diff --git "a/README.md" "b/README.md" --- "a/README.md" +++ "b/README.md" @@ -18,6 +18,15 @@ should probably proofread and complete it, then remove this comment. --> # segformer-b0-finetuned-kelp-segments-jan-18-10am This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the samitizerxu/kelp_data dataset. +It achieves the following results on the evaluation set: +- Loss: 0.0197 +- Mean Iou: 0.1778 +- Mean Accuracy: 0.3556 +- Overall Accuracy: 0.3556 +- Accuracy Not Kelp: nan +- Accuracy Kelp: 0.3556 +- Iou Not Kelp: 0.0 +- Iou Kelp: 0.3556 ## Model description @@ -42,7 +51,638 @@ The following hyperparameters were used during training: - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear -- num_epochs: 20 +- num_epochs: 30 + +### Training results + +| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Not Kelp | Accuracy Kelp | Iou Not Kelp | Iou Kelp | +|:-------------:|:-----:|:-----:|:---------------:|:--------:|:-------------:|:----------------:|:-----------------:|:-------------:|:------------:|:--------:| +| 0.3836 | 0.05 | 30 | 0.3933 | 0.0106 | 0.0212 | 0.0212 | nan | 0.0212 | 0.0 | 0.0212 | +| 0.2552 | 0.1 | 60 | 0.2404 | 0.0002 | 0.0003 | 0.0003 | nan | 0.0003 | 0.0 | 0.0003 | +| 0.2144 | 0.14 | 90 | 0.1817 | 0.0001 | 0.0002 | 0.0002 | nan | 0.0002 | 0.0 | 0.0002 | +| 0.1172 | 0.19 | 120 | 0.1304 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | +| 0.1404 | 0.24 | 150 | 0.0930 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | +| 0.0919 | 0.29 | 180 | 0.0742 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | +| 0.0715 | 0.34 | 210 | 0.0656 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | +| 0.0676 | 0.38 | 240 | 0.0538 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | +| 0.05 | 0.43 | 270 | 0.0552 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | +| 0.046 | 0.48 | 300 | 0.0514 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | +| 0.0584 | 0.53 | 330 | 0.0481 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | +| 0.0653 | 0.58 | 360 | 0.0470 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | +| 0.0285 | 0.62 | 390 | 0.0421 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | +| 0.0739 | 0.67 | 420 | 0.0418 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | +| 0.0493 | 0.72 | 450 | 0.0397 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | +| 0.0267 | 0.77 | 480 | 0.0396 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | +| 0.0483 | 0.82 | 510 | 0.0377 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | +| 0.0332 | 0.86 | 540 | 0.0382 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | +| 0.0322 | 0.91 | 570 | 0.0344 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | +| 0.0428 | 0.96 | 600 | 0.0338 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | +| 0.0343 | 1.01 | 630 | 0.0319 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | +| 0.031 | 1.06 | 660 | 0.0327 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | +| 0.0194 | 1.1 | 690 | 0.0328 | 0.0000 | 0.0000 | 0.0000 | nan | 0.0000 | 0.0 | 0.0000 | +| 0.0451 | 1.15 | 720 | 0.0347 | 0.0012 | 0.0025 | 0.0025 | nan | 0.0025 | 0.0 | 0.0025 | +| 0.0571 | 1.2 | 750 | 0.0299 | 0.0006 | 0.0013 | 0.0013 | nan | 0.0013 | 0.0 | 0.0013 | +| 0.0572 | 1.25 | 780 | 0.0301 | 0.0086 | 0.0172 | 0.0172 | nan | 0.0172 | 0.0 | 0.0172 | +| 0.0563 | 1.3 | 810 | 0.0292 | 0.0072 | 0.0143 | 0.0143 | nan | 0.0143 | 0.0 | 0.0143 | +| 0.0183 | 1.34 | 840 | 0.0294 | 0.0005 | 0.0010 | 0.0010 | nan | 0.0010 | 0.0 | 0.0010 | +| 0.0145 | 1.39 | 870 | 0.0336 | 0.0140 | 0.0281 | 0.0281 | nan | 0.0281 | 0.0 | 0.0281 | +| 0.0275 | 1.44 | 900 | 0.0276 | 0.0015 | 0.0029 | 0.0029 | nan | 0.0029 | 0.0 | 0.0029 | +| 0.0445 | 1.49 | 930 | 0.0259 | 0.0083 | 0.0166 | 0.0166 | nan | 0.0166 | 0.0 | 0.0166 | +| 0.0101 | 1.54 | 960 | 0.0255 | 0.0462 | 0.0923 | 0.0923 | nan | 0.0923 | 0.0 | 0.0923 | +| 0.0245 | 1.58 | 990 | 0.0253 | 0.0062 | 0.0124 | 0.0124 | nan | 0.0124 | 0.0 | 0.0124 | +| 0.0146 | 1.63 | 1020 | 0.0270 | 0.0003 | 0.0006 | 0.0006 | nan | 0.0006 | 0.0 | 0.0006 | +| 0.0244 | 1.68 | 1050 | 0.0268 | 0.0000 | 0.0001 | 0.0001 | nan | 0.0001 | 0.0 | 0.0001 | +| 0.0338 | 1.73 | 1080 | 0.0254 | 0.0022 | 0.0045 | 0.0045 | nan | 0.0045 | 0.0 | 0.0045 | +| 0.0232 | 1.78 | 1110 | 0.0255 | 0.0001 | 0.0002 | 0.0002 | nan | 0.0002 | 0.0 | 0.0002 | +| 0.0176 | 1.82 | 1140 | 0.0268 | 0.0009 | 0.0017 | 0.0017 | nan | 0.0017 | 0.0 | 0.0017 | +| 0.0127 | 1.87 | 1170 | 0.0249 | 0.0095 | 0.0191 | 0.0191 | nan | 0.0191 | 0.0 | 0.0191 | +| 0.0327 | 1.92 | 1200 | 0.0238 | 0.0437 | 0.0874 | 0.0874 | nan | 0.0874 | 0.0 | 0.0874 | +| 0.0375 | 1.97 | 1230 | 0.0246 | 0.0066 | 0.0133 | 0.0133 | nan | 0.0133 | 0.0 | 0.0133 | +| 0.017 | 2.02 | 1260 | 0.0245 | 0.0085 | 0.0169 | 0.0169 | nan | 0.0169 | 0.0 | 0.0169 | +| 0.0224 | 2.06 | 1290 | 0.0251 | 0.0028 | 0.0057 | 0.0057 | nan | 0.0057 | 0.0 | 0.0057 | +| 0.0174 | 2.11 | 1320 | 0.0240 | 0.0687 | 0.1374 | 0.1374 | nan | 0.1374 | 0.0 | 0.1374 | +| 0.0194 | 2.16 | 1350 | 0.0239 | 0.0193 | 0.0386 | 0.0386 | nan | 0.0386 | 0.0 | 0.0386 | +| 0.1479 | 2.21 | 1380 | 0.0244 | 0.0073 | 0.0147 | 0.0147 | nan | 0.0147 | 0.0 | 0.0147 | +| 0.0161 | 2.26 | 1410 | 0.0229 | 0.0586 | 0.1173 | 0.1173 | nan | 0.1173 | 0.0 | 0.1173 | +| 0.0385 | 2.3 | 1440 | 0.0231 | 0.0295 | 0.0590 | 0.0590 | nan | 0.0590 | 0.0 | 0.0590 | +| 0.0611 | 2.35 | 1470 | 0.0235 | 0.0199 | 0.0399 | 0.0399 | nan | 0.0399 | 0.0 | 0.0399 | +| 0.0204 | 2.4 | 1500 | 0.0225 | 0.0497 | 0.0994 | 0.0994 | nan | 0.0994 | 0.0 | 0.0994 | +| 0.0329 | 2.45 | 1530 | 0.0230 | 0.0164 | 0.0327 | 0.0327 | nan | 0.0327 | 0.0 | 0.0327 | +| 0.025 | 2.5 | 1560 | 0.0224 | 0.0518 | 0.1036 | 0.1036 | nan | 0.1036 | 0.0 | 0.1036 | +| 0.0104 | 2.54 | 1590 | 0.0228 | 0.0244 | 0.0488 | 0.0488 | nan | 0.0488 | 0.0 | 0.0488 | +| 0.0096 | 2.59 | 1620 | 0.0233 | 0.1242 | 0.2483 | 0.2483 | nan | 0.2483 | 0.0 | 0.2483 | +| 0.005 | 2.64 | 1650 | 0.0221 | 0.0206 | 0.0411 | 0.0411 | nan | 0.0411 | 0.0 | 0.0411 | +| 0.0264 | 2.69 | 1680 | 0.0236 | 0.1290 | 0.2581 | 0.2581 | nan | 0.2581 | 0.0 | 0.2581 | +| 0.0117 | 2.74 | 1710 | 0.0215 | 0.0665 | 0.1330 | 0.1330 | nan | 0.1330 | 0.0 | 0.1330 | +| 0.0096 | 2.78 | 1740 | 0.0229 | 0.0154 | 0.0307 | 0.0307 | nan | 0.0307 | 0.0 | 0.0307 | +| 0.0176 | 2.83 | 1770 | 0.0222 | 0.0348 | 0.0696 | 0.0696 | nan | 0.0696 | 0.0 | 0.0696 | +| 0.0108 | 2.88 | 1800 | 0.0219 | 0.0528 | 0.1056 | 0.1056 | nan | 0.1056 | 0.0 | 0.1056 | +| 0.0189 | 2.93 | 1830 | 0.0217 | 0.0405 | 0.0811 | 0.0811 | nan | 0.0811 | 0.0 | 0.0811 | +| 0.0288 | 2.98 | 1860 | 0.0218 | 0.0392 | 0.0784 | 0.0784 | nan | 0.0784 | 0.0 | 0.0784 | +| 0.0067 | 3.02 | 1890 | 0.0213 | 0.0399 | 0.0799 | 0.0799 | nan | 0.0799 | 0.0 | 0.0799 | +| 0.0104 | 3.07 | 1920 | 0.0225 | 0.0948 | 0.1896 | 0.1896 | nan | 0.1896 | 0.0 | 0.1896 | +| 0.0115 | 3.12 | 1950 | 0.0214 | 0.0755 | 0.1510 | 0.1510 | nan | 0.1510 | 0.0 | 0.1510 | +| 0.0076 | 3.17 | 1980 | 0.0222 | 0.0823 | 0.1646 | 0.1646 | nan | 0.1646 | 0.0 | 0.1646 | +| 0.0444 | 3.22 | 2010 | 0.0213 | 0.0394 | 0.0788 | 0.0788 | nan | 0.0788 | 0.0 | 0.0788 | +| 0.021 | 3.26 | 2040 | 0.0220 | 0.0392 | 0.0784 | 0.0784 | nan | 0.0784 | 0.0 | 0.0784 | +| 0.0188 | 3.31 | 2070 | 0.0217 | 0.1194 | 0.2388 | 0.2388 | nan | 0.2388 | 0.0 | 0.2388 | +| 0.0235 | 3.36 | 2100 | 0.0208 | 0.0560 | 0.1119 | 0.1119 | nan | 0.1119 | 0.0 | 0.1119 | +| 0.0112 | 3.41 | 2130 | 0.0214 | 0.0459 | 0.0918 | 0.0918 | nan | 0.0918 | 0.0 | 0.0918 | +| 0.0109 | 3.46 | 2160 | 0.0211 | 0.0464 | 0.0928 | 0.0928 | nan | 0.0928 | 0.0 | 0.0928 | +| 0.0136 | 3.5 | 2190 | 0.0230 | 0.0174 | 0.0348 | 0.0348 | nan | 0.0348 | 0.0 | 0.0348 | +| 0.0194 | 3.55 | 2220 | 0.0217 | 0.0851 | 0.1702 | 0.1702 | nan | 0.1702 | 0.0 | 0.1702 | +| 0.0117 | 3.6 | 2250 | 0.0216 | 0.0295 | 0.0589 | 0.0589 | nan | 0.0589 | 0.0 | 0.0589 | +| 0.0079 | 3.65 | 2280 | 0.0211 | 0.0368 | 0.0735 | 0.0735 | nan | 0.0735 | 0.0 | 0.0735 | +| 0.0074 | 3.7 | 2310 | 0.0212 | 0.0861 | 0.1722 | 0.1722 | nan | 0.1722 | 0.0 | 0.1722 | +| 0.0467 | 3.74 | 2340 | 0.0209 | 0.0643 | 0.1286 | 0.1286 | nan | 0.1286 | 0.0 | 0.1286 | +| 0.0526 | 3.79 | 2370 | 0.0212 | 0.1275 | 0.2551 | 0.2551 | nan | 0.2551 | 0.0 | 0.2551 | +| 0.01 | 3.84 | 2400 | 0.0213 | 0.0363 | 0.0725 | 0.0725 | nan | 0.0725 | 0.0 | 0.0725 | +| 0.0426 | 3.89 | 2430 | 0.0212 | 0.1367 | 0.2733 | 0.2733 | nan | 0.2733 | 0.0 | 0.2733 | +| 0.0335 | 3.94 | 2460 | 0.0220 | 0.0235 | 0.0470 | 0.0470 | nan | 0.0470 | 0.0 | 0.0470 | +| 0.014 | 3.98 | 2490 | 0.0219 | 0.0870 | 0.1740 | 0.1740 | nan | 0.1740 | 0.0 | 0.1740 | +| 0.022 | 4.03 | 2520 | 0.0212 | 0.0388 | 0.0775 | 0.0775 | nan | 0.0775 | 0.0 | 0.0775 | +| 0.0038 | 4.08 | 2550 | 0.0211 | 0.0691 | 0.1382 | 0.1382 | nan | 0.1382 | 0.0 | 0.1382 | +| 0.0164 | 4.13 | 2580 | 0.0210 | 0.0848 | 0.1697 | 0.1697 | nan | 0.1697 | 0.0 | 0.1697 | +| 0.0121 | 4.18 | 2610 | 0.0215 | 0.0824 | 0.1648 | 0.1648 | nan | 0.1648 | 0.0 | 0.1648 | +| 0.0271 | 4.22 | 2640 | 0.0211 | 0.0877 | 0.1754 | 0.1754 | nan | 0.1754 | 0.0 | 0.1754 | +| 0.0046 | 4.27 | 2670 | 0.0200 | 0.0812 | 0.1625 | 0.1625 | nan | 0.1625 | 0.0 | 0.1625 | +| 0.02 | 4.32 | 2700 | 0.0214 | 0.0500 | 0.1000 | 0.1000 | nan | 0.1000 | 0.0 | 0.1000 | +| 0.0148 | 4.37 | 2730 | 0.0204 | 0.0550 | 0.1100 | 0.1100 | nan | 0.1100 | 0.0 | 0.1100 | +| 0.0103 | 4.42 | 2760 | 0.0211 | 0.1222 | 0.2444 | 0.2444 | nan | 0.2444 | 0.0 | 0.2444 | +| 0.0687 | 4.46 | 2790 | 0.0212 | 0.1351 | 0.2703 | 0.2703 | nan | 0.2703 | 0.0 | 0.2703 | +| 0.0186 | 4.51 | 2820 | 0.0244 | 0.1186 | 0.2373 | 0.2373 | nan | 0.2373 | 0.0 | 0.2373 | +| 0.0174 | 4.56 | 2850 | 0.0205 | 0.0487 | 0.0974 | 0.0974 | nan | 0.0974 | 0.0 | 0.0974 | +| 0.018 | 4.61 | 2880 | 0.0204 | 0.1213 | 0.2426 | 0.2426 | nan | 0.2426 | 0.0 | 0.2426 | +| 0.0224 | 4.66 | 2910 | 0.0201 | 0.1220 | 0.2439 | 0.2439 | nan | 0.2439 | 0.0 | 0.2439 | +| 0.0262 | 4.7 | 2940 | 0.0202 | 0.0943 | 0.1885 | 0.1885 | nan | 0.1885 | 0.0 | 0.1885 | +| 0.0215 | 4.75 | 2970 | 0.0197 | 0.1166 | 0.2333 | 0.2333 | nan | 0.2333 | 0.0 | 0.2333 | +| 0.0159 | 4.8 | 3000 | 0.0203 | 0.1080 | 0.2159 | 0.2159 | nan | 0.2159 | 0.0 | 0.2159 | +| 0.018 | 4.85 | 3030 | 0.0200 | 0.1138 | 0.2276 | 0.2276 | nan | 0.2276 | 0.0 | 0.2276 | +| 0.0112 | 4.9 | 3060 | 0.0198 | 0.0830 | 0.1661 | 0.1661 | nan | 0.1661 | 0.0 | 0.1661 | +| 0.0038 | 4.94 | 3090 | 0.0198 | 0.0605 | 0.1211 | 0.1211 | nan | 0.1211 | 0.0 | 0.1211 | +| 0.0076 | 4.99 | 3120 | 0.0193 | 0.1283 | 0.2566 | 0.2566 | nan | 0.2566 | 0.0 | 0.2566 | +| 0.0076 | 5.04 | 3150 | 0.0196 | 0.1245 | 0.2491 | 0.2491 | nan | 0.2491 | 0.0 | 0.2491 | +| 0.0145 | 5.09 | 3180 | 0.0205 | 0.1699 | 0.3398 | 0.3398 | nan | 0.3398 | 0.0 | 0.3398 | +| 0.0079 | 5.14 | 3210 | 0.0199 | 0.1323 | 0.2646 | 0.2646 | nan | 0.2646 | 0.0 | 0.2646 | +| 0.0144 | 5.18 | 3240 | 0.0207 | 0.1465 | 0.2931 | 0.2931 | nan | 0.2931 | 0.0 | 0.2931 | +| 0.0114 | 5.23 | 3270 | 0.0194 | 0.1094 | 0.2188 | 0.2188 | nan | 0.2188 | 0.0 | 0.2188 | +| 0.0255 | 5.28 | 3300 | 0.0209 | 0.1864 | 0.3728 | 0.3728 | nan | 0.3728 | 0.0 | 0.3728 | +| 0.0214 | 5.33 | 3330 | 0.0197 | 0.0679 | 0.1357 | 0.1357 | nan | 0.1357 | 0.0 | 0.1357 | +| 0.0124 | 5.38 | 3360 | 0.0191 | 0.0968 | 0.1936 | 0.1936 | nan | 0.1936 | 0.0 | 0.1936 | +| 0.0301 | 5.42 | 3390 | 0.0199 | 0.0622 | 0.1244 | 0.1244 | nan | 0.1244 | 0.0 | 0.1244 | +| 0.0042 | 5.47 | 3420 | 0.0197 | 0.1157 | 0.2313 | 0.2313 | nan | 0.2313 | 0.0 | 0.2313 | +| 0.0254 | 5.52 | 3450 | 0.0201 | 0.1449 | 0.2899 | 0.2899 | nan | 0.2899 | 0.0 | 0.2899 | +| 0.0112 | 5.57 | 3480 | 0.0230 | 0.2090 | 0.4179 | 0.4179 | nan | 0.4179 | 0.0 | 0.4179 | +| 0.0064 | 5.62 | 3510 | 0.0195 | 0.1100 | 0.2199 | 0.2199 | nan | 0.2199 | 0.0 | 0.2199 | +| 0.0177 | 5.66 | 3540 | 0.0200 | 0.1095 | 0.2190 | 0.2190 | nan | 0.2190 | 0.0 | 0.2190 | +| 0.0204 | 5.71 | 3570 | 0.0193 | 0.1370 | 0.2741 | 0.2741 | nan | 0.2741 | 0.0 | 0.2741 | +| 0.0101 | 5.76 | 3600 | 0.0200 | 0.1715 | 0.3430 | 0.3430 | nan | 0.3430 | 0.0 | 0.3430 | +| 0.0179 | 5.81 | 3630 | 0.0198 | 0.1837 | 0.3674 | 0.3674 | nan | 0.3674 | 0.0 | 0.3674 | +| 0.0398 | 5.86 | 3660 | 0.0219 | 0.1870 | 0.3741 | 0.3741 | nan | 0.3741 | 0.0 | 0.3741 | +| 0.006 | 5.9 | 3690 | 0.0206 | 0.0590 | 0.1179 | 0.1179 | nan | 0.1179 | 0.0 | 0.1179 | +| 0.0328 | 5.95 | 3720 | 0.0193 | 0.1281 | 0.2562 | 0.2562 | nan | 0.2562 | 0.0 | 0.2562 | +| 0.0184 | 6.0 | 3750 | 0.0192 | 0.0955 | 0.1910 | 0.1910 | nan | 0.1910 | 0.0 | 0.1910 | +| 0.018 | 6.05 | 3780 | 0.0192 | 0.1283 | 0.2566 | 0.2566 | nan | 0.2566 | 0.0 | 0.2566 | +| 0.0074 | 6.1 | 3810 | 0.0214 | 0.0403 | 0.0805 | 0.0805 | nan | 0.0805 | 0.0 | 0.0805 | +| 0.0098 | 6.14 | 3840 | 0.0200 | 0.0928 | 0.1855 | 0.1855 | nan | 0.1855 | 0.0 | 0.1855 | +| 0.0154 | 6.19 | 3870 | 0.0190 | 0.1304 | 0.2609 | 0.2609 | nan | 0.2609 | 0.0 | 0.2609 | +| 0.0197 | 6.24 | 3900 | 0.0189 | 0.1300 | 0.2601 | 0.2601 | nan | 0.2601 | 0.0 | 0.2601 | +| 0.0063 | 6.29 | 3930 | 0.0191 | 0.1352 | 0.2704 | 0.2704 | nan | 0.2704 | 0.0 | 0.2704 | +| 0.0215 | 6.34 | 3960 | 0.0195 | 0.1572 | 0.3144 | 0.3144 | nan | 0.3144 | 0.0 | 0.3144 | +| 0.021 | 6.38 | 3990 | 0.0188 | 0.1590 | 0.3179 | 0.3179 | nan | 0.3179 | 0.0 | 0.3179 | +| 0.0193 | 6.43 | 4020 | 0.0195 | 0.1676 | 0.3352 | 0.3352 | nan | 0.3352 | 0.0 | 0.3352 | +| 0.0174 | 6.48 | 4050 | 0.0202 | 0.1943 | 0.3886 | 0.3886 | nan | 0.3886 | 0.0 | 0.3886 | +| 0.0097 | 6.53 | 4080 | 0.0196 | 0.0611 | 0.1223 | 0.1223 | nan | 0.1223 | 0.0 | 0.1223 | +| 0.0043 | 6.58 | 4110 | 0.0196 | 0.0700 | 0.1399 | 0.1399 | nan | 0.1399 | 0.0 | 0.1399 | +| 0.0121 | 6.62 | 4140 | 0.0190 | 0.1047 | 0.2093 | 0.2093 | nan | 0.2093 | 0.0 | 0.2093 | +| 0.0053 | 6.67 | 4170 | 0.0190 | 0.1374 | 0.2748 | 0.2748 | nan | 0.2748 | 0.0 | 0.2748 | +| 0.0234 | 6.72 | 4200 | 0.0197 | 0.1250 | 0.2500 | 0.2500 | nan | 0.2500 | 0.0 | 0.2500 | +| 0.0164 | 6.77 | 4230 | 0.0187 | 0.0911 | 0.1822 | 0.1822 | nan | 0.1822 | 0.0 | 0.1822 | +| 0.0139 | 6.82 | 4260 | 0.0190 | 0.1242 | 0.2485 | 0.2485 | nan | 0.2485 | 0.0 | 0.2485 | +| 0.0431 | 6.86 | 4290 | 0.0194 | 0.1405 | 0.2809 | 0.2809 | nan | 0.2809 | 0.0 | 0.2809 | +| 0.0082 | 6.91 | 4320 | 0.0189 | 0.1354 | 0.2707 | 0.2707 | nan | 0.2707 | 0.0 | 0.2707 | +| 0.0095 | 6.96 | 4350 | 0.0193 | 0.1231 | 0.2462 | 0.2462 | nan | 0.2462 | 0.0 | 0.2462 | +| 0.0062 | 7.01 | 4380 | 0.0195 | 0.1617 | 0.3233 | 0.3233 | nan | 0.3233 | 0.0 | 0.3233 | +| 0.0067 | 7.06 | 4410 | 0.0206 | 0.1945 | 0.3890 | 0.3890 | nan | 0.3890 | 0.0 | 0.3890 | +| 0.0193 | 7.1 | 4440 | 0.0193 | 0.1563 | 0.3126 | 0.3126 | nan | 0.3126 | 0.0 | 0.3126 | +| 0.0482 | 7.15 | 4470 | 0.0197 | 0.1142 | 0.2284 | 0.2284 | nan | 0.2284 | 0.0 | 0.2284 | +| 0.6577 | 7.2 | 4500 | 0.0188 | 0.1033 | 0.2066 | 0.2066 | nan | 0.2066 | 0.0 | 0.2066 | +| 0.0251 | 7.25 | 4530 | 0.0201 | 0.0845 | 0.1689 | 0.1689 | nan | 0.1689 | 0.0 | 0.1689 | +| 0.0059 | 7.3 | 4560 | 0.0191 | 0.1534 | 0.3068 | 0.3068 | nan | 0.3068 | 0.0 | 0.3068 | +| 0.0103 | 7.34 | 4590 | 0.0192 | 0.1793 | 0.3586 | 0.3586 | nan | 0.3586 | 0.0 | 0.3586 | +| 0.0115 | 7.39 | 4620 | 0.0191 | 0.1000 | 0.2001 | 0.2001 | nan | 0.2001 | 0.0 | 0.2001 | +| 0.0096 | 7.44 | 4650 | 0.0194 | 0.0976 | 0.1952 | 0.1952 | nan | 0.1952 | 0.0 | 0.1952 | +| 0.0223 | 7.49 | 4680 | 0.0185 | 0.1023 | 0.2046 | 0.2046 | nan | 0.2046 | 0.0 | 0.2046 | +| 0.0228 | 7.54 | 4710 | 0.0190 | 0.1669 | 0.3339 | 0.3339 | nan | 0.3339 | 0.0 | 0.3339 | +| 0.0449 | 7.58 | 4740 | 0.0183 | 0.1302 | 0.2603 | 0.2603 | nan | 0.2603 | 0.0 | 0.2603 | +| 0.0224 | 7.63 | 4770 | 0.0193 | 0.1061 | 0.2122 | 0.2122 | nan | 0.2122 | 0.0 | 0.2122 | +| 0.0161 | 7.68 | 4800 | 0.0188 | 0.1251 | 0.2502 | 0.2502 | nan | 0.2502 | 0.0 | 0.2502 | +| 0.0106 | 7.73 | 4830 | 0.0194 | 0.1002 | 0.2005 | 0.2005 | nan | 0.2005 | 0.0 | 0.2005 | +| 0.0163 | 7.78 | 4860 | 0.0186 | 0.1264 | 0.2528 | 0.2528 | nan | 0.2528 | 0.0 | 0.2528 | +| 0.0087 | 7.82 | 4890 | 0.0184 | 0.1355 | 0.2709 | 0.2709 | nan | 0.2709 | 0.0 | 0.2709 | +| 0.0247 | 7.87 | 4920 | 0.0195 | 0.2030 | 0.4060 | 0.4060 | nan | 0.4060 | 0.0 | 0.4060 | +| 0.0239 | 7.92 | 4950 | 0.0188 | 0.1153 | 0.2306 | 0.2306 | nan | 0.2306 | 0.0 | 0.2306 | +| 0.0149 | 7.97 | 4980 | 0.0192 | 0.1265 | 0.2531 | 0.2531 | nan | 0.2531 | 0.0 | 0.2531 | +| 0.0121 | 8.02 | 5010 | 0.0191 | 0.1640 | 0.3280 | 0.3280 | nan | 0.3280 | 0.0 | 0.3280 | +| 0.0157 | 8.06 | 5040 | 0.0192 | 0.1459 | 0.2917 | 0.2917 | nan | 0.2917 | 0.0 | 0.2917 | +| 0.0321 | 8.11 | 5070 | 0.0194 | 0.1636 | 0.3273 | 0.3273 | nan | 0.3273 | 0.0 | 0.3273 | +| 0.0228 | 8.16 | 5100 | 0.0185 | 0.1471 | 0.2943 | 0.2943 | nan | 0.2943 | 0.0 | 0.2943 | +| 0.0027 | 8.21 | 5130 | 0.0185 | 0.1940 | 0.3881 | 0.3881 | nan | 0.3881 | 0.0 | 0.3881 | +| 0.0332 | 8.26 | 5160 | 0.0183 | 0.1219 | 0.2439 | 0.2439 | nan | 0.2439 | 0.0 | 0.2439 | +| 0.0099 | 8.3 | 5190 | 0.0183 | 0.1310 | 0.2621 | 0.2621 | nan | 0.2621 | 0.0 | 0.2621 | +| 0.0202 | 8.35 | 5220 | 0.0186 | 0.1128 | 0.2257 | 0.2257 | nan | 0.2257 | 0.0 | 0.2257 | +| 0.0121 | 8.4 | 5250 | 0.0192 | 0.1444 | 0.2888 | 0.2888 | nan | 0.2888 | 0.0 | 0.2888 | +| 0.0058 | 8.45 | 5280 | 0.0201 | 0.0798 | 0.1597 | 0.1597 | nan | 0.1597 | 0.0 | 0.1597 | +| 0.014 | 8.5 | 5310 | 0.0186 | 0.1456 | 0.2912 | 0.2912 | nan | 0.2912 | 0.0 | 0.2912 | +| 0.0325 | 8.54 | 5340 | 0.0201 | 0.2215 | 0.4430 | 0.4430 | nan | 0.4430 | 0.0 | 0.4430 | +| 0.0084 | 8.59 | 5370 | 0.0192 | 0.1044 | 0.2087 | 0.2087 | nan | 0.2087 | 0.0 | 0.2087 | +| 0.0125 | 8.64 | 5400 | 0.0185 | 0.1414 | 0.2828 | 0.2828 | nan | 0.2828 | 0.0 | 0.2828 | +| 0.0246 | 8.69 | 5430 | 0.0188 | 0.1482 | 0.2965 | 0.2965 | nan | 0.2965 | 0.0 | 0.2965 | +| 0.0306 | 8.74 | 5460 | 0.0193 | 0.1833 | 0.3667 | 0.3667 | nan | 0.3667 | 0.0 | 0.3667 | +| 0.0145 | 8.78 | 5490 | 0.0186 | 0.1594 | 0.3189 | 0.3189 | nan | 0.3189 | 0.0 | 0.3189 | +| 0.0149 | 8.83 | 5520 | 0.0204 | 0.2578 | 0.5157 | 0.5157 | nan | 0.5157 | 0.0 | 0.5157 | +| 0.0095 | 8.88 | 5550 | 0.0185 | 0.1725 | 0.3450 | 0.3450 | nan | 0.3450 | 0.0 | 0.3450 | +| 0.0157 | 8.93 | 5580 | 0.0189 | 0.1450 | 0.2901 | 0.2901 | nan | 0.2901 | 0.0 | 0.2901 | +| 0.0135 | 8.98 | 5610 | 0.0190 | 0.1688 | 0.3376 | 0.3376 | nan | 0.3376 | 0.0 | 0.3376 | +| 0.0099 | 9.02 | 5640 | 0.0212 | 0.2304 | 0.4608 | 0.4608 | nan | 0.4608 | 0.0 | 0.4608 | +| 0.0232 | 9.07 | 5670 | 0.0191 | 0.2030 | 0.4059 | 0.4059 | nan | 0.4059 | 0.0 | 0.4059 | +| 0.0163 | 9.12 | 5700 | 0.0187 | 0.1628 | 0.3255 | 0.3255 | nan | 0.3255 | 0.0 | 0.3255 | +| 0.8412 | 9.17 | 5730 | 0.0186 | 0.1743 | 0.3486 | 0.3486 | nan | 0.3486 | 0.0 | 0.3486 | +| 0.0189 | 9.22 | 5760 | 0.0192 | 0.1287 | 0.2573 | 0.2573 | nan | 0.2573 | 0.0 | 0.2573 | +| 0.0148 | 9.26 | 5790 | 0.0182 | 0.1526 | 0.3051 | 0.3051 | nan | 0.3051 | 0.0 | 0.3051 | +| 0.0211 | 9.31 | 5820 | 0.0198 | 0.2222 | 0.4444 | 0.4444 | nan | 0.4444 | 0.0 | 0.4444 | +| 0.0185 | 9.36 | 5850 | 0.0197 | 0.2170 | 0.4341 | 0.4341 | nan | 0.4341 | 0.0 | 0.4341 | +| 0.0098 | 9.41 | 5880 | 0.0182 | 0.1784 | 0.3568 | 0.3568 | nan | 0.3568 | 0.0 | 0.3568 | +| 0.0135 | 9.46 | 5910 | 0.0183 | 0.1618 | 0.3236 | 0.3236 | nan | 0.3236 | 0.0 | 0.3236 | +| 0.0123 | 9.5 | 5940 | 0.0186 | 0.1752 | 0.3505 | 0.3505 | nan | 0.3505 | 0.0 | 0.3505 | +| 0.0105 | 9.55 | 5970 | 0.0188 | 0.1955 | 0.3910 | 0.3910 | nan | 0.3910 | 0.0 | 0.3910 | +| 0.0147 | 9.6 | 6000 | 0.0182 | 0.1437 | 0.2874 | 0.2874 | nan | 0.2874 | 0.0 | 0.2874 | +| 0.0181 | 9.65 | 6030 | 0.0181 | 0.1288 | 0.2577 | 0.2577 | nan | 0.2577 | 0.0 | 0.2577 | +| 0.0153 | 9.7 | 6060 | 0.0185 | 0.1794 | 0.3588 | 0.3588 | nan | 0.3588 | 0.0 | 0.3588 | +| 0.0331 | 9.74 | 6090 | 0.0191 | 0.1037 | 0.2074 | 0.2074 | nan | 0.2074 | 0.0 | 0.2074 | +| 0.0105 | 9.79 | 6120 | 0.0187 | 0.1807 | 0.3613 | 0.3613 | nan | 0.3613 | 0.0 | 0.3613 | +| 0.0212 | 9.84 | 6150 | 0.0186 | 0.1652 | 0.3304 | 0.3304 | nan | 0.3304 | 0.0 | 0.3304 | +| 0.0191 | 9.89 | 6180 | 0.0191 | 0.1921 | 0.3842 | 0.3842 | nan | 0.3842 | 0.0 | 0.3842 | +| 0.0163 | 9.94 | 6210 | 0.0191 | 0.1893 | 0.3787 | 0.3787 | nan | 0.3787 | 0.0 | 0.3787 | +| 0.054 | 9.98 | 6240 | 0.0190 | 0.1888 | 0.3777 | 0.3777 | nan | 0.3777 | 0.0 | 0.3777 | +| 0.0095 | 10.03 | 6270 | 0.0193 | 0.1441 | 0.2881 | 0.2881 | nan | 0.2881 | 0.0 | 0.2881 | +| 0.0146 | 10.08 | 6300 | 0.0194 | 0.1614 | 0.3228 | 0.3228 | nan | 0.3228 | 0.0 | 0.3228 | +| 0.0189 | 10.13 | 6330 | 0.0189 | 0.1799 | 0.3598 | 0.3598 | nan | 0.3598 | 0.0 | 0.3598 | +| 0.01 | 10.18 | 6360 | 0.0184 | 0.2016 | 0.4032 | 0.4032 | nan | 0.4032 | 0.0 | 0.4032 | +| 0.0165 | 10.22 | 6390 | 0.0183 | 0.1727 | 0.3453 | 0.3453 | nan | 0.3453 | 0.0 | 0.3453 | +| 0.0114 | 10.27 | 6420 | 0.0189 | 0.1329 | 0.2657 | 0.2657 | nan | 0.2657 | 0.0 | 0.2657 | +| 0.017 | 10.32 | 6450 | 0.0186 | 0.1636 | 0.3272 | 0.3272 | nan | 0.3272 | 0.0 | 0.3272 | +| 0.0109 | 10.37 | 6480 | 0.0184 | 0.1718 | 0.3436 | 0.3436 | nan | 0.3436 | 0.0 | 0.3436 | +| 0.0044 | 10.42 | 6510 | 0.0188 | 0.1326 | 0.2652 | 0.2652 | nan | 0.2652 | 0.0 | 0.2652 | +| 0.0126 | 10.46 | 6540 | 0.0188 | 0.1786 | 0.3573 | 0.3573 | nan | 0.3573 | 0.0 | 0.3573 | +| 0.0044 | 10.51 | 6570 | 0.0191 | 0.1379 | 0.2758 | 0.2758 | nan | 0.2758 | 0.0 | 0.2758 | +| 0.0218 | 10.56 | 6600 | 0.0188 | 0.2023 | 0.4046 | 0.4046 | nan | 0.4046 | 0.0 | 0.4046 | +| 0.0124 | 10.61 | 6630 | 0.0189 | 0.1895 | 0.3791 | 0.3791 | nan | 0.3791 | 0.0 | 0.3791 | +| 0.0056 | 10.66 | 6660 | 0.0189 | 0.1573 | 0.3145 | 0.3145 | nan | 0.3145 | 0.0 | 0.3145 | +| 0.0055 | 10.7 | 6690 | 0.0187 | 0.1269 | 0.2538 | 0.2538 | nan | 0.2538 | 0.0 | 0.2538 | +| 0.0023 | 10.75 | 6720 | 0.0185 | 0.1908 | 0.3815 | 0.3815 | nan | 0.3815 | 0.0 | 0.3815 | +| 0.0517 | 10.8 | 6750 | 0.0181 | 0.1342 | 0.2684 | 0.2684 | nan | 0.2684 | 0.0 | 0.2684 | +| 0.032 | 10.85 | 6780 | 0.0188 | 0.1179 | 0.2359 | 0.2359 | nan | 0.2359 | 0.0 | 0.2359 | +| 0.0111 | 10.9 | 6810 | 0.0185 | 0.1195 | 0.2391 | 0.2391 | nan | 0.2391 | 0.0 | 0.2391 | +| 0.0354 | 10.94 | 6840 | 0.0184 | 0.1911 | 0.3822 | 0.3822 | nan | 0.3822 | 0.0 | 0.3822 | +| 0.0051 | 10.99 | 6870 | 0.0190 | 0.1151 | 0.2302 | 0.2302 | nan | 0.2302 | 0.0 | 0.2302 | +| 0.0104 | 11.04 | 6900 | 0.0181 | 0.1562 | 0.3123 | 0.3123 | nan | 0.3123 | 0.0 | 0.3123 | +| 0.0145 | 11.09 | 6930 | 0.0184 | 0.1641 | 0.3282 | 0.3282 | nan | 0.3282 | 0.0 | 0.3282 | +| 0.022 | 11.14 | 6960 | 0.0192 | 0.1011 | 0.2023 | 0.2023 | nan | 0.2023 | 0.0 | 0.2023 | +| 0.014 | 11.18 | 6990 | 0.0190 | 0.0986 | 0.1972 | 0.1972 | nan | 0.1972 | 0.0 | 0.1972 | +| 0.0195 | 11.23 | 7020 | 0.0193 | 0.1969 | 0.3937 | 0.3937 | nan | 0.3937 | 0.0 | 0.3937 | +| 0.0084 | 11.28 | 7050 | 0.0182 | 0.1592 | 0.3184 | 0.3184 | nan | 0.3184 | 0.0 | 0.3184 | +| 0.0099 | 11.33 | 7080 | 0.0191 | 0.1812 | 0.3624 | 0.3624 | nan | 0.3624 | 0.0 | 0.3624 | +| 0.0165 | 11.38 | 7110 | 0.0198 | 0.1032 | 0.2063 | 0.2063 | nan | 0.2063 | 0.0 | 0.2063 | +| 0.0175 | 11.42 | 7140 | 0.0195 | 0.1435 | 0.2870 | 0.2870 | nan | 0.2870 | 0.0 | 0.2870 | +| 0.0146 | 11.47 | 7170 | 0.0187 | 0.1509 | 0.3018 | 0.3018 | nan | 0.3018 | 0.0 | 0.3018 | +| 0.0106 | 11.52 | 7200 | 0.0186 | 0.1504 | 0.3007 | 0.3007 | nan | 0.3007 | 0.0 | 0.3007 | +| 0.0195 | 11.57 | 7230 | 0.0188 | 0.1333 | 0.2667 | 0.2667 | nan | 0.2667 | 0.0 | 0.2667 | +| 0.0162 | 11.62 | 7260 | 0.0188 | 0.1397 | 0.2794 | 0.2794 | nan | 0.2794 | 0.0 | 0.2794 | +| 0.0198 | 11.66 | 7290 | 0.0184 | 0.1546 | 0.3093 | 0.3093 | nan | 0.3093 | 0.0 | 0.3093 | +| 0.0161 | 11.71 | 7320 | 0.0199 | 0.2356 | 0.4712 | 0.4712 | nan | 0.4712 | 0.0 | 0.4712 | +| 0.0252 | 11.76 | 7350 | 0.0198 | 0.1594 | 0.3187 | 0.3187 | nan | 0.3187 | 0.0 | 0.3187 | +| 0.0122 | 11.81 | 7380 | 0.0195 | 0.1640 | 0.3279 | 0.3279 | nan | 0.3279 | 0.0 | 0.3279 | +| 0.0045 | 11.86 | 7410 | 0.0196 | 0.1362 | 0.2724 | 0.2724 | nan | 0.2724 | 0.0 | 0.2724 | +| 0.0154 | 11.9 | 7440 | 0.0192 | 0.1514 | 0.3028 | 0.3028 | nan | 0.3028 | 0.0 | 0.3028 | +| 0.0153 | 11.95 | 7470 | 0.0189 | 0.1134 | 0.2269 | 0.2269 | nan | 0.2269 | 0.0 | 0.2269 | +| 0.015 | 12.0 | 7500 | 0.0189 | 0.1524 | 0.3049 | 0.3049 | nan | 0.3049 | 0.0 | 0.3049 | +| 0.011 | 12.05 | 7530 | 0.0190 | 0.1358 | 0.2716 | 0.2716 | nan | 0.2716 | 0.0 | 0.2716 | +| 0.0105 | 12.1 | 7560 | 0.0192 | 0.1099 | 0.2198 | 0.2198 | nan | 0.2198 | 0.0 | 0.2198 | +| 0.0028 | 12.14 | 7590 | 0.0186 | 0.1551 | 0.3102 | 0.3102 | nan | 0.3102 | 0.0 | 0.3102 | +| 0.0088 | 12.19 | 7620 | 0.0182 | 0.1527 | 0.3054 | 0.3054 | nan | 0.3054 | 0.0 | 0.3054 | +| 0.0122 | 12.24 | 7650 | 0.0191 | 0.2037 | 0.4074 | 0.4074 | nan | 0.4074 | 0.0 | 0.4074 | +| 0.0188 | 12.29 | 7680 | 0.0191 | 0.1690 | 0.3380 | 0.3380 | nan | 0.3380 | 0.0 | 0.3380 | +| 0.0108 | 12.34 | 7710 | 0.0197 | 0.1367 | 0.2735 | 0.2735 | nan | 0.2735 | 0.0 | 0.2735 | +| 0.0054 | 12.38 | 7740 | 0.0190 | 0.1659 | 0.3319 | 0.3319 | nan | 0.3319 | 0.0 | 0.3319 | +| 0.0105 | 12.43 | 7770 | 0.0190 | 0.1749 | 0.3499 | 0.3499 | nan | 0.3499 | 0.0 | 0.3499 | +| 0.0131 | 12.48 | 7800 | 0.0194 | 0.1994 | 0.3987 | 0.3987 | nan | 0.3987 | 0.0 | 0.3987 | +| 0.0127 | 12.53 | 7830 | 0.0192 | 0.2064 | 0.4128 | 0.4128 | nan | 0.4128 | 0.0 | 0.4128 | +| 0.014 | 12.58 | 7860 | 0.0187 | 0.1686 | 0.3372 | 0.3372 | nan | 0.3372 | 0.0 | 0.3372 | +| 0.0086 | 12.62 | 7890 | 0.0192 | 0.1871 | 0.3742 | 0.3742 | nan | 0.3742 | 0.0 | 0.3742 | +| 0.0089 | 12.67 | 7920 | 0.0187 | 0.1386 | 0.2772 | 0.2772 | nan | 0.2772 | 0.0 | 0.2772 | +| 0.0055 | 12.72 | 7950 | 0.0187 | 0.1513 | 0.3026 | 0.3026 | nan | 0.3026 | 0.0 | 0.3026 | +| 0.0118 | 12.77 | 7980 | 0.0186 | 0.1484 | 0.2968 | 0.2968 | nan | 0.2968 | 0.0 | 0.2968 | +| 0.0059 | 12.82 | 8010 | 0.0185 | 0.1568 | 0.3137 | 0.3137 | nan | 0.3137 | 0.0 | 0.3137 | +| 0.0103 | 12.86 | 8040 | 0.0182 | 0.1728 | 0.3456 | 0.3456 | nan | 0.3456 | 0.0 | 0.3456 | +| 0.0085 | 12.91 | 8070 | 0.0187 | 0.1903 | 0.3806 | 0.3806 | nan | 0.3806 | 0.0 | 0.3806 | +| 0.0145 | 12.96 | 8100 | 0.0185 | 0.1887 | 0.3773 | 0.3773 | nan | 0.3773 | 0.0 | 0.3773 | +| 0.0064 | 13.01 | 8130 | 0.0191 | 0.1963 | 0.3925 | 0.3925 | nan | 0.3925 | 0.0 | 0.3925 | +| 0.0066 | 13.06 | 8160 | 0.0186 | 0.1888 | 0.3777 | 0.3777 | nan | 0.3777 | 0.0 | 0.3777 | +| 0.0139 | 13.1 | 8190 | 0.0183 | 0.1427 | 0.2854 | 0.2854 | nan | 0.2854 | 0.0 | 0.2854 | +| 0.0179 | 13.15 | 8220 | 0.0185 | 0.1460 | 0.2921 | 0.2921 | nan | 0.2921 | 0.0 | 0.2921 | +| 0.0108 | 13.2 | 8250 | 0.0190 | 0.1738 | 0.3476 | 0.3476 | nan | 0.3476 | 0.0 | 0.3476 | +| 0.0112 | 13.25 | 8280 | 0.0196 | 0.2183 | 0.4365 | 0.4365 | nan | 0.4365 | 0.0 | 0.4365 | +| 0.0409 | 13.3 | 8310 | 0.0191 | 0.1923 | 0.3846 | 0.3846 | nan | 0.3846 | 0.0 | 0.3846 | +| 0.0145 | 13.34 | 8340 | 0.0194 | 0.1946 | 0.3892 | 0.3892 | nan | 0.3892 | 0.0 | 0.3892 | +| 0.0077 | 13.39 | 8370 | 0.0195 | 0.2010 | 0.4020 | 0.4020 | nan | 0.4020 | 0.0 | 0.4020 | +| 0.0108 | 13.44 | 8400 | 0.0194 | 0.1367 | 0.2734 | 0.2734 | nan | 0.2734 | 0.0 | 0.2734 | +| 0.0161 | 13.49 | 8430 | 0.0187 | 0.1856 | 0.3711 | 0.3711 | nan | 0.3711 | 0.0 | 0.3711 | +| 0.0101 | 13.54 | 8460 | 0.0185 | 0.1812 | 0.3623 | 0.3623 | nan | 0.3623 | 0.0 | 0.3623 | +| 0.0181 | 13.58 | 8490 | 0.0192 | 0.1788 | 0.3576 | 0.3576 | nan | 0.3576 | 0.0 | 0.3576 | +| 0.0092 | 13.63 | 8520 | 0.0188 | 0.1516 | 0.3032 | 0.3032 | nan | 0.3032 | 0.0 | 0.3032 | +| 0.028 | 13.68 | 8550 | 0.0187 | 0.1690 | 0.3379 | 0.3379 | nan | 0.3379 | 0.0 | 0.3379 | +| 0.0176 | 13.73 | 8580 | 0.0185 | 0.1724 | 0.3447 | 0.3447 | nan | 0.3447 | 0.0 | 0.3447 | +| 0.0075 | 13.78 | 8610 | 0.0184 | 0.1768 | 0.3537 | 0.3537 | nan | 0.3537 | 0.0 | 0.3537 | +| 0.0108 | 13.82 | 8640 | 0.0194 | 0.1717 | 0.3433 | 0.3433 | nan | 0.3433 | 0.0 | 0.3433 | +| 0.0209 | 13.87 | 8670 | 0.0192 | 0.1636 | 0.3271 | 0.3271 | nan | 0.3271 | 0.0 | 0.3271 | +| 0.0088 | 13.92 | 8700 | 0.0193 | 0.2096 | 0.4192 | 0.4192 | nan | 0.4192 | 0.0 | 0.4192 | +| 0.0099 | 13.97 | 8730 | 0.0189 | 0.1995 | 0.3990 | 0.3990 | nan | 0.3990 | 0.0 | 0.3990 | +| 0.015 | 14.02 | 8760 | 0.0186 | 0.1647 | 0.3295 | 0.3295 | nan | 0.3295 | 0.0 | 0.3295 | +| 0.011 | 14.06 | 8790 | 0.0189 | 0.1676 | 0.3353 | 0.3353 | nan | 0.3353 | 0.0 | 0.3353 | +| 0.0081 | 14.11 | 8820 | 0.0194 | 0.1419 | 0.2839 | 0.2839 | nan | 0.2839 | 0.0 | 0.2839 | +| 0.0164 | 14.16 | 8850 | 0.0187 | 0.1627 | 0.3254 | 0.3254 | nan | 0.3254 | 0.0 | 0.3254 | +| 0.009 | 14.21 | 8880 | 0.0183 | 0.1909 | 0.3817 | 0.3817 | nan | 0.3817 | 0.0 | 0.3817 | +| 0.0135 | 14.26 | 8910 | 0.0186 | 0.1640 | 0.3280 | 0.3280 | nan | 0.3280 | 0.0 | 0.3280 | +| 0.0286 | 14.3 | 8940 | 0.0188 | 0.1691 | 0.3383 | 0.3383 | nan | 0.3383 | 0.0 | 0.3383 | +| 0.0036 | 14.35 | 8970 | 0.0189 | 0.1616 | 0.3231 | 0.3231 | nan | 0.3231 | 0.0 | 0.3231 | +| 0.0115 | 14.4 | 9000 | 0.0193 | 0.1359 | 0.2718 | 0.2718 | nan | 0.2718 | 0.0 | 0.2718 | +| 0.0107 | 14.45 | 9030 | 0.0189 | 0.1498 | 0.2996 | 0.2996 | nan | 0.2996 | 0.0 | 0.2996 | +| 0.0217 | 14.5 | 9060 | 0.0194 | 0.1486 | 0.2972 | 0.2972 | nan | 0.2972 | 0.0 | 0.2972 | +| 0.0109 | 14.54 | 9090 | 0.0194 | 0.1554 | 0.3109 | 0.3109 | nan | 0.3109 | 0.0 | 0.3109 | +| 0.0104 | 14.59 | 9120 | 0.0195 | 0.1661 | 0.3321 | 0.3321 | nan | 0.3321 | 0.0 | 0.3321 | +| 0.0096 | 14.64 | 9150 | 0.0187 | 0.1850 | 0.3700 | 0.3700 | nan | 0.3700 | 0.0 | 0.3700 | +| 0.018 | 14.69 | 9180 | 0.0188 | 0.1923 | 0.3847 | 0.3847 | nan | 0.3847 | 0.0 | 0.3847 | +| 0.0072 | 14.74 | 9210 | 0.0185 | 0.1775 | 0.3551 | 0.3551 | nan | 0.3551 | 0.0 | 0.3551 | +| 0.0106 | 14.78 | 9240 | 0.0186 | 0.1570 | 0.3140 | 0.3140 | nan | 0.3140 | 0.0 | 0.3140 | +| 0.0209 | 14.83 | 9270 | 0.0190 | 0.1936 | 0.3872 | 0.3872 | nan | 0.3872 | 0.0 | 0.3872 | +| 0.0174 | 14.88 | 9300 | 0.0186 | 0.1920 | 0.3840 | 0.3840 | nan | 0.3840 | 0.0 | 0.3840 | +| 0.0109 | 14.93 | 9330 | 0.0184 | 0.1680 | 0.3361 | 0.3361 | nan | 0.3361 | 0.0 | 0.3361 | +| 0.019 | 14.98 | 9360 | 0.0189 | 0.1962 | 0.3924 | 0.3924 | nan | 0.3924 | 0.0 | 0.3924 | +| 0.0162 | 15.02 | 9390 | 0.0195 | 0.1523 | 0.3045 | 0.3045 | nan | 0.3045 | 0.0 | 0.3045 | +| 0.013 | 15.07 | 9420 | 0.0191 | 0.1530 | 0.3059 | 0.3059 | nan | 0.3059 | 0.0 | 0.3059 | +| 0.0091 | 15.12 | 9450 | 0.0189 | 0.1871 | 0.3743 | 0.3743 | nan | 0.3743 | 0.0 | 0.3743 | +| 0.0022 | 15.17 | 9480 | 0.0195 | 0.1568 | 0.3136 | 0.3136 | nan | 0.3136 | 0.0 | 0.3136 | +| 0.0092 | 15.22 | 9510 | 0.0189 | 0.2056 | 0.4112 | 0.4112 | nan | 0.4112 | 0.0 | 0.4112 | +| 0.0269 | 15.26 | 9540 | 0.0189 | 0.1692 | 0.3383 | 0.3383 | nan | 0.3383 | 0.0 | 0.3383 | +| 0.0194 | 15.31 | 9570 | 0.0191 | 0.1744 | 0.3489 | 0.3489 | nan | 0.3489 | 0.0 | 0.3489 | +| 0.0063 | 15.36 | 9600 | 0.0186 | 0.1757 | 0.3513 | 0.3513 | nan | 0.3513 | 0.0 | 0.3513 | +| 0.0283 | 15.41 | 9630 | 0.0191 | 0.1858 | 0.3715 | 0.3715 | nan | 0.3715 | 0.0 | 0.3715 | +| 0.0051 | 15.46 | 9660 | 0.0196 | 0.1602 | 0.3203 | 0.3203 | nan | 0.3203 | 0.0 | 0.3203 | +| 0.003 | 15.5 | 9690 | 0.0195 | 0.1377 | 0.2753 | 0.2753 | nan | 0.2753 | 0.0 | 0.2753 | +| 0.0149 | 15.55 | 9720 | 0.0189 | 0.1799 | 0.3597 | 0.3597 | nan | 0.3597 | 0.0 | 0.3597 | +| 0.0169 | 15.6 | 9750 | 0.0189 | 0.1772 | 0.3544 | 0.3544 | nan | 0.3544 | 0.0 | 0.3544 | +| 0.0125 | 15.65 | 9780 | 0.0193 | 0.1436 | 0.2872 | 0.2872 | nan | 0.2872 | 0.0 | 0.2872 | +| 0.0115 | 15.7 | 9810 | 0.0192 | 0.1560 | 0.3121 | 0.3121 | nan | 0.3121 | 0.0 | 0.3121 | +| 0.0081 | 15.74 | 9840 | 0.0186 | 0.1693 | 0.3386 | 0.3386 | nan | 0.3386 | 0.0 | 0.3386 | +| 0.0183 | 15.79 | 9870 | 0.0192 | 0.1414 | 0.2828 | 0.2828 | nan | 0.2828 | 0.0 | 0.2828 | +| 0.0128 | 15.84 | 9900 | 0.0189 | 0.1484 | 0.2967 | 0.2967 | nan | 0.2967 | 0.0 | 0.2967 | +| 0.0071 | 15.89 | 9930 | 0.0192 | 0.1309 | 0.2618 | 0.2618 | nan | 0.2618 | 0.0 | 0.2618 | +| 0.0112 | 15.94 | 9960 | 0.0194 | 0.1479 | 0.2957 | 0.2957 | nan | 0.2957 | 0.0 | 0.2957 | +| 0.002 | 15.98 | 9990 | 0.0191 | 0.1575 | 0.3150 | 0.3150 | nan | 0.3150 | 0.0 | 0.3150 | +| 0.0201 | 16.03 | 10020 | 0.0194 | 0.1302 | 0.2604 | 0.2604 | nan | 0.2604 | 0.0 | 0.2604 | +| 0.0078 | 16.08 | 10050 | 0.0193 | 0.1424 | 0.2848 | 0.2848 | nan | 0.2848 | 0.0 | 0.2848 | +| 0.0288 | 16.13 | 10080 | 0.0195 | 0.1624 | 0.3247 | 0.3247 | nan | 0.3247 | 0.0 | 0.3247 | +| 0.0229 | 16.18 | 10110 | 0.0188 | 0.1687 | 0.3373 | 0.3373 | nan | 0.3373 | 0.0 | 0.3373 | +| 0.0124 | 16.22 | 10140 | 0.0185 | 0.1783 | 0.3565 | 0.3565 | nan | 0.3565 | 0.0 | 0.3565 | +| 0.0098 | 16.27 | 10170 | 0.0190 | 0.1657 | 0.3314 | 0.3314 | nan | 0.3314 | 0.0 | 0.3314 | +| 0.0117 | 16.32 | 10200 | 0.0190 | 0.1537 | 0.3073 | 0.3073 | nan | 0.3073 | 0.0 | 0.3073 | +| 0.0104 | 16.37 | 10230 | 0.0185 | 0.1686 | 0.3371 | 0.3371 | nan | 0.3371 | 0.0 | 0.3371 | +| 0.0131 | 16.42 | 10260 | 0.0191 | 0.1377 | 0.2754 | 0.2754 | nan | 0.2754 | 0.0 | 0.2754 | +| 0.0087 | 16.46 | 10290 | 0.0191 | 0.1500 | 0.3000 | 0.3000 | nan | 0.3000 | 0.0 | 0.3000 | +| 0.0023 | 16.51 | 10320 | 0.0190 | 0.1774 | 0.3548 | 0.3548 | nan | 0.3548 | 0.0 | 0.3548 | +| 0.0132 | 16.56 | 10350 | 0.0189 | 0.1788 | 0.3576 | 0.3576 | nan | 0.3576 | 0.0 | 0.3576 | +| 0.0061 | 16.61 | 10380 | 0.0193 | 0.1672 | 0.3344 | 0.3344 | nan | 0.3344 | 0.0 | 0.3344 | +| 0.0054 | 16.66 | 10410 | 0.0188 | 0.1780 | 0.3561 | 0.3561 | nan | 0.3561 | 0.0 | 0.3561 | +| 0.0228 | 16.7 | 10440 | 0.0188 | 0.1652 | 0.3303 | 0.3303 | nan | 0.3303 | 0.0 | 0.3303 | +| 0.0195 | 16.75 | 10470 | 0.0191 | 0.1583 | 0.3166 | 0.3166 | nan | 0.3166 | 0.0 | 0.3166 | +| 0.019 | 16.8 | 10500 | 0.0193 | 0.1583 | 0.3166 | 0.3166 | nan | 0.3166 | 0.0 | 0.3166 | +| 0.0219 | 16.85 | 10530 | 0.0187 | 0.1671 | 0.3342 | 0.3342 | nan | 0.3342 | 0.0 | 0.3342 | +| 0.0146 | 16.9 | 10560 | 0.0189 | 0.2074 | 0.4148 | 0.4148 | nan | 0.4148 | 0.0 | 0.4148 | +| 0.0124 | 16.94 | 10590 | 0.0192 | 0.1798 | 0.3597 | 0.3597 | nan | 0.3597 | 0.0 | 0.3597 | +| 0.0266 | 16.99 | 10620 | 0.0187 | 0.1631 | 0.3262 | 0.3262 | nan | 0.3262 | 0.0 | 0.3262 | +| 0.0066 | 17.04 | 10650 | 0.0194 | 0.1399 | 0.2799 | 0.2799 | nan | 0.2799 | 0.0 | 0.2799 | +| 0.0044 | 17.09 | 10680 | 0.0188 | 0.1624 | 0.3248 | 0.3248 | nan | 0.3248 | 0.0 | 0.3248 | +| 0.0031 | 17.14 | 10710 | 0.0193 | 0.1989 | 0.3979 | 0.3979 | nan | 0.3979 | 0.0 | 0.3979 | +| 0.0056 | 17.18 | 10740 | 0.0188 | 0.1898 | 0.3795 | 0.3795 | nan | 0.3795 | 0.0 | 0.3795 | +| 0.0037 | 17.23 | 10770 | 0.0189 | 0.1557 | 0.3114 | 0.3114 | nan | 0.3114 | 0.0 | 0.3114 | +| 0.0052 | 17.28 | 10800 | 0.0194 | 0.1391 | 0.2781 | 0.2781 | nan | 0.2781 | 0.0 | 0.2781 | +| 0.0151 | 17.33 | 10830 | 0.0191 | 0.1553 | 0.3106 | 0.3106 | nan | 0.3106 | 0.0 | 0.3106 | +| 0.0096 | 17.38 | 10860 | 0.0190 | 0.1524 | 0.3047 | 0.3047 | nan | 0.3047 | 0.0 | 0.3047 | +| 0.008 | 17.42 | 10890 | 0.0186 | 0.1667 | 0.3335 | 0.3335 | nan | 0.3335 | 0.0 | 0.3335 | +| 0.013 | 17.47 | 10920 | 0.0186 | 0.1708 | 0.3416 | 0.3416 | nan | 0.3416 | 0.0 | 0.3416 | +| 0.0067 | 17.52 | 10950 | 0.0184 | 0.1808 | 0.3616 | 0.3616 | nan | 0.3616 | 0.0 | 0.3616 | +| 0.0101 | 17.57 | 10980 | 0.0187 | 0.1626 | 0.3252 | 0.3252 | nan | 0.3252 | 0.0 | 0.3252 | +| 0.0168 | 17.62 | 11010 | 0.0188 | 0.1724 | 0.3447 | 0.3447 | nan | 0.3447 | 0.0 | 0.3447 | +| 0.0056 | 17.66 | 11040 | 0.0191 | 0.1582 | 0.3165 | 0.3165 | nan | 0.3165 | 0.0 | 0.3165 | +| 0.0062 | 17.71 | 11070 | 0.0194 | 0.1439 | 0.2877 | 0.2877 | nan | 0.2877 | 0.0 | 0.2877 | +| 0.0035 | 17.76 | 11100 | 0.0189 | 0.1584 | 0.3168 | 0.3168 | nan | 0.3168 | 0.0 | 0.3168 | +| 0.0198 | 17.81 | 11130 | 0.0191 | 0.1671 | 0.3343 | 0.3343 | nan | 0.3343 | 0.0 | 0.3343 | +| 0.0018 | 17.86 | 11160 | 0.0195 | 0.1473 | 0.2945 | 0.2945 | nan | 0.2945 | 0.0 | 0.2945 | +| 0.0083 | 17.9 | 11190 | 0.0189 | 0.1866 | 0.3732 | 0.3732 | nan | 0.3732 | 0.0 | 0.3732 | +| 0.0122 | 17.95 | 11220 | 0.0192 | 0.1647 | 0.3294 | 0.3294 | nan | 0.3294 | 0.0 | 0.3294 | +| 0.0099 | 18.0 | 11250 | 0.0192 | 0.1858 | 0.3716 | 0.3716 | nan | 0.3716 | 0.0 | 0.3716 | +| 0.0129 | 18.05 | 11280 | 0.0191 | 0.1828 | 0.3656 | 0.3656 | nan | 0.3656 | 0.0 | 0.3656 | +| 0.026 | 18.1 | 11310 | 0.0195 | 0.1661 | 0.3322 | 0.3322 | nan | 0.3322 | 0.0 | 0.3322 | +| 0.0353 | 18.14 | 11340 | 0.0196 | 0.1703 | 0.3407 | 0.3407 | nan | 0.3407 | 0.0 | 0.3407 | +| 0.0104 | 18.19 | 11370 | 0.0196 | 0.1764 | 0.3528 | 0.3528 | nan | 0.3528 | 0.0 | 0.3528 | +| 0.0184 | 18.24 | 11400 | 0.0196 | 0.1441 | 0.2881 | 0.2881 | nan | 0.2881 | 0.0 | 0.2881 | +| 0.0071 | 18.29 | 11430 | 0.0193 | 0.1693 | 0.3385 | 0.3385 | nan | 0.3385 | 0.0 | 0.3385 | +| 0.0359 | 18.34 | 11460 | 0.0194 | 0.1994 | 0.3988 | 0.3988 | nan | 0.3988 | 0.0 | 0.3988 | +| 0.0338 | 18.38 | 11490 | 0.0199 | 0.1578 | 0.3156 | 0.3156 | nan | 0.3156 | 0.0 | 0.3156 | +| 0.0137 | 18.43 | 11520 | 0.0196 | 0.1741 | 0.3481 | 0.3481 | nan | 0.3481 | 0.0 | 0.3481 | +| 0.0098 | 18.48 | 11550 | 0.0193 | 0.1641 | 0.3281 | 0.3281 | nan | 0.3281 | 0.0 | 0.3281 | +| 0.013 | 18.53 | 11580 | 0.0193 | 0.1508 | 0.3016 | 0.3016 | nan | 0.3016 | 0.0 | 0.3016 | +| 0.008 | 18.58 | 11610 | 0.0192 | 0.1758 | 0.3517 | 0.3517 | nan | 0.3517 | 0.0 | 0.3517 | +| 0.0089 | 18.62 | 11640 | 0.0193 | 0.1511 | 0.3023 | 0.3023 | nan | 0.3023 | 0.0 | 0.3023 | +| 0.0176 | 18.67 | 11670 | 0.0190 | 0.1646 | 0.3292 | 0.3292 | nan | 0.3292 | 0.0 | 0.3292 | +| 0.0091 | 18.72 | 11700 | 0.0193 | 0.1514 | 0.3028 | 0.3028 | nan | 0.3028 | 0.0 | 0.3028 | +| 0.0075 | 18.77 | 11730 | 0.0190 | 0.1644 | 0.3288 | 0.3288 | nan | 0.3288 | 0.0 | 0.3288 | +| 0.0057 | 18.82 | 11760 | 0.0191 | 0.1789 | 0.3577 | 0.3577 | nan | 0.3577 | 0.0 | 0.3577 | +| 0.0063 | 18.86 | 11790 | 0.0188 | 0.1874 | 0.3749 | 0.3749 | nan | 0.3749 | 0.0 | 0.3749 | +| 0.0119 | 18.91 | 11820 | 0.0197 | 0.1316 | 0.2632 | 0.2632 | nan | 0.2632 | 0.0 | 0.2632 | +| 0.0068 | 18.96 | 11850 | 0.0192 | 0.1963 | 0.3927 | 0.3927 | nan | 0.3927 | 0.0 | 0.3927 | +| 0.0179 | 19.01 | 11880 | 0.0194 | 0.1603 | 0.3206 | 0.3206 | nan | 0.3206 | 0.0 | 0.3206 | +| 0.0107 | 19.06 | 11910 | 0.0194 | 0.1469 | 0.2939 | 0.2939 | nan | 0.2939 | 0.0 | 0.2939 | +| 0.0131 | 19.1 | 11940 | 0.0197 | 0.1692 | 0.3385 | 0.3385 | nan | 0.3385 | 0.0 | 0.3385 | +| 0.0093 | 19.15 | 11970 | 0.0198 | 0.1533 | 0.3067 | 0.3067 | nan | 0.3067 | 0.0 | 0.3067 | +| 0.0022 | 19.2 | 12000 | 0.0191 | 0.1794 | 0.3588 | 0.3588 | nan | 0.3588 | 0.0 | 0.3588 | +| 0.0095 | 19.25 | 12030 | 0.0192 | 0.1663 | 0.3327 | 0.3327 | nan | 0.3327 | 0.0 | 0.3327 | +| 0.0129 | 19.3 | 12060 | 0.0188 | 0.1776 | 0.3553 | 0.3553 | nan | 0.3553 | 0.0 | 0.3553 | +| 0.0132 | 19.34 | 12090 | 0.0192 | 0.1745 | 0.3491 | 0.3491 | nan | 0.3491 | 0.0 | 0.3491 | +| 0.0114 | 19.39 | 12120 | 0.0191 | 0.1755 | 0.3510 | 0.3510 | nan | 0.3510 | 0.0 | 0.3510 | +| 0.0117 | 19.44 | 12150 | 0.0195 | 0.1568 | 0.3135 | 0.3135 | nan | 0.3135 | 0.0 | 0.3135 | +| 0.0152 | 19.49 | 12180 | 0.0195 | 0.1631 | 0.3263 | 0.3263 | nan | 0.3263 | 0.0 | 0.3263 | +| 0.0102 | 19.54 | 12210 | 0.0196 | 0.1699 | 0.3398 | 0.3398 | nan | 0.3398 | 0.0 | 0.3398 | +| 0.0424 | 19.58 | 12240 | 0.0192 | 0.1833 | 0.3665 | 0.3665 | nan | 0.3665 | 0.0 | 0.3665 | +| 0.0051 | 19.63 | 12270 | 0.0194 | 0.1720 | 0.3439 | 0.3439 | nan | 0.3439 | 0.0 | 0.3439 | +| 0.0087 | 19.68 | 12300 | 0.0195 | 0.1760 | 0.3520 | 0.3520 | nan | 0.3520 | 0.0 | 0.3520 | +| 0.0116 | 19.73 | 12330 | 0.0196 | 0.1535 | 0.3069 | 0.3069 | nan | 0.3069 | 0.0 | 0.3069 | +| 0.0159 | 19.78 | 12360 | 0.0193 | 0.1547 | 0.3095 | 0.3095 | nan | 0.3095 | 0.0 | 0.3095 | +| 0.0155 | 19.82 | 12390 | 0.0197 | 0.1531 | 0.3061 | 0.3061 | nan | 0.3061 | 0.0 | 0.3061 | +| 0.0193 | 19.87 | 12420 | 0.0199 | 0.1677 | 0.3355 | 0.3355 | nan | 0.3355 | 0.0 | 0.3355 | +| 0.0045 | 19.92 | 12450 | 0.0197 | 0.1755 | 0.3510 | 0.3510 | nan | 0.3510 | 0.0 | 0.3510 | +| 0.015 | 19.97 | 12480 | 0.0192 | 0.1873 | 0.3747 | 0.3747 | nan | 0.3747 | 0.0 | 0.3747 | +| 0.0124 | 20.02 | 12510 | 0.0198 | 0.1526 | 0.3053 | 0.3053 | nan | 0.3053 | 0.0 | 0.3053 | +| 0.009 | 20.06 | 12540 | 0.0192 | 0.1834 | 0.3668 | 0.3668 | nan | 0.3668 | 0.0 | 0.3668 | +| 0.0152 | 20.11 | 12570 | 0.0197 | 0.1663 | 0.3327 | 0.3327 | nan | 0.3327 | 0.0 | 0.3327 | +| 0.0089 | 20.16 | 12600 | 0.0195 | 0.1823 | 0.3647 | 0.3647 | nan | 0.3647 | 0.0 | 0.3647 | +| 0.0057 | 20.21 | 12630 | 0.0196 | 0.1693 | 0.3385 | 0.3385 | nan | 0.3385 | 0.0 | 0.3385 | +| 0.0091 | 20.26 | 12660 | 0.0194 | 0.1911 | 0.3821 | 0.3821 | nan | 0.3821 | 0.0 | 0.3821 | +| 0.0094 | 20.3 | 12690 | 0.0197 | 0.1814 | 0.3628 | 0.3628 | nan | 0.3628 | 0.0 | 0.3628 | +| 0.0132 | 20.35 | 12720 | 0.0192 | 0.1724 | 0.3447 | 0.3447 | nan | 0.3447 | 0.0 | 0.3447 | +| 0.0136 | 20.4 | 12750 | 0.0189 | 0.1840 | 0.3679 | 0.3679 | nan | 0.3679 | 0.0 | 0.3679 | +| 0.004 | 20.45 | 12780 | 0.0191 | 0.1719 | 0.3437 | 0.3437 | nan | 0.3437 | 0.0 | 0.3437 | +| 0.001 | 20.5 | 12810 | 0.0191 | 0.1773 | 0.3545 | 0.3545 | nan | 0.3545 | 0.0 | 0.3545 | +| 0.0148 | 20.54 | 12840 | 0.0193 | 0.1675 | 0.3351 | 0.3351 | nan | 0.3351 | 0.0 | 0.3351 | +| 0.0136 | 20.59 | 12870 | 0.0191 | 0.1812 | 0.3624 | 0.3624 | nan | 0.3624 | 0.0 | 0.3624 | +| 0.01 | 20.64 | 12900 | 0.0192 | 0.1713 | 0.3426 | 0.3426 | nan | 0.3426 | 0.0 | 0.3426 | +| 0.0071 | 20.69 | 12930 | 0.0193 | 0.1588 | 0.3175 | 0.3175 | nan | 0.3175 | 0.0 | 0.3175 | +| 0.0176 | 20.74 | 12960 | 0.0192 | 0.1752 | 0.3504 | 0.3504 | nan | 0.3504 | 0.0 | 0.3504 | +| 0.0122 | 20.78 | 12990 | 0.0195 | 0.1603 | 0.3205 | 0.3205 | nan | 0.3205 | 0.0 | 0.3205 | +| 0.0087 | 20.83 | 13020 | 0.0196 | 0.1670 | 0.3340 | 0.3340 | nan | 0.3340 | 0.0 | 0.3340 | +| 0.0118 | 20.88 | 13050 | 0.0190 | 0.1727 | 0.3454 | 0.3454 | nan | 0.3454 | 0.0 | 0.3454 | +| 0.0112 | 20.93 | 13080 | 0.0192 | 0.1669 | 0.3337 | 0.3337 | nan | 0.3337 | 0.0 | 0.3337 | +| 0.0195 | 20.98 | 13110 | 0.0191 | 0.1936 | 0.3872 | 0.3872 | nan | 0.3872 | 0.0 | 0.3872 | +| 0.0171 | 21.02 | 13140 | 0.0196 | 0.1571 | 0.3142 | 0.3142 | nan | 0.3142 | 0.0 | 0.3142 | +| 0.0062 | 21.07 | 13170 | 0.0192 | 0.1928 | 0.3856 | 0.3856 | nan | 0.3856 | 0.0 | 0.3856 | +| 0.016 | 21.12 | 13200 | 0.0194 | 0.1548 | 0.3095 | 0.3095 | nan | 0.3095 | 0.0 | 0.3095 | +| 0.0103 | 21.17 | 13230 | 0.0198 | 0.1855 | 0.3710 | 0.3710 | nan | 0.3710 | 0.0 | 0.3710 | +| 0.0127 | 21.22 | 13260 | 0.0196 | 0.1760 | 0.3521 | 0.3521 | nan | 0.3521 | 0.0 | 0.3521 | +| 0.0076 | 21.26 | 13290 | 0.0193 | 0.1732 | 0.3463 | 0.3463 | nan | 0.3463 | 0.0 | 0.3463 | +| 0.0178 | 21.31 | 13320 | 0.0196 | 0.1751 | 0.3503 | 0.3503 | nan | 0.3503 | 0.0 | 0.3503 | +| 0.0127 | 21.36 | 13350 | 0.0200 | 0.1527 | 0.3055 | 0.3055 | nan | 0.3055 | 0.0 | 0.3055 | +| 0.0128 | 21.41 | 13380 | 0.0197 | 0.1580 | 0.3159 | 0.3159 | nan | 0.3159 | 0.0 | 0.3159 | +| 0.0081 | 21.46 | 13410 | 0.0190 | 0.1721 | 0.3443 | 0.3443 | nan | 0.3443 | 0.0 | 0.3443 | +| 0.0159 | 21.5 | 13440 | 0.0193 | 0.1633 | 0.3267 | 0.3267 | nan | 0.3267 | 0.0 | 0.3267 | +| 0.0084 | 21.55 | 13470 | 0.0195 | 0.1530 | 0.3060 | 0.3060 | nan | 0.3060 | 0.0 | 0.3060 | +| 0.0227 | 21.6 | 13500 | 0.0192 | 0.1608 | 0.3217 | 0.3217 | nan | 0.3217 | 0.0 | 0.3217 | +| 0.0086 | 21.65 | 13530 | 0.0200 | 0.1520 | 0.3039 | 0.3039 | nan | 0.3039 | 0.0 | 0.3039 | +| 0.0087 | 21.7 | 13560 | 0.0196 | 0.1685 | 0.3370 | 0.3370 | nan | 0.3370 | 0.0 | 0.3370 | +| 0.005 | 21.74 | 13590 | 0.0192 | 0.1762 | 0.3523 | 0.3523 | nan | 0.3523 | 0.0 | 0.3523 | +| 0.0072 | 21.79 | 13620 | 0.0196 | 0.1577 | 0.3153 | 0.3153 | nan | 0.3153 | 0.0 | 0.3153 | +| 0.0158 | 21.84 | 13650 | 0.0194 | 0.1881 | 0.3762 | 0.3762 | nan | 0.3762 | 0.0 | 0.3762 | +| 0.0149 | 21.89 | 13680 | 0.0195 | 0.1565 | 0.3130 | 0.3130 | nan | 0.3130 | 0.0 | 0.3130 | +| 0.0028 | 21.94 | 13710 | 0.0190 | 0.1885 | 0.3770 | 0.3770 | nan | 0.3770 | 0.0 | 0.3770 | +| 0.0054 | 21.98 | 13740 | 0.0192 | 0.1741 | 0.3481 | 0.3481 | nan | 0.3481 | 0.0 | 0.3481 | +| 0.0117 | 22.03 | 13770 | 0.0191 | 0.1779 | 0.3559 | 0.3559 | nan | 0.3559 | 0.0 | 0.3559 | +| 0.008 | 22.08 | 13800 | 0.0195 | 0.1800 | 0.3601 | 0.3601 | nan | 0.3601 | 0.0 | 0.3601 | +| 0.0072 | 22.13 | 13830 | 0.0193 | 0.1631 | 0.3263 | 0.3263 | nan | 0.3263 | 0.0 | 0.3263 | +| 0.0101 | 22.18 | 13860 | 0.0193 | 0.1646 | 0.3292 | 0.3292 | nan | 0.3292 | 0.0 | 0.3292 | +| 0.0054 | 22.22 | 13890 | 0.0195 | 0.1703 | 0.3405 | 0.3405 | nan | 0.3405 | 0.0 | 0.3405 | +| 0.0091 | 22.27 | 13920 | 0.0197 | 0.1656 | 0.3312 | 0.3312 | nan | 0.3312 | 0.0 | 0.3312 | +| 0.0137 | 22.32 | 13950 | 0.0193 | 0.1817 | 0.3635 | 0.3635 | nan | 0.3635 | 0.0 | 0.3635 | +| 0.011 | 22.37 | 13980 | 0.0194 | 0.1695 | 0.3391 | 0.3391 | nan | 0.3391 | 0.0 | 0.3391 | +| 0.0141 | 22.42 | 14010 | 0.0193 | 0.1778 | 0.3556 | 0.3556 | nan | 0.3556 | 0.0 | 0.3556 | +| 0.0087 | 22.46 | 14040 | 0.0193 | 0.1806 | 0.3613 | 0.3613 | nan | 0.3613 | 0.0 | 0.3613 | +| 0.037 | 22.51 | 14070 | 0.0189 | 0.1882 | 0.3764 | 0.3764 | nan | 0.3764 | 0.0 | 0.3764 | +| 0.0815 | 22.56 | 14100 | 0.0193 | 0.1602 | 0.3204 | 0.3204 | nan | 0.3204 | 0.0 | 0.3204 | +| 0.0132 | 22.61 | 14130 | 0.0195 | 0.1702 | 0.3403 | 0.3403 | nan | 0.3403 | 0.0 | 0.3403 | +| 0.0042 | 22.66 | 14160 | 0.0191 | 0.1764 | 0.3528 | 0.3528 | nan | 0.3528 | 0.0 | 0.3528 | +| 0.0057 | 22.7 | 14190 | 0.0190 | 0.1807 | 0.3614 | 0.3614 | nan | 0.3614 | 0.0 | 0.3614 | +| 0.0199 | 22.75 | 14220 | 0.0194 | 0.1628 | 0.3257 | 0.3257 | nan | 0.3257 | 0.0 | 0.3257 | +| 0.0103 | 22.8 | 14250 | 0.0200 | 0.1540 | 0.3080 | 0.3080 | nan | 0.3080 | 0.0 | 0.3080 | +| 0.0087 | 22.85 | 14280 | 0.0192 | 0.1805 | 0.3610 | 0.3610 | nan | 0.3610 | 0.0 | 0.3610 | +| 0.0082 | 22.9 | 14310 | 0.0194 | 0.1516 | 0.3032 | 0.3032 | nan | 0.3032 | 0.0 | 0.3032 | +| 0.0186 | 22.94 | 14340 | 0.0194 | 0.1589 | 0.3177 | 0.3177 | nan | 0.3177 | 0.0 | 0.3177 | +| 0.0034 | 22.99 | 14370 | 0.0190 | 0.1836 | 0.3671 | 0.3671 | nan | 0.3671 | 0.0 | 0.3671 | +| 0.0031 | 23.04 | 14400 | 0.0191 | 0.1798 | 0.3596 | 0.3596 | nan | 0.3596 | 0.0 | 0.3596 | +| 0.0171 | 23.09 | 14430 | 0.0195 | 0.1778 | 0.3556 | 0.3556 | nan | 0.3556 | 0.0 | 0.3556 | +| 0.0073 | 23.14 | 14460 | 0.0192 | 0.1904 | 0.3808 | 0.3808 | nan | 0.3808 | 0.0 | 0.3808 | +| 0.0026 | 23.18 | 14490 | 0.0196 | 0.1704 | 0.3407 | 0.3407 | nan | 0.3407 | 0.0 | 0.3407 | +| 0.0067 | 23.23 | 14520 | 0.0192 | 0.1695 | 0.3391 | 0.3391 | nan | 0.3391 | 0.0 | 0.3391 | +| 0.0183 | 23.28 | 14550 | 0.0192 | 0.1851 | 0.3703 | 0.3703 | nan | 0.3703 | 0.0 | 0.3703 | +| 0.0025 | 23.33 | 14580 | 0.0193 | 0.1735 | 0.3470 | 0.3470 | nan | 0.3470 | 0.0 | 0.3470 | +| 0.0055 | 23.38 | 14610 | 0.0194 | 0.1788 | 0.3576 | 0.3576 | nan | 0.3576 | 0.0 | 0.3576 | +| 0.0018 | 23.42 | 14640 | 0.0193 | 0.1890 | 0.3780 | 0.3780 | nan | 0.3780 | 0.0 | 0.3780 | +| 0.0044 | 23.47 | 14670 | 0.0194 | 0.1809 | 0.3617 | 0.3617 | nan | 0.3617 | 0.0 | 0.3617 | +| 0.0209 | 23.52 | 14700 | 0.0197 | 0.1817 | 0.3633 | 0.3633 | nan | 0.3633 | 0.0 | 0.3633 | +| 0.0116 | 23.57 | 14730 | 0.0193 | 0.1797 | 0.3594 | 0.3594 | nan | 0.3594 | 0.0 | 0.3594 | +| 0.0134 | 23.62 | 14760 | 0.0193 | 0.1807 | 0.3614 | 0.3614 | nan | 0.3614 | 0.0 | 0.3614 | +| 0.0067 | 23.66 | 14790 | 0.0194 | 0.1718 | 0.3436 | 0.3436 | nan | 0.3436 | 0.0 | 0.3436 | +| 0.0057 | 23.71 | 14820 | 0.0194 | 0.1741 | 0.3482 | 0.3482 | nan | 0.3482 | 0.0 | 0.3482 | +| 0.0034 | 23.76 | 14850 | 0.0193 | 0.1679 | 0.3358 | 0.3358 | nan | 0.3358 | 0.0 | 0.3358 | +| 0.0176 | 23.81 | 14880 | 0.0191 | 0.2018 | 0.4035 | 0.4035 | nan | 0.4035 | 0.0 | 0.4035 | +| 0.0071 | 23.86 | 14910 | 0.0192 | 0.1884 | 0.3768 | 0.3768 | nan | 0.3768 | 0.0 | 0.3768 | +| 0.0065 | 23.9 | 14940 | 0.0193 | 0.1744 | 0.3488 | 0.3488 | nan | 0.3488 | 0.0 | 0.3488 | +| 0.0188 | 23.95 | 14970 | 0.0199 | 0.1540 | 0.3080 | 0.3080 | nan | 0.3080 | 0.0 | 0.3080 | +| 0.0014 | 24.0 | 15000 | 0.0194 | 0.2232 | 0.4464 | 0.4464 | nan | 0.4464 | 0.0 | 0.4464 | +| 0.0192 | 24.05 | 15030 | 0.0194 | 0.1709 | 0.3418 | 0.3418 | nan | 0.3418 | 0.0 | 0.3418 | +| 0.0064 | 24.1 | 15060 | 0.0193 | 0.1852 | 0.3704 | 0.3704 | nan | 0.3704 | 0.0 | 0.3704 | +| 0.0067 | 24.14 | 15090 | 0.0194 | 0.1782 | 0.3563 | 0.3563 | nan | 0.3563 | 0.0 | 0.3563 | +| 0.0153 | 24.19 | 15120 | 0.0196 | 0.1827 | 0.3654 | 0.3654 | nan | 0.3654 | 0.0 | 0.3654 | +| 0.0072 | 24.24 | 15150 | 0.0196 | 0.1898 | 0.3797 | 0.3797 | nan | 0.3797 | 0.0 | 0.3797 | +| 0.0217 | 24.29 | 15180 | 0.0194 | 0.1697 | 0.3394 | 0.3394 | nan | 0.3394 | 0.0 | 0.3394 | +| 0.0098 | 24.34 | 15210 | 0.0191 | 0.1801 | 0.3602 | 0.3602 | nan | 0.3602 | 0.0 | 0.3602 | +| 0.0031 | 24.38 | 15240 | 0.0191 | 0.1818 | 0.3636 | 0.3636 | nan | 0.3636 | 0.0 | 0.3636 | +| 0.0064 | 24.43 | 15270 | 0.0195 | 0.1677 | 0.3354 | 0.3354 | nan | 0.3354 | 0.0 | 0.3354 | +| 0.0135 | 24.48 | 15300 | 0.0193 | 0.1727 | 0.3455 | 0.3455 | nan | 0.3455 | 0.0 | 0.3455 | +| 0.0048 | 24.53 | 15330 | 0.0193 | 0.1822 | 0.3643 | 0.3643 | nan | 0.3643 | 0.0 | 0.3643 | +| 0.0155 | 24.58 | 15360 | 0.0199 | 0.1571 | 0.3142 | 0.3142 | nan | 0.3142 | 0.0 | 0.3142 | +| 0.0034 | 24.62 | 15390 | 0.0196 | 0.1758 | 0.3517 | 0.3517 | nan | 0.3517 | 0.0 | 0.3517 | +| 0.0057 | 24.67 | 15420 | 0.0192 | 0.1833 | 0.3667 | 0.3667 | nan | 0.3667 | 0.0 | 0.3667 | +| 0.0176 | 24.72 | 15450 | 0.0193 | 0.1773 | 0.3545 | 0.3545 | nan | 0.3545 | 0.0 | 0.3545 | +| 0.0095 | 24.77 | 15480 | 0.0194 | 0.1799 | 0.3599 | 0.3599 | nan | 0.3599 | 0.0 | 0.3599 | +| 0.0166 | 24.82 | 15510 | 0.0191 | 0.1908 | 0.3815 | 0.3815 | nan | 0.3815 | 0.0 | 0.3815 | +| 0.0172 | 24.86 | 15540 | 0.0192 | 0.1741 | 0.3482 | 0.3482 | nan | 0.3482 | 0.0 | 0.3482 | +| 0.0111 | 24.91 | 15570 | 0.0192 | 0.1702 | 0.3403 | 0.3403 | nan | 0.3403 | 0.0 | 0.3403 | +| 0.0075 | 24.96 | 15600 | 0.0196 | 0.1575 | 0.3150 | 0.3150 | nan | 0.3150 | 0.0 | 0.3150 | +| 0.0095 | 25.01 | 15630 | 0.0193 | 0.1789 | 0.3579 | 0.3579 | nan | 0.3579 | 0.0 | 0.3579 | +| 0.008 | 25.06 | 15660 | 0.0196 | 0.1579 | 0.3158 | 0.3158 | nan | 0.3158 | 0.0 | 0.3158 | +| 0.0063 | 25.1 | 15690 | 0.0195 | 0.1660 | 0.3319 | 0.3319 | nan | 0.3319 | 0.0 | 0.3319 | +| 0.0103 | 25.15 | 15720 | 0.0195 | 0.1689 | 0.3379 | 0.3379 | nan | 0.3379 | 0.0 | 0.3379 | +| 0.0115 | 25.2 | 15750 | 0.0194 | 0.1729 | 0.3457 | 0.3457 | nan | 0.3457 | 0.0 | 0.3457 | +| 0.0076 | 25.25 | 15780 | 0.0195 | 0.1731 | 0.3461 | 0.3461 | nan | 0.3461 | 0.0 | 0.3461 | +| 0.0375 | 25.3 | 15810 | 0.0196 | 0.1754 | 0.3508 | 0.3508 | nan | 0.3508 | 0.0 | 0.3508 | +| 0.0055 | 25.34 | 15840 | 0.0198 | 0.1738 | 0.3475 | 0.3475 | nan | 0.3475 | 0.0 | 0.3475 | +| 0.0087 | 25.39 | 15870 | 0.0196 | 0.1677 | 0.3353 | 0.3353 | nan | 0.3353 | 0.0 | 0.3353 | +| 0.0099 | 25.44 | 15900 | 0.0193 | 0.1882 | 0.3763 | 0.3763 | nan | 0.3763 | 0.0 | 0.3763 | +| 0.0123 | 25.49 | 15930 | 0.0195 | 0.1744 | 0.3488 | 0.3488 | nan | 0.3488 | 0.0 | 0.3488 | +| 0.0127 | 25.54 | 15960 | 0.0195 | 0.1818 | 0.3636 | 0.3636 | nan | 0.3636 | 0.0 | 0.3636 | +| 0.0074 | 25.58 | 15990 | 0.0196 | 0.1656 | 0.3311 | 0.3311 | nan | 0.3311 | 0.0 | 0.3311 | +| 0.0055 | 25.63 | 16020 | 0.0194 | 0.1756 | 0.3511 | 0.3511 | nan | 0.3511 | 0.0 | 0.3511 | +| 0.0013 | 25.68 | 16050 | 0.0196 | 0.1834 | 0.3667 | 0.3667 | nan | 0.3667 | 0.0 | 0.3667 | +| 0.0149 | 25.73 | 16080 | 0.0197 | 0.1668 | 0.3336 | 0.3336 | nan | 0.3336 | 0.0 | 0.3336 | +| 0.0124 | 25.78 | 16110 | 0.0196 | 0.1748 | 0.3497 | 0.3497 | nan | 0.3497 | 0.0 | 0.3497 | +| 0.0176 | 25.82 | 16140 | 0.0193 | 0.1926 | 0.3851 | 0.3851 | nan | 0.3851 | 0.0 | 0.3851 | +| 0.002 | 25.87 | 16170 | 0.0196 | 0.1635 | 0.3270 | 0.3270 | nan | 0.3270 | 0.0 | 0.3270 | +| 0.0074 | 25.92 | 16200 | 0.0195 | 0.1781 | 0.3562 | 0.3562 | nan | 0.3562 | 0.0 | 0.3562 | +| 0.0103 | 25.97 | 16230 | 0.0192 | 0.1845 | 0.3689 | 0.3689 | nan | 0.3689 | 0.0 | 0.3689 | +| 0.0209 | 26.02 | 16260 | 0.0195 | 0.1596 | 0.3193 | 0.3193 | nan | 0.3193 | 0.0 | 0.3193 | +| 0.0499 | 26.06 | 16290 | 0.0196 | 0.1589 | 0.3178 | 0.3178 | nan | 0.3178 | 0.0 | 0.3178 | +| 0.0123 | 26.11 | 16320 | 0.0196 | 0.1864 | 0.3728 | 0.3728 | nan | 0.3728 | 0.0 | 0.3728 | +| 0.0067 | 26.16 | 16350 | 0.0198 | 0.1725 | 0.3451 | 0.3451 | nan | 0.3451 | 0.0 | 0.3451 | +| 0.0081 | 26.21 | 16380 | 0.0194 | 0.1763 | 0.3527 | 0.3527 | nan | 0.3527 | 0.0 | 0.3527 | +| 0.004 | 26.26 | 16410 | 0.0196 | 0.1746 | 0.3491 | 0.3491 | nan | 0.3491 | 0.0 | 0.3491 | +| 0.0159 | 26.3 | 16440 | 0.0198 | 0.1775 | 0.3551 | 0.3551 | nan | 0.3551 | 0.0 | 0.3551 | +| 0.0044 | 26.35 | 16470 | 0.0200 | 0.1773 | 0.3546 | 0.3546 | nan | 0.3546 | 0.0 | 0.3546 | +| 0.006 | 26.4 | 16500 | 0.0197 | 0.1687 | 0.3373 | 0.3373 | nan | 0.3373 | 0.0 | 0.3373 | +| 0.0115 | 26.45 | 16530 | 0.0196 | 0.1638 | 0.3277 | 0.3277 | nan | 0.3277 | 0.0 | 0.3277 | +| 0.0166 | 26.5 | 16560 | 0.0196 | 0.1697 | 0.3394 | 0.3394 | nan | 0.3394 | 0.0 | 0.3394 | +| 0.0113 | 26.54 | 16590 | 0.0198 | 0.1709 | 0.3419 | 0.3419 | nan | 0.3419 | 0.0 | 0.3419 | +| 0.0092 | 26.59 | 16620 | 0.0197 | 0.1655 | 0.3310 | 0.3310 | nan | 0.3310 | 0.0 | 0.3310 | +| 0.0028 | 26.64 | 16650 | 0.0193 | 0.1796 | 0.3592 | 0.3592 | nan | 0.3592 | 0.0 | 0.3592 | +| 0.0057 | 26.69 | 16680 | 0.0197 | 0.1637 | 0.3275 | 0.3275 | nan | 0.3275 | 0.0 | 0.3275 | +| 0.0041 | 26.74 | 16710 | 0.0194 | 0.1851 | 0.3701 | 0.3701 | nan | 0.3701 | 0.0 | 0.3701 | +| 0.0157 | 26.78 | 16740 | 0.0196 | 0.1638 | 0.3277 | 0.3277 | nan | 0.3277 | 0.0 | 0.3277 | +| 0.0061 | 26.83 | 16770 | 0.0194 | 0.1873 | 0.3747 | 0.3747 | nan | 0.3747 | 0.0 | 0.3747 | +| 0.0068 | 26.88 | 16800 | 0.0196 | 0.1668 | 0.3337 | 0.3337 | nan | 0.3337 | 0.0 | 0.3337 | +| 0.0113 | 26.93 | 16830 | 0.0195 | 0.1770 | 0.3540 | 0.3540 | nan | 0.3540 | 0.0 | 0.3540 | +| 0.0054 | 26.98 | 16860 | 0.0196 | 0.1800 | 0.3599 | 0.3599 | nan | 0.3599 | 0.0 | 0.3599 | +| 0.0091 | 27.02 | 16890 | 0.0196 | 0.1706 | 0.3413 | 0.3413 | nan | 0.3413 | 0.0 | 0.3413 | +| 0.0071 | 27.07 | 16920 | 0.0195 | 0.1799 | 0.3598 | 0.3598 | nan | 0.3598 | 0.0 | 0.3598 | +| 0.0205 | 27.12 | 16950 | 0.0196 | 0.1749 | 0.3499 | 0.3499 | nan | 0.3499 | 0.0 | 0.3499 | +| 0.0092 | 27.17 | 16980 | 0.0198 | 0.1683 | 0.3366 | 0.3366 | nan | 0.3366 | 0.0 | 0.3366 | +| 0.0074 | 27.22 | 17010 | 0.0197 | 0.1734 | 0.3468 | 0.3468 | nan | 0.3468 | 0.0 | 0.3468 | +| 0.0182 | 27.26 | 17040 | 0.0197 | 0.1706 | 0.3412 | 0.3412 | nan | 0.3412 | 0.0 | 0.3412 | +| 0.008 | 27.31 | 17070 | 0.0196 | 0.1755 | 0.3510 | 0.3510 | nan | 0.3510 | 0.0 | 0.3510 | +| 0.0046 | 27.36 | 17100 | 0.0195 | 0.1864 | 0.3727 | 0.3727 | nan | 0.3727 | 0.0 | 0.3727 | +| 0.0033 | 27.41 | 17130 | 0.0196 | 0.1913 | 0.3826 | 0.3826 | nan | 0.3826 | 0.0 | 0.3826 | +| 0.0036 | 27.46 | 17160 | 0.0199 | 0.1749 | 0.3498 | 0.3498 | nan | 0.3498 | 0.0 | 0.3498 | +| 0.0162 | 27.5 | 17190 | 0.0195 | 0.1833 | 0.3666 | 0.3666 | nan | 0.3666 | 0.0 | 0.3666 | +| 0.0058 | 27.55 | 17220 | 0.0195 | 0.1798 | 0.3596 | 0.3596 | nan | 0.3596 | 0.0 | 0.3596 | +| 0.0068 | 27.6 | 17250 | 0.0196 | 0.1746 | 0.3492 | 0.3492 | nan | 0.3492 | 0.0 | 0.3492 | +| 0.0089 | 27.65 | 17280 | 0.0196 | 0.1827 | 0.3654 | 0.3654 | nan | 0.3654 | 0.0 | 0.3654 | +| 0.014 | 27.7 | 17310 | 0.0198 | 0.1794 | 0.3589 | 0.3589 | nan | 0.3589 | 0.0 | 0.3589 | +| 0.013 | 27.74 | 17340 | 0.0197 | 0.1886 | 0.3772 | 0.3772 | nan | 0.3772 | 0.0 | 0.3772 | +| 0.005 | 27.79 | 17370 | 0.0196 | 0.1839 | 0.3678 | 0.3678 | nan | 0.3678 | 0.0 | 0.3678 | +| 0.0043 | 27.84 | 17400 | 0.0197 | 0.1691 | 0.3381 | 0.3381 | nan | 0.3381 | 0.0 | 0.3381 | +| 0.0095 | 27.89 | 17430 | 0.0197 | 0.1657 | 0.3314 | 0.3314 | nan | 0.3314 | 0.0 | 0.3314 | +| 0.0061 | 27.94 | 17460 | 0.0196 | 0.1746 | 0.3492 | 0.3492 | nan | 0.3492 | 0.0 | 0.3492 | +| 0.0049 | 27.98 | 17490 | 0.0198 | 0.1660 | 0.3321 | 0.3321 | nan | 0.3321 | 0.0 | 0.3321 | +| 0.0116 | 28.03 | 17520 | 0.0196 | 0.1853 | 0.3707 | 0.3707 | nan | 0.3707 | 0.0 | 0.3707 | +| 0.0172 | 28.08 | 17550 | 0.0196 | 0.1715 | 0.3430 | 0.3430 | nan | 0.3430 | 0.0 | 0.3430 | +| 0.008 | 28.13 | 17580 | 0.0198 | 0.1725 | 0.3450 | 0.3450 | nan | 0.3450 | 0.0 | 0.3450 | +| 0.0168 | 28.18 | 17610 | 0.0197 | 0.1784 | 0.3569 | 0.3569 | nan | 0.3569 | 0.0 | 0.3569 | +| 0.01 | 28.22 | 17640 | 0.0199 | 0.1714 | 0.3427 | 0.3427 | nan | 0.3427 | 0.0 | 0.3427 | +| 0.0263 | 28.27 | 17670 | 0.0197 | 0.1725 | 0.3450 | 0.3450 | nan | 0.3450 | 0.0 | 0.3450 | +| 0.0035 | 28.32 | 17700 | 0.0197 | 0.1820 | 0.3640 | 0.3640 | nan | 0.3640 | 0.0 | 0.3640 | +| 0.0192 | 28.37 | 17730 | 0.0201 | 0.1675 | 0.3350 | 0.3350 | nan | 0.3350 | 0.0 | 0.3350 | +| 0.0174 | 28.42 | 17760 | 0.0198 | 0.1819 | 0.3638 | 0.3638 | nan | 0.3638 | 0.0 | 0.3638 | +| 0.0049 | 28.46 | 17790 | 0.0195 | 0.1899 | 0.3797 | 0.3797 | nan | 0.3797 | 0.0 | 0.3797 | +| 0.0134 | 28.51 | 17820 | 0.0196 | 0.1816 | 0.3632 | 0.3632 | nan | 0.3632 | 0.0 | 0.3632 | +| 0.0056 | 28.56 | 17850 | 0.0195 | 0.1682 | 0.3365 | 0.3365 | nan | 0.3365 | 0.0 | 0.3365 | +| 0.0017 | 28.61 | 17880 | 0.0195 | 0.1778 | 0.3555 | 0.3555 | nan | 0.3555 | 0.0 | 0.3555 | +| 0.0129 | 28.66 | 17910 | 0.0198 | 0.1701 | 0.3401 | 0.3401 | nan | 0.3401 | 0.0 | 0.3401 | +| 0.0039 | 28.7 | 17940 | 0.0197 | 0.1762 | 0.3523 | 0.3523 | nan | 0.3523 | 0.0 | 0.3523 | +| 0.0089 | 28.75 | 17970 | 0.0197 | 0.1859 | 0.3717 | 0.3717 | nan | 0.3717 | 0.0 | 0.3717 | +| 0.0017 | 28.8 | 18000 | 0.0196 | 0.1790 | 0.3579 | 0.3579 | nan | 0.3579 | 0.0 | 0.3579 | +| 0.004 | 28.85 | 18030 | 0.0199 | 0.1749 | 0.3498 | 0.3498 | nan | 0.3498 | 0.0 | 0.3498 | +| 0.0053 | 28.9 | 18060 | 0.0196 | 0.1767 | 0.3534 | 0.3534 | nan | 0.3534 | 0.0 | 0.3534 | +| 0.0026 | 28.94 | 18090 | 0.0198 | 0.1740 | 0.3480 | 0.3480 | nan | 0.3480 | 0.0 | 0.3480 | +| 0.0073 | 28.99 | 18120 | 0.0197 | 0.1784 | 0.3568 | 0.3568 | nan | 0.3568 | 0.0 | 0.3568 | +| 0.0044 | 29.04 | 18150 | 0.0197 | 0.1825 | 0.3649 | 0.3649 | nan | 0.3649 | 0.0 | 0.3649 | +| 0.0099 | 29.09 | 18180 | 0.0197 | 0.1771 | 0.3542 | 0.3542 | nan | 0.3542 | 0.0 | 0.3542 | +| 0.0062 | 29.14 | 18210 | 0.0198 | 0.1785 | 0.3570 | 0.3570 | nan | 0.3570 | 0.0 | 0.3570 | +| 0.0113 | 29.18 | 18240 | 0.0198 | 0.1730 | 0.3459 | 0.3459 | nan | 0.3459 | 0.0 | 0.3459 | +| 0.0097 | 29.23 | 18270 | 0.0197 | 0.1728 | 0.3456 | 0.3456 | nan | 0.3456 | 0.0 | 0.3456 | +| 0.0197 | 29.28 | 18300 | 0.0197 | 0.1799 | 0.3599 | 0.3599 | nan | 0.3599 | 0.0 | 0.3599 | +| 0.0038 | 29.33 | 18330 | 0.0198 | 0.1745 | 0.3491 | 0.3491 | nan | 0.3491 | 0.0 | 0.3491 | +| 0.0068 | 29.38 | 18360 | 0.0196 | 0.1750 | 0.3500 | 0.3500 | nan | 0.3500 | 0.0 | 0.3500 | +| 0.0064 | 29.42 | 18390 | 0.0197 | 0.1793 | 0.3587 | 0.3587 | nan | 0.3587 | 0.0 | 0.3587 | +| 0.002 | 29.47 | 18420 | 0.0196 | 0.1765 | 0.3531 | 0.3531 | nan | 0.3531 | 0.0 | 0.3531 | +| 0.014 | 29.52 | 18450 | 0.0198 | 0.1732 | 0.3463 | 0.3463 | nan | 0.3463 | 0.0 | 0.3463 | +| 0.0136 | 29.57 | 18480 | 0.0197 | 0.1743 | 0.3486 | 0.3486 | nan | 0.3486 | 0.0 | 0.3486 | +| 0.0123 | 29.62 | 18510 | 0.0197 | 0.1785 | 0.3570 | 0.3570 | nan | 0.3570 | 0.0 | 0.3570 | +| 0.0249 | 29.66 | 18540 | 0.0197 | 0.1726 | 0.3452 | 0.3452 | nan | 0.3452 | 0.0 | 0.3452 | +| 0.0081 | 29.71 | 18570 | 0.0196 | 0.1818 | 0.3635 | 0.3635 | nan | 0.3635 | 0.0 | 0.3635 | +| 0.0028 | 29.76 | 18600 | 0.0197 | 0.1826 | 0.3652 | 0.3652 | nan | 0.3652 | 0.0 | 0.3652 | +| 0.0133 | 29.81 | 18630 | 0.0197 | 0.1751 | 0.3502 | 0.3502 | nan | 0.3502 | 0.0 | 0.3502 | +| 0.0075 | 29.86 | 18660 | 0.0196 | 0.1764 | 0.3527 | 0.3527 | nan | 0.3527 | 0.0 | 0.3527 | +| 0.0231 | 29.9 | 18690 | 0.0197 | 0.1734 | 0.3469 | 0.3469 | nan | 0.3469 | 0.0 | 0.3469 | +| 0.0024 | 29.95 | 18720 | 0.0197 | 0.1766 | 0.3531 | 0.3531 | nan | 0.3531 | 0.0 | 0.3531 | +| 0.0105 | 30.0 | 18750 | 0.0197 | 0.1778 | 0.3556 | 0.3556 | nan | 0.3556 | 0.0 | 0.3556 | + ### Framework versions