 0.1955 | 0.4213 | nan | 0.0 | 0.3390 | 0.0 | 0.7015 | 0.5573 | 0.5888 | 0.5393 | 0.0 | 0.0 | 0.0 | 0.2959 | 0.0983 | 0.1498 | 0.0032 | 0.0453 | 0.0056 | 0.0 | 0.0 | 0.0 | 0.2843 | 0.0 | 0.5622 | 0.4251 | 0.5147 | 0.4147 | 0.0 | 0.0 | 0.0 | 0.2873 | 0.0972 | 0.1475 | 0.0032 | 0.0451 | 0.0056 | 0.0 |
184
+ | 0.6227 | 19.2 | 1920 | 0.4271 | 0.1558 | 0.1970 | 0.4267 | nan | 0.0 | 0.3313 | 0.0 | 0.7153 | 0.5585 | 0.6299 | 0.5122 | 0.0 | 0.0 | 0.0 | 0.3098 | 0.0981 | 0.1432 | 0.0032 | 0.0428 | 0.0051 | 0.0 | 0.0 | 0.0 | 0.2810 | 0.0 | 0.5650 | 0.4272 | 0.5360 | 0.4069 | 0.0 | 0.0 | 0.0 | 0.2998 | 0.0968 | 0.1414 | 0.0032 | 0.0427 | 0.0051 | 0.0 |
185
+ | 0.5737 | 19.4 | 1940 | 0.4279 | 0.1553 | 0.1967 | 0.4237 | nan | 0.0 | 0.3365 | 0.0 | 0.7075 | 0.5681 | 0.5943 | 0.5298 | 0.0 | 0.0 | 0.0 | 0.3025 | 0.0985 | 0.1547 | 0.0032 | 0.0428 | 0.0054 | 0.0 | 0.0 | 0.0 | 0.2835 | 0.0 | 0.5636 | 0.4273 | 0.5178 | 0.4097 | 0.0 | 0.0 | 0.0 | 0.2933 | 0.0973 | 0.1522 | 0.0032 | 0.0427 | 0.0054 | 0.0 |
186
+ | 0.5641 | 19.6 | 1960 | 0.4298 | 0.1552 | 0.1953 | 0.4214 | nan | 0.0 | 0.3333 | 0.0 | 0.7149 | 0.5591 | 0.5984 | 0.4912 | 0.0 | 0.0 | 0.0 | 0.3061 | 0.1156 | 0.1545 | 0.0029 | 0.0390 | 0.0041 | 0.0 | 0.0 | 0.0 | 0.2818 | 0.0 | 0.5645 | 0.4239 | 0.5182 | 0.3973 | 0.0 | 0.0 | 0.0 | 0.2963 | 0.1137 | 0.1524 | 0.0029 | 0.0388 | 0.0041 | 0.0 |
187
+ | 0.5565 | 19.8 | 1980 | 0.4295 | 0.1562 | 0.1969 | 0.4245 | nan | 0.0 | 0.3355 | 0.0 | 0.7141 | 0.5520 | 0.6006 | 0.5207 | 0.0 | 0.0 | 0.0 | 0.3069 | 0.1094 | 0.1610 | 0.0027 | 0.0404 | 0.0045 | 0.0 | 0.0 | 0.0 | 0.2833 | 0.0 | 0.5643 | 0.4235 | 0.5206 | 0.4086 | 0.0 | 0.0 | 0.0 | 0.2970 | 0.1078 | 0.1584 | 0.0027 | 0.0402 | 0.0045 | 0.0 |
188
+ | 0.5499 | 20.0 | 2000 | 0.4281 | 0.1550 | 0.1965 | 0.4227 | nan | 0.0 | 0.3297 | 0.0 | 0.7034 | 0.5732 | 0.5945 | 0.5303 | 0.0 | 0.0 | 0.0 | 0.3038 | 0.0925 | 0.1645 | 0.0025 | 0.0403 | 0.0054 | 0.0 | 0.0 | 0.0 | 0.2795 | 0.0 | 0.5617 | 0.4270 | 0.5179 | 0.4082 | 0.0 | 0.0 | 0.0 | 0.2943 | 0.0917 | 0.1613 | 0.0025 | 0.0402 | 0.0053 | 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
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