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spencercdz
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xlm-roberta-sentiment-requests

Text Classification
Transformers
Safetensors
English
multilingual
xlm-roberta
multi-label-classification
multi-head-classification
disaster-response
humanitarian-aid
social-media
twitter
Generated from Trainer
Eval Results (legacy)
text-embeddings-inference
Model card Files
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  1. .gitattributes +1 -0
  2. README.md +654 -199
  3. final_model/config.json +39 -0
  4. final_model/model.safetensors +3 -0
  5. final_model/sentencepiece.bpe.model +3 -0
  6. final_model/special_tokens_map.json +15 -0
  7. final_model/tokenizer.json +3 -0
  8. final_model/tokenizer_config.json +56 -0
  9. final_model/training_args.bin +3 -0
  10. model.safetensors +1 -1
.gitattributes CHANGED
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  tokenizer.json filter=lfs diff=lfs merge=lfs -text
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+ final_model/tokenizer.json filter=lfs diff=lfs merge=lfs -text
README.md CHANGED
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- ## How to Get Started with the Model
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+ ---
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+ library_name: transformers
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+ base_model: cardiffnlp/twitter-xlm-roberta-base-sentiment
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+ tags:
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+ - generated_from_trainer
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+ model-index:
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+ - name: xlm-roberta-sentiment-requests
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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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+ # xlm-roberta-sentiment-requests
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+
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+ This model is a fine-tuned version of [cardiffnlp/twitter-xlm-roberta-base-sentiment](https://huggingface.co/cardiffnlp/twitter-xlm-roberta-base-sentiment) on the None dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.1465
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+ - F1 Micro: 0.7240
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+ - F1 Macro: 0.3505
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+ - Subset Accuracy: 0.2588
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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: 2e-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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+ - optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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+ - lr_scheduler_type: linear
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+ - num_epochs: 1000
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+ - mixed_precision_training: Native AMP
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss | F1 Micro | F1 Macro | Subset Accuracy |
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+ |:-------------:|:-----:|:------:|:---------------:|:--------:|:--------:|:---------------:|
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+ | 0.4267 | 1.0 | 658 | 0.2727 | 0.4953 | 0.0722 | 0.1053 |
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+ | 0.2662 | 2.0 | 1316 | 0.2291 | 0.5446 | 0.0906 | 0.1123 |
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+ | 0.2366 | 3.0 | 1974 | 0.2143 | 0.5682 | 0.1031 | 0.1279 |
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+ | 0.2234 | 4.0 | 2632 | 0.2058 | 0.5878 | 0.1160 | 0.1333 |
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+ | 0.2156 | 5.0 | 3290 | 0.1997 | 0.6022 | 0.1255 | 0.1380 |
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+ | 0.2094 | 6.0 | 3948 | 0.1949 | 0.6116 | 0.1311 | 0.1438 |
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+ | 0.2047 | 7.0 | 4606 | 0.1911 | 0.6189 | 0.1372 | 0.1438 |
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+ | 0.201 | 8.0 | 5264 | 0.1879 | 0.6226 | 0.1415 | 0.1446 |
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+ | 0.1974 | 9.0 | 5922 | 0.1852 | 0.6283 | 0.1494 | 0.1500 |
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+ | 0.1953 | 10.0 | 6580 | 0.1829 | 0.6357 | 0.1595 | 0.1524 |
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+ | 0.1926 | 11.0 | 7238 | 0.1808 | 0.6397 | 0.1677 | 0.1593 |
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+ | 0.1909 | 12.0 | 7896 | 0.1791 | 0.6419 | 0.1716 | 0.1609 |
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+ | 0.189 | 13.0 | 8554 | 0.1775 | 0.6459 | 0.1789 | 0.1656 |
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+ | 0.1877 | 14.0 | 9212 | 0.1762 | 0.6496 | 0.1864 | 0.1675 |
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+ | 0.1859 | 15.0 | 9870 | 0.1749 | 0.6531 | 0.1920 | 0.1667 |
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+ | 0.185 | 16.0 | 10528 | 0.1737 | 0.6550 | 0.1974 | 0.1737 |
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+ | 0.1838 | 17.0 | 11186 | 0.1727 | 0.6580 | 0.2019 | 0.1784 |
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+ | 0.1824 | 18.0 | 11844 | 0.1719 | 0.6602 | 0.2055 | 0.1749 |
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+ | 0.1816 | 19.0 | 12502 | 0.1709 | 0.6615 | 0.2089 | 0.1866 |
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+ | 0.1809 | 20.0 | 13160 | 0.1702 | 0.6630 | 0.2127 | 0.1823 |
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+ | 0.1799 | 21.0 | 13818 | 0.1695 | 0.6657 | 0.2173 | 0.1877 |
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+ | 0.1798 | 22.0 | 14476 | 0.1687 | 0.6675 | 0.2215 | 0.1904 |
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+ | 0.1788 | 23.0 | 15134 | 0.1681 | 0.6690 | 0.2228 | 0.1916 |
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+ | 0.1778 | 24.0 | 15792 | 0.1677 | 0.6706 | 0.2282 | 0.1904 |
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+ | 0.1773 | 25.0 | 16450 | 0.1670 | 0.6714 | 0.2305 | 0.1955 |
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+ | 0.1768 | 26.0 | 17108 | 0.1665 | 0.6727 | 0.2327 | 0.1967 |
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+ | 0.1766 | 27.0 | 17766 | 0.1660 | 0.6749 | 0.2358 | 0.2033 |
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+ | 0.1756 | 28.0 | 18424 | 0.1656 | 0.6750 | 0.2368 | 0.2002 |
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+ | 0.1752 | 29.0 | 19082 | 0.1650 | 0.6752 | 0.2371 | 0.2017 |
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+ | 0.175 | 30.0 | 19740 | 0.1647 | 0.6777 | 0.2423 | 0.2048 |
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+ | 0.1748 | 31.0 | 20398 | 0.1643 | 0.6796 | 0.2468 | 0.2044 |
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+ | 0.1742 | 32.0 | 21056 | 0.1640 | 0.6798 | 0.2473 | 0.2048 |
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+ | 0.1738 | 33.0 | 21714 | 0.1637 | 0.6807 | 0.2489 | 0.2037 |
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+ | 0.1738 | 34.0 | 22372 | 0.1632 | 0.6818 | 0.2497 | 0.2079 |
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+ | 0.1733 | 35.0 | 23030 | 0.1630 | 0.6831 | 0.2545 | 0.2087 |
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+ | 0.1726 | 36.0 | 23688 | 0.1627 | 0.6831 | 0.2538 | 0.2087 |
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+ | 0.1728 | 37.0 | 24346 | 0.1623 | 0.6834 | 0.2555 | 0.2130 |
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+ | 0.1722 | 38.0 | 25004 | 0.1621 | 0.6840 | 0.2557 | 0.2106 |
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+ | 0.172 | 39.0 | 25662 | 0.1617 | 0.6854 | 0.2571 | 0.2130 |
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+ | 0.1716 | 40.0 | 26320 | 0.1616 | 0.6857 | 0.2595 | 0.2134 |
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+ | 0.1715 | 41.0 | 26978 | 0.1613 | 0.6868 | 0.2627 | 0.2157 |
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+ | 0.1708 | 42.0 | 27636 | 0.1609 | 0.6872 | 0.2629 | 0.2153 |
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+ | 0.1708 | 43.0 | 28294 | 0.1608 | 0.6876 | 0.2645 | 0.2176 |
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+ | 0.1707 | 44.0 | 28952 | 0.1605 | 0.6879 | 0.2645 | 0.2176 |
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+ | 0.1706 | 45.0 | 29610 | 0.1602 | 0.6889 | 0.2656 | 0.2184 |
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+ | 0.1704 | 46.0 | 30268 | 0.1600 | 0.6894 | 0.2673 | 0.2192 |
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+ | 0.1701 | 47.0 | 30926 | 0.1599 | 0.6899 | 0.2676 | 0.2184 |
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+ | 0.1699 | 48.0 | 31584 | 0.1597 | 0.6907 | 0.2695 | 0.2200 |
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+ | 0.1696 | 49.0 | 32242 | 0.1595 | 0.6913 | 0.2694 | 0.2200 |
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+ | 0.1694 | 50.0 | 32900 | 0.1592 | 0.6911 | 0.2701 | 0.2223 |
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+ | 0.1691 | 51.0 | 33558 | 0.1591 | 0.6929 | 0.2738 | 0.2215 |
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+ | 0.1689 | 52.0 | 34216 | 0.1589 | 0.6924 | 0.2724 | 0.2227 |
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+ | 0.1689 | 53.0 | 34874 | 0.1588 | 0.6937 | 0.2761 | 0.2246 |
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+ | 0.1689 | 54.0 | 35532 | 0.1585 | 0.6936 | 0.2770 | 0.2243 |
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+ | 0.1683 | 55.0 | 36190 | 0.1583 | 0.6949 | 0.2786 | 0.2231 |
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+ | 0.1684 | 56.0 | 36848 | 0.1582 | 0.6946 | 0.2792 | 0.2250 |
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+ | 0.1677 | 57.0 | 37506 | 0.1582 | 0.6952 | 0.2832 | 0.2243 |
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+ | 0.168 | 58.0 | 38164 | 0.1581 | 0.6965 | 0.2855 | 0.2258 |
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+ | 0.1678 | 59.0 | 38822 | 0.1578 | 0.6966 | 0.2861 | 0.2277 |
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+ | 0.1678 | 60.0 | 39480 | 0.1576 | 0.6975 | 0.2863 | 0.2285 |
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+ | 0.1676 | 61.0 | 40138 | 0.1575 | 0.6975 | 0.2873 | 0.2289 |
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+ | 0.1676 | 62.0 | 40796 | 0.1573 | 0.6979 | 0.2880 | 0.2301 |
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+ | 0.1677 | 63.0 | 41454 | 0.1573 | 0.6977 | 0.2885 | 0.2285 |
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+ | 0.1672 | 64.0 | 42112 | 0.1571 | 0.6983 | 0.2892 | 0.2328 |
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+ | 0.1671 | 65.0 | 42770 | 0.1570 | 0.6990 | 0.2901 | 0.2312 |
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+ | 0.167 | 66.0 | 43428 | 0.1567 | 0.6984 | 0.2898 | 0.2328 |
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+ | 0.1671 | 67.0 | 44086 | 0.1567 | 0.6985 | 0.2892 | 0.2285 |
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+ | 0.1668 | 68.0 | 44744 | 0.1566 | 0.6995 | 0.2908 | 0.2305 |
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+ | 0.1667 | 69.0 | 45402 | 0.1564 | 0.6999 | 0.2928 | 0.2312 |
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+ | 0.1661 | 70.0 | 46060 | 0.1563 | 0.7003 | 0.2944 | 0.2324 |
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+ | 0.1665 | 71.0 | 46718 | 0.1563 | 0.7005 | 0.2932 | 0.2324 |
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+ | 0.1665 | 72.0 | 47376 | 0.1561 | 0.7006 | 0.2934 | 0.2340 |
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+ | 0.1664 | 73.0 | 48034 | 0.1560 | 0.7013 | 0.2949 | 0.2336 |
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+ | 0.1663 | 74.0 | 48692 | 0.1559 | 0.7012 | 0.2932 | 0.2328 |
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+ | 0.1662 | 75.0 | 49350 | 0.1558 | 0.7018 | 0.2960 | 0.2309 |
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+ | 0.1662 | 76.0 | 50008 | 0.1557 | 0.7022 | 0.2958 | 0.2316 |
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+ | 0.166 | 77.0 | 50666 | 0.1556 | 0.7012 | 0.2943 | 0.2340 |
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+ | 0.1655 | 78.0 | 51324 | 0.1555 | 0.7024 | 0.2976 | 0.2332 |
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+ | 0.1659 | 79.0 | 51982 | 0.1553 | 0.7020 | 0.2953 | 0.2344 |
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+ | 0.1657 | 80.0 | 52640 | 0.1553 | 0.7029 | 0.2972 | 0.2328 |
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+ | 0.1655 | 81.0 | 53298 | 0.1551 | 0.7027 | 0.2956 | 0.2347 |
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+ | 0.1647 | 82.0 | 53956 | 0.1551 | 0.7038 | 0.3002 | 0.2355 |
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+ | 0.1652 | 83.0 | 54614 | 0.1551 | 0.7036 | 0.2993 | 0.2336 |
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+ | 0.1649 | 84.0 | 55272 | 0.1548 | 0.7028 | 0.2977 | 0.2367 |
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+ | 0.1648 | 85.0 | 55930 | 0.1548 | 0.7035 | 0.2997 | 0.2367 |
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+ | 0.1643 | 86.0 | 56588 | 0.1548 | 0.7034 | 0.3003 | 0.2375 |
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+ | 0.1649 | 87.0 | 57246 | 0.1547 | 0.7041 | 0.3043 | 0.2390 |
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+ | 0.1647 | 88.0 | 57904 | 0.1547 | 0.7052 | 0.3051 | 0.2344 |
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+ | 0.1649 | 89.0 | 58562 | 0.1545 | 0.7043 | 0.3041 | 0.2390 |
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+ | 0.1646 | 90.0 | 59220 | 0.1544 | 0.7053 | 0.3054 | 0.2390 |
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+ | 0.1647 | 91.0 | 59878 | 0.1542 | 0.7055 | 0.3060 | 0.2414 |
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+ | 0.1646 | 92.0 | 60536 | 0.1542 | 0.7054 | 0.3062 | 0.2410 |
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+ | 0.1645 | 93.0 | 61194 | 0.1541 | 0.7053 | 0.3060 | 0.2425 |
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+ | 0.1643 | 94.0 | 61852 | 0.1541 | 0.7054 | 0.3064 | 0.2421 |
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+ | 0.1647 | 95.0 | 62510 | 0.1539 | 0.7069 | 0.3084 | 0.2417 |
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+ | 0.1645 | 96.0 | 63168 | 0.1540 | 0.7058 | 0.3068 | 0.2410 |
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+ | 0.1646 | 97.0 | 63826 | 0.1538 | 0.7056 | 0.3063 | 0.2414 |
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+ | 0.1638 | 98.0 | 64484 | 0.1539 | 0.7054 | 0.3072 | 0.2379 |
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+ | 0.1638 | 99.0 | 65142 | 0.1537 | 0.7060 | 0.3079 | 0.2437 |
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+ | 0.164 | 100.0 | 65800 | 0.1537 | 0.7077 | 0.3098 | 0.2425 |
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+ | 0.1636 | 101.0 | 66458 | 0.1536 | 0.7067 | 0.3087 | 0.2437 |
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+ | 0.1643 | 102.0 | 67116 | 0.1536 | 0.7069 | 0.3095 | 0.2425 |
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+ | 0.1642 | 103.0 | 67774 | 0.1535 | 0.7071 | 0.3096 | 0.2433 |
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+ | 0.1634 | 104.0 | 68432 | 0.1534 | 0.7074 | 0.3108 | 0.2425 |
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+ | 0.1639 | 105.0 | 69090 | 0.1533 | 0.7079 | 0.3111 | 0.2445 |
158
+ | 0.1638 | 106.0 | 69748 | 0.1532 | 0.7079 | 0.3145 | 0.2437 |
159
+ | 0.1634 | 107.0 | 70406 | 0.1532 | 0.7078 | 0.3135 | 0.2452 |
160
+ | 0.163 | 108.0 | 71064 | 0.1531 | 0.7079 | 0.3129 | 0.2449 |
161
+ | 0.1637 | 109.0 | 71722 | 0.1530 | 0.7086 | 0.3148 | 0.2437 |
162
+ | 0.1636 | 110.0 | 72380 | 0.1530 | 0.7089 | 0.3149 | 0.2449 |
163
+ | 0.1631 | 111.0 | 73038 | 0.1530 | 0.7089 | 0.3157 | 0.2441 |
164
+ | 0.1638 | 112.0 | 73696 | 0.1530 | 0.7092 | 0.3153 | 0.2414 |
165
+ | 0.1632 | 113.0 | 74354 | 0.1528 | 0.7087 | 0.3152 | 0.2433 |
166
+ | 0.1631 | 114.0 | 75012 | 0.1528 | 0.7091 | 0.3143 | 0.2449 |
167
+ | 0.1631 | 115.0 | 75670 | 0.1527 | 0.7088 | 0.3153 | 0.2437 |
168
+ | 0.1631 | 116.0 | 76328 | 0.1526 | 0.7095 | 0.3172 | 0.2452 |
169
+ | 0.163 | 117.0 | 76986 | 0.1526 | 0.7089 | 0.3156 | 0.2476 |
170
+ | 0.163 | 118.0 | 77644 | 0.1524 | 0.7095 | 0.3167 | 0.2483 |
171
+ | 0.1633 | 119.0 | 78302 | 0.1525 | 0.7101 | 0.3182 | 0.2449 |
172
+ | 0.1628 | 120.0 | 78960 | 0.1524 | 0.7097 | 0.3181 | 0.2476 |
173
+ | 0.163 | 121.0 | 79618 | 0.1525 | 0.7098 | 0.3172 | 0.2437 |
174
+ | 0.163 | 122.0 | 80276 | 0.1523 | 0.7099 | 0.3184 | 0.2460 |
175
+ | 0.1629 | 123.0 | 80934 | 0.1524 | 0.7098 | 0.3168 | 0.2425 |
176
+ | 0.1628 | 124.0 | 81592 | 0.1523 | 0.7104 | 0.3201 | 0.2437 |
177
+ | 0.1627 | 125.0 | 82250 | 0.1522 | 0.7104 | 0.3184 | 0.2449 |
178
+ | 0.1627 | 126.0 | 82908 | 0.1523 | 0.7104 | 0.3203 | 0.2433 |
179
+ | 0.1626 | 127.0 | 83566 | 0.1522 | 0.7110 | 0.3218 | 0.2441 |
180
+ | 0.1624 | 128.0 | 84224 | 0.1521 | 0.7108 | 0.3195 | 0.2441 |
181
+ | 0.1624 | 129.0 | 84882 | 0.1521 | 0.7105 | 0.3199 | 0.2445 |
182
+ | 0.1627 | 130.0 | 85540 | 0.1520 | 0.7108 | 0.3192 | 0.2468 |
183
+ | 0.1625 | 131.0 | 86198 | 0.1519 | 0.7105 | 0.3190 | 0.2460 |
184
+ | 0.1626 | 132.0 | 86856 | 0.1520 | 0.7113 | 0.3204 | 0.2437 |
185
+ | 0.1617 | 133.0 | 87514 | 0.1519 | 0.7109 | 0.3198 | 0.2449 |
186
+ | 0.1624 | 134.0 | 88172 | 0.1518 | 0.7109 | 0.3199 | 0.2433 |
187
+ | 0.1622 | 135.0 | 88830 | 0.1517 | 0.7102 | 0.3199 | 0.2464 |
188
+ | 0.1619 | 136.0 | 89488 | 0.1517 | 0.7114 | 0.3212 | 0.2464 |
189
+ | 0.1624 | 137.0 | 90146 | 0.1517 | 0.7121 | 0.3235 | 0.2429 |
190
+ | 0.1622 | 138.0 | 90804 | 0.1515 | 0.7121 | 0.3220 | 0.2483 |
191
+ | 0.1621 | 139.0 | 91462 | 0.1516 | 0.7120 | 0.3229 | 0.2456 |
192
+ | 0.1621 | 140.0 | 92120 | 0.1516 | 0.7117 | 0.3218 | 0.2456 |
193
+ | 0.1617 | 141.0 | 92778 | 0.1515 | 0.7116 | 0.3223 | 0.2449 |
194
+ | 0.1622 | 142.0 | 93436 | 0.1514 | 0.7111 | 0.3230 | 0.2476 |
195
+ | 0.162 | 143.0 | 94094 | 0.1514 | 0.7117 | 0.3214 | 0.2452 |
196
+ | 0.162 | 144.0 | 94752 | 0.1514 | 0.7121 | 0.3232 | 0.2495 |
197
+ | 0.1621 | 145.0 | 95410 | 0.1514 | 0.7123 | 0.3233 | 0.2476 |
198
+ | 0.1621 | 146.0 | 96068 | 0.1513 | 0.7117 | 0.3206 | 0.2495 |
199
+ | 0.1616 | 147.0 | 96726 | 0.1513 | 0.7125 | 0.3233 | 0.2464 |
200
+ | 0.1619 | 148.0 | 97384 | 0.1512 | 0.7128 | 0.3241 | 0.2511 |
201
+ | 0.1619 | 149.0 | 98042 | 0.1513 | 0.7128 | 0.3249 | 0.2487 |
202
+ | 0.1617 | 150.0 | 98700 | 0.1513 | 0.7130 | 0.3243 | 0.2449 |
203
+ | 0.1616 | 151.0 | 99358 | 0.1511 | 0.7122 | 0.3235 | 0.2472 |
204
+ | 0.1616 | 152.0 | 100016 | 0.1511 | 0.7123 | 0.3246 | 0.2468 |
205
+ | 0.1616 | 153.0 | 100674 | 0.1510 | 0.7129 | 0.3253 | 0.2503 |
206
+ | 0.1615 | 154.0 | 101332 | 0.1510 | 0.7124 | 0.3232 | 0.2480 |
207
+ | 0.1615 | 155.0 | 101990 | 0.1509 | 0.7125 | 0.3238 | 0.2483 |
208
+ | 0.1618 | 156.0 | 102648 | 0.1509 | 0.7131 | 0.3251 | 0.2464 |
209
+ | 0.1616 | 157.0 | 103306 | 0.1509 | 0.7137 | 0.3250 | 0.2495 |
210
+ | 0.1615 | 158.0 | 103964 | 0.1508 | 0.7137 | 0.3251 | 0.2483 |
211
+ | 0.1616 | 159.0 | 104622 | 0.1509 | 0.7138 | 0.3273 | 0.2476 |
212
+ | 0.1617 | 160.0 | 105280 | 0.1508 | 0.7134 | 0.3238 | 0.2499 |
213
+ | 0.1616 | 161.0 | 105938 | 0.1508 | 0.7138 | 0.3280 | 0.2491 |
214
+ | 0.1612 | 162.0 | 106596 | 0.1508 | 0.7134 | 0.3260 | 0.2468 |
215
+ | 0.1611 | 163.0 | 107254 | 0.1507 | 0.7136 | 0.3266 | 0.2499 |
216
+ | 0.1614 | 164.0 | 107912 | 0.1506 | 0.7134 | 0.3258 | 0.2515 |
217
+ | 0.1614 | 165.0 | 108570 | 0.1508 | 0.7139 | 0.3265 | 0.2483 |
218
+ | 0.1612 | 166.0 | 109228 | 0.1506 | 0.7138 | 0.3253 | 0.2495 |
219
+ | 0.1614 | 167.0 | 109886 | 0.1507 | 0.7144 | 0.3288 | 0.2487 |
220
+ | 0.1615 | 168.0 | 110544 | 0.1506 | 0.7143 | 0.3294 | 0.2483 |
221
+ | 0.1617 | 169.0 | 111202 | 0.1506 | 0.7138 | 0.3276 | 0.2464 |
222
+ | 0.161 | 170.0 | 111860 | 0.1505 | 0.7144 | 0.3290 | 0.2487 |
223
+ | 0.1612 | 171.0 | 112518 | 0.1505 | 0.7141 | 0.3263 | 0.2476 |
224
+ | 0.161 | 172.0 | 113176 | 0.1504 | 0.7135 | 0.3258 | 0.2511 |
225
+ | 0.1615 | 173.0 | 113834 | 0.1504 | 0.7142 | 0.3270 | 0.2503 |
226
+ | 0.1609 | 174.0 | 114492 | 0.1504 | 0.7145 | 0.3278 | 0.2507 |
227
+ | 0.1612 | 175.0 | 115150 | 0.1504 | 0.7143 | 0.3285 | 0.2499 |
228
+ | 0.1613 | 176.0 | 115808 | 0.1503 | 0.7144 | 0.3277 | 0.2507 |
229
+ | 0.161 | 177.0 | 116466 | 0.1504 | 0.7146 | 0.3297 | 0.2487 |
230
+ | 0.161 | 178.0 | 117124 | 0.1504 | 0.7146 | 0.3290 | 0.2483 |
231
+ | 0.1611 | 179.0 | 117782 | 0.1502 | 0.7146 | 0.3285 | 0.2530 |
232
+ | 0.1609 | 180.0 | 118440 | 0.1503 | 0.7147 | 0.3301 | 0.2503 |
233
+ | 0.1612 | 181.0 | 119098 | 0.1501 | 0.7145 | 0.3294 | 0.2507 |
234
+ | 0.161 | 182.0 | 119756 | 0.1502 | 0.7143 | 0.3286 | 0.2503 |
235
+ | 0.1606 | 183.0 | 120414 | 0.1501 | 0.7151 | 0.3296 | 0.2530 |
236
+ | 0.161 | 184.0 | 121072 | 0.1501 | 0.7148 | 0.3285 | 0.2522 |
237
+ | 0.1609 | 185.0 | 121730 | 0.1501 | 0.7148 | 0.3298 | 0.2511 |
238
+ | 0.1609 | 186.0 | 122388 | 0.1500 | 0.7149 | 0.3285 | 0.2518 |
239
+ | 0.1612 | 187.0 | 123046 | 0.1501 | 0.7146 | 0.3288 | 0.2483 |
240
+ | 0.1606 | 188.0 | 123704 | 0.1500 | 0.7157 | 0.3302 | 0.2550 |
241
+ | 0.1609 | 189.0 | 124362 | 0.1500 | 0.7156 | 0.3302 | 0.2518 |
242
+ | 0.1605 | 190.0 | 125020 | 0.1500 | 0.7152 | 0.3295 | 0.2491 |
243
+ | 0.161 | 191.0 | 125678 | 0.1500 | 0.7166 | 0.3332 | 0.2499 |
244
+ | 0.1606 | 192.0 | 126336 | 0.1499 | 0.7160 | 0.3324 | 0.2495 |
245
+ | 0.1604 | 193.0 | 126994 | 0.1500 | 0.7153 | 0.3304 | 0.2483 |
246
+ | 0.1609 | 194.0 | 127652 | 0.1498 | 0.7161 | 0.3315 | 0.2518 |
247
+ | 0.1609 | 195.0 | 128310 | 0.1498 | 0.7163 | 0.3304 | 0.2522 |
248
+ | 0.1609 | 196.0 | 128968 | 0.1498 | 0.7155 | 0.3296 | 0.2518 |
249
+ | 0.1604 | 197.0 | 129626 | 0.1498 | 0.7159 | 0.3302 | 0.2530 |
250
+ | 0.161 | 198.0 | 130284 | 0.1498 | 0.7160 | 0.3308 | 0.2522 |
251
+ | 0.1602 | 199.0 | 130942 | 0.1498 | 0.7161 | 0.3320 | 0.2507 |
252
+ | 0.1606 | 200.0 | 131600 | 0.1498 | 0.7161 | 0.3314 | 0.2515 |
253
+ | 0.1609 | 201.0 | 132258 | 0.1498 | 0.7168 | 0.3338 | 0.2483 |
254
+ | 0.1603 | 202.0 | 132916 | 0.1497 | 0.7163 | 0.3323 | 0.2507 |
255
+ | 0.1603 | 203.0 | 133574 | 0.1497 | 0.7169 | 0.3341 | 0.2511 |
256
+ | 0.1603 | 204.0 | 134232 | 0.1496 | 0.7165 | 0.3338 | 0.2495 |
257
+ | 0.1605 | 205.0 | 134890 | 0.1496 | 0.7163 | 0.3331 | 0.2518 |
258
+ | 0.1605 | 206.0 | 135548 | 0.1495 | 0.7169 | 0.3305 | 0.2553 |
259
+ | 0.1605 | 207.0 | 136206 | 0.1495 | 0.7166 | 0.3317 | 0.2518 |
260
+ | 0.1601 | 208.0 | 136864 | 0.1496 | 0.7162 | 0.3318 | 0.2511 |
261
+ | 0.1604 | 209.0 | 137522 | 0.1496 | 0.7167 | 0.3333 | 0.2526 |
262
+ | 0.1602 | 210.0 | 138180 | 0.1494 | 0.7172 | 0.3346 | 0.2542 |
263
+ | 0.1604 | 211.0 | 138838 | 0.1495 | 0.7170 | 0.3364 | 0.2511 |
264
+ | 0.1608 | 212.0 | 139496 | 0.1494 | 0.7173 | 0.3355 | 0.2546 |
265
+ | 0.16 | 213.0 | 140154 | 0.1494 | 0.7177 | 0.3370 | 0.2515 |
266
+ | 0.1601 | 214.0 | 140812 | 0.1494 | 0.7178 | 0.3363 | 0.2546 |
267
+ | 0.1604 | 215.0 | 141470 | 0.1493 | 0.7175 | 0.3363 | 0.2565 |
268
+ | 0.1607 | 216.0 | 142128 | 0.1493 | 0.7168 | 0.3354 | 0.2534 |
269
+ | 0.1598 | 217.0 | 142786 | 0.1493 | 0.7175 | 0.3354 | 0.2534 |
270
+ | 0.1603 | 218.0 | 143444 | 0.1494 | 0.7173 | 0.3365 | 0.2518 |
271
+ | 0.1603 | 219.0 | 144102 | 0.1493 | 0.7174 | 0.3347 | 0.2542 |
272
+ | 0.1603 | 220.0 | 144760 | 0.1493 | 0.7174 | 0.3357 | 0.2546 |
273
+ | 0.1602 | 221.0 | 145418 | 0.1494 | 0.7170 | 0.3373 | 0.2507 |
274
+ | 0.1601 | 222.0 | 146076 | 0.1493 | 0.7172 | 0.3361 | 0.2542 |
275
+ | 0.1601 | 223.0 | 146734 | 0.1492 | 0.7176 | 0.3369 | 0.2557 |
276
+ | 0.1597 | 224.0 | 147392 | 0.1493 | 0.7177 | 0.3379 | 0.2526 |
277
+ | 0.1602 | 225.0 | 148050 | 0.1492 | 0.7176 | 0.3377 | 0.2507 |
278
+ | 0.16 | 226.0 | 148708 | 0.1492 | 0.7175 | 0.3359 | 0.2546 |
279
+ | 0.1603 | 227.0 | 149366 | 0.1492 | 0.7180 | 0.3374 | 0.2522 |
280
+ | 0.1604 | 228.0 | 150024 | 0.1492 | 0.7180 | 0.3391 | 0.2522 |
281
+ | 0.1599 | 229.0 | 150682 | 0.1491 | 0.7177 | 0.3366 | 0.2550 |
282
+ | 0.1596 | 230.0 | 151340 | 0.1490 | 0.7178 | 0.3368 | 0.2542 |
283
+ | 0.1602 | 231.0 | 151998 | 0.1490 | 0.7177 | 0.3363 | 0.2553 |
284
+ | 0.1602 | 232.0 | 152656 | 0.1491 | 0.7179 | 0.3365 | 0.2553 |
285
+ | 0.16 | 233.0 | 153314 | 0.1491 | 0.7187 | 0.3385 | 0.2553 |
286
+ | 0.1601 | 234.0 | 153972 | 0.1490 | 0.7176 | 0.3366 | 0.2538 |
287
+ | 0.16 | 235.0 | 154630 | 0.1490 | 0.7175 | 0.3357 | 0.2526 |
288
+ | 0.1603 | 236.0 | 155288 | 0.1490 | 0.7179 | 0.3375 | 0.2518 |
289
+ | 0.1592 | 237.0 | 155946 | 0.1490 | 0.7180 | 0.3369 | 0.2534 |
290
+ | 0.1602 | 238.0 | 156604 | 0.1490 | 0.7174 | 0.3366 | 0.2526 |
291
+ | 0.16 | 239.0 | 157262 | 0.1490 | 0.7178 | 0.3377 | 0.2511 |
292
+ | 0.1601 | 240.0 | 157920 | 0.1489 | 0.7180 | 0.3367 | 0.2534 |
293
+ | 0.1602 | 241.0 | 158578 | 0.1490 | 0.7184 | 0.3381 | 0.2515 |
294
+ | 0.16 | 242.0 | 159236 | 0.1488 | 0.7186 | 0.3375 | 0.2553 |
295
+ | 0.1598 | 243.0 | 159894 | 0.1489 | 0.7182 | 0.3370 | 0.2553 |
296
+ | 0.1595 | 244.0 | 160552 | 0.1489 | 0.7183 | 0.3381 | 0.2530 |
297
+ | 0.1596 | 245.0 | 161210 | 0.1488 | 0.7175 | 0.3364 | 0.2534 |
298
+ | 0.1599 | 246.0 | 161868 | 0.1489 | 0.7183 | 0.3374 | 0.2522 |
299
+ | 0.1597 | 247.0 | 162526 | 0.1488 | 0.7187 | 0.3379 | 0.2542 |
300
+ | 0.1598 | 248.0 | 163184 | 0.1488 | 0.7184 | 0.3370 | 0.2569 |
301
+ | 0.1595 | 249.0 | 163842 | 0.1488 | 0.7181 | 0.3373 | 0.2511 |
302
+ | 0.16 | 250.0 | 164500 | 0.1488 | 0.7183 | 0.3383 | 0.2538 |
303
+ | 0.1598 | 251.0 | 165158 | 0.1488 | 0.7192 | 0.3387 | 0.2542 |
304
+ | 0.1594 | 252.0 | 165816 | 0.1487 | 0.7184 | 0.3376 | 0.2561 |
305
+ | 0.1598 | 253.0 | 166474 | 0.1487 | 0.7186 | 0.3392 | 0.2550 |
306
+ | 0.1599 | 254.0 | 167132 | 0.1488 | 0.7183 | 0.3374 | 0.2507 |
307
+ | 0.1595 | 255.0 | 167790 | 0.1487 | 0.7183 | 0.3377 | 0.2530 |
308
+ | 0.1592 | 256.0 | 168448 | 0.1487 | 0.7188 | 0.3387 | 0.2515 |
309
+ | 0.1601 | 257.0 | 169106 | 0.1487 | 0.7187 | 0.3389 | 0.2538 |
310
+ | 0.1595 | 258.0 | 169764 | 0.1487 | 0.7187 | 0.3395 | 0.2557 |
311
+ | 0.1592 | 259.0 | 170422 | 0.1486 | 0.7179 | 0.3373 | 0.2550 |
312
+ | 0.1597 | 260.0 | 171080 | 0.1487 | 0.7189 | 0.3389 | 0.2526 |
313
+ | 0.1597 | 261.0 | 171738 | 0.1487 | 0.7186 | 0.3385 | 0.2546 |
314
+ | 0.1594 | 262.0 | 172396 | 0.1486 | 0.7186 | 0.3372 | 0.2565 |
315
+ | 0.1598 | 263.0 | 173054 | 0.1487 | 0.7187 | 0.3380 | 0.2538 |
316
+ | 0.1595 | 264.0 | 173712 | 0.1486 | 0.7190 | 0.3386 | 0.2553 |
317
+ | 0.1594 | 265.0 | 174370 | 0.1485 | 0.7185 | 0.3380 | 0.2569 |
318
+ | 0.1594 | 266.0 | 175028 | 0.1486 | 0.7190 | 0.3384 | 0.2526 |
319
+ | 0.1594 | 267.0 | 175686 | 0.1485 | 0.7190 | 0.3385 | 0.2550 |
320
+ | 0.1592 | 268.0 | 176344 | 0.1486 | 0.7194 | 0.3389 | 0.2557 |
321
+ | 0.1593 | 269.0 | 177002 | 0.1486 | 0.7187 | 0.3397 | 0.2522 |
322
+ | 0.1592 | 270.0 | 177660 | 0.1485 | 0.7195 | 0.3392 | 0.2538 |
323
+ | 0.1597 | 271.0 | 178318 | 0.1486 | 0.7190 | 0.3389 | 0.2515 |
324
+ | 0.1593 | 272.0 | 178976 | 0.1485 | 0.7186 | 0.3382 | 0.2557 |
325
+ | 0.1589 | 273.0 | 179634 | 0.1485 | 0.7188 | 0.3384 | 0.2546 |
326
+ | 0.1595 | 274.0 | 180292 | 0.1484 | 0.7190 | 0.3379 | 0.2553 |
327
+ | 0.1593 | 275.0 | 180950 | 0.1485 | 0.7189 | 0.3382 | 0.2534 |
328
+ | 0.1595 | 276.0 | 181608 | 0.1485 | 0.7189 | 0.3382 | 0.2542 |
329
+ | 0.1595 | 277.0 | 182266 | 0.1485 | 0.7189 | 0.3384 | 0.2542 |
330
+ | 0.159 | 278.0 | 182924 | 0.1484 | 0.7193 | 0.3393 | 0.2550 |
331
+ | 0.1592 | 279.0 | 183582 | 0.1484 | 0.7191 | 0.3397 | 0.2542 |
332
+ | 0.1592 | 280.0 | 184240 | 0.1484 | 0.7196 | 0.3395 | 0.2569 |
333
+ | 0.1593 | 281.0 | 184898 | 0.1484 | 0.7193 | 0.3398 | 0.2565 |
334
+ | 0.1588 | 282.0 | 185556 | 0.1484 | 0.7194 | 0.3399 | 0.2553 |
335
+ | 0.1596 | 283.0 | 186214 | 0.1483 | 0.7195 | 0.3404 | 0.2565 |
336
+ | 0.1591 | 284.0 | 186872 | 0.1483 | 0.7188 | 0.3383 | 0.2550 |
337
+ | 0.1592 | 285.0 | 187530 | 0.1483 | 0.7187 | 0.3390 | 0.2534 |
338
+ | 0.1588 | 286.0 | 188188 | 0.1484 | 0.7192 | 0.3417 | 0.2542 |
339
+ | 0.159 | 287.0 | 188846 | 0.1483 | 0.7194 | 0.3401 | 0.2569 |
340
+ | 0.1594 | 288.0 | 189504 | 0.1484 | 0.7199 | 0.3401 | 0.2522 |
341
+ | 0.1589 | 289.0 | 190162 | 0.1483 | 0.7199 | 0.3407 | 0.2557 |
342
+ | 0.1589 | 290.0 | 190820 | 0.1483 | 0.7193 | 0.3394 | 0.2546 |
343
+ | 0.1589 | 291.0 | 191478 | 0.1482 | 0.7199 | 0.3406 | 0.2557 |
344
+ | 0.1593 | 292.0 | 192136 | 0.1482 | 0.7192 | 0.3393 | 0.2557 |
345
+ | 0.1595 | 293.0 | 192794 | 0.1482 | 0.7191 | 0.3398 | 0.2550 |
346
+ | 0.1592 | 294.0 | 193452 | 0.1483 | 0.7198 | 0.3396 | 0.2565 |
347
+ | 0.1598 | 295.0 | 194110 | 0.1482 | 0.7196 | 0.3399 | 0.2550 |
348
+ | 0.1592 | 296.0 | 194768 | 0.1483 | 0.7202 | 0.3418 | 0.2557 |
349
+ | 0.1596 | 297.0 | 195426 | 0.1482 | 0.7194 | 0.3395 | 0.2553 |
350
+ | 0.1592 | 298.0 | 196084 | 0.1483 | 0.7199 | 0.3413 | 0.2526 |
351
+ | 0.1593 | 299.0 | 196742 | 0.1482 | 0.7201 | 0.3421 | 0.2542 |
352
+ | 0.1592 | 300.0 | 197400 | 0.1482 | 0.7204 | 0.3423 | 0.2534 |
353
+ | 0.1591 | 301.0 | 198058 | 0.1481 | 0.7198 | 0.3420 | 0.2557 |
354
+ | 0.159 | 302.0 | 198716 | 0.1481 | 0.7201 | 0.3411 | 0.2557 |
355
+ | 0.1589 | 303.0 | 199374 | 0.1482 | 0.7199 | 0.3420 | 0.2550 |
356
+ | 0.1592 | 304.0 | 200032 | 0.1481 | 0.7202 | 0.3416 | 0.2565 |
357
+ | 0.1593 | 305.0 | 200690 | 0.1481 | 0.7202 | 0.3417 | 0.2561 |
358
+ | 0.1588 | 306.0 | 201348 | 0.1481 | 0.7201 | 0.3425 | 0.2557 |
359
+ | 0.159 | 307.0 | 202006 | 0.1481 | 0.7204 | 0.3417 | 0.2557 |
360
+ | 0.1589 | 308.0 | 202664 | 0.1481 | 0.7206 | 0.3422 | 0.2561 |
361
+ | 0.1584 | 309.0 | 203322 | 0.1481 | 0.7198 | 0.3421 | 0.2561 |
362
+ | 0.1588 | 310.0 | 203980 | 0.1481 | 0.7211 | 0.3434 | 0.2553 |
363
+ | 0.1591 | 311.0 | 204638 | 0.1481 | 0.7207 | 0.3435 | 0.2553 |
364
+ | 0.159 | 312.0 | 205296 | 0.1480 | 0.7204 | 0.3429 | 0.2546 |
365
+ | 0.1592 | 313.0 | 205954 | 0.1480 | 0.7209 | 0.3435 | 0.2550 |
366
+ | 0.1597 | 314.0 | 206612 | 0.1480 | 0.7209 | 0.3419 | 0.2565 |
367
+ | 0.1589 | 315.0 | 207270 | 0.1480 | 0.7202 | 0.3427 | 0.2553 |
368
+ | 0.1588 | 316.0 | 207928 | 0.1481 | 0.7209 | 0.3440 | 0.2550 |
369
+ | 0.1589 | 317.0 | 208586 | 0.1479 | 0.7203 | 0.3422 | 0.2565 |
370
+ | 0.1591 | 318.0 | 209244 | 0.1479 | 0.7203 | 0.3423 | 0.2573 |
371
+ | 0.1591 | 319.0 | 209902 | 0.1479 | 0.7201 | 0.3425 | 0.2569 |
372
+ | 0.159 | 320.0 | 210560 | 0.1479 | 0.7206 | 0.3432 | 0.2561 |
373
+ | 0.1588 | 321.0 | 211218 | 0.1480 | 0.7205 | 0.3433 | 0.2561 |
374
+ | 0.1591 | 322.0 | 211876 | 0.1479 | 0.7204 | 0.3417 | 0.2573 |
375
+ | 0.159 | 323.0 | 212534 | 0.1479 | 0.7199 | 0.3411 | 0.2565 |
376
+ | 0.1588 | 324.0 | 213192 | 0.1479 | 0.7208 | 0.3442 | 0.2573 |
377
+ | 0.1592 | 325.0 | 213850 | 0.1479 | 0.7204 | 0.3417 | 0.2581 |
378
+ | 0.1588 | 326.0 | 214508 | 0.1478 | 0.7205 | 0.3418 | 0.2565 |
379
+ | 0.1591 | 327.0 | 215166 | 0.1479 | 0.7209 | 0.3435 | 0.2581 |
380
+ | 0.1588 | 328.0 | 215824 | 0.1479 | 0.7206 | 0.3437 | 0.2561 |
381
+ | 0.1585 | 329.0 | 216482 | 0.1478 | 0.7206 | 0.3428 | 0.2573 |
382
+ | 0.1587 | 330.0 | 217140 | 0.1478 | 0.7209 | 0.3429 | 0.2588 |
383
+ | 0.1586 | 331.0 | 217798 | 0.1478 | 0.7204 | 0.3415 | 0.2573 |
384
+ | 0.1588 | 332.0 | 218456 | 0.1478 | 0.7207 | 0.3428 | 0.2577 |
385
+ | 0.1591 | 333.0 | 219114 | 0.1478 | 0.7212 | 0.3431 | 0.2585 |
386
+ | 0.1592 | 334.0 | 219772 | 0.1478 | 0.7207 | 0.3435 | 0.2573 |
387
+ | 0.1588 | 335.0 | 220430 | 0.1478 | 0.7211 | 0.3429 | 0.2592 |
388
+ | 0.1583 | 336.0 | 221088 | 0.1477 | 0.7210 | 0.3436 | 0.2577 |
389
+ | 0.159 | 337.0 | 221746 | 0.1478 | 0.7205 | 0.3431 | 0.2565 |
390
+ | 0.1588 | 338.0 | 222404 | 0.1478 | 0.7206 | 0.3428 | 0.2569 |
391
+ | 0.1587 | 339.0 | 223062 | 0.1478 | 0.7204 | 0.3419 | 0.2577 |
392
+ | 0.1588 | 340.0 | 223720 | 0.1477 | 0.7205 | 0.3426 | 0.2577 |
393
+ | 0.1588 | 341.0 | 224378 | 0.1477 | 0.7212 | 0.3445 | 0.2561 |
394
+ | 0.1592 | 342.0 | 225036 | 0.1477 | 0.7206 | 0.3431 | 0.2565 |
395
+ | 0.1587 | 343.0 | 225694 | 0.1477 | 0.7211 | 0.3429 | 0.2581 |
396
+ | 0.1587 | 344.0 | 226352 | 0.1477 | 0.7208 | 0.3434 | 0.2577 |
397
+ | 0.1587 | 345.0 | 227010 | 0.1477 | 0.7211 | 0.3444 | 0.2592 |
398
+ | 0.1589 | 346.0 | 227668 | 0.1477 | 0.7206 | 0.3437 | 0.2569 |
399
+ | 0.1588 | 347.0 | 228326 | 0.1477 | 0.7208 | 0.3447 | 0.2573 |
400
+ | 0.1585 | 348.0 | 228984 | 0.1477 | 0.7214 | 0.3441 | 0.2577 |
401
+ | 0.1587 | 349.0 | 229642 | 0.1477 | 0.7211 | 0.3443 | 0.2577 |
402
+ | 0.1589 | 350.0 | 230300 | 0.1476 | 0.7214 | 0.3450 | 0.2581 |
403
+ | 0.1592 | 351.0 | 230958 | 0.1477 | 0.7210 | 0.3445 | 0.2565 |
404
+ | 0.1585 | 352.0 | 231616 | 0.1477 | 0.7212 | 0.3444 | 0.2581 |
405
+ | 0.1584 | 353.0 | 232274 | 0.1477 | 0.7208 | 0.3440 | 0.2573 |
406
+ | 0.1586 | 354.0 | 232932 | 0.1477 | 0.7217 | 0.3462 | 0.2565 |
407
+ | 0.1589 | 355.0 | 233590 | 0.1476 | 0.7213 | 0.3439 | 0.2577 |
408
+ | 0.1588 | 356.0 | 234248 | 0.1477 | 0.7211 | 0.3436 | 0.2581 |
409
+ | 0.1585 | 357.0 | 234906 | 0.1476 | 0.7209 | 0.3436 | 0.2581 |
410
+ | 0.1586 | 358.0 | 235564 | 0.1476 | 0.7216 | 0.3438 | 0.2588 |
411
+ | 0.159 | 359.0 | 236222 | 0.1476 | 0.7210 | 0.3436 | 0.2569 |
412
+ | 0.1587 | 360.0 | 236880 | 0.1477 | 0.7214 | 0.3446 | 0.2573 |
413
+ | 0.1582 | 361.0 | 237538 | 0.1477 | 0.7212 | 0.3457 | 0.2581 |
414
+ | 0.1587 | 362.0 | 238196 | 0.1476 | 0.7212 | 0.3440 | 0.2565 |
415
+ | 0.1584 | 363.0 | 238854 | 0.1475 | 0.7215 | 0.3441 | 0.2592 |
416
+ | 0.1587 | 364.0 | 239512 | 0.1476 | 0.7214 | 0.3445 | 0.2569 |
417
+ | 0.1586 | 365.0 | 240170 | 0.1475 | 0.7211 | 0.3457 | 0.2577 |
418
+ | 0.1589 | 366.0 | 240828 | 0.1475 | 0.7213 | 0.3458 | 0.2577 |
419
+ | 0.1586 | 367.0 | 241486 | 0.1475 | 0.7215 | 0.3453 | 0.2573 |
420
+ | 0.1588 | 368.0 | 242144 | 0.1476 | 0.7213 | 0.3448 | 0.2565 |
421
+ | 0.1587 | 369.0 | 242802 | 0.1475 | 0.7215 | 0.3450 | 0.2577 |
422
+ | 0.1586 | 370.0 | 243460 | 0.1475 | 0.7214 | 0.3448 | 0.2577 |
423
+ | 0.1587 | 371.0 | 244118 | 0.1475 | 0.7215 | 0.3453 | 0.2577 |
424
+ | 0.1585 | 372.0 | 244776 | 0.1475 | 0.7211 | 0.3443 | 0.2577 |
425
+ | 0.1589 | 373.0 | 245434 | 0.1475 | 0.7218 | 0.3457 | 0.2577 |
426
+ | 0.1583 | 374.0 | 246092 | 0.1475 | 0.7216 | 0.3457 | 0.2577 |
427
+ | 0.1587 | 375.0 | 246750 | 0.1475 | 0.7216 | 0.3457 | 0.2581 |
428
+ | 0.1587 | 376.0 | 247408 | 0.1474 | 0.7214 | 0.3449 | 0.2569 |
429
+ | 0.1583 | 377.0 | 248066 | 0.1474 | 0.7214 | 0.3450 | 0.2573 |
430
+ | 0.1587 | 378.0 | 248724 | 0.1475 | 0.7215 | 0.3449 | 0.2581 |
431
+ | 0.1588 | 379.0 | 249382 | 0.1475 | 0.7211 | 0.3437 | 0.2581 |
432
+ | 0.1585 | 380.0 | 250040 | 0.1476 | 0.7210 | 0.3442 | 0.2592 |
433
+ | 0.1587 | 381.0 | 250698 | 0.1475 | 0.7218 | 0.3454 | 0.2592 |
434
+ | 0.1587 | 382.0 | 251356 | 0.1475 | 0.7214 | 0.3435 | 0.2581 |
435
+ | 0.159 | 383.0 | 252014 | 0.1474 | 0.7214 | 0.3445 | 0.2585 |
436
+ | 0.1586 | 384.0 | 252672 | 0.1474 | 0.7216 | 0.3458 | 0.2585 |
437
+ | 0.1584 | 385.0 | 253330 | 0.1474 | 0.7214 | 0.3447 | 0.2581 |
438
+ | 0.1586 | 386.0 | 253988 | 0.1474 | 0.7218 | 0.3455 | 0.2585 |
439
+ | 0.1589 | 387.0 | 254646 | 0.1474 | 0.7215 | 0.3459 | 0.2585 |
440
+ | 0.1585 | 388.0 | 255304 | 0.1474 | 0.7219 | 0.3460 | 0.2581 |
441
+ | 0.1582 | 389.0 | 255962 | 0.1474 | 0.7216 | 0.3457 | 0.2585 |
442
+ | 0.1586 | 390.0 | 256620 | 0.1475 | 0.7217 | 0.3459 | 0.2569 |
443
+ | 0.1581 | 391.0 | 257278 | 0.1473 | 0.7220 | 0.3461 | 0.2592 |
444
+ | 0.1586 | 392.0 | 257936 | 0.1474 | 0.7220 | 0.3468 | 0.2577 |
445
+ | 0.1585 | 393.0 | 258594 | 0.1474 | 0.7220 | 0.3462 | 0.2588 |
446
+ | 0.1584 | 394.0 | 259252 | 0.1474 | 0.7222 | 0.3475 | 0.2577 |
447
+ | 0.1584 | 395.0 | 259910 | 0.1474 | 0.7218 | 0.3479 | 0.2577 |
448
+ | 0.1584 | 396.0 | 260568 | 0.1474 | 0.7219 | 0.3474 | 0.2573 |
449
+ | 0.1582 | 397.0 | 261226 | 0.1473 | 0.7220 | 0.3460 | 0.2585 |
450
+ | 0.1585 | 398.0 | 261884 | 0.1473 | 0.7222 | 0.3472 | 0.2588 |
451
+ | 0.1588 | 399.0 | 262542 | 0.1473 | 0.7221 | 0.3472 | 0.2596 |
452
+ | 0.1584 | 400.0 | 263200 | 0.1474 | 0.7223 | 0.3459 | 0.2588 |
453
+ | 0.1578 | 401.0 | 263858 | 0.1474 | 0.7225 | 0.3472 | 0.2581 |
454
+ | 0.1581 | 402.0 | 264516 | 0.1473 | 0.7223 | 0.3479 | 0.2573 |
455
+ | 0.1588 | 403.0 | 265174 | 0.1474 | 0.7223 | 0.3494 | 0.2585 |
456
+ | 0.158 | 404.0 | 265832 | 0.1474 | 0.7218 | 0.3461 | 0.2581 |
457
+ | 0.1586 | 405.0 | 266490 | 0.1473 | 0.7217 | 0.3450 | 0.2581 |
458
+ | 0.1582 | 406.0 | 267148 | 0.1472 | 0.7219 | 0.3462 | 0.2588 |
459
+ | 0.1589 | 407.0 | 267806 | 0.1473 | 0.7227 | 0.3476 | 0.2588 |
460
+ | 0.1585 | 408.0 | 268464 | 0.1473 | 0.7220 | 0.3468 | 0.2596 |
461
+ | 0.1582 | 409.0 | 269122 | 0.1473 | 0.7221 | 0.3472 | 0.2577 |
462
+ | 0.1582 | 410.0 | 269780 | 0.1473 | 0.7222 | 0.3471 | 0.2600 |
463
+ | 0.1582 | 411.0 | 270438 | 0.1473 | 0.7226 | 0.3474 | 0.2592 |
464
+ | 0.1583 | 412.0 | 271096 | 0.1473 | 0.7224 | 0.3474 | 0.2585 |
465
+ | 0.158 | 413.0 | 271754 | 0.1472 | 0.7227 | 0.3480 | 0.2585 |
466
+ | 0.1582 | 414.0 | 272412 | 0.1472 | 0.7219 | 0.3461 | 0.2600 |
467
+ | 0.1583 | 415.0 | 273070 | 0.1472 | 0.7225 | 0.3468 | 0.2592 |
468
+ | 0.1582 | 416.0 | 273728 | 0.1473 | 0.7226 | 0.3472 | 0.2592 |
469
+ | 0.1585 | 417.0 | 274386 | 0.1472 | 0.7226 | 0.3468 | 0.2592 |
470
+ | 0.1586 | 418.0 | 275044 | 0.1472 | 0.7226 | 0.3465 | 0.2600 |
471
+ | 0.1583 | 419.0 | 275702 | 0.1472 | 0.7223 | 0.3463 | 0.2592 |
472
+ | 0.1584 | 420.0 | 276360 | 0.1472 | 0.7223 | 0.3463 | 0.2588 |
473
+ | 0.1585 | 421.0 | 277018 | 0.1472 | 0.7224 | 0.3466 | 0.2592 |
474
+ | 0.1585 | 422.0 | 277676 | 0.1472 | 0.7223 | 0.3473 | 0.2604 |
475
+ | 0.1585 | 423.0 | 278334 | 0.1473 | 0.7220 | 0.3473 | 0.2573 |
476
+ | 0.1584 | 424.0 | 278992 | 0.1472 | 0.7221 | 0.3470 | 0.2592 |
477
+ | 0.1586 | 425.0 | 279650 | 0.1471 | 0.7222 | 0.3472 | 0.2596 |
478
+ | 0.1584 | 426.0 | 280308 | 0.1472 | 0.7229 | 0.3470 | 0.2592 |
479
+ | 0.1579 | 427.0 | 280966 | 0.1471 | 0.7230 | 0.3485 | 0.2596 |
480
+ | 0.1581 | 428.0 | 281624 | 0.1472 | 0.7227 | 0.3479 | 0.2585 |
481
+ | 0.1587 | 429.0 | 282282 | 0.1472 | 0.7225 | 0.3479 | 0.2588 |
482
+ | 0.1581 | 430.0 | 282940 | 0.1472 | 0.7230 | 0.3480 | 0.2585 |
483
+ | 0.1582 | 431.0 | 283598 | 0.1471 | 0.7225 | 0.3476 | 0.2596 |
484
+ | 0.158 | 432.0 | 284256 | 0.1471 | 0.7227 | 0.3479 | 0.2588 |
485
+ | 0.1585 | 433.0 | 284914 | 0.1471 | 0.7222 | 0.3472 | 0.2592 |
486
+ | 0.1584 | 434.0 | 285572 | 0.1471 | 0.7225 | 0.3475 | 0.2585 |
487
+ | 0.1581 | 435.0 | 286230 | 0.1472 | 0.7232 | 0.3491 | 0.2581 |
488
+ | 0.158 | 436.0 | 286888 | 0.1471 | 0.7227 | 0.3493 | 0.2596 |
489
+ | 0.1586 | 437.0 | 287546 | 0.1471 | 0.7230 | 0.3490 | 0.2588 |
490
+ | 0.1582 | 438.0 | 288204 | 0.1470 | 0.7231 | 0.3487 | 0.2596 |
491
+ | 0.1584 | 439.0 | 288862 | 0.1471 | 0.7228 | 0.3482 | 0.2588 |
492
+ | 0.1586 | 440.0 | 289520 | 0.1471 | 0.7229 | 0.3485 | 0.2600 |
493
+ | 0.1583 | 441.0 | 290178 | 0.1471 | 0.7227 | 0.3482 | 0.2588 |
494
+ | 0.1579 | 442.0 | 290836 | 0.1471 | 0.7225 | 0.3473 | 0.2592 |
495
+ | 0.158 | 443.0 | 291494 | 0.1470 | 0.7227 | 0.3468 | 0.2585 |
496
+ | 0.1582 | 444.0 | 292152 | 0.1471 | 0.7231 | 0.3484 | 0.2588 |
497
+ | 0.1585 | 445.0 | 292810 | 0.1470 | 0.7225 | 0.3487 | 0.2592 |
498
+ | 0.1583 | 446.0 | 293468 | 0.1470 | 0.7228 | 0.3483 | 0.2592 |
499
+ | 0.1582 | 447.0 | 294126 | 0.1470 | 0.7229 | 0.3490 | 0.2588 |
500
+ | 0.1583 | 448.0 | 294784 | 0.1470 | 0.7230 | 0.3474 | 0.2596 |
501
+ | 0.1579 | 449.0 | 295442 | 0.1471 | 0.7228 | 0.3485 | 0.2592 |
502
+ | 0.1584 | 450.0 | 296100 | 0.1471 | 0.7231 | 0.3487 | 0.2588 |
503
+ | 0.1586 | 451.0 | 296758 | 0.1470 | 0.7229 | 0.3489 | 0.2600 |
504
+ | 0.1582 | 452.0 | 297416 | 0.1470 | 0.7229 | 0.3490 | 0.2592 |
505
+ | 0.1583 | 453.0 | 298074 | 0.1470 | 0.7228 | 0.3488 | 0.2592 |
506
+ | 0.1578 | 454.0 | 298732 | 0.1470 | 0.7229 | 0.3486 | 0.2592 |
507
+ | 0.1579 | 455.0 | 299390 | 0.1470 | 0.7229 | 0.3480 | 0.2588 |
508
+ | 0.1583 | 456.0 | 300048 | 0.1470 | 0.7226 | 0.3476 | 0.2600 |
509
+ | 0.1579 | 457.0 | 300706 | 0.1470 | 0.7228 | 0.3478 | 0.2592 |
510
+ | 0.1579 | 458.0 | 301364 | 0.1470 | 0.7227 | 0.3474 | 0.2592 |
511
+ | 0.1581 | 459.0 | 302022 | 0.1470 | 0.7223 | 0.3469 | 0.2600 |
512
+ | 0.1585 | 460.0 | 302680 | 0.1470 | 0.7228 | 0.3483 | 0.2592 |
513
+ | 0.1577 | 461.0 | 303338 | 0.1469 | 0.7230 | 0.3492 | 0.2592 |
514
+ | 0.1584 | 462.0 | 303996 | 0.1469 | 0.7228 | 0.3482 | 0.2596 |
515
+ | 0.158 | 463.0 | 304654 | 0.1470 | 0.7230 | 0.3487 | 0.2596 |
516
+ | 0.158 | 464.0 | 305312 | 0.1470 | 0.7232 | 0.3490 | 0.2592 |
517
+ | 0.1585 | 465.0 | 305970 | 0.1470 | 0.7226 | 0.3481 | 0.2585 |
518
+ | 0.158 | 466.0 | 306628 | 0.1470 | 0.7234 | 0.3489 | 0.2588 |
519
+ | 0.1578 | 467.0 | 307286 | 0.1470 | 0.7233 | 0.3503 | 0.2600 |
520
+ | 0.1586 | 468.0 | 307944 | 0.1470 | 0.7232 | 0.3484 | 0.2588 |
521
+ | 0.1581 | 469.0 | 308602 | 0.1470 | 0.7229 | 0.3479 | 0.2585 |
522
+ | 0.1581 | 470.0 | 309260 | 0.1469 | 0.7230 | 0.3490 | 0.2608 |
523
+ | 0.1581 | 471.0 | 309918 | 0.1470 | 0.7229 | 0.3483 | 0.2596 |
524
+ | 0.1584 | 472.0 | 310576 | 0.1470 | 0.7232 | 0.3493 | 0.2596 |
525
+ | 0.1586 | 473.0 | 311234 | 0.1469 | 0.7228 | 0.3476 | 0.2604 |
526
+ | 0.1579 | 474.0 | 311892 | 0.1469 | 0.7226 | 0.3478 | 0.2608 |
527
+ | 0.1581 | 475.0 | 312550 | 0.1469 | 0.7226 | 0.3479 | 0.2585 |
528
+ | 0.1579 | 476.0 | 313208 | 0.1469 | 0.7226 | 0.3484 | 0.2604 |
529
+ | 0.1583 | 477.0 | 313866 | 0.1469 | 0.7228 | 0.3477 | 0.2596 |
530
+ | 0.1579 | 478.0 | 314524 | 0.1469 | 0.7232 | 0.3496 | 0.2596 |
531
+ | 0.1579 | 479.0 | 315182 | 0.1468 | 0.7227 | 0.3485 | 0.2616 |
532
+ | 0.1578 | 480.0 | 315840 | 0.1469 | 0.7228 | 0.3480 | 0.2604 |
533
+ | 0.1578 | 481.0 | 316498 | 0.1469 | 0.7225 | 0.3483 | 0.2592 |
534
+ | 0.1581 | 482.0 | 317156 | 0.1469 | 0.7226 | 0.3480 | 0.2600 |
535
+ | 0.1581 | 483.0 | 317814 | 0.1469 | 0.7232 | 0.3489 | 0.2592 |
536
+ | 0.1583 | 484.0 | 318472 | 0.1469 | 0.7231 | 0.3494 | 0.2585 |
537
+ | 0.1582 | 485.0 | 319130 | 0.1469 | 0.7233 | 0.3497 | 0.2592 |
538
+ | 0.1577 | 486.0 | 319788 | 0.1469 | 0.7231 | 0.3486 | 0.2596 |
539
+ | 0.1583 | 487.0 | 320446 | 0.1469 | 0.7229 | 0.3482 | 0.2592 |
540
+ | 0.1581 | 488.0 | 321104 | 0.1468 | 0.7230 | 0.3487 | 0.2600 |
541
+ | 0.1578 | 489.0 | 321762 | 0.1469 | 0.7233 | 0.3494 | 0.2592 |
542
+ | 0.1577 | 490.0 | 322420 | 0.1469 | 0.7232 | 0.3496 | 0.2585 |
543
+ | 0.1581 | 491.0 | 323078 | 0.1469 | 0.7233 | 0.3501 | 0.2596 |
544
+ | 0.1583 | 492.0 | 323736 | 0.1468 | 0.7228 | 0.3491 | 0.2604 |
545
+ | 0.1581 | 493.0 | 324394 | 0.1469 | 0.7238 | 0.3503 | 0.2604 |
546
+ | 0.1581 | 494.0 | 325052 | 0.1468 | 0.7233 | 0.3497 | 0.2616 |
547
+ | 0.158 | 495.0 | 325710 | 0.1468 | 0.7236 | 0.3497 | 0.2604 |
548
+ | 0.158 | 496.0 | 326368 | 0.1468 | 0.7240 | 0.3501 | 0.2604 |
549
+ | 0.1581 | 497.0 | 327026 | 0.1468 | 0.7236 | 0.3499 | 0.2592 |
550
+ | 0.1579 | 498.0 | 327684 | 0.1468 | 0.7235 | 0.3496 | 0.2596 |
551
+ | 0.1578 | 499.0 | 328342 | 0.1468 | 0.7236 | 0.3496 | 0.2600 |
552
+ | 0.158 | 500.0 | 329000 | 0.1468 | 0.7232 | 0.3494 | 0.2612 |
553
+ | 0.1576 | 501.0 | 329658 | 0.1468 | 0.7231 | 0.3486 | 0.2600 |
554
+ | 0.1581 | 502.0 | 330316 | 0.1468 | 0.7243 | 0.3506 | 0.2620 |
555
+ | 0.1576 | 503.0 | 330974 | 0.1468 | 0.7234 | 0.3495 | 0.2608 |
556
+ | 0.1584 | 504.0 | 331632 | 0.1467 | 0.7231 | 0.3487 | 0.2600 |
557
+ | 0.158 | 505.0 | 332290 | 0.1468 | 0.7234 | 0.3485 | 0.2600 |
558
+ | 0.1577 | 506.0 | 332948 | 0.1468 | 0.7235 | 0.3491 | 0.2592 |
559
+ | 0.1578 | 507.0 | 333606 | 0.1467 | 0.7237 | 0.3496 | 0.2608 |
560
+ | 0.158 | 508.0 | 334264 | 0.1468 | 0.7230 | 0.3480 | 0.2600 |
561
+ | 0.1583 | 509.0 | 334922 | 0.1468 | 0.7238 | 0.3498 | 0.2604 |
562
+ | 0.1583 | 510.0 | 335580 | 0.1467 | 0.7234 | 0.3492 | 0.2604 |
563
+ | 0.1578 | 511.0 | 336238 | 0.1467 | 0.7234 | 0.3494 | 0.2588 |
564
+ | 0.1583 | 512.0 | 336896 | 0.1468 | 0.7236 | 0.3499 | 0.2596 |
565
+ | 0.1579 | 513.0 | 337554 | 0.1467 | 0.7233 | 0.3485 | 0.2596 |
566
+ | 0.1579 | 514.0 | 338212 | 0.1468 | 0.7241 | 0.3500 | 0.2612 |
567
+ | 0.1579 | 515.0 | 338870 | 0.1468 | 0.7236 | 0.3496 | 0.2612 |
568
+ | 0.1579 | 516.0 | 339528 | 0.1467 | 0.7234 | 0.3486 | 0.2608 |
569
+ | 0.158 | 517.0 | 340186 | 0.1468 | 0.7239 | 0.3504 | 0.2604 |
570
+ | 0.1579 | 518.0 | 340844 | 0.1468 | 0.7241 | 0.3507 | 0.2604 |
571
+ | 0.1577 | 519.0 | 341502 | 0.1467 | 0.7236 | 0.3496 | 0.2604 |
572
+ | 0.1578 | 520.0 | 342160 | 0.1468 | 0.7234 | 0.3495 | 0.2604 |
573
+ | 0.1578 | 521.0 | 342818 | 0.1468 | 0.7239 | 0.3500 | 0.2612 |
574
+ | 0.1577 | 522.0 | 343476 | 0.1467 | 0.7241 | 0.3507 | 0.2600 |
575
+ | 0.1579 | 523.0 | 344134 | 0.1467 | 0.7232 | 0.3495 | 0.2585 |
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+ | 0.1583 | 524.0 | 344792 | 0.1467 | 0.7237 | 0.3495 | 0.2608 |
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+ | 0.158 | 525.0 | 345450 | 0.1467 | 0.7234 | 0.3491 | 0.2604 |
578
+ | 0.1583 | 526.0 | 346108 | 0.1467 | 0.7234 | 0.3494 | 0.2612 |
579
+ | 0.1583 | 527.0 | 346766 | 0.1467 | 0.7235 | 0.3497 | 0.2596 |
580
+ | 0.158 | 528.0 | 347424 | 0.1467 | 0.7236 | 0.3497 | 0.2604 |
581
+ | 0.158 | 529.0 | 348082 | 0.1467 | 0.7235 | 0.3501 | 0.2596 |
582
+ | 0.1579 | 530.0 | 348740 | 0.1467 | 0.7237 | 0.3500 | 0.2592 |
583
+ | 0.1582 | 531.0 | 349398 | 0.1467 | 0.7236 | 0.3494 | 0.2608 |
584
+ | 0.1581 | 532.0 | 350056 | 0.1468 | 0.7237 | 0.3503 | 0.2604 |
585
+ | 0.158 | 533.0 | 350714 | 0.1467 | 0.7239 | 0.3500 | 0.2604 |
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620
+ | 0.1579 | 568.0 | 373744 | 0.1467 | 0.7243 | 0.3507 | 0.2600 |
621
+ | 0.1577 | 569.0 | 374402 | 0.1466 | 0.7238 | 0.3502 | 0.2604 |
622
+ | 0.1575 | 570.0 | 375060 | 0.1466 | 0.7240 | 0.3503 | 0.2612 |
623
+ | 0.1581 | 571.0 | 375718 | 0.1466 | 0.7238 | 0.3505 | 0.2592 |
624
+ | 0.1578 | 572.0 | 376376 | 0.1466 | 0.7238 | 0.3502 | 0.2612 |
625
+ | 0.1583 | 573.0 | 377034 | 0.1466 | 0.7240 | 0.3501 | 0.2600 |
626
+ | 0.1576 | 574.0 | 377692 | 0.1466 | 0.7238 | 0.3500 | 0.2592 |
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+ | 0.1573 | 575.0 | 378350 | 0.1466 | 0.7239 | 0.3499 | 0.2608 |
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636
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637
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639
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640
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641
+ | 0.158 | 589.0 | 387562 | 0.1466 | 0.7240 | 0.3502 | 0.2600 |
642
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643
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+ | 0.158 | 594.0 | 390852 | 0.1465 | 0.7240 | 0.3505 | 0.2588 |
647
+
648
+
649
+ ### Framework versions
650
+
651
+ - Transformers 4.52.4
652
+ - Pytorch 2.7.1+cu128
653
+ - Datasets 3.6.0
654
+ - Tokenizers 0.21.2
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