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Updated Model

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- license: cc-by-4.0
 
 
 
 
 
 
 
 
 
 
 
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- Used base model from "SenseTime/deformable-detr" to train the object detector. It has been specifically trained on the FireDetDataset to effectively identify and localize key elements in emergency scenarios involving vegetation fires. This includes detection of humans, vehicles, and fire instances, with a focus on images captured from UAVs (Unmanned Aerial Vehicles).
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ library_name: transformers
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+ license: apache-2.0
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+ base_model: SenseTime/deformable-detr
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+ tags:
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+ - object-detection
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+ - vision
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+ - generated_from_trainer
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+ datasets:
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+ - fire_det_dataset
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+ model-index:
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+ - name: detr-sensetime-finetuned-firedetv7
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+ results: []
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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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+ # detr-sensetime-finetuned-firedetv7
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+
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+ This model is a fine-tuned version of [SenseTime/deformable-detr](https://huggingface.co/SenseTime/deformable-detr) on the RoblabWhGe/FireDetDataset dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.9075
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+ - Map: 0.3883
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+ - Map 50: 0.7422
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+ - Map 75: 0.3707
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+ - Map Small: 0.2639
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+ - Map Medium: 0.4432
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+ - Map Large: 0.5149
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+ - Mar 1: 0.1286
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+ - Mar 10: 0.419
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+ - Mar 100: 0.5325
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+ - Mar Small: 0.3975
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+ - Mar Medium: 0.5729
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+ - Mar Large: 0.68
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+ - Map Fire: 0.2322
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+ - Mar 100 Fire: 0.4708
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+ - Map Vehicle: 0.5547
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+ - Mar 100 Vehicle: 0.6431
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+ - Map Human: 0.3779
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+ - Mar 100 Human: 0.4834
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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: 5e-05
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+ - train_batch_size: 4
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+ - eval_batch_size: 8
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+ - seed: 1337
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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: 300.0
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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 | Map | Map 50 | Map 75 | Map Small | Map Medium | Map Large | Mar 1 | Mar 10 | Mar 100 | Mar Small | Mar Medium | Mar Large | Map Fire | Mar 100 Fire | Map Vehicle | Mar 100 Vehicle | Map Human | Mar 100 Human |
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+ |:-------------:|:-----:|:------:|:---------------:|:------:|:------:|:------:|:---------:|:----------:|:---------:|:------:|:------:|:-------:|:---------:|:----------:|:---------:|:--------:|:------------:|:-----------:|:---------------:|:---------:|:-------------:|
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+ | 2.3092 | 1.0 | 674 | 1.4485 | 0.0919 | 0.2097 | 0.0678 | 0.0306 | 0.1068 | 0.1693 | 0.0613 | 0.2179 | 0.3221 | 0.1226 | 0.4115 | 0.4564 | 0.0289 | 0.3272 | 0.1826 | 0.3908 | 0.064 | 0.2482 |
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+ | 1.4291 | 2.0 | 1348 | 1.3315 | 0.1676 | 0.3524 | 0.1505 | 0.0696 | 0.2179 | 0.2573 | 0.0816 | 0.2714 | 0.3792 | 0.1992 | 0.4641 | 0.4846 | 0.1022 | 0.3921 | 0.2843 | 0.473 | 0.1163 | 0.2724 |
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+ | 1.3582 | 3.0 | 2022 | 1.3595 | 0.1631 | 0.376 | 0.1207 | 0.0557 | 0.2285 | 0.2385 | 0.0763 | 0.2541 | 0.3545 | 0.1701 | 0.4375 | 0.4512 | 0.1117 | 0.3678 | 0.2722 | 0.4536 | 0.1055 | 0.2421 |
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+ | 1.325 | 4.0 | 2696 | 1.3166 | 0.1733 | 0.3837 | 0.1372 | 0.0488 | 0.2463 | 0.2682 | 0.0845 | 0.2665 | 0.3579 | 0.1626 | 0.4454 | 0.4994 | 0.1374 | 0.3755 | 0.2715 | 0.4389 | 0.111 | 0.2592 |
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+ | 1.2992 | 5.0 | 3370 | 1.2836 | 0.2032 | 0.4185 | 0.1693 | 0.0725 | 0.279 | 0.3113 | 0.089 | 0.2913 | 0.389 | 0.1825 | 0.476 | 0.5379 | 0.12 | 0.3659 | 0.3327 | 0.4907 | 0.1569 | 0.3104 |
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+ | 1.2567 | 6.0 | 4044 | 1.2566 | 0.1983 | 0.441 | 0.1491 | 0.0793 | 0.2675 | 0.3082 | 0.0858 | 0.2833 | 0.376 | 0.2 | 0.4517 | 0.5109 | 0.1268 | 0.372 | 0.3034 | 0.4574 | 0.1647 | 0.2986 |
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+ | 1.2463 | 7.0 | 4718 | 1.2504 | 0.2 | 0.4294 | 0.1663 | 0.0593 | 0.2782 | 0.2958 | 0.0855 | 0.2876 | 0.3814 | 0.1742 | 0.4864 | 0.4725 | 0.1371 | 0.3881 | 0.3302 | 0.4757 | 0.1327 | 0.2803 |
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+ | 1.2326 | 8.0 | 5392 | 1.1854 | 0.2271 | 0.4778 | 0.1937 | 0.0831 | 0.3006 | 0.3862 | 0.0957 | 0.3085 | 0.4177 | 0.2162 | 0.5003 | 0.6019 | 0.1627 | 0.4278 | 0.3514 | 0.5103 | 0.1672 | 0.315 |
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+ | 1.2341 | 9.0 | 6066 | 1.1747 | 0.2402 | 0.4989 | 0.2152 | 0.0883 | 0.3169 | 0.3904 | 0.0998 | 0.3214 | 0.4236 | 0.2155 | 0.5053 | 0.6261 | 0.1607 | 0.4196 | 0.3735 | 0.5206 | 0.1864 | 0.3304 |
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+ | 1.2104 | 10.0 | 6740 | 1.2319 | 0.2166 | 0.4601 | 0.1802 | 0.0898 | 0.2835 | 0.3558 | 0.092 | 0.3095 | 0.4034 | 0.2244 | 0.48 | 0.5565 | 0.1428 | 0.4141 | 0.3491 | 0.5038 | 0.158 | 0.2922 |
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+ | 1.2041 | 11.0 | 7414 | 1.1567 | 0.2454 | 0.5063 | 0.2099 | 0.0949 | 0.3142 | 0.3948 | 0.0997 | 0.3216 | 0.4216 | 0.237 | 0.5019 | 0.5881 | 0.1653 | 0.4139 | 0.3698 | 0.515 | 0.2012 | 0.3358 |
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+ | 1.1603 | 12.0 | 8088 | 1.1399 | 0.2389 | 0.4934 | 0.2012 | 0.0844 | 0.3131 | 0.4267 | 0.0994 | 0.3272 | 0.434 | 0.2415 | 0.5103 | 0.6273 | 0.1496 | 0.4389 | 0.3871 | 0.5337 | 0.18 | 0.3295 |
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+ | 1.1662 | 13.0 | 8762 | 1.1462 | 0.2508 | 0.5201 | 0.2152 | 0.1004 | 0.3212 | 0.4309 | 0.1039 | 0.3274 | 0.432 | 0.2385 | 0.5088 | 0.6173 | 0.1727 | 0.4271 | 0.3674 | 0.5271 | 0.2124 | 0.3419 |
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+ | 1.17 | 14.0 | 9436 | 1.1814 | 0.2356 | 0.4893 | 0.2009 | 0.0751 | 0.3165 | 0.4019 | 0.0988 | 0.3158 | 0.4128 | 0.1977 | 0.5091 | 0.581 | 0.1631 | 0.4266 | 0.3716 | 0.5052 | 0.172 | 0.3067 |
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+ | 1.1494 | 15.0 | 10110 | 1.1660 | 0.2296 | 0.4782 | 0.1998 | 0.0744 | 0.2922 | 0.4074 | 0.1022 | 0.3051 | 0.4049 | 0.1996 | 0.4834 | 0.5917 | 0.1749 | 0.4223 | 0.3565 | 0.4912 | 0.1575 | 0.3012 |
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+ | 1.1326 | 16.0 | 10784 | 1.1720 | 0.2421 | 0.4943 | 0.2137 | 0.0865 | 0.3114 | 0.4159 | 0.1035 | 0.3222 | 0.4235 | 0.2065 | 0.5105 | 0.6135 | 0.1738 | 0.438 | 0.3649 | 0.5101 | 0.1874 | 0.3223 |
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+ | 1.1311 | 17.0 | 11458 | 1.1736 | 0.2324 | 0.4753 | 0.2005 | 0.1042 | 0.2986 | 0.3579 | 0.097 | 0.3132 | 0.4198 | 0.2203 | 0.5024 | 0.5958 | 0.1657 | 0.4223 | 0.338 | 0.5052 | 0.1936 | 0.3319 |
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+ | 1.1184 | 18.0 | 12132 | 1.1249 | 0.2552 | 0.5162 | 0.2308 | 0.1071 | 0.318 | 0.412 | 0.1036 | 0.3329 | 0.4394 | 0.2474 | 0.5142 | 0.6152 | 0.1678 | 0.4308 | 0.3912 | 0.5381 | 0.2066 | 0.3493 |
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+ | 1.12 | 19.0 | 12806 | 1.1269 | 0.259 | 0.518 | 0.2346 | 0.1004 | 0.3339 | 0.426 | 0.1034 | 0.3352 | 0.4395 | 0.2364 | 0.5295 | 0.6315 | 0.1738 | 0.4404 | 0.3945 | 0.5386 | 0.2088 | 0.3396 |
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+ | 1.1243 | 20.0 | 13480 | 1.1313 | 0.2379 | 0.5002 | 0.1982 | 0.1056 | 0.3004 | 0.3883 | 0.0984 | 0.3176 | 0.4421 | 0.273 | 0.5127 | 0.6014 | 0.1418 | 0.4307 | 0.3832 | 0.5523 | 0.1887 | 0.3433 |
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+ | 1.1015 | 21.0 | 14154 | 1.1511 | 0.2454 | 0.5096 | 0.2091 | 0.1018 | 0.3132 | 0.3902 | 0.1015 | 0.3228 | 0.4279 | 0.242 | 0.5172 | 0.5663 | 0.167 | 0.435 | 0.3837 | 0.5237 | 0.1855 | 0.3251 |
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+ | 1.0967 | 22.0 | 14828 | 1.1409 | 0.2503 | 0.5218 | 0.2146 | 0.11 | 0.3064 | 0.3983 | 0.1038 | 0.3227 | 0.4392 | 0.2592 | 0.5007 | 0.5895 | 0.1586 | 0.4338 | 0.3879 | 0.548 | 0.2044 | 0.3358 |
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+ | 1.0997 | 23.0 | 15502 | 1.1347 | 0.2475 | 0.5142 | 0.2037 | 0.0897 | 0.3175 | 0.4267 | 0.1053 | 0.3245 | 0.4281 | 0.2301 | 0.5028 | 0.6142 | 0.1533 | 0.4098 | 0.402 | 0.5404 | 0.1874 | 0.3342 |
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+ | 1.0982 | 24.0 | 16176 | 1.1326 | 0.2603 | 0.5254 | 0.2328 | 0.1091 | 0.3282 | 0.4279 | 0.1088 | 0.3287 | 0.4347 | 0.2373 | 0.5205 | 0.6112 | 0.1577 | 0.4108 | 0.416 | 0.548 | 0.2071 | 0.3452 |
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+ | 1.0832 | 25.0 | 16850 | 1.1195 | 0.2552 | 0.5257 | 0.214 | 0.0971 | 0.3179 | 0.4274 | 0.1047 | 0.3254 | 0.4318 | 0.244 | 0.5058 | 0.6107 | 0.1775 | 0.4359 | 0.3881 | 0.5234 | 0.1999 | 0.336 |
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+ | 1.0823 | 26.0 | 17524 | 1.1438 | 0.2553 | 0.5247 | 0.2186 | 0.0956 | 0.3215 | 0.4308 | 0.1031 | 0.3244 | 0.4269 | 0.2346 | 0.4868 | 0.6238 | 0.1749 | 0.4181 | 0.4047 | 0.5369 | 0.1863 | 0.3255 |
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+ | 1.0821 | 27.0 | 18198 | 1.0968 | 0.2709 | 0.5451 | 0.2287 | 0.1078 | 0.3398 | 0.4644 | 0.1124 | 0.3393 | 0.4453 | 0.2423 | 0.5328 | 0.6554 | 0.1925 | 0.4444 | 0.4101 | 0.5461 | 0.2101 | 0.3455 |
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+ | 1.0744 | 28.0 | 18872 | 1.0950 | 0.2535 | 0.5186 | 0.2156 | 0.0946 | 0.3197 | 0.4518 | 0.1074 | 0.3273 | 0.4394 | 0.2249 | 0.5239 | 0.6597 | 0.1655 | 0.4375 | 0.3885 | 0.5345 | 0.2066 | 0.3461 |
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+ | 1.0572 | 29.0 | 19546 | 1.0748 | 0.2704 | 0.5723 | 0.2239 | 0.117 | 0.3371 | 0.4488 | 0.1077 | 0.3343 | 0.4451 | 0.2645 | 0.5111 | 0.6237 | 0.1841 | 0.4412 | 0.4019 | 0.5397 | 0.2251 | 0.3544 |
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+ | 1.0517 | 30.0 | 20220 | 1.0936 | 0.2707 | 0.5561 | 0.22 | 0.1127 | 0.346 | 0.4501 | 0.1074 | 0.3336 | 0.4343 | 0.2522 | 0.514 | 0.6226 | 0.1764 | 0.4299 | 0.4146 | 0.531 | 0.2211 | 0.342 |
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+ | 1.0287 | 31.0 | 20894 | 1.1122 | 0.2551 | 0.5578 | 0.1931 | 0.0958 | 0.3256 | 0.4326 | 0.1055 | 0.314 | 0.4199 | 0.2166 | 0.5026 | 0.6243 | 0.175 | 0.419 | 0.3732 | 0.5033 | 0.217 | 0.3375 |
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+ | 1.0528 | 32.0 | 21568 | 1.0791 | 0.2626 | 0.5484 | 0.2227 | 0.1011 | 0.3333 | 0.4451 | 0.1083 | 0.3374 | 0.4389 | 0.2384 | 0.5194 | 0.6338 | 0.1753 | 0.4437 | 0.4161 | 0.5493 | 0.1962 | 0.3237 |
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+ | 1.0465 | 33.0 | 22242 | 1.1751 | 0.239 | 0.486 | 0.2122 | 0.0887 | 0.3104 | 0.3949 | 0.0997 | 0.3183 | 0.4192 | 0.2304 | 0.5026 | 0.5903 | 0.1521 | 0.4148 | 0.3879 | 0.5103 | 0.1769 | 0.3323 |
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+ | 1.0499 | 34.0 | 22916 | 1.0786 | 0.27 | 0.5536 | 0.2241 | 0.1222 | 0.3381 | 0.4472 | 0.1075 | 0.3362 | 0.443 | 0.2441 | 0.5186 | 0.623 | 0.1742 | 0.4458 | 0.4103 | 0.5412 | 0.2256 | 0.342 |
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+ | 1.0382 | 35.0 | 23590 | 1.0990 | 0.2602 | 0.548 | 0.2168 | 0.117 | 0.3275 | 0.4423 | 0.1062 | 0.334 | 0.4356 | 0.2532 | 0.514 | 0.6148 | 0.1686 | 0.4328 | 0.4087 | 0.5423 | 0.2034 | 0.3315 |
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+ | 1.0273 | 36.0 | 24264 | 1.0926 | 0.2579 | 0.531 | 0.2222 | 0.0956 | 0.3419 | 0.4373 | 0.1066 | 0.3281 | 0.4336 | 0.2441 | 0.5092 | 0.6179 | 0.164 | 0.4586 | 0.4031 | 0.5199 | 0.2065 | 0.3224 |
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+ | 1.0475 | 37.0 | 24938 | 1.0754 | 0.2714 | 0.5592 | 0.2288 | 0.1325 | 0.3444 | 0.4221 | 0.108 | 0.3471 | 0.4535 | 0.2888 | 0.5277 | 0.5865 | 0.1639 | 0.4355 | 0.4265 | 0.5631 | 0.2238 | 0.3621 |
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+ | 1.0262 | 38.0 | 25612 | 1.0378 | 0.2858 | 0.5729 | 0.2508 | 0.1226 | 0.3592 | 0.4762 | 0.1121 | 0.346 | 0.4607 | 0.2832 | 0.5275 | 0.6548 | 0.1827 | 0.4504 | 0.4407 | 0.5652 | 0.234 | 0.3663 |
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+ | 1.0155 | 39.0 | 26286 | 1.0401 | 0.2859 | 0.5747 | 0.2428 | 0.139 | 0.3549 | 0.4554 | 0.1085 | 0.3526 | 0.4676 | 0.287 | 0.5385 | 0.6314 | 0.1631 | 0.4501 | 0.4445 | 0.5819 | 0.25 | 0.3709 |
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+ | 1.0218 | 40.0 | 26960 | 1.0469 | 0.2879 | 0.579 | 0.2464 | 0.1251 | 0.3659 | 0.4663 | 0.1097 | 0.3513 | 0.4581 | 0.2504 | 0.5374 | 0.6601 | 0.1818 | 0.4428 | 0.4499 | 0.5784 | 0.232 | 0.353 |
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+ | 1.0164 | 41.0 | 27634 | 1.0488 | 0.2941 | 0.5835 | 0.2629 | 0.1398 | 0.3747 | 0.467 | 0.1087 | 0.3535 | 0.4651 | 0.2803 | 0.5441 | 0.6476 | 0.1734 | 0.4346 | 0.4556 | 0.5822 | 0.2532 | 0.3784 |
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+ | 1.0253 | 42.0 | 28308 | 1.0604 | 0.2804 | 0.564 | 0.2487 | 0.1337 | 0.3414 | 0.4713 | 0.1098 | 0.348 | 0.4543 | 0.2721 | 0.5264 | 0.6485 | 0.1778 | 0.4452 | 0.4339 | 0.5596 | 0.2294 | 0.3581 |
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+ | 1.0327 | 43.0 | 28982 | 1.0828 | 0.279 | 0.5572 | 0.2536 | 0.1319 | 0.34 | 0.4657 | 0.1122 | 0.3483 | 0.4495 | 0.2686 | 0.5173 | 0.657 | 0.1807 | 0.454 | 0.4318 | 0.5477 | 0.2246 | 0.3469 |
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+ | 1.0131 | 44.0 | 29656 | 1.0594 | 0.286 | 0.5791 | 0.251 | 0.1261 | 0.3611 | 0.469 | 0.1097 | 0.3506 | 0.4566 | 0.2701 | 0.5418 | 0.6371 | 0.1899 | 0.4445 | 0.4354 | 0.5686 | 0.2326 | 0.3567 |
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+ | 1.0171 | 45.0 | 30330 | 1.0614 | 0.2795 | 0.5742 | 0.2456 | 0.1245 | 0.3433 | 0.4644 | 0.1092 | 0.3446 | 0.453 | 0.2668 | 0.5302 | 0.64 | 0.1724 | 0.4413 | 0.4444 | 0.5652 | 0.2217 | 0.3526 |
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+ | 1.0071 | 46.0 | 31004 | 1.0887 | 0.2823 | 0.577 | 0.2438 | 0.1307 | 0.3619 | 0.4408 | 0.1067 | 0.3455 | 0.4504 | 0.2721 | 0.5371 | 0.6152 | 0.1776 | 0.4465 | 0.4286 | 0.5431 | 0.2407 | 0.3617 |
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+ | 1.0017 | 47.0 | 31678 | 1.0296 | 0.3015 | 0.5872 | 0.274 | 0.1392 | 0.3768 | 0.4809 | 0.111 | 0.3651 | 0.4698 | 0.2732 | 0.5505 | 0.6646 | 0.1891 | 0.4563 | 0.4573 | 0.574 | 0.2582 | 0.379 |
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+ | 1.0108 | 48.0 | 32352 | 1.0046 | 0.3051 | 0.6009 | 0.2686 | 0.1429 | 0.3709 | 0.4927 | 0.1132 | 0.3652 | 0.4779 | 0.2781 | 0.5475 | 0.6821 | 0.1949 | 0.4569 | 0.4652 | 0.5835 | 0.2552 | 0.3933 |
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+ | 0.9953 | 49.0 | 33026 | 1.0458 | 0.2879 | 0.5832 | 0.2558 | 0.1334 | 0.36 | 0.4751 | 0.1128 | 0.3509 | 0.4653 | 0.2825 | 0.5324 | 0.6498 | 0.1805 | 0.4487 | 0.4463 | 0.5734 | 0.237 | 0.374 |
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+ | 0.988 | 50.0 | 33700 | 1.0375 | 0.2902 | 0.5856 | 0.2503 | 0.1204 | 0.3624 | 0.494 | 0.1163 | 0.3502 | 0.4562 | 0.2493 | 0.5332 | 0.6619 | 0.1916 | 0.4489 | 0.4473 | 0.5621 | 0.2316 | 0.3575 |
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+ | 0.987 | 51.0 | 34374 | 1.0530 | 0.283 | 0.5758 | 0.239 | 0.1114 | 0.3675 | 0.4677 | 0.1086 | 0.3487 | 0.4554 | 0.2579 | 0.55 | 0.6453 | 0.1933 | 0.4568 | 0.4361 | 0.5577 | 0.2198 | 0.3517 |
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+ | 0.9847 | 52.0 | 35048 | 1.0420 | 0.2985 | 0.6017 | 0.2538 | 0.1318 | 0.3745 | 0.4696 | 0.1135 | 0.3602 | 0.462 | 0.269 | 0.5293 | 0.6626 | 0.1892 | 0.4373 | 0.4604 | 0.5771 | 0.2458 | 0.3716 |
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+ | 0.9899 | 53.0 | 35722 | 1.0385 | 0.2966 | 0.6054 | 0.2515 | 0.1359 | 0.365 | 0.4984 | 0.1129 | 0.3599 | 0.4646 | 0.2667 | 0.5349 | 0.6759 | 0.178 | 0.4376 | 0.4631 | 0.5838 | 0.2488 | 0.3722 |
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+ | 0.9822 | 54.0 | 36396 | 1.0391 | 0.286 | 0.5813 | 0.2451 | 0.1199 | 0.3699 | 0.4542 | 0.1117 | 0.3573 | 0.4638 | 0.2812 | 0.5427 | 0.6336 | 0.1803 | 0.4482 | 0.4456 | 0.5747 | 0.2322 | 0.3685 |
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+ | 0.9909 | 55.0 | 37070 | 1.0179 | 0.3014 | 0.614 | 0.2664 | 0.137 | 0.3692 | 0.4866 | 0.1095 | 0.355 | 0.4697 | 0.2856 | 0.538 | 0.654 | 0.1924 | 0.4494 | 0.4548 | 0.5721 | 0.2572 | 0.3876 |
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+ | 0.9824 | 56.0 | 37744 | 1.0204 | 0.3041 | 0.6131 | 0.2713 | 0.1378 | 0.3752 | 0.4993 | 0.1176 | 0.3626 | 0.4726 | 0.2844 | 0.5382 | 0.6799 | 0.1936 | 0.4484 | 0.461 | 0.5794 | 0.2578 | 0.39 |
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+ | 0.9846 | 57.0 | 38418 | 1.0147 | 0.3015 | 0.6003 | 0.2691 | 0.1371 | 0.371 | 0.506 | 0.1177 | 0.3616 | 0.4654 | 0.2781 | 0.534 | 0.6706 | 0.2033 | 0.4593 | 0.4513 | 0.5634 | 0.25 | 0.3735 |
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+ | 0.9575 | 58.0 | 39092 | 1.0353 | 0.2965 | 0.5951 | 0.2558 | 0.1284 | 0.3816 | 0.4743 | 0.1115 | 0.3576 | 0.4725 | 0.296 | 0.5441 | 0.658 | 0.1754 | 0.4413 | 0.4674 | 0.5962 | 0.2465 | 0.3801 |
131
+ | 0.9534 | 59.0 | 39766 | 1.0171 | 0.3013 | 0.6065 | 0.2579 | 0.1376 | 0.3672 | 0.4851 | 0.114 | 0.3641 | 0.4706 | 0.2906 | 0.5278 | 0.6724 | 0.1951 | 0.4507 | 0.4612 | 0.5817 | 0.2477 | 0.3795 |
132
+ | 0.9647 | 60.0 | 40440 | 1.0087 | 0.3039 | 0.6032 | 0.2574 | 0.1397 | 0.3725 | 0.4939 | 0.1142 | 0.3628 | 0.4762 | 0.2996 | 0.5378 | 0.6726 | 0.1811 | 0.4549 | 0.4698 | 0.5779 | 0.2609 | 0.3958 |
133
+ | 0.955 | 61.0 | 41114 | 1.0005 | 0.3042 | 0.6139 | 0.2629 | 0.139 | 0.3747 | 0.4977 | 0.1137 | 0.3612 | 0.4819 | 0.3019 | 0.5541 | 0.6822 | 0.1966 | 0.4724 | 0.4632 | 0.5792 | 0.2528 | 0.394 |
134
+ | 0.9578 | 62.0 | 41788 | 1.0119 | 0.3033 | 0.5942 | 0.2689 | 0.1347 | 0.3767 | 0.4916 | 0.1172 | 0.3611 | 0.4738 | 0.2781 | 0.5484 | 0.6538 | 0.1957 | 0.4496 | 0.4595 | 0.5801 | 0.2547 | 0.3918 |
135
+ | 0.9479 | 63.0 | 42462 | 0.9970 | 0.3071 | 0.6156 | 0.2735 | 0.1444 | 0.3751 | 0.5048 | 0.1148 | 0.3625 | 0.4795 | 0.2921 | 0.5521 | 0.6759 | 0.2043 | 0.4591 | 0.4754 | 0.6064 | 0.2415 | 0.373 |
136
+ | 0.9451 | 64.0 | 43136 | 0.9811 | 0.3188 | 0.631 | 0.2818 | 0.1653 | 0.3851 | 0.5075 | 0.1188 | 0.3737 | 0.4914 | 0.3064 | 0.5666 | 0.6819 | 0.2076 | 0.4673 | 0.4899 | 0.6165 | 0.2589 | 0.3903 |
137
+ | 0.9343 | 65.0 | 43810 | 0.9991 | 0.3086 | 0.6282 | 0.2609 | 0.1535 | 0.3664 | 0.4856 | 0.1166 | 0.3672 | 0.4778 | 0.2992 | 0.5346 | 0.666 | 0.1954 | 0.451 | 0.4667 | 0.5866 | 0.2636 | 0.3959 |
138
+ | 0.9376 | 66.0 | 44484 | 1.0005 | 0.298 | 0.6142 | 0.2512 | 0.1428 | 0.3717 | 0.4918 | 0.1119 | 0.3572 | 0.4675 | 0.2789 | 0.5377 | 0.6779 | 0.1863 | 0.4488 | 0.4535 | 0.5673 | 0.2544 | 0.3865 |
139
+ | 0.9576 | 67.0 | 45158 | 1.0466 | 0.2933 | 0.5895 | 0.256 | 0.1229 | 0.374 | 0.4706 | 0.1142 | 0.3558 | 0.462 | 0.2572 | 0.5465 | 0.6613 | 0.2047 | 0.4525 | 0.4428 | 0.5714 | 0.2324 | 0.3622 |
140
+ | 0.9431 | 68.0 | 45832 | 1.0323 | 0.3069 | 0.6177 | 0.2644 | 0.1538 | 0.3787 | 0.4848 | 0.1148 | 0.3627 | 0.4683 | 0.2848 | 0.5395 | 0.6538 | 0.1913 | 0.4484 | 0.4545 | 0.5606 | 0.275 | 0.3958 |
141
+ | 0.9422 | 69.0 | 46506 | 1.0326 | 0.2959 | 0.6173 | 0.2394 | 0.1413 | 0.3551 | 0.4762 | 0.1125 | 0.3596 | 0.4676 | 0.29 | 0.5364 | 0.6402 | 0.1948 | 0.458 | 0.4394 | 0.56 | 0.2536 | 0.3847 |
142
+ | 0.9305 | 70.0 | 47180 | 1.0143 | 0.3075 | 0.6141 | 0.2725 | 0.13 | 0.381 | 0.5014 | 0.117 | 0.3672 | 0.4777 | 0.2862 | 0.5588 | 0.6698 | 0.2209 | 0.4712 | 0.4692 | 0.5953 | 0.2325 | 0.3665 |
143
+ | 0.9441 | 71.0 | 47854 | 1.0367 | 0.306 | 0.615 | 0.2636 | 0.129 | 0.381 | 0.5 | 0.1152 | 0.3621 | 0.467 | 0.2636 | 0.5479 | 0.6694 | 0.203 | 0.4461 | 0.4705 | 0.5917 | 0.2446 | 0.3632 |
144
+ | 0.9395 | 72.0 | 48528 | 1.0061 | 0.3082 | 0.6214 | 0.2676 | 0.1601 | 0.3709 | 0.4941 | 0.1118 | 0.3664 | 0.4769 | 0.3152 | 0.5422 | 0.6463 | 0.1871 | 0.4447 | 0.4611 | 0.5833 | 0.2764 | 0.4027 |
145
+ | 0.9271 | 73.0 | 49202 | 0.9797 | 0.3129 | 0.6364 | 0.2697 | 0.1432 | 0.378 | 0.4921 | 0.1185 | 0.3713 | 0.4883 | 0.305 | 0.5545 | 0.6736 | 0.2148 | 0.4801 | 0.4565 | 0.5894 | 0.2675 | 0.3953 |
146
+ | 0.9239 | 74.0 | 49876 | 0.9843 | 0.3237 | 0.6409 | 0.2844 | 0.1558 | 0.3953 | 0.4989 | 0.1209 | 0.3791 | 0.4926 | 0.3094 | 0.5589 | 0.6721 | 0.2118 | 0.4772 | 0.4719 | 0.5843 | 0.2874 | 0.4162 |
147
+ | 0.9236 | 75.0 | 50550 | 0.9649 | 0.3312 | 0.6391 | 0.3052 | 0.1805 | 0.397 | 0.5042 | 0.1225 | 0.3792 | 0.4966 | 0.3223 | 0.5652 | 0.666 | 0.2222 | 0.481 | 0.489 | 0.5977 | 0.2824 | 0.4112 |
148
+ | 0.9191 | 76.0 | 51224 | 0.9947 | 0.3198 | 0.624 | 0.2893 | 0.1705 | 0.3875 | 0.4904 | 0.1159 | 0.3727 | 0.4956 | 0.3186 | 0.5633 | 0.6799 | 0.2021 | 0.4807 | 0.4768 | 0.591 | 0.2805 | 0.4149 |
149
+ | 0.9025 | 77.0 | 51898 | 1.0002 | 0.3125 | 0.6273 | 0.2792 | 0.152 | 0.3829 | 0.5067 | 0.1155 | 0.3671 | 0.4826 | 0.296 | 0.5487 | 0.6858 | 0.1979 | 0.4706 | 0.4724 | 0.5828 | 0.2673 | 0.3944 |
150
+ | 0.9002 | 78.0 | 52572 | 0.9713 | 0.3269 | 0.6441 | 0.291 | 0.1672 | 0.3953 | 0.5014 | 0.1174 | 0.3806 | 0.4862 | 0.2991 | 0.5549 | 0.6714 | 0.2061 | 0.4607 | 0.4896 | 0.5931 | 0.285 | 0.4048 |
151
+ | 0.9161 | 79.0 | 53246 | 0.9722 | 0.3257 | 0.6387 | 0.2961 | 0.1583 | 0.4061 | 0.4885 | 0.1186 | 0.3795 | 0.4885 | 0.3039 | 0.5638 | 0.6599 | 0.205 | 0.4591 | 0.4971 | 0.602 | 0.275 | 0.4044 |
152
+ | 0.8976 | 80.0 | 53920 | 0.9792 | 0.3129 | 0.6328 | 0.2735 | 0.1502 | 0.3805 | 0.4845 | 0.1189 | 0.3692 | 0.4815 | 0.3082 | 0.5371 | 0.6575 | 0.2097 | 0.462 | 0.458 | 0.5721 | 0.271 | 0.4105 |
153
+ | 0.8937 | 81.0 | 54594 | 0.9829 | 0.3193 | 0.6462 | 0.287 | 0.166 | 0.3862 | 0.4792 | 0.1193 | 0.3736 | 0.4833 | 0.3041 | 0.5409 | 0.6557 | 0.205 | 0.4603 | 0.4706 | 0.5853 | 0.2823 | 0.4043 |
154
+ | 0.9052 | 82.0 | 55268 | 0.9866 | 0.328 | 0.6347 | 0.3024 | 0.1747 | 0.397 | 0.4929 | 0.1201 | 0.375 | 0.492 | 0.3141 | 0.5529 | 0.6774 | 0.2116 | 0.4759 | 0.4934 | 0.5951 | 0.2791 | 0.405 |
155
+ | 0.8972 | 83.0 | 55942 | 0.9669 | 0.3278 | 0.6458 | 0.2873 | 0.1753 | 0.399 | 0.507 | 0.1198 | 0.3789 | 0.4941 | 0.3131 | 0.5639 | 0.6744 | 0.2186 | 0.481 | 0.4884 | 0.5974 | 0.2766 | 0.4039 |
156
+ | 0.8934 | 84.0 | 56616 | 0.9701 | 0.323 | 0.6436 | 0.2876 | 0.1568 | 0.4018 | 0.4937 | 0.1203 | 0.3776 | 0.4865 | 0.2984 | 0.5618 | 0.6769 | 0.2167 | 0.4705 | 0.485 | 0.599 | 0.2674 | 0.3901 |
157
+ | 0.8985 | 85.0 | 57290 | 0.9505 | 0.3303 | 0.6579 | 0.29 | 0.1764 | 0.4045 | 0.5082 | 0.1221 | 0.382 | 0.4993 | 0.3313 | 0.5661 | 0.684 | 0.2114 | 0.4853 | 0.4987 | 0.6056 | 0.2808 | 0.4069 |
158
+ | 0.8829 | 86.0 | 57964 | 0.9648 | 0.3164 | 0.6437 | 0.2728 | 0.1558 | 0.3957 | 0.4941 | 0.1207 | 0.3756 | 0.4869 | 0.3155 | 0.5485 | 0.6746 | 0.216 | 0.474 | 0.4564 | 0.5753 | 0.2766 | 0.4113 |
159
+ | 0.8992 | 87.0 | 58638 | 1.0045 | 0.3058 | 0.6105 | 0.2732 | 0.1346 | 0.3941 | 0.502 | 0.1182 | 0.3658 | 0.4697 | 0.2734 | 0.5427 | 0.6796 | 0.1981 | 0.454 | 0.4597 | 0.5773 | 0.2596 | 0.3778 |
160
+ | 0.892 | 88.0 | 59312 | 0.9759 | 0.3218 | 0.6415 | 0.2847 | 0.1782 | 0.3844 | 0.4847 | 0.1169 | 0.3754 | 0.4861 | 0.3259 | 0.5415 | 0.6484 | 0.2071 | 0.4643 | 0.4796 | 0.5873 | 0.2787 | 0.4068 |
161
+ | 0.8904 | 89.0 | 59986 | 0.9567 | 0.3394 | 0.6613 | 0.3054 | 0.1847 | 0.4101 | 0.494 | 0.1215 | 0.3884 | 0.4955 | 0.3268 | 0.5552 | 0.6596 | 0.2218 | 0.4668 | 0.5035 | 0.6069 | 0.293 | 0.4129 |
162
+ | 0.8864 | 90.0 | 60660 | 0.9877 | 0.3248 | 0.641 | 0.2916 | 0.1694 | 0.3945 | 0.4758 | 0.1192 | 0.3788 | 0.4838 | 0.2952 | 0.5492 | 0.6629 | 0.212 | 0.4621 | 0.4807 | 0.5912 | 0.2818 | 0.3981 |
163
+ | 0.8781 | 91.0 | 61334 | 0.9849 | 0.3261 | 0.6402 | 0.2899 | 0.1761 | 0.4013 | 0.4945 | 0.1178 | 0.3812 | 0.4864 | 0.3098 | 0.5569 | 0.6573 | 0.2094 | 0.4653 | 0.491 | 0.5913 | 0.2778 | 0.4026 |
164
+ | 0.8904 | 92.0 | 62008 | 0.9475 | 0.3312 | 0.6614 | 0.2863 | 0.1787 | 0.3999 | 0.5045 | 0.119 | 0.3828 | 0.4958 | 0.3147 | 0.5539 | 0.6744 | 0.2215 | 0.48 | 0.4827 | 0.5971 | 0.2892 | 0.4105 |
165
+ | 0.8783 | 93.0 | 62682 | 0.9780 | 0.3273 | 0.6475 | 0.2883 | 0.1683 | 0.3992 | 0.4984 | 0.1206 | 0.3815 | 0.4892 | 0.3067 | 0.5612 | 0.6683 | 0.2066 | 0.4677 | 0.4963 | 0.6042 | 0.2789 | 0.3957 |
166
+ | 0.8868 | 94.0 | 63356 | 0.9746 | 0.3174 | 0.6521 | 0.2671 | 0.1616 | 0.3947 | 0.497 | 0.1175 | 0.3728 | 0.4736 | 0.2928 | 0.5429 | 0.6784 | 0.1966 | 0.4493 | 0.4861 | 0.5936 | 0.2694 | 0.3778 |
167
+ | 0.875 | 95.0 | 64030 | 0.9725 | 0.3269 | 0.6426 | 0.2893 | 0.1774 | 0.3963 | 0.4761 | 0.116 | 0.3774 | 0.4863 | 0.303 | 0.5487 | 0.6627 | 0.1941 | 0.4545 | 0.4957 | 0.5964 | 0.2909 | 0.4079 |
168
+ | 0.8652 | 96.0 | 64704 | 0.9415 | 0.337 | 0.6644 | 0.3015 | 0.1829 | 0.41 | 0.5059 | 0.12 | 0.3925 | 0.497 | 0.3167 | 0.5691 | 0.676 | 0.2253 | 0.4811 | 0.5043 | 0.6047 | 0.2815 | 0.405 |
169
+ | 0.857 | 97.0 | 65378 | 0.9420 | 0.3391 | 0.671 | 0.2965 | 0.1913 | 0.4082 | 0.5038 | 0.1183 | 0.3907 | 0.4944 | 0.3169 | 0.5608 | 0.6833 | 0.2217 | 0.4691 | 0.5028 | 0.6008 | 0.2927 | 0.4132 |
170
+ | 0.8668 | 98.0 | 66052 | 0.9563 | 0.3344 | 0.6578 | 0.2896 | 0.1764 | 0.4059 | 0.4994 | 0.119 | 0.3849 | 0.4944 | 0.3103 | 0.564 | 0.6725 | 0.2138 | 0.4641 | 0.493 | 0.6013 | 0.2963 | 0.4178 |
171
+ | 0.8671 | 99.0 | 66726 | 0.9706 | 0.3213 | 0.6491 | 0.2762 | 0.1767 | 0.3852 | 0.5062 | 0.1146 | 0.3801 | 0.4858 | 0.3316 | 0.5428 | 0.6644 | 0.1875 | 0.4527 | 0.4843 | 0.5925 | 0.2921 | 0.4122 |
172
+ | 0.8659 | 100.0 | 67400 | 0.9395 | 0.3433 | 0.6648 | 0.3058 | 0.1904 | 0.4175 | 0.5218 | 0.1219 | 0.3938 | 0.5023 | 0.3281 | 0.5733 | 0.6826 | 0.2194 | 0.4728 | 0.5166 | 0.6155 | 0.294 | 0.4187 |
173
+ | 0.8529 | 101.0 | 68074 | 0.9567 | 0.3379 | 0.6574 | 0.2999 | 0.1795 | 0.4112 | 0.5067 | 0.1203 | 0.3837 | 0.4982 | 0.3237 | 0.5676 | 0.6709 | 0.2113 | 0.4636 | 0.507 | 0.6129 | 0.2955 | 0.418 |
174
+ | 0.8539 | 102.0 | 68748 | 0.9393 | 0.342 | 0.671 | 0.2987 | 0.1892 | 0.4127 | 0.5174 | 0.1237 | 0.39 | 0.5016 | 0.3248 | 0.5696 | 0.6834 | 0.2155 | 0.4684 | 0.5162 | 0.6145 | 0.2941 | 0.422 |
175
+ | 0.8419 | 103.0 | 69422 | 0.9411 | 0.3433 | 0.6691 | 0.3064 | 0.1895 | 0.4056 | 0.5045 | 0.1204 | 0.3904 | 0.4993 | 0.3258 | 0.5585 | 0.6776 | 0.2156 | 0.466 | 0.5161 | 0.6185 | 0.2983 | 0.4134 |
176
+ | 0.8423 | 104.0 | 70096 | 0.9401 | 0.3462 | 0.6765 | 0.3175 | 0.2003 | 0.4128 | 0.5127 | 0.1215 | 0.3925 | 0.5013 | 0.3409 | 0.5576 | 0.6768 | 0.2206 | 0.4736 | 0.5086 | 0.6039 | 0.3096 | 0.4263 |
177
+ | 0.8428 | 105.0 | 70770 | 0.9328 | 0.3399 | 0.6628 | 0.2988 | 0.1781 | 0.4138 | 0.5098 | 0.1223 | 0.3879 | 0.498 | 0.3273 | 0.5627 | 0.6661 | 0.2248 | 0.4817 | 0.4986 | 0.6008 | 0.2962 | 0.4116 |
178
+ | 0.8431 | 106.0 | 71444 | 0.9601 | 0.3356 | 0.6542 | 0.3056 | 0.1798 | 0.4043 | 0.4963 | 0.1203 | 0.385 | 0.4944 | 0.3128 | 0.5512 | 0.6908 | 0.2008 | 0.4548 | 0.5057 | 0.6147 | 0.3003 | 0.4137 |
179
+ | 0.841 | 107.0 | 72118 | 0.9473 | 0.3371 | 0.6537 | 0.2891 | 0.1764 | 0.407 | 0.534 | 0.1239 | 0.3885 | 0.4983 | 0.3059 | 0.5687 | 0.6988 | 0.2091 | 0.4691 | 0.5072 | 0.6121 | 0.2951 | 0.4136 |
180
+ | 0.8371 | 108.0 | 72792 | 0.9739 | 0.3416 | 0.6564 | 0.3032 | 0.1892 | 0.4142 | 0.509 | 0.1229 | 0.3927 | 0.4974 | 0.3211 | 0.5685 | 0.6692 | 0.2085 | 0.4636 | 0.5161 | 0.6155 | 0.3002 | 0.413 |
181
+ | 0.843 | 109.0 | 73466 | 0.9271 | 0.3472 | 0.6755 | 0.3147 | 0.204 | 0.4107 | 0.5176 | 0.1226 | 0.3944 | 0.5048 | 0.3402 | 0.5614 | 0.6771 | 0.2184 | 0.4894 | 0.5158 | 0.6062 | 0.3074 | 0.4187 |
182
+ | 0.8392 | 110.0 | 74140 | 0.9525 | 0.3493 | 0.672 | 0.3123 | 0.1894 | 0.4279 | 0.5139 | 0.125 | 0.3966 | 0.5024 | 0.3236 | 0.5779 | 0.6804 | 0.2205 | 0.4743 | 0.5259 | 0.6217 | 0.3016 | 0.4111 |
183
+ | 0.8363 | 111.0 | 74814 | 0.9500 | 0.3372 | 0.6655 | 0.2969 | 0.188 | 0.4077 | 0.5044 | 0.123 | 0.387 | 0.4988 | 0.3337 | 0.5579 | 0.6861 | 0.2169 | 0.4801 | 0.5005 | 0.6067 | 0.2943 | 0.4095 |
184
+ | 0.8327 | 112.0 | 75488 | 0.9441 | 0.3476 | 0.6802 | 0.3042 | 0.1958 | 0.4161 | 0.5233 | 0.1214 | 0.3935 | 0.5041 | 0.3348 | 0.5717 | 0.6777 | 0.2349 | 0.4849 | 0.5061 | 0.6109 | 0.3019 | 0.4165 |
185
+ | 0.8383 | 113.0 | 76162 | 0.9553 | 0.3384 | 0.6695 | 0.3031 | 0.1759 | 0.4156 | 0.5094 | 0.1235 | 0.3867 | 0.4916 | 0.3118 | 0.5633 | 0.6824 | 0.218 | 0.4643 | 0.5271 | 0.6271 | 0.2702 | 0.3833 |
186
+ | 0.8289 | 114.0 | 76836 | 0.9386 | 0.3513 | 0.6849 | 0.317 | 0.1902 | 0.4215 | 0.5248 | 0.1255 | 0.3975 | 0.5078 | 0.3418 | 0.565 | 0.696 | 0.2302 | 0.4829 | 0.5207 | 0.6266 | 0.303 | 0.4138 |
187
+ | 0.8277 | 115.0 | 77510 | 0.9126 | 0.3588 | 0.6899 | 0.3214 | 0.2084 | 0.417 | 0.5419 | 0.1296 | 0.3984 | 0.5136 | 0.3474 | 0.5653 | 0.7002 | 0.2294 | 0.4744 | 0.5313 | 0.6307 | 0.3157 | 0.4356 |
188
+ | 0.8258 | 116.0 | 78184 | 0.9158 | 0.3468 | 0.6842 | 0.3006 | 0.2008 | 0.413 | 0.5166 | 0.1225 | 0.3942 | 0.5092 | 0.349 | 0.5687 | 0.6854 | 0.2222 | 0.4852 | 0.5146 | 0.6237 | 0.3037 | 0.4189 |
189
+ | 0.8254 | 117.0 | 78858 | 0.9784 | 0.3367 | 0.6674 | 0.2911 | 0.1807 | 0.408 | 0.5215 | 0.122 | 0.3862 | 0.4903 | 0.3199 | 0.5604 | 0.6789 | 0.2159 | 0.4644 | 0.4992 | 0.6005 | 0.295 | 0.4061 |
190
+ | 0.8227 | 118.0 | 79532 | 0.9196 | 0.3577 | 0.6909 | 0.3203 | 0.2076 | 0.4175 | 0.5176 | 0.1251 | 0.401 | 0.5189 | 0.3517 | 0.5745 | 0.6897 | 0.2276 | 0.4797 | 0.5282 | 0.6343 | 0.3174 | 0.4426 |
191
+ | 0.815 | 119.0 | 80206 | 0.9294 | 0.3503 | 0.6839 | 0.3158 | 0.1935 | 0.4198 | 0.508 | 0.1238 | 0.3932 | 0.5051 | 0.3339 | 0.5705 | 0.6839 | 0.2249 | 0.4702 | 0.5143 | 0.6149 | 0.3118 | 0.4302 |
192
+ | 0.8157 | 120.0 | 80880 | 0.9266 | 0.3496 | 0.6771 | 0.3085 | 0.192 | 0.416 | 0.5157 | 0.1233 | 0.3969 | 0.5065 | 0.3455 | 0.5631 | 0.6867 | 0.226 | 0.4812 | 0.5113 | 0.6044 | 0.3115 | 0.4339 |
193
+ | 0.803 | 121.0 | 81554 | 0.9207 | 0.3522 | 0.6994 | 0.2967 | 0.212 | 0.4152 | 0.5082 | 0.1229 | 0.3919 | 0.5107 | 0.3581 | 0.5669 | 0.6635 | 0.2353 | 0.4873 | 0.5013 | 0.6046 | 0.3199 | 0.4402 |
194
+ | 0.8069 | 122.0 | 82228 | 0.9433 | 0.3413 | 0.6782 | 0.2963 | 0.1838 | 0.4043 | 0.501 | 0.125 | 0.3863 | 0.4943 | 0.3196 | 0.5574 | 0.6757 | 0.2246 | 0.4778 | 0.5057 | 0.6072 | 0.2935 | 0.3979 |
195
+ | 0.8027 | 123.0 | 82902 | 0.9324 | 0.3567 | 0.6809 | 0.3193 | 0.2019 | 0.4193 | 0.5365 | 0.1284 | 0.4005 | 0.5096 | 0.3597 | 0.5663 | 0.69 | 0.2201 | 0.4698 | 0.5288 | 0.6263 | 0.321 | 0.4327 |
196
+ | 0.7997 | 124.0 | 83576 | 0.9269 | 0.3514 | 0.6773 | 0.3127 | 0.1931 | 0.4206 | 0.5108 | 0.1267 | 0.3972 | 0.5094 | 0.3444 | 0.5798 | 0.6852 | 0.2339 | 0.4863 | 0.5202 | 0.625 | 0.3003 | 0.4169 |
197
+ | 0.7842 | 125.0 | 84250 | 0.9350 | 0.3533 | 0.6834 | 0.311 | 0.2027 | 0.4267 | 0.5216 | 0.1249 | 0.396 | 0.5069 | 0.3302 | 0.5708 | 0.6897 | 0.2251 | 0.4734 | 0.5137 | 0.6136 | 0.3212 | 0.4338 |
198
+ | 0.7911 | 126.0 | 84924 | 0.9341 | 0.3415 | 0.6854 | 0.2923 | 0.1878 | 0.4115 | 0.5173 | 0.1213 | 0.389 | 0.5017 | 0.3348 | 0.5708 | 0.6804 | 0.2212 | 0.4755 | 0.5044 | 0.6113 | 0.2988 | 0.4183 |
199
+ | 0.795 | 127.0 | 85598 | 0.9290 | 0.3521 | 0.6987 | 0.3081 | 0.2037 | 0.4196 | 0.5203 | 0.1243 | 0.3965 | 0.5027 | 0.3448 | 0.5608 | 0.673 | 0.2279 | 0.4791 | 0.5088 | 0.599 | 0.3196 | 0.4301 |
200
+ | 0.7913 | 128.0 | 86272 | 0.9014 | 0.3665 | 0.7039 | 0.3274 | 0.2171 | 0.434 | 0.5217 | 0.1245 | 0.4073 | 0.5171 | 0.3538 | 0.5804 | 0.6872 | 0.2441 | 0.4885 | 0.5227 | 0.6203 | 0.3327 | 0.4425 |
201
+ | 0.8024 | 129.0 | 86946 | 0.9343 | 0.3526 | 0.6873 | 0.3128 | 0.2008 | 0.4171 | 0.517 | 0.124 | 0.3944 | 0.5035 | 0.3368 | 0.5583 | 0.6855 | 0.2363 | 0.4816 | 0.5101 | 0.6067 | 0.3115 | 0.4223 |
202
+ | 0.7843 | 130.0 | 87620 | 0.9140 | 0.3621 | 0.6958 | 0.3192 | 0.2116 | 0.4287 | 0.5193 | 0.1256 | 0.4057 | 0.5133 | 0.3561 | 0.5713 | 0.6821 | 0.2311 | 0.4804 | 0.5303 | 0.6237 | 0.3249 | 0.4359 |
203
+ | 0.7838 | 131.0 | 88294 | 0.9106 | 0.3595 | 0.6948 | 0.3128 | 0.2067 | 0.4276 | 0.5219 | 0.1259 | 0.4097 | 0.5186 | 0.3534 | 0.5829 | 0.6998 | 0.2371 | 0.4949 | 0.5243 | 0.6289 | 0.3171 | 0.4319 |
204
+ | 0.7874 | 132.0 | 88968 | 0.9256 | 0.3548 | 0.6956 | 0.3141 | 0.2083 | 0.4152 | 0.5121 | 0.1208 | 0.4011 | 0.504 | 0.3422 | 0.5547 | 0.6818 | 0.2255 | 0.4768 | 0.5211 | 0.61 | 0.3178 | 0.4252 |
205
+ | 0.7815 | 133.0 | 89642 | 0.9369 | 0.358 | 0.6973 | 0.3153 | 0.2093 | 0.4241 | 0.5212 | 0.1249 | 0.3996 | 0.5074 | 0.3349 | 0.5688 | 0.6878 | 0.2339 | 0.4744 | 0.5253 | 0.6232 | 0.3149 | 0.4245 |
206
+ | 0.7787 | 134.0 | 90316 | 0.9380 | 0.3584 | 0.6903 | 0.3202 | 0.2172 | 0.4207 | 0.5172 | 0.1209 | 0.4024 | 0.5127 | 0.3404 | 0.5719 | 0.6907 | 0.2306 | 0.4773 | 0.532 | 0.6306 | 0.3124 | 0.4303 |
207
+ | 0.7758 | 135.0 | 90990 | 0.9247 | 0.3603 | 0.6984 | 0.3199 | 0.2095 | 0.431 | 0.5111 | 0.1243 | 0.404 | 0.5148 | 0.3493 | 0.5771 | 0.6828 | 0.2328 | 0.4862 | 0.5255 | 0.6281 | 0.3226 | 0.4301 |
208
+ | 0.7685 | 136.0 | 91664 | 0.9077 | 0.3582 | 0.6927 | 0.3225 | 0.2121 | 0.4284 | 0.502 | 0.1249 | 0.4034 | 0.5167 | 0.3515 | 0.5834 | 0.6809 | 0.222 | 0.4854 | 0.5355 | 0.6359 | 0.3171 | 0.4288 |
209
+ | 0.7715 | 137.0 | 92338 | 0.9177 | 0.3589 | 0.6928 | 0.3281 | 0.2065 | 0.4255 | 0.5242 | 0.126 | 0.4038 | 0.5112 | 0.3341 | 0.5752 | 0.6956 | 0.2259 | 0.4768 | 0.5313 | 0.6209 | 0.3197 | 0.4359 |
210
+ | 0.7791 | 138.0 | 93012 | 0.9369 | 0.3584 | 0.697 | 0.3212 | 0.2059 | 0.4234 | 0.498 | 0.125 | 0.4008 | 0.5107 | 0.3362 | 0.5722 | 0.6837 | 0.2253 | 0.4677 | 0.5289 | 0.625 | 0.3212 | 0.4395 |
211
+ | 0.7696 | 139.0 | 93686 | 0.9342 | 0.3528 | 0.685 | 0.3189 | 0.2025 | 0.4157 | 0.5091 | 0.1213 | 0.3973 | 0.5084 | 0.3457 | 0.5647 | 0.6786 | 0.2141 | 0.4687 | 0.5204 | 0.6183 | 0.324 | 0.4383 |
212
+ | 0.7708 | 140.0 | 94360 | 0.9159 | 0.3558 | 0.6961 | 0.3299 | 0.202 | 0.4249 | 0.5104 | 0.1246 | 0.3996 | 0.51 | 0.3354 | 0.5756 | 0.6758 | 0.2243 | 0.4783 | 0.5192 | 0.6203 | 0.3239 | 0.4314 |
213
+ | 0.7646 | 141.0 | 95034 | 0.9219 | 0.3568 | 0.6901 | 0.3169 | 0.2012 | 0.4194 | 0.5181 | 0.1239 | 0.4025 | 0.5137 | 0.3454 | 0.5737 | 0.6785 | 0.2238 | 0.4807 | 0.5251 | 0.6219 | 0.3217 | 0.4385 |
214
+ | 0.7674 | 142.0 | 95708 | 0.9096 | 0.3575 | 0.6982 | 0.3154 | 0.2063 | 0.4157 | 0.513 | 0.127 | 0.4045 | 0.5181 | 0.3504 | 0.5767 | 0.677 | 0.2356 | 0.491 | 0.5129 | 0.6186 | 0.3239 | 0.4446 |
215
+ | 0.767 | 143.0 | 96382 | 0.9192 | 0.3593 | 0.6997 | 0.3248 | 0.2059 | 0.4301 | 0.5155 | 0.1257 | 0.4044 | 0.517 | 0.3481 | 0.5772 | 0.6821 | 0.2281 | 0.48 | 0.5251 | 0.6291 | 0.3246 | 0.4419 |
216
+ | 0.7725 | 144.0 | 97056 | 0.9118 | 0.3645 | 0.6943 | 0.3364 | 0.2289 | 0.4229 | 0.5149 | 0.1268 | 0.4078 | 0.5253 | 0.3698 | 0.5823 | 0.6831 | 0.2382 | 0.4886 | 0.5239 | 0.641 | 0.3313 | 0.4463 |
217
+ | 0.7513 | 145.0 | 97730 | 0.9032 | 0.3582 | 0.6976 | 0.3163 | 0.2137 | 0.4206 | 0.5186 | 0.1253 | 0.399 | 0.5188 | 0.3494 | 0.5822 | 0.6808 | 0.2355 | 0.4932 | 0.5171 | 0.6237 | 0.3218 | 0.4396 |
218
+ | 0.7616 | 146.0 | 98404 | 0.9334 | 0.3589 | 0.691 | 0.332 | 0.2037 | 0.4251 | 0.5086 | 0.1265 | 0.401 | 0.5094 | 0.3381 | 0.5696 | 0.6734 | 0.2339 | 0.4769 | 0.516 | 0.6136 | 0.3268 | 0.4378 |
219
+ | 0.7522 | 147.0 | 99078 | 0.9363 | 0.3411 | 0.6925 | 0.2947 | 0.1824 | 0.4081 | 0.5223 | 0.1222 | 0.3863 | 0.4952 | 0.3158 | 0.5594 | 0.6856 | 0.2294 | 0.4721 | 0.5007 | 0.6042 | 0.2932 | 0.4092 |
220
+ | 0.7521 | 148.0 | 99752 | 0.9323 | 0.353 | 0.694 | 0.3218 | 0.1999 | 0.4198 | 0.5247 | 0.125 | 0.397 | 0.5008 | 0.334 | 0.5615 | 0.6902 | 0.2293 | 0.4729 | 0.5317 | 0.6206 | 0.2981 | 0.4088 |
221
+ | 0.7349 | 149.0 | 100426 | 0.9164 | 0.3652 | 0.6992 | 0.3364 | 0.2146 | 0.4328 | 0.5255 | 0.1274 | 0.405 | 0.5128 | 0.3483 | 0.5717 | 0.6951 | 0.2412 | 0.4809 | 0.5344 | 0.6258 | 0.3201 | 0.4316 |
222
+ | 0.7411 | 150.0 | 101100 | 0.9186 | 0.3618 | 0.7051 | 0.3256 | 0.2195 | 0.4211 | 0.5316 | 0.1263 | 0.4008 | 0.5147 | 0.3425 | 0.5725 | 0.699 | 0.232 | 0.4831 | 0.5192 | 0.623 | 0.3342 | 0.4378 |
223
+ | 0.7414 | 151.0 | 101774 | 0.9410 | 0.3481 | 0.6967 | 0.2979 | 0.2037 | 0.4108 | 0.5253 | 0.1243 | 0.3935 | 0.4969 | 0.3247 | 0.5573 | 0.6971 | 0.2325 | 0.473 | 0.5156 | 0.6139 | 0.2961 | 0.4038 |
224
+ | 0.7483 | 152.0 | 102448 | 0.9197 | 0.36 | 0.706 | 0.3219 | 0.2113 | 0.4295 | 0.5198 | 0.1253 | 0.4031 | 0.5052 | 0.341 | 0.5733 | 0.6855 | 0.2445 | 0.4826 | 0.5167 | 0.6069 | 0.3189 | 0.4261 |
225
+ | 0.7479 | 153.0 | 103122 | 0.9263 | 0.3626 | 0.7009 | 0.3281 | 0.2255 | 0.4219 | 0.5232 | 0.1259 | 0.3992 | 0.5126 | 0.3575 | 0.5689 | 0.6931 | 0.2301 | 0.4729 | 0.5335 | 0.6273 | 0.3241 | 0.4377 |
226
+ | 0.7453 | 154.0 | 103796 | 0.9261 | 0.3472 | 0.6895 | 0.306 | 0.2092 | 0.4055 | 0.5186 | 0.1238 | 0.395 | 0.504 | 0.3423 | 0.5582 | 0.6901 | 0.2379 | 0.4854 | 0.5063 | 0.6042 | 0.2975 | 0.4223 |
227
+ | 0.7385 | 155.0 | 104470 | 0.9238 | 0.3557 | 0.6999 | 0.3134 | 0.2171 | 0.4286 | 0.5169 | 0.1284 | 0.4038 | 0.5117 | 0.3532 | 0.5763 | 0.6915 | 0.2299 | 0.4867 | 0.5298 | 0.6278 | 0.3075 | 0.4206 |
228
+ | 0.7455 | 156.0 | 105144 | 0.9065 | 0.3737 | 0.7106 | 0.3506 | 0.2334 | 0.4396 | 0.531 | 0.1281 | 0.4133 | 0.525 | 0.3686 | 0.5767 | 0.6969 | 0.2379 | 0.4797 | 0.5397 | 0.6422 | 0.3435 | 0.4532 |
229
+ | 0.7295 | 157.0 | 105818 | 0.9046 | 0.368 | 0.7082 | 0.3382 | 0.2258 | 0.4293 | 0.5203 | 0.1279 | 0.4097 | 0.5214 | 0.3654 | 0.5738 | 0.689 | 0.2449 | 0.4872 | 0.5266 | 0.6289 | 0.3326 | 0.448 |
230
+ | 0.719 | 158.0 | 106492 | 0.9235 | 0.3608 | 0.7025 | 0.3263 | 0.2144 | 0.4319 | 0.514 | 0.1241 | 0.4037 | 0.5157 | 0.345 | 0.5852 | 0.6885 | 0.2278 | 0.4793 | 0.5307 | 0.6322 | 0.3239 | 0.4354 |
231
+ | 0.7288 | 159.0 | 107166 | 0.9041 | 0.3665 | 0.7148 | 0.3323 | 0.2195 | 0.4296 | 0.5263 | 0.1257 | 0.405 | 0.5189 | 0.3594 | 0.5722 | 0.6949 | 0.237 | 0.4821 | 0.5247 | 0.6232 | 0.3377 | 0.4514 |
232
+ | 0.7212 | 160.0 | 107840 | 0.9100 | 0.366 | 0.7096 | 0.3289 | 0.2198 | 0.4288 | 0.5389 | 0.1267 | 0.4079 | 0.5165 | 0.3559 | 0.573 | 0.6983 | 0.2419 | 0.4888 | 0.5306 | 0.6245 | 0.3254 | 0.436 |
233
+ | 0.7329 | 161.0 | 108514 | 0.9069 | 0.3618 | 0.7068 | 0.3258 | 0.2165 | 0.4287 | 0.5244 | 0.1251 | 0.4039 | 0.5189 | 0.358 | 0.5778 | 0.7006 | 0.2376 | 0.489 | 0.5286 | 0.626 | 0.3193 | 0.4418 |
234
+ | 0.7277 | 162.0 | 109188 | 0.9315 | 0.3524 | 0.6896 | 0.3154 | 0.2006 | 0.4185 | 0.5229 | 0.1255 | 0.3975 | 0.5037 | 0.3338 | 0.5609 | 0.6952 | 0.2219 | 0.4696 | 0.5213 | 0.6203 | 0.3139 | 0.4211 |
235
+ | 0.7259 | 163.0 | 109862 | 0.9106 | 0.3672 | 0.7106 | 0.3346 | 0.2218 | 0.4299 | 0.5228 | 0.129 | 0.4121 | 0.5201 | 0.3654 | 0.5769 | 0.6917 | 0.2394 | 0.4902 | 0.532 | 0.6258 | 0.3303 | 0.4443 |
236
+ | 0.721 | 164.0 | 110536 | 0.9176 | 0.3631 | 0.6997 | 0.326 | 0.2306 | 0.4145 | 0.5214 | 0.1275 | 0.4073 | 0.5187 | 0.3682 | 0.5663 | 0.695 | 0.2233 | 0.4734 | 0.5376 | 0.6356 | 0.3283 | 0.447 |
237
+ | 0.7185 | 165.0 | 111210 | 0.9117 | 0.3541 | 0.6993 | 0.3038 | 0.2154 | 0.4139 | 0.5239 | 0.125 | 0.4017 | 0.5093 | 0.3535 | 0.5622 | 0.688 | 0.2156 | 0.4852 | 0.5266 | 0.6155 | 0.3203 | 0.4273 |
238
+ | 0.7195 | 166.0 | 111884 | 0.9102 | 0.3624 | 0.7079 | 0.3256 | 0.2167 | 0.4221 | 0.526 | 0.1245 | 0.4076 | 0.5142 | 0.3563 | 0.571 | 0.6949 | 0.2333 | 0.4828 | 0.527 | 0.6154 | 0.3268 | 0.4444 |
239
+ | 0.7038 | 167.0 | 112558 | 0.9128 | 0.3598 | 0.7 | 0.3183 | 0.2203 | 0.4209 | 0.5171 | 0.1227 | 0.402 | 0.5156 | 0.3688 | 0.5662 | 0.6775 | 0.2155 | 0.4702 | 0.5313 | 0.6284 | 0.3327 | 0.4481 |
240
+ | 0.7169 | 168.0 | 113232 | 0.9213 | 0.3699 | 0.7115 | 0.3385 | 0.2137 | 0.4351 | 0.5303 | 0.1265 | 0.4081 | 0.5178 | 0.3618 | 0.5748 | 0.6827 | 0.2378 | 0.4749 | 0.5268 | 0.6265 | 0.345 | 0.4519 |
241
+ | 0.7131 | 169.0 | 113906 | 0.8994 | 0.3711 | 0.7156 | 0.3336 | 0.2216 | 0.4325 | 0.5238 | 0.1243 | 0.4114 | 0.5199 | 0.3716 | 0.5775 | 0.6868 | 0.241 | 0.4875 | 0.5336 | 0.6211 | 0.3387 | 0.4512 |
242
+ | 0.7006 | 170.0 | 114580 | 0.9152 | 0.3638 | 0.7141 | 0.3274 | 0.2249 | 0.4315 | 0.5145 | 0.123 | 0.404 | 0.5108 | 0.3585 | 0.5702 | 0.6872 | 0.2308 | 0.4729 | 0.5316 | 0.6291 | 0.329 | 0.4303 |
243
+ | 0.7079 | 171.0 | 115254 | 0.9157 | 0.3715 | 0.7098 | 0.346 | 0.2179 | 0.4358 | 0.534 | 0.1272 | 0.41 | 0.516 | 0.3513 | 0.575 | 0.688 | 0.229 | 0.4734 | 0.5438 | 0.6271 | 0.3418 | 0.4474 |
244
+ | 0.7124 | 172.0 | 115928 | 0.9151 | 0.3702 | 0.7079 | 0.3351 | 0.2281 | 0.4318 | 0.5306 | 0.1264 | 0.409 | 0.5156 | 0.3583 | 0.5787 | 0.6863 | 0.2326 | 0.47 | 0.5402 | 0.6268 | 0.3379 | 0.45 |
245
+ | 0.6943 | 173.0 | 116602 | 0.8994 | 0.3737 | 0.7191 | 0.343 | 0.2347 | 0.4341 | 0.535 | 0.1257 | 0.4123 | 0.5207 | 0.3651 | 0.5757 | 0.6867 | 0.2324 | 0.4764 | 0.5433 | 0.6299 | 0.3454 | 0.4558 |
246
+ | 0.6954 | 174.0 | 117276 | 0.9231 | 0.3678 | 0.7175 | 0.3304 | 0.2209 | 0.4322 | 0.5201 | 0.1258 | 0.406 | 0.5146 | 0.3529 | 0.5687 | 0.6909 | 0.2324 | 0.4711 | 0.535 | 0.6263 | 0.3361 | 0.4463 |
247
+ | 0.7029 | 175.0 | 117950 | 0.9124 | 0.3681 | 0.7049 | 0.3358 | 0.2149 | 0.4416 | 0.5207 | 0.1277 | 0.4076 | 0.5165 | 0.3455 | 0.5828 | 0.6818 | 0.2336 | 0.4814 | 0.5385 | 0.6217 | 0.3322 | 0.4465 |
248
+ | 0.7015 | 176.0 | 118624 | 0.9070 | 0.3699 | 0.7113 | 0.3287 | 0.2223 | 0.4385 | 0.5302 | 0.1265 | 0.41 | 0.5193 | 0.3567 | 0.5772 | 0.688 | 0.2389 | 0.4885 | 0.5392 | 0.6296 | 0.3316 | 0.44 |
249
+ | 0.6986 | 177.0 | 119298 | 0.9114 | 0.3705 | 0.7157 | 0.3371 | 0.223 | 0.4422 | 0.5259 | 0.1258 | 0.4102 | 0.5213 | 0.3576 | 0.5881 | 0.6911 | 0.2423 | 0.4891 | 0.5285 | 0.6221 | 0.3406 | 0.4527 |
250
+ | 0.696 | 178.0 | 119972 | 0.9084 | 0.3735 | 0.7095 | 0.3413 | 0.2241 | 0.4423 | 0.5247 | 0.126 | 0.4118 | 0.5217 | 0.362 | 0.5814 | 0.6876 | 0.2397 | 0.4897 | 0.5403 | 0.627 | 0.3406 | 0.4484 |
251
+ | 0.6947 | 179.0 | 120646 | 0.9165 | 0.3652 | 0.71 | 0.3222 | 0.2239 | 0.4324 | 0.5155 | 0.1244 | 0.4055 | 0.5199 | 0.3638 | 0.5765 | 0.6836 | 0.2297 | 0.4793 | 0.5322 | 0.6296 | 0.3338 | 0.4507 |
252
+ | 0.6839 | 180.0 | 121320 | 0.9187 | 0.3694 | 0.7158 | 0.3367 | 0.2223 | 0.4332 | 0.5333 | 0.1257 | 0.4089 | 0.5156 | 0.3479 | 0.5724 | 0.6943 | 0.2401 | 0.479 | 0.5338 | 0.6297 | 0.3344 | 0.4382 |
253
+ | 0.6827 | 181.0 | 121994 | 0.9069 | 0.3738 | 0.715 | 0.3385 | 0.2411 | 0.4343 | 0.5185 | 0.1249 | 0.4102 | 0.5229 | 0.3635 | 0.5758 | 0.6906 | 0.2369 | 0.4839 | 0.5393 | 0.6301 | 0.3453 | 0.4548 |
254
+ | 0.6815 | 182.0 | 122668 | 0.8978 | 0.3707 | 0.7203 | 0.3308 | 0.2263 | 0.4343 | 0.517 | 0.1261 | 0.4088 | 0.5241 | 0.3718 | 0.5745 | 0.6894 | 0.2438 | 0.4919 | 0.5321 | 0.6296 | 0.3363 | 0.4507 |
255
+ | 0.6839 | 183.0 | 123342 | 0.9090 | 0.367 | 0.7203 | 0.3306 | 0.2142 | 0.432 | 0.5231 | 0.1244 | 0.4028 | 0.5124 | 0.3462 | 0.5662 | 0.6937 | 0.2342 | 0.4722 | 0.5338 | 0.6222 | 0.3331 | 0.4428 |
256
+ | 0.6862 | 184.0 | 124016 | 0.8963 | 0.3687 | 0.7183 | 0.3343 | 0.2208 | 0.4363 | 0.5313 | 0.1272 | 0.4081 | 0.5197 | 0.3655 | 0.5755 | 0.688 | 0.2328 | 0.4815 | 0.5341 | 0.6276 | 0.3392 | 0.45 |
257
+ | 0.6679 | 185.0 | 124690 | 0.8899 | 0.3766 | 0.7263 | 0.3309 | 0.2418 | 0.4348 | 0.5213 | 0.126 | 0.4145 | 0.5292 | 0.3902 | 0.5748 | 0.686 | 0.2321 | 0.4819 | 0.5496 | 0.6405 | 0.3481 | 0.4653 |
258
+ | 0.6733 | 186.0 | 125364 | 0.9037 | 0.3724 | 0.7205 | 0.335 | 0.2338 | 0.4345 | 0.5274 | 0.1255 | 0.4145 | 0.5277 | 0.381 | 0.58 | 0.6888 | 0.2312 | 0.4914 | 0.5429 | 0.6345 | 0.3431 | 0.4573 |
259
+ | 0.6797 | 187.0 | 126038 | 0.9226 | 0.3715 | 0.7261 | 0.3296 | 0.2249 | 0.4362 | 0.5249 | 0.1272 | 0.4086 | 0.5195 | 0.3645 | 0.5731 | 0.6792 | 0.236 | 0.4852 | 0.5436 | 0.6304 | 0.335 | 0.4428 |
260
+ | 0.6737 | 188.0 | 126712 | 0.8917 | 0.3766 | 0.7257 | 0.3377 | 0.2381 | 0.4389 | 0.5243 | 0.1255 | 0.4144 | 0.5284 | 0.3752 | 0.5831 | 0.6806 | 0.2334 | 0.4845 | 0.5425 | 0.6377 | 0.3538 | 0.4628 |
261
+ | 0.6622 | 189.0 | 127386 | 0.9061 | 0.3755 | 0.724 | 0.3462 | 0.2286 | 0.4403 | 0.5293 | 0.1263 | 0.4124 | 0.525 | 0.369 | 0.5837 | 0.6843 | 0.2445 | 0.4921 | 0.5385 | 0.6268 | 0.3435 | 0.456 |
262
+ | 0.6732 | 190.0 | 128060 | 0.9081 | 0.3662 | 0.7146 | 0.3294 | 0.2195 | 0.431 | 0.5138 | 0.128 | 0.4042 | 0.5206 | 0.3688 | 0.5747 | 0.6761 | 0.2282 | 0.4845 | 0.5328 | 0.6258 | 0.3374 | 0.4516 |
263
+ | 0.6593 | 191.0 | 128734 | 0.8968 | 0.3729 | 0.7255 | 0.3414 | 0.226 | 0.4377 | 0.5332 | 0.1278 | 0.4121 | 0.5279 | 0.3801 | 0.5818 | 0.6885 | 0.2371 | 0.4925 | 0.545 | 0.6382 | 0.3365 | 0.453 |
264
+ | 0.6631 | 192.0 | 129408 | 0.8903 | 0.3765 | 0.7278 | 0.3313 | 0.2312 | 0.4327 | 0.5252 | 0.1283 | 0.4148 | 0.5279 | 0.376 | 0.576 | 0.6854 | 0.2363 | 0.4896 | 0.5477 | 0.6374 | 0.3455 | 0.4567 |
265
+ | 0.6583 | 193.0 | 130082 | 0.8890 | 0.379 | 0.727 | 0.342 | 0.242 | 0.4362 | 0.5392 | 0.1272 | 0.4163 | 0.5286 | 0.3787 | 0.5779 | 0.6999 | 0.2451 | 0.4891 | 0.5476 | 0.6426 | 0.3442 | 0.4542 |
266
+ | 0.6583 | 194.0 | 130756 | 0.9139 | 0.3624 | 0.7256 | 0.3182 | 0.2216 | 0.4211 | 0.5211 | 0.1232 | 0.4034 | 0.5126 | 0.3521 | 0.563 | 0.6929 | 0.2344 | 0.4739 | 0.5179 | 0.6201 | 0.3348 | 0.4439 |
267
+ | 0.6638 | 195.0 | 131430 | 0.9190 | 0.3627 | 0.7174 | 0.3231 | 0.2262 | 0.4209 | 0.5235 | 0.1263 | 0.4019 | 0.5129 | 0.359 | 0.5644 | 0.6883 | 0.2314 | 0.4791 | 0.5241 | 0.6188 | 0.3327 | 0.4408 |
268
+ | 0.656 | 196.0 | 132104 | 0.9119 | 0.3735 | 0.7141 | 0.3528 | 0.2262 | 0.4352 | 0.5194 | 0.1282 | 0.4069 | 0.5195 | 0.3663 | 0.5683 | 0.6813 | 0.2313 | 0.4716 | 0.5328 | 0.6234 | 0.3565 | 0.4636 |
269
+ | 0.6591 | 197.0 | 132778 | 0.9007 | 0.3758 | 0.7205 | 0.3428 | 0.2362 | 0.4328 | 0.5218 | 0.1281 | 0.413 | 0.5261 | 0.3806 | 0.5708 | 0.6915 | 0.2337 | 0.4859 | 0.54 | 0.6309 | 0.3535 | 0.4616 |
270
+ | 0.6579 | 198.0 | 133452 | 0.9165 | 0.3727 | 0.7219 | 0.3365 | 0.2271 | 0.4335 | 0.5244 | 0.1263 | 0.4101 | 0.5182 | 0.3628 | 0.5737 | 0.6931 | 0.2417 | 0.4814 | 0.5356 | 0.624 | 0.3409 | 0.4492 |
271
+ | 0.6506 | 199.0 | 134126 | 0.9074 | 0.3708 | 0.7188 | 0.3439 | 0.229 | 0.4328 | 0.518 | 0.1261 | 0.4145 | 0.5196 | 0.3716 | 0.5689 | 0.6889 | 0.2289 | 0.4773 | 0.5439 | 0.6348 | 0.3396 | 0.4465 |
272
+ | 0.6562 | 200.0 | 134800 | 0.8944 | 0.3742 | 0.724 | 0.3406 | 0.2332 | 0.4334 | 0.5212 | 0.1246 | 0.4132 | 0.5188 | 0.3672 | 0.5666 | 0.6823 | 0.2273 | 0.4663 | 0.5397 | 0.6309 | 0.3555 | 0.4592 |
273
+ | 0.6485 | 201.0 | 135474 | 0.8983 | 0.3768 | 0.7315 | 0.3439 | 0.2339 | 0.4421 | 0.5188 | 0.1247 | 0.4105 | 0.5222 | 0.3704 | 0.576 | 0.6861 | 0.2288 | 0.4705 | 0.5481 | 0.6333 | 0.3535 | 0.4629 |
274
+ | 0.6583 | 202.0 | 136148 | 0.9362 | 0.3545 | 0.7029 | 0.3156 | 0.2045 | 0.435 | 0.5097 | 0.1218 | 0.3976 | 0.5059 | 0.3352 | 0.5695 | 0.689 | 0.2187 | 0.4677 | 0.5367 | 0.6275 | 0.308 | 0.4224 |
275
+ | 0.6458 | 203.0 | 136822 | 0.9076 | 0.3721 | 0.7188 | 0.3398 | 0.2239 | 0.4348 | 0.5193 | 0.1264 | 0.4102 | 0.5206 | 0.3566 | 0.5785 | 0.6935 | 0.237 | 0.4825 | 0.5397 | 0.6268 | 0.3396 | 0.4524 |
276
+ | 0.642 | 204.0 | 137496 | 0.9140 | 0.3664 | 0.7155 | 0.3346 | 0.2231 | 0.4351 | 0.5212 | 0.1268 | 0.402 | 0.5144 | 0.3449 | 0.5804 | 0.6941 | 0.2359 | 0.4738 | 0.5383 | 0.6278 | 0.325 | 0.4416 |
277
+ | 0.645 | 205.0 | 138170 | 0.9019 | 0.3747 | 0.7289 | 0.3457 | 0.2277 | 0.4403 | 0.5268 | 0.128 | 0.4096 | 0.5228 | 0.3615 | 0.578 | 0.6981 | 0.2339 | 0.4745 | 0.5421 | 0.6348 | 0.3481 | 0.4591 |
278
+ | 0.6376 | 206.0 | 138844 | 0.9077 | 0.3733 | 0.7243 | 0.3436 | 0.2337 | 0.4348 | 0.5275 | 0.1276 | 0.4098 | 0.521 | 0.3716 | 0.5731 | 0.6874 | 0.2361 | 0.4762 | 0.5498 | 0.6382 | 0.3339 | 0.4486 |
279
+ | 0.6416 | 207.0 | 139518 | 0.8914 | 0.3792 | 0.7295 | 0.3545 | 0.2456 | 0.4348 | 0.526 | 0.1272 | 0.4187 | 0.528 | 0.382 | 0.5725 | 0.6948 | 0.2371 | 0.4843 | 0.5529 | 0.6423 | 0.3476 | 0.4574 |
280
+ | 0.634 | 208.0 | 140192 | 0.9061 | 0.3661 | 0.7218 | 0.3271 | 0.2207 | 0.4298 | 0.5096 | 0.1269 | 0.408 | 0.5211 | 0.3669 | 0.5752 | 0.6809 | 0.2261 | 0.4814 | 0.5357 | 0.6304 | 0.3364 | 0.4516 |
281
+ | 0.6335 | 209.0 | 140866 | 0.9002 | 0.3677 | 0.7281 | 0.3289 | 0.2329 | 0.4282 | 0.5194 | 0.1267 | 0.41 | 0.5199 | 0.3611 | 0.5716 | 0.6987 | 0.229 | 0.4828 | 0.5356 | 0.6281 | 0.3385 | 0.4489 |
282
+ | 0.6302 | 210.0 | 141540 | 0.8955 | 0.3767 | 0.7324 | 0.3432 | 0.2384 | 0.4333 | 0.5291 | 0.1286 | 0.4173 | 0.5256 | 0.37 | 0.5764 | 0.6883 | 0.2367 | 0.4767 | 0.5399 | 0.634 | 0.3535 | 0.4661 |
283
+ | 0.6199 | 211.0 | 142214 | 0.8979 | 0.3792 | 0.7353 | 0.3472 | 0.2463 | 0.4402 | 0.5101 | 0.1286 | 0.4187 | 0.5344 | 0.3821 | 0.587 | 0.6946 | 0.2419 | 0.4995 | 0.5421 | 0.6423 | 0.3536 | 0.4613 |
284
+ | 0.6164 | 212.0 | 142888 | 0.9057 | 0.3743 | 0.7306 | 0.3464 | 0.2374 | 0.4365 | 0.5114 | 0.1249 | 0.4148 | 0.5255 | 0.3746 | 0.5769 | 0.6919 | 0.2353 | 0.4806 | 0.5378 | 0.6382 | 0.3499 | 0.4576 |
285
+ | 0.6184 | 213.0 | 143562 | 0.8919 | 0.3785 | 0.7338 | 0.3531 | 0.2407 | 0.4394 | 0.5215 | 0.126 | 0.4164 | 0.5291 | 0.3779 | 0.5812 | 0.6906 | 0.2349 | 0.4909 | 0.5465 | 0.6356 | 0.354 | 0.4609 |
286
+ | 0.6234 | 214.0 | 144236 | 0.8890 | 0.3816 | 0.7378 | 0.3565 | 0.2538 | 0.4348 | 0.5286 | 0.1284 | 0.4164 | 0.5276 | 0.3801 | 0.5707 | 0.6903 | 0.2303 | 0.4743 | 0.548 | 0.6379 | 0.3666 | 0.4705 |
287
+ | 0.6244 | 215.0 | 144910 | 0.8916 | 0.3801 | 0.7309 | 0.3586 | 0.2515 | 0.4337 | 0.5222 | 0.1273 | 0.4161 | 0.5272 | 0.3785 | 0.5734 | 0.6925 | 0.2393 | 0.4847 | 0.5506 | 0.6377 | 0.3505 | 0.4592 |
288
+ | 0.6212 | 216.0 | 145584 | 0.8984 | 0.3805 | 0.7294 | 0.3514 | 0.2475 | 0.4363 | 0.531 | 0.1294 | 0.4138 | 0.5258 | 0.3819 | 0.5675 | 0.6996 | 0.2388 | 0.4833 | 0.5439 | 0.631 | 0.359 | 0.463 |
289
+ | 0.6106 | 217.0 | 146258 | 0.9122 | 0.3752 | 0.7228 | 0.3512 | 0.2492 | 0.4295 | 0.5183 | 0.1277 | 0.4091 | 0.5252 | 0.3776 | 0.566 | 0.6972 | 0.2253 | 0.472 | 0.5393 | 0.6381 | 0.3611 | 0.4656 |
290
+ | 0.6127 | 218.0 | 146932 | 0.9043 | 0.3769 | 0.7289 | 0.3432 | 0.2501 | 0.4359 | 0.5198 | 0.1276 | 0.4136 | 0.5258 | 0.3742 | 0.5754 | 0.6971 | 0.2261 | 0.4739 | 0.55 | 0.6426 | 0.3546 | 0.461 |
291
+ | 0.6144 | 219.0 | 147606 | 0.9077 | 0.3753 | 0.7305 | 0.353 | 0.2416 | 0.4368 | 0.5205 | 0.1239 | 0.4126 | 0.5235 | 0.3673 | 0.5754 | 0.6903 | 0.2299 | 0.4759 | 0.5387 | 0.6297 | 0.3573 | 0.4649 |
292
+ | 0.6064 | 220.0 | 148280 | 0.9145 | 0.374 | 0.724 | 0.3392 | 0.2351 | 0.433 | 0.5212 | 0.1272 | 0.4096 | 0.522 | 0.3685 | 0.5661 | 0.6911 | 0.2267 | 0.474 | 0.5437 | 0.632 | 0.3516 | 0.4599 |
293
+ | 0.6065 | 221.0 | 148954 | 0.9038 | 0.3782 | 0.7305 | 0.3471 | 0.2464 | 0.4333 | 0.5142 | 0.1262 | 0.4136 | 0.5246 | 0.3772 | 0.5685 | 0.6769 | 0.2269 | 0.4705 | 0.5441 | 0.6359 | 0.3638 | 0.4673 |
294
+ | 0.605 | 222.0 | 149628 | 0.8916 | 0.3832 | 0.7358 | 0.3534 | 0.2518 | 0.4397 | 0.5256 | 0.1281 | 0.4174 | 0.5328 | 0.3852 | 0.5803 | 0.6891 | 0.2352 | 0.4867 | 0.5463 | 0.6404 | 0.368 | 0.4712 |
295
+ | 0.5999 | 223.0 | 150302 | 0.9010 | 0.3852 | 0.734 | 0.3557 | 0.2555 | 0.4468 | 0.5187 | 0.1294 | 0.4188 | 0.5302 | 0.3862 | 0.5785 | 0.6829 | 0.2343 | 0.4771 | 0.5534 | 0.6456 | 0.3678 | 0.468 |
296
+ | 0.6048 | 224.0 | 150976 | 0.8917 | 0.3858 | 0.7325 | 0.3647 | 0.2535 | 0.4433 | 0.5283 | 0.1274 | 0.4161 | 0.529 | 0.3763 | 0.5772 | 0.6994 | 0.231 | 0.4721 | 0.5566 | 0.6443 | 0.3699 | 0.4706 |
297
+ | 0.5953 | 225.0 | 151650 | 0.9025 | 0.3826 | 0.7318 | 0.3538 | 0.2447 | 0.4434 | 0.5207 | 0.1265 | 0.4142 | 0.5255 | 0.3736 | 0.5753 | 0.684 | 0.2342 | 0.4759 | 0.5501 | 0.6337 | 0.3635 | 0.4671 |
298
+ | 0.6101 | 226.0 | 152324 | 0.9039 | 0.3783 | 0.7278 | 0.3559 | 0.2389 | 0.441 | 0.5256 | 0.1265 | 0.4129 | 0.5224 | 0.3613 | 0.5761 | 0.6851 | 0.2272 | 0.4715 | 0.5495 | 0.6395 | 0.3581 | 0.4563 |
299
+ | 0.593 | 227.0 | 152998 | 0.9035 | 0.3825 | 0.7304 | 0.3535 | 0.2473 | 0.4413 | 0.5247 | 0.1281 | 0.4172 | 0.528 | 0.3757 | 0.5769 | 0.692 | 0.2391 | 0.4802 | 0.5464 | 0.6382 | 0.362 | 0.4656 |
300
+ | 0.5995 | 228.0 | 153672 | 0.9083 | 0.3794 | 0.7297 | 0.3441 | 0.2496 | 0.4342 | 0.5178 | 0.1264 | 0.4142 | 0.5297 | 0.3819 | 0.5773 | 0.697 | 0.2295 | 0.4837 | 0.5461 | 0.6358 | 0.3627 | 0.4697 |
301
+ | 0.6016 | 229.0 | 154346 | 0.9108 | 0.3741 | 0.7277 | 0.3384 | 0.2429 | 0.4316 | 0.5104 | 0.1268 | 0.4109 | 0.5229 | 0.3762 | 0.5719 | 0.6881 | 0.2325 | 0.4785 | 0.5422 | 0.6325 | 0.3476 | 0.4576 |
302
+ | 0.6008 | 230.0 | 155020 | 0.8996 | 0.3818 | 0.736 | 0.3452 | 0.2521 | 0.4341 | 0.517 | 0.1302 | 0.417 | 0.531 | 0.3928 | 0.5695 | 0.6946 | 0.2347 | 0.4781 | 0.5473 | 0.6371 | 0.3634 | 0.4779 |
303
+ | 0.6038 | 231.0 | 155694 | 0.9017 | 0.3782 | 0.7279 | 0.3403 | 0.252 | 0.4353 | 0.5178 | 0.1282 | 0.4137 | 0.527 | 0.3819 | 0.574 | 0.6874 | 0.2281 | 0.4774 | 0.5509 | 0.6412 | 0.3558 | 0.4623 |
304
+ | 0.5983 | 232.0 | 156368 | 0.9024 | 0.3801 | 0.7262 | 0.3458 | 0.251 | 0.436 | 0.5109 | 0.1268 | 0.4129 | 0.5299 | 0.3872 | 0.5748 | 0.6814 | 0.2292 | 0.475 | 0.5488 | 0.6404 | 0.3624 | 0.4742 |
305
+ | 0.5905 | 233.0 | 157042 | 0.9003 | 0.3828 | 0.7349 | 0.3451 | 0.2498 | 0.4389 | 0.5156 | 0.1264 | 0.4143 | 0.5283 | 0.3861 | 0.572 | 0.6823 | 0.2307 | 0.467 | 0.5504 | 0.6399 | 0.3672 | 0.478 |
306
+ | 0.5894 | 234.0 | 157716 | 0.9006 | 0.3848 | 0.7332 | 0.3529 | 0.2483 | 0.4449 | 0.515 | 0.1285 | 0.4164 | 0.5325 | 0.3851 | 0.5786 | 0.6782 | 0.2381 | 0.4815 | 0.5471 | 0.6387 | 0.3692 | 0.4773 |
307
+ | 0.5891 | 235.0 | 158390 | 0.9039 | 0.3845 | 0.7311 | 0.3574 | 0.2565 | 0.4386 | 0.5118 | 0.127 | 0.4189 | 0.5309 | 0.3932 | 0.5725 | 0.6872 | 0.2312 | 0.4731 | 0.5522 | 0.6446 | 0.37 | 0.4751 |
308
+ | 0.5845 | 236.0 | 159064 | 0.9055 | 0.3826 | 0.7323 | 0.351 | 0.2473 | 0.4424 | 0.5204 | 0.1241 | 0.4151 | 0.5313 | 0.3756 | 0.5821 | 0.6938 | 0.2331 | 0.4807 | 0.5502 | 0.6392 | 0.3646 | 0.474 |
309
+ | 0.5811 | 237.0 | 159738 | 0.9109 | 0.3768 | 0.7261 | 0.3539 | 0.2417 | 0.4402 | 0.5118 | 0.1262 | 0.411 | 0.5232 | 0.3657 | 0.5761 | 0.6883 | 0.2244 | 0.4677 | 0.5466 | 0.6335 | 0.3595 | 0.4684 |
310
+ | 0.5785 | 238.0 | 160412 | 0.9032 | 0.3791 | 0.7253 | 0.3562 | 0.2531 | 0.4382 | 0.5054 | 0.1263 | 0.4121 | 0.5284 | 0.393 | 0.5749 | 0.6746 | 0.2231 | 0.4726 | 0.5486 | 0.6374 | 0.3656 | 0.4753 |
311
+ | 0.5866 | 239.0 | 161086 | 0.9085 | 0.3743 | 0.7325 | 0.3389 | 0.2456 | 0.4301 | 0.5144 | 0.1268 | 0.4135 | 0.522 | 0.3788 | 0.5718 | 0.6829 | 0.2286 | 0.4706 | 0.5401 | 0.6302 | 0.3543 | 0.4652 |
312
+ | 0.5908 | 240.0 | 161760 | 0.9156 | 0.3757 | 0.7338 | 0.3459 | 0.2458 | 0.432 | 0.5066 | 0.1263 | 0.4156 | 0.5235 | 0.3777 | 0.5742 | 0.6814 | 0.229 | 0.4719 | 0.5447 | 0.6348 | 0.3534 | 0.4637 |
313
+ | 0.5843 | 241.0 | 162434 | 0.8990 | 0.38 | 0.7358 | 0.3539 | 0.2485 | 0.4353 | 0.5192 | 0.1276 | 0.4188 | 0.5282 | 0.3842 | 0.574 | 0.6908 | 0.2277 | 0.4747 | 0.5488 | 0.6356 | 0.3636 | 0.4743 |
314
+ | 0.5841 | 242.0 | 163108 | 0.9133 | 0.3761 | 0.7327 | 0.3518 | 0.2414 | 0.4367 | 0.5116 | 0.125 | 0.4145 | 0.5197 | 0.3697 | 0.5767 | 0.6742 | 0.2283 | 0.4676 | 0.5466 | 0.6366 | 0.3535 | 0.455 |
315
+ | 0.5883 | 243.0 | 163782 | 0.9081 | 0.3795 | 0.73 | 0.356 | 0.2472 | 0.4382 | 0.5136 | 0.1274 | 0.4129 | 0.5223 | 0.3721 | 0.5705 | 0.6814 | 0.2296 | 0.4674 | 0.554 | 0.6404 | 0.3548 | 0.4591 |
316
+ | 0.5741 | 244.0 | 164456 | 0.9041 | 0.3845 | 0.7383 | 0.3598 | 0.2517 | 0.4437 | 0.5126 | 0.1285 | 0.4208 | 0.5279 | 0.3797 | 0.578 | 0.6758 | 0.2331 | 0.4744 | 0.5538 | 0.6394 | 0.3665 | 0.47 |
317
+ | 0.5839 | 245.0 | 165130 | 0.9027 | 0.382 | 0.7323 | 0.3539 | 0.2607 | 0.4403 | 0.5048 | 0.1261 | 0.4175 | 0.5302 | 0.3897 | 0.5764 | 0.674 | 0.2281 | 0.4743 | 0.5503 | 0.6418 | 0.3677 | 0.4746 |
318
+ | 0.5669 | 246.0 | 165804 | 0.9144 | 0.3816 | 0.7337 | 0.3596 | 0.2587 | 0.4368 | 0.5101 | 0.1277 | 0.4128 | 0.5238 | 0.3818 | 0.5669 | 0.68 | 0.2283 | 0.463 | 0.5459 | 0.6324 | 0.3706 | 0.476 |
319
+ | 0.5771 | 247.0 | 166478 | 0.9048 | 0.3818 | 0.7276 | 0.3603 | 0.2577 | 0.4396 | 0.5212 | 0.1264 | 0.4165 | 0.5268 | 0.3825 | 0.574 | 0.6893 | 0.2287 | 0.4717 | 0.553 | 0.6425 | 0.3636 | 0.4662 |
320
+ | 0.5851 | 248.0 | 167152 | 0.9139 | 0.3793 | 0.7331 | 0.3533 | 0.2543 | 0.4351 | 0.5104 | 0.1269 | 0.415 | 0.5264 | 0.382 | 0.5715 | 0.6781 | 0.2268 | 0.4681 | 0.5443 | 0.6376 | 0.3669 | 0.4735 |
321
+ | 0.5684 | 249.0 | 167826 | 0.8998 | 0.3822 | 0.7374 | 0.3526 | 0.2568 | 0.4417 | 0.5165 | 0.1283 | 0.4177 | 0.5276 | 0.3771 | 0.5759 | 0.6864 | 0.2305 | 0.4711 | 0.5516 | 0.6402 | 0.3644 | 0.4714 |
322
+ | 0.564 | 250.0 | 168500 | 0.9078 | 0.3795 | 0.7386 | 0.3467 | 0.2538 | 0.4363 | 0.5131 | 0.1261 | 0.4178 | 0.5264 | 0.3853 | 0.5691 | 0.6765 | 0.2281 | 0.4708 | 0.5432 | 0.6379 | 0.3671 | 0.4705 |
323
+ | 0.5688 | 251.0 | 169174 | 0.9198 | 0.3779 | 0.734 | 0.3454 | 0.2513 | 0.4354 | 0.5152 | 0.1269 | 0.4178 | 0.5282 | 0.3862 | 0.5744 | 0.6821 | 0.2283 | 0.473 | 0.5443 | 0.6428 | 0.3612 | 0.4687 |
324
+ | 0.5773 | 252.0 | 169848 | 0.9195 | 0.3769 | 0.7389 | 0.3388 | 0.248 | 0.4372 | 0.5128 | 0.1258 | 0.4159 | 0.5205 | 0.3782 | 0.5665 | 0.6794 | 0.2311 | 0.4646 | 0.5473 | 0.6425 | 0.3524 | 0.4543 |
325
+ | 0.5603 | 253.0 | 170522 | 0.9128 | 0.3841 | 0.7364 | 0.353 | 0.2535 | 0.4425 | 0.5187 | 0.1278 | 0.4199 | 0.5279 | 0.3786 | 0.5801 | 0.6824 | 0.2353 | 0.4714 | 0.55 | 0.6407 | 0.3671 | 0.4717 |
326
+ | 0.5569 | 254.0 | 171196 | 0.9131 | 0.3806 | 0.734 | 0.3413 | 0.2513 | 0.4402 | 0.5118 | 0.1266 | 0.4143 | 0.5273 | 0.3837 | 0.5719 | 0.685 | 0.2292 | 0.4679 | 0.5454 | 0.6381 | 0.3671 | 0.4759 |
327
+ | 0.5582 | 255.0 | 171870 | 0.9064 | 0.3798 | 0.7373 | 0.3469 | 0.2539 | 0.4373 | 0.5106 | 0.1269 | 0.4175 | 0.527 | 0.386 | 0.5725 | 0.6794 | 0.2277 | 0.4681 | 0.5465 | 0.6395 | 0.3654 | 0.4734 |
328
+ | 0.5619 | 256.0 | 172544 | 0.9147 | 0.3749 | 0.7309 | 0.3352 | 0.2434 | 0.4374 | 0.5114 | 0.1263 | 0.4134 | 0.5233 | 0.3721 | 0.5777 | 0.6883 | 0.2268 | 0.473 | 0.5444 | 0.6377 | 0.3534 | 0.4592 |
329
+ | 0.5491 | 257.0 | 173218 | 0.9117 | 0.3787 | 0.7377 | 0.3439 | 0.2519 | 0.4378 | 0.5095 | 0.1261 | 0.4145 | 0.5237 | 0.3818 | 0.5709 | 0.6749 | 0.2289 | 0.4665 | 0.5411 | 0.6342 | 0.3662 | 0.4703 |
330
+ | 0.5609 | 258.0 | 173892 | 0.9110 | 0.38 | 0.7362 | 0.3517 | 0.2572 | 0.4346 | 0.5069 | 0.1272 | 0.4178 | 0.5287 | 0.3893 | 0.5737 | 0.6796 | 0.2239 | 0.4717 | 0.5476 | 0.6373 | 0.3683 | 0.4772 |
331
+ | 0.5608 | 259.0 | 174566 | 0.9192 | 0.3803 | 0.733 | 0.3532 | 0.2543 | 0.438 | 0.5147 | 0.1282 | 0.4131 | 0.5252 | 0.3841 | 0.5746 | 0.6789 | 0.2284 | 0.4698 | 0.5473 | 0.6356 | 0.3653 | 0.4703 |
332
+ | 0.5488 | 260.0 | 175240 | 0.9231 | 0.3787 | 0.7325 | 0.3526 | 0.2544 | 0.4336 | 0.5085 | 0.1259 | 0.4142 | 0.5245 | 0.3774 | 0.5752 | 0.676 | 0.2259 | 0.4662 | 0.5464 | 0.6373 | 0.3638 | 0.47 |
333
+ | 0.5537 | 261.0 | 175914 | 0.9194 | 0.3812 | 0.7324 | 0.3557 | 0.2541 | 0.4402 | 0.5081 | 0.1279 | 0.4148 | 0.5255 | 0.3795 | 0.5774 | 0.675 | 0.2248 | 0.467 | 0.5531 | 0.6377 | 0.3657 | 0.4718 |
334
+ | 0.5564 | 262.0 | 176588 | 0.9197 | 0.3788 | 0.7362 | 0.3527 | 0.2536 | 0.4364 | 0.4998 | 0.1258 | 0.4153 | 0.5257 | 0.3871 | 0.5697 | 0.6747 | 0.2242 | 0.4677 | 0.5509 | 0.6394 | 0.3614 | 0.47 |
335
+ | 0.5532 | 263.0 | 177262 | 0.9117 | 0.3835 | 0.7387 | 0.3575 | 0.2585 | 0.44 | 0.5066 | 0.1292 | 0.4155 | 0.5284 | 0.3912 | 0.5752 | 0.6743 | 0.227 | 0.466 | 0.5517 | 0.642 | 0.3717 | 0.4771 |
336
+ | 0.5501 | 264.0 | 177936 | 0.9117 | 0.3831 | 0.737 | 0.3573 | 0.2586 | 0.4375 | 0.5138 | 0.1275 | 0.416 | 0.5328 | 0.3923 | 0.5765 | 0.6873 | 0.2265 | 0.4731 | 0.553 | 0.6469 | 0.3697 | 0.4784 |
337
+ | 0.5519 | 265.0 | 178610 | 0.9051 | 0.3855 | 0.7399 | 0.3554 | 0.2626 | 0.4415 | 0.5101 | 0.1275 | 0.4201 | 0.5323 | 0.3928 | 0.5774 | 0.6804 | 0.229 | 0.4731 | 0.5537 | 0.6436 | 0.3738 | 0.4801 |
338
+ | 0.5478 | 266.0 | 179284 | 0.9123 | 0.3821 | 0.7381 | 0.3549 | 0.262 | 0.4349 | 0.5107 | 0.1266 | 0.4163 | 0.5281 | 0.389 | 0.573 | 0.6788 | 0.2271 | 0.4681 | 0.5497 | 0.6431 | 0.3693 | 0.4732 |
339
+ | 0.5422 | 267.0 | 179958 | 0.9016 | 0.3846 | 0.7381 | 0.3615 | 0.2598 | 0.4407 | 0.5119 | 0.1274 | 0.4176 | 0.5319 | 0.3914 | 0.5759 | 0.6841 | 0.2309 | 0.4766 | 0.5538 | 0.6458 | 0.369 | 0.4735 |
340
+ | 0.5456 | 268.0 | 180632 | 0.9068 | 0.3805 | 0.7432 | 0.3565 | 0.255 | 0.4402 | 0.5109 | 0.1249 | 0.4153 | 0.5283 | 0.3857 | 0.5772 | 0.6814 | 0.228 | 0.4686 | 0.5493 | 0.6435 | 0.3641 | 0.4728 |
341
+ | 0.5437 | 269.0 | 181306 | 0.9086 | 0.3857 | 0.7369 | 0.3653 | 0.2638 | 0.4417 | 0.5143 | 0.127 | 0.4208 | 0.5346 | 0.399 | 0.5765 | 0.6837 | 0.2299 | 0.4749 | 0.555 | 0.6469 | 0.3722 | 0.4819 |
342
+ | 0.5434 | 270.0 | 181980 | 0.9111 | 0.3857 | 0.7317 | 0.3581 | 0.2621 | 0.4418 | 0.514 | 0.1275 | 0.4184 | 0.533 | 0.3985 | 0.5762 | 0.6832 | 0.2273 | 0.4755 | 0.5591 | 0.6461 | 0.3707 | 0.4773 |
343
+ | 0.5399 | 271.0 | 182654 | 0.9117 | 0.3852 | 0.7334 | 0.3725 | 0.2581 | 0.4434 | 0.5179 | 0.1261 | 0.4158 | 0.5297 | 0.3901 | 0.5793 | 0.6801 | 0.2278 | 0.4728 | 0.5549 | 0.6444 | 0.3729 | 0.4718 |
344
+ | 0.541 | 272.0 | 183328 | 0.9128 | 0.3848 | 0.7407 | 0.3626 | 0.2629 | 0.4378 | 0.5165 | 0.1264 | 0.4152 | 0.529 | 0.3942 | 0.5711 | 0.6816 | 0.2277 | 0.4705 | 0.5499 | 0.6361 | 0.3769 | 0.4805 |
345
+ | 0.541 | 273.0 | 184002 | 0.9104 | 0.3815 | 0.738 | 0.3528 | 0.2531 | 0.4414 | 0.515 | 0.1252 | 0.4136 | 0.5265 | 0.3873 | 0.5768 | 0.6756 | 0.2264 | 0.4657 | 0.5515 | 0.6446 | 0.3667 | 0.4693 |
346
+ | 0.5458 | 274.0 | 184676 | 0.9146 | 0.3815 | 0.7338 | 0.3556 | 0.2569 | 0.4376 | 0.5106 | 0.1261 | 0.4162 | 0.5274 | 0.3958 | 0.572 | 0.6762 | 0.2288 | 0.47 | 0.5431 | 0.6381 | 0.3725 | 0.4741 |
347
+ | 0.5398 | 275.0 | 185350 | 0.9026 | 0.384 | 0.7397 | 0.3512 | 0.2604 | 0.4374 | 0.5195 | 0.1272 | 0.4169 | 0.5298 | 0.3935 | 0.5711 | 0.6844 | 0.2327 | 0.473 | 0.5473 | 0.6399 | 0.372 | 0.4765 |
348
+ | 0.5339 | 276.0 | 186024 | 0.9063 | 0.3833 | 0.738 | 0.3634 | 0.2556 | 0.4397 | 0.5105 | 0.1267 | 0.4158 | 0.5305 | 0.3922 | 0.574 | 0.6797 | 0.2265 | 0.4716 | 0.5486 | 0.6404 | 0.3748 | 0.4795 |
349
+ | 0.5282 | 277.0 | 186698 | 0.9073 | 0.386 | 0.7391 | 0.3663 | 0.2609 | 0.4413 | 0.5116 | 0.1275 | 0.4172 | 0.5305 | 0.3942 | 0.5715 | 0.6795 | 0.2294 | 0.4692 | 0.554 | 0.6446 | 0.3746 | 0.4776 |
350
+ | 0.5423 | 278.0 | 187372 | 0.9045 | 0.3867 | 0.7398 | 0.36 | 0.2636 | 0.4412 | 0.5124 | 0.127 | 0.4183 | 0.5323 | 0.3981 | 0.571 | 0.6795 | 0.2298 | 0.471 | 0.5531 | 0.644 | 0.3771 | 0.4819 |
351
+ | 0.5296 | 279.0 | 188046 | 0.9049 | 0.3867 | 0.7468 | 0.3621 | 0.264 | 0.4407 | 0.5167 | 0.1266 | 0.4196 | 0.5333 | 0.3981 | 0.5736 | 0.6798 | 0.2331 | 0.4748 | 0.5506 | 0.6436 | 0.3763 | 0.4816 |
352
+ | 0.5339 | 280.0 | 188720 | 0.9117 | 0.3857 | 0.7354 | 0.3608 | 0.2623 | 0.4415 | 0.5133 | 0.1276 | 0.4172 | 0.5311 | 0.3953 | 0.5725 | 0.6816 | 0.2287 | 0.4731 | 0.5517 | 0.6425 | 0.3766 | 0.4778 |
353
+ | 0.5259 | 281.0 | 189394 | 0.9092 | 0.3833 | 0.7353 | 0.36 | 0.2564 | 0.4394 | 0.5153 | 0.1272 | 0.4161 | 0.5277 | 0.3877 | 0.5715 | 0.6781 | 0.2285 | 0.4688 | 0.5474 | 0.6382 | 0.3738 | 0.4759 |
354
+ | 0.5275 | 282.0 | 190068 | 0.9104 | 0.3845 | 0.741 | 0.3689 | 0.2601 | 0.438 | 0.5141 | 0.1264 | 0.4168 | 0.5289 | 0.3933 | 0.5723 | 0.6767 | 0.2284 | 0.4676 | 0.5509 | 0.6425 | 0.3743 | 0.4766 |
355
+ | 0.5268 | 283.0 | 190742 | 0.9081 | 0.3859 | 0.738 | 0.3678 | 0.2598 | 0.4444 | 0.5146 | 0.1266 | 0.4185 | 0.5302 | 0.3935 | 0.5754 | 0.6768 | 0.2289 | 0.472 | 0.5544 | 0.6441 | 0.3745 | 0.4745 |
356
+ | 0.5237 | 284.0 | 191416 | 0.9125 | 0.3861 | 0.7325 | 0.3738 | 0.259 | 0.4446 | 0.5095 | 0.1272 | 0.417 | 0.5293 | 0.3919 | 0.5744 | 0.6754 | 0.2273 | 0.4677 | 0.5563 | 0.6438 | 0.3747 | 0.4764 |
357
+ | 0.5253 | 285.0 | 192090 | 0.9077 | 0.3883 | 0.7366 | 0.3703 | 0.2622 | 0.4486 | 0.5082 | 0.127 | 0.4204 | 0.5323 | 0.3971 | 0.5762 | 0.6777 | 0.2318 | 0.473 | 0.5541 | 0.642 | 0.3791 | 0.482 |
358
+ | 0.5268 | 286.0 | 192764 | 0.9117 | 0.3853 | 0.7372 | 0.3653 | 0.2577 | 0.4442 | 0.5156 | 0.1267 | 0.4189 | 0.528 | 0.3883 | 0.5715 | 0.6773 | 0.2298 | 0.4688 | 0.5514 | 0.6405 | 0.3747 | 0.4747 |
359
+ | 0.5262 | 287.0 | 193438 | 0.9098 | 0.3876 | 0.74 | 0.3726 | 0.2628 | 0.4443 | 0.5129 | 0.1278 | 0.4219 | 0.5313 | 0.3981 | 0.5755 | 0.6766 | 0.2315 | 0.4691 | 0.5544 | 0.6448 | 0.3768 | 0.48 |
360
+ | 0.5134 | 288.0 | 194112 | 0.9101 | 0.3876 | 0.738 | 0.3749 | 0.2624 | 0.4451 | 0.5097 | 0.1285 | 0.4203 | 0.5314 | 0.3971 | 0.5749 | 0.6759 | 0.2324 | 0.4716 | 0.5557 | 0.6462 | 0.3748 | 0.4763 |
361
+ | 0.517 | 289.0 | 194786 | 0.9097 | 0.3868 | 0.7358 | 0.3683 | 0.259 | 0.4456 | 0.5121 | 0.1279 | 0.4201 | 0.5292 | 0.391 | 0.5737 | 0.6775 | 0.2303 | 0.4681 | 0.5537 | 0.6426 | 0.3764 | 0.477 |
362
+ | 0.5329 | 290.0 | 195460 | 0.9063 | 0.3879 | 0.7427 | 0.3717 | 0.2626 | 0.4451 | 0.511 | 0.1285 | 0.4203 | 0.5308 | 0.396 | 0.5746 | 0.6749 | 0.2358 | 0.4705 | 0.5524 | 0.6422 | 0.3754 | 0.4798 |
363
+ | 0.5242 | 291.0 | 196134 | 0.9133 | 0.3847 | 0.737 | 0.3624 | 0.2587 | 0.4437 | 0.5141 | 0.1263 | 0.4171 | 0.5293 | 0.3912 | 0.5744 | 0.6791 | 0.234 | 0.4726 | 0.5506 | 0.6426 | 0.3693 | 0.4726 |
364
+ | 0.5197 | 292.0 | 196808 | 0.9090 | 0.3874 | 0.7402 | 0.37 | 0.2623 | 0.4446 | 0.5092 | 0.1279 | 0.4195 | 0.5322 | 0.3957 | 0.574 | 0.6805 | 0.2318 | 0.4712 | 0.5519 | 0.6436 | 0.3784 | 0.4817 |
365
+ | 0.5233 | 293.0 | 197482 | 0.9104 | 0.3868 | 0.7368 | 0.3642 | 0.2606 | 0.4459 | 0.5108 | 0.1283 | 0.4192 | 0.5304 | 0.3957 | 0.5748 | 0.6757 | 0.2343 | 0.4736 | 0.5525 | 0.641 | 0.3735 | 0.4765 |
366
+ | 0.5232 | 294.0 | 198156 | 0.9099 | 0.3854 | 0.7391 | 0.3618 | 0.2593 | 0.4432 | 0.5122 | 0.1274 | 0.4176 | 0.5297 | 0.3921 | 0.5732 | 0.6796 | 0.2334 | 0.4726 | 0.5501 | 0.6407 | 0.3728 | 0.4759 |
367
+ | 0.5165 | 295.0 | 198830 | 0.9107 | 0.3861 | 0.7392 | 0.3663 | 0.2596 | 0.4431 | 0.5111 | 0.1277 | 0.4185 | 0.531 | 0.3934 | 0.574 | 0.6788 | 0.2312 | 0.4702 | 0.5519 | 0.6418 | 0.3753 | 0.4809 |
368
+ | 0.5185 | 296.0 | 199504 | 0.9077 | 0.3881 | 0.7402 | 0.3758 | 0.2655 | 0.4413 | 0.5179 | 0.1282 | 0.4188 | 0.5318 | 0.3961 | 0.5731 | 0.6811 | 0.2326 | 0.4707 | 0.5531 | 0.6433 | 0.3785 | 0.4814 |
369
+ | 0.5174 | 297.0 | 200178 | 0.9074 | 0.3878 | 0.7416 | 0.3717 | 0.2635 | 0.4442 | 0.5143 | 0.129 | 0.4187 | 0.5309 | 0.3949 | 0.5737 | 0.6793 | 0.2335 | 0.4702 | 0.552 | 0.6413 | 0.3779 | 0.4813 |
370
+ | 0.5228 | 298.0 | 200852 | 0.9071 | 0.3875 | 0.7411 | 0.3668 | 0.2637 | 0.4431 | 0.5118 | 0.1283 | 0.4186 | 0.5321 | 0.398 | 0.5731 | 0.6765 | 0.2328 | 0.4717 | 0.5523 | 0.6425 | 0.3775 | 0.4821 |
371
+ | 0.5159 | 299.0 | 201526 | 0.9071 | 0.3879 | 0.7416 | 0.3684 | 0.2634 | 0.4435 | 0.5135 | 0.1286 | 0.419 | 0.5322 | 0.3969 | 0.5741 | 0.6773 | 0.2325 | 0.4706 | 0.553 | 0.6415 | 0.3782 | 0.4844 |
372
+ | 0.5213 | 300.0 | 202200 | 0.9075 | 0.3883 | 0.7422 | 0.3707 | 0.2639 | 0.4432 | 0.5149 | 0.1286 | 0.419 | 0.5325 | 0.3975 | 0.5729 | 0.68 | 0.2322 | 0.4708 | 0.5547 | 0.6431 | 0.3779 | 0.4834 |
373
+
374
+
375
+ ### Framework versions
376
+
377
+ - Transformers 4.46.0
378
+ - Pytorch 2.2.1+cu121
379
+ - Datasets 2.19.1
380
+ - Tokenizers 0.20.1
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