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hackingthemarkets/five_second_bars.py

Created December 16, 2022 02:23
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five_second_bars.py
import datetime
import pandas as pd
from ib_insync import *
pd.set_option('display.max_rows', None)
ib = IB()
ib.connect('127.0.0.1', 7496, clientId=15)
contract = Stock('SPY', 'SMART', 'USD')
end = datetime.datetime(2022, 11, 2, 12, 17)
bars = ib.reqHistoricalData(
contract,
endDateTime=end,
durationStr='1 D',
barSizeSetting='5 secs',
whatToShow='TRADES',
useRTH=True,
formatDate=1)
df = util.df(bars)
powell_start_time = "2022-11-02 14:31:15"
powell_end_time = "2022-11-02 15:16:25"
df = df.set_index('date')
df = df[powell_start_time:powell_end_time]
df.to_csv(contract.symbol + '.csv')
Raw
spy.csv
date open high low close volume average barCount
2022-11-02 14:31:15 387.13 387.17 386.75 386.83 82173.0 386.884 444
2022-11-02 14:31:20 386.8 387.0 386.8 386.91 38918.0 386.913 234
2022-11-02 14:31:25 386.94 386.96 386.55 386.64 48165.0 386.749 232
2022-11-02 14:31:30 386.64 386.95 386.59 386.86 30688.0 386.76 190
2022-11-02 14:31:35 386.91 386.92 386.81 386.87 22270.0 386.862 130
2022-11-02 14:31:40 386.85 386.85 386.65 386.73 15112.0 386.718 112
2022-11-02 14:31:45 386.71 386.71 386.33 386.34 38814.0 386.503 259
2022-11-02 14:31:50 386.31 386.47 386.2 386.43 51167.0 386.283 360
2022-11-02 14:31:55 386.43 386.59 386.36 386.59 77731.0 386.44 411
2022-11-02 14:32:00 386.59 386.69 386.52 386.52 32755.0 386.599 220
2022-11-02 14:32:05 386.52 386.52 386.02 386.04 49679.0 386.291 240
2022-11-02 14:32:10 386.03 386.19 385.98 386.15 42246.0 386.076 223
2022-11-02 14:32:15 386.16 386.4 386.14 386.32 39693.0 386.264 209
2022-11-02 14:32:20 386.28 386.55 386.25 386.5 26725.0 386.383 141
2022-11-02 14:32:25 386.51 386.72 386.49 386.67 34212.0 386.613 249
2022-11-02 14:32:30 386.69 386.77 386.65 386.67 33720.0 386.714 244
2022-11-02 14:32:35 386.66 387.19 386.62 387.14 52512.0 386.948 329
2022-11-02 14:32:40 387.13 387.17 386.88 387.14 42532.0 387.066 232
2022-11-02 14:32:45 387.17 387.45 387.14 387.39 40859.0 387.249 280
2022-11-02 14:32:50 387.44 387.45 387.26 387.38 40199.0 387.343 185
2022-11-02 14:32:55 387.38 387.39 386.97 387.17 33615.0 387.167 150
2022-11-02 14:33:00 387.16 387.22 386.84 387.0 51091.0 387.03 289
2022-11-02 14:33:05 387.02 387.03 386.68 386.8 51637.0 386.82 313
2022-11-02 14:33:10 386.86 387.04 386.81 387.04 16605.0 386.919 100
2022-11-02 14:33:15 387.05 387.17 386.99 386.99 13728.0 387.095 84
2022-11-02 14:33:20 386.99 387.12 386.91 387.06 18918.0 387.002 88
2022-11-02 14:33:25 387.06 387.17 386.92 387.04 20096.0 387.052 143
2022-11-02 14:33:30 387.03 387.13 386.99 387.02 27447.0 387.052 129
2022-11-02 14:33:35 387.04 387.2 387.02 387.11 11580.0 387.116 83
2022-11-02 14:33:40 387.12 387.13 386.79 386.89 13789.0 386.929 96
2022-11-02 14:33:45 386.87 386.94 386.61 386.83 60763.0 386.843 289
2022-11-02 14:33:50 386.87 387.0 386.83 386.94 7744.0 386.931 52
2022-11-02 14:33:55 386.95 386.99 386.86 386.86 18810.0 386.932 102
2022-11-02 14:34:00 386.9 387.08 386.75 387.05 23435.0 386.913 159
2022-11-02 14:34:05 387.06 387.07 386.6 386.72 30064.0 386.795 198
2022-11-02 14:34:10 386.72 386.92 386.68 386.83 19058.0 386.781 95
2022-11-02 14:34:15 386.89 387.17 386.84 387.09 32206.0 387.051 198
2022-11-02 14:34:20 387.1 387.13 386.82 386.82 16470.0 386.957 102
2022-11-02 14:34:25 386.81 387.0 386.8 387.0 20558.0 386.919 147
2022-11-02 14:34:30 386.96 387.0 386.88 386.95 4605.0 386.961 31
2022-11-02 14:34:35 386.96 386.97 386.59 386.71 37089.0 386.734 184
2022-11-02 14:34:40 386.73 386.79 386.51 386.78 46047.0 386.653 218
2022-11-02 14:34:45 386.79 386.91 386.74 386.85 18832.0 386.815 100
2022-11-02 14:34:50 386.85 386.86 386.78 386.84 13281.0 386.815 88
2022-11-02 14:34:55 386.9 387.09 386.84 386.89 76842.0 386.996 436
2022-11-02 14:35:00 386.91 386.92 386.7 386.7 23638.0 386.828 111
2022-11-02 14:35:05 386.69 386.84 386.62 386.79 23641.0 386.748 147
2022-11-02 14:35:10 386.81 387.0 386.71 386.79 12237.0 386.876 102
2022-11-02 14:35:15 386.83 386.97 386.8 386.93 21980.0 386.897 185
2022-11-02 14:35:20 386.99 387.14 386.91 386.98 32390.0 387.008 157
2022-11-02 14:35:25 386.91 387.24 386.88 387.19 24625.0 387.125 181
2022-11-02 14:35:30 387.21 387.81 387.2 387.77 97840.0 387.514 688
2022-11-02 14:35:35 387.73 387.93 387.63 387.65 95192.0 387.808 475
2022-11-02 14:35:40 387.64 387.76 387.52 387.55 30898.0 387.617 162
2022-11-02 14:35:45 387.56 388.19 387.56 388.16 148005.0 388.015 823
2022-11-02 14:35:50 388.15 388.63 388.14 388.22 154486.0 388.446 883
2022-11-02 14:35:55 388.25 388.46 388.02 388.42 51105.0 388.253 320
2022-11-02 14:36:00 388.46 388.47 388.02 388.23 61893.0 388.204 368
2022-11-02 14:36:05 388.24 388.34 387.58 387.69 93311.0 387.94 520
2022-11-02 14:36:10 387.69 388.12 387.69 388.1 65169.0 387.898 304
2022-11-02 14:36:15 388.11 388.28 387.66 387.74 68404.0 387.931 465
2022-11-02 14:36:20 387.74 387.84 386.42 386.45 214600.0 387.037 1225
2022-11-02 14:36:25 386.4 386.44 385.36 385.52 289403.0 385.919 1731
2022-11-02 14:36:30 385.56 385.97 385.23 385.96 182330.0 385.537 896
2022-11-02 14:36:35 385.92 385.94 385.27 385.27 155739.0 385.522 906
2022-11-02 14:36:40 385.29 385.37 384.83 384.89 174910.0 385.113 1080
2022-11-02 14:36:45 384.95 384.97 384.42 384.63 134028.0 384.617 836
2022-11-02 14:36:50 384.65 384.84 384.22 384.33 144259.0 384.539 694
2022-11-02 14:36:55 384.3 384.3 383.9 383.99 138305.0 384.063 765
2022-11-02 14:37:00 383.94 384.66 383.87 384.66 158312.0 384.183 856
2022-11-02 14:37:05 384.66 385.1 384.26 384.91 115768.0 384.681 648
2022-11-02 14:37:10 384.92 385.07 384.77 384.96 101761.0 384.934 568
2022-11-02 14:37:15 384.98 385.2 384.41 384.48 183625.0 384.852 664
2022-11-02 14:37:20 384.47 384.71 384.31 384.36 85629.0 384.479 412
2022-11-02 14:37:25 384.41 384.76 384.36 384.49 69747.0 384.546 429
2022-11-02 14:37:30 384.52 384.68 383.83 383.91 105270.0 384.234 542
2022-11-02 14:37:35 383.92 384.0 383.62 383.95 99706.0 383.77 503
2022-11-02 14:37:40 383.96 384.03 383.62 383.69 99923.0 383.819 455
2022-11-02 14:37:45 383.7 383.7 382.9 382.93 152778.0 383.279 805
2022-11-02 14:37:50 383.01 383.28 382.66 383.12 154798.0 382.948 825
2022-11-02 14:37:55 383.15 383.38 382.55 382.58 138789.0 383.012 544
2022-11-02 14:38:00 382.57 382.75 382.37 382.64 78067.0 382.562 394
2022-11-02 14:38:05 382.66 382.91 382.65 382.85 88021.0 382.771 433
2022-11-02 14:38:10 382.79 382.88 382.22 382.37 99456.0 382.5 578
2022-11-02 14:38:15 382.37 382.78 382.37 382.61 115249.0 382.645 670
2022-11-02 14:38:20 382.63 382.97 382.6 382.77 83280.0 382.813 427
2022-11-02 14:38:25 382.8 383.44 382.76 383.26 86076.0 383.033 418
2022-11-02 14:38:30 383.32 383.57 383.2 383.4 89843.0 383.405 433
2022-11-02 14:38:35 383.45 383.58 383.26 383.33 71155.0 383.433 419
2022-11-02 14:38:40 383.34 383.38 382.93 383.08 101754.0 383.059 555
2022-11-02 14:38:45 383.1 383.43 383.04 383.3 50080.0 383.235 278
2022-11-02 14:38:50 383.23 383.6 383.02 383.55 70054.0 383.329 392
2022-11-02 14:38:55 383.53 383.75 383.49 383.68 34080.0 383.612 209
2022-11-02 14:39:00 383.67 383.69 382.82 382.83 64429.0 383.275 405
2022-11-02 14:39:05 382.79 383.52 382.78 383.44 41307.0 383.129 244
2022-11-02 14:39:10 383.37 383.44 383.09 383.18 84160.0 383.194 448
2022-11-02 14:39:15 383.16 383.24 382.91 382.98 50917.0 383.105 245
2022-11-02 14:39:20 382.97 383.29 382.93 383.21 38629.0 383.163 178
2022-11-02 14:39:25 383.2 383.73 383.2 383.63 67147.0 383.491 319
2022-11-02 14:39:30 383.67 383.7 383.1 383.2 27450.0 383.275 189
2022-11-02 14:39:35 383.22 383.33 383.08 383.25 22790.0 383.185 169
2022-11-02 14:39:40 383.26 383.91 383.26 383.82 80462.0 383.603 504
2022-11-02 14:39:45 383.85 384.64 383.77 384.31 150241.0 384.251 904
2022-11-02 14:39:50 384.29 384.29 383.58 383.81 52641.0 383.851 382
2022-11-02 14:39:55 383.82 384.43 383.8 384.35 54525.0 384.078 348
2022-11-02 14:40:00 384.3 384.32 383.98 384.15 47902.0 384.144 322
2022-11-02 14:40:05 384.18 384.36 384.07 384.23 73633.0 384.238 383
2022-11-02 14:40:10 384.22 384.48 384.07 384.22 89876.0 384.264 573
2022-11-02 14:40:15 384.24 384.46 384.05 384.12 52399.0 384.25 280
2022-11-02 14:40:20 384.16 384.59 384.14 384.59 36353.0 384.335 230
2022-11-02 14:40:25 384.47 385.14 384.43 384.97 85085.0 384.796 423
2022-11-02 14:40:30 384.95 385.1 384.63 384.81 58535.0 384.846 331
2022-11-02 14:40:35 384.79 384.81 384.43 384.67 95242.0 384.583 583
2022-11-02 14:40:40 384.66 384.93 384.65 384.78 89568.0 384.851 365
2022-11-02 14:40:45 384.83 385.35 384.43 384.57 140140.0 384.895 859
2022-11-02 14:40:50 384.54 384.66 384.14 384.54 103743.0 384.442 655
2022-11-02 14:40:55 384.56 384.65 384.01 384.13 65320.0 384.268 359
2022-11-02 14:41:00 384.12 384.57 384.12 384.51 44208.0 384.354 234
2022-11-02 14:41:05 384.48 384.49 383.78 383.81 94703.0 384.025 498
2022-11-02 14:41:10 383.72 383.79 383.21 383.29 75398.0 383.454 402
2022-11-02 14:41:15 383.32 383.76 383.32 383.74 90643.0 383.49 597
2022-11-02 14:41:20 383.66 383.98 383.59 383.98 46167.0 383.77 265
2022-11-02 14:41:25 383.79 383.91 383.44 383.45 23388.0 383.689 155
2022-11-02 14:41:30 383.53 384.97 383.37 384.92 151834.0 384.114 1044
2022-11-02 14:41:35 384.95 385.49 384.69 384.72 281305.0 385.142 1763
2022-11-02 14:41:40 384.8 385.57 384.45 385.41 138176.0 384.916 938
2022-11-02 14:41:45 385.43 385.66 384.73 385.08 104314.0 385.18 676
2022-11-02 14:41:50 385.07 385.18 384.6 385.08 81340.0 384.853 466
2022-11-02 14:41:55 385.18 385.74 385.04 385.64 101335.0 385.372 604
2022-11-02 14:42:00 385.62 385.83 385.33 385.77 79179.0 385.645 430
2022-11-02 14:42:05 385.8 386.5 385.66 386.5 83841.0 386.092 511
2022-11-02 14:42:10 386.5 386.75 386.18 386.2 81173.0 386.525 536
2022-11-02 14:42:15 386.27 386.89 386.15 386.68 121366.0 386.513 644
2022-11-02 14:42:20 386.64 387.0 386.15 386.89 173422.0 386.613 986
2022-11-02 14:42:25 386.84 386.84 386.3 386.41 61439.0 386.515 366
2022-11-02 14:42:30 386.44 386.62 385.91 386.01 70106.0 386.333 469
2022-11-02 14:42:35 385.95 386.0 385.67 385.9 67820.0 385.837 370
2022-11-02 14:42:40 385.91 386.4 385.87 386.32 46822.0 386.203 262
2022-11-02 14:42:45 386.31 386.54 386.22 386.44 52973.0 386.413 230
2022-11-02 14:42:50 386.42 386.81 386.16 386.67 107172.0 386.517 550
2022-11-02 14:42:55 386.69 386.72 385.86 386.03 84661.0 386.241 440
2022-11-02 14:43:00 385.99 386.27 385.91 386.15 27148.0 386.079 184
2022-11-02 14:43:05 386.11 386.6 386.11 386.14 35830.0 386.379 224
2022-11-02 14:43:10 386.19 386.3 385.94 386.12 36894.0 386.085 176
2022-11-02 14:43:15 386.14 386.63 386.06 386.56 39291.0 386.291 177
2022-11-02 14:43:20 386.44 386.72 386.29 386.38 40879.0 386.58 197
2022-11-02 14:43:25 386.3 386.39 386.04 386.39 39297.0 386.242 237
2022-11-02 14:43:30 386.36 386.49 386.27 386.43 17069.0 386.412 124
2022-11-02 14:43:35 386.4 386.4 385.91 386.19 41180.0 386.091 214
2022-11-02 14:43:40 386.22 386.35 385.89 385.96 48525.0 386.113 339
2022-11-02 14:43:45 385.92 385.93 385.36 385.39 83388.0 385.595 510
2022-11-02 14:43:50 385.32 385.64 385.09 385.53 59909.0 385.292 369
2022-11-02 14:43:55 385.51 386.05 385.43 386.0 30081.0 385.775 202
2022-11-02 14:44:00 385.99 386.06 385.51 385.87 56533.0 385.737 394
2022-11-02 14:44:05 385.86 385.87 385.07 385.08 73029.0 385.44 486
2022-11-02 14:44:10 385.07 385.36 385.07 385.3 32440.0 385.22 204
2022-11-02 14:44:15 385.25 385.25 384.62 384.91 63972.0 384.857 383
2022-11-02 14:44:20 384.86 385.18 384.75 385.18 60552.0 384.903 319
2022-11-02 14:44:25 385.16 385.34 385.06 385.31 17652.0 385.2 107
2022-11-02 14:44:30 385.33 385.37 385.1 385.32 22824.0 385.279 137
2022-11-02 14:44:35 385.32 385.37 385.18 385.19 11669.0 385.299 74
2022-11-02 14:44:40 385.19 385.19 384.94 385.01 28511.0 385.053 170
2022-11-02 14:44:45 385.07 385.11 384.9 385.02 12314.0 384.988 75
2022-11-02 14:44:50 385.0 385.2 384.95 385.18 12418.0 385.073 64
2022-11-02 14:44:55 385.14 385.16 384.87 384.98 21684.0 385.013 139
2022-11-02 14:45:00 384.91 385.18 384.58 385.1 46987.0 384.762 268
2022-11-02 14:45:05 385.02 385.13 384.76 384.81 51584.0 384.934 278
2022-11-02 14:45:10 384.81 385.16 384.81 384.97 23757.0 384.971 156
2022-11-02 14:45:15 384.99 385.12 384.8 385.03 41208.0 384.972 244
2022-11-02 14:45:20 385.05 385.1 384.69 384.7 23949.0 384.872 156
2022-11-02 14:45:25 384.75 384.92 384.6 384.87 19442.0 384.807 79
2022-11-02 14:45:30 384.84 384.98 384.8 384.88 36483.0 384.877 146
2022-11-02 14:45:35 384.9 384.9 384.48 384.75 45981.0 384.612 273
2022-11-02 14:45:40 384.73 385.22 384.73 385.19 29298.0 385.014 202
2022-11-02 14:45:45 385.23 385.41 385.21 385.28 33424.0 385.334 151
2022-11-02 14:45:50 385.26 385.26 384.98 385.01 23412.0 385.088 178
2022-11-02 14:45:55 385.13 385.37 385.13 385.24 14142.0 385.274 82
2022-11-02 14:46:00 385.2 385.37 385.01 385.3 24283.0 385.196 157
2022-11-02 14:46:05 385.34 385.76 385.29 385.45 65946.0 385.559 348
2022-11-02 14:46:10 385.42 385.57 385.33 385.37 16995.0 385.423 92
2022-11-02 14:46:15 385.37 385.37 384.76 384.83 30078.0 385.02 179
2022-11-02 14:46:20 384.84 385.0 384.5 384.58 39497.0 384.671 193
2022-11-02 14:46:25 384.63 384.89 384.49 384.71 19840.0 384.703 103
2022-11-02 14:46:30 384.66 384.78 384.16 384.38 57451.0 384.396 357
2022-11-02 14:46:35 384.36 384.36 383.89 384.06 42984.0 384.033 253
2022-11-02 14:46:40 384.03 384.2 383.88 384.18 19933.0 384.1 123
2022-11-02 14:46:45 384.18 384.27 383.76 383.78 45234.0 384.012 226
2022-11-02 14:46:50 383.77 383.94 383.55 383.83 41594.0 383.748 229
2022-11-02 14:46:55 383.8 384.26 383.67 384.25 29869.0 383.964 192
2022-11-02 14:47:00 384.23 384.46 384.0 384.17 38608.0 384.223 237
2022-11-02 14:47:05 384.27 384.3 383.93 384.05 16307.0 384.055 126
2022-11-02 14:47:10 384.14 384.16 383.8 384.05 20194.0 383.942 126
2022-11-02 14:47:15 384.05 384.38 384.05 384.07 40848.0 384.21 202
2022-11-02 14:47:20 384.11 384.41 384.09 384.17 25801.0 384.292 126
2022-11-02 14:47:25 384.21 384.34 383.83 383.94 23618.0 384.068 166
2022-11-02 14:47:30 383.92 384.18 383.83 384.13 13736.0 383.991 90
2022-11-02 14:47:35 384.18 384.21 383.71 383.95 30091.0 383.891 170
2022-11-02 14:47:40 384.06 384.28 383.96 384.23 29491.0 384.061 145
2022-11-02 14:47:45 384.18 384.2 383.79 383.81 15495.0 384.023 94
2022-11-02 14:47:50 383.84 383.93 383.62 383.76 28932.0 383.772 174
2022-11-02 14:47:55 383.76 383.85 383.6 383.65 40029.0 383.737 239
2022-11-02 14:48:00 383.69 384.03 383.63 383.91 26005.0 383.824 202
2022-11-02 14:48:05 383.95 383.96 383.56 383.73 34881.0 383.712 260
2022-11-02 14:48:10 383.89 384.49 383.87 384.33 66608.0 384.219 407
2022-11-02 14:48:15 384.32 384.36 383.8 383.86 17249.0 384.078 106
2022-11-02 14:48:20 383.88 383.91 383.61 383.61 27118.0 383.748 120
2022-11-02 14:48:25 383.6 383.88 383.49 383.88 26076.0 383.64 164
2022-11-02 14:48:30 383.81 383.93 383.63 383.82 15792.0 383.788 102
2022-11-02 14:48:35 383.8 383.85 383.54 383.83 18016.0 383.654 124
2022-11-02 14:48:40 383.85 383.9 383.69 383.81 15233.0 383.823 98
2022-11-02 14:48:45 383.86 384.11 383.76 383.79 51664.0 383.94 321
2022-11-02 14:48:50 383.73 383.91 383.67 383.87 60180.0 383.718 305
2022-11-02 14:48:55 383.88 383.91 383.76 383.81 19804.0 383.843 126
2022-11-02 14:49:00 383.82 383.91 383.7 383.84 21057.0 383.777 136
2022-11-02 14:49:05 383.8 384.42 383.8 384.41 43954.0 384.154 290
2022-11-02 14:49:10 384.48 384.53 383.98 383.98 53613.0 384.29 338
2022-11-02 14:49:15 384.01 384.05 383.76 383.76 47281.0 383.908 285
2022-11-02 14:49:20 383.7 383.96 383.59 383.82 54782.0 383.677 299
2022-11-02 14:49:25 383.77 383.81 383.55 383.62 54130.0 383.642 272
2022-11-02 14:49:30 383.62 383.82 383.18 383.18 95473.0 383.545 469
2022-11-02 14:49:35 383.18 383.34 383.06 383.34 91396.0 383.198 544
2022-11-02 14:49:40 383.34 383.75 383.19 383.72 38952.0 383.566 261
2022-11-02 14:49:45 383.65 383.82 383.46 383.74 42516.0 383.62 234
2022-11-02 14:49:50 383.76 383.95 383.61 383.84 33951.0 383.79 231
2022-11-02 14:49:55 383.83 383.91 383.35 383.45 18971.0 383.538 129
2022-11-02 14:50:00 383.38 383.49 383.28 383.49 25341.0 383.392 194
2022-11-02 14:50:05 383.49 383.79 383.47 383.72 28253.0 383.673 187
2022-11-02 14:50:10 383.76 383.86 383.22 383.22 40463.0 383.585 226
2022-11-02 14:50:15 383.29 383.32 382.82 382.96 125080.0 383.024 732
2022-11-02 14:50:20 382.96 383.02 382.57 382.69 114408.0 382.785 601
2022-11-02 14:50:25 382.71 382.88 382.61 382.75 58672.0 382.733 336
2022-11-02 14:50:30 382.72 382.85 382.33 382.33 70204.0 382.551 364
2022-11-02 14:50:35 382.31 382.55 382.06 382.06 81844.0 382.289 514
2022-11-02 14:50:40 382.14 382.58 382.08 382.37 107980.0 382.346 557
2022-11-02 14:50:45 382.37 382.42 381.78 381.96 90532.0 382.145 483
2022-11-02 14:50:50 381.95 382.22 381.86 382.07 73342.0 381.997 425
2022-11-02 14:50:55 382.06 382.21 381.75 381.93 85261.0 381.97 465
2022-11-02 14:51:00 381.99 381.99 381.51 381.84 86485.0 381.677 488
2022-11-02 14:51:05 381.84 381.84 381.4 381.79 45094.0 381.642 261
2022-11-02 14:51:10 381.74 381.77 381.01 381.16 151803.0 381.284 754
2022-11-02 14:51:15 381.14 381.16 380.83 380.9 139361.0 381.015 657
2022-11-02 14:51:20 380.83 381.2 380.75 381.06 136827.0 380.92 691
2022-11-02 14:51:25 381.06 381.12 380.68 381.03 84519.0 380.95 400
2022-11-02 14:51:30 381.03 381.03 380.57 380.62 115015.0 380.736 433
2022-11-02 14:51:35 380.62 380.66 380.22 380.33 128439.0 380.446 660
2022-11-02 14:51:40 380.33 380.62 380.21 380.34 145506.0 380.427 745
2022-11-02 14:51:45 380.33 380.46 380.1 380.16 131197.0 380.281 663
2022-11-02 14:51:50 380.16 380.3 379.93 380.0 178434.0 380.091 794
2022-11-02 14:51:55 380.02 380.23 379.8 379.94 93053.0 380.027 435
2022-11-02 14:52:00 379.93 380.17 379.78 380.12 86578.0 379.967 383
2022-11-02 14:52:05 380.08 380.08 379.84 379.94 52466.0 379.937 253
2022-11-02 14:52:10 379.99 380.55 379.99 380.51 75752.0 380.329 410
2022-11-02 14:52:15 380.56 380.59 380.17 380.24 79416.0 380.363 450
2022-11-02 14:52:20 380.26 380.39 379.97 380.05 63302.0 380.155 303
2022-11-02 14:52:25 380.06 380.24 380.0 380.17 38279.0 380.129 236
2022-11-02 14:52:30 380.24 380.54 380.2 380.44 62433.0 380.392 300
2022-11-02 14:52:35 380.45 380.55 380.3 380.5 51438.0 380.445 227
2022-11-02 14:52:40 380.47 380.54 380.2 380.46 44052.0 380.394 228
2022-11-02 14:52:45 380.53 380.7 380.13 380.24 79563.0 380.463 415
2022-11-02 14:52:50 380.26 380.53 380.23 380.48 68394.0 380.343 281
2022-11-02 14:52:55 380.45 380.45 379.91 380.0 84882.0 380.137 420
2022-11-02 14:53:00 380.0 380.17 379.76 380.0 103401.0 379.901 553
2022-11-02 14:53:05 379.97 380.01 379.55 379.85 107094.0 379.715 691
2022-11-02 14:53:10 379.84 380.0 379.73 379.88 53801.0 379.872 307
2022-11-02 14:53:15 379.88 379.88 379.25 379.39 118016.0 379.549 805
2022-11-02 14:53:20 379.4 379.4 379.17 379.25 85151.0 379.255 434
2022-11-02 14:53:25 379.25 379.34 378.96 379.27 131442.0 379.164 576
2022-11-02 14:53:30 379.26 379.53 379.25 379.33 129973.0 379.379 663
2022-11-02 14:53:35 379.32 379.32 379.08 379.2 60010.0 379.166 378
2022-11-02 14:53:40 379.21 379.47 379.21 379.31 39169.0 379.329 250
2022-11-02 14:53:45 379.28 379.54 379.23 379.52 86792.0 379.426 436
2022-11-02 14:53:50 379.51 379.52 379.14 379.25 37290.0 379.285 228
2022-11-02 14:53:55 379.23 379.52 379.23 379.39 44331.0 379.408 235
2022-11-02 14:54:00 379.37 379.39 379.09 379.2 64275.0 379.201 299
2022-11-02 14:54:05 379.18 379.8 379.0 379.78 83397.0 379.374 541
2022-11-02 14:54:10 379.76 380.02 379.62 379.89 96126.0 379.871 459
2022-11-02 14:54:15 379.89 379.9 379.48 379.71 66385.0 379.685 334
2022-11-02 14:54:20 379.71 383.79 379.66 379.89 90171.0 380.016 446
2022-11-02 14:54:25 379.9 379.91 379.6 379.78 65589.0 379.758 362
2022-11-02 14:54:30 379.78 380.01 379.78 379.97 53932.0 379.875 249
2022-11-02 14:54:35 379.88 380.15 379.84 379.95 68285.0 380.03 359
2022-11-02 14:54:40 380.0 380.05 379.76 380.02 57382.0 379.933 294
2022-11-02 14:54:45 379.97 380.03 379.81 379.98 45691.0 379.923 228
2022-11-02 14:54:50 379.97 380.09 379.7 379.79 70089.0 379.952 302
2022-11-02 14:54:55 379.75 380.11 379.66 380.09 92093.0 379.837 384
2022-11-02 14:55:00 380.1 380.2 379.82 380.07 82016.0 380.028 378
2022-11-02 14:55:05 380.06 380.58 379.95 380.5 87583.0 380.265 385
2022-11-02 14:55:10 380.51 380.66 380.15 380.31 89059.0 380.377 465
2022-11-02 14:55:15 380.35 380.6 380.21 380.53 21912.0 380.387 155
2022-11-02 14:55:20 380.48 380.56 380.31 380.35 47352.0 380.458 182
2022-11-02 14:55:25 380.41 380.54 380.39 380.46 22300.0 380.477 87
2022-11-02 14:55:30 380.45 380.5 380.0 380.01 64704.0 380.244 349
2022-11-02 14:55:35 380.04 380.1 380.0 380.01 23563.0 380.033 144
2022-11-02 14:55:40 380.02 380.18 379.8 379.8 86591.0 379.965 435
2022-11-02 14:55:45 379.8 379.84 379.54 379.8 57519.0 379.732 283
2022-11-02 14:55:50 379.75 379.91 379.62 379.86 61578.0 379.775 284
2022-11-02 14:55:55 379.88 380.11 379.88 380.1 44428.0 379.976 157
2022-11-02 14:56:00 380.05 380.08 379.77 379.77 38022.0 379.877 116
2022-11-02 14:56:05 379.81 379.81 379.6 379.71 72429.0 379.717 224
2022-11-02 14:56:10 379.69 380.02 379.68 379.88 59620.0 379.849 259
2022-11-02 14:56:15 379.87 379.9 379.66 379.69 17605.0 379.792 84
2022-11-02 14:56:20 379.65 379.95 379.63 379.95 25427.0 379.804 79
2022-11-02 14:56:25 379.97 380.15 379.81 379.96 43909.0 379.971 238
2022-11-02 14:56:30 379.95 380.0 379.72 379.78 27612.0 379.869 168
2022-11-02 14:56:35 379.78 380.06 379.63 379.99 53997.0 379.803 304
2022-11-02 14:56:40 379.98 380.13 379.92 379.96 40333.0 380.02 217
2022-11-02 14:56:45 379.98 380.16 379.97 380.09 35433.0 380.064 178
2022-11-02 14:56:50 380.09 380.13 379.98 380.13 20125.0 380.062 139
2022-11-02 14:56:55 380.09 380.12 379.86 380.11 31022.0 379.982 196
2022-11-02 14:57:00 380.09 380.11 379.78 379.82 35729.0 379.949 190
2022-11-02 14:57:05 379.8 379.81 379.57 379.81 23503.0 379.7 173
2022-11-02 14:57:10 379.8 379.92 379.63 379.89 17686.0 379.755 123
2022-11-02 14:57:15 379.9 380.15 379.85 380.14 54257.0 379.969 260
2022-11-02 14:57:20 380.12 380.18 380.04 380.05 23178.0 380.118 157
2022-11-02 14:57:25 380.06 380.14 379.99 380.0 41010.0 380.036 249
2022-11-02 14:57:30 380.02 380.06 379.82 380.04 30194.0 379.907 119
2022-11-02 14:57:35 380.04 380.14 380.02 380.06 37415.0 380.061 142
2022-11-02 14:57:40 380.06 380.08 379.89 379.97 34422.0 379.989 134
2022-11-02 14:57:45 379.99 379.99 379.69 379.75 40298.0 379.798 260
2022-11-02 14:57:50 379.78 379.86 379.67 379.86 31589.0 379.763 195
2022-11-02 14:57:55 379.79 380.03 379.78 379.99 14253.0 379.953 90
2022-11-02 14:58:00 379.99 380.19 379.89 380.1 27606.0 380.069 176
2022-11-02 14:58:05 380.07 380.39 380.07 380.38 38573.0 380.243 228
2022-11-02 14:58:10 380.4 380.6 380.31 380.4 46094.0 380.443 267
2022-11-02 14:58:15 380.42 380.47 380.15 380.17 30191.0 380.286 189
2022-11-02 14:58:20 380.19 380.26 379.92 380.24 39283.0 380.074 210
2022-11-02 14:58:25 380.2 380.44 380.14 380.43 29259.0 380.293 173
2022-11-02 14:58:30 380.47 380.56 380.26 380.38 36793.0 380.447 212
2022-11-02 14:58:35 380.38 380.5 380.32 380.48 32616.0 380.442 105
2022-11-02 14:58:40 380.49 380.63 380.39 380.57 53442.0 380.547 284
2022-11-02 14:58:45 380.56 380.86 380.5 380.81 42424.0 380.723 240
2022-11-02 14:58:50 380.82 381.22 380.8 381.14 69836.0 381.011 382
2022-11-02 14:58:55 381.16 381.17 380.82 380.88 57338.0 380.939 357
2022-11-02 14:59:00 380.88 380.88 380.51 380.77 54814.0 380.668 319
2022-11-02 14:59:05 380.74 380.74 380.47 380.58 37959.0 380.639 192
2022-11-02 14:59:10 380.57 380.85 380.57 380.78 33933.0 380.723 190
2022-11-02 14:59:15 380.8 380.82 380.57 380.73 27126.0 380.687 151
2022-11-02 14:59:20 380.74 380.81 380.66 380.78 44549.0 380.77 101
2022-11-02 14:59:25 380.75 380.75 380.56 380.66 10180.0 380.652 76
2022-11-02 14:59:30 380.69 380.76 380.53 380.75 41161.0 380.642 150
2022-11-02 14:59:35 380.74 380.84 380.69 380.69 36037.0 380.765 144
2022-11-02 14:59:40 380.68 380.95 380.63 380.95 55233.0 380.725 162
2022-11-02 14:59:45 380.98 381.0 380.8 380.8 37769.0 380.913 133
2022-11-02 14:59:50 380.82 380.94 380.79 380.88 14689.0 380.875 88
2022-11-02 14:59:55 380.89 380.97 380.49 380.49 47954.0 380.807 246
2022-11-02 15:00:00 380.52 380.52 380.0 380.35 81631.0 380.211 515
2022-11-02 15:00:05 380.36 380.48 380.28 380.35 26252.0 380.359 126
2022-11-02 15:00:10 380.26 380.44 380.23 380.32 30743.0 380.347 192
2022-11-02 15:00:15 380.35 380.65 380.35 380.63 82655.0 380.479 459
2022-11-02 15:00:20 380.64 380.65 380.52 380.57 8542.0 380.565 50
2022-11-02 15:00:25 380.51 380.56 380.39 380.56 13009.0 380.492 89
2022-11-02 15:00:30 380.53 380.74 380.51 380.53 19415.0 380.659 137
2022-11-02 15:00:35 380.56 380.75 380.55 380.6 12375.0 380.671 111
2022-11-02 15:00:40 380.6 380.81 380.55 380.8 25619.0 380.74 149
2022-11-02 15:00:45 380.8 380.81 380.7 380.74 12365.0 380.729 90
2022-11-02 15:00:50 380.77 381.1 380.75 381.0 61958.0 380.984 329
2022-11-02 15:00:55 380.96 381.29 380.92 381.19 61466.0 381.106 400
2022-11-02 15:01:00 381.17 381.23 381.06 381.14 32483.0 381.146 144
2022-11-02 15:01:05 381.15 381.23 380.98 381.13 38330.0 381.116 248
2022-11-02 15:01:10 381.19 381.22 380.84 380.9 45706.0 381.044 283
2022-11-02 15:01:15 380.92 380.93 380.63 380.72 38144.0 380.765 208
2022-11-02 15:01:20 380.72 380.72 380.42 380.64 59599.0 380.528 297
2022-11-02 15:01:25 380.61 380.75 380.54 380.61 25855.0 380.664 176
2022-11-02 15:01:30 380.61 380.89 380.59 380.86 22471.0 380.771 138
2022-11-02 15:01:35 380.84 380.95 380.73 380.88 10052.0 380.833 66
2022-11-02 15:01:40 380.9 381.11 380.78 381.06 32181.0 381.011 217
2022-11-02 15:01:45 381.06 381.07 380.8 380.92 24691.0 380.925 135
2022-11-02 15:01:50 380.94 380.94 380.76 380.78 16484.0 380.811 105
2022-11-02 15:01:55 380.76 381.03 380.76 380.98 31483.0 380.907 247
2022-11-02 15:02:00 380.92 381.21 380.89 381.1 35867.0 381.093 242
2022-11-02 15:02:05 381.11 381.11 380.91 381.03 15315.0 381.02 124
2022-11-02 15:02:10 381.05 381.05 380.75 380.77 21513.0 380.888 128
2022-11-02 15:02:15 380.76 380.97 380.72 380.85 41119.0 380.818 232
2022-11-02 15:02:20 380.8 380.92 380.78 380.92 22051.0 380.893 127
2022-11-02 15:02:25 380.83 381.0 380.71 380.75 23951.0 380.859 147
2022-11-02 15:02:30 380.79 380.97 380.75 380.82 15400.0 380.879 103
2022-11-02 15:02:35 380.8 380.88 380.76 380.76 14199.0 380.823 80
2022-11-02 15:02:40 380.75 380.93 380.65 380.93 21280.0 380.779 129
2022-11-02 15:02:45 380.94 381.1 380.92 381.09 29613.0 381.015 159
2022-11-02 15:02:50 381.06 381.22 380.94 381.15 47385.0 381.111 275
2022-11-02 15:02:55 381.17 381.24 381.0 381.01 37255.0 381.09 196
2022-11-02 15:03:00 380.99 381.06 380.75 380.86 21617.0 380.894 129
2022-11-02 15:03:05 380.84 381.15 380.81 381.15 23933.0 380.97 171
2022-11-02 15:03:10 381.13 381.16 381.08 381.11 10029.0 381.129 65
2022-11-02 15:03:15 381.1 381.2 381.02 381.02 22970.0 381.117 139
2022-11-02 15:03:20 381.03 381.1 380.61 380.65 53840.0 380.795 262
2022-11-02 15:03:25 380.64 380.74 380.54 380.55 43277.0 380.639 226
2022-11-02 15:03:30 380.56 380.99 380.51 380.9 56342.0 380.784 352
2022-11-02 15:03:35 380.91 380.97 380.79 380.79 32907.0 380.903 202
2022-11-02 15:03:40 380.76 380.89 380.7 380.72 4991.0 380.76 43
2022-11-02 15:03:45 380.73 380.96 380.72 380.94 22848.0 380.83 129
2022-11-02 15:03:50 380.94 381.09 380.86 380.95 35740.0 380.976 149
2022-11-02 15:03:55 380.96 381.09 380.87 381.05 29037.0 381.015 152
2022-11-02 15:04:00 381.07 381.07 380.93 380.93 31431.0 380.973 84
2022-11-02 15:04:05 380.96 381.03 380.8 380.89 19380.0 380.909 105
2022-11-02 15:04:10 380.91 380.95 380.87 380.94 6020.0 380.909 25
2022-11-02 15:04:15 380.94 381.64 380.92 381.46 150223.0 381.3 589
2022-11-02 15:04:20 381.5 381.54 381.4 381.48 64908.0 381.491 284
2022-11-02 15:04:25 381.46 381.47 381.2 381.26 29931.0 381.282 184
2022-11-02 15:04:30 381.28 381.33 380.79 380.79 22827.0 381.022 184
2022-11-02 15:04:35 380.82 380.85 380.51 380.76 77117.0 380.667 461
2022-11-02 15:04:40 380.76 380.81 380.57 380.79 56575.0 380.661 296
2022-11-02 15:04:45 380.78 381.02 380.76 380.87 14238.0 380.902 103
2022-11-02 15:04:50 380.88 380.94 380.8 380.82 17297.0 380.894 123
2022-11-02 15:04:55 380.78 380.86 380.73 380.81 10131.0 380.783 69
2022-11-02 15:05:00 380.83 380.9 380.76 380.83 17839.0 380.826 128
2022-11-02 15:05:05 380.8 380.89 380.68 380.85 16116.0 380.77 109
2022-11-02 15:05:10 380.81 380.89 380.81 380.89 6148.0 380.859 33
2022-11-02 15:05:15 380.88 381.05 380.86 381.01 48246.0 380.965 177
2022-11-02 15:05:20 380.97 381.23 380.97 381.22 54135.0 381.128 290
2022-11-02 15:05:25 381.23 381.29 381.11 381.2 28478.0 381.22 206
2022-11-02 15:05:30 381.18 381.56 381.15 381.51 69109.0 381.407 429
2022-11-02 15:05:35 381.51 381.85 381.48 381.77 75773.0 381.726 421
2022-11-02 15:05:40 381.78 381.78 381.55 381.69 31938.0 381.644 161
2022-11-02 15:05:45 381.7 381.82 381.6 381.62 21129.0 381.69 150
2022-11-02 15:05:50 381.61 381.73 381.51 381.51 32815.0 381.595 158
2022-11-02 15:05:55 381.51 381.6 381.35 381.35 27994.0 381.475 161
2022-11-02 15:06:00 381.32 381.47 381.19 381.25 26813.0 381.358 177
2022-11-02 15:06:05 381.22 381.37 381.2 381.37 14651.0 381.275 92
2022-11-02 15:06:10 381.4 381.4 381.2 381.37 18290.0 381.305 99
2022-11-02 15:06:15 381.42 381.53 381.32 381.38 23264.0 381.442 104
2022-11-02 15:06:20 381.36 381.48 381.33 381.48 20893.0 381.38 120
2022-11-02 15:06:25 381.43 381.45 381.26 381.29 17979.0 381.348 128
2022-11-02 15:06:30 381.27 381.3 381.16 381.26 17398.0 381.236 124
2022-11-02 15:06:35 381.29 381.32 381.15 381.18 22547.0 381.243 128
2022-11-02 15:06:40 381.21 381.21 380.9 381.02 40649.0 380.999 231
2022-11-02 15:06:45 381.04 381.06 380.76 380.97 34784.0 380.831 258
2022-11-02 15:06:50 381.0 381.0 380.76 380.91 29295.0 380.856 226
2022-11-02 15:06:55 380.93 381.18 380.93 381.11 18116.0 381.097 80
2022-11-02 15:07:00 381.12 381.18 380.96 381.13 32319.0 381.067 173
2022-11-02 15:07:05 381.15 381.24 380.96 381.1 16707.0 381.079 109
2022-11-02 15:07:10 381.15 381.24 381.13 381.13 9128.0 381.178 50
2022-11-02 15:07:15 381.2 381.38 381.17 381.27 57484.0 381.269 242
2022-11-02 15:07:20 381.25 381.36 381.19 381.35 14815.0 381.269 98
2022-11-02 15:07:25 381.33 381.36 381.18 381.19 13229.0 381.28 64
2022-11-02 15:07:30 381.19 381.26 381.05 381.24 28153.0 381.151 225
2022-11-02 15:07:35 381.29 381.49 381.26 381.46 20929.0 381.363 137
2022-11-02 15:07:40 381.45 381.46 381.29 381.38 11960.0 381.394 74
2022-11-02 15:07:45 381.38 381.38 381.05 381.08 26211.0 381.161 190
2022-11-02 15:07:50 381.07 381.14 381.0 381.03 20153.0 381.061 114
2022-11-02 15:07:55 381.08 381.1 381.0 381.1 16986.0 381.044 100
2022-11-02 15:08:00 381.11 381.19 381.03 381.09 9085.0 381.112 79
2022-11-02 15:08:05 381.12 381.23 381.02 381.15 8990.0 381.094 78
2022-11-02 15:08:10 381.11 381.33 381.0 381.28 16150.0 381.125 100
2022-11-02 15:08:15 381.28 381.42 381.25 381.4 10056.0 381.319 74
2022-11-02 15:08:20 381.38 381.8 381.37 381.69 66775.0 381.675 355
2022-11-02 15:08:25 381.69 381.72 381.49 381.69 35226.0 381.592 193
2022-11-02 15:08:30 381.72 381.81 381.64 381.67 25962.0 381.736 135
2022-11-02 15:08:35 381.68 381.78 381.6 381.77 13826.0 381.669 102
2022-11-02 15:08:40 381.77 382.03 381.65 382.03 48878.0 381.908 210
2022-11-02 15:08:45 382.03 382.34 382.03 382.17 61544.0 382.21 375
2022-11-02 15:08:50 382.18 382.66 382.18 382.65 31837.0 382.385 200
2022-11-02 15:08:55 382.64 382.87 382.58 382.73 73994.0 382.742 402
2022-11-02 15:09:00 382.71 382.75 382.39 382.41 68700.0 382.582 392
2022-11-02 15:09:05 382.4 382.44 382.25 382.32 32378.0 382.36 205
2022-11-02 15:09:10 382.34 382.85 382.34 382.64 38016.0 382.641 211
2022-11-02 15:09:15 382.63 382.65 382.47 382.58 43897.0 382.565 203
2022-11-02 15:09:20 382.58 382.64 382.43 382.59 25789.0 382.551 161
2022-11-02 15:09:25 382.56 382.83 382.52 382.6 26905.0 382.688 175
2022-11-02 15:09:30 382.63 382.81 382.61 382.65 30702.0 382.69 93
2022-11-02 15:09:35 382.63 382.78 382.6 382.75 47423.0 382.681 205
2022-11-02 15:09:40 382.72 383.11 382.61 383.06 65711.0 382.986 364
2022-11-02 15:09:45 383.06 383.19 382.79 383.01 56341.0 382.956 303
2022-11-02 15:09:50 383.01 383.01 382.64 382.67 20167.0 382.754 141
2022-11-02 15:09:55 382.66 382.85 382.64 382.79 32671.0 382.711 181
2022-11-02 15:10:00 382.82 382.82 382.27 382.6 60271.0 382.613 178
2022-11-02 15:10:05 382.58 382.59 382.2 382.33 23412.0 382.359 171
2022-11-02 15:10:10 382.31 382.47 382.16 382.39 47173.0 382.319 266
2022-11-02 15:10:15 382.37 382.37 382.02 382.2 61329.0 382.226 266
2022-11-02 15:10:20 382.22 382.3 382.06 382.28 31300.0 382.186 186
2022-11-02 15:10:25 382.29 382.67 382.29 382.65 23561.0 382.494 165
2022-11-02 15:10:30 382.65 382.66 382.23 382.27 33059.0 382.481 142
2022-11-02 15:10:35 382.27 382.42 382.21 382.33 23271.0 382.338 107
2022-11-02 15:10:40 382.31 382.33 382.01 382.08 21934.0 382.164 142
2022-11-02 15:10:45 382.05 382.13 381.92 382.02 31990.0 382.022 183
2022-11-02 15:10:50 382.03 382.06 381.76 381.79 28651.0 381.847 194
2022-11-02 15:10:55 381.78 382.01 381.65 382.01 36785.0 381.762 224
2022-11-02 15:11:00 382.02 382.28 381.89 382.28 17039.0 382.089 117
2022-11-02 15:11:05 382.23 382.45 382.22 382.29 32329.0 382.333 210
2022-11-02 15:11:10 382.31 382.44 382.06 382.06 32315.0 382.24 193
2022-11-02 15:11:15 382.03 382.13 381.97 382.09 30186.0 382.036 182
2022-11-02 15:11:20 382.1 382.13 381.87 381.92 22465.0 382.002 99
2022-11-02 15:11:25 381.92 381.92 381.79 381.83 39561.0 381.855 211
2022-11-02 15:11:30 381.81 381.91 381.8 381.86 30351.0 381.853 171
2022-11-02 15:11:35 381.91 382.02 381.79 381.8 37805.0 381.917 227
2022-11-02 15:11:40 381.81 381.83 381.6 381.77 46602.0 381.718 307
2022-11-02 15:11:45 381.77 382.0 381.74 381.9 23275.0 381.848 146
2022-11-02 15:11:50 381.93 381.93 381.7 381.7 30770.0 381.793 165
2022-11-02 15:11:55 381.69 381.84 381.68 381.84 26703.0 381.788 164
2022-11-02 15:12:00 381.81 381.81 381.55 381.64 21994.0 381.647 161
2022-11-02 15:12:05 381.62 381.7 381.55 381.69 15937.0 381.606 101
2022-11-02 15:12:10 381.69 381.77 381.63 381.75 19425.0 381.707 120
2022-11-02 15:12:15 381.77 382.03 381.76 382.03 22042.0 381.924 155
2022-11-02 15:12:20 382.01 382.12 381.98 382.05 19671.0 382.034 117
2022-11-02 15:12:25 382.07 382.11 381.8 381.81 23903.0 381.959 125
2022-11-02 15:12:30 381.82 382.0 381.78 381.93 13173.0 381.892 88
2022-11-02 15:12:35 381.94 382.1 381.91 381.91 13165.0 381.999 89
2022-11-02 15:12:40 381.9 381.94 381.82 381.91 8667.0 381.883 69
2022-11-02 15:12:45 381.89 381.97 381.85 381.85 15637.0 381.877 80
2022-11-02 15:12:50 381.87 382.05 381.85 381.85 12935.0 381.943 79
2022-11-02 15:12:55 381.85 381.95 381.84 381.86 40340.0 381.857 196
2022-11-02 15:13:00 381.89 382.01 381.84 381.84 20953.0 381.915 139
2022-11-02 15:13:05 381.83 381.89 381.72 381.86 15984.0 381.771 130
2022-11-02 15:13:10 381.76 381.78 381.63 381.63 15509.0 381.688 88
2022-11-02 15:13:15 381.65 381.9 381.64 381.87 12695.0 381.77 82
2022-11-02 15:13:20 381.91 381.93 381.84 381.92 13217.0 381.894 76
2022-11-02 15:13:25 381.92 381.92 381.69 381.76 10747.0 381.767 57
2022-11-02 15:13:30 381.74 381.9 381.63 381.77 18045.0 381.782 95
2022-11-02 15:13:35 381.78 381.95 381.77 381.94 18932.0 381.859 116
2022-11-02 15:13:40 381.92 381.93 381.46 381.54 43594.0 381.583 242
2022-11-02 15:13:45 381.55 381.67 381.43 381.52 26648.0 381.541 154
2022-11-02 15:13:50 381.46 381.49 381.3 381.44 29518.0 381.409 218
2022-11-02 15:13:55 381.46 381.47 381.33 381.44 14110.0 381.417 91
2022-11-02 15:14:00 381.44 381.46 381.27 381.35 28677.0 381.335 165
2022-11-02 15:14:05 381.37 381.5 381.31 381.39 18588.0 381.387 111
2022-11-02 15:14:10 381.37 381.44 381.31 381.34 12669.0 381.363 79
2022-11-02 15:14:15 381.33 381.44 381.26 381.42 12328.0 381.324 83
2022-11-02 15:14:20 381.44 381.46 381.26 381.34 15342.0 381.357 88
2022-11-02 15:14:25 381.31 381.35 381.17 381.32 23682.0 381.256 135
2022-11-02 15:14:30 381.33 381.33 381.14 381.15 30113.0 381.185 193
2022-11-02 15:14:35 381.16 381.32 381.04 381.31 34047.0 381.185 168
2022-11-02 15:14:40 381.3 381.32 381.13 381.13 12268.0 381.218 79
2022-11-02 15:14:45 381.13 381.22 381.08 381.1 14092.0 381.145 93
2022-11-02 15:14:50 381.08 381.17 381.02 381.12 19452.0 381.074 114
2022-11-02 15:14:55 381.14 381.19 381.1 381.13 9091.0 381.14 68
2022-11-02 15:15:00 381.13 381.13 380.84 380.97 50951.0 380.95 273
2022-11-02 15:15:05 380.96 381.05 380.72 380.78 29043.0 380.913 137
2022-11-02 15:15:10 380.8 380.98 380.79 380.83 13609.0 380.858 87
2022-11-02 15:15:15 380.82 380.84 380.68 380.71 17001.0 380.755 95
2022-11-02 15:15:20 380.68 380.74 380.61 380.7 38989.0 380.655 234
2022-11-02 15:15:25 380.65 380.72 380.4 380.62 37139.0 380.554 266
2022-11-02 15:15:30 380.64 380.71 380.57 380.61 12830.0 380.643 69
2022-11-02 15:15:35 380.61 380.7 380.59 380.61 10480.0 380.653 70
2022-11-02 15:15:40 380.61 380.62 380.43 380.49 24878.0 380.496 109
2022-11-02 15:15:45 380.48 380.48 380.32 380.36 37238.0 380.384 173
2022-11-02 15:15:50 380.36 380.37 380.2 380.22 35917.0 380.271 177
2022-11-02 15:15:55 380.23 380.31 380.15 380.23 54266.0 380.215 185
2022-11-02 15:16:00 380.2 380.34 380.2 380.29 20813.0 380.277 95
2022-11-02 15:16:05 380.3 380.48 380.3 380.39 40401.0 380.418 265
2022-11-02 15:16:10 380.37 380.49 380.24 380.45 40709.0 380.378 221
2022-11-02 15:16:15 380.45 380.48 380.38 380.39 12465.0 380.425 69
2022-11-02 15:16:20 380.38 380.38 380.28 380.36 24107.0 380.324 139
2022-11-02 15:16:25 380.35 380.36 380.28 380.34 12428.0 380.311 91
@skvs2005
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Hi Larry, getting the following error. Can you please help as I am so close :) Thanks!

Unable to get repr for <class 'pandas.core.frame.DataFrame'> at line "df = util.df(bars)"

File "C:\Python\myVirtualEnvs\BackTest1_venv\lib\site-packages\pandas\core\arrays\datetimelike.py", line 415, in astype
converted = ints_to_pydatetime(
File "pandas_libs\tslibs\vectorized.pyx", line 158, in pandas._libs.tslibs.vectorized.ints_to_pydatetime
File "pandas_libs\tslibs\timezones.pyx", line 266, in pandas._libs.tslibs.timezones.get_dst_info
AttributeError: 'NoneType' object has no attribute 'total_seconds'

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