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--- |
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license: apache-2.0 |
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base_model: microsoft/swinv2-base-patch4-window8-256 |
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tags: |
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- generated_from_trainer |
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datasets: |
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- imagefolder |
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metrics: |
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- accuracy |
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model-index: |
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- name: swinv2-base-patch4-window8-256-mineral |
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results: |
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- task: |
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name: Image Classification |
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type: image-classification |
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dataset: |
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name: imagefolder |
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type: imagefolder |
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config: default |
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split: train |
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args: default |
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metrics: |
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- name: Accuracy |
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type: accuracy |
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value: 0.245 |
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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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# swinv2-base-patch4-window8-256-mineral |
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This model is a fine-tuned version of [microsoft/swinv2-base-patch4-window8-256](https://huggingface.co/microsoft/swinv2-base-patch4-window8-256) on the imagefolder dataset. |
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It achieves the following results on the evaluation set: |
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- Loss: 5.1457 |
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- Accuracy: 0.245 |
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## Model description |
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More information needed |
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## Intended uses & limitations |
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More information needed |
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## Training and evaluation data |
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More information needed |
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## Training procedure |
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### Training hyperparameters |
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The following hyperparameters were used during training: |
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- learning_rate: 5e-05 |
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- train_batch_size: 32 |
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- eval_batch_size: 32 |
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- seed: 42 |
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- gradient_accumulation_steps: 4 |
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- total_train_batch_size: 128 |
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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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- lr_scheduler_warmup_ratio: 0.1 |
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- num_epochs: 500 |
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### Training results |
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| Training Loss | Epoch | Step | Validation Loss | Accuracy | |
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|:-------------:|:------:|:----:|:---------------:|:--------:| |
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| 5.6939 | 0.96 | 18 | 5.6774 | 0.0067 | |
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| 5.6713 | 1.97 | 37 | 5.6701 | 0.005 | |
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| 5.665 | 2.99 | 56 | 5.6592 | 0.0033 | |
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| 5.6497 | 4.0 | 75 | 5.6487 | 0.005 | |
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| 5.6375 | 4.96 | 93 | 5.6375 | 0.0083 | |
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| 5.6141 | 5.97 | 112 | 5.6255 | 0.0133 | |
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| 5.5981 | 6.99 | 131 | 5.6123 | 0.0167 | |
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| 5.5718 | 8.0 | 150 | 5.5961 | 0.0117 | |
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| 5.5526 | 8.96 | 168 | 5.5777 | 0.0117 | |
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| 5.5 | 9.97 | 187 | 5.5554 | 0.015 | |
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| 5.4391 | 10.99 | 206 | 5.5290 | 0.0167 | |
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| 5.3112 | 12.0 | 225 | 5.4914 | 0.0217 | |
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| 5.25 | 12.96 | 243 | 5.4305 | 0.0283 | |
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| 5.1361 | 13.97 | 262 | 5.3729 | 0.045 | |
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| 4.985 | 14.99 | 281 | 5.2795 | 0.0483 | |
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| 4.8031 | 16.0 | 300 | 5.1991 | 0.0633 | |
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| 4.6843 | 16.96 | 318 | 5.0976 | 0.0683 | |
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| 4.3959 | 17.97 | 337 | 4.9828 | 0.0783 | |
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| 4.2277 | 18.99 | 356 | 4.8522 | 0.0883 | |
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| 3.9594 | 20.0 | 375 | 4.7467 | 0.1017 | |
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| 3.7637 | 20.96 | 393 | 4.6450 | 0.1183 | |
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| 3.4748 | 21.97 | 412 | 4.5736 | 0.1317 | |
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| 3.2937 | 22.99 | 431 | 4.4707 | 0.13 | |
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| 3.1059 | 24.0 | 450 | 4.4103 | 0.1567 | |
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| 2.8278 | 24.96 | 468 | 4.3476 | 0.1417 | |
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| 2.7093 | 25.97 | 487 | 4.2624 | 0.1517 | |
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| 2.4771 | 26.99 | 506 | 4.2065 | 0.1667 | |
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| 2.3164 | 28.0 | 525 | 4.1656 | 0.17 | |
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| 2.1912 | 28.96 | 543 | 4.1606 | 0.1617 | |
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| 1.9385 | 29.97 | 562 | 4.1411 | 0.1717 | |
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| 1.7912 | 30.99 | 581 | 4.1030 | 0.1667 | |
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| 1.6852 | 32.0 | 600 | 4.0695 | 0.1833 | |
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| 1.478 | 32.96 | 618 | 4.0546 | 0.1717 | |
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| 1.3769 | 33.97 | 637 | 4.0407 | 0.1917 | |
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| 1.2175 | 34.99 | 656 | 4.0224 | 0.19 | |
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| 1.1616 | 36.0 | 675 | 4.0421 | 0.1867 | |
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| 1.0305 | 36.96 | 693 | 4.0470 | 0.1933 | |
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| 0.9513 | 37.97 | 712 | 4.0161 | 0.195 | |
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| 0.8428 | 38.99 | 731 | 4.0153 | 0.2033 | |
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| 0.7385 | 40.0 | 750 | 4.0600 | 0.1867 | |
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| 0.667 | 40.96 | 768 | 4.0568 | 0.215 | |
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| 0.6017 | 41.97 | 787 | 4.0459 | 0.2033 | |
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| 0.6252 | 42.99 | 806 | 4.0209 | 0.2183 | |
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| 0.5604 | 44.0 | 825 | 4.1177 | 0.2133 | |
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| 0.4691 | 44.96 | 843 | 4.0966 | 0.1967 | |
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| 0.4445 | 45.97 | 862 | 4.1254 | 0.215 | |
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| 0.4151 | 46.99 | 881 | 4.1253 | 0.2133 | |
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| 0.3903 | 48.0 | 900 | 4.1026 | 0.195 | |
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| 0.3551 | 48.96 | 918 | 4.1544 | 0.2033 | |
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| 0.3656 | 49.97 | 937 | 4.2111 | 0.2117 | |
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| 0.3651 | 50.99 | 956 | 4.2143 | 0.1983 | |
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| 0.3282 | 52.0 | 975 | 4.1838 | 0.2217 | |
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| 0.2737 | 52.96 | 993 | 4.1866 | 0.2083 | |
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| 0.2867 | 53.97 | 1012 | 4.2628 | 0.1983 | |
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| 0.3202 | 54.99 | 1031 | 4.2542 | 0.2117 | |
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| 0.2761 | 56.0 | 1050 | 4.2476 | 0.2183 | |
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| 0.262 | 56.96 | 1068 | 4.2466 | 0.21 | |
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| 0.2779 | 57.97 | 1087 | 4.2886 | 0.215 | |
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| 0.2278 | 58.99 | 1106 | 4.2835 | 0.22 | |
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| 0.2597 | 60.0 | 1125 | 4.2966 | 0.2183 | |
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| 0.2364 | 60.96 | 1143 | 4.3238 | 0.2167 | |
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| 0.2523 | 61.97 | 1162 | 4.2324 | 0.2083 | |
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| 0.2199 | 62.99 | 1181 | 4.3234 | 0.2033 | |
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| 0.2264 | 64.0 | 1200 | 4.3092 | 0.2167 | |
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| 0.2004 | 64.96 | 1218 | 4.3842 | 0.2017 | |
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| 0.1958 | 65.97 | 1237 | 4.3319 | 0.2033 | |
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| 0.1942 | 66.99 | 1256 | 4.3161 | 0.225 | |
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| 0.2094 | 68.0 | 1275 | 4.3120 | 0.2267 | |
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| 0.1826 | 68.96 | 1293 | 4.3541 | 0.2267 | |
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| 0.1984 | 69.97 | 1312 | 4.3720 | 0.2317 | |
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| 0.1863 | 70.99 | 1331 | 4.3854 | 0.225 | |
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| 0.2019 | 72.0 | 1350 | 4.3635 | 0.215 | |
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| 0.1679 | 72.96 | 1368 | 4.3958 | 0.2183 | |
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| 0.1765 | 73.97 | 1387 | 4.4110 | 0.2133 | |
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| 0.1647 | 74.99 | 1406 | 4.4675 | 0.2167 | |
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| 0.151 | 76.0 | 1425 | 4.4919 | 0.2183 | |
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| 0.1621 | 76.96 | 1443 | 4.4519 | 0.2183 | |
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| 0.1417 | 77.97 | 1462 | 4.4599 | 0.2017 | |
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| 0.1685 | 78.99 | 1481 | 4.5555 | 0.2133 | |
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| 0.1637 | 80.0 | 1500 | 4.4596 | 0.2117 | |
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| 0.1692 | 80.96 | 1518 | 4.4194 | 0.2233 | |
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| 0.1771 | 81.97 | 1537 | 4.4831 | 0.2217 | |
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| 0.1433 | 82.99 | 1556 | 4.5271 | 0.1983 | |
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| 0.1615 | 84.0 | 1575 | 4.4425 | 0.21 | |
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| 0.1605 | 84.96 | 1593 | 4.4559 | 0.2183 | |
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| 0.1402 | 85.97 | 1612 | 4.5123 | 0.21 | |
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| 0.1639 | 86.99 | 1631 | 4.5368 | 0.2117 | |
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| 0.1333 | 88.0 | 1650 | 4.5109 | 0.2217 | |
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| 0.1405 | 88.96 | 1668 | 4.5220 | 0.2217 | |
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| 0.1427 | 89.97 | 1687 | 4.5414 | 0.225 | |
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| 0.1346 | 90.99 | 1706 | 4.4954 | 0.2317 | |
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| 0.1494 | 92.0 | 1725 | 4.5996 | 0.2217 | |
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| 0.1432 | 92.96 | 1743 | 4.5152 | 0.2167 | |
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| 0.1276 | 93.97 | 1762 | 4.5623 | 0.2217 | |
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| 0.1344 | 94.99 | 1781 | 4.5049 | 0.2233 | |
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| 0.1157 | 96.0 | 1800 | 4.5413 | 0.22 | |
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| 0.1324 | 96.96 | 1818 | 4.5660 | 0.225 | |
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| 0.1262 | 97.97 | 1837 | 4.5358 | 0.2317 | |
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| 0.1299 | 98.99 | 1856 | 4.6085 | 0.225 | |
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| 0.1077 | 100.0 | 1875 | 4.5516 | 0.2267 | |
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| 0.1386 | 100.96 | 1893 | 4.5751 | 0.23 | |
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| 0.1463 | 101.97 | 1912 | 4.6149 | 0.2117 | |
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| 0.0921 | 102.99 | 1931 | 4.5543 | 0.2383 | |
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| 0.1094 | 104.0 | 1950 | 4.6144 | 0.2283 | |
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| 0.1327 | 104.96 | 1968 | 4.5966 | 0.2283 | |
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| 0.101 | 105.97 | 1987 | 4.5869 | 0.22 | |
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| 0.1275 | 106.99 | 2006 | 4.5588 | 0.2367 | |
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| 0.1175 | 108.0 | 2025 | 4.6091 | 0.2133 | |
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| 0.1031 | 108.96 | 2043 | 4.6347 | 0.22 | |
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| 0.1086 | 109.97 | 2062 | 4.5894 | 0.215 | |
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| 0.1158 | 110.99 | 2081 | 4.6496 | 0.2267 | |
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| 0.1091 | 112.0 | 2100 | 4.6218 | 0.22 | |
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| 0.0885 | 112.96 | 2118 | 4.6319 | 0.2133 | |
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| 0.0732 | 113.97 | 2137 | 4.7100 | 0.21 | |
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| 0.113 | 114.99 | 2156 | 4.6596 | 0.21 | |
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| 0.0872 | 116.0 | 2175 | 4.6277 | 0.2217 | |
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| 0.0862 | 116.96 | 2193 | 4.6262 | 0.2333 | |
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| 0.0762 | 117.97 | 2212 | 4.6078 | 0.2267 | |
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| 0.0916 | 118.99 | 2231 | 4.6198 | 0.215 | |
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| 0.1158 | 120.0 | 2250 | 4.6560 | 0.225 | |
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| 0.083 | 120.96 | 2268 | 4.5878 | 0.2267 | |
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| 0.0855 | 121.97 | 2287 | 4.6666 | 0.24 | |
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| 0.0963 | 122.99 | 2306 | 4.6186 | 0.2233 | |
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| 0.088 | 124.0 | 2325 | 4.6250 | 0.2433 | |
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| 0.0867 | 124.96 | 2343 | 4.6591 | 0.24 | |
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| 0.0858 | 125.97 | 2362 | 4.6467 | 0.2267 | |
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| 0.0928 | 126.99 | 2381 | 4.6457 | 0.2233 | |
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| 0.1189 | 128.0 | 2400 | 4.7195 | 0.2183 | |
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| 0.0816 | 128.96 | 2418 | 4.6935 | 0.2233 | |
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| 0.09 | 129.97 | 2437 | 4.7062 | 0.2183 | |
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| 0.0958 | 130.99 | 2456 | 4.6826 | 0.2267 | |
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| 0.0583 | 132.0 | 2475 | 4.6903 | 0.23 | |
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| 0.0878 | 132.96 | 2493 | 4.7640 | 0.2217 | |
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| 0.0967 | 133.97 | 2512 | 4.7564 | 0.2333 | |
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| 0.0902 | 134.99 | 2531 | 4.7551 | 0.225 | |
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| 0.0709 | 136.0 | 2550 | 4.7972 | 0.23 | |
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| 0.0724 | 136.96 | 2568 | 4.8073 | 0.22 | |
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| 0.0901 | 137.97 | 2587 | 4.7568 | 0.2283 | |
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| 0.0968 | 138.99 | 2606 | 4.7389 | 0.2383 | |
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| 0.075 | 140.0 | 2625 | 4.7521 | 0.2283 | |
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| 0.0955 | 140.96 | 2643 | 4.7091 | 0.2217 | |
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| 0.0648 | 141.97 | 2662 | 4.7522 | 0.2283 | |
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| 0.0792 | 142.99 | 2681 | 4.7606 | 0.2233 | |
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| 0.0828 | 144.0 | 2700 | 4.7383 | 0.23 | |
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| 0.0722 | 144.96 | 2718 | 4.7851 | 0.2383 | |
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| 0.0958 | 145.97 | 2737 | 4.7559 | 0.235 | |
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| 0.0761 | 146.99 | 2756 | 4.8086 | 0.23 | |
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| 0.0926 | 148.0 | 2775 | 4.7643 | 0.2317 | |
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| 0.0735 | 148.96 | 2793 | 4.7936 | 0.23 | |
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| 0.0957 | 149.97 | 2812 | 4.7229 | 0.23 | |
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| 0.0804 | 150.99 | 2831 | 4.7744 | 0.2133 | |
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| 0.0807 | 152.0 | 2850 | 4.8072 | 0.2117 | |
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| 0.0761 | 152.96 | 2868 | 4.7777 | 0.2283 | |
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| 0.0752 | 153.97 | 2887 | 4.8695 | 0.2183 | |
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| 0.0588 | 154.99 | 2906 | 4.8292 | 0.2283 | |
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| 0.0735 | 156.0 | 2925 | 4.7753 | 0.2233 | |
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| 0.0867 | 156.96 | 2943 | 4.7585 | 0.225 | |
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| 0.094 | 157.97 | 2962 | 4.8235 | 0.2317 | |
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| 0.0908 | 158.99 | 2981 | 4.8720 | 0.23 | |
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| 0.0697 | 160.0 | 3000 | 4.8698 | 0.22 | |
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| 0.0701 | 160.96 | 3018 | 4.8097 | 0.2283 | |
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| 0.0804 | 161.97 | 3037 | 4.7381 | 0.2217 | |
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| 0.0874 | 162.99 | 3056 | 4.7458 | 0.23 | |
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| 0.0661 | 164.0 | 3075 | 4.7571 | 0.225 | |
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| 0.0715 | 164.96 | 3093 | 4.8221 | 0.2367 | |
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| 0.0599 | 165.97 | 3112 | 4.6964 | 0.2467 | |
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| 0.0708 | 166.99 | 3131 | 4.8396 | 0.2317 | |
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| 0.0633 | 168.0 | 3150 | 4.8040 | 0.22 | |
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| 0.0531 | 168.96 | 3168 | 4.8200 | 0.2217 | |
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| 0.0689 | 169.97 | 3187 | 4.8330 | 0.2333 | |
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| 0.0502 | 170.99 | 3206 | 4.8688 | 0.2283 | |
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| 0.0607 | 172.0 | 3225 | 4.8696 | 0.2333 | |
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| 0.0705 | 172.96 | 3243 | 4.8514 | 0.225 | |
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| 0.0719 | 173.97 | 3262 | 4.8854 | 0.2267 | |
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| 0.0852 | 174.99 | 3281 | 4.8463 | 0.2233 | |
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| 0.0525 | 176.0 | 3300 | 4.8801 | 0.2383 | |
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| 0.069 | 176.96 | 3318 | 4.9139 | 0.2383 | |
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| 0.0716 | 177.97 | 3337 | 4.9129 | 0.225 | |
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| 0.0681 | 178.99 | 3356 | 4.8785 | 0.2283 | |
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| 0.0656 | 180.0 | 3375 | 4.8776 | 0.24 | |
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| 0.0866 | 180.96 | 3393 | 4.8923 | 0.24 | |
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| 0.0588 | 181.97 | 3412 | 4.8773 | 0.2317 | |
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| 0.0542 | 182.99 | 3431 | 4.8637 | 0.2417 | |
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| 0.0508 | 184.0 | 3450 | 4.8914 | 0.23 | |
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| 0.0591 | 184.96 | 3468 | 4.8835 | 0.225 | |
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| 0.0626 | 185.97 | 3487 | 4.9119 | 0.2317 | |
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| 0.0708 | 186.99 | 3506 | 4.8882 | 0.2217 | |
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| 0.0651 | 188.0 | 3525 | 4.8978 | 0.22 | |
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| 0.0609 | 188.96 | 3543 | 4.8657 | 0.2267 | |
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| 0.0519 | 189.97 | 3562 | 4.9336 | 0.21 | |
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| 0.0687 | 190.99 | 3581 | 4.8825 | 0.2217 | |
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| 0.0401 | 192.0 | 3600 | 4.9984 | 0.2133 | |
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| 0.0532 | 192.96 | 3618 | 4.8797 | 0.24 | |
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| 0.0515 | 193.97 | 3637 | 4.8716 | 0.2317 | |
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| 0.0735 | 194.99 | 3656 | 4.9249 | 0.2217 | |
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| 0.0708 | 196.0 | 3675 | 4.9456 | 0.2083 | |
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| 0.0612 | 196.96 | 3693 | 4.9355 | 0.23 | |
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| 0.0511 | 197.97 | 3712 | 4.9061 | 0.215 | |
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| 0.0573 | 198.99 | 3731 | 4.9662 | 0.2117 | |
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| 0.0482 | 200.0 | 3750 | 4.9992 | 0.2133 | |
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| 0.0454 | 200.96 | 3768 | 5.0024 | 0.2217 | |
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| 0.072 | 201.97 | 3787 | 4.9026 | 0.2283 | |
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| 0.0583 | 202.99 | 3806 | 4.9121 | 0.2283 | |
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| 0.0655 | 204.0 | 3825 | 4.9426 | 0.23 | |
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| 0.0375 | 204.96 | 3843 | 4.9971 | 0.2267 | |
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| 0.0652 | 205.97 | 3862 | 4.9414 | 0.2283 | |
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| 0.0514 | 206.99 | 3881 | 5.0227 | 0.2333 | |
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| 0.0677 | 208.0 | 3900 | 5.0196 | 0.2217 | |
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| 0.0805 | 208.96 | 3918 | 4.9773 | 0.2233 | |
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| 0.0556 | 209.97 | 3937 | 4.9303 | 0.235 | |
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| 0.0508 | 210.99 | 3956 | 4.8852 | 0.2333 | |
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| 0.0471 | 212.0 | 3975 | 4.9395 | 0.24 | |
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| 0.047 | 212.96 | 3993 | 4.9143 | 0.23 | |
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| 0.0438 | 213.97 | 4012 | 4.8727 | 0.2333 | |
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| 0.0769 | 214.99 | 4031 | 4.9319 | 0.235 | |
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| 0.0516 | 216.0 | 4050 | 4.9909 | 0.225 | |
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| 0.0413 | 216.96 | 4068 | 4.9651 | 0.2167 | |
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| 0.0402 | 217.97 | 4087 | 4.9235 | 0.2233 | |
|
| 0.036 | 218.99 | 4106 | 4.9646 | 0.2267 | |
|
| 0.0375 | 220.0 | 4125 | 4.9655 | 0.2267 | |
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| 0.0566 | 220.96 | 4143 | 4.9532 | 0.23 | |
|
| 0.0591 | 221.97 | 4162 | 4.9400 | 0.2317 | |
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| 0.0602 | 222.99 | 4181 | 4.9306 | 0.2417 | |
|
| 0.0339 | 224.0 | 4200 | 4.9925 | 0.2383 | |
|
| 0.0628 | 224.96 | 4218 | 4.9416 | 0.24 | |
|
| 0.0495 | 225.97 | 4237 | 4.9398 | 0.25 | |
|
| 0.0545 | 226.99 | 4256 | 4.9522 | 0.2367 | |
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| 0.045 | 228.0 | 4275 | 4.8830 | 0.2367 | |
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| 0.036 | 228.96 | 4293 | 4.9543 | 0.235 | |
|
| 0.0477 | 229.97 | 4312 | 4.9769 | 0.2267 | |
|
| 0.0427 | 230.99 | 4331 | 4.9233 | 0.23 | |
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| 0.0419 | 232.0 | 4350 | 4.9587 | 0.24 | |
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| 0.0402 | 232.96 | 4368 | 4.9977 | 0.2233 | |
|
| 0.0468 | 233.97 | 4387 | 5.0033 | 0.24 | |
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| 0.0554 | 234.99 | 4406 | 4.9908 | 0.24 | |
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| 0.0503 | 236.0 | 4425 | 4.9143 | 0.2433 | |
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| 0.0462 | 236.96 | 4443 | 4.8740 | 0.245 | |
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| 0.0354 | 237.97 | 4462 | 4.9383 | 0.2333 | |
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| 0.0381 | 238.99 | 4481 | 5.0228 | 0.2467 | |
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| 0.0358 | 240.0 | 4500 | 5.0114 | 0.2417 | |
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| 0.0264 | 240.96 | 4518 | 5.0244 | 0.23 | |
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| 0.0512 | 241.97 | 4537 | 5.0987 | 0.22 | |
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| 0.0555 | 242.99 | 4556 | 4.9946 | 0.2233 | |
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| 0.0545 | 244.0 | 4575 | 5.0295 | 0.23 | |
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| 0.0395 | 244.96 | 4593 | 5.0320 | 0.225 | |
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| 0.0512 | 245.97 | 4612 | 4.9736 | 0.2317 | |
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| 0.0343 | 246.99 | 4631 | 4.9499 | 0.2383 | |
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| 0.0506 | 248.0 | 4650 | 4.9478 | 0.24 | |
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| 0.0642 | 248.96 | 4668 | 4.9233 | 0.2417 | |
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| 0.035 | 249.97 | 4687 | 4.9348 | 0.2317 | |
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| 0.0408 | 250.99 | 4706 | 4.9228 | 0.2483 | |
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| 0.0431 | 252.0 | 4725 | 5.0074 | 0.24 | |
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| 0.0273 | 252.96 | 4743 | 4.9480 | 0.235 | |
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| 0.0495 | 253.97 | 4762 | 4.9539 | 0.2333 | |
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| 0.0431 | 254.99 | 4781 | 5.0146 | 0.245 | |
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| 0.0339 | 256.0 | 4800 | 5.0659 | 0.225 | |
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| 0.0544 | 256.96 | 4818 | 5.0378 | 0.2417 | |
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| 0.0365 | 257.97 | 4837 | 5.0133 | 0.2433 | |
|
| 0.047 | 258.99 | 4856 | 4.9964 | 0.2367 | |
|
| 0.048 | 260.0 | 4875 | 5.0102 | 0.2383 | |
|
| 0.0469 | 260.96 | 4893 | 4.9275 | 0.245 | |
|
| 0.0399 | 261.97 | 4912 | 4.9794 | 0.2483 | |
|
| 0.0372 | 262.99 | 4931 | 4.9892 | 0.2383 | |
|
| 0.0538 | 264.0 | 4950 | 4.9841 | 0.2333 | |
|
| 0.0402 | 264.96 | 4968 | 5.0038 | 0.2383 | |
|
| 0.0507 | 265.97 | 4987 | 5.0184 | 0.2333 | |
|
| 0.0472 | 266.99 | 5006 | 4.9750 | 0.245 | |
|
| 0.047 | 268.0 | 5025 | 5.0005 | 0.2533 | |
|
| 0.0436 | 268.96 | 5043 | 4.9527 | 0.25 | |
|
| 0.0323 | 269.97 | 5062 | 4.9495 | 0.2517 | |
|
| 0.0454 | 270.99 | 5081 | 4.9883 | 0.2433 | |
|
| 0.0477 | 272.0 | 5100 | 4.9656 | 0.25 | |
|
| 0.053 | 272.96 | 5118 | 4.9082 | 0.245 | |
|
| 0.0398 | 273.97 | 5137 | 4.9618 | 0.245 | |
|
| 0.0347 | 274.99 | 5156 | 4.9594 | 0.2467 | |
|
| 0.0447 | 276.0 | 5175 | 4.9556 | 0.2417 | |
|
| 0.0312 | 276.96 | 5193 | 4.9943 | 0.2283 | |
|
| 0.0521 | 277.97 | 5212 | 5.0603 | 0.2367 | |
|
| 0.0386 | 278.99 | 5231 | 5.0410 | 0.2183 | |
|
| 0.0276 | 280.0 | 5250 | 4.9705 | 0.2383 | |
|
| 0.0532 | 280.96 | 5268 | 4.9813 | 0.235 | |
|
| 0.0627 | 281.97 | 5287 | 4.9953 | 0.2317 | |
|
| 0.0455 | 282.99 | 5306 | 4.9607 | 0.2433 | |
|
| 0.0418 | 284.0 | 5325 | 4.9816 | 0.2417 | |
|
| 0.0355 | 284.96 | 5343 | 4.9670 | 0.245 | |
|
| 0.0307 | 285.97 | 5362 | 4.9994 | 0.2367 | |
|
| 0.0504 | 286.99 | 5381 | 5.0265 | 0.24 | |
|
| 0.0368 | 288.0 | 5400 | 5.0336 | 0.235 | |
|
| 0.035 | 288.96 | 5418 | 5.0561 | 0.2417 | |
|
| 0.0518 | 289.97 | 5437 | 5.0769 | 0.2433 | |
|
| 0.0383 | 290.99 | 5456 | 5.0629 | 0.235 | |
|
| 0.0381 | 292.0 | 5475 | 4.9694 | 0.2367 | |
|
| 0.0307 | 292.96 | 5493 | 4.9370 | 0.2417 | |
|
| 0.0447 | 293.97 | 5512 | 4.9549 | 0.2333 | |
|
| 0.0499 | 294.99 | 5531 | 4.9883 | 0.2333 | |
|
| 0.045 | 296.0 | 5550 | 4.9923 | 0.24 | |
|
| 0.0579 | 296.96 | 5568 | 4.9793 | 0.24 | |
|
| 0.0527 | 297.97 | 5587 | 5.0027 | 0.2333 | |
|
| 0.0353 | 298.99 | 5606 | 5.0196 | 0.2283 | |
|
| 0.0247 | 300.0 | 5625 | 5.0492 | 0.24 | |
|
| 0.0339 | 300.96 | 5643 | 5.0539 | 0.2317 | |
|
| 0.0525 | 301.97 | 5662 | 5.1091 | 0.2233 | |
|
| 0.0339 | 302.99 | 5681 | 5.0659 | 0.2333 | |
|
| 0.0406 | 304.0 | 5700 | 5.0559 | 0.2233 | |
|
| 0.0252 | 304.96 | 5718 | 5.0228 | 0.2233 | |
|
| 0.0358 | 305.97 | 5737 | 5.0661 | 0.2333 | |
|
| 0.031 | 306.99 | 5756 | 5.0571 | 0.2383 | |
|
| 0.0334 | 308.0 | 5775 | 5.0452 | 0.2417 | |
|
| 0.0368 | 308.96 | 5793 | 5.0873 | 0.225 | |
|
| 0.042 | 309.97 | 5812 | 5.1043 | 0.24 | |
|
| 0.0375 | 310.99 | 5831 | 5.0588 | 0.2383 | |
|
| 0.026 | 312.0 | 5850 | 5.0150 | 0.2417 | |
|
| 0.0326 | 312.96 | 5868 | 5.0101 | 0.2433 | |
|
| 0.0286 | 313.97 | 5887 | 5.0106 | 0.245 | |
|
| 0.0164 | 314.99 | 5906 | 5.0428 | 0.24 | |
|
| 0.0274 | 316.0 | 5925 | 5.0479 | 0.2317 | |
|
| 0.0263 | 316.96 | 5943 | 4.9870 | 0.24 | |
|
| 0.0371 | 317.97 | 5962 | 4.9846 | 0.2417 | |
|
| 0.0355 | 318.99 | 5981 | 5.0133 | 0.2367 | |
|
| 0.0342 | 320.0 | 6000 | 5.0306 | 0.2467 | |
|
| 0.0377 | 320.96 | 6018 | 5.0073 | 0.235 | |
|
| 0.0369 | 321.97 | 6037 | 4.9949 | 0.2517 | |
|
| 0.0375 | 322.99 | 6056 | 5.0409 | 0.2483 | |
|
| 0.0287 | 324.0 | 6075 | 5.0325 | 0.24 | |
|
| 0.0319 | 324.96 | 6093 | 5.0241 | 0.245 | |
|
| 0.0315 | 325.97 | 6112 | 5.0320 | 0.235 | |
|
| 0.0404 | 326.99 | 6131 | 5.0403 | 0.2383 | |
|
| 0.0287 | 328.0 | 6150 | 5.0792 | 0.2383 | |
|
| 0.0611 | 328.96 | 6168 | 5.0378 | 0.2367 | |
|
| 0.0296 | 329.97 | 6187 | 5.0192 | 0.2333 | |
|
| 0.0259 | 330.99 | 6206 | 5.0362 | 0.2317 | |
|
| 0.0257 | 332.0 | 6225 | 5.0494 | 0.2433 | |
|
| 0.0294 | 332.96 | 6243 | 5.0462 | 0.2383 | |
|
| 0.0483 | 333.97 | 6262 | 5.0474 | 0.225 | |
|
| 0.0332 | 334.99 | 6281 | 5.0521 | 0.2233 | |
|
| 0.0278 | 336.0 | 6300 | 5.0483 | 0.2367 | |
|
| 0.0241 | 336.96 | 6318 | 5.0617 | 0.2367 | |
|
| 0.0356 | 337.97 | 6337 | 5.0549 | 0.2367 | |
|
| 0.0326 | 338.99 | 6356 | 5.0920 | 0.225 | |
|
| 0.0255 | 340.0 | 6375 | 5.1311 | 0.2283 | |
|
| 0.0415 | 340.96 | 6393 | 5.1072 | 0.2267 | |
|
| 0.0241 | 341.97 | 6412 | 5.0731 | 0.2217 | |
|
| 0.0343 | 342.99 | 6431 | 5.0496 | 0.2283 | |
|
| 0.0196 | 344.0 | 6450 | 5.0186 | 0.2383 | |
|
| 0.0451 | 344.96 | 6468 | 5.0546 | 0.235 | |
|
| 0.0291 | 345.97 | 6487 | 5.0705 | 0.2367 | |
|
| 0.0244 | 346.99 | 6506 | 5.0857 | 0.2267 | |
|
| 0.0356 | 348.0 | 6525 | 5.0919 | 0.2367 | |
|
| 0.03 | 348.96 | 6543 | 5.0770 | 0.2333 | |
|
| 0.033 | 349.97 | 6562 | 5.0676 | 0.2333 | |
|
| 0.0231 | 350.99 | 6581 | 5.0522 | 0.2383 | |
|
| 0.0348 | 352.0 | 6600 | 5.0550 | 0.2283 | |
|
| 0.0234 | 352.96 | 6618 | 5.0709 | 0.2317 | |
|
| 0.0302 | 353.97 | 6637 | 5.0728 | 0.2283 | |
|
| 0.0269 | 354.99 | 6656 | 5.1108 | 0.2217 | |
|
| 0.0287 | 356.0 | 6675 | 5.1299 | 0.2283 | |
|
| 0.0459 | 356.96 | 6693 | 5.0675 | 0.2333 | |
|
| 0.0357 | 357.97 | 6712 | 5.0613 | 0.235 | |
|
| 0.0254 | 358.99 | 6731 | 5.0390 | 0.245 | |
|
| 0.0208 | 360.0 | 6750 | 5.0600 | 0.2333 | |
|
| 0.0264 | 360.96 | 6768 | 5.1158 | 0.24 | |
|
| 0.0248 | 361.97 | 6787 | 5.1090 | 0.2417 | |
|
| 0.0289 | 362.99 | 6806 | 5.1165 | 0.2417 | |
|
| 0.0234 | 364.0 | 6825 | 5.0914 | 0.24 | |
|
| 0.0354 | 364.96 | 6843 | 5.0802 | 0.2317 | |
|
| 0.0261 | 365.97 | 6862 | 5.0958 | 0.2433 | |
|
| 0.0413 | 366.99 | 6881 | 5.1149 | 0.2333 | |
|
| 0.0328 | 368.0 | 6900 | 5.1452 | 0.2333 | |
|
| 0.0285 | 368.96 | 6918 | 5.1633 | 0.2317 | |
|
| 0.035 | 369.97 | 6937 | 5.1334 | 0.2367 | |
|
| 0.0223 | 370.99 | 6956 | 5.1195 | 0.2483 | |
|
| 0.0216 | 372.0 | 6975 | 5.0994 | 0.24 | |
|
| 0.0246 | 372.96 | 6993 | 5.0976 | 0.2467 | |
|
| 0.0195 | 373.97 | 7012 | 5.1302 | 0.2383 | |
|
| 0.0323 | 374.99 | 7031 | 5.1269 | 0.245 | |
|
| 0.0402 | 376.0 | 7050 | 5.1254 | 0.23 | |
|
| 0.0249 | 376.96 | 7068 | 5.1320 | 0.2267 | |
|
| 0.0282 | 377.97 | 7087 | 5.1341 | 0.2233 | |
|
| 0.0284 | 378.99 | 7106 | 5.1457 | 0.2267 | |
|
| 0.0247 | 380.0 | 7125 | 5.1302 | 0.2283 | |
|
| 0.0254 | 380.96 | 7143 | 5.1563 | 0.2317 | |
|
| 0.0307 | 381.97 | 7162 | 5.1569 | 0.2283 | |
|
| 0.025 | 382.99 | 7181 | 5.1598 | 0.2267 | |
|
| 0.0438 | 384.0 | 7200 | 5.1443 | 0.23 | |
|
| 0.0318 | 384.96 | 7218 | 5.1208 | 0.2367 | |
|
| 0.0131 | 385.97 | 7237 | 5.0810 | 0.2317 | |
|
| 0.0223 | 386.99 | 7256 | 5.0733 | 0.235 | |
|
| 0.0212 | 388.0 | 7275 | 5.1003 | 0.23 | |
|
| 0.0269 | 388.96 | 7293 | 5.1205 | 0.2283 | |
|
| 0.0334 | 389.97 | 7312 | 5.1224 | 0.2283 | |
|
| 0.0285 | 390.99 | 7331 | 5.1208 | 0.2283 | |
|
| 0.0427 | 392.0 | 7350 | 5.1224 | 0.2383 | |
|
| 0.0228 | 392.96 | 7368 | 5.0950 | 0.2333 | |
|
| 0.0144 | 393.97 | 7387 | 5.0910 | 0.235 | |
|
| 0.0293 | 394.99 | 7406 | 5.0855 | 0.2483 | |
|
| 0.0135 | 396.0 | 7425 | 5.0941 | 0.24 | |
|
| 0.0297 | 396.96 | 7443 | 5.1149 | 0.2367 | |
|
| 0.0242 | 397.97 | 7462 | 5.1468 | 0.24 | |
|
| 0.0188 | 398.99 | 7481 | 5.1389 | 0.24 | |
|
| 0.013 | 400.0 | 7500 | 5.1085 | 0.24 | |
|
| 0.0215 | 400.96 | 7518 | 5.1079 | 0.2417 | |
|
| 0.0246 | 401.97 | 7537 | 5.1225 | 0.2433 | |
|
| 0.0381 | 402.99 | 7556 | 5.1049 | 0.2333 | |
|
| 0.0268 | 404.0 | 7575 | 5.0964 | 0.2367 | |
|
| 0.022 | 404.96 | 7593 | 5.1123 | 0.2417 | |
|
| 0.0258 | 405.97 | 7612 | 5.1242 | 0.2367 | |
|
| 0.0234 | 406.99 | 7631 | 5.1538 | 0.2367 | |
|
| 0.0346 | 408.0 | 7650 | 5.1587 | 0.24 | |
|
| 0.0251 | 408.96 | 7668 | 5.1695 | 0.2367 | |
|
| 0.0319 | 409.97 | 7687 | 5.1242 | 0.2367 | |
|
| 0.0296 | 410.99 | 7706 | 5.1253 | 0.245 | |
|
| 0.0311 | 412.0 | 7725 | 5.1319 | 0.235 | |
|
| 0.0246 | 412.96 | 7743 | 5.1435 | 0.2383 | |
|
| 0.0148 | 413.97 | 7762 | 5.1314 | 0.2433 | |
|
| 0.0196 | 414.99 | 7781 | 5.1186 | 0.2433 | |
|
| 0.0206 | 416.0 | 7800 | 5.1153 | 0.24 | |
|
| 0.0377 | 416.96 | 7818 | 5.1252 | 0.23 | |
|
| 0.0246 | 417.97 | 7837 | 5.1409 | 0.235 | |
|
| 0.0115 | 418.99 | 7856 | 5.1439 | 0.235 | |
|
| 0.0139 | 420.0 | 7875 | 5.1273 | 0.2333 | |
|
| 0.0238 | 420.96 | 7893 | 5.1244 | 0.2333 | |
|
| 0.0228 | 421.97 | 7912 | 5.1404 | 0.2333 | |
|
| 0.0276 | 422.99 | 7931 | 5.1417 | 0.23 | |
|
| 0.0276 | 424.0 | 7950 | 5.1281 | 0.235 | |
|
| 0.0186 | 424.96 | 7968 | 5.1225 | 0.24 | |
|
| 0.0463 | 425.97 | 7987 | 5.1386 | 0.2333 | |
|
| 0.0192 | 426.99 | 8006 | 5.1411 | 0.2383 | |
|
| 0.0277 | 428.0 | 8025 | 5.1424 | 0.235 | |
|
| 0.0304 | 428.96 | 8043 | 5.1354 | 0.23 | |
|
| 0.0303 | 429.97 | 8062 | 5.1346 | 0.2383 | |
|
| 0.0236 | 430.99 | 8081 | 5.1426 | 0.2367 | |
|
| 0.0279 | 432.0 | 8100 | 5.1394 | 0.24 | |
|
| 0.0218 | 432.96 | 8118 | 5.1427 | 0.2383 | |
|
| 0.0194 | 433.97 | 8137 | 5.1346 | 0.235 | |
|
| 0.0116 | 434.99 | 8156 | 5.1279 | 0.2333 | |
|
| 0.0201 | 436.0 | 8175 | 5.1297 | 0.2333 | |
|
| 0.0319 | 436.96 | 8193 | 5.1245 | 0.235 | |
|
| 0.0225 | 437.97 | 8212 | 5.1166 | 0.2367 | |
|
| 0.0176 | 438.99 | 8231 | 5.1184 | 0.2333 | |
|
| 0.015 | 440.0 | 8250 | 5.1266 | 0.235 | |
|
| 0.0226 | 440.96 | 8268 | 5.1210 | 0.2317 | |
|
| 0.0158 | 441.97 | 8287 | 5.1206 | 0.2383 | |
|
| 0.0182 | 442.99 | 8306 | 5.1153 | 0.2367 | |
|
| 0.0318 | 444.0 | 8325 | 5.1076 | 0.235 | |
|
| 0.0283 | 444.96 | 8343 | 5.1095 | 0.2333 | |
|
| 0.0265 | 445.97 | 8362 | 5.1310 | 0.2333 | |
|
| 0.0187 | 446.99 | 8381 | 5.1357 | 0.235 | |
|
| 0.02 | 448.0 | 8400 | 5.1346 | 0.2283 | |
|
| 0.0238 | 448.96 | 8418 | 5.1394 | 0.23 | |
|
| 0.0176 | 449.97 | 8437 | 5.1368 | 0.2333 | |
|
| 0.0193 | 450.99 | 8456 | 5.1376 | 0.235 | |
|
| 0.034 | 452.0 | 8475 | 5.1447 | 0.2383 | |
|
| 0.0204 | 452.96 | 8493 | 5.1470 | 0.235 | |
|
| 0.0188 | 453.97 | 8512 | 5.1478 | 0.235 | |
|
| 0.0256 | 454.99 | 8531 | 5.1441 | 0.2367 | |
|
| 0.026 | 456.0 | 8550 | 5.1448 | 0.235 | |
|
| 0.0179 | 456.96 | 8568 | 5.1457 | 0.2317 | |
|
| 0.0233 | 457.97 | 8587 | 5.1456 | 0.235 | |
|
| 0.0186 | 458.99 | 8606 | 5.1381 | 0.235 | |
|
| 0.0203 | 460.0 | 8625 | 5.1357 | 0.2333 | |
|
| 0.0266 | 460.96 | 8643 | 5.1313 | 0.2417 | |
|
| 0.0242 | 461.97 | 8662 | 5.1319 | 0.2417 | |
|
| 0.0234 | 462.99 | 8681 | 5.1338 | 0.24 | |
|
| 0.0184 | 464.0 | 8700 | 5.1343 | 0.2417 | |
|
| 0.016 | 464.96 | 8718 | 5.1374 | 0.2383 | |
|
| 0.0357 | 465.97 | 8737 | 5.1385 | 0.24 | |
|
| 0.021 | 466.99 | 8756 | 5.1406 | 0.2417 | |
|
| 0.0209 | 468.0 | 8775 | 5.1426 | 0.2417 | |
|
| 0.0186 | 468.96 | 8793 | 5.1428 | 0.2417 | |
|
| 0.027 | 469.97 | 8812 | 5.1442 | 0.2417 | |
|
| 0.0146 | 470.99 | 8831 | 5.1449 | 0.2433 | |
|
| 0.0237 | 472.0 | 8850 | 5.1456 | 0.2433 | |
|
| 0.0147 | 472.96 | 8868 | 5.1467 | 0.245 | |
|
| 0.0268 | 473.97 | 8887 | 5.1457 | 0.245 | |
|
| 0.015 | 474.99 | 8906 | 5.1465 | 0.2433 | |
|
| 0.0116 | 476.0 | 8925 | 5.1462 | 0.2433 | |
|
| 0.0151 | 476.96 | 8943 | 5.1453 | 0.2433 | |
|
| 0.0225 | 477.97 | 8962 | 5.1453 | 0.245 | |
|
| 0.0267 | 478.99 | 8981 | 5.1456 | 0.245 | |
|
| 0.031 | 480.0 | 9000 | 5.1457 | 0.245 | |
|
|
|
|
|
### Framework versions |
|
|
|
- Transformers 4.31.0 |
|
- Pytorch 1.13.1 |
|
- Datasets 2.14.0 |
|
- Tokenizers 0.13.3 |
|
|
