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cutmix_m4.log
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[2022/03/02 22:50:17] - Namespace(alpha=1.0, argument='cutmix', attack='l_inf', batch_size=128, data_dir='../data', dataset='cifar10', epochs=200, epsilon=0.03137254901960784, gpu=0, log_dir='vanilla', lr=0.1, m=4, maxup=True, model='PreActResNet18', num_workers=2, pgd_iter=10, pgd_step=0.00784313725490196, restarts=1, seed=202201, train='attack', use_all=False)
[2022/03/01 00:11:12] - Epoch Train Time Test Time LR Train Loss Train Acc Train Robust Loss Train Robust Acc Test Loss Test Acc Test Robust Loss Test Robust Acc
[2022/03/01 00:36:32] - 0 1415.7 102.6 0.1000 0.5815 0.1265 2.3433 0.1074 2.2991 0.1133 2.3016 0.1078
[2022/03/01 01:01:52] - 1 1417.3 102.5 0.1000 0.5763 0.1412 2.3065 0.1162 2.2966 0.1503 2.2984 0.1378
[2022/03/01 01:27:12] - 2 1417.7 102.6 0.1000 0.5759 0.1655 2.3048 0.1295 2.2964 0.2097 2.2983 0.1726
[2022/03/01 01:52:33] - 3 1417.5 102.7 0.1000 0.5758 0.1764 2.3048 0.1368 2.2958 0.2167 2.2980 0.1822
[2022/03/01 02:17:54] - 4 1418.2 102.7 0.1000 0.5756 0.1940 2.3047 0.1462 2.2912 0.2304 2.2946 0.2010
[2022/03/01 02:43:16] - 5 1418.7 102.7 0.1000 0.5754 0.2056 2.3047 0.1562 2.2904 0.2141 2.2945 0.1889
[2022/03/01 03:08:36] - 6 1417.9 102.7 0.1000 0.5752 0.2251 2.3045 0.1667 2.2717 0.1733 2.2811 0.1578
[2022/03/01 03:33:57] - 7 1418.0 102.7 0.1000 0.5746 0.2412 2.3047 0.1767 2.2698 0.3257 2.2794 0.2588
[2022/03/01 03:59:18] - 8 1418.1 102.7 0.1000 0.5740 0.2522 2.3044 0.1847 2.2431 0.2615 2.2625 0.2128
[2022/03/01 04:24:39] - 9 1418.1 102.7 0.1000 0.5730 0.2712 2.3036 0.1994 2.2219 0.3210 2.2471 0.2617
[2022/03/01 04:50:00] - 10 1418.3 102.6 0.1000 0.5717 0.2924 2.3026 0.2112 2.1984 0.3759 2.2287 0.3049
[2022/03/01 05:15:21] - 11 1417.6 102.7 0.1000 0.5701 0.3094 2.3009 0.2197 2.1584 0.3898 2.2002 0.3136
[2022/03/01 05:40:41] - 12 1417.3 102.6 0.1000 0.5684 0.3267 2.2996 0.2286 2.1429 0.3875 2.1902 0.3120
[2022/03/01 06:06:00] - 13 1417.1 102.7 0.1000 0.5667 0.3469 2.2974 0.2390 2.1170 0.4189 2.1718 0.3318
[2022/03/01 06:31:20] - 14 1416.8 102.7 0.1000 0.5646 0.3597 2.2953 0.2450 2.0735 0.4086 2.1411 0.3229
[2022/03/01 06:56:40] - 15 1417.2 102.6 0.1000 0.5626 0.3726 2.2936 0.2494 2.0715 0.4046 2.1443 0.3072
[2022/03/01 07:22:00] - 16 1416.9 102.6 0.1000 0.5609 0.3874 2.2918 0.2567 2.0037 0.4829 2.0982 0.3575
[2022/03/01 07:47:20] - 17 1417.0 102.6 0.1000 0.5588 0.3954 2.2895 0.2626 2.0538 0.4571 2.1345 0.3557
[2022/03/01 08:12:39] - 18 1416.7 102.7 0.1000 0.5569 0.4101 2.2870 0.2680 2.0119 0.4510 2.1058 0.3437
[2022/03/01 08:37:59] - 19 1417.1 102.6 0.1000 0.5557 0.4164 2.2858 0.2719 1.9560 0.5130 2.0667 0.3838
[2022/03/01 09:03:20] - 20 1418.2 102.6 0.1000 0.5540 0.4238 2.2840 0.2758 1.9478 0.5331 2.0605 0.3978
[2022/03/01 09:28:41] - 21 1418.3 102.8 0.1000 0.5520 0.4331 2.2816 0.2817 1.9299 0.5473 2.0513 0.4069
[2022/03/01 09:54:05] - 22 1421.8 102.6 0.1000 0.5505 0.4374 2.2798 0.2812 1.9219 0.5174 2.0452 0.3870
[2022/03/01 10:19:27] - 23 1419.0 102.6 0.1000 0.5494 0.4472 2.2786 0.2872 1.9092 0.5418 2.0354 0.4111
[2022/03/01 10:44:52] - 24 1422.3 103.0 0.1000 0.5482 0.4522 2.2769 0.2878 1.9071 0.5567 2.0395 0.4187
[2022/03/01 11:10:18] - 25 1422.0 103.2 0.1000 0.5470 0.4565 2.2751 0.2917 1.8547 0.5517 2.0026 0.4119
[2022/03/01 11:35:44] - 26 1423.7 102.9 0.1000 0.5461 0.4625 2.2742 0.2937 1.8632 0.5220 2.0088 0.3833
[2022/03/01 12:01:15] - 27 1427.7 103.1 0.1000 0.5448 0.4683 2.2721 0.2992 1.8368 0.5726 1.9893 0.4333
[2022/03/01 12:26:41] - 28 1422.5 102.9 0.1000 0.5436 0.4725 2.2708 0.2988 1.8785 0.5442 2.0178 0.4080
[2022/03/01 12:52:03] - 29 1419.6 102.7 0.1000 0.5425 0.4762 2.2689 0.3027 1.8171 0.5462 1.9786 0.4059
[2022/03/01 13:17:27] - 30 1421.1 103.2 0.1000 0.5414 0.4823 2.2675 0.3045 1.8212 0.5572 1.9791 0.4196
[2022/03/01 13:42:54] - 31 1423.8 102.8 0.1000 0.5409 0.4857 2.2666 0.3057 1.8202 0.5826 1.9854 0.4351
[2022/03/01 14:08:21] - 32 1424.3 102.8 0.1000 0.5400 0.4875 2.2659 0.3080 1.7702 0.5933 1.9496 0.4358
[2022/03/01 14:33:47] - 33 1422.3 103.1 0.1000 0.5390 0.4875 2.2645 0.3083 1.8034 0.5919 1.9637 0.4392
[2022/03/01 14:59:13] - 34 1423.6 103.0 0.1000 0.5382 0.4947 2.2630 0.3112 1.7836 0.5431 1.9516 0.4106
[2022/03/01 15:24:39] - 35 1422.8 103.0 0.1000 0.5375 0.4974 2.2621 0.3132 1.7812 0.6032 1.9528 0.4454
[2022/03/01 15:50:07] - 36 1424.6 103.2 0.1000 0.5372 0.4974 2.2621 0.3113 1.7738 0.5971 1.9495 0.4363
[2022/03/01 16:15:35] - 37 1425.2 102.7 0.1000 0.5357 0.5044 2.2598 0.3157 1.7940 0.5545 1.9693 0.4118
[2022/03/01 16:41:01] - 38 1423.0 103.0 0.1000 0.5360 0.5006 2.2609 0.3145 1.7687 0.5864 1.9382 0.4286
[2022/03/01 17:06:24] - 39 1420.9 102.7 0.1000 0.5353 0.5040 2.2597 0.3153 1.8083 0.5979 1.9724 0.4394
[2022/03/01 17:31:49] - 40 1421.4 102.8 0.1000 0.5349 0.5092 2.2591 0.3180 1.7745 0.5944 1.9539 0.4306
[2022/03/01 17:57:12] - 41 1420.8 102.6 0.1000 0.5345 0.5098 2.2585 0.3175 1.7826 0.6021 1.9523 0.4464
[2022/03/01 18:22:38] - 42 1423.2 102.7 0.1000 0.5335 0.5108 2.2566 0.3202 1.7867 0.5764 1.9505 0.4179
[2022/03/01 18:47:59] - 43 1418.8 102.4 0.1000 0.5335 0.5131 2.2567 0.3194 1.7767 0.5605 1.9467 0.4219
[2022/03/01 19:13:17] - 44 1415.3 102.3 0.1000 0.5328 0.5146 2.2551 0.3225 1.7283 0.6060 1.9227 0.4352
[2022/03/01 19:38:36] - 45 1416.6 102.4 0.1000 0.5325 0.5125 2.2552 0.3204 1.7881 0.5629 1.9649 0.4173
[2022/03/01 20:03:54] - 46 1415.5 102.5 0.1000 0.5323 0.5141 2.2551 0.3212 1.7489 0.6294 1.9347 0.4445
[2022/03/01 20:29:15] - 47 1418.8 102.6 0.1000 0.5315 0.5189 2.2535 0.3222 1.7332 0.6100 1.9232 0.4444
[2022/03/01 20:54:37] - 48 1419.6 102.4 0.1000 0.5310 0.5198 2.2531 0.3254 1.7314 0.5957 1.9184 0.4311
[2022/03/01 21:19:57] - 49 1417.0 102.8 0.1000 0.5307 0.5216 2.2524 0.3260 1.7674 0.5985 1.9484 0.4305
[2022/03/01 22:14:32] - 50 3034.5 240.4 0.1000 0.5306 0.5206 2.2532 0.3247 1.7242 0.6643 1.9147 0.4704
[2022/03/01 23:12:55] - 51 3261.2 241.2 0.1000 0.5304 0.5257 2.2521 0.3278 1.7079 0.6363 1.8996 0.4615
[2022/03/02 00:11:14] - 52 3259.6 240.2 0.1000 0.5300 0.5225 2.2519 0.3270 1.6916 0.6359 1.8978 0.4558
[2022/03/02 01:09:21] - 53 3252.1 234.4 0.1000 0.5294 0.5275 2.2510 0.3296 1.7120 0.6025 1.9062 0.4458
[2022/03/02 02:06:09] - 54 3173.7 234.2 0.1000 0.5294 0.5257 2.2507 0.3281 1.7245 0.6217 1.9215 0.4424
[2022/03/02 03:02:54] - 55 3171.8 234.0 0.1000 0.5293 0.5266 2.2510 0.3271 1.7160 0.6355 1.9150 0.4574
[2022/03/02 03:59:45] - 56 3176.6 234.2 0.1000 0.5290 0.5330 2.2505 0.3298 1.7087 0.6310 1.9072 0.4550
[2022/03/02 04:56:35] - 57 3175.9 233.4 0.1000 0.5283 0.5305 2.2489 0.3307 1.7360 0.6328 1.9274 0.4508
[2022/03/02 05:53:23] - 58 3174.4 234.3 0.1000 0.5290 0.5324 2.2500 0.3311 1.7119 0.6247 1.9075 0.4501
[2022/03/02 06:50:13] - 59 3177.0 233.1 0.1000 0.5285 0.5304 2.2498 0.3291 1.7110 0.5884 1.9053 0.4432
[2022/03/02 07:26:46] - 60 2090.8 102.3 0.1000 0.5281 0.5321 2.2490 0.3311 1.6874 0.6228 1.8917 0.4564
[2022/03/02 07:52:04] - 61 1415.3 102.3 0.1000 0.5277 0.5309 2.2481 0.3319 1.6842 0.6370 1.8956 0.4642
[2022/03/02 08:17:22] - 62 1415.6 102.3 0.1000 0.5275 0.5333 2.2478 0.3327 1.6925 0.6177 1.8969 0.4494
[2022/03/02 08:42:41] - 63 1416.2 102.3 0.1000 0.5276 0.5309 2.2486 0.3306 1.7407 0.6444 1.9257 0.4642
[2022/03/02 09:08:00] - 64 1416.4 102.6 0.1000 0.5274 0.5349 2.2482 0.3338 1.7042 0.6232 1.9119 0.4678
[2022/03/02 09:33:23] - 65 1420.5 102.7 0.1000 0.5270 0.5349 2.2471 0.3326 1.7023 0.6589 1.9019 0.4714
[2022/03/02 09:58:46] - 66 1420.2 102.8 0.1000 0.5268 0.5366 2.2475 0.3325 1.7011 0.6157 1.8936 0.4483
[2022/03/02 10:24:07] - 67 1418.4 102.5 0.1000 0.5269 0.5356 2.2476 0.3335 1.7216 0.5883 1.9118 0.4366
[2022/03/02 10:49:28] - 68 1418.8 102.6 0.1000 0.5269 0.5362 2.2476 0.3315 1.7163 0.5757 1.9087 0.4200
[2022/03/02 11:14:52] - 69 1421.0 103.0 0.1000 0.5269 0.5388 2.2472 0.3350 1.7261 0.6051 1.9200 0.4440
[2022/03/02 11:40:14] - 70 1419.5 102.4 0.1000 0.5262 0.5377 2.2460 0.3335 1.7196 0.6378 1.9102 0.4641
[2022/03/02 12:05:35] - 71 1418.4 102.6 0.1000 0.5264 0.5394 2.2465 0.3349 1.7149 0.6289 1.9049 0.4570
[2022/03/02 12:30:54] - 72 1416.4 102.4 0.1000 0.5264 0.5359 2.2468 0.3330 1.6637 0.6468 1.8734 0.4660
[2022/03/02 12:56:11] - 73 1415.4 102.3 0.1000 0.5259 0.5391 2.2460 0.3350 1.6925 0.6161 1.8931 0.4463
[2022/03/02 13:21:33] - 74 1418.4 102.8 0.1000 0.5259 0.5402 2.2455 0.3340 1.6511 0.6409 1.8727 0.4571
[2022/03/02 13:46:55] - 75 1419.3 102.8 0.1000 0.5258 0.5397 2.2454 0.3346 1.6689 0.5957 1.8751 0.4319
[2022/03/02 14:12:18] - 76 1420.9 102.7 0.1000 0.5259 0.5403 2.2451 0.3366 1.6669 0.6340 1.8801 0.4474
[2022/03/02 14:37:42] - 77 1420.8 103.0 0.1000 0.5255 0.5422 2.2453 0.3369 1.7021 0.6274 1.8969 0.4531
[2022/03/02 15:03:09] - 78 1424.2 102.9 0.1000 0.5254 0.5429 2.2449 0.3368 1.7103 0.6275 1.9092 0.4583
[2022/03/02 15:28:35] - 79 1422.5 103.1 0.1000 0.5255 0.5430 2.2449 0.3362 1.6616 0.6572 1.8815 0.4611
[2022/03/02 15:54:05] - 80 1427.0 103.7 0.1000 0.5250 0.5418 2.2443 0.3360 1.6736 0.6437 1.8794 0.4626
[2022/03/02 16:19:35] - 81 1426.1 103.1 0.1000 0.5249 0.5455 2.2444 0.3381 1.6691 0.6341 1.8768 0.4652
[2022/03/02 16:45:00] - 82 1422.4 102.7 0.1000 0.5250 0.5419 2.2448 0.3358 1.6678 0.6379 1.8855 0.4597
[2022/03/02 17:10:28] - 83 1424.8 103.0 0.1000 0.5255 0.5429 2.2460 0.3363 1.7343 0.6472 1.9287 0.4548
[2022/03/02 17:35:52] - 84 1422.6 102.3 0.1000 0.5256 0.5397 2.2454 0.3349 1.6581 0.6547 1.8724 0.4724
[2022/03/02 18:01:18] - 85 1423.1 102.4 0.1000 0.5258 0.5458 2.2462 0.3364 1.6768 0.6508 1.8835 0.4660
[2022/03/02 18:26:39] - 86 1419.0 102.3 0.1000 0.5248 0.5425 2.2441 0.3365 1.6578 0.6268 1.8727 0.4478
[2022/03/02 18:52:01] - 87 1419.3 102.5 0.1000 0.5250 0.5413 2.2444 0.3355 1.6667 0.6247 1.8805 0.4426
[2022/03/02 19:17:22] - 88 1418.3 102.7 0.1000 0.5248 0.5435 2.2443 0.3371 1.6638 0.6308 1.8771 0.4495
[2022/03/02 19:42:43] - 89 1418.1 102.4 0.1000 0.5245 0.5428 2.2438 0.3367 1.7068 0.6430 1.9088 0.4592
[2022/03/02 20:08:01] - 90 1415.8 102.3 0.1000 0.5249 0.5408 2.2443 0.3364 1.6983 0.6238 1.8979 0.4486
[2022/03/02 20:33:22] - 91 1418.3 103.0 0.1000 0.5243 0.5446 2.2439 0.3373 1.6948 0.6504 1.8985 0.4609
[2022/03/02 20:58:40] - 92 1415.7 102.2 0.1000 0.5248 0.5436 2.2445 0.3358 1.6665 0.6543 1.8834 0.4592
[2022/03/02 21:23:58] - 93 1415.2 102.3 0.1000 0.5242 0.5463 2.2433 0.3361 1.6998 0.6314 1.9042 0.4531
[2022/03/02 21:49:15] - 94 1415.4 102.2 0.1000 0.5243 0.5463 2.2434 0.3388 1.6913 0.6363 1.8938 0.4690
[2022/03/02 22:14:32] - 95 1414.3 102.2 0.1000 0.5245 0.5480 2.2435 0.3390 1.6780 0.6346 1.8823 0.4676
[2022/03/02 22:39:49] - 96 1415.5 102.1 0.1000 0.5244 0.5434 2.2435 0.3398 1.6759 0.6546 1.8853 0.4636
[2022/03/02 23:05:06] - 97 1414.6 102.1 0.1000 0.5242 0.5454 2.2431 0.3393 1.6546 0.6367 1.8695 0.4734
[2022/03/02 23:30:23] - 98 1414.5 102.2 0.1000 0.5242 0.5476 2.2430 0.3402 1.6747 0.6127 1.8754 0.4495
[2022/03/02 23:55:39] - 99 1414.4 102.1 0.0100 0.5234 0.5470 2.2421 0.3382 1.6754 0.6594 1.8823 0.4575
[2022/03/03 00:20:56] - 100 1414.4 102.2 0.0100 0.5129 0.5913 2.2044 0.3801 1.5425 0.7211 1.7820 0.5222
[2022/03/03 00:46:12] - 101 1414.0 102.1 0.0100 0.5017 0.6117 2.1880 0.3941 1.4541 0.7115 1.7176 0.5189
[2022/03/03 01:11:28] - 102 1414.1 102.1 0.0100 0.4980 0.6169 2.1833 0.3993 1.4673 0.7271 1.7264 0.5273
[2022/03/03 01:36:45] - 103 1414.5 102.1 0.0100 0.4951 0.6227 2.1794 0.4026 1.4754 0.7196 1.7296 0.5222
[2022/03/03 02:02:02] - 104 1414.4 102.2 0.0100 0.4940 0.6239 2.1769 0.4040 1.4440 0.7348 1.7098 0.5321
[2022/03/03 02:27:19] - 105 1414.6 102.2 0.0100 0.4930 0.6265 2.1761 0.4053 1.4290 0.7317 1.6969 0.5319
[2022/03/03 02:52:35] - 106 1414.6 102.2 0.0100 0.4917 0.6312 2.1730 0.4085 1.4359 0.7399 1.7091 0.5299
[2022/03/03 03:17:52] - 107 1414.8 102.1 0.0100 0.4910 0.6309 2.1729 0.4077 1.4549 0.7206 1.7180 0.5258
[2022/03/03 03:43:09] - 108 1414.7 102.2 0.0100 0.4894 0.6353 2.1699 0.4102 1.4174 0.7356 1.6895 0.5273
[2022/03/03 04:08:26] - 109 1414.9 102.2 0.0100 0.4887 0.6386 2.1698 0.4120 1.4401 0.7383 1.7132 0.5304
[2022/03/03 04:33:43] - 110 1414.8 102.2 0.0100 0.4887 0.6366 2.1689 0.4119 1.3991 0.7431 1.6807 0.5305
[2022/03/03 04:59:01] - 111 1415.1 102.1 0.0100 0.4877 0.6385 2.1670 0.4124 1.4125 0.7354 1.6843 0.5400
[2022/03/03 05:24:18] - 112 1414.9 102.2 0.0100 0.4869 0.6401 2.1665 0.4131 1.4189 0.7417 1.6944 0.5364
[2022/03/03 05:49:35] - 113 1415.0 102.3 0.0100 0.4865 0.6424 2.1647 0.4160 1.3756 0.7506 1.6648 0.5317
[2022/03/03 06:14:53] - 114 1415.0 102.2 0.0100 0.4859 0.6441 2.1650 0.4168 1.4121 0.7454 1.6901 0.5336
[2022/03/03 06:40:10] - 115 1415.0 102.2 0.0100 0.4858 0.6436 2.1640 0.4160 1.3781 0.7451 1.6614 0.5310
[2022/03/03 07:05:26] - 116 1414.3 102.1 0.0100 0.4855 0.6437 2.1639 0.4155 1.3896 0.7466 1.6765 0.5387
[2022/03/03 07:30:43] - 117 1414.4 102.2 0.0100 0.4853 0.6455 2.1631 0.4177 1.3645 0.7480 1.6567 0.5355
[2022/03/03 07:56:00] - 118 1414.7 102.1 0.0100 0.4845 0.6458 2.1624 0.4186 1.3965 0.7391 1.6790 0.5304
[2022/03/03 08:21:16] - 119 1414.5 102.1 0.0100 0.4843 0.6473 2.1619 0.4197 1.3793 0.7401 1.6665 0.5291
[2022/03/03 08:46:33] - 120 1414.5 102.1 0.0100 0.4847 0.6484 2.1641 0.4193 1.4033 0.7425 1.6791 0.5334
[2022/03/03 09:11:51] - 121 1415.6 102.3 0.0100 0.4844 0.6475 2.1619 0.4194 1.3690 0.7450 1.6598 0.5289
[2022/03/03 09:37:10] - 122 1417.2 102.4 0.0100 0.4835 0.6493 2.1615 0.4203 1.3624 0.7378 1.6535 0.5368
[2022/03/03 10:02:30] - 123 1417.3 102.4 0.0100 0.4830 0.6496 2.1594 0.4199 1.3830 0.7426 1.6654 0.5366
[2022/03/03 10:27:50] - 124 1417.6 102.5 0.0100 0.4829 0.6518 2.1590 0.4214 1.3775 0.7427 1.6674 0.5334
[2022/03/03 10:53:14] - 125 1421.6 102.8 0.0100 0.4824 0.6532 2.1593 0.4215 1.3856 0.7414 1.6678 0.5327
[2022/03/03 11:18:35] - 126 1418.1 102.4 0.0100 0.4823 0.6517 2.1590 0.4214 1.3596 0.7552 1.6516 0.5447
[2022/03/03 11:43:55] - 127 1417.9 102.4 0.0100 0.4815 0.6531 2.1569 0.4247 1.3949 0.7367 1.6763 0.5322
[2022/03/03 12:09:14] - 128 1416.6 102.2 0.0100 0.4821 0.6521 2.1579 0.4227 1.3647 0.7509 1.6571 0.5371
[2022/03/03 12:34:34] - 129 1417.3 102.4 0.0100 0.4818 0.6536 2.1574 0.4226 1.3373 0.7634 1.6410 0.5373
[2022/03/03 12:59:55] - 130 1418.6 102.6 0.0100 0.4807 0.6546 2.1545 0.4231 1.3756 0.7419 1.6624 0.5379
[2022/03/03 13:25:17] - 131 1418.8 102.6 0.0100 0.4810 0.6555 2.1556 0.4240 1.3759 0.7374 1.6593 0.5273
[2022/03/03 13:50:43] - 132 1423.6 102.4 0.0100 0.4801 0.6570 2.1542 0.4261 1.3152 0.7582 1.6274 0.5317
[2022/03/03 14:16:05] - 133 1419.9 102.8 0.0100 0.4803 0.6599 2.1539 0.4262 1.3664 0.7507 1.6518 0.5365
[2022/03/03 14:41:31] - 134 1422.6 102.7 0.0100 0.4798 0.6587 2.1551 0.4251 1.3526 0.7390 1.6463 0.5354
[2022/03/03 15:06:55] - 135 1421.4 102.6 0.0100 0.4796 0.6569 2.1540 0.4250 1.3760 0.7510 1.6690 0.5353
[2022/03/03 15:32:21] - 136 1423.4 103.0 0.0100 0.4792 0.6582 2.1535 0.4270 1.3468 0.7500 1.6462 0.5356
[2022/03/03 15:57:48] - 137 1424.0 102.8 0.0100 0.4792 0.6602 2.1529 0.4247 1.3367 0.7382 1.6345 0.5326
[2022/03/03 16:23:09] - 138 1418.5 102.4 0.0100 0.4799 0.6591 2.1551 0.4264 1.3668 0.7490 1.6620 0.5365
[2022/03/03 16:48:31] - 139 1419.4 102.5 0.0100 0.4780 0.6613 2.1506 0.4283 1.3270 0.7552 1.6340 0.5386
[2022/03/03 17:13:52] - 140 1419.5 102.3 0.0100 0.4792 0.6607 2.1523 0.4285 1.3432 0.7496 1.6423 0.5370
[2022/03/03 17:39:12] - 141 1417.1 102.4 0.0100 0.4787 0.6614 2.1520 0.4287 1.3753 0.7506 1.6664 0.5382
[2022/03/03 18:04:33] - 142 1419.0 102.3 0.0100 0.4779 0.6629 2.1503 0.4284 1.3459 0.7493 1.6447 0.5417
[2022/03/03 18:29:53] - 143 1417.5 102.3 0.0100 0.4773 0.6645 2.1496 0.4306 1.3770 0.7464 1.6630 0.5354
[2022/03/03 18:55:12] - 144 1416.6 102.6 0.0100 0.4769 0.6656 2.1490 0.4302 1.3558 0.7565 1.6505 0.5496
[2022/03/03 19:20:33] - 145 1418.4 102.4 0.0100 0.4773 0.6651 2.1501 0.4282 1.3210 0.7542 1.6333 0.5407
[2022/03/03 19:45:52] - 146 1417.2 102.3 0.0100 0.4767 0.6659 2.1492 0.4300 1.3444 0.7420 1.6449 0.5348
[2022/03/03 20:11:11] - 147 1416.1 102.2 0.0100 0.4770 0.6625 2.1493 0.4301 1.3193 0.7586 1.6268 0.5500
[2022/03/03 20:36:28] - 148 1414.8 102.2 0.0100 0.4772 0.6658 2.1486 0.4311 1.3297 0.7629 1.6416 0.5328
[2022/03/03 21:01:48] - 149 1417.8 102.6 0.0010 0.4772 0.6648 2.1490 0.4317 1.3450 0.7552 1.6450 0.5411
[2022/03/03 21:27:08] - 150 1417.6 102.2 0.0010 0.4727 0.6788 2.1231 0.4498 1.2815 0.7758 1.5933 0.5516
[2022/03/03 21:52:29] - 151 1419.0 102.3 0.0010 0.4688 0.6839 2.1142 0.4552 1.3020 0.7794 1.6072 0.5544
[2022/03/03 22:17:48] - 152 1416.5 102.2 0.0010 0.4661 0.6906 2.1085 0.4584 1.2626 0.7859 1.5829 0.5545
[2022/03/03 22:43:05] - 153 1414.8 102.2 0.0010 0.4644 0.6922 2.1052 0.4603 1.2696 0.7779 1.5837 0.5535
[2022/03/03 23:08:23] - 154 1415.4 102.1 0.0010 0.4630 0.6937 2.1033 0.4629 1.2472 0.7918 1.5721 0.5564
[2022/03/03 23:33:40] - 155 1414.7 102.2 0.0010 0.4616 0.6976 2.1013 0.4634 1.2539 0.7855 1.5711 0.5574
[2022/03/03 23:58:57] - 156 1414.8 102.2 0.0010 0.4613 0.6970 2.1015 0.4639 1.2776 0.7830 1.5892 0.5595
[2022/03/04 00:24:14] - 157 1415.0 102.2 0.0010 0.4603 0.6977 2.0996 0.4652 1.2419 0.7919 1.5665 0.5606
[2022/03/04 00:49:31] - 158 1414.6 102.3 0.0010 0.4600 0.6979 2.0993 0.4663 1.2467 0.7897 1.5711 0.5569
[2022/03/04 01:14:48] - 159 1414.5 102.2 0.0010 0.4591 0.6989 2.0976 0.4672 1.2312 0.7865 1.5582 0.5542
[2022/03/04 01:40:05] - 160 1414.6 102.2 0.0010 0.4584 0.7005 2.0960 0.4684 1.2764 0.7837 1.5847 0.5652
[2022/03/04 02:05:22] - 161 1414.7 102.1 0.0010 0.4584 0.6989 2.0975 0.4677 1.2689 0.7766 1.5806 0.5583
[2022/03/04 02:30:39] - 162 1414.5 102.2 0.0010 0.4574 0.7024 2.0941 0.4692 1.2467 0.7845 1.5689 0.5559
[2022/03/04 02:55:56] - 163 1414.8 102.2 0.0010 0.4566 0.7026 2.0937 0.4693 1.2183 0.7890 1.5559 0.5541
[2022/03/04 03:21:13] - 164 1414.9 102.2 0.0010 0.4566 0.7036 2.0934 0.4697 1.2280 0.7877 1.5587 0.5584
[2022/03/04 03:46:30] - 165 1415.1 102.2 0.0010 0.4559 0.7062 2.0913 0.4719 1.2353 0.7911 1.5646 0.5578
[2022/03/04 04:11:48] - 166 1415.3 102.1 0.0010 0.4558 0.7046 2.0925 0.4714 1.2581 0.7865 1.5788 0.5608
[2022/03/04 04:37:04] - 167 1414.6 102.2 0.0010 0.4550 0.7051 2.0898 0.4717 1.2076 0.7927 1.5446 0.5536
[2022/03/04 05:02:22] - 168 1415.0 102.2 0.0010 0.4552 0.7062 2.0904 0.4721 1.2033 0.7957 1.5418 0.5614
[2022/03/04 05:27:39] - 169 1414.9 102.2 0.0010 0.4548 0.7059 2.0896 0.4730 1.2242 0.7874 1.5606 0.5568
[2022/03/04 05:52:56] - 170 1415.0 102.2 0.0010 0.4545 0.7062 2.0882 0.4722 1.2087 0.7973 1.5457 0.5590
[2022/03/04 06:18:13] - 171 1415.1 102.2 0.0010 0.4541 0.7069 2.0899 0.4723 1.2131 0.7960 1.5509 0.5609
[2022/03/04 06:43:30] - 172 1414.9 102.1 0.0010 0.4538 0.7063 2.0868 0.4734 1.2054 0.7916 1.5472 0.5555
[2022/03/04 07:08:48] - 173 1415.1 102.3 0.0010 0.4532 0.7082 2.0870 0.4744 1.2319 0.7933 1.5606 0.5624
[2022/03/04 07:34:04] - 174 1414.4 102.1 0.0010 0.4529 0.7091 2.0859 0.4765 1.2071 0.7930 1.5435 0.5594
[2022/03/04 07:59:21] - 175 1414.6 102.2 0.0010 0.4532 0.7082 2.0877 0.4741 1.2402 0.7888 1.5680 0.5606
[2022/03/04 08:24:39] - 176 1415.6 102.3 0.0010 0.4527 0.7097 2.0854 0.4756 1.2119 0.7927 1.5489 0.5595
[2022/03/04 08:49:59] - 177 1417.5 102.6 0.0010 0.4520 0.7107 2.0843 0.4750 1.1840 0.7947 1.5316 0.5532
[2022/03/04 09:15:18] - 178 1417.1 102.3 0.0010 0.4522 0.7104 2.0844 0.4762 1.2055 0.7920 1.5404 0.5600
[2022/03/04 09:40:37] - 179 1416.5 102.5 0.0010 0.4517 0.7114 2.0834 0.4776 1.2148 0.7909 1.5533 0.5555
[2022/03/04 10:05:57] - 180 1417.1 102.3 0.0010 0.4515 0.7119 2.0840 0.4757 1.1824 0.7924 1.5309 0.5548
[2022/03/04 10:31:19] - 181 1420.2 102.6 0.0010 0.4514 0.7120 2.0823 0.4792 1.2074 0.7978 1.5482 0.5560
[2022/03/04 10:56:44] - 182 1421.7 102.4 0.0010 0.4508 0.7128 2.0827 0.4769 1.1944 0.8011 1.5370 0.5569
[2022/03/04 11:22:05] - 183 1419.1 102.7 0.0010 0.4509 0.7123 2.0819 0.4782 1.1974 0.7898 1.5385 0.5572
[2022/03/04 11:47:29] - 184 1421.3 102.2 0.0010 0.4509 0.7125 2.0810 0.4789 1.1943 0.8008 1.5396 0.5585
[2022/03/04 12:12:50] - 185 1418.2 102.4 0.0010 0.4508 0.7142 2.0827 0.4785 1.2040 0.7898 1.5423 0.5604
[2022/03/04 12:38:10] - 186 1417.6 102.8 0.0010 0.4505 0.7133 2.0808 0.4788 1.1868 0.7942 1.5307 0.5571
[2022/03/04 13:03:33] - 187 1420.4 102.6 0.0010 0.4496 0.7143 2.0784 0.4796 1.1917 0.7905 1.5390 0.5549
[2022/03/04 13:28:57] - 188 1421.4 102.9 0.0010 0.4502 0.7136 2.0819 0.4797 1.2279 0.7882 1.5563 0.5617
[2022/03/04 13:54:18] - 189 1418.4 102.6 0.0010 0.4496 0.7150 2.0797 0.4797 1.1961 0.7914 1.5405 0.5576
[2022/03/04 14:19:40] - 190 1419.1 102.7 0.0010 0.4499 0.7164 2.0801 0.4806 1.1840 0.7983 1.5332 0.5571
[2022/03/04 14:45:04] - 191 1421.7 102.8 0.0010 0.4496 0.7155 2.0795 0.4795 1.1880 0.7891 1.5275 0.5611
[2022/03/04 15:10:28] - 192 1421.1 102.5 0.0010 0.4494 0.7167 2.0803 0.4804 1.1961 0.7978 1.5408 0.5565
[2022/03/04 15:35:50] - 193 1419.5 102.9 0.0010 0.4486 0.7163 2.0773 0.4800 1.2020 0.7920 1.5440 0.5532
[2022/03/04 16:01:16] - 194 1423.2 102.9 0.0010 0.4487 0.7167 2.0780 0.4804 1.1899 0.8013 1.5391 0.5572
[2022/03/04 16:26:41] - 195 1421.7 102.9 0.0010 0.4483 0.7185 2.0757 0.4824 1.1789 0.7905 1.5262 0.5534
[2022/03/04 16:52:07] - 196 1422.4 103.1 0.0010 0.4481 0.7201 2.0773 0.4826 1.1952 0.7912 1.5350 0.5592
[2022/03/04 17:17:29] - 197 1419.7 102.7 0.0010 0.4482 0.7189 2.0776 0.4834 1.1618 0.7990 1.5233 0.5554
[2022/03/04 17:42:50] - 198 1419.0 102.5 0.0010 0.4478 0.7187 2.0754 0.4819 1.1737 0.7960 1.5276 0.5599
[2022/03/04 18:08:10] - 199 1417.6 102.4 0.0010 0.4474 0.7194 2.0747 0.4823 1.1841 0.7988 1.5352 0.5544