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feat(WalkForward): added regression/classification switch, archived old experiments, wrapped the process into run_whole_pipeline() (#10)

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* refactor(WalkForward): cleaned up training & evaluation code

* refactor: added run_whole_pipeline(), moved all previous models to archive
This commit is contained in:
Mark Aron Szulyovszky
2021-12-14 18:16:17 +01:00
committed by GitHub
parent 7aedb91069
commit d047b7417e
89 changed files with 10763 additions and 6477 deletions
Download Patch File Download Diff File Expand all files Collapse all files
data/BNB_UNI.csv
+453 -453
View File
@@ -1,30 +1,4 @@
time,high,low,open,close
2017-10-09,0.0,0.0,0.0,0.0
2017-10-10,0.0,0.0,0.0,0.0
2017-10-11,0.0,0.0,0.0,0.0
2017-10-12,0.0,0.0,0.0,0.0
2017-10-13,0.0,0.0,0.0,0.0
2017-10-14,0.0,0.0,0.0,0.0
2017-10-15,0.0,0.0,0.0,0.0
2017-10-16,0.0,0.0,0.0,0.0
2017-10-17,0.0,0.0,0.0,0.0
2017-10-18,0.0,0.0,0.0,0.0
2017-10-19,0.0,0.0,0.0,0.0
2017-10-20,0.0,0.0,0.0,0.0
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2017-10-22,0.0,0.0,0.0,0.0
2017-10-23,0.0,0.0,0.0,0.0
2017-10-24,0.0,0.0,0.0,0.0
2017-10-25,0.0,0.0,0.0,0.0
2017-10-26,0.0,0.0,0.0,0.0
2017-10-27,0.0,0.0,0.0,0.0
2017-10-28,0.0,0.0,0.0,0.0
2017-10-29,0.0,0.0,0.0,0.0
2017-10-30,0.0,0.0,0.0,0.0
2017-10-31,0.0,0.0,0.0,0.0
2017-11-01,0.0,0.0,0.0,0.0
2017-11-02,0.0,0.0,0.0,0.0
2017-11-03,0.0,0.0,0.0,0.0
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2017-11-05,0.0,0.0,0.0,0.0
2017-11-06,0.0,0.0,0.0,0.0
@@ -1073,430 +1047,456 @@ time,high,low,open,close
2020-09-14,0.0,0.0,0.0,0.0
2020-09-15,0.0,0.0,0.0,0.0
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2020-09-20,5.23,4.812,4.754,5.048
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2020-09-24,4.804,4.391,5.251,4.778
2020-09-25,5.104,4.827,4.778,5.022
2020-09-26,5.433,5.027,5.022,5.376
2020-09-27,5.549,5.264,5.376,5.415
2020-09-28,6.522,6.08,5.415,6.348
2020-09-29,6.608,6.123,6.348,6.572
2020-09-30,7.114,6.712,6.572,7.057
2020-10-01,6.915,6.174,7.057,6.464
2020-10-02,7.288,6.602,6.464,7.018
2020-10-03,7.27,6.927,7.018,7.222
2020-10-04,7.825,7.511,7.222,7.793
2020-10-05,8.819,8.463,7.793,8.623
2020-10-06,10.69,10.04,8.623,10.21
2020-10-07,9.413,9.062,10.21,9.345
2020-10-08,8.301,7.91,9.345,8.263
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2020-10-10,8.872,8.512,8.386,8.612
2020-10-11,8.54,8.293,8.612,8.481
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2020-10-14,10.07,9.759,9.159,9.907
2020-10-15,10.28,9.873,9.907,10.17
2020-10-16,10.52,9.724,10.17,9.862
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2020-10-18,9.457,9.195,9.879,9.348
2020-10-19,9.678,9.369,9.348,9.438
2020-10-20,10.53,9.972,9.438,10.08
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2020-10-22,10.3,9.763,10.14,10.09
2020-10-23,10.36,9.983,10.09,10.18
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2020-10-25,11.18,10.78,10.43,10.88
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2020-10-30,12.52,11.39,11.74,11.79
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2020-11-03,12.94,12.02,12.34,12.51
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2020-11-10,9.274,8.988,10.47,9.18
2020-11-11,9.751,9.478,9.18,9.547
2020-11-12,9.514,9.223,9.547,9.358
2020-11-13,7.402,7.145,9.358,7.319
2020-11-14,7.405,7.188,7.319,7.329
2020-11-15,7.338,7.037,7.329,7.19
2020-11-16,7.914,7.698,7.19,7.835
2020-11-17,7.552,7.324,7.835,7.49
2020-11-18,8.325,7.944,7.49,8.109
2020-11-19,7.565,7.367,8.109,7.503
2020-11-20,7.615,7.281,7.503,7.514
2020-11-21,8.023,7.374,7.514,7.942
2020-11-22,8.447,7.872,7.942,8.151
2020-11-23,7.422,7.11,8.151,7.394
2020-11-24,8.606,7.541,7.394,8.31
2020-11-25,9.633,8.276,8.31,8.507
2020-11-26,9.262,7.685,8.507,8.222
2020-11-27,8.682,8.226,8.222,8.597
2020-11-28,8.553,8.059,8.597,8.423
2020-11-29,8.575,8.127,8.423,8.479
2020-11-30,8.364,7.867,8.479,8.335
2020-12-01,8.986,8.219,8.335,8.49
2020-12-02,7.858,7.487,8.49,7.68
2020-12-03,7.931,7.692,7.68,7.908
2020-12-04,8.852,8.175,7.908,8.249
2020-12-05,8.166,7.786,8.249,8.077
2020-12-06,8.273,7.955,8.077,8.087
2020-12-07,7.897,7.735,8.087,7.815
2020-12-08,8.942,8.324,7.815,8.387
2020-12-09,8.462,8.029,8.387,8.39
2020-12-10,8.74,8.459,8.39,8.539
2020-12-11,9.375,9.024,8.539,9.227
2020-12-12,9.036,8.726,9.227,9.011
2020-12-13,8.755,8.378,9.011,8.719
2020-12-14,8.675,8.239,8.719,8.626
2020-12-15,9.129,8.81,8.626,8.864
2020-12-16,8.659,8.212,8.864,8.645
2020-12-17,8.536,8.038,8.645,8.189
2020-12-18,8.294,7.869,8.189,8.225
2020-12-19,8.637,7.792,8.225,8.4
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2020-12-21,10.14,8.969,9.11,9.148
2020-12-22,9.054,8.165,9.148,8.985
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2020-12-24,9.299,8.521,9.432,9.228
2020-12-25,9.56,9.061,9.228,9.472
2020-12-26,9.965,9.514,9.472,9.848
2020-12-27,9.709,8.843,9.848,9.34
2020-12-28,9.689,8.928,9.34,9.635
2020-12-29,10.88,9.611,9.635,10.64
2020-12-30,9.46,8.87,10.64,9.181
2020-12-31,7.414,7.088,9.181,7.243
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2021-01-02,7.996,7.57,7.964,7.867
2021-01-03,7.597,6.879,7.867,7.515
2021-01-04,7.966,7.011,7.515,7.575
2021-01-05,6.688,6.21,7.575,6.686
2021-01-06,6.582,6.307,6.686,6.578
2021-01-07,7.173,6.612,6.578,6.946
2021-01-08,7.449,6.846,6.946,7.204
2021-01-09,7.082,6.672,7.204,7.042
2021-01-10,7.545,6.686,7.042,7.091
2021-01-11,8.116,6.687,7.091,7.281
2021-01-12,7.197,6.628,7.281,6.846
2021-01-13,6.381,5.843,6.846,6.33
2021-01-14,6.035,5.688,6.33,6.019
2021-01-15,5.77,5.243,6.019,5.546
2021-01-16,5.244,4.83,5.546,5.125
2021-01-17,5.38,4.713,5.125,5.29
2021-01-18,5.102,4.792,5.29,4.934
2021-01-19,5.492,4.852,4.934,4.944
2021-01-20,4.801,4.48,4.944,4.742
2021-01-21,5.626,5.036,4.742,5.095
2021-01-22,4.775,4.239,5.095,4.704
2021-01-23,4.483,4.229,4.704,4.381
2021-01-24,3.51,3.354,4.381,3.479
2021-01-25,3.839,3.585,3.479,3.696
2021-01-26,3.064,2.858,3.696,3.006
2021-01-27,2.852,2.684,3.006,2.772
2021-01-28,3.055,2.86,2.772,3.013
2021-01-29,2.806,2.666,3.013,2.733
2021-01-30,2.308,2.18,2.733,2.291
2021-01-31,2.585,2.444,2.291,2.503
2021-02-01,2.558,2.122,2.503,2.512
2021-02-02,2.793,2.592,2.512,2.69
2021-02-03,2.676,2.529,2.69,2.648
2021-02-04,2.835,2.549,2.648,2.786
2021-02-05,3.248,2.643,2.786,3.199
2021-02-06,3.924,3.209,3.199,3.789
2021-02-07,4.009,3.441,3.789,3.67
2021-02-08,4.135,3.5,3.67,4.129
2021-02-09,5.945,4.003,4.129,5.515
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2021-02-17,8.172,5.897,6.354,7.686
2021-02-18,9.45,7.698,7.686,9.251
2021-02-19,16.82,9.714,9.251,16.22
2021-02-20,11.34,8.192,16.22,8.989
2021-02-21,10.45,8.801,8.989,10.26
2021-02-22,10.7,8.253,10.26,9.598
2021-02-23,10.87,7.835,9.598,9.174
2021-02-24,11.0,8.512,9.174,10.07
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2021-02-26,10.36,9.054,9.888,9.61
2021-02-27,10.1,9.305,9.61,9.577
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2021-03-01,10.11,8.135,9.462,9.913
2021-03-02,10.36,8.885,9.913,9.38
2021-03-03,10.05,9.307,9.38,9.489
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2021-03-06,8.154,7.687,7.97,7.937
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2021-03-08,7.319,6.887,7.002,7.237
2021-03-09,9.04,7.166,7.237,8.914
2021-03-10,9.563,8.553,8.914,9.003
2021-03-11,10.04,8.78,9.003,9.361
2021-03-12,9.395,8.203,9.361,8.511
2021-03-13,8.757,7.869,8.511,8.507
2021-03-14,9.025,8.584,8.507,8.585
2021-03-15,8.99,8.381,8.585,8.538
2021-03-16,8.653,8.004,8.538,8.616
2021-03-17,8.695,7.931,8.616,8.623
2021-03-18,9.263,8.571,8.623,8.7
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2021-03-23,8.477,8.119,7.766,8.239
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2021-03-31,11.29,10.14,10.9,10.78
2021-04-01,11.82,10.49,10.78,11.66
2021-04-02,11.82,10.75,11.66,11.2
2021-04-03,11.88,10.75,11.2,10.95
2021-04-04,11.39,10.22,10.95,11.28
2021-04-05,12.33,10.89,11.28,11.94
2021-04-06,13.18,11.65,11.94,12.9
2021-04-07,14.51,12.64,12.9,13.14
2021-04-08,13.99,12.31,13.14,13.85
2021-04-09,15.37,13.66,13.85,15.37
2021-04-10,16.37,15.12,15.37,15.84
2021-04-11,17.69,15.32,15.84,17.57
2021-04-12,16.96,14.04,17.57,16.09
2021-04-13,16.81,15.31,16.09,15.58
2021-04-14,16.37,14.5,15.58,15.21
2021-04-15,14.76,14.15,15.21,14.36
2021-04-16,15.15,13.56,14.36,14.06
2021-04-17,15.76,14.56,14.06,14.82
2021-04-18,16.45,13.53,14.82,15.21
2021-04-19,17.2,14.91,15.21,16.07
2021-04-20,18.44,14.74,16.07,18.38
2021-04-21,18.32,16.12,18.38,16.38
2021-04-22,17.14,14.2,16.38,14.91
2021-04-23,16.07,13.72,14.91,15.98
2021-04-24,17.51,16.03,15.98,16.48
2021-04-25,15.09,13.96,16.48,14.71
2021-04-26,14.41,13.15,14.71,14.02
2021-04-27,14.61,13.25,14.02,14.35
2021-04-28,13.51,12.57,14.35,13.13
2021-04-29,14.96,13.5,13.13,14.61
2021-04-30,15.44,14.42,14.61,15.32
2021-05-01,15.89,15.12,15.32,15.37
2021-05-02,14.77,14.0,15.37,14.61
2021-05-03,16.08,14.7,14.61,15.99
2021-05-04,15.73,14.08,15.99,14.16
2021-05-05,15.47,14.28,14.16,15.34
2021-05-06,16.25,15.44,15.34,15.76
2021-05-07,16.21,15.39,15.76,15.71
2021-05-08,16.25,15.29,15.71,15.97
2021-05-09,17.21,16.01,15.97,16.78
2021-05-10,18.99,16.77,16.78,17.35
2021-05-11,17.47,16.14,17.35,17.43
2021-05-12,18.63,16.48,17.43,16.55
2021-05-13,16.95,14.38,16.55,15.28
2021-05-14,15.22,14.01,15.28,14.91
2021-05-15,16.7,15.31,14.91,15.38
2021-05-16,16.61,14.65,15.38,15.42
2021-05-17,16.95,14.63,15.42,15.4
2021-05-18,15.24,14.03,15.4,14.51
2021-05-19,22.28,12.7,14.51,14.74
2021-05-20,15.93,11.03,14.74,14.9
2021-05-21,18.87,12.7,14.9,14.81
2021-05-22,16.44,14.01,14.81,14.72
2021-05-23,18.75,12.81,14.72,15.6
2021-05-24,14.2,10.46,15.6,13.98
2021-05-25,15.0,12.31,13.98,13.66
2021-05-26,13.21,11.44,13.66,12.9
2021-05-27,13.6,11.94,12.9,12.94
2021-05-28,14.44,12.08,12.94,12.72
2021-05-29,14.98,12.75,12.72,13.16
2021-05-30,13.16,11.33,13.16,12.66
2021-05-31,12.59,10.89,12.66,12.52
2021-06-01,13.29,12.39,12.52,13.22
2021-06-02,15.11,12.69,13.22,14.54
2021-06-03,15.09,13.65,14.54,14.92
2021-06-04,16.26,13.83,14.92,14.79
2021-06-05,16.61,14.59,14.79,15.21
2021-06-06,15.47,14.76,15.21,15.22
2021-06-07,16.78,14.61,15.22,14.75
2021-06-08,15.63,13.65,14.75,15.05
2021-06-09,15.09,13.29,15.05,14.96
2021-06-10,16.01,14.6,14.96,14.92
2021-06-11,16.76,15.61,14.92,15.83
2021-06-12,16.39,15.29,15.83,16.15
2021-06-13,15.87,14.22,16.15,15.74
2021-06-14,15.61,14.7,15.74,15.32
2021-06-15,16.21,15.52,15.32,15.66
2021-06-16,16.8,15.74,15.66,15.91
2021-06-17,16.35,15.61,15.91,15.91
2021-06-18,17.5,16.05,15.91,16.52
2021-06-19,17.43,16.75,16.52,16.89
2021-06-20,16.44,14.98,16.89,16.37
2021-06-21,21.66,17.03,16.37,17.16
2021-06-22,17.77,13.76,17.16,15.97
2021-06-23,17.39,14.13,15.97,16.64
2021-06-24,17.53,15.61,16.64,17.1
2021-06-25,19.88,17.4,17.1,17.75
2021-06-26,18.0,16.4,17.75,17.35
2021-06-27,17.06,15.79,17.35,17.02
2021-06-28,16.92,16.01,17.02,16.36
2021-06-29,16.94,15.53,16.36,16.14
2021-06-30,15.82,14.61,16.14,15.75
2021-07-01,17.08,15.8,15.75,16.17
2021-07-02,15.96,15.18,16.17,15.77
2021-07-03,15.56,14.53,15.77,15.31
2021-07-04,15.16,14.09,15.31,14.81
2021-07-05,15.34,14.55,14.81,15.05
2021-07-06,14.4,13.49,15.05,14.3
2021-07-07,15.27,14.31,14.3,14.72
2021-07-08,16.12,14.97,14.72,15.24
2021-07-09,15.23,14.38,15.24,15.11
2021-07-10,15.87,15.34,15.11,15.61
2021-07-11,15.79,15.09,15.61,15.55
2021-07-12,17.1,15.79,15.55,16.17
2021-07-13,17.24,16.54,16.17,16.74
2021-07-14,17.52,16.23,16.74,17.3
2021-07-15,19.01,17.68,17.3,18.53
2021-07-16,19.78,18.45,18.53,18.52
2021-07-17,19.05,18.32,18.52,18.67
2021-07-18,18.95,18.34,18.67,18.52
2021-07-19,19.3,17.74,18.52,17.83
2021-07-20,19.47,17.5,17.83,18.16
2021-07-21,17.88,15.63,18.16,17.54
2021-07-22,16.97,16.35,17.54,16.7
2021-07-23,16.21,15.13,16.7,16.1
2021-07-24,16.87,16.2,16.1,16.53
2021-07-25,16.64,16.0,16.53,16.55
2021-07-26,17.68,16.25,16.55,16.41
2021-07-27,16.85,15.77,16.41,16.6
2021-07-28,16.72,16.16,16.6,16.46
2021-07-29,16.35,15.77,16.46,16.19
2021-07-30,15.55,14.64,16.19,15.41
2021-07-31,15.57,14.61,15.41,15.3
2021-08-01,15.82,14.98,15.3,15.14
2021-08-02,15.11,14.58,15.14,14.77
2021-08-03,15.69,14.88,14.77,15.17
2021-08-04,14.33,13.59,15.17,14.23
2021-08-05,13.37,12.72,14.23,13.28
2021-08-06,13.26,12.66,13.28,13.08
2021-08-07,12.71,12.02,13.08,12.58
2021-08-08,13.47,12.62,12.58,12.8
2021-08-09,12.61,11.75,12.8,12.5
2021-08-10,13.09,12.11,12.5,12.93
2021-08-11,14.11,12.82,12.93,13.51
2021-08-12,14.46,13.24,13.48,13.73
2021-08-13,13.49,12.56,13.73,13.47
2021-08-14,13.91,13.29,13.47,13.57
2021-08-15,13.72,13.1,13.57,13.69
2021-08-16,15.03,14.13,13.69,14.31
2021-08-17,16.5,15.11,14.31,15.22
2021-08-18,15.69,14.72,15.22,15.08
2021-08-19,15.44,13.98,15.08,15.42
2021-08-20,15.85,14.61,15.42,15.75
2021-08-21,16.29,15.72,15.75,15.89
2021-08-22,16.13,15.42,15.89,15.8
2021-08-23,17.69,15.5,15.8,17.34
2021-08-24,18.94,17.37,17.34,17.72
2021-08-25,18.73,17.37,17.72,18.6
2021-08-26,20.32,18.48,18.6,18.74
2021-08-27,18.06,17.05,18.74,18.04
2021-08-28,18.53,17.99,18.04,18.13
2021-08-29,18.49,17.76,18.13,17.91
2021-08-30,17.92,17.04,17.91,17.15
2021-08-31,16.26,15.35,17.15,15.79
2021-09-01,15.63,14.52,15.79,15.62
2021-09-02,16.87,15.99,15.62,16.16
2021-09-03,17.26,16.52,16.16,17.05
2021-09-04,17.85,16.99,17.05,17.42
2021-09-05,17.2,16.64,17.42,17.18
2021-09-06,17.64,16.89,17.18,17.2
2021-09-07,20.8,15.37,17.2,17.23
2021-09-08,18.39,16.54,17.23,17.94
2021-09-09,18.7,17.31,17.94,18.06
2021-09-10,19.7,17.66,18.06,18.0
2021-09-11,18.27,17.58,18.0,17.82
2021-09-12,17.75,16.76,17.82,17.55
2021-09-13,18.52,16.94,17.55,17.61
2021-09-14,16.15,15.43,17.61,16.15
2021-09-15,15.92,14.92,16.15,15.7
2021-09-16,16.55,15.85,15.7,16.17
2021-09-17,17.53,16.49,16.17,16.73
2021-09-18,17.12,16.37,16.73,16.74
2021-09-19,17.55,16.88,16.74,17.11
2021-09-20,19.62,16.97,17.11,17.42
2021-09-21,19.73,17.7,17.42,18.07
2021-09-22,17.57,15.84,18.07,17.53
2021-09-23,17.89,17.17,17.53,17.84
2021-09-24,19.61,17.01,17.84,18.08
2021-09-25,18.52,17.65,18.08,17.96
2021-09-26,14.65,13.3,17.96,14.3
2021-09-27,15.97,14.95,14.3,14.98
2021-09-28,14.93,14.31,14.98,14.43
2021-09-29,16.24,14.4,14.43,15.85
2021-09-30,16.52,15.45,15.85,16.47
2021-10-01,16.52,14.89,16.47,16.44
2021-10-02,16.77,15.72,16.44,16.35
2021-10-03,16.81,16.22,16.35,16.56
2021-10-04,17.01,16.24,16.56,16.83
2021-10-05,17.32,16.55,16.83,17.25
2021-10-06,17.53,16.43,17.25,17.22
2021-10-07,17.63,16.61,17.22,17.17
2021-10-08,17.83,16.8,17.17,16.93
2021-10-09,16.95,16.56,16.93,16.78
2021-10-10,17.47,16.65,16.78,16.72
2021-10-11,17.54,16.57,16.72,17.1
2021-10-12,18.94,16.73,17.1,18.94
2021-10-13,19.11,17.53,18.94,19.07
2021-10-14,18.26,17.45,19.07,17.88
2021-10-15,18.46,17.47,17.88,18.32
2021-10-16,17.91,16.06,18.32,17.21
2021-10-17,18.23,17.55,17.21,18.17
2021-10-18,19.0,18.2,18.17,18.91
2021-10-19,19.12,18.47,18.91,18.76
2021-10-20,18.64,17.76,18.76,18.48
2021-10-21,19.34,17.88,18.48,18.05
2021-10-22,19.42,18.37,18.05,18.69
2021-10-23,18.09,17.61,18.69,18.08
2021-10-24,18.86,18.15,18.08,18.45
2021-10-25,18.27,17.75,18.45,18.13
2021-10-26,18.44,17.85,18.13,18.0
2021-10-27,20.15,18.13,18.0,18.58
2021-10-28,19.86,17.94,18.58,19.77
2021-10-29,20.96,19.22,19.77,20.82
2021-10-30,21.68,20.57,20.82,21.21
2021-10-31,21.41,20.4,21.21,21.01
2021-11-01,21.54,19.98,21.01,21.52
2021-11-02,21.61,20.55,21.52,21.18
2021-11-03,21.24,20.05,21.18,21.18
2021-11-04,22.1,21.14,21.18,21.72
2021-11-05,24.03,21.68,21.72,23.74
2021-11-06,25.32,23.7,23.74,25.31
2021-11-07,26.42,24.93,25.31,25.66
2021-11-08,24.98,24.07,25.66,24.91
2021-11-09,24.91,23.97,24.91,24.08
2021-11-10,26.2,22.83,24.08,24.32
2021-11-11,25.0,23.86,24.32,24.76
2021-11-12,25.83,24.59,24.76,25.52
2021-11-13,26.57,25.16,25.52,26.35
2021-11-14,26.9,25.85,26.35,26.5
2021-11-15,27.48,26.29,26.5,26.42
2021-11-16,29.28,26.46,26.42,27.15
2021-11-17,27.56,25.76,27.14,26.52
2020-09-17,8.275,7.583,19553.85,7.823
2020-09-18,4.144,3.876,7.823,4.017
2020-09-19,4.956,4.718,4.017,4.753
2020-09-20,5.19,4.827,4.753,5.035
2020-09-21,5.989,5.252,5.035,5.431
2020-09-22,6.296,5.898,5.431,6.154
2020-09-23,5.47,5.222,6.154,5.26
2020-09-24,4.831,4.614,5.26,4.773
2020-09-25,5.089,4.88,4.773,5.017
2020-09-26,5.439,5.057,5.017,5.384
2020-09-27,5.554,5.282,5.384,5.414
2020-09-28,6.428,5.994,5.414,6.357
2020-09-29,6.63,6.21,6.357,6.569
2020-09-30,7.128,6.765,6.569,7.055
2020-10-01,6.808,6.253,7.055,6.466
2020-10-02,7.216,6.696,6.466,7.01
2020-10-03,7.269,6.937,7.01,7.223
2020-10-04,7.868,7.615,7.223,7.793
2020-10-05,8.905,8.557,7.793,8.612
2020-10-06,10.56,10.06,8.612,10.21
2020-10-07,9.424,9.129,10.21,9.345
2020-10-08,8.474,8.174,9.345,8.268
2020-10-09,8.446,8.228,8.268,8.381
2020-10-10,8.928,8.537,8.381,8.613
2020-10-11,8.53,8.334,8.613,8.479
2020-10-12,9.069,8.358,8.479,8.882
2020-10-13,9.414,8.992,8.882,9.159
2020-10-14,10.05,9.806,9.159,9.908
2020-10-15,10.37,10.04,9.908,10.18
2020-10-16,10.3,9.714,10.18,9.84
2020-10-17,9.996,9.766,9.84,9.878
2020-10-18,9.526,9.316,9.878,9.348
2020-10-19,9.878,9.414,9.348,9.433
2020-10-20,10.7,9.9,9.433,10.08
2020-10-21,10.67,9.699,10.08,10.13
2020-10-22,10.38,9.834,10.13,10.08
2020-10-23,10.3,10.09,10.08,10.17
2020-10-24,10.62,10.34,10.17,10.42
2020-10-25,11.18,10.81,10.42,10.86
2020-10-26,11.58,11.07,10.86,11.45
2020-10-27,11.75,11.0,11.45,11.21
2020-10-28,11.58,11.3,11.21,11.39
2020-10-29,12.14,11.63,11.39,11.75
2020-10-30,12.61,11.71,11.75,11.81
2020-10-31,12.91,12.42,11.81,12.57
2020-11-01,12.08,11.75,12.57,11.99
2020-11-02,12.92,12.32,11.99,12.35
2020-11-03,13.46,12.56,12.35,12.58
2020-11-04,14.24,13.68,12.58,13.98
2020-11-05,13.82,12.54,13.98,12.65
2020-11-06,11.49,10.77,12.65,11.3
2020-11-07,11.54,11.04,11.3,11.22
2020-11-08,10.15,9.774,11.22,9.892
2020-11-09,10.65,10.34,9.892,10.49
2020-11-10,9.209,9.035,10.49,9.169
2020-11-11,9.925,9.443,9.169,9.55
2020-11-12,9.879,9.295,9.55,9.372
2020-11-13,7.438,7.128,9.372,7.319
2020-11-14,7.395,7.239,7.319,7.323
2020-11-15,7.341,7.101,7.323,7.192
2020-11-16,8.168,7.798,7.192,7.844
2020-11-17,7.981,7.375,7.844,7.495
2020-11-18,8.337,7.911,7.495,8.111
2020-11-19,7.584,7.361,8.111,7.513
2020-11-20,7.736,7.421,7.513,7.504
2020-11-21,7.979,7.321,7.504,7.949
2020-11-22,8.308,8.039,7.949,8.129
2020-11-23,7.411,7.16,8.129,7.411
2020-11-24,8.921,7.871,7.411,8.328
2020-11-25,9.389,8.377,8.328,8.504
2020-11-26,8.46,8.05,8.504,8.225
2020-11-27,8.685,8.446,8.225,8.602
2020-11-28,8.735,8.372,8.602,8.423
2020-11-29,8.577,8.264,8.423,8.474
2020-11-30,8.681,8.139,8.474,8.337
2020-12-01,8.672,8.302,8.337,8.492
2020-12-02,7.928,7.66,8.492,7.684
2020-12-03,7.968,7.783,7.684,7.908
2020-12-04,8.515,8.197,7.908,8.245
2020-12-05,8.184,7.976,8.245,8.08
2020-12-06,8.323,8.025,8.08,8.084
2020-12-07,7.878,7.719,8.084,7.816
2020-12-08,8.539,8.211,7.816,8.389
2020-12-09,8.528,8.318,8.389,8.401
2020-12-10,8.658,8.472,8.401,8.546
2020-12-11,9.3,9.166,8.546,9.233
2020-12-12,9.199,8.952,9.233,9.013
2020-12-13,8.758,8.551,9.013,8.735
2020-12-14,8.708,8.304,8.735,8.636
2020-12-15,9.17,8.808,8.636,8.878
2020-12-16,9.156,8.547,8.878,8.626
2020-12-17,9.04,8.012,8.626,8.204
2020-12-18,8.318,8.011,8.204,8.214
2020-12-19,8.737,8.034,8.214,8.4
2020-12-20,9.438,8.701,8.4,9.119
2020-12-21,9.709,9.029,9.119,9.165
2020-12-22,9.178,8.642,9.165,8.974
2020-12-23,10.18,9.187,8.974,9.404
2020-12-24,9.333,8.956,9.404,9.232
2020-12-25,9.831,9.288,9.232,9.464
2020-12-26,10.67,9.705,9.464,9.837
2020-12-27,9.452,8.487,9.837,9.357
2020-12-28,9.768,9.108,9.357,9.623
2020-12-29,11.21,9.851,9.623,10.64
2020-12-30,9.944,8.782,10.64,9.186
2020-12-31,7.416,7.124,9.186,7.237
2021-01-01,8.237,7.891,7.237,7.947
2021-01-02,8.53,7.57,7.947,7.874
2021-01-03,7.582,6.563,7.874,7.504
2021-01-04,8.121,7.216,7.504,7.583
2021-01-05,7.052,6.368,7.583,6.683
2021-01-06,7.076,6.502,6.683,6.588
2021-01-07,7.524,6.837,6.588,6.963
2021-01-08,7.693,7.044,6.963,7.203
2021-01-09,7.064,6.632,7.203,7.032
2021-01-10,7.304,6.792,7.032,7.099
2021-01-11,7.931,7.273,7.099,7.293
2021-01-12,6.953,6.527,7.293,6.843
2021-01-13,6.771,6.27,6.843,6.329
2021-01-14,6.189,5.861,6.329,6.036
2021-01-15,5.714,5.274,6.036,5.544
2021-01-16,5.122,4.703,5.544,5.118
2021-01-17,5.38,4.888,5.118,5.293
2021-01-18,5.217,4.783,5.293,4.938
2021-01-19,5.324,4.797,4.938,4.944
2021-01-20,4.832,4.587,4.944,4.737
2021-01-21,5.198,4.834,4.737,5.077
2021-01-22,4.871,4.568,5.077,4.697
2021-01-23,4.38,4.219,4.697,4.373
2021-01-24,3.509,3.393,4.373,3.485
2021-01-25,3.741,3.522,3.485,3.69
2021-01-26,3.077,2.951,3.69,3.002
2021-01-27,2.787,2.635,3.002,2.773
2021-01-28,3.225,2.994,2.773,3.013
2021-01-29,2.884,2.483,3.013,2.729
2021-01-30,2.327,2.161,2.729,2.284
2021-01-31,2.537,2.432,2.284,2.503
2021-02-01,2.548,2.15,2.503,2.514
2021-02-02,2.885,2.608,2.514,2.689
2021-02-03,2.767,2.618,2.689,2.645
2021-02-04,2.796,2.504,2.645,2.781
2021-02-05,3.286,2.577,2.781,3.192
2021-02-06,3.872,3.234,3.192,3.787
2021-02-07,3.952,3.577,3.787,3.663
2021-02-08,4.601,3.851,3.663,4.137
2021-02-09,5.889,4.006,4.137,5.517
2021-02-10,6.891,5.003,5.517,6.224
2021-02-11,6.518,5.626,6.224,5.778
2021-02-12,6.191,5.247,5.778,6.026
2021-02-13,6.322,5.814,6.026,6.112
2021-02-14,6.642,6.068,6.112,6.523
2021-02-15,6.832,6.058,6.523,6.472
2021-02-16,6.609,6.221,6.472,6.343
2021-02-17,8.195,6.143,6.343,7.689
2021-02-18,9.4,7.658,7.689,9.249
2021-02-19,18.11,10.54,9.249,16.58
2021-02-20,11.64,7.998,16.58,8.852
2021-02-21,10.81,8.952,8.852,10.24
2021-02-22,10.04,8.709,10.24,9.645
2021-02-23,9.793,8.101,9.645,9.336
2021-02-24,10.81,8.926,9.336,10.06
2021-02-25,10.53,9.693,10.06,10.01
2021-02-26,10.0,9.379,10.01,9.589
2021-02-27,9.706,9.31,9.589,9.579
2021-02-28,10.0,9.203,9.579,9.459
2021-03-01,10.42,8.987,9.459,9.925
2021-03-02,9.992,9.123,9.925,9.368
2021-03-03,10.01,9.427,9.368,9.48
2021-03-04,8.462,8.084,9.48,8.133
2021-03-05,8.226,7.922,8.133,7.977
2021-03-06,8.137,7.88,7.977,7.945
2021-03-07,7.157,6.718,7.945,7.004
2021-03-08,7.471,7.157,7.004,7.242
2021-03-09,9.132,7.458,7.242,8.928
2021-03-10,9.727,8.775,8.928,9.011
2021-03-11,10.27,9.223,9.011,9.348
2021-03-12,9.444,8.296,9.348,8.513
2021-03-13,8.983,8.469,8.513,8.51
2021-03-14,8.711,8.476,8.51,8.588
2021-03-15,8.59,8.096,8.588,8.554
2021-03-16,8.786,8.534,8.554,8.612
2021-03-17,8.729,8.471,8.612,8.626
2021-03-18,9.124,8.541,8.626,8.703
2021-03-19,8.047,7.844,8.703,7.911
2021-03-20,8.411,8.182,7.911,8.257
2021-03-21,8.192,7.873,8.257,8.042
2021-03-22,7.992,7.572,8.042,7.77
2021-03-23,8.422,8.155,7.77,8.236
2021-03-24,9.101,8.803,8.236,9.082
2021-03-25,9.193,8.599,9.082,8.824
2021-03-26,8.999,8.639,8.824,8.8
2021-03-27,9.714,9.076,8.8,9.564
2021-03-28,9.986,9.546,9.564,9.642
2021-03-29,9.764,9.295,9.642,9.482
2021-03-30,10.91,9.716,9.482,10.91
2021-03-31,11.26,10.5,10.91,10.79
2021-04-01,11.78,10.46,10.79,11.66
2021-04-02,11.83,10.85,11.66,11.19
2021-04-03,11.44,10.71,11.19,10.96
2021-04-04,11.44,10.54,10.96,11.3
2021-04-05,12.44,11.31,11.3,11.94
2021-04-06,13.17,11.48,11.94,12.9
2021-04-07,13.91,12.48,12.9,13.14
2021-04-08,14.02,12.84,13.14,13.84
2021-04-09,15.36,13.74,13.84,15.36
2021-04-10,16.67,15.04,15.36,15.83
2021-04-11,17.73,15.21,15.83,17.57
2021-04-12,17.15,14.01,17.57,16.28
2021-04-13,17.97,15.12,16.28,15.53
2021-04-14,16.08,14.6,15.53,15.23
2021-04-15,14.81,14.31,15.23,14.35
2021-04-16,15.1,13.76,14.35,14.06
2021-04-17,15.19,14.27,14.06,14.82
2021-04-18,15.6,14.33,14.82,15.21
2021-04-19,16.71,14.92,15.21,16.07
2021-04-20,18.37,15.4,16.07,18.37
2021-04-21,17.7,15.93,18.37,16.27
2021-04-22,16.11,14.45,16.27,14.87
2021-04-23,16.15,14.29,14.87,15.98
2021-04-24,17.41,16.43,15.98,16.46
2021-04-25,14.86,14.0,16.46,14.74
2021-04-26,14.75,13.77,14.74,14.04
2021-04-27,14.63,13.58,14.04,14.37
2021-04-28,13.39,12.8,14.37,13.14
2021-04-29,14.74,13.36,13.14,14.62
2021-04-30,16.22,14.96,14.62,15.32
2021-05-01,15.86,15.14,15.32,15.4
2021-05-02,14.73,14.07,15.4,14.61
2021-05-03,16.12,14.49,14.61,15.99
2021-05-04,14.67,13.92,15.99,14.15
2021-05-05,15.98,14.74,14.15,15.35
2021-05-06,15.94,15.54,15.35,15.77
2021-05-07,16.22,15.57,15.77,15.71
2021-05-08,16.33,15.5,15.71,15.98
2021-05-09,17.4,16.07,15.98,16.79
2021-05-10,18.02,16.9,16.79,17.36
2021-05-11,17.56,16.59,17.36,17.44
2021-05-12,16.39,15.75,17.44,16.23
2021-05-13,16.44,14.97,16.23,15.29
2021-05-14,14.94,14.11,15.29,14.93
2021-05-15,15.54,15.18,14.93,15.39
2021-05-16,15.61,14.97,15.39,15.4
2021-05-17,15.85,15.03,15.4,15.37
2021-05-18,14.68,14.08,15.37,14.51
2021-05-19,18.79,13.7,14.51,14.44
2021-05-20,15.41,12.37,14.44,14.85
2021-05-21,16.95,13.89,14.85,14.9
2021-05-22,16.31,14.4,14.9,14.73
2021-05-23,16.98,14.06,14.73,15.61
2021-05-24,14.07,11.67,15.61,13.99
2021-05-25,14.49,12.75,13.99,13.65
2021-05-26,12.91,11.84,13.65,12.91
2021-05-27,13.09,12.34,12.91,12.98
2021-05-28,13.27,12.27,12.98,12.72
2021-05-29,14.15,13.07,12.72,13.16
2021-05-30,12.97,12.08,13.16,12.67
2021-05-31,12.54,11.78,12.67,12.52
2021-06-01,13.26,12.59,12.52,13.23
2021-06-02,14.96,13.26,13.23,14.54
2021-06-03,15.04,14.37,14.54,14.93
2021-06-04,15.24,14.04,14.93,14.78
2021-06-05,15.61,14.68,14.78,15.22
2021-06-06,15.31,14.86,15.22,15.24
2021-06-07,15.37,14.57,15.24,14.75
2021-06-08,15.39,14.57,14.75,15.07
2021-06-09,15.76,14.82,15.07,14.97
2021-06-10,15.65,14.85,14.97,14.93
2021-06-11,16.72,15.76,14.93,15.85
2021-06-12,16.21,15.31,15.85,16.15
2021-06-13,16.33,15.39,16.15,15.74
2021-06-14,15.77,15.03,15.74,15.31
2021-06-15,16.11,15.5,15.31,15.66
2021-06-16,16.06,15.67,15.66,15.92
2021-06-17,15.95,15.51,15.92,15.92
2021-06-18,16.6,16.1,15.92,16.53
2021-06-19,17.15,16.83,16.53,16.89
2021-06-20,16.44,15.96,16.89,16.37
2021-06-21,19.36,17.04,16.37,17.12
2021-06-22,17.45,15.52,17.12,15.98
2021-06-23,16.86,15.0,15.98,16.64
2021-06-24,17.68,16.68,16.64,17.1
2021-06-25,17.9,17.0,17.1,17.73
2021-06-26,17.93,17.15,17.73,17.35
2021-06-27,18.14,16.69,17.35,17.03
2021-06-28,16.74,16.1,17.03,16.35
2021-06-29,16.72,16.07,16.35,16.14
2021-06-30,15.78,14.99,16.14,15.75
2021-07-01,16.36,16.04,15.75,16.16
2021-07-02,15.96,15.59,16.16,15.77
2021-07-03,15.49,15.08,15.77,15.32
2021-07-04,15.01,14.45,15.32,14.81
2021-07-05,15.11,14.57,14.81,15.05
2021-07-06,14.42,13.63,15.05,14.3
2021-07-07,14.88,14.2,14.3,14.73
2021-07-08,15.7,15.14,14.73,15.24
2021-07-09,15.24,14.95,15.24,15.12
2021-07-10,15.64,15.32,15.12,15.62
2021-07-11,15.9,15.49,15.62,15.57
2021-07-12,16.44,15.89,15.57,16.17
2021-07-13,17.0,16.67,16.17,16.75
2021-07-14,17.49,16.86,16.75,17.31
2021-07-15,18.9,17.34,17.31,18.52
2021-07-16,19.42,18.32,18.52,18.53
2021-07-17,18.99,18.44,18.53,18.66
2021-07-18,18.93,18.47,18.66,18.52
2021-07-19,18.7,17.81,18.52,17.84
2021-07-20,18.74,17.81,17.84,18.17
2021-07-21,17.73,17.02,18.17,17.54
2021-07-22,16.97,16.52,17.54,16.7
2021-07-23,16.74,15.88,16.7,16.1
2021-07-24,16.94,16.45,16.1,16.54
2021-07-25,17.1,16.56,16.54,16.56
2021-07-26,17.27,15.96,16.56,16.41
2021-07-27,17.39,16.6,16.41,16.61
2021-07-28,16.8,16.31,16.61,16.48
2021-07-29,16.26,15.91,16.48,16.21
2021-07-30,16.38,15.41,16.21,15.42
2021-07-31,15.39,14.55,15.42,15.28
2021-08-01,15.21,14.53,15.28,15.14
2021-08-02,14.87,14.45,15.14,14.78
2021-08-03,15.19,14.95,14.78,15.17
2021-08-04,14.4,14.17,15.17,14.23
2021-08-05,13.95,13.2,14.23,13.29
2021-08-06,13.75,13.03,13.29,13.08
2021-08-07,12.83,12.56,13.08,12.59
2021-08-08,13.16,12.69,12.59,12.8
2021-08-09,12.9,12.48,12.8,12.51
2021-08-10,13.05,12.1,12.51,12.94
2021-08-11,13.74,12.82,12.94,13.5
2021-08-12,13.93,13.31,13.45,13.73
2021-08-13,13.86,13.24,13.73,13.47
2021-08-14,13.72,13.3,13.47,13.57
2021-08-15,13.7,13.38,13.57,13.7
2021-08-16,14.57,13.69,13.7,14.3
2021-08-17,15.69,15.18,14.3,15.21
2021-08-18,15.41,14.82,15.21,15.09
2021-08-19,15.91,14.76,15.09,15.4
2021-08-20,15.92,15.43,15.4,15.76
2021-08-21,16.27,15.71,15.76,15.89
2021-08-22,16.14,15.7,15.89,15.79
2021-08-23,17.66,15.6,15.79,17.35
2021-08-24,18.18,17.31,17.35,17.71
2021-08-25,18.82,17.88,17.71,18.58
2021-08-26,19.34,18.61,18.58,18.74
2021-08-27,18.39,17.94,18.74,18.05
2021-08-28,18.42,18.1,18.05,18.13
2021-08-29,18.35,17.81,18.13,17.91
2021-08-30,17.49,17.08,17.91,17.14
2021-08-31,15.99,15.48,17.14,15.77
2021-09-01,15.81,15.2,15.77,15.63
2021-09-02,16.92,15.96,15.63,16.15
2021-09-03,17.4,16.89,16.15,17.06
2021-09-04,17.74,16.97,17.06,17.42
2021-09-05,18.27,16.65,17.42,17.19
2021-09-06,17.92,17.17,17.19,17.2
2021-09-07,18.51,16.29,17.2,17.23
2021-09-08,18.09,17.15,17.23,17.93
2021-09-09,18.4,17.59,17.93,18.08
2021-09-10,18.83,17.68,18.08,18.01
2021-09-11,18.07,17.7,18.01,17.83
2021-09-12,17.73,17.24,17.83,17.55
2021-09-13,18.0,17.4,17.55,17.61
2021-09-14,16.33,15.86,17.61,16.16
2021-09-15,15.91,15.28,16.16,15.69
2021-09-16,16.36,16.02,15.69,16.16
2021-09-17,17.31,16.6,16.16,16.73
2021-09-18,17.03,16.74,16.73,16.75
2021-09-19,17.41,16.79,16.75,17.11
2021-09-20,17.85,17.21,17.11,17.44
2021-09-21,18.48,17.95,17.44,18.06
2021-09-22,17.66,16.86,18.06,17.55
2021-09-23,18.17,17.73,17.55,17.84
2021-09-24,18.66,17.73,17.84,18.06
2021-09-25,18.45,17.89,18.06,17.96
2021-09-26,14.73,13.94,17.96,14.31
2021-09-27,15.21,14.85,14.31,14.99
2021-09-28,14.56,14.11,14.99,14.44
2021-09-29,16.04,14.54,14.44,15.98
2021-09-30,16.67,16.06,15.98,16.47
2021-10-01,16.95,16.23,16.47,16.44
2021-10-02,16.6,15.78,16.44,16.35
2021-10-03,16.81,16.4,16.35,16.56
2021-10-04,17.35,16.73,16.56,16.83
2021-10-05,17.77,17.12,16.83,17.26
2021-10-06,18.85,17.04,17.26,17.21
2021-10-07,17.42,16.41,17.22,17.18
2021-10-08,17.8,16.61,17.18,16.93
2021-10-09,17.13,16.71,16.93,16.79
2021-10-10,17.37,16.71,16.79,16.72
2021-10-11,17.8,16.85,16.72,17.09
2021-10-12,19.08,16.51,17.09,18.95
2021-10-13,19.85,18.3,18.95,19.08
2021-10-14,18.16,17.15,19.08,17.88
2021-10-15,19.65,18.07,17.88,18.33
2021-10-16,17.72,17.07,18.33,17.22
2021-10-17,18.44,17.98,17.22,18.17
2021-10-18,19.06,18.21,18.17,18.89
2021-10-19,19.73,18.49,18.89,18.73
2021-10-20,18.61,18.11,18.73,18.48
2021-10-21,18.43,17.7,18.48,18.05
2021-10-22,18.91,17.9,18.05,18.7
2021-10-23,18.11,17.83,18.7,18.09
2021-10-24,18.74,18.32,18.09,18.45
2021-10-25,18.48,18.06,18.45,18.15
2021-10-26,18.11,17.45,18.15,18.0
2021-10-27,19.29,18.27,18.0,18.58
2021-10-28,20.13,18.69,18.58,19.77
2021-10-29,20.91,19.64,19.77,20.82
2021-10-30,21.61,20.83,20.82,21.21
2021-10-31,21.37,20.72,21.21,21.0
2021-11-01,21.52,20.08,21.0,21.52
2021-11-02,21.87,20.75,21.52,21.19
2021-11-03,21.3,20.33,21.19,21.2
2021-11-04,21.76,21.25,21.2,21.71
2021-11-05,24.08,21.66,21.71,23.76
2021-11-06,25.35,24.15,23.76,25.35
2021-11-07,27.05,25.51,25.35,25.66
2021-11-08,26.42,24.58,25.66,24.9
2021-11-09,24.65,23.72,24.9,24.09
2021-11-10,25.27,23.32,24.09,24.3
2021-11-11,24.97,24.07,24.3,24.76
2021-11-12,25.54,25.05,24.76,25.51
2021-11-13,26.54,25.47,25.51,26.36
2021-11-14,27.38,26.36,26.36,26.48
2021-11-15,26.53,25.9,26.48,26.4
2021-11-16,28.29,26.35,26.4,27.14
2021-11-17,27.11,25.99,27.14,26.43
2021-11-18,27.49,25.84,26.43,26.47
2021-11-19,27.79,25.48,26.47,27.41
2021-11-20,27.44,26.89,27.41,27.44
2021-11-21,27.47,26.76,27.44,27.0
2021-11-22,27.07,26.41,27.0,26.7
2021-11-23,27.21,25.69,26.7,26.61
2021-11-24,28.76,28.05,26.61,28.38
2021-11-25,30.49,28.34,28.38,29.88
2021-11-26,31.4,28.75,29.88,30.51
2021-11-27,31.75,30.29,30.51,30.8
2021-11-28,31.38,30.3,30.8,30.36
2021-11-29,31.1,29.96,30.36,30.76
2021-11-30,29.46,28.71,30.76,29.3
2021-12-01,31.09,29.72,29.3,29.94
2021-12-02,27.92,27.27,29.94,27.64
2021-12-03,29.97,29.06,27.64,29.84
2021-12-04,33.64,30.86,29.84,33.09
2021-12-05,35.11,33.31,33.09,33.76
2021-12-06,34.34,32.27,33.76,33.94
2021-12-07,34.39,33.33,33.94,33.69
2021-12-08,32.4,30.49,33.69,32.4
2021-12-09,35.77,35.01,32.4,35.27
2021-12-10,37.55,36.34,35.27,36.47
2021-12-11,36.53,35.17,36.47,35.51
2021-12-12,36.09,35.25,35.51,35.59
2021-12-13,37.37,34.67,35.59,36.22
1 time high low open close
2017-10-09 0.0 0.0 0.0 0.0
2017-10-10 0.0 0.0 0.0 0.0
2017-10-11 0.0 0.0 0.0 0.0
2017-10-12 0.0 0.0 0.0 0.0
2017-10-13 0.0 0.0 0.0 0.0
2017-10-14 0.0 0.0 0.0 0.0
2017-10-15 0.0 0.0 0.0 0.0
2017-10-16 0.0 0.0 0.0 0.0
2017-10-17 0.0 0.0 0.0 0.0
2017-10-18 0.0 0.0 0.0 0.0
2017-10-19 0.0 0.0 0.0 0.0
2017-10-20 0.0 0.0 0.0 0.0
2017-10-21 0.0 0.0 0.0 0.0
2017-10-22 0.0 0.0 0.0 0.0
2017-10-23 0.0 0.0 0.0 0.0
2017-10-24 0.0 0.0 0.0 0.0
2017-10-25 0.0 0.0 0.0 0.0
2017-10-26 0.0 0.0 0.0 0.0
2017-10-27 0.0 0.0 0.0 0.0
2017-10-28 0.0 0.0 0.0 0.0
2017-10-29 0.0 0.0 0.0 0.0
2017-10-30 0.0 0.0 0.0 0.0
2017-10-31 0.0 0.0 0.0 0.0
2017-11-01 0.0 0.0 0.0 0.0
2017-11-02 0.0 0.0 0.0 0.0
2017-11-03 0.0 0.0 0.0 0.0
2 2017-11-04 0.0 0.0 0.0 0.0
3 2017-11-05 0.0 0.0 0.0 0.0
4 2017-11-06 0.0 0.0 0.0 0.0
1047 2020-09-14 0.0 0.0 0.0 0.0
1048 2020-09-15 0.0 0.0 0.0 0.0
1049 2020-09-16 0.0 0.0 0.0 0.0
1050 2020-09-17 8.303 8.275 7.51 7.583 9.112 19553.85 7.81 7.823
1051 2020-09-18 4.165 4.144 3.853 3.876 7.81 7.823 4.011 4.017
1052 2020-09-19 4.883 4.956 4.658 4.718 4.011 4.017 4.754 4.753
1053 2020-09-20 5.23 5.19 4.812 4.827 4.754 4.753 5.048 5.035
1054 2020-09-21 6.275 5.989 5.209 5.252 5.048 5.035 5.421 5.431
1055 2020-09-22 6.284 6.296 5.818 5.898 5.421 5.431 6.156 6.154
1056 2020-09-23 5.606 5.47 5.175 5.222 6.156 6.154 5.251 5.26
1057 2020-09-24 4.804 4.831 4.391 4.614 5.251 5.26 4.778 4.773
1058 2020-09-25 5.104 5.089 4.827 4.88 4.778 4.773 5.022 5.017
1059 2020-09-26 5.433 5.439 5.027 5.057 5.022 5.017 5.376 5.384
1060 2020-09-27 5.549 5.554 5.264 5.282 5.376 5.384 5.415 5.414
1061 2020-09-28 6.522 6.428 6.08 5.994 5.415 5.414 6.348 6.357
1062 2020-09-29 6.608 6.63 6.123 6.21 6.348 6.357 6.572 6.569
1063 2020-09-30 7.114 7.128 6.712 6.765 6.572 6.569 7.057 7.055
1064 2020-10-01 6.915 6.808 6.174 6.253 7.057 7.055 6.464 6.466
1065 2020-10-02 7.288 7.216 6.602 6.696 6.464 6.466 7.018 7.01
1066 2020-10-03 7.27 7.269 6.927 6.937 7.018 7.01 7.222 7.223
1067 2020-10-04 7.825 7.868 7.511 7.615 7.222 7.223 7.793
1068 2020-10-05 8.819 8.905 8.463 8.557 7.793 8.623 8.612
1069 2020-10-06 10.69 10.56 10.04 10.06 8.623 8.612 10.21
1070 2020-10-07 9.413 9.424 9.062 9.129 10.21 9.345
1071 2020-10-08 8.301 8.474 7.91 8.174 9.345 8.263 8.268
1072 2020-10-09 8.433 8.446 8.117 8.228 8.263 8.268 8.386 8.381
1073 2020-10-10 8.872 8.928 8.512 8.537 8.386 8.381 8.612 8.613
1074 2020-10-11 8.54 8.53 8.293 8.334 8.612 8.613 8.481 8.479
1075 2020-10-12 8.994 9.069 8.217 8.358 8.481 8.479 8.879 8.882
1076 2020-10-13 9.481 9.414 9.004 8.992 8.879 8.882 9.159
1077 2020-10-14 10.07 10.05 9.759 9.806 9.159 9.907 9.908
1078 2020-10-15 10.28 10.37 9.873 10.04 9.907 9.908 10.17 10.18
1079 2020-10-16 10.52 10.3 9.724 9.714 10.17 10.18 9.862 9.84
1080 2020-10-17 9.987 9.996 9.693 9.766 9.862 9.84 9.879 9.878
1081 2020-10-18 9.457 9.526 9.195 9.316 9.879 9.878 9.348
1082 2020-10-19 9.678 9.878 9.369 9.414 9.348 9.438 9.433
1083 2020-10-20 10.53 10.7 9.972 9.9 9.438 9.433 10.08
1084 2020-10-21 10.36 10.67 9.758 9.699 10.08 10.14 10.13
1085 2020-10-22 10.3 10.38 9.763 9.834 10.14 10.13 10.09 10.08
1086 2020-10-23 10.36 10.3 9.983 10.09 10.09 10.08 10.18 10.17
1087 2020-10-24 10.51 10.62 10.35 10.34 10.18 10.17 10.43 10.42
1088 2020-10-25 11.18 10.78 10.81 10.43 10.42 10.88 10.86
1089 2020-10-26 11.59 11.58 11.05 11.07 10.88 10.86 11.45
1090 2020-10-27 11.52 11.75 11.0 11.45 11.23 11.21
1091 2020-10-28 11.98 11.58 11.18 11.3 11.23 11.21 11.39
1092 2020-10-29 11.96 12.14 11.59 11.63 11.39 11.74 11.75
1093 2020-10-30 12.52 12.61 11.39 11.71 11.74 11.75 11.79 11.81
1094 2020-10-31 12.75 12.91 12.42 11.79 11.81 12.6 12.57
1095 2020-11-01 12.07 12.08 11.78 11.75 12.6 12.57 12.0 11.99
1096 2020-11-02 13.02 12.92 12.34 12.32 12.0 11.99 12.34 12.35
1097 2020-11-03 12.94 13.46 12.02 12.56 12.34 12.35 12.51 12.58
1098 2020-11-04 13.87 14.24 13.33 13.68 12.51 12.58 13.85 13.98
1099 2020-11-05 12.74 13.82 12.18 12.54 13.85 13.98 12.65
1100 2020-11-06 11.46 11.49 10.76 10.77 12.65 11.28 11.3
1101 2020-11-07 12.04 11.54 10.89 11.04 11.28 11.3 11.18 11.22
1102 2020-11-08 10.01 10.15 9.578 9.774 11.18 11.22 9.909 9.892
1103 2020-11-09 10.81 10.65 10.21 10.34 9.909 9.892 10.47 10.49
1104 2020-11-10 9.274 9.209 8.988 9.035 10.47 10.49 9.18 9.169
1105 2020-11-11 9.751 9.925 9.478 9.443 9.18 9.169 9.547 9.55
1106 2020-11-12 9.514 9.879 9.223 9.295 9.547 9.55 9.358 9.372
1107 2020-11-13 7.402 7.438 7.145 7.128 9.358 9.372 7.319
1108 2020-11-14 7.405 7.395 7.188 7.239 7.319 7.329 7.323
1109 2020-11-15 7.338 7.341 7.037 7.101 7.329 7.323 7.19 7.192
1110 2020-11-16 7.914 8.168 7.698 7.798 7.19 7.192 7.835 7.844
1111 2020-11-17 7.552 7.981 7.324 7.375 7.835 7.844 7.49 7.495
1112 2020-11-18 8.325 8.337 7.944 7.911 7.49 7.495 8.109 8.111
1113 2020-11-19 7.565 7.584 7.367 7.361 8.109 8.111 7.503 7.513
1114 2020-11-20 7.615 7.736 7.281 7.421 7.503 7.513 7.514 7.504
1115 2020-11-21 8.023 7.979 7.374 7.321 7.514 7.504 7.942 7.949
1116 2020-11-22 8.447 8.308 7.872 8.039 7.942 7.949 8.151 8.129
1117 2020-11-23 7.422 7.411 7.11 7.16 8.151 8.129 7.394 7.411
1118 2020-11-24 8.606 8.921 7.541 7.871 7.394 7.411 8.31 8.328
1119 2020-11-25 9.633 9.389 8.276 8.377 8.31 8.328 8.507 8.504
1120 2020-11-26 9.262 8.46 7.685 8.05 8.507 8.504 8.222 8.225
1121 2020-11-27 8.682 8.685 8.226 8.446 8.222 8.225 8.597 8.602
1122 2020-11-28 8.553 8.735 8.059 8.372 8.597 8.602 8.423
1123 2020-11-29 8.575 8.577 8.127 8.264 8.423 8.479 8.474
1124 2020-11-30 8.364 8.681 7.867 8.139 8.479 8.474 8.335 8.337
1125 2020-12-01 8.986 8.672 8.219 8.302 8.335 8.337 8.49 8.492
1126 2020-12-02 7.858 7.928 7.487 7.66 8.49 8.492 7.68 7.684
1127 2020-12-03 7.931 7.968 7.692 7.783 7.68 7.684 7.908
1128 2020-12-04 8.852 8.515 8.175 8.197 7.908 8.249 8.245
1129 2020-12-05 8.166 8.184 7.786 7.976 8.249 8.245 8.077 8.08
1130 2020-12-06 8.273 8.323 7.955 8.025 8.077 8.08 8.087 8.084
1131 2020-12-07 7.897 7.878 7.735 7.719 8.087 8.084 7.815 7.816
1132 2020-12-08 8.942 8.539 8.324 8.211 7.815 7.816 8.387 8.389
1133 2020-12-09 8.462 8.528 8.029 8.318 8.387 8.389 8.39 8.401
1134 2020-12-10 8.74 8.658 8.459 8.472 8.39 8.401 8.539 8.546
1135 2020-12-11 9.375 9.3 9.024 9.166 8.539 8.546 9.227 9.233
1136 2020-12-12 9.036 9.199 8.726 8.952 9.227 9.233 9.011 9.013
1137 2020-12-13 8.755 8.758 8.378 8.551 9.011 9.013 8.719 8.735
1138 2020-12-14 8.675 8.708 8.239 8.304 8.719 8.735 8.626 8.636
1139 2020-12-15 9.129 9.17 8.81 8.808 8.626 8.636 8.864 8.878
1140 2020-12-16 8.659 9.156 8.212 8.547 8.864 8.878 8.645 8.626
1141 2020-12-17 8.536 9.04 8.038 8.012 8.645 8.626 8.189 8.204
1142 2020-12-18 8.294 8.318 7.869 8.011 8.189 8.204 8.225 8.214
1143 2020-12-19 8.637 8.737 7.792 8.034 8.225 8.214 8.4
1144 2020-12-20 9.484 9.438 8.661 8.701 8.4 9.11 9.119
1145 2020-12-21 10.14 9.709 8.969 9.029 9.11 9.119 9.148 9.165
1146 2020-12-22 9.054 9.178 8.165 8.642 9.148 9.165 8.985 8.974
1147 2020-12-23 10.42 10.18 9.063 9.187 8.985 8.974 9.432 9.404
1148 2020-12-24 9.299 9.333 8.521 8.956 9.432 9.404 9.228 9.232
1149 2020-12-25 9.56 9.831 9.061 9.288 9.228 9.232 9.472 9.464
1150 2020-12-26 9.965 10.67 9.514 9.705 9.472 9.464 9.848 9.837
1151 2020-12-27 9.709 9.452 8.843 8.487 9.848 9.837 9.34 9.357
1152 2020-12-28 9.689 9.768 8.928 9.108 9.34 9.357 9.635 9.623
1153 2020-12-29 10.88 11.21 9.611 9.851 9.635 9.623 10.64
1154 2020-12-30 9.46 9.944 8.87 8.782 10.64 9.181 9.186
1155 2020-12-31 7.414 7.416 7.088 7.124 9.181 9.186 7.243 7.237
1156 2021-01-01 8.226 8.237 7.806 7.891 7.243 7.237 7.964 7.947
1157 2021-01-02 7.996 8.53 7.57 7.964 7.947 7.867 7.874
1158 2021-01-03 7.597 7.582 6.879 6.563 7.867 7.874 7.515 7.504
1159 2021-01-04 7.966 8.121 7.011 7.216 7.515 7.504 7.575 7.583
1160 2021-01-05 6.688 7.052 6.21 6.368 7.575 7.583 6.686 6.683
1161 2021-01-06 6.582 7.076 6.307 6.502 6.686 6.683 6.578 6.588
1162 2021-01-07 7.173 7.524 6.612 6.837 6.578 6.588 6.946 6.963
1163 2021-01-08 7.449 7.693 6.846 7.044 6.946 6.963 7.204 7.203
1164 2021-01-09 7.082 7.064 6.672 6.632 7.204 7.203 7.042 7.032
1165 2021-01-10 7.545 7.304 6.686 6.792 7.042 7.032 7.091 7.099
1166 2021-01-11 8.116 7.931 6.687 7.273 7.091 7.099 7.281 7.293
1167 2021-01-12 7.197 6.953 6.628 6.527 7.281 7.293 6.846 6.843
1168 2021-01-13 6.381 6.771 5.843 6.27 6.846 6.843 6.33 6.329
1169 2021-01-14 6.035 6.189 5.688 5.861 6.33 6.329 6.019 6.036
1170 2021-01-15 5.77 5.714 5.243 5.274 6.019 6.036 5.546 5.544
1171 2021-01-16 5.244 5.122 4.83 4.703 5.546 5.544 5.125 5.118
1172 2021-01-17 5.38 4.713 4.888 5.125 5.118 5.29 5.293
1173 2021-01-18 5.102 5.217 4.792 4.783 5.29 5.293 4.934 4.938
1174 2021-01-19 5.492 5.324 4.852 4.797 4.934 4.938 4.944
1175 2021-01-20 4.801 4.832 4.48 4.587 4.944 4.742 4.737
1176 2021-01-21 5.626 5.198 5.036 4.834 4.742 4.737 5.095 5.077
1177 2021-01-22 4.775 4.871 4.239 4.568 5.095 5.077 4.704 4.697
1178 2021-01-23 4.483 4.38 4.229 4.219 4.704 4.697 4.381 4.373
1179 2021-01-24 3.51 3.509 3.354 3.393 4.381 4.373 3.479 3.485
1180 2021-01-25 3.839 3.741 3.585 3.522 3.479 3.485 3.696 3.69
1181 2021-01-26 3.064 3.077 2.858 2.951 3.696 3.69 3.006 3.002
1182 2021-01-27 2.852 2.787 2.684 2.635 3.006 3.002 2.772 2.773
1183 2021-01-28 3.055 3.225 2.86 2.994 2.772 2.773 3.013
1184 2021-01-29 2.806 2.884 2.666 2.483 3.013 2.733 2.729
1185 2021-01-30 2.308 2.327 2.18 2.161 2.733 2.729 2.291 2.284
1186 2021-01-31 2.585 2.537 2.444 2.432 2.291 2.284 2.503
1187 2021-02-01 2.558 2.548 2.122 2.15 2.503 2.512 2.514
1188 2021-02-02 2.793 2.885 2.592 2.608 2.512 2.514 2.69 2.689
1189 2021-02-03 2.676 2.767 2.529 2.618 2.69 2.689 2.648 2.645
1190 2021-02-04 2.835 2.796 2.549 2.504 2.648 2.645 2.786 2.781
1191 2021-02-05 3.248 3.286 2.643 2.577 2.786 2.781 3.199 3.192
1192 2021-02-06 3.924 3.872 3.209 3.234 3.199 3.192 3.789 3.787
1193 2021-02-07 4.009 3.952 3.441 3.577 3.789 3.787 3.67 3.663
1194 2021-02-08 4.135 4.601 3.5 3.851 3.67 3.663 4.129 4.137
1195 2021-02-09 5.945 5.889 4.003 4.006 4.129 4.137 5.515 5.517
1196 2021-02-10 7.097 6.891 5.184 5.003 5.515 5.517 6.226 6.224
1197 2021-02-11 6.18 6.518 5.488 5.626 6.226 6.224 5.767 5.778
1198 2021-02-12 6.234 6.191 5.34 5.247 5.767 5.778 6.027 6.026
1199 2021-02-13 6.362 6.322 5.742 5.814 6.027 6.026 6.122 6.112
1200 2021-02-14 6.664 6.642 6.163 6.068 6.122 6.112 6.517 6.523
1201 2021-02-15 6.94 6.832 5.887 6.058 6.517 6.523 6.461 6.472
1202 2021-02-16 6.518 6.609 6.153 6.221 6.461 6.472 6.354 6.343
1203 2021-02-17 8.172 8.195 5.897 6.143 6.354 6.343 7.686 7.689
1204 2021-02-18 9.45 9.4 7.698 7.658 7.686 7.689 9.251 9.249
1205 2021-02-19 16.82 18.11 9.714 10.54 9.251 9.249 16.22 16.58
1206 2021-02-20 11.34 11.64 8.192 7.998 16.22 16.58 8.989 8.852
1207 2021-02-21 10.45 10.81 8.801 8.952 8.989 8.852 10.26 10.24
1208 2021-02-22 10.7 10.04 8.253 8.709 10.26 10.24 9.598 9.645
1209 2021-02-23 10.87 9.793 7.835 8.101 9.598 9.645 9.174 9.336
1210 2021-02-24 11.0 10.81 8.512 8.926 9.174 9.336 10.07 10.06
1211 2021-02-25 11.31 10.53 9.887 9.693 10.07 10.06 9.888 10.01
1212 2021-02-26 10.36 10.0 9.054 9.379 9.888 10.01 9.61 9.589
1213 2021-02-27 10.1 9.706 9.305 9.31 9.61 9.589 9.577 9.579
1214 2021-02-28 10.33 10.0 8.784 9.203 9.577 9.579 9.462 9.459
1215 2021-03-01 10.11 10.42 8.135 8.987 9.462 9.459 9.913 9.925
1216 2021-03-02 10.36 9.992 8.885 9.123 9.913 9.925 9.38 9.368
1217 2021-03-03 10.05 10.01 9.307 9.427 9.38 9.368 9.489 9.48
1218 2021-03-04 8.845 8.462 7.981 8.084 9.489 9.48 8.127 8.133
1219 2021-03-05 8.207 8.226 7.623 7.922 8.127 8.133 7.97 7.977
1220 2021-03-06 8.154 8.137 7.687 7.88 7.97 7.977 7.937 7.945
1221 2021-03-07 7.118 7.157 6.565 6.718 7.937 7.945 7.002 7.004
1222 2021-03-08 7.319 7.471 6.887 7.157 7.002 7.004 7.237 7.242
1223 2021-03-09 9.04 9.132 7.166 7.458 7.237 7.242 8.914 8.928
1224 2021-03-10 9.563 9.727 8.553 8.775 8.914 8.928 9.003 9.011
1225 2021-03-11 10.04 10.27 8.78 9.223 9.003 9.011 9.361 9.348
1226 2021-03-12 9.395 9.444 8.203 8.296 9.361 9.348 8.511 8.513
1227 2021-03-13 8.757 8.983 7.869 8.469 8.511 8.513 8.507 8.51
1228 2021-03-14 9.025 8.711 8.584 8.476 8.507 8.51 8.585 8.588
1229 2021-03-15 8.99 8.59 8.381 8.096 8.585 8.588 8.538 8.554
1230 2021-03-16 8.653 8.786 8.004 8.534 8.538 8.554 8.616 8.612
1231 2021-03-17 8.695 8.729 7.931 8.471 8.616 8.612 8.623 8.626
1232 2021-03-18 9.263 9.124 8.571 8.541 8.623 8.626 8.7 8.703
1233 2021-03-19 8.085 8.047 7.665 7.844 8.7 8.703 7.917 7.911
1234 2021-03-20 8.57 8.411 8.157 8.182 7.917 7.911 8.249 8.257
1235 2021-03-21 8.144 8.192 7.809 7.873 8.249 8.257 8.045 8.042
1236 2021-03-22 8.439 7.992 7.707 7.572 8.045 8.042 7.766 7.77
1237 2021-03-23 8.477 8.422 8.119 8.155 7.766 7.77 8.239 8.236
1238 2021-03-24 9.817 9.101 8.786 8.803 8.239 8.236 9.084 9.082
1239 2021-03-25 9.433 9.193 8.499 8.599 9.084 9.082 8.831 8.824
1240 2021-03-26 8.824 8.999 8.085 8.639 8.831 8.824 8.821 8.8
1241 2021-03-27 9.797 9.714 8.858 9.076 8.821 8.8 9.557 9.564
1242 2021-03-28 10.1 9.986 9.369 9.546 9.557 9.564 9.641 9.642
1243 2021-03-29 9.578 9.764 9.113 9.295 9.641 9.642 9.482
1244 2021-03-30 10.91 9.503 9.716 9.482 10.9 10.91
1245 2021-03-31 11.29 11.26 10.14 10.5 10.9 10.91 10.78 10.79
1246 2021-04-01 11.82 11.78 10.49 10.46 10.78 10.79 11.66
1247 2021-04-02 11.82 11.83 10.75 10.85 11.66 11.2 11.19
1248 2021-04-03 11.88 11.44 10.75 10.71 11.2 11.19 10.95 10.96
1249 2021-04-04 11.39 11.44 10.22 10.54 10.95 10.96 11.28 11.3
1250 2021-04-05 12.33 12.44 10.89 11.31 11.28 11.3 11.94
1251 2021-04-06 13.18 13.17 11.65 11.48 11.94 12.9
1252 2021-04-07 14.51 13.91 12.64 12.48 12.9 13.14
1253 2021-04-08 13.99 14.02 12.31 12.84 13.14 13.85 13.84
1254 2021-04-09 15.37 15.36 13.66 13.74 13.85 13.84 15.37 15.36
1255 2021-04-10 16.37 16.67 15.12 15.04 15.37 15.36 15.84 15.83
1256 2021-04-11 17.69 17.73 15.32 15.21 15.84 15.83 17.57
1257 2021-04-12 16.96 17.15 14.04 14.01 17.57 16.09 16.28
1258 2021-04-13 16.81 17.97 15.31 15.12 16.09 16.28 15.58 15.53
1259 2021-04-14 16.37 16.08 14.5 14.6 15.58 15.53 15.21 15.23
1260 2021-04-15 14.76 14.81 14.15 14.31 15.21 15.23 14.36 14.35
1261 2021-04-16 15.15 15.1 13.56 13.76 14.36 14.35 14.06
1262 2021-04-17 15.76 15.19 14.56 14.27 14.06 14.82
1263 2021-04-18 16.45 15.6 13.53 14.33 14.82 15.21
1264 2021-04-19 17.2 16.71 14.91 14.92 15.21 16.07
1265 2021-04-20 18.44 18.37 14.74 15.4 16.07 18.38 18.37
1266 2021-04-21 18.32 17.7 16.12 15.93 18.38 18.37 16.38 16.27
1267 2021-04-22 17.14 16.11 14.2 14.45 16.38 16.27 14.91 14.87
1268 2021-04-23 16.07 16.15 13.72 14.29 14.91 14.87 15.98
1269 2021-04-24 17.51 17.41 16.03 16.43 15.98 16.48 16.46
1270 2021-04-25 15.09 14.86 13.96 14.0 16.48 16.46 14.71 14.74
1271 2021-04-26 14.41 14.75 13.15 13.77 14.71 14.74 14.02 14.04
1272 2021-04-27 14.61 14.63 13.25 13.58 14.02 14.04 14.35 14.37
1273 2021-04-28 13.51 13.39 12.57 12.8 14.35 14.37 13.13 13.14
1274 2021-04-29 14.96 14.74 13.5 13.36 13.13 13.14 14.61 14.62
1275 2021-04-30 15.44 16.22 14.42 14.96 14.61 14.62 15.32
1276 2021-05-01 15.89 15.86 15.12 15.14 15.32 15.37 15.4
1277 2021-05-02 14.77 14.73 14.0 14.07 15.37 15.4 14.61
1278 2021-05-03 16.08 16.12 14.7 14.49 14.61 15.99
1279 2021-05-04 15.73 14.67 14.08 13.92 15.99 14.16 14.15
1280 2021-05-05 15.47 15.98 14.28 14.74 14.16 14.15 15.34 15.35
1281 2021-05-06 16.25 15.94 15.44 15.54 15.34 15.35 15.76 15.77
1282 2021-05-07 16.21 16.22 15.39 15.57 15.76 15.77 15.71
1283 2021-05-08 16.25 16.33 15.29 15.5 15.71 15.97 15.98
1284 2021-05-09 17.21 17.4 16.01 16.07 15.97 15.98 16.78 16.79
1285 2021-05-10 18.99 18.02 16.77 16.9 16.78 16.79 17.35 17.36
1286 2021-05-11 17.47 17.56 16.14 16.59 17.35 17.36 17.43 17.44
1287 2021-05-12 18.63 16.39 16.48 15.75 17.43 17.44 16.55 16.23
1288 2021-05-13 16.95 16.44 14.38 14.97 16.55 16.23 15.28 15.29
1289 2021-05-14 15.22 14.94 14.01 14.11 15.28 15.29 14.91 14.93
1290 2021-05-15 16.7 15.54 15.31 15.18 14.91 14.93 15.38 15.39
1291 2021-05-16 16.61 15.61 14.65 14.97 15.38 15.39 15.42 15.4
1292 2021-05-17 16.95 15.85 14.63 15.03 15.42 15.4 15.4 15.37
1293 2021-05-18 15.24 14.68 14.03 14.08 15.4 15.37 14.51
1294 2021-05-19 22.28 18.79 12.7 13.7 14.51 14.74 14.44
1295 2021-05-20 15.93 15.41 11.03 12.37 14.74 14.44 14.9 14.85
1296 2021-05-21 18.87 16.95 12.7 13.89 14.9 14.85 14.81 14.9
1297 2021-05-22 16.44 16.31 14.01 14.4 14.81 14.9 14.72 14.73
1298 2021-05-23 18.75 16.98 12.81 14.06 14.72 14.73 15.6 15.61
1299 2021-05-24 14.2 14.07 10.46 11.67 15.6 15.61 13.98 13.99
1300 2021-05-25 15.0 14.49 12.31 12.75 13.98 13.99 13.66 13.65
1301 2021-05-26 13.21 12.91 11.44 11.84 13.66 13.65 12.9 12.91
1302 2021-05-27 13.6 13.09 11.94 12.34 12.9 12.91 12.94 12.98
1303 2021-05-28 14.44 13.27 12.08 12.27 12.94 12.98 12.72
1304 2021-05-29 14.98 14.15 12.75 13.07 12.72 13.16
1305 2021-05-30 13.16 12.97 11.33 12.08 13.16 12.66 12.67
1306 2021-05-31 12.59 12.54 10.89 11.78 12.66 12.67 12.52
1307 2021-06-01 13.29 13.26 12.39 12.59 12.52 13.22 13.23
1308 2021-06-02 15.11 14.96 12.69 13.26 13.22 13.23 14.54
1309 2021-06-03 15.09 15.04 13.65 14.37 14.54 14.92 14.93
1310 2021-06-04 16.26 15.24 13.83 14.04 14.92 14.93 14.79 14.78
1311 2021-06-05 16.61 15.61 14.59 14.68 14.79 14.78 15.21 15.22
1312 2021-06-06 15.47 15.31 14.76 14.86 15.21 15.22 15.22 15.24
1313 2021-06-07 16.78 15.37 14.61 14.57 15.22 15.24 14.75
1314 2021-06-08 15.63 15.39 13.65 14.57 14.75 15.05 15.07
1315 2021-06-09 15.09 15.76 13.29 14.82 15.05 15.07 14.96 14.97
1316 2021-06-10 16.01 15.65 14.6 14.85 14.96 14.97 14.92 14.93
1317 2021-06-11 16.76 16.72 15.61 15.76 14.92 14.93 15.83 15.85
1318 2021-06-12 16.39 16.21 15.29 15.31 15.83 15.85 16.15
1319 2021-06-13 15.87 16.33 14.22 15.39 16.15 15.74
1320 2021-06-14 15.61 15.77 14.7 15.03 15.74 15.32 15.31
1321 2021-06-15 16.21 16.11 15.52 15.5 15.32 15.31 15.66
1322 2021-06-16 16.8 16.06 15.74 15.67 15.66 15.91 15.92
1323 2021-06-17 16.35 15.95 15.61 15.51 15.91 15.92 15.91 15.92
1324 2021-06-18 17.5 16.6 16.05 16.1 15.91 15.92 16.52 16.53
1325 2021-06-19 17.43 17.15 16.75 16.83 16.52 16.53 16.89
1326 2021-06-20 16.44 14.98 15.96 16.89 16.37
1327 2021-06-21 21.66 19.36 17.03 17.04 16.37 17.16 17.12
1328 2021-06-22 17.77 17.45 13.76 15.52 17.16 17.12 15.97 15.98
1329 2021-06-23 17.39 16.86 14.13 15.0 15.97 15.98 16.64
1330 2021-06-24 17.53 17.68 15.61 16.68 16.64 17.1
1331 2021-06-25 19.88 17.9 17.4 17.0 17.1 17.75 17.73
1332 2021-06-26 18.0 17.93 16.4 17.15 17.75 17.73 17.35
1333 2021-06-27 17.06 18.14 15.79 16.69 17.35 17.02 17.03
1334 2021-06-28 16.92 16.74 16.01 16.1 17.02 17.03 16.36 16.35
1335 2021-06-29 16.94 16.72 15.53 16.07 16.36 16.35 16.14
1336 2021-06-30 15.82 15.78 14.61 14.99 16.14 15.75
1337 2021-07-01 17.08 16.36 15.8 16.04 15.75 16.17 16.16
1338 2021-07-02 15.96 15.18 15.59 16.17 16.16 15.77
1339 2021-07-03 15.56 15.49 14.53 15.08 15.77 15.31 15.32
1340 2021-07-04 15.16 15.01 14.09 14.45 15.31 15.32 14.81
1341 2021-07-05 15.34 15.11 14.55 14.57 14.81 15.05
1342 2021-07-06 14.4 14.42 13.49 13.63 15.05 14.3
1343 2021-07-07 15.27 14.88 14.31 14.2 14.3 14.72 14.73
1344 2021-07-08 16.12 15.7 14.97 15.14 14.72 14.73 15.24
1345 2021-07-09 15.23 15.24 14.38 14.95 15.24 15.11 15.12
1346 2021-07-10 15.87 15.64 15.34 15.32 15.11 15.12 15.61 15.62
1347 2021-07-11 15.79 15.9 15.09 15.49 15.61 15.62 15.55 15.57
1348 2021-07-12 17.1 16.44 15.79 15.89 15.55 15.57 16.17
1349 2021-07-13 17.24 17.0 16.54 16.67 16.17 16.74 16.75
1350 2021-07-14 17.52 17.49 16.23 16.86 16.74 16.75 17.3 17.31
1351 2021-07-15 19.01 18.9 17.68 17.34 17.3 17.31 18.53 18.52
1352 2021-07-16 19.78 19.42 18.45 18.32 18.53 18.52 18.52 18.53
1353 2021-07-17 19.05 18.99 18.32 18.44 18.52 18.53 18.67 18.66
1354 2021-07-18 18.95 18.93 18.34 18.47 18.67 18.66 18.52
1355 2021-07-19 19.3 18.7 17.74 17.81 18.52 17.83 17.84
1356 2021-07-20 19.47 18.74 17.5 17.81 17.83 17.84 18.16 18.17
1357 2021-07-21 17.88 17.73 15.63 17.02 18.16 18.17 17.54
1358 2021-07-22 16.97 16.35 16.52 17.54 16.7
1359 2021-07-23 16.21 16.74 15.13 15.88 16.7 16.1
1360 2021-07-24 16.87 16.94 16.2 16.45 16.1 16.53 16.54
1361 2021-07-25 16.64 17.1 16.0 16.56 16.53 16.54 16.55 16.56
1362 2021-07-26 17.68 17.27 16.25 15.96 16.55 16.56 16.41
1363 2021-07-27 16.85 17.39 15.77 16.6 16.41 16.6 16.61
1364 2021-07-28 16.72 16.8 16.16 16.31 16.6 16.61 16.46 16.48
1365 2021-07-29 16.35 16.26 15.77 15.91 16.46 16.48 16.19 16.21
1366 2021-07-30 15.55 16.38 14.64 15.41 16.19 16.21 15.41 15.42
1367 2021-07-31 15.57 15.39 14.61 14.55 15.41 15.42 15.3 15.28
1368 2021-08-01 15.82 15.21 14.98 14.53 15.3 15.28 15.14
1369 2021-08-02 15.11 14.87 14.58 14.45 15.14 14.77 14.78
1370 2021-08-03 15.69 15.19 14.88 14.95 14.77 14.78 15.17
1371 2021-08-04 14.33 14.4 13.59 14.17 15.17 14.23
1372 2021-08-05 13.37 13.95 12.72 13.2 14.23 13.28 13.29
1373 2021-08-06 13.26 13.75 12.66 13.03 13.28 13.29 13.08
1374 2021-08-07 12.71 12.83 12.02 12.56 13.08 12.58 12.59
1375 2021-08-08 13.47 13.16 12.62 12.69 12.58 12.59 12.8
1376 2021-08-09 12.61 12.9 11.75 12.48 12.8 12.5 12.51
1377 2021-08-10 13.09 13.05 12.11 12.1 12.5 12.51 12.93 12.94
1378 2021-08-11 14.11 13.74 12.82 12.93 12.94 13.51 13.5
1379 2021-08-12 14.46 13.93 13.24 13.31 13.48 13.45 13.73
1380 2021-08-13 13.49 13.86 12.56 13.24 13.73 13.47
1381 2021-08-14 13.91 13.72 13.29 13.3 13.47 13.57
1382 2021-08-15 13.72 13.7 13.1 13.38 13.57 13.69 13.7
1383 2021-08-16 15.03 14.57 14.13 13.69 13.69 13.7 14.31 14.3
1384 2021-08-17 16.5 15.69 15.11 15.18 14.31 14.3 15.22 15.21
1385 2021-08-18 15.69 15.41 14.72 14.82 15.22 15.21 15.08 15.09
1386 2021-08-19 15.44 15.91 13.98 14.76 15.08 15.09 15.42 15.4
1387 2021-08-20 15.85 15.92 14.61 15.43 15.42 15.4 15.75 15.76
1388 2021-08-21 16.29 16.27 15.72 15.71 15.75 15.76 15.89
1389 2021-08-22 16.13 16.14 15.42 15.7 15.89 15.8 15.79
1390 2021-08-23 17.69 17.66 15.5 15.6 15.8 15.79 17.34 17.35
1391 2021-08-24 18.94 18.18 17.37 17.31 17.34 17.35 17.72 17.71
1392 2021-08-25 18.73 18.82 17.37 17.88 17.72 17.71 18.6 18.58
1393 2021-08-26 20.32 19.34 18.48 18.61 18.6 18.58 18.74
1394 2021-08-27 18.06 18.39 17.05 17.94 18.74 18.04 18.05
1395 2021-08-28 18.53 18.42 17.99 18.1 18.04 18.05 18.13
1396 2021-08-29 18.49 18.35 17.76 17.81 18.13 17.91
1397 2021-08-30 17.92 17.49 17.04 17.08 17.91 17.15 17.14
1398 2021-08-31 16.26 15.99 15.35 15.48 17.15 17.14 15.79 15.77
1399 2021-09-01 15.63 15.81 14.52 15.2 15.79 15.77 15.62 15.63
1400 2021-09-02 16.87 16.92 15.99 15.96 15.62 15.63 16.16 16.15
1401 2021-09-03 17.26 17.4 16.52 16.89 16.16 16.15 17.05 17.06
1402 2021-09-04 17.85 17.74 16.99 16.97 17.05 17.06 17.42
1403 2021-09-05 17.2 18.27 16.64 16.65 17.42 17.18 17.19
1404 2021-09-06 17.64 17.92 16.89 17.17 17.18 17.19 17.2
1405 2021-09-07 20.8 18.51 15.37 16.29 17.2 17.23
1406 2021-09-08 18.39 18.09 16.54 17.15 17.23 17.94 17.93
1407 2021-09-09 18.7 18.4 17.31 17.59 17.94 17.93 18.06 18.08
1408 2021-09-10 19.7 18.83 17.66 17.68 18.06 18.08 18.0 18.01
1409 2021-09-11 18.27 18.07 17.58 17.7 18.0 18.01 17.82 17.83
1410 2021-09-12 17.75 17.73 16.76 17.24 17.82 17.83 17.55
1411 2021-09-13 18.52 18.0 16.94 17.4 17.55 17.61
1412 2021-09-14 16.15 16.33 15.43 15.86 17.61 16.15 16.16
1413 2021-09-15 15.92 15.91 14.92 15.28 16.15 16.16 15.7 15.69
1414 2021-09-16 16.55 16.36 15.85 16.02 15.7 15.69 16.17 16.16
1415 2021-09-17 17.53 17.31 16.49 16.6 16.17 16.16 16.73
1416 2021-09-18 17.12 17.03 16.37 16.74 16.73 16.74 16.75
1417 2021-09-19 17.55 17.41 16.88 16.79 16.74 16.75 17.11
1418 2021-09-20 19.62 17.85 16.97 17.21 17.11 17.42 17.44
1419 2021-09-21 19.73 18.48 17.7 17.95 17.42 17.44 18.07 18.06
1420 2021-09-22 17.57 17.66 15.84 16.86 18.07 18.06 17.53 17.55
1421 2021-09-23 17.89 18.17 17.17 17.73 17.53 17.55 17.84
1422 2021-09-24 19.61 18.66 17.01 17.73 17.84 18.08 18.06
1423 2021-09-25 18.52 18.45 17.65 17.89 18.08 18.06 17.96
1424 2021-09-26 14.65 14.73 13.3 13.94 17.96 14.3 14.31
1425 2021-09-27 15.97 15.21 14.95 14.85 14.3 14.31 14.98 14.99
1426 2021-09-28 14.93 14.56 14.31 14.11 14.98 14.99 14.43 14.44
1427 2021-09-29 16.24 16.04 14.4 14.54 14.43 14.44 15.85 15.98
1428 2021-09-30 16.52 16.67 15.45 16.06 15.85 15.98 16.47
1429 2021-10-01 16.52 16.95 14.89 16.23 16.47 16.44
1430 2021-10-02 16.77 16.6 15.72 15.78 16.44 16.35
1431 2021-10-03 16.81 16.22 16.4 16.35 16.56
1432 2021-10-04 17.01 17.35 16.24 16.73 16.56 16.83
1433 2021-10-05 17.32 17.77 16.55 17.12 16.83 17.25 17.26
1434 2021-10-06 17.53 18.85 16.43 17.04 17.25 17.26 17.22 17.21
1435 2021-10-07 17.63 17.42 16.61 16.41 17.22 17.17 17.18
1436 2021-10-08 17.83 17.8 16.8 16.61 17.17 17.18 16.93
1437 2021-10-09 16.95 17.13 16.56 16.71 16.93 16.78 16.79
1438 2021-10-10 17.47 17.37 16.65 16.71 16.78 16.79 16.72
1439 2021-10-11 17.54 17.8 16.57 16.85 16.72 17.1 17.09
1440 2021-10-12 18.94 19.08 16.73 16.51 17.1 17.09 18.94 18.95
1441 2021-10-13 19.11 19.85 17.53 18.3 18.94 18.95 19.07 19.08
1442 2021-10-14 18.26 18.16 17.45 17.15 19.07 19.08 17.88
1443 2021-10-15 18.46 19.65 17.47 18.07 17.88 18.32 18.33
1444 2021-10-16 17.91 17.72 16.06 17.07 18.32 18.33 17.21 17.22
1445 2021-10-17 18.23 18.44 17.55 17.98 17.21 17.22 18.17
1446 2021-10-18 19.0 19.06 18.2 18.21 18.17 18.91 18.89
1447 2021-10-19 19.12 19.73 18.47 18.49 18.91 18.89 18.76 18.73
1448 2021-10-20 18.64 18.61 17.76 18.11 18.76 18.73 18.48
1449 2021-10-21 19.34 18.43 17.88 17.7 18.48 18.05
1450 2021-10-22 19.42 18.91 18.37 17.9 18.05 18.69 18.7
1451 2021-10-23 18.09 18.11 17.61 17.83 18.69 18.7 18.08 18.09
1452 2021-10-24 18.86 18.74 18.15 18.32 18.08 18.09 18.45
1453 2021-10-25 18.27 18.48 17.75 18.06 18.45 18.13 18.15
1454 2021-10-26 18.44 18.11 17.85 17.45 18.13 18.15 18.0
1455 2021-10-27 20.15 19.29 18.13 18.27 18.0 18.58
1456 2021-10-28 19.86 20.13 17.94 18.69 18.58 19.77
1457 2021-10-29 20.96 20.91 19.22 19.64 19.77 20.82
1458 2021-10-30 21.68 21.61 20.57 20.83 20.82 21.21
1459 2021-10-31 21.41 21.37 20.4 20.72 21.21 21.01 21.0
1460 2021-11-01 21.54 21.52 19.98 20.08 21.01 21.0 21.52
1461 2021-11-02 21.61 21.87 20.55 20.75 21.52 21.18 21.19
1462 2021-11-03 21.24 21.3 20.05 20.33 21.18 21.19 21.18 21.2
1463 2021-11-04 22.1 21.76 21.14 21.25 21.18 21.2 21.72 21.71
1464 2021-11-05 24.03 24.08 21.68 21.66 21.72 21.71 23.74 23.76
1465 2021-11-06 25.32 25.35 23.7 24.15 23.74 23.76 25.31 25.35
1466 2021-11-07 26.42 27.05 24.93 25.51 25.31 25.35 25.66
1467 2021-11-08 24.98 26.42 24.07 24.58 25.66 24.91 24.9
1468 2021-11-09 24.91 24.65 23.97 23.72 24.91 24.9 24.08 24.09
1469 2021-11-10 26.2 25.27 22.83 23.32 24.08 24.09 24.32 24.3
1470 2021-11-11 25.0 24.97 23.86 24.07 24.32 24.3 24.76
1471 2021-11-12 25.83 25.54 24.59 25.05 24.76 25.52 25.51
1472 2021-11-13 26.57 26.54 25.16 25.47 25.52 25.51 26.35 26.36
1473 2021-11-14 26.9 27.38 25.85 26.36 26.35 26.36 26.5 26.48
1474 2021-11-15 27.48 26.53 26.29 25.9 26.5 26.48 26.42 26.4
1475 2021-11-16 29.28 28.29 26.46 26.35 26.42 26.4 27.15 27.14
1476 2021-11-17 27.56 27.11 25.76 25.99 27.14 26.52 26.43
1477 2021-11-18 27.49 25.84 26.43 26.47
1478 2021-11-19 27.79 25.48 26.47 27.41
1479 2021-11-20 27.44 26.89 27.41 27.44
1480 2021-11-21 27.47 26.76 27.44 27.0
1481 2021-11-22 27.07 26.41 27.0 26.7
1482 2021-11-23 27.21 25.69 26.7 26.61
1483 2021-11-24 28.76 28.05 26.61 28.38
1484 2021-11-25 30.49 28.34 28.38 29.88
1485 2021-11-26 31.4 28.75 29.88 30.51
1486 2021-11-27 31.75 30.29 30.51 30.8
1487 2021-11-28 31.38 30.3 30.8 30.36
1488 2021-11-29 31.1 29.96 30.36 30.76
1489 2021-11-30 29.46 28.71 30.76 29.3
1490 2021-12-01 31.09 29.72 29.3 29.94
1491 2021-12-02 27.92 27.27 29.94 27.64
1492 2021-12-03 29.97 29.06 27.64 29.84
1493 2021-12-04 33.64 30.86 29.84 33.09
1494 2021-12-05 35.11 33.31 33.09 33.76
1495 2021-12-06 34.34 32.27 33.76 33.94
1496 2021-12-07 34.39 33.33 33.94 33.69
1497 2021-12-08 32.4 30.49 33.69 32.4
1498 2021-12-09 35.77 35.01 32.4 35.27
1499 2021-12-10 37.55 36.34 35.27 36.47
1500 2021-12-11 36.53 35.17 36.47 35.51
1501 2021-12-12 36.09 35.25 35.51 35.59
1502 2021-12-13 37.37 34.67 35.59 36.22