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metadata
license: other
base_model: nvidia/mit-b0
tags:
  - vision
  - image-segmentation
  - generated_from_trainer
datasets:
  - kelp_data
model-index:
  - name: segformer-b0-finetuned-kelp-segments-jan-18-10am
    results: []

segformer-b0-finetuned-kelp-segments-jan-18-10am

This model is a fine-tuned version of 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

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

  • learning_rate: 6e-05
  • train_batch_size: 8
  • eval_batch_size: 8
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • 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

  • Transformers 4.36.2
  • Pytorch 2.1.2+cu121
  • Datasets 2.16.1
  • Tokenizers 0.15.0