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detr-resnet-50_finetuned_cppe5

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README.md CHANGED
@@ -15,29 +15,29 @@ should probably proofread and complete it, then remove this comment. -->
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  This model is a fine-tuned version of [facebook/detr-resnet-50](https://huggingface.co/facebook/detr-resnet-50) on an unknown dataset.
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  It achieves the following results on the evaluation set:
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- - Loss: 1.9955
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- - Map: 0.0411
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- - Map 50: 0.0772
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- - Map 75: 0.039
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- - Map Small: 0.0115
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- - Map Medium: 0.0697
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- - Map Large: 0.0393
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- - Mar 1: 0.1019
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- - Mar 10: 0.1856
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- - Mar 100: 0.2512
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- - Mar Small: 0.1753
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- - Mar Medium: 0.198
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- - Mar Large: 0.2287
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- - Map Coverall: 0.1697
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- - Mar 100 Coverall: 0.7308
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- - Map Face Shield: 0.0
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- - Mar 100 Face Shield: 0.0
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- - Map Gloves: 0.0142
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- - Mar 100 Gloves: 0.2446
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- - Map Goggles: 0.0
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- - Mar 100 Goggles: 0.0
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- - Map Mask: 0.0219
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- - Mar 100 Mask: 0.2805
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  ## Model description
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@@ -62,14 +62,112 @@ The following hyperparameters were used during training:
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  - seed: 42
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  - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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  - lr_scheduler_type: linear
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- - num_epochs: 2
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  ### Training results
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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 Coverall | Mar 100 Coverall | Map Face Shield | Mar 100 Face Shield | Map Gloves | Mar 100 Gloves | Map Goggles | Mar 100 Goggles | Map Mask | Mar 100 Mask |
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- |:-------------:|:-----:|:----:|:---------------:|:------:|:------:|:------:|:---------:|:----------:|:---------:|:------:|:------:|:-------:|:---------:|:----------:|:---------:|:------------:|:----------------:|:---------------:|:-------------------:|:----------:|:--------------:|:-----------:|:---------------:|:--------:|:------------:|
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- | 2.5336 | 1.0 | 113 | 2.0865 | 0.0339 | 0.0619 | 0.0331 | 0.0065 | 0.0165 | 0.037 | 0.0787 | 0.1585 | 0.2087 | 0.0948 | 0.1537 | 0.2152 | 0.1504 | 0.6957 | 0.0 | 0.0 | 0.0028 | 0.1125 | 0.0 | 0.0 | 0.0165 | 0.2352 |
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- | 2.1741 | 2.0 | 226 | 1.9955 | 0.0411 | 0.0772 | 0.039 | 0.0115 | 0.0697 | 0.0393 | 0.1019 | 0.1856 | 0.2512 | 0.1753 | 0.198 | 0.2287 | 0.1697 | 0.7308 | 0.0 | 0.0 | 0.0142 | 0.2446 | 0.0 | 0.0 | 0.0219 | 0.2805 |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ### Framework versions
 
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  This model is a fine-tuned version of [facebook/detr-resnet-50](https://huggingface.co/facebook/detr-resnet-50) on an unknown dataset.
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  It achieves the following results on the evaluation set:
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+ - Loss: 1.1296
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+ - Map: 0.3247
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+ - Map 50: 0.6279
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+ - Map 75: 0.289
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+ - Map Small: 0.1324
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+ - Map Medium: 0.283
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+ - Map Large: 0.436
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+ - Mar 1: 0.3393
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+ - Mar 10: 0.472
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+ - Mar 100: 0.4814
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+ - Mar Small: 0.2491
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+ - Mar Medium: 0.4279
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+ - Mar Large: 0.5644
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+ - Map Coverall: 0.6669
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+ - Mar 100 Coverall: 0.7786
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+ - Map Face Shield: 0.2104
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+ - Mar 100 Face Shield: 0.3867
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+ - Map Gloves: 0.2443
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+ - Mar 100 Gloves: 0.4402
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+ - Map Goggles: 0.2114
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+ - Mar 100 Goggles: 0.4161
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+ - Map Mask: 0.2907
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+ - Mar 100 Mask: 0.3852
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  ## Model description
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  - seed: 42
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  - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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  - lr_scheduler_type: linear
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+ - num_epochs: 100
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  ### Training results
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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 Coverall | Mar 100 Coverall | Map Face Shield | Mar 100 Face Shield | Map Gloves | Mar 100 Gloves | Map Goggles | Mar 100 Goggles | Map Mask | Mar 100 Mask |
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+ |:-------------:|:-----:|:-----:|:---------------:|:------:|:------:|:------:|:---------:|:----------:|:---------:|:------:|:------:|:-------:|:---------:|:----------:|:---------:|:------------:|:----------------:|:---------------:|:-------------------:|:----------:|:--------------:|:-----------:|:---------------:|:--------:|:------------:|
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+ | 2.6326 | 1.0 | 113 | 2.1124 | 0.0752 | 0.1348 | 0.0709 | 0.0093 | 0.0632 | 0.077 | 0.089 | 0.1739 | 0.2199 | 0.1281 | 0.1609 | 0.2344 | 0.3407 | 0.6564 | 0.0 | 0.0 | 0.0058 | 0.2018 | 0.0 | 0.0 | 0.0296 | 0.2414 |
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+ | 2.1853 | 2.0 | 226 | 1.9992 | 0.0892 | 0.163 | 0.0895 | 0.0165 | 0.0761 | 0.0933 | 0.1046 | 0.1887 | 0.205 | 0.0817 | 0.1559 | 0.2251 | 0.4104 | 0.6744 | 0.0 | 0.0 | 0.0124 | 0.1732 | 0.0 | 0.0 | 0.0234 | 0.1773 |
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+ | 2.2382 | 3.0 | 339 | 1.7856 | 0.1048 | 0.2038 | 0.0926 | 0.0146 | 0.1123 | 0.1061 | 0.1234 | 0.2071 | 0.2456 | 0.1546 | 0.2165 | 0.2474 | 0.4474 | 0.6564 | 0.0 | 0.0 | 0.0213 | 0.2598 | 0.0 | 0.0 | 0.0551 | 0.3117 |
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+ | 1.9317 | 4.0 | 452 | 1.8230 | 0.1223 | 0.2304 | 0.117 | 0.0279 | 0.1012 | 0.1273 | 0.12 | 0.2108 | 0.242 | 0.125 | 0.2003 | 0.2429 | 0.5149 | 0.7308 | 0.0 | 0.0 | 0.0248 | 0.2214 | 0.0 | 0.0 | 0.0717 | 0.2578 |
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+ | 1.9465 | 5.0 | 565 | 1.8775 | 0.0861 | 0.1889 | 0.0713 | 0.0177 | 0.1041 | 0.0853 | 0.1138 | 0.1929 | 0.2169 | 0.1124 | 0.1948 | 0.2092 | 0.3234 | 0.6026 | 0.0002 | 0.0022 | 0.0237 | 0.2107 | 0.0 | 0.0 | 0.0831 | 0.2688 |
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+ | 2.009 | 6.0 | 678 | 1.6818 | 0.1232 | 0.2521 | 0.1123 | 0.0332 | 0.1202 | 0.1304 | 0.1303 | 0.2209 | 0.2407 | 0.1429 | 0.1986 | 0.2363 | 0.4778 | 0.6966 | 0.0012 | 0.0156 | 0.0331 | 0.2295 | 0.0 | 0.0 | 0.1042 | 0.2617 |
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+ | 1.7629 | 7.0 | 791 | 1.5992 | 0.1336 | 0.2822 | 0.1247 | 0.093 | 0.1293 | 0.132 | 0.1478 | 0.2579 | 0.2776 | 0.1674 | 0.2433 | 0.2862 | 0.4943 | 0.7077 | 0.0156 | 0.1333 | 0.0419 | 0.2196 | 0.0076 | 0.0484 | 0.1085 | 0.2789 |
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+ | 1.6747 | 8.0 | 904 | 1.5652 | 0.1536 | 0.3131 | 0.1316 | 0.0703 | 0.1389 | 0.1763 | 0.179 | 0.2975 | 0.3127 | 0.2306 | 0.2718 | 0.3234 | 0.5456 | 0.7214 | 0.0484 | 0.26 | 0.0498 | 0.25 | 0.0137 | 0.1 | 0.1105 | 0.232 |
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+ | 1.6283 | 9.0 | 1017 | 1.5159 | 0.1701 | 0.3515 | 0.1415 | 0.0665 | 0.181 | 0.1937 | 0.2142 | 0.3641 | 0.3848 | 0.2485 | 0.3579 | 0.4088 | 0.5031 | 0.7103 | 0.0752 | 0.3333 | 0.0673 | 0.3259 | 0.028 | 0.2258 | 0.177 | 0.3289 |
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+ | 1.6629 | 10.0 | 1130 | 1.4521 | 0.1816 | 0.3579 | 0.1669 | 0.0774 | 0.172 | 0.2172 | 0.2188 | 0.3717 | 0.3893 | 0.246 | 0.3396 | 0.421 | 0.5685 | 0.7368 | 0.0859 | 0.32 | 0.0813 | 0.3384 | 0.0187 | 0.2452 | 0.1537 | 0.3063 |
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+ | 1.6246 | 11.0 | 1243 | 1.5011 | 0.1734 | 0.3527 | 0.1504 | 0.0576 | 0.1781 | 0.2091 | 0.2173 | 0.3395 | 0.3584 | 0.2012 | 0.3177 | 0.3933 | 0.5727 | 0.7462 | 0.0564 | 0.2222 | 0.0627 | 0.292 | 0.0316 | 0.2452 | 0.1436 | 0.2867 |
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+ | 1.5142 | 12.0 | 1356 | 1.5269 | 0.1535 | 0.3115 | 0.1401 | 0.0656 | 0.1265 | 0.1802 | 0.1741 | 0.3144 | 0.3321 | 0.1829 | 0.2809 | 0.3507 | 0.521 | 0.7043 | 0.0534 | 0.2511 | 0.0642 | 0.3179 | 0.0153 | 0.1484 | 0.1137 | 0.2391 |
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+ | 1.6197 | 13.0 | 1469 | 1.4432 | 0.1782 | 0.347 | 0.1525 | 0.0568 | 0.1728 | 0.2157 | 0.2113 | 0.352 | 0.3769 | 0.2368 | 0.3387 | 0.3967 | 0.5685 | 0.7222 | 0.0672 | 0.2822 | 0.0599 | 0.3268 | 0.0152 | 0.229 | 0.1803 | 0.3242 |
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+ | 1.5662 | 14.0 | 1582 | 1.4218 | 0.1745 | 0.3728 | 0.1359 | 0.0876 | 0.1542 | 0.2183 | 0.2233 | 0.3636 | 0.3773 | 0.2623 | 0.3178 | 0.4214 | 0.554 | 0.706 | 0.0581 | 0.3022 | 0.0862 | 0.3232 | 0.026 | 0.2839 | 0.148 | 0.2711 |
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+ | 1.4526 | 15.0 | 1695 | 1.4383 | 0.1882 | 0.3821 | 0.1625 | 0.0799 | 0.1751 | 0.2366 | 0.2247 | 0.3548 | 0.3646 | 0.2054 | 0.2891 | 0.4329 | 0.57 | 0.7333 | 0.0506 | 0.2511 | 0.1019 | 0.3116 | 0.0301 | 0.2323 | 0.1883 | 0.2945 |
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+ | 1.4231 | 16.0 | 1808 | 1.4826 | 0.1831 | 0.3764 | 0.146 | 0.1101 | 0.1667 | 0.2231 | 0.2174 | 0.3666 | 0.3775 | 0.218 | 0.3362 | 0.421 | 0.5599 | 0.7205 | 0.0608 | 0.2733 | 0.0921 | 0.2964 | 0.0122 | 0.2839 | 0.1905 | 0.3133 |
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+ | 1.5611 | 17.0 | 1921 | 1.3669 | 0.1959 | 0.4031 | 0.1622 | 0.0851 | 0.1789 | 0.2254 | 0.2213 | 0.3575 | 0.3698 | 0.2402 | 0.3246 | 0.397 | 0.5504 | 0.712 | 0.0895 | 0.2667 | 0.1004 | 0.342 | 0.0378 | 0.2161 | 0.2014 | 0.3125 |
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+ | 1.4431 | 18.0 | 2034 | 1.3589 | 0.2059 | 0.4162 | 0.1706 | 0.0847 | 0.1944 | 0.2566 | 0.2389 | 0.3937 | 0.4101 | 0.2071 | 0.3478 | 0.4782 | 0.5925 | 0.7487 | 0.0982 | 0.3267 | 0.0884 | 0.3277 | 0.0438 | 0.3226 | 0.2063 | 0.325 |
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+ | 1.3948 | 19.0 | 2147 | 1.3779 | 0.1951 | 0.4088 | 0.1668 | 0.0925 | 0.1925 | 0.2403 | 0.2241 | 0.3844 | 0.4021 | 0.2816 | 0.3566 | 0.448 | 0.5633 | 0.7325 | 0.057 | 0.3444 | 0.1148 | 0.3625 | 0.0417 | 0.2516 | 0.1987 | 0.3195 |
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+ | 1.4266 | 20.0 | 2260 | 1.3197 | 0.2229 | 0.4544 | 0.1882 | 0.1085 | 0.2066 | 0.2806 | 0.26 | 0.4133 | 0.4349 | 0.3105 | 0.391 | 0.4907 | 0.5957 | 0.7504 | 0.1109 | 0.3467 | 0.0879 | 0.3527 | 0.0904 | 0.3871 | 0.2297 | 0.3375 |
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+ | 1.3705 | 21.0 | 2373 | 1.2995 | 0.2303 | 0.4586 | 0.1887 | 0.1294 | 0.2161 | 0.2769 | 0.27 | 0.4234 | 0.4334 | 0.2573 | 0.3777 | 0.497 | 0.5984 | 0.7504 | 0.1156 | 0.3022 | 0.1343 | 0.3795 | 0.0774 | 0.3903 | 0.2257 | 0.3445 |
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+ | 1.3328 | 22.0 | 2486 | 1.3002 | 0.2131 | 0.4248 | 0.188 | 0.1101 | 0.2033 | 0.258 | 0.254 | 0.4228 | 0.4371 | 0.2627 | 0.3774 | 0.5065 | 0.5944 | 0.7393 | 0.0888 | 0.3356 | 0.1423 | 0.4161 | 0.0328 | 0.3742 | 0.2072 | 0.3203 |
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+ | 1.3167 | 23.0 | 2599 | 1.3213 | 0.2071 | 0.4183 | 0.1854 | 0.1223 | 0.1835 | 0.2423 | 0.2434 | 0.3817 | 0.3946 | 0.2394 | 0.3188 | 0.4759 | 0.5884 | 0.7402 | 0.0703 | 0.2711 | 0.136 | 0.3875 | 0.0502 | 0.2677 | 0.1905 | 0.3063 |
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+ | 1.3073 | 24.0 | 2712 | 1.2820 | 0.2203 | 0.4468 | 0.1867 | 0.131 | 0.2019 | 0.2583 | 0.2624 | 0.4067 | 0.4192 | 0.2637 | 0.3507 | 0.4835 | 0.5882 | 0.7333 | 0.0815 | 0.3333 | 0.1468 | 0.3848 | 0.0621 | 0.3226 | 0.2229 | 0.3219 |
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+ | 1.2679 | 25.0 | 2825 | 1.2713 | 0.2088 | 0.4206 | 0.1788 | 0.1049 | 0.1898 | 0.2738 | 0.2561 | 0.408 | 0.422 | 0.2379 | 0.373 | 0.4906 | 0.5991 | 0.741 | 0.0538 | 0.2889 | 0.1258 | 0.4045 | 0.0496 | 0.3419 | 0.2155 | 0.3336 |
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+ | 1.2559 | 26.0 | 2938 | 1.2471 | 0.2337 | 0.4553 | 0.2066 | 0.0969 | 0.2035 | 0.3122 | 0.2775 | 0.4182 | 0.4373 | 0.2186 | 0.3763 | 0.5298 | 0.6147 | 0.765 | 0.0847 | 0.32 | 0.1637 | 0.4116 | 0.0673 | 0.3516 | 0.2381 | 0.3383 |
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+ | 1.2862 | 27.0 | 3051 | 1.2715 | 0.2427 | 0.4645 | 0.2331 | 0.1052 | 0.2035 | 0.3279 | 0.2661 | 0.4179 | 0.4296 | 0.2376 | 0.3558 | 0.5179 | 0.604 | 0.7427 | 0.0913 | 0.3044 | 0.1577 | 0.3821 | 0.1022 | 0.371 | 0.2584 | 0.3477 |
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+ | 1.2387 | 28.0 | 3164 | 1.2915 | 0.2274 | 0.4453 | 0.2062 | 0.0982 | 0.1951 | 0.3075 | 0.2731 | 0.4403 | 0.4525 | 0.2743 | 0.4048 | 0.5125 | 0.5748 | 0.7291 | 0.105 | 0.3978 | 0.1577 | 0.3741 | 0.0642 | 0.4226 | 0.2355 | 0.3391 |
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+ | 1.2394 | 29.0 | 3277 | 1.2723 | 0.2318 | 0.4573 | 0.1977 | 0.1249 | 0.1977 | 0.3047 | 0.2699 | 0.4286 | 0.4426 | 0.2674 | 0.3759 | 0.5265 | 0.5997 | 0.7308 | 0.068 | 0.3533 | 0.1662 | 0.4205 | 0.0668 | 0.3419 | 0.2584 | 0.3664 |
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+ | 1.2697 | 30.0 | 3390 | 1.2453 | 0.2562 | 0.5162 | 0.2056 | 0.105 | 0.2081 | 0.34 | 0.2722 | 0.4381 | 0.4479 | 0.2693 | 0.3862 | 0.5158 | 0.6063 | 0.7436 | 0.1311 | 0.3733 | 0.1846 | 0.3848 | 0.1248 | 0.4032 | 0.234 | 0.3344 |
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+ | 1.22 | 31.0 | 3503 | 1.2511 | 0.2478 | 0.4862 | 0.2112 | 0.15 | 0.2124 | 0.3286 | 0.2696 | 0.4515 | 0.4654 | 0.2795 | 0.4022 | 0.5575 | 0.6026 | 0.7436 | 0.0866 | 0.3711 | 0.1928 | 0.3964 | 0.094 | 0.4548 | 0.2627 | 0.3609 |
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+ | 1.1641 | 32.0 | 3616 | 1.2756 | 0.2372 | 0.4643 | 0.2025 | 0.1489 | 0.1987 | 0.3289 | 0.2719 | 0.4262 | 0.4407 | 0.2565 | 0.3804 | 0.5189 | 0.6002 | 0.7462 | 0.0812 | 0.3289 | 0.1796 | 0.3902 | 0.0808 | 0.4032 | 0.2441 | 0.3352 |
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+ | 1.1572 | 33.0 | 3729 | 1.2507 | 0.2435 | 0.4782 | 0.2096 | 0.1293 | 0.1989 | 0.3258 | 0.2866 | 0.4317 | 0.4502 | 0.2624 | 0.4 | 0.5 | 0.5971 | 0.7376 | 0.1037 | 0.3689 | 0.1897 | 0.4205 | 0.0822 | 0.3903 | 0.2449 | 0.3336 |
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+ | 1.1764 | 34.0 | 3842 | 1.3214 | 0.2141 | 0.4414 | 0.1799 | 0.1219 | 0.1907 | 0.2961 | 0.2591 | 0.3963 | 0.4112 | 0.2233 | 0.3673 | 0.4878 | 0.5077 | 0.7162 | 0.0479 | 0.2711 | 0.1669 | 0.383 | 0.086 | 0.3323 | 0.2618 | 0.3531 |
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+ | 1.1864 | 35.0 | 3955 | 1.2391 | 0.2458 | 0.5004 | 0.2046 | 0.1243 | 0.2263 | 0.3253 | 0.2687 | 0.4222 | 0.4355 | 0.2431 | 0.3784 | 0.5253 | 0.5981 | 0.7316 | 0.0803 | 0.2978 | 0.1636 | 0.4045 | 0.1203 | 0.3774 | 0.2669 | 0.3664 |
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+ | 1.1297 | 36.0 | 4068 | 1.2500 | 0.2536 | 0.5231 | 0.221 | 0.1434 | 0.2338 | 0.3499 | 0.2841 | 0.4449 | 0.4625 | 0.2645 | 0.4253 | 0.534 | 0.5902 | 0.7513 | 0.0832 | 0.3289 | 0.2022 | 0.4348 | 0.1161 | 0.4194 | 0.2763 | 0.3781 |
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+ | 1.1495 | 37.0 | 4181 | 1.2357 | 0.247 | 0.4957 | 0.2018 | 0.1423 | 0.2195 | 0.331 | 0.278 | 0.4319 | 0.4444 | 0.2624 | 0.3852 | 0.5284 | 0.6059 | 0.7436 | 0.1072 | 0.3444 | 0.1758 | 0.4036 | 0.069 | 0.3677 | 0.277 | 0.3625 |
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+ | 1.1726 | 38.0 | 4294 | 1.2060 | 0.2612 | 0.5166 | 0.2283 | 0.149 | 0.2467 | 0.3325 | 0.2983 | 0.4445 | 0.4637 | 0.2374 | 0.4333 | 0.5203 | 0.6144 | 0.7487 | 0.1017 | 0.3622 | 0.2035 | 0.4375 | 0.124 | 0.4161 | 0.2622 | 0.3539 |
109
+ | 1.1267 | 39.0 | 4407 | 1.2315 | 0.2554 | 0.5033 | 0.2199 | 0.1417 | 0.2241 | 0.3534 | 0.2878 | 0.4267 | 0.4392 | 0.2509 | 0.3894 | 0.5131 | 0.6004 | 0.7513 | 0.0991 | 0.3444 | 0.2122 | 0.4179 | 0.0929 | 0.3355 | 0.2724 | 0.3469 |
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+ | 1.0832 | 40.0 | 4520 | 1.1872 | 0.2618 | 0.4924 | 0.2288 | 0.1163 | 0.2202 | 0.3762 | 0.2851 | 0.4326 | 0.4475 | 0.2283 | 0.3855 | 0.5345 | 0.6167 | 0.7573 | 0.1328 | 0.3244 | 0.2149 | 0.4455 | 0.0693 | 0.3484 | 0.2756 | 0.3617 |
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+ | 1.1127 | 41.0 | 4633 | 1.2333 | 0.2632 | 0.5095 | 0.2266 | 0.1386 | 0.2165 | 0.3499 | 0.2831 | 0.4312 | 0.4413 | 0.2277 | 0.3776 | 0.5294 | 0.6211 | 0.7556 | 0.1105 | 0.3222 | 0.2323 | 0.4134 | 0.0788 | 0.3581 | 0.2735 | 0.357 |
112
+ | 1.1313 | 42.0 | 4746 | 1.2274 | 0.2675 | 0.5303 | 0.2295 | 0.1433 | 0.2397 | 0.346 | 0.2963 | 0.4354 | 0.4437 | 0.2275 | 0.3899 | 0.5187 | 0.6224 | 0.7607 | 0.1238 | 0.3667 | 0.2338 | 0.433 | 0.088 | 0.3129 | 0.2696 | 0.3453 |
113
+ | 1.1048 | 43.0 | 4859 | 1.2291 | 0.2569 | 0.5257 | 0.2034 | 0.1545 | 0.2214 | 0.3556 | 0.2961 | 0.4421 | 0.4523 | 0.2773 | 0.4004 | 0.5212 | 0.6237 | 0.7564 | 0.1149 | 0.3444 | 0.1763 | 0.4045 | 0.1225 | 0.4032 | 0.2473 | 0.3531 |
114
+ | 1.1069 | 44.0 | 4972 | 1.1984 | 0.2751 | 0.5673 | 0.2291 | 0.1786 | 0.2553 | 0.3557 | 0.2951 | 0.4398 | 0.4491 | 0.2535 | 0.4131 | 0.5108 | 0.6289 | 0.7607 | 0.1293 | 0.3556 | 0.2209 | 0.4098 | 0.1261 | 0.371 | 0.2705 | 0.3484 |
115
+ | 1.0827 | 45.0 | 5085 | 1.1914 | 0.2669 | 0.5353 | 0.2359 | 0.1819 | 0.2305 | 0.3438 | 0.2976 | 0.4445 | 0.455 | 0.2596 | 0.3904 | 0.5419 | 0.6313 | 0.7598 | 0.0958 | 0.3889 | 0.2165 | 0.4027 | 0.1309 | 0.3871 | 0.2601 | 0.3367 |
116
+ | 1.061 | 46.0 | 5198 | 1.1752 | 0.2676 | 0.557 | 0.2143 | 0.1412 | 0.2444 | 0.3487 | 0.3027 | 0.4546 | 0.4664 | 0.2351 | 0.4251 | 0.5413 | 0.6239 | 0.7538 | 0.1184 | 0.3933 | 0.2184 | 0.4 | 0.1144 | 0.4323 | 0.2631 | 0.3523 |
117
+ | 1.0682 | 47.0 | 5311 | 1.1796 | 0.2609 | 0.5263 | 0.2213 | 0.1324 | 0.2214 | 0.3598 | 0.2968 | 0.4397 | 0.4505 | 0.2636 | 0.4035 | 0.5136 | 0.6345 | 0.7667 | 0.0946 | 0.3378 | 0.1879 | 0.3821 | 0.1249 | 0.4065 | 0.2624 | 0.3594 |
118
+ | 1.0386 | 48.0 | 5424 | 1.1529 | 0.2861 | 0.572 | 0.2433 | 0.1417 | 0.2343 | 0.3835 | 0.2992 | 0.4501 | 0.4648 | 0.26 | 0.4091 | 0.5458 | 0.632 | 0.7624 | 0.1513 | 0.3867 | 0.2364 | 0.4384 | 0.1316 | 0.3742 | 0.279 | 0.3625 |
119
+ | 1.0076 | 49.0 | 5537 | 1.1586 | 0.2716 | 0.5325 | 0.2443 | 0.1385 | 0.2357 | 0.375 | 0.308 | 0.4565 | 0.4716 | 0.3206 | 0.4163 | 0.5322 | 0.622 | 0.7547 | 0.124 | 0.3756 | 0.242 | 0.4321 | 0.1197 | 0.4355 | 0.2505 | 0.3602 |
120
+ | 1.0308 | 50.0 | 5650 | 1.1414 | 0.2749 | 0.535 | 0.2229 | 0.1403 | 0.2255 | 0.3889 | 0.3004 | 0.4607 | 0.4725 | 0.2561 | 0.4178 | 0.5447 | 0.6214 | 0.7547 | 0.1519 | 0.3889 | 0.2363 | 0.45 | 0.1018 | 0.4097 | 0.2629 | 0.3594 |
121
+ | 1.0059 | 51.0 | 5763 | 1.1528 | 0.2742 | 0.5301 | 0.2365 | 0.1491 | 0.2256 | 0.3925 | 0.311 | 0.4668 | 0.4735 | 0.2609 | 0.42 | 0.5471 | 0.6285 | 0.7641 | 0.1393 | 0.4089 | 0.2287 | 0.4277 | 0.1214 | 0.4097 | 0.2532 | 0.357 |
122
+ | 1.015 | 52.0 | 5876 | 1.1494 | 0.2884 | 0.5595 | 0.2495 | 0.1847 | 0.2557 | 0.384 | 0.3157 | 0.4602 | 0.4656 | 0.2603 | 0.413 | 0.535 | 0.6409 | 0.7675 | 0.1672 | 0.3689 | 0.247 | 0.4179 | 0.1194 | 0.4065 | 0.2676 | 0.3672 |
123
+ | 1.006 | 53.0 | 5989 | 1.1724 | 0.2941 | 0.5798 | 0.2595 | 0.1686 | 0.239 | 0.4067 | 0.3121 | 0.4625 | 0.4783 | 0.2785 | 0.4146 | 0.5608 | 0.6413 | 0.7684 | 0.1704 | 0.3667 | 0.2493 | 0.4277 | 0.1362 | 0.4677 | 0.273 | 0.3609 |
124
+ | 0.978 | 54.0 | 6102 | 1.1708 | 0.2893 | 0.5715 | 0.2496 | 0.1719 | 0.246 | 0.3984 | 0.3153 | 0.4552 | 0.4732 | 0.274 | 0.4112 | 0.5545 | 0.6362 | 0.7615 | 0.1915 | 0.3689 | 0.225 | 0.4429 | 0.1123 | 0.4226 | 0.2818 | 0.3703 |
125
+ | 0.9568 | 55.0 | 6215 | 1.1761 | 0.2831 | 0.5822 | 0.235 | 0.1704 | 0.2388 | 0.3937 | 0.3094 | 0.4611 | 0.4726 | 0.2759 | 0.4212 | 0.5424 | 0.6206 | 0.7453 | 0.1889 | 0.3956 | 0.2338 | 0.4295 | 0.106 | 0.4194 | 0.2661 | 0.3734 |
126
+ | 0.9946 | 56.0 | 6328 | 1.1845 | 0.2919 | 0.5842 | 0.239 | 0.115 | 0.2424 | 0.3942 | 0.3088 | 0.4497 | 0.4636 | 0.2346 | 0.407 | 0.5527 | 0.6425 | 0.7573 | 0.1911 | 0.3644 | 0.2185 | 0.4107 | 0.1414 | 0.4161 | 0.2662 | 0.3695 |
127
+ | 0.9323 | 57.0 | 6441 | 1.1636 | 0.2982 | 0.5875 | 0.2591 | 0.15 | 0.2539 | 0.3979 | 0.3126 | 0.4682 | 0.4793 | 0.2858 | 0.4265 | 0.5525 | 0.6435 | 0.7615 | 0.1798 | 0.4022 | 0.2464 | 0.4455 | 0.1375 | 0.4161 | 0.2838 | 0.3711 |
128
+ | 0.9451 | 58.0 | 6554 | 1.1707 | 0.2858 | 0.5661 | 0.2401 | 0.1501 | 0.2447 | 0.3825 | 0.306 | 0.4569 | 0.4751 | 0.2742 | 0.4279 | 0.5467 | 0.6213 | 0.7427 | 0.1961 | 0.3933 | 0.2173 | 0.4339 | 0.1207 | 0.4323 | 0.2735 | 0.3734 |
129
+ | 0.9395 | 59.0 | 6667 | 1.1893 | 0.3017 | 0.5923 | 0.2532 | 0.1626 | 0.2581 | 0.413 | 0.3243 | 0.4556 | 0.4752 | 0.2679 | 0.4187 | 0.5704 | 0.6427 | 0.7504 | 0.188 | 0.3667 | 0.2434 | 0.4357 | 0.1399 | 0.4387 | 0.2945 | 0.3844 |
130
+ | 0.9426 | 60.0 | 6780 | 1.1680 | 0.2995 | 0.59 | 0.2482 | 0.1692 | 0.2622 | 0.4021 | 0.3109 | 0.4631 | 0.4776 | 0.2891 | 0.4246 | 0.5531 | 0.6327 | 0.7556 | 0.1786 | 0.3711 | 0.2501 | 0.4732 | 0.13 | 0.3968 | 0.3063 | 0.3914 |
131
+ | 0.9249 | 61.0 | 6893 | 1.1885 | 0.2959 | 0.5929 | 0.2561 | 0.1197 | 0.2588 | 0.3953 | 0.3113 | 0.4554 | 0.4704 | 0.2532 | 0.4208 | 0.5554 | 0.6261 | 0.7427 | 0.201 | 0.3778 | 0.2458 | 0.4357 | 0.1409 | 0.4129 | 0.2654 | 0.3828 |
132
+ | 0.9351 | 62.0 | 7006 | 1.1534 | 0.2972 | 0.6119 | 0.2538 | 0.1884 | 0.2657 | 0.3823 | 0.3105 | 0.4562 | 0.4661 | 0.2765 | 0.4194 | 0.5334 | 0.6402 | 0.7564 | 0.1966 | 0.3689 | 0.2495 | 0.4464 | 0.133 | 0.3839 | 0.2669 | 0.375 |
133
+ | 0.9286 | 63.0 | 7119 | 1.1597 | 0.3054 | 0.6018 | 0.2798 | 0.1697 | 0.2636 | 0.4005 | 0.325 | 0.4586 | 0.4706 | 0.2573 | 0.4114 | 0.5563 | 0.6476 | 0.7701 | 0.2029 | 0.3756 | 0.2565 | 0.4295 | 0.1388 | 0.4097 | 0.2812 | 0.368 |
134
+ | 0.9095 | 64.0 | 7232 | 1.1612 | 0.293 | 0.586 | 0.2469 | 0.1326 | 0.2537 | 0.4083 | 0.3183 | 0.45 | 0.4631 | 0.2215 | 0.4233 | 0.5439 | 0.6354 | 0.7615 | 0.1944 | 0.3689 | 0.2302 | 0.4152 | 0.1157 | 0.3839 | 0.2891 | 0.3859 |
135
+ | 0.9139 | 65.0 | 7345 | 1.1170 | 0.314 | 0.6213 | 0.2641 | 0.1614 | 0.2595 | 0.4294 | 0.3235 | 0.4706 | 0.4799 | 0.2652 | 0.4402 | 0.5491 | 0.6594 | 0.7658 | 0.1943 | 0.3956 | 0.2475 | 0.4286 | 0.1944 | 0.429 | 0.2743 | 0.3805 |
136
+ | 0.9268 | 66.0 | 7458 | 1.1645 | 0.3042 | 0.5943 | 0.2676 | 0.1697 | 0.2478 | 0.4249 | 0.3165 | 0.4592 | 0.4721 | 0.2538 | 0.4204 | 0.5523 | 0.6395 | 0.7547 | 0.184 | 0.3667 | 0.2394 | 0.4125 | 0.1769 | 0.4484 | 0.2812 | 0.3781 |
137
+ | 0.8863 | 67.0 | 7571 | 1.1509 | 0.303 | 0.5961 | 0.26 | 0.1859 | 0.2555 | 0.4106 | 0.3211 | 0.4649 | 0.4752 | 0.253 | 0.4222 | 0.5535 | 0.6455 | 0.7675 | 0.1878 | 0.3889 | 0.2417 | 0.4304 | 0.1508 | 0.4 | 0.2894 | 0.3891 |
138
+ | 0.8772 | 68.0 | 7684 | 1.1500 | 0.3021 | 0.6154 | 0.2481 | 0.1697 | 0.2566 | 0.4168 | 0.3129 | 0.4645 | 0.4728 | 0.2554 | 0.4096 | 0.5535 | 0.6454 | 0.7624 | 0.1873 | 0.4044 | 0.2388 | 0.4116 | 0.1558 | 0.4097 | 0.2832 | 0.3758 |
139
+ | 0.8968 | 69.0 | 7797 | 1.1656 | 0.3131 | 0.6055 | 0.2532 | 0.1748 | 0.2718 | 0.4231 | 0.3338 | 0.4778 | 0.4888 | 0.2964 | 0.4348 | 0.5545 | 0.6496 | 0.7641 | 0.2141 | 0.4044 | 0.2407 | 0.4339 | 0.1856 | 0.4742 | 0.2755 | 0.3672 |
140
+ | 0.8499 | 70.0 | 7910 | 1.1625 | 0.2953 | 0.5755 | 0.2648 | 0.1766 | 0.2529 | 0.4115 | 0.3131 | 0.4553 | 0.4683 | 0.2718 | 0.419 | 0.5485 | 0.6395 | 0.759 | 0.1721 | 0.3778 | 0.2469 | 0.4527 | 0.1247 | 0.3742 | 0.2935 | 0.3781 |
141
+ | 0.8675 | 71.0 | 8023 | 1.1558 | 0.2917 | 0.578 | 0.2378 | 0.1615 | 0.242 | 0.4113 | 0.3063 | 0.4618 | 0.4667 | 0.2898 | 0.4025 | 0.5448 | 0.6393 | 0.759 | 0.1896 | 0.3956 | 0.2488 | 0.4268 | 0.1081 | 0.3742 | 0.2729 | 0.3781 |
142
+ | 0.8608 | 72.0 | 8136 | 1.1649 | 0.3086 | 0.6064 | 0.2672 | 0.1744 | 0.2612 | 0.4222 | 0.3207 | 0.4669 | 0.4806 | 0.2507 | 0.4277 | 0.5626 | 0.6589 | 0.7701 | 0.1941 | 0.3844 | 0.2522 | 0.4411 | 0.1588 | 0.4387 | 0.279 | 0.3688 |
143
+ | 0.8428 | 73.0 | 8249 | 1.1525 | 0.3147 | 0.6186 | 0.2628 | 0.1378 | 0.2634 | 0.4317 | 0.3277 | 0.4826 | 0.492 | 0.2631 | 0.4414 | 0.5679 | 0.6502 | 0.7641 | 0.1827 | 0.38 | 0.2566 | 0.4464 | 0.2003 | 0.4774 | 0.2835 | 0.3922 |
144
+ | 0.8595 | 74.0 | 8362 | 1.1651 | 0.3099 | 0.6233 | 0.2819 | 0.1539 | 0.2469 | 0.4309 | 0.3223 | 0.4627 | 0.4719 | 0.2437 | 0.4169 | 0.5547 | 0.6484 | 0.7607 | 0.1923 | 0.3822 | 0.2373 | 0.4187 | 0.1954 | 0.4258 | 0.2761 | 0.3719 |
145
+ | 0.8619 | 75.0 | 8475 | 1.1256 | 0.3034 | 0.59 | 0.2744 | 0.1205 | 0.2636 | 0.4103 | 0.3256 | 0.473 | 0.4816 | 0.25 | 0.4434 | 0.5452 | 0.6523 | 0.7769 | 0.1937 | 0.3844 | 0.2289 | 0.4268 | 0.1582 | 0.429 | 0.2836 | 0.3906 |
146
+ | 0.8395 | 76.0 | 8588 | 1.1459 | 0.3126 | 0.6236 | 0.2682 | 0.1699 | 0.2587 | 0.4237 | 0.3231 | 0.4717 | 0.4795 | 0.2547 | 0.4278 | 0.5619 | 0.653 | 0.7692 | 0.194 | 0.38 | 0.2519 | 0.442 | 0.1753 | 0.4258 | 0.2887 | 0.3805 |
147
+ | 0.83 | 77.0 | 8701 | 1.1347 | 0.3096 | 0.6174 | 0.2697 | 0.1503 | 0.2657 | 0.4234 | 0.3285 | 0.4757 | 0.4901 | 0.2556 | 0.4468 | 0.5591 | 0.6544 | 0.7829 | 0.1995 | 0.4067 | 0.25 | 0.4366 | 0.1673 | 0.4516 | 0.2769 | 0.3727 |
148
+ | 0.8209 | 78.0 | 8814 | 1.1460 | 0.3168 | 0.6214 | 0.2818 | 0.1571 | 0.2623 | 0.4343 | 0.3223 | 0.4767 | 0.4865 | 0.2644 | 0.4344 | 0.5638 | 0.6511 | 0.759 | 0.1963 | 0.3889 | 0.2629 | 0.4464 | 0.1817 | 0.4548 | 0.2919 | 0.3836 |
149
+ | 0.8205 | 79.0 | 8927 | 1.1670 | 0.3148 | 0.6125 | 0.2895 | 0.1611 | 0.2577 | 0.4289 | 0.3271 | 0.4648 | 0.4732 | 0.2859 | 0.422 | 0.5396 | 0.655 | 0.7632 | 0.2003 | 0.3756 | 0.2634 | 0.4402 | 0.1757 | 0.4097 | 0.2795 | 0.3773 |
150
+ | 0.7837 | 80.0 | 9040 | 1.1698 | 0.3168 | 0.6243 | 0.2747 | 0.1563 | 0.2634 | 0.4349 | 0.3344 | 0.4648 | 0.4753 | 0.2578 | 0.428 | 0.5473 | 0.6527 | 0.7667 | 0.2045 | 0.3622 | 0.2432 | 0.4348 | 0.1897 | 0.429 | 0.2941 | 0.3836 |
151
+ | 0.8375 | 81.0 | 9153 | 1.1392 | 0.3159 | 0.6204 | 0.2723 | 0.1567 | 0.2654 | 0.4361 | 0.326 | 0.4684 | 0.4793 | 0.3149 | 0.424 | 0.5473 | 0.6545 | 0.7658 | 0.2078 | 0.3956 | 0.2401 | 0.4339 | 0.1888 | 0.4194 | 0.2883 | 0.382 |
152
+ | 0.776 | 82.0 | 9266 | 1.1387 | 0.316 | 0.6203 | 0.2833 | 0.1325 | 0.2704 | 0.4335 | 0.3298 | 0.4698 | 0.4754 | 0.2505 | 0.4256 | 0.5568 | 0.6508 | 0.759 | 0.2131 | 0.4111 | 0.2468 | 0.4259 | 0.1777 | 0.4 | 0.2917 | 0.3812 |
153
+ | 0.7963 | 83.0 | 9379 | 1.1475 | 0.3133 | 0.6117 | 0.283 | 0.1552 | 0.2732 | 0.4215 | 0.3277 | 0.4695 | 0.4776 | 0.2625 | 0.4303 | 0.5505 | 0.6565 | 0.7675 | 0.1992 | 0.3978 | 0.2415 | 0.4321 | 0.174 | 0.4032 | 0.2953 | 0.3875 |
154
+ | 0.8027 | 84.0 | 9492 | 1.1218 | 0.3214 | 0.6337 | 0.2899 | 0.1707 | 0.2691 | 0.4314 | 0.33 | 0.4719 | 0.4808 | 0.2759 | 0.4167 | 0.5646 | 0.6633 | 0.7709 | 0.2246 | 0.4044 | 0.2479 | 0.4304 | 0.1864 | 0.4194 | 0.2847 | 0.3789 |
155
+ | 0.7493 | 85.0 | 9605 | 1.1347 | 0.325 | 0.6286 | 0.2937 | 0.1562 | 0.2838 | 0.4336 | 0.3325 | 0.4758 | 0.4828 | 0.2645 | 0.4301 | 0.5625 | 0.6662 | 0.7735 | 0.2173 | 0.38 | 0.2527 | 0.442 | 0.1944 | 0.4226 | 0.2945 | 0.3961 |
156
+ | 0.7907 | 86.0 | 9718 | 1.1404 | 0.321 | 0.63 | 0.2784 | 0.1342 | 0.2668 | 0.4362 | 0.3286 | 0.4662 | 0.4741 | 0.2471 | 0.4168 | 0.5665 | 0.6616 | 0.7769 | 0.2097 | 0.38 | 0.2503 | 0.4277 | 0.1898 | 0.3968 | 0.2939 | 0.3891 |
157
+ | 0.7894 | 87.0 | 9831 | 1.1297 | 0.3234 | 0.6191 | 0.2924 | 0.1134 | 0.2734 | 0.4469 | 0.3375 | 0.4642 | 0.4748 | 0.2514 | 0.4221 | 0.5645 | 0.6605 | 0.7735 | 0.2065 | 0.3644 | 0.2451 | 0.4321 | 0.2165 | 0.4194 | 0.2885 | 0.3844 |
158
+ | 0.7969 | 88.0 | 9944 | 1.1558 | 0.322 | 0.6254 | 0.2968 | 0.1413 | 0.2735 | 0.4363 | 0.3344 | 0.4657 | 0.475 | 0.2608 | 0.4184 | 0.5624 | 0.6559 | 0.7761 | 0.2234 | 0.3733 | 0.2447 | 0.4214 | 0.1935 | 0.4161 | 0.2925 | 0.3883 |
159
+ | 0.758 | 89.0 | 10057 | 1.1402 | 0.3263 | 0.6296 | 0.2979 | 0.144 | 0.2752 | 0.4377 | 0.3344 | 0.4657 | 0.4768 | 0.2617 | 0.4292 | 0.559 | 0.6568 | 0.7658 | 0.2169 | 0.3711 | 0.2435 | 0.4268 | 0.211 | 0.4258 | 0.3036 | 0.3945 |
160
+ | 0.7536 | 90.0 | 10170 | 1.1552 | 0.316 | 0.6156 | 0.2908 | 0.1421 | 0.2605 | 0.4357 | 0.3322 | 0.4624 | 0.4697 | 0.2508 | 0.4096 | 0.5611 | 0.6624 | 0.7795 | 0.21 | 0.3644 | 0.2519 | 0.4286 | 0.1567 | 0.3871 | 0.2988 | 0.3891 |
161
+ | 0.7398 | 91.0 | 10283 | 1.1392 | 0.3188 | 0.6265 | 0.2853 | 0.137 | 0.2713 | 0.4363 | 0.3344 | 0.4723 | 0.4817 | 0.2517 | 0.4285 | 0.5653 | 0.664 | 0.7761 | 0.217 | 0.3889 | 0.2472 | 0.4375 | 0.1809 | 0.4258 | 0.2848 | 0.3805 |
162
+ | 0.7818 | 92.0 | 10396 | 1.1456 | 0.3245 | 0.6341 | 0.2949 | 0.1323 | 0.2739 | 0.4392 | 0.3321 | 0.4699 | 0.4782 | 0.255 | 0.4187 | 0.57 | 0.6703 | 0.7863 | 0.211 | 0.38 | 0.262 | 0.4446 | 0.1899 | 0.3903 | 0.2893 | 0.3898 |
163
+ | 0.7386 | 93.0 | 10509 | 1.1382 | 0.3185 | 0.623 | 0.2814 | 0.1346 | 0.2796 | 0.4287 | 0.3313 | 0.4788 | 0.4867 | 0.2656 | 0.4405 | 0.5661 | 0.6709 | 0.7829 | 0.2125 | 0.4 | 0.2497 | 0.4411 | 0.1769 | 0.4258 | 0.2827 | 0.3836 |
164
+ | 0.7752 | 94.0 | 10622 | 1.1414 | 0.3199 | 0.6192 | 0.2915 | 0.1491 | 0.28 | 0.4337 | 0.3363 | 0.4658 | 0.477 | 0.2528 | 0.4221 | 0.5628 | 0.6678 | 0.7821 | 0.2061 | 0.38 | 0.2417 | 0.4304 | 0.1983 | 0.4065 | 0.2858 | 0.3859 |
165
+ | 0.7482 | 95.0 | 10735 | 1.1391 | 0.3201 | 0.6177 | 0.2778 | 0.1409 | 0.2772 | 0.4316 | 0.3378 | 0.4709 | 0.4784 | 0.2643 | 0.4237 | 0.5574 | 0.6635 | 0.7735 | 0.2071 | 0.3933 | 0.235 | 0.4295 | 0.207 | 0.4097 | 0.2878 | 0.3859 |
166
+ | 0.7548 | 96.0 | 10848 | 1.1385 | 0.322 | 0.6167 | 0.2876 | 0.1489 | 0.276 | 0.4358 | 0.3374 | 0.4723 | 0.479 | 0.2567 | 0.4212 | 0.5616 | 0.6635 | 0.7769 | 0.2057 | 0.3844 | 0.2412 | 0.4366 | 0.2104 | 0.4097 | 0.2893 | 0.3875 |
167
+ | 0.7228 | 97.0 | 10961 | 1.1366 | 0.3276 | 0.6296 | 0.2879 | 0.1392 | 0.2837 | 0.4426 | 0.3433 | 0.4732 | 0.4807 | 0.2514 | 0.4249 | 0.5665 | 0.6682 | 0.7795 | 0.2171 | 0.3867 | 0.2437 | 0.4313 | 0.2183 | 0.4194 | 0.2904 | 0.3867 |
168
+ | 0.7725 | 98.0 | 11074 | 1.1388 | 0.3232 | 0.6312 | 0.2889 | 0.1278 | 0.2811 | 0.4374 | 0.3393 | 0.4733 | 0.4826 | 0.2498 | 0.4246 | 0.5691 | 0.6636 | 0.7803 | 0.2108 | 0.3889 | 0.2426 | 0.433 | 0.2057 | 0.4226 | 0.2935 | 0.3883 |
169
+ | 0.7361 | 99.0 | 11187 | 1.1305 | 0.327 | 0.6298 | 0.3005 | 0.1277 | 0.2833 | 0.4409 | 0.3419 | 0.4728 | 0.4827 | 0.2465 | 0.4293 | 0.5666 | 0.6679 | 0.7786 | 0.2168 | 0.3889 | 0.2424 | 0.4348 | 0.2168 | 0.4258 | 0.2909 | 0.3852 |
170
+ | 0.7368 | 100.0 | 11300 | 1.1296 | 0.3247 | 0.6279 | 0.289 | 0.1324 | 0.283 | 0.436 | 0.3393 | 0.472 | 0.4814 | 0.2491 | 0.4279 | 0.5644 | 0.6669 | 0.7786 | 0.2104 | 0.3867 | 0.2443 | 0.4402 | 0.2114 | 0.4161 | 0.2907 | 0.3852 |
171
 
172
 
173
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