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feat(Data): added new derived features + asset pairs for crypto tickers (#6)
This commit is contained in:
Mark Aron Szulyovszky
committed by
GitHub
GitHub
parent
b0b0d5bbba
commit
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@@ -1,5 +1,4 @@
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time,high,low,open,close
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2017-10-07,0.0,0.0,0.0,0.0
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2017-10-08,0.0,0.0,0.0,0.0
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2017-10-09,0.0,0.0,0.0,0.0
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2017-10-10,0.0,0.0,0.0,0.0
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2020-09-14,0.0,0.0,0.0,0.0
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2020-09-15,0.0,0.0,0.0,0.0
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2020-09-16,0.0,0.0,0.0,0.0
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2020-09-18,8.579,3.232,3.473,6.908
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2020-09-19,7.5,5.232,6.908,5.73
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2020-09-20,6.092,4.656,5.73,5.227
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2020-09-21,5.652,4.084,5.227,4.254
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2020-09-22,4.559,3.687,4.254,3.909
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2020-09-23,5.352,3.905,3.909,4.346
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2020-09-24,5.293,4.264,4.346,5.145
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2020-09-25,5.558,4.766,5.145,4.919
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2020-09-26,4.999,4.684,4.919,4.88
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2020-09-27,5.223,4.709,4.88,4.856
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2020-09-28,4.955,4.184,4.856,4.254
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2020-09-29,4.417,4.124,4.254,4.391
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2020-09-30,4.391,3.954,4.391,4.159
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2020-10-01,4.519,3.908,4.159,4.254
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2020-10-02,4.254,3.573,4.254,3.894
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2020-10-03,4.123,3.834,3.894,3.909
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2020-10-05,3.804,3.185,3.728,3.321
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2020-10-12,3.603,3.285,3.366,3.463
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2020-10-13,3.503,3.296,3.463,3.356
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2020-10-17,3.124,2.973,3.044,3.063
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2020-10-19,3.291,3.113,3.284,3.173
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2020-10-20,3.194,2.814,3.173,2.861
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2020-10-21,3.08,2.85,2.861,2.941
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2020-10-25,2.965,2.723,2.942,2.774
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2020-10-26,2.877,2.526,2.774,2.714
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2020-10-28,2.854,2.595,2.809,2.665
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2020-10-29,2.74,2.486,2.665,2.544
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2020-10-30,2.567,2.256,2.544,2.418
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2020-10-31,2.416,2.239,2.418,2.265
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2020-11-01,2.448,2.219,2.265,2.377
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2020-11-02,2.457,2.228,2.377,2.254
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2020-11-03,2.282,2.061,2.254,2.15
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2020-11-04,2.177,1.887,2.15,1.946
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2020-11-05,2.405,1.768,1.946,2.189
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2020-11-06,2.686,2.175,2.189,2.571
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2020-11-07,3.019,2.448,2.571,2.486
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2020-11-08,2.919,2.44,2.486,2.869
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2020-11-09,2.879,2.58,2.869,2.678
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2020-11-10,3.172,2.629,2.678,3.075
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2020-11-11,3.219,2.891,3.075,2.936
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2020-11-13,3.969,2.937,2.96,3.853
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2020-11-14,3.96,3.516,3.853,3.808
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2020-11-15,4.255,3.615,3.808,3.851
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2020-12-18,3.858,3.553,3.694,3.768
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2020-12-27,3.799,3.361,3.412,3.6
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2020-12-28,3.949,3.565,3.6,3.726
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2020-12-29,3.841,3.502,3.726,3.667
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2020-12-30,4.377,3.635,3.667,4.151
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2020-12-31,5.293,3.945,4.151,5.159
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2021-01-01,5.276,4.623,5.159,4.744
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2021-02-16,21.31,19.39,20.08,20.48
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2021-02-17,21.78,19.19,20.48,21.5
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2021-02-18,22.24,20.62,21.5,21.15
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2021-02-19,21.53,19.36,21.15,20.07
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2021-02-20,32.87,19.51,20.07,28.78
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2021-02-21,32.08,27.82,28.78,28.8
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2021-02-22,29.13,22.45,28.8,27.71
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2021-02-23,27.77,18.66,27.71,24.61
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2021-02-24,27.36,23.05,24.61,25.28
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2021-02-25,26.98,23.14,25.28,23.48
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2021-02-26,25.17,21.05,23.48,23.1
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2021-02-27,24.82,22.36,23.1,23.56
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2021-02-28,24.15,20.56,23.56,22.24
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2021-03-01,25.72,22.06,22.24,25.71
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2021-03-02,27.43,24.56,25.71,25.58
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2021-03-03,27.58,25.28,25.58,25.36
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2021-03-04,29.73,24.73,25.36,28.26
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2021-03-05,28.78,25.88,28.26,28.32
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2021-03-06,29.02,27.18,28.32,28.51
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2021-03-07,34.83,28.47,28.51,34.27
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2021-03-08,34.91,32.1,34.27,33.21
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2021-03-09,34.79,32.39,33.21,32.91
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2021-03-10,33.54,30.38,32.91,30.93
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2021-03-11,31.81,29.59,30.93,31.03
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2021-03-12,31.95,29.42,31.03,30.92
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2021-03-13,33.29,30.2,30.92,32.46
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2021-03-14,33.77,30.66,32.46,30.67
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2021-03-15,31.53,29.58,30.67,29.78
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2021-03-16,30.02,28.05,29.78,30.02
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2021-03-17,31.63,29.47,30.02,31.28
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2021-03-18,31.58,29.73,31.28,29.98
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2021-03-19,34.19,29.47,29.98,33.27
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2021-03-20,35.14,31.86,33.27,32.04
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2021-03-21,33.3,31.46,32.04,32.91
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2021-03-22,35.82,31.77,32.91,32.82
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2021-03-23,36.13,30.3,32.82,31.02
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2021-03-24,31.87,26.23,31.02,27.37
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2021-03-25,28.05,25.7,27.37,26.51
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2021-03-26,29.02,26.48,26.51,28.92
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2021-03-27,29.45,27.83,28.92,28.17
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2021-03-28,28.85,27.37,28.17,27.85
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2021-03-29,29.47,27.52,27.85,29.02
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2021-03-30,29.28,28.33,29.02,28.58
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2021-03-31,29.01,27.14,28.58,28.05
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2021-04-01,30.25,28.04,28.05,28.67
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2021-04-02,30.25,28.66,28.67,30.2
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2021-04-03,32.45,29.35,30.2,29.38
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2021-04-04,31.5,28.98,29.38,30.93
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2021-04-05,31.2,29.67,30.93,30.83
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2021-04-06,32.42,30.29,30.83,31.23
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2021-04-07,31.38,27.83,31.23,28.55
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2021-04-08,30.29,28.36,28.55,30.2
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2021-04-09,30.57,29.31,30.2,29.51
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2021-04-10,30.81,29.18,29.51,29.77
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2021-04-11,30.65,29.24,29.77,29.91
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2021-04-12,38.1,29.57,29.91,36.68
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2021-04-13,37.11,34.22,36.68,35.41
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2021-04-14,36.83,33.51,35.41,36.05
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2021-04-15,39.47,35.66,36.05,37.77
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2021-04-16,38.16,34.36,37.77,36.19
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2021-04-17,37.52,34.65,36.19,34.75
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2021-04-18,35.13,27.94,34.75,31.67
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2021-04-19,32.7,29.66,31.67,31.42
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2021-04-20,32.22,28.32,31.42,31.95
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2021-04-21,36.26,30.55,31.95,33.42
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2021-04-22,38.39,32.72,33.42,33.99
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2021-04-23,34.93,29.7,33.99,32.98
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2021-04-24,33.01,29.99,32.98,30.2
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2021-04-25,34.87,30.06,30.2,34.33
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2021-04-26,38.51,34.17,34.33,38.2
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2021-04-27,40.61,37.38,38.2,39.68
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2021-04-28,42.97,37.96,39.68,42.9
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2021-04-29,43.93,39.7,42.9,41.06
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2021-04-30,41.35,39.14,41.06,40.64
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2021-05-01,41.27,39.21,40.64,40.32
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2021-05-02,43.28,39.36,40.32,42.57
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2021-05-03,44.98,41.25,42.57,42.28
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2021-05-04,44.63,40.07,42.28,43.11
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2021-05-05,44.81,41.59,43.11,42.47
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2021-05-06,42.57,39.84,42.47,40.26
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2021-05-07,41.31,38.35,40.26,39.77
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2021-05-08,41.29,39.22,39.77,40.5
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2021-05-09,40.75,38.18,40.5,39.46
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2021-05-10,41.19,34.49,39.46,36.42
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2021-05-11,38.57,35.52,36.42,38.56
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2021-05-12,43.94,36.6,38.56,36.77
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2021-05-13,40.3,35.12,36.77,37.35
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2021-05-14,40.9,37.18,37.35,40.44
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2021-05-15,42.42,36.59,40.44,36.63
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2021-05-16,39.48,34.61,36.63,36.6
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2021-05-17,36.54,31.91,36.6,33.25
|
||||
2021-05-18,36.57,33.04,33.25,35.06
|
||||
2021-05-19,35.55,18.08,35.06,23.22
|
||||
2021-05-20,28.45,20.11,23.22,26.34
|
||||
2021-05-21,27.95,18.96,26.34,21.96
|
||||
2021-05-22,22.41,18.55,21.96,20.39
|
||||
2021-05-23,21.33,13.08,20.39,16.74
|
||||
2021-05-24,25.17,16.54,16.74,24.64
|
||||
2021-05-25,26.7,21.65,24.64,25.14
|
||||
2021-05-26,29.42,24.61,25.14,29.42
|
||||
2021-05-27,30.0,26.18,29.42,28.51
|
||||
2021-05-28,29.37,24.99,28.51,25.87
|
||||
2021-05-29,27.52,21.82,25.87,23.16
|
||||
2021-05-30,26.56,21.69,23.16,25.7
|
||||
2021-05-31,28.37,23.47,25.7,28.26
|
||||
2021-06-01,28.73,25.97,28.26,27.42
|
||||
2021-06-02,28.77,26.37,27.42,27.62
|
||||
2021-06-03,29.37,26.91,27.62,28.68
|
||||
2021-06-04,28.72,25.14,28.68,26.44
|
||||
2021-06-05,27.69,25.18,26.44,25.64
|
||||
2021-06-06,26.44,25.35,25.64,25.86
|
||||
2021-06-07,27.33,23.97,25.86,24.27
|
||||
2021-06-08,24.65,20.8,24.27,23.44
|
||||
2021-06-09,25.24,22.2,23.44,25.1
|
||||
2021-06-10,25.25,23.11,25.1,23.58
|
||||
2021-06-11,23.84,21.37,23.58,21.84
|
||||
2021-06-12,21.89,20.25,21.84,21.29
|
||||
2021-06-13,23.61,20.45,21.29,23.25
|
||||
2021-06-14,24.2,22.51,23.25,24.16
|
||||
2021-06-15,24.67,23.14,24.16,23.41
|
||||
2021-06-16,23.54,21.66,23.41,21.82
|
||||
2021-06-17,22.94,21.41,21.82,22.17
|
||||
2021-06-18,22.28,19.59,22.17,20.42
|
||||
2021-06-19,20.97,19.8,20.42,19.8
|
||||
2021-06-20,21.04,18.66,19.8,20.73
|
||||
2021-06-21,20.88,15.78,20.73,15.8
|
||||
2021-06-22,17.13,13.99,15.8,16.42
|
||||
2021-06-23,18.48,15.79,16.42,17.8
|
||||
2021-06-24,18.54,16.62,17.8,18.04
|
||||
2021-06-25,18.35,15.72,18.04,15.83
|
||||
2021-06-26,16.47,15.13,15.83,16.14
|
||||
2021-06-27,17.11,15.65,16.14,17.11
|
||||
2021-06-28,18.14,16.87,17.11,17.72
|
||||
2021-06-29,19.18,17.67,17.72,18.63
|
||||
2021-06-30,19.3,17.17,18.63,19.27
|
||||
2021-07-01,19.28,17.57,19.27,17.79
|
||||
2021-07-02,18.24,16.94,17.79,18.21
|
||||
2021-07-03,19.54,17.8,18.21,19.47
|
||||
2021-07-04,21.49,18.93,19.47,20.77
|
||||
2021-07-05,20.89,19.15,20.77,20.06
|
||||
2021-07-06,23.19,20.04,20.06,22.38
|
||||
2021-07-07,23.44,21.68,22.38,22.25
|
||||
2021-07-08,22.3,19.94,22.25,20.34
|
||||
2021-07-09,21.57,19.77,20.34,20.97
|
||||
2021-07-10,21.51,19.94,20.97,20.25
|
||||
2021-07-11,20.93,19.99,20.25,20.7
|
||||
2021-07-12,21.4,19.22,20.7,19.55
|
||||
2021-07-13,19.72,18.18,19.55,18.46
|
||||
2021-07-14,18.53,16.74,18.46,17.89
|
||||
2021-07-15,18.38,16.81,17.89,17.05
|
||||
2021-07-16,17.61,15.95,17.05,16.37
|
||||
2021-07-17,16.76,15.96,16.37,16.12
|
||||
2021-07-18,17.18,16.05,16.12,16.33
|
||||
2021-07-19,16.78,15.41,16.33,15.73
|
||||
2021-07-20,15.96,14.43,15.73,14.56
|
||||
2021-07-21,16.86,14.02,14.56,16.71
|
||||
2021-07-22,17.61,16.09,16.71,17.58
|
||||
2021-07-23,18.69,16.94,17.58,18.59
|
||||
2021-07-24,18.95,18.06,18.59,18.26
|
||||
2021-07-25,18.46,17.28,18.26,18.3
|
||||
2021-07-26,20.29,18.18,18.3,18.53
|
||||
2021-07-27,19.24,17.71,18.53,18.89
|
||||
2021-07-28,19.45,18.53,18.89,19.06
|
||||
2021-07-29,19.79,18.61,19.06,19.58
|
||||
2021-07-30,21.04,19.38,19.58,20.93
|
||||
2021-07-31,21.95,20.7,20.93,21.73
|
||||
2021-08-01,23.23,21.58,21.73,22.0
|
||||
2021-08-02,23.09,21.4,22.0,22.38
|
||||
2021-08-03,22.73,20.69,22.38,21.32
|
||||
2021-08-04,23.72,20.78,21.32,23.53
|
||||
2021-08-05,25.55,22.12,23.53,25.44
|
||||
2021-08-06,26.94,24.54,25.44,26.17
|
||||
2021-08-07,28.99,25.82,26.17,28.31
|
||||
2021-08-08,28.68,25.97,28.31,26.71
|
||||
2021-08-09,28.75,25.39,26.71,28.36
|
||||
2021-08-10,30.2,28.18,28.36,28.76
|
||||
2021-08-11,30.4,28.73,28.76,28.96
|
||||
2021-08-12,29.02,26.88,29.02,28.08
|
||||
2021-08-13,30.6,27.86,28.08,30.5
|
||||
2021-08-14,30.66,28.77,30.5,30.14
|
||||
2021-08-15,30.47,28.31,30.14,30.28
|
||||
2021-08-16,31.25,29.01,30.28,29.07
|
||||
2021-08-17,30.8,25.91,29.07,26.41
|
||||
2021-08-18,27.35,25.51,26.41,26.27
|
||||
2021-08-19,27.98,25.31,26.27,27.96
|
||||
2021-08-20,29.2,27.55,27.96,28.88
|
||||
2021-08-21,29.75,28.22,28.88,28.27
|
||||
2021-08-22,29.2,27.22,28.27,28.43
|
||||
2021-08-23,29.62,28.37,28.43,28.8
|
||||
2021-08-24,29.23,26.56,28.8,26.62
|
||||
2021-08-25,27.44,25.71,26.62,27.06
|
||||
2021-08-26,27.65,25.11,27.06,25.52
|
||||
2021-08-27,27.5,25.06,25.52,27.44
|
||||
2021-08-28,27.62,26.66,27.44,26.85
|
||||
2021-08-29,27.69,26.2,26.85,26.82
|
||||
2021-08-30,28.21,25.58,26.82,26.83
|
||||
2021-08-31,29.73,26.2,26.83,29.38
|
||||
2021-09-01,31.37,28.71,29.38,31.34
|
||||
2021-09-02,31.41,29.54,31.34,29.92
|
||||
2021-09-03,31.19,28.33,29.92,28.65
|
||||
2021-09-04,29.44,28.23,28.65,28.56
|
||||
2021-09-05,29.49,28.34,28.56,29.36
|
||||
2021-09-06,30.28,28.7,29.36,28.84
|
||||
2021-09-07,29.32,21.22,28.84,24.27
|
||||
2021-09-08,24.96,21.41,24.27,23.14
|
||||
2021-09-09,24.71,22.74,23.14,23.32
|
||||
2021-09-10,24.25,21.44,23.32,22.3
|
||||
2021-09-11,23.87,22.25,22.3,22.72
|
||||
2021-09-12,24.26,22.16,22.72,23.73
|
||||
2021-09-13,24.04,21.43,23.73,22.66
|
||||
2021-09-14,25.9,22.49,22.66,25.66
|
||||
2021-09-15,27.47,24.7,25.66,27.47
|
||||
2021-09-16,27.59,25.43,27.47,26.24
|
||||
2021-09-17,26.37,24.02,26.24,24.3
|
||||
2021-09-18,25.18,23.95,24.3,24.53
|
||||
2021-09-19,24.63,23.52,24.53,23.88
|
||||
2021-09-20,23.97,20.56,23.88,20.89
|
||||
2021-09-21,21.62,18.49,20.89,19.05
|
||||
2021-09-22,21.65,18.86,19.05,21.62
|
||||
2021-09-23,21.84,20.91,21.62,21.52
|
||||
2021-09-24,21.64,18.23,21.52,19.66
|
||||
2021-09-25,20.11,18.98,19.66,19.49
|
||||
2021-09-26,24.71,17.78,19.49,24.09
|
||||
2021-09-27,26.0,22.27,24.09,22.39
|
||||
2021-09-28,24.97,22.21,22.39,23.07
|
||||
2021-09-29,24.27,22.36,23.07,23.01
|
||||
2021-09-30,23.94,22.63,23.01,23.52
|
||||
2021-10-01,25.76,23.49,23.52,25.63
|
||||
2021-10-02,27.21,25.37,25.63,26.13
|
||||
2021-10-03,26.63,25.71,26.13,26.03
|
||||
2021-10-04,26.01,24.38,26.03,25.33
|
||||
2021-10-05,25.9,24.64,25.33,25.66
|
||||
2021-10-06,26.01,23.84,25.66,25.25
|
||||
2021-10-07,26.29,24.52,25.25,25.52
|
||||
2021-10-08,26.09,24.64,25.52,24.76
|
||||
2021-10-09,25.66,24.55,24.76,25.13
|
||||
2021-10-10,25.99,24.11,25.13,24.17
|
||||
2021-10-11,25.06,23.56,24.17,24.16
|
||||
2021-10-12,24.16,22.31,24.16,23.46
|
||||
2021-10-13,25.53,23.25,23.46,24.68
|
||||
2021-10-14,26.55,24.53,24.68,26.43
|
||||
2021-10-15,26.84,25.48,26.43,25.89
|
||||
2021-10-16,27.93,25.75,25.89,27.06
|
||||
2021-10-17,27.13,25.25,27.06,25.91
|
||||
2021-10-18,26.24,24.93,25.91,25.65
|
||||
2021-10-19,26.3,25.29,25.65,26.02
|
||||
2021-10-20,27.13,25.55,26.02,27.13
|
||||
2021-10-21,27.74,25.85,27.13,26.1
|
||||
2021-10-22,26.85,25.34,26.1,25.64
|
||||
2021-10-23,26.88,25.31,25.64,26.84
|
||||
2021-10-24,27.23,25.38,26.84,25.79
|
||||
2021-10-25,26.75,25.7,25.79,26.75
|
||||
2021-10-26,28.27,26.14,26.75,26.55
|
||||
2021-10-27,28.28,24.13,26.55,24.16
|
||||
2021-10-28,25.34,23.95,24.16,24.89
|
||||
2021-10-29,25.8,24.68,24.89,25.44
|
||||
2021-10-30,25.56,24.47,25.44,24.9
|
||||
2021-10-31,25.3,24.05,24.9,25.0
|
||||
2021-11-01,26.49,24.18,25.0,25.65
|
||||
2021-11-02,26.33,25.18,25.65,26.2
|
||||
2021-11-03,27.05,25.4,26.2,26.83
|
||||
2021-11-04,27.47,25.28,26.83,25.77
|
||||
2021-11-05,26.11,25.3,25.77,25.61
|
||||
2021-11-06,25.81,24.49,25.61,25.18
|
||||
2021-11-07,25.52,24.99,25.18,25.34
|
||||
2021-11-08,26.36,25.21,25.34,26.25
|
||||
2021-11-09,27.73,26.13,26.25,26.36
|
||||
2021-11-10,28.47,24.24,26.36,25.28
|
||||
2021-11-11,26.11,24.92,25.28,25.39
|
||||
2021-11-12,25.69,23.92,25.39,24.57
|
||||
2021-11-13,24.81,24.17,24.57,24.65
|
||||
2021-11-14,24.98,24.02,24.65,24.56
|
||||
2021-11-15,24.98,23.92,24.56,24.13
|
||||
2020-09-17,8.303,7.51,9.112,7.81
|
||||
2020-09-18,4.165,3.853,7.81,4.011
|
||||
2020-09-19,4.883,4.658,4.011,4.754
|
||||
2020-09-20,5.23,4.812,4.754,5.048
|
||||
2020-09-21,6.275,5.209,5.048,5.421
|
||||
2020-09-22,6.284,5.818,5.421,6.156
|
||||
2020-09-23,5.606,5.175,6.156,5.251
|
||||
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
|
||||
2020-10-09,8.433,8.117,8.263,8.386
|
||||
2020-10-10,8.872,8.512,8.386,8.612
|
||||
2020-10-11,8.54,8.293,8.612,8.481
|
||||
2020-10-12,8.994,8.217,8.481,8.879
|
||||
2020-10-13,9.481,9.004,8.879,9.159
|
||||
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
|
||||
2020-10-17,9.987,9.693,9.862,9.879
|
||||
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
|
||||
2020-10-21,10.36,9.758,10.08,10.14
|
||||
2020-10-22,10.3,9.763,10.14,10.09
|
||||
2020-10-23,10.36,9.983,10.09,10.18
|
||||
2020-10-24,10.51,10.35,10.18,10.43
|
||||
2020-10-25,11.18,10.78,10.43,10.88
|
||||
2020-10-26,11.59,11.05,10.88,11.45
|
||||
2020-10-27,11.52,11.0,11.45,11.23
|
||||
2020-10-28,11.98,11.18,11.23,11.39
|
||||
2020-10-29,11.96,11.59,11.39,11.74
|
||||
2020-10-30,12.52,11.39,11.74,11.79
|
||||
2020-10-31,12.75,12.42,11.79,12.6
|
||||
2020-11-01,12.07,11.78,12.6,12.0
|
||||
2020-11-02,13.02,12.34,12.0,12.34
|
||||
2020-11-03,12.94,12.02,12.34,12.51
|
||||
2020-11-04,13.87,13.33,12.51,13.85
|
||||
2020-11-05,12.74,12.18,13.85,12.65
|
||||
2020-11-06,11.46,10.76,12.65,11.28
|
||||
2020-11-07,12.04,10.89,11.28,11.18
|
||||
2020-11-08,10.01,9.578,11.18,9.909
|
||||
2020-11-09,10.81,10.21,9.909,10.47
|
||||
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
|
||||
2020-12-20,9.484,8.661,8.4,9.11
|
||||
2020-12-21,10.14,8.969,9.11,9.148
|
||||
2020-12-22,9.054,8.165,9.148,8.985
|
||||
2020-12-23,10.42,9.063,8.985,9.432
|
||||
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
|
||||
2021-01-01,8.226,7.806,7.243,7.964
|
||||
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
|
||||
2021-02-10,7.097,5.184,5.515,6.226
|
||||
2021-02-11,6.18,5.488,6.226,5.767
|
||||
2021-02-12,6.234,5.34,5.767,6.027
|
||||
2021-02-13,6.362,5.742,6.027,6.122
|
||||
2021-02-14,6.664,6.163,6.122,6.517
|
||||
2021-02-15,6.94,5.887,6.517,6.461
|
||||
2021-02-16,6.518,6.153,6.461,6.354
|
||||
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
|
||||
2021-02-25,11.31,9.887,10.07,9.888
|
||||
2021-02-26,10.36,9.054,9.888,9.61
|
||||
2021-02-27,10.1,9.305,9.61,9.577
|
||||
2021-02-28,10.33,8.784,9.577,9.462
|
||||
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
|
||||
2021-03-04,8.845,7.981,9.489,8.127
|
||||
2021-03-05,8.207,7.623,8.127,7.97
|
||||
2021-03-06,8.154,7.687,7.97,7.937
|
||||
2021-03-07,7.118,6.565,7.937,7.002
|
||||
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
|
||||
2021-03-19,8.085,7.665,8.7,7.917
|
||||
2021-03-20,8.57,8.157,7.917,8.249
|
||||
2021-03-21,8.144,7.809,8.249,8.045
|
||||
2021-03-22,8.439,7.707,8.045,7.766
|
||||
2021-03-23,8.477,8.119,7.766,8.239
|
||||
2021-03-24,9.817,8.786,8.239,9.084
|
||||
2021-03-25,9.433,8.499,9.084,8.831
|
||||
2021-03-26,8.824,8.085,8.831,8.821
|
||||
2021-03-27,9.797,8.858,8.821,9.557
|
||||
2021-03-28,10.1,9.369,9.557,9.641
|
||||
2021-03-29,9.578,9.113,9.641,9.482
|
||||
2021-03-30,10.91,9.503,9.482,10.9
|
||||
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
|
||||
2021-11-16,29.32,25.93,26.4,28.01
|
||||
|
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@@ -1008,3 +1008,4 @@ time,open,high,low,close,volume
|
||||
2021-11-10,173.67,174.65,172.11,173.15,11461779.0
|
||||
2021-11-11,173.98,174.27,173.74,174.12,5959640.0
|
||||
2021-11-12,173.51,174.67,173.4,174.45,7638200.0
|
||||
2021-11-15,174.1,174.59,173.69,174.18,5630808.0
|
||||
|
||||
|
@@ -1008,3 +1008,4 @@ time,open,high,low,close,volume
|
||||
2021-11-10,115.54,115.57,114.54,114.75,19425106.0
|
||||
2021-11-11,114.75,114.8,114.38,114.38,3746050.0
|
||||
2021-11-12,114.8,114.94,114.52,114.62,10443929.0
|
||||
2021-11-15,114.55,114.5786,114.13,114.17,8021394.0
|
||||
|
||||
|
-1502
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+1502
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+1502
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+453
-453
@@ -1,5 +1,4 @@
|
||||
time,high,low,open,close
|
||||
2017-10-07,0.0,0.0,0.0,0.0
|
||||
2017-10-08,0.0,0.0,0.0,0.0
|
||||
2017-10-09,0.0,0.0,0.0,0.0
|
||||
2017-10-10,0.0,0.0,0.0,0.0
|
||||
@@ -1048,455 +1047,456 @@ time,high,low,open,close
|
||||
2020-08-18,0.0,0.0,0.0,0.0
|
||||
2020-08-19,0.0,0.0,0.0,0.0
|
||||
2020-08-20,0.0,0.0,0.0,0.0
|
||||
2020-08-21,3.218,2.848,2.869,2.848
|
||||
2020-08-22,4.524,2.8,2.848,4.512
|
||||
2020-08-23,4.512,3.73,4.512,4.053
|
||||
2020-08-24,4.807,3.85,4.053,4.562
|
||||
2020-08-25,5.775,4.533,4.562,5.566
|
||||
2020-08-26,6.553,5.125,5.566,6.093
|
||||
2020-08-27,6.797,5.245,6.093,5.656
|
||||
2020-08-28,6.35,5.52,5.656,6.17
|
||||
2020-08-29,6.566,6.02,6.17,6.148
|
||||
2020-08-30,6.218,5.269,6.148,5.86
|
||||
2020-08-31,6.477,5.759,5.86,6.293
|
||||
2020-09-01,6.861,6.144,6.293,6.255
|
||||
2020-09-02,6.44,5.599,6.255,6.128
|
||||
2020-09-03,6.366,5.605,6.128,5.717
|
||||
2020-09-04,5.984,4.571,5.717,5.127
|
||||
2020-09-05,5.304,3.576,5.127,4.136
|
||||
2020-09-06,4.91,3.742,4.136,4.784
|
||||
2020-09-07,4.825,4.022,4.784,4.59
|
||||
2020-09-08,4.623,4.119,4.59,4.272
|
||||
2020-09-09,4.791,4.139,4.272,4.697
|
||||
2020-09-10,4.892,4.447,4.697,4.582
|
||||
2020-09-11,4.732,4.323,4.582,4.653
|
||||
2020-09-12,5.299,4.506,4.653,5.157
|
||||
2020-09-13,5.479,4.788,5.157,5.311
|
||||
2020-09-14,5.609,5.089,5.311,5.362
|
||||
2020-09-15,5.445,5.056,5.362,5.059
|
||||
2020-09-16,5.281,4.969,5.059,5.074
|
||||
2020-09-17,5.421,5.054,5.074,5.348
|
||||
2020-09-18,5.453,5.104,5.348,5.254
|
||||
2020-09-19,5.255,4.81,5.254,4.932
|
||||
2020-09-20,4.975,4.413,4.932,4.679
|
||||
2020-09-21,4.702,3.937,4.679,4.062
|
||||
2020-09-22,4.213,3.903,4.062,4.171
|
||||
2020-09-23,4.323,3.946,4.171,4.003
|
||||
2020-09-24,4.473,3.969,4.003,4.391
|
||||
2020-09-25,4.536,4.249,4.391,4.424
|
||||
2020-09-26,4.468,4.225,4.424,4.334
|
||||
2020-09-27,4.365,4.127,4.334,4.301
|
||||
2020-09-28,4.585,4.256,4.301,4.405
|
||||
2020-09-29,4.6,4.354,4.405,4.495
|
||||
2020-09-30,4.495,4.25,4.495,4.35
|
||||
2020-10-01,4.582,4.239,4.35,4.35
|
||||
2020-10-02,4.359,3.907,4.35,4.121
|
||||
2020-10-03,4.13,4.036,4.121,4.07
|
||||
2020-10-04,4.194,4.021,4.07,4.18
|
||||
2020-10-05,4.242,4.111,4.18,4.166
|
||||
2020-10-06,4.182,3.605,4.166,3.753
|
||||
2020-10-07,3.884,3.601,3.753,3.859
|
||||
2020-10-08,4.171,3.648,3.859,4.122
|
||||
2020-10-09,4.349,4.015,4.122,4.263
|
||||
2020-10-10,4.483,4.236,4.263,4.246
|
||||
2020-10-11,4.331,4.171,4.246,4.249
|
||||
2020-10-12,4.448,4.188,4.249,4.31
|
||||
2020-10-13,4.346,4.13,4.31,4.256
|
||||
2020-10-14,4.372,4.077,4.256,4.197
|
||||
2020-10-15,4.197,4.022,4.197,4.097
|
||||
2020-10-16,4.152,3.824,4.097,3.914
|
||||
2020-10-17,3.984,3.869,3.914,3.969
|
||||
2020-10-18,4.122,3.959,3.969,4.111
|
||||
2020-10-19,4.117,3.96,4.111,3.989
|
||||
2020-10-20,4.145,3.869,3.989,3.914
|
||||
2020-10-21,4.249,3.901,3.914,4.143
|
||||
2020-10-22,4.337,4.128,4.143,4.27
|
||||
2020-10-23,4.478,4.192,4.27,4.266
|
||||
2020-10-24,4.432,4.24,4.266,4.36
|
||||
2020-10-25,4.446,4.261,4.36,4.332
|
||||
2020-10-26,4.749,4.293,4.332,4.707
|
||||
2020-10-27,4.937,4.655,4.707,4.68
|
||||
2020-10-28,4.768,4.258,4.68,4.367
|
||||
2020-10-29,4.398,3.899,4.367,4.057
|
||||
2020-10-30,4.158,3.921,4.057,4.086
|
||||
2020-10-31,4.272,4.067,4.086,4.183
|
||||
2020-11-01,4.222,4.113,4.183,4.222
|
||||
2020-11-02,4.264,3.97,4.222,4.037
|
||||
2020-11-03,4.066,3.898,4.037,4.029
|
||||
2020-11-04,4.15,3.9,4.029,4.102
|
||||
2020-11-05,4.301,4.027,4.102,4.23
|
||||
2020-11-06,4.644,4.213,4.23,4.584
|
||||
2020-11-07,4.858,4.103,4.584,4.239
|
||||
2020-11-08,4.431,4.143,4.239,4.375
|
||||
2020-11-09,4.456,4.253,4.375,4.34
|
||||
2020-11-10,4.499,4.307,4.34,4.42
|
||||
2020-11-11,4.627,4.42,4.42,4.454
|
||||
2020-11-12,4.472,4.326,4.454,4.409
|
||||
2020-11-13,4.59,4.383,4.409,4.545
|
||||
2020-11-14,4.547,4.364,4.545,4.47
|
||||
2020-11-15,4.499,4.312,4.47,4.371
|
||||
2020-11-16,4.591,4.348,4.371,4.489
|
||||
2020-11-17,4.933,4.489,4.489,4.855
|
||||
2020-11-18,4.947,4.525,4.855,4.688
|
||||
2020-11-19,4.85,4.548,4.688,4.757
|
||||
2020-11-20,5.476,4.753,4.757,5.238
|
||||
2020-11-21,5.82,5.139,5.238,5.781
|
||||
2020-11-22,5.838,5.211,5.781,5.515
|
||||
2020-11-23,5.949,5.425,5.515,5.914
|
||||
2020-11-24,6.086,5.605,5.914,5.734
|
||||
2020-11-25,5.838,5.125,5.734,5.31
|
||||
2020-11-26,5.378,4.452,5.31,4.808
|
||||
2020-11-27,5.073,4.516,4.808,4.815
|
||||
2020-11-28,4.954,4.678,4.815,4.903
|
||||
2020-11-29,5.204,4.814,4.903,5.191
|
||||
2020-11-30,5.447,5.142,5.191,5.377
|
||||
2020-12-01,5.539,4.994,5.377,5.091
|
||||
2020-12-02,5.55,5.011,5.091,5.465
|
||||
2020-12-03,5.574,5.333,5.465,5.407
|
||||
2020-12-04,5.433,4.965,5.407,5.025
|
||||
2020-12-05,5.191,4.885,5.025,5.188
|
||||
2020-12-06,5.201,5.011,5.188,5.135
|
||||
2020-12-07,5.152,5.015,5.135,5.059
|
||||
2020-12-08,5.069,4.704,5.059,4.734
|
||||
2020-12-09,4.939,4.623,4.734,4.876
|
||||
2020-12-10,4.911,4.751,4.876,4.802
|
||||
2020-12-11,4.802,4.547,4.802,4.617
|
||||
2020-12-12,4.797,4.617,4.617,4.735
|
||||
2020-12-13,5.842,4.735,4.735,4.885
|
||||
2020-12-14,5.011,4.836,4.885,4.897
|
||||
2020-12-15,5.293,4.849,4.897,5.25
|
||||
2020-12-16,5.373,5.127,5.25,5.369
|
||||
2020-12-17,5.738,5.271,5.369,5.346
|
||||
2020-12-18,5.577,5.253,5.346,5.363
|
||||
2020-12-19,5.573,5.29,5.363,5.343
|
||||
2020-12-20,5.437,5.074,5.343,5.19
|
||||
2020-12-21,5.439,4.781,5.19,4.879
|
||||
2020-12-22,5.171,4.802,4.879,5.155
|
||||
2020-12-23,5.187,4.595,5.155,4.72
|
||||
2020-12-24,5.197,4.642,4.72,5.131
|
||||
2020-12-25,5.272,5.045,5.131,5.217
|
||||
2020-12-26,5.282,5.087,5.217,5.187
|
||||
2020-12-27,5.41,4.925,5.187,5.143
|
||||
2020-12-28,6.677,5.112,5.143,6.586
|
||||
2020-12-29,7.678,6.177,6.586,7.534
|
||||
2020-12-30,7.661,7.054,7.534,7.236
|
||||
2020-12-31,9.517,7.154,7.236,9.268
|
||||
2021-01-01,9.435,8.103,9.268,8.294
|
||||
2021-01-02,9.831,7.918,8.294,9.218
|
||||
2021-01-03,10.5,8.854,9.218,10.15
|
||||
2021-01-04,10.53,8.722,10.15,9.513
|
||||
2021-01-05,10.08,9.04,9.513,9.743
|
||||
2021-01-06,10.45,9.478,9.743,10.1
|
||||
2021-01-07,10.69,9.433,10.1,9.657
|
||||
2021-01-08,9.821,8.809,9.657,9.309
|
||||
2021-01-09,9.84,8.924,9.309,9.774
|
||||
2021-01-10,10.0,8.631,9.774,9.307
|
||||
2021-01-11,9.32,7.194,9.307,8.295
|
||||
2021-01-12,8.716,7.927,8.295,8.303
|
||||
2021-01-13,11.61,7.974,8.303,10.94
|
||||
2021-01-14,14.65,10.89,10.94,14.47
|
||||
2021-01-15,14.92,11.78,14.47,13.2
|
||||
2021-01-16,19.43,13.18,13.2,18.0
|
||||
2021-01-17,18.39,16.32,18.0,17.1
|
||||
2021-01-18,18.19,12.59,17.1,16.58
|
||||
2021-01-19,17.5,15.93,16.58,16.42
|
||||
2021-01-20,18.21,14.77,16.42,18.0
|
||||
2021-01-21,18.14,14.98,18.0,15.95
|
||||
2021-01-22,18.04,14.79,15.95,17.22
|
||||
2021-01-23,18.79,16.84,17.22,18.75
|
||||
2021-01-24,18.75,17.31,18.75,17.99
|
||||
2021-01-25,19.11,17.08,17.99,17.23
|
||||
2021-01-26,17.79,16.03,17.23,17.13
|
||||
2021-01-27,17.13,15.06,17.13,15.51
|
||||
2021-01-28,17.49,15.29,15.51,16.9
|
||||
2021-01-29,17.78,16.01,16.9,16.82
|
||||
2021-01-30,17.08,16.15,16.82,16.56
|
||||
2021-01-31,17.51,15.68,16.56,16.13
|
||||
2021-02-01,16.56,15.68,16.13,16.46
|
||||
2021-02-02,17.61,16.06,16.46,17.18
|
||||
2021-02-03,20.96,16.78,17.18,20.89
|
||||
2021-02-04,21.72,19.0,20.89,19.72
|
||||
2021-02-05,21.4,19.39,19.72,20.87
|
||||
2021-02-06,21.4,19.87,20.87,20.4
|
||||
2021-02-07,20.82,18.34,20.4,19.8
|
||||
2021-02-08,23.71,19.22,19.8,23.02
|
||||
2021-02-09,24.13,22.28,23.02,23.12
|
||||
2021-02-10,24.84,22.06,23.12,23.6
|
||||
2021-02-11,25.72,23.27,23.6,25.02
|
||||
2021-02-12,29.76,24.54,25.02,28.69
|
||||
2021-02-13,30.23,27.29,28.69,27.98
|
||||
2021-02-14,29.4,26.47,27.98,26.93
|
||||
2021-02-15,29.55,23.42,26.93,27.84
|
||||
2021-02-16,30.98,26.85,27.84,30.06
|
||||
2021-02-17,32.4,29.65,30.06,32.0
|
||||
2021-02-18,32.61,30.6,32.0,31.05
|
||||
2021-02-19,35.0,29.56,31.05,34.81
|
||||
2021-02-20,42.2,34.71,34.81,38.99
|
||||
2021-02-21,40.54,38.07,38.99,39.58
|
||||
2021-02-22,39.75,19.81,39.58,37.64
|
||||
2021-02-23,37.76,26.54,37.64,34.59
|
||||
2021-02-24,36.88,31.91,34.59,33.7
|
||||
2021-02-25,35.27,30.9,33.7,31.19
|
||||
2021-02-26,33.58,28.01,31.19,31.44
|
||||
2021-02-27,35.65,31.37,31.44,33.49
|
||||
2021-02-28,34.65,29.78,33.49,33.82
|
||||
2021-03-01,35.69,33.11,33.82,35.68
|
||||
2021-03-02,37.9,34.43,35.68,36.2
|
||||
2021-03-03,38.69,36.19,36.2,37.06
|
||||
2021-03-04,38.41,34.35,37.06,35.29
|
||||
2021-03-05,35.29,31.44,35.29,33.63
|
||||
2021-03-06,34.19,32.07,33.63,33.38
|
||||
2021-03-07,35.32,33.38,33.38,35.11
|
||||
2021-03-08,35.56,33.5,35.11,34.99
|
||||
2021-03-09,38.9,34.56,34.99,38.23
|
||||
2021-03-10,39.53,36.32,38.23,37.6
|
||||
2021-03-11,38.07,35.93,37.6,36.91
|
||||
2021-03-12,37.47,34.46,36.91,35.99
|
||||
2021-03-13,38.23,34.73,35.99,37.15
|
||||
2021-03-14,37.96,36.29,37.15,36.49
|
||||
2021-03-15,35.65,33.89,36.47,34.3
|
||||
2021-03-16,36.04,34.27,34.3,35.41
|
||||
2021-03-17,38.52,35.96,35.41,36.13
|
||||
2021-03-18,36.15,35.19,36.13,35.34
|
||||
2021-03-19,38.87,34.62,35.35,38.18
|
||||
2021-03-20,40.03,37.19,38.18,37.25
|
||||
2021-03-21,37.84,36.41,37.24,36.7
|
||||
2021-03-22,35.73,34.23,36.7,35.24
|
||||
2021-03-23,36.25,33.79,35.26,34.22
|
||||
2021-03-24,36.1,28.42,34.22,30.27
|
||||
2021-03-25,31.23,28.39,30.27,29.84
|
||||
2021-03-26,33.37,29.83,29.84,33.18
|
||||
2021-03-27,33.49,31.13,33.18,32.64
|
||||
2021-03-28,33.2,31.24,32.64,32.24
|
||||
2021-03-29,34.92,31.71,32.24,34.37
|
||||
2021-03-30,35.12,33.69,34.35,34.02
|
||||
2021-03-31,38.23,33.31,33.97,37.06
|
||||
2021-04-01,38.96,36.05,37.06,37.44
|
||||
2021-04-02,41.33,36.64,37.44,40.99
|
||||
2021-04-03,46.7,40.91,40.99,41.35
|
||||
2021-04-04,45.07,40.7,41.35,44.31
|
||||
2021-04-05,45.84,41.85,44.31,45.82
|
||||
2021-04-06,46.24,41.65,45.82,43.31
|
||||
2021-04-07,43.46,37.79,43.31,39.56
|
||||
2021-04-08,41.6,39.26,39.56,41.35
|
||||
2021-04-09,41.95,40.23,41.35,40.77
|
||||
2021-04-10,42.32,40.57,40.77,41.6
|
||||
2021-04-11,41.85,40.01,41.59,41.32
|
||||
2021-04-12,41.27,39.52,41.3,40.47
|
||||
2021-04-13,43.46,40.91,40.47,42.95
|
||||
2021-04-14,43.98,40.47,42.95,42.5
|
||||
2021-04-15,44.37,41.37,42.49,43.48
|
||||
2021-04-16,43.08,40.86,43.47,41.46
|
||||
2021-04-17,48.3,41.42,41.43,42.15
|
||||
2021-04-18,42.66,32.19,42.15,37.41
|
||||
2021-04-19,38.73,34.02,37.41,34.8
|
||||
2021-04-20,35.77,31.6,34.8,35.48
|
||||
2021-04-21,36.33,33.1,35.48,33.79
|
||||
2021-04-22,36.74,32.42,33.79,32.98
|
||||
2021-04-23,33.45,26.59,32.98,32.26
|
||||
2021-04-24,32.39,28.59,32.26,29.06
|
||||
2021-04-25,31.26,28.14,29.06,29.83
|
||||
2021-04-26,33.49,29.81,29.83,33.43
|
||||
2021-04-27,34.98,33.22,33.43,34.84
|
||||
2021-04-28,35.37,32.59,34.84,34.0
|
||||
2021-04-29,35.97,33.02,34.0,35.97
|
||||
2021-04-30,36.8,35.11,35.97,36.54
|
||||
2021-05-01,37.37,35.84,36.54,36.93
|
||||
2021-05-02,37.18,35.55,36.93,36.66
|
||||
2021-05-03,38.3,36.64,36.66,37.27
|
||||
2021-05-04,37.93,34.51,37.27,34.8
|
||||
2021-05-05,40.76,34.58,34.8,40.45
|
||||
2021-05-06,43.88,38.09,40.45,41.57
|
||||
2021-05-07,42.67,38.42,41.57,39.91
|
||||
2021-05-08,41.36,38.76,39.91,39.96
|
||||
2021-05-09,40.54,38.2,39.91,40.35
|
||||
2021-05-10,41.85,32.61,40.35,36.54
|
||||
2021-05-11,38.73,35.61,36.54,38.72
|
||||
2021-05-12,42.44,33.97,38.72,34.52
|
||||
2021-05-13,41.89,33.09,34.52,40.04
|
||||
2021-05-14,48.08,39.51,40.04,48.06
|
||||
2021-05-15,49.72,42.84,48.06,43.55
|
||||
2021-05-16,46.68,39.34,43.55,42.5
|
||||
2021-05-17,39.85,36.98,42.54,38.7
|
||||
2021-05-18,42.29,37.61,38.7,40.62
|
||||
2021-05-19,41.37,20.01,40.64,25.08
|
||||
2021-05-20,31.3,21.22,25.08,29.03
|
||||
2021-05-21,31.01,20.05,29.03,24.46
|
||||
2021-05-22,24.63,20.42,24.46,22.08
|
||||
2021-05-23,23.46,13.88,22.08,17.94
|
||||
2021-05-24,23.49,17.15,17.94,23.25
|
||||
2021-05-25,24.21,19.67,23.25,22.18
|
||||
2021-05-26,24.76,21.68,22.18,24.55
|
||||
2021-05-27,24.94,21.82,24.55,23.9
|
||||
2021-05-28,26.19,20.11,23.9,21.38
|
||||
2021-05-29,22.27,18.81,21.38,19.85
|
||||
2021-05-30,21.29,18.48,19.85,20.46
|
||||
2021-05-31,23.43,19.12,20.46,23.33
|
||||
2021-06-01,23.53,21.73,23.33,22.82
|
||||
2021-06-02,26.84,22.68,22.82,25.95
|
||||
2021-06-03,28.62,25.7,25.95,26.97
|
||||
2021-06-04,27.0,23.64,26.97,25.03
|
||||
2021-06-05,26.39,22.97,25.03,23.79
|
||||
2021-06-06,24.47,23.59,23.79,24.14
|
||||
2021-06-07,25.28,21.29,24.14,21.69
|
||||
2021-06-08,22.28,19.63,21.69,21.69
|
||||
2021-06-09,23.43,20.41,21.69,23.2
|
||||
2021-06-10,24.56,22.1,23.2,22.67
|
||||
2021-06-11,23.19,20.52,22.67,20.96
|
||||
2021-06-12,21.24,19.57,20.96,20.76
|
||||
2021-06-13,22.39,19.94,20.76,22.07
|
||||
2021-06-14,26.04,21.25,22.07,25.87
|
||||
2021-06-15,25.99,23.56,25.87,23.97
|
||||
2021-06-16,24.55,22.53,23.97,23.02
|
||||
2021-06-17,23.98,22.01,23.02,22.48
|
||||
2021-06-18,22.56,20.24,22.48,21.38
|
||||
2021-06-19,21.62,20.23,21.38,20.25
|
||||
2021-06-20,20.99,18.92,20.25,20.63
|
||||
2021-06-21,20.78,15.3,20.63,15.74
|
||||
2021-06-22,16.95,13.04,15.74,14.65
|
||||
2021-06-23,16.8,14.31,14.65,15.8
|
||||
2021-06-24,16.65,14.75,15.8,16.22
|
||||
2021-06-25,16.71,14.42,16.22,14.44
|
||||
2021-06-26,14.96,13.65,14.44,14.52
|
||||
2021-06-27,15.01,14.07,14.52,15.0
|
||||
2021-06-28,16.01,14.63,15.0,15.77
|
||||
2021-06-29,17.05,15.75,15.77,16.26
|
||||
2021-06-30,16.61,15.11,16.26,16.38
|
||||
2021-07-01,16.4,14.87,16.38,15.21
|
||||
2021-07-02,15.45,14.65,15.21,15.31
|
||||
2021-07-03,15.74,15.04,15.31,15.52
|
||||
2021-07-04,16.57,15.18,15.52,15.99
|
||||
2021-07-05,15.99,14.77,15.99,15.24
|
||||
2021-07-06,16.18,15.2,15.24,16.13
|
||||
2021-07-07,17.66,16.11,16.13,16.86
|
||||
2021-07-08,16.88,15.01,16.86,15.32
|
||||
2021-07-09,15.89,14.84,15.32,15.68
|
||||
2021-07-10,15.99,15.05,15.68,15.29
|
||||
2021-07-11,15.7,15.16,15.29,15.48
|
||||
2021-07-12,15.64,14.43,15.48,14.88
|
||||
2021-07-13,15.08,14.03,14.88,14.18
|
||||
2021-07-14,14.21,13.19,14.18,13.8
|
||||
2021-07-15,14.1,12.75,13.8,13.09
|
||||
2021-07-16,13.3,12.02,13.09,12.04
|
||||
2021-07-17,12.73,11.74,12.04,12.29
|
||||
2021-07-18,12.93,12.29,12.29,12.65
|
||||
2021-07-19,12.73,11.36,12.65,11.43
|
||||
2021-07-20,11.54,10.38,11.43,10.97
|
||||
2021-07-21,12.85,10.68,10.97,12.32
|
||||
2021-07-22,13.33,11.81,12.32,13.16
|
||||
2021-07-23,13.52,12.33,13.16,13.4
|
||||
2021-07-24,14.07,13.14,13.4,13.78
|
||||
2021-07-25,13.83,13.1,13.78,13.73
|
||||
2021-07-26,15.27,13.66,13.73,13.93
|
||||
2021-07-27,14.54,13.38,13.93,14.39
|
||||
2021-07-28,14.76,13.95,14.39,14.54
|
||||
2021-07-29,15.38,14.28,14.54,15.26
|
||||
2021-07-30,15.85,14.44,15.26,15.81
|
||||
2021-07-31,17.02,15.53,15.81,16.79
|
||||
2021-08-01,19.88,16.58,16.79,18.42
|
||||
2021-08-02,18.86,17.57,18.42,18.01
|
||||
2021-08-03,18.53,16.83,18.01,17.38
|
||||
2021-08-04,19.57,17.11,17.38,19.15
|
||||
2021-08-05,19.44,17.88,19.15,19.13
|
||||
2021-08-06,20.81,18.45,19.13,20.43
|
||||
2021-08-07,21.68,20.04,20.43,20.98
|
||||
2021-08-08,21.2,19.22,20.98,19.67
|
||||
2021-08-09,21.27,18.74,19.67,20.58
|
||||
2021-08-10,21.41,20.1,20.58,20.62
|
||||
2021-08-11,22.46,20.57,20.62,21.4
|
||||
2021-08-12,21.33,19.96,21.33,20.76
|
||||
2021-08-13,22.75,20.54,20.76,22.74
|
||||
2021-08-14,23.47,21.8,22.74,22.87
|
||||
2021-08-15,23.35,21.87,22.87,23.17
|
||||
2021-08-16,25.69,22.85,23.17,24.49
|
||||
2021-08-17,27.36,23.11,24.49,23.56
|
||||
2021-08-18,25.17,22.61,23.56,23.9
|
||||
2021-08-19,26.81,23.23,23.9,26.58
|
||||
2021-08-20,28.46,26.13,26.58,28.14
|
||||
2021-08-21,29.35,27.54,28.14,27.89
|
||||
2021-08-22,28.51,26.58,27.89,27.72
|
||||
2021-08-23,28.63,27.35,27.72,27.87
|
||||
2021-08-24,28.17,24.45,27.87,25.11
|
||||
2021-08-25,26.55,24.53,25.11,25.98
|
||||
2021-08-26,26.38,23.28,25.98,23.95
|
||||
2021-08-27,26.75,23.48,23.95,26.53
|
||||
2021-08-28,26.73,25.46,26.53,25.97
|
||||
2021-08-29,26.47,25.3,25.97,25.73
|
||||
2021-08-30,27.55,24.37,25.73,26.03
|
||||
2021-08-31,31.93,25.68,26.03,31.36
|
||||
2021-09-01,33.81,29.67,31.36,33.2
|
||||
2021-09-02,33.2,31.37,33.2,31.82
|
||||
2021-09-03,33.98,31.04,31.82,33.59
|
||||
2021-09-04,34.14,32.06,33.59,32.38
|
||||
2021-09-05,34.76,32.03,32.38,34.43
|
||||
2021-09-06,35.02,32.53,34.43,34.35
|
||||
2021-09-07,35.66,23.63,34.35,27.9
|
||||
2021-09-08,28.85,25.27,27.9,27.74
|
||||
2021-09-09,31.84,27.02,27.74,29.83
|
||||
2021-09-10,32.65,28.02,29.83,29.19
|
||||
2021-09-11,32.08,28.29,29.19,31.57
|
||||
2021-09-12,36.48,30.67,31.57,35.82
|
||||
2021-09-13,38.01,31.7,35.82,34.85
|
||||
2021-09-14,38.77,34.09,34.85,37.37
|
||||
2021-09-15,38.04,35.59,37.37,36.47
|
||||
2021-09-16,36.95,34.09,36.47,35.54
|
||||
2021-09-17,36.94,32.23,35.54,33.02
|
||||
2021-09-18,35.89,32.54,33.02,34.88
|
||||
2021-09-19,34.88,33.06,34.88,33.84
|
||||
2021-09-20,33.91,26.71,33.84,28.15
|
||||
2021-09-21,30.35,25.52,28.15,26.38
|
||||
2021-09-22,31.99,25.94,26.38,31.61
|
||||
2021-09-23,33.61,30.4,31.61,33.46
|
||||
2021-09-24,33.53,28.0,33.46,30.85
|
||||
2021-09-25,32.22,29.47,30.85,29.85
|
||||
2021-09-26,30.01,26.78,29.85,28.86
|
||||
2021-09-27,30.24,27.62,28.86,27.73
|
||||
2021-09-28,28.37,26.16,27.73,26.33
|
||||
2021-09-29,28.57,26.12,26.33,27.26
|
||||
2021-09-30,28.97,27.13,27.26,28.6
|
||||
2021-10-01,32.32,28.5,28.6,31.96
|
||||
2021-10-02,33.4,31.55,31.96,32.04
|
||||
2021-10-03,32.69,31.32,32.04,32.11
|
||||
2021-10-04,32.12,30.08,32.11,31.17
|
||||
2021-10-05,32.14,30.57,31.17,31.4
|
||||
2021-10-06,33.07,29.14,31.4,32.24
|
||||
2021-10-07,35.33,30.96,32.21,33.98
|
||||
2021-10-08,34.49,33.05,33.98,33.32
|
||||
2021-10-09,36.91,33.0,33.32,36.33
|
||||
2021-10-10,37.46,34.13,36.33,34.44
|
||||
2021-10-11,36.08,33.27,34.44,34.14
|
||||
2021-10-12,35.42,32.09,34.14,35.16
|
||||
2021-10-13,43.26,33.63,35.16,41.69
|
||||
2021-10-14,42.48,39.33,41.69,40.74
|
||||
2021-10-15,44.19,39.47,40.74,43.31
|
||||
2021-10-16,44.74,41.28,43.31,41.69
|
||||
2021-10-17,42.84,39.6,41.69,42.1
|
||||
2021-10-18,43.26,40.28,42.1,41.18
|
||||
2021-10-19,41.63,40.05,41.18,41.36
|
||||
2021-10-20,45.2,41.1,41.36,44.41
|
||||
2021-10-21,45.51,41.96,44.41,42.84
|
||||
2021-10-22,46.36,42.74,42.84,43.48
|
||||
2021-10-23,44.76,43.08,43.48,43.95
|
||||
2021-10-24,44.16,41.33,43.95,42.3
|
||||
2021-10-25,44.77,42.12,42.3,44.51
|
||||
2021-10-26,46.13,43.37,44.51,44.87
|
||||
2021-10-27,45.74,39.07,44.87,40.38
|
||||
2021-10-28,43.11,39.89,40.38,41.83
|
||||
2021-10-29,44.38,41.6,41.83,44.11
|
||||
2021-10-30,44.32,42.14,44.11,42.73
|
||||
2021-10-31,43.38,41.07,42.73,42.77
|
||||
2021-11-01,51.62,41.79,42.77,50.03
|
||||
2021-11-02,53.36,48.1,50.03,51.68
|
||||
2021-11-03,54.59,49.13,51.68,53.36
|
||||
2021-11-04,55.09,52.22,53.36,53.91
|
||||
2021-11-05,53.95,50.63,53.91,51.85
|
||||
2021-11-06,52.44,49.04,51.85,52.04
|
||||
2021-11-07,53.5,51.38,52.04,52.23
|
||||
2021-11-08,53.88,51.7,52.23,53.39
|
||||
2021-11-09,53.4,50.53,53.39,50.77
|
||||
2021-11-10,52.01,42.54,50.77,46.82
|
||||
2021-11-11,49.45,45.6,46.82,47.49
|
||||
2021-11-12,47.73,44.08,47.49,45.93
|
||||
2021-11-13,47.54,44.9,45.93,47.1
|
||||
2021-11-14,47.82,45.05,47.1,46.39
|
||||
2021-11-15,47.47,45.06,46.39,45.25
|
||||
2020-08-21,0.0,0.0,0.0,0.0
|
||||
2020-08-22,0.0,0.0,0.0,0.0
|
||||
2020-08-23,0.0,0.0,0.0,0.0
|
||||
2020-08-24,0.0,0.0,0.0,0.0
|
||||
2020-08-25,0.0,0.0,0.0,0.0
|
||||
2020-08-26,0.0,0.0,0.0,0.0
|
||||
2020-08-27,0.0,0.0,0.0,0.0
|
||||
2020-08-28,0.0,0.0,0.0,0.0
|
||||
2020-08-29,0.0,0.0,0.0,0.0
|
||||
2020-08-30,0.0,0.0,0.0,0.0
|
||||
2020-08-31,0.0,0.0,0.0,0.0
|
||||
2020-09-01,0.0,0.0,0.0,0.0
|
||||
2020-09-02,0.0,0.0,0.0,0.0
|
||||
2020-09-03,0.0,0.0,0.0,0.0
|
||||
2020-09-04,0.0,0.0,0.0,0.0
|
||||
2020-09-05,0.0,0.0,0.0,0.0
|
||||
2020-09-06,0.0,0.0,0.0,0.0
|
||||
2020-09-07,0.0,0.0,0.0,0.0
|
||||
2020-09-08,0.0,0.0,0.0,0.0
|
||||
2020-09-09,0.0,0.0,0.0,0.0
|
||||
2020-09-10,0.0,0.0,0.0,0.0
|
||||
2020-09-11,0.0,0.0,0.0,0.0
|
||||
2020-09-12,0.0,0.0,0.0,0.0
|
||||
2020-09-13,0.0,0.0,0.0,0.0
|
||||
2020-09-14,0.0,0.0,0.0,0.0
|
||||
2020-09-15,0.0,0.0,0.0,0.0
|
||||
2020-09-16,0.0,0.0,0.0,0.0
|
||||
2020-09-17,14.26,13.77,33530.77,14.11
|
||||
2020-09-18,7.109,6.978,14.11,7.047
|
||||
2020-09-19,8.598,8.462,7.047,8.48
|
||||
2020-09-20,9.193,8.928,8.48,8.995
|
||||
2020-09-21,10.67,10.01,8.995,10.18
|
||||
2020-09-22,11.44,11.12,10.18,11.39
|
||||
2020-09-23,10.13,9.858,11.39,9.901
|
||||
2020-09-24,8.898,8.71,9.901,8.735
|
||||
2020-09-25,9.483,9.013,8.735,9.357
|
||||
2020-09-26,9.559,9.343,9.357,9.457
|
||||
2020-09-27,9.602,9.36,9.457,9.504
|
||||
2020-09-28,10.86,10.61,9.504,10.66
|
||||
2020-09-29,10.55,10.39,10.66,10.41
|
||||
2020-09-30,11.21,10.9,10.41,11.12
|
||||
2020-10-01,11.16,10.71,11.12,10.9
|
||||
2020-10-02,11.95,11.39,10.9,11.53
|
||||
2020-10-03,11.74,11.46,11.53,11.65
|
||||
2020-10-04,12.61,12.33,11.65,12.54
|
||||
2020-10-05,14.25,13.86,12.54,13.96
|
||||
2020-10-06,17.54,16.73,13.96,16.95
|
||||
2020-10-07,15.83,15.37,16.95,15.72
|
||||
2020-10-08,14.26,14.06,15.72,14.1
|
||||
2020-10-09,14.18,14.01,14.1,14.11
|
||||
2020-10-10,15.11,14.66,14.11,14.82
|
||||
2020-10-11,15.17,14.59,14.82,15.01
|
||||
2020-10-12,14.91,14.59,15.01,14.64
|
||||
2020-10-13,14.96,14.71,14.64,14.89
|
||||
2020-10-14,16.31,15.93,14.89,16.0
|
||||
2020-10-15,16.46,16.01,16.0,16.08
|
||||
2020-10-16,16.07,15.14,16.08,15.62
|
||||
2020-10-17,15.62,15.25,15.62,15.33
|
||||
2020-10-18,14.62,14.47,15.33,14.5
|
||||
2020-10-19,15.32,15.13,14.5,15.14
|
||||
2020-10-20,17.15,16.24,15.14,16.4
|
||||
2020-10-21,18.44,17.03,16.4,18.05
|
||||
2020-10-22,18.76,17.67,18.05,17.88
|
||||
2020-10-23,18.79,17.76,17.88,18.39
|
||||
2020-10-24,20.33,18.99,18.39,20.14
|
||||
2020-10-25,21.66,20.53,20.14,21.2
|
||||
2020-10-26,21.82,20.7,21.2,20.95
|
||||
2020-10-27,21.55,20.36,20.95,20.61
|
||||
2020-10-28,21.95,20.77,20.61,20.94
|
||||
2020-10-29,22.54,21.44,20.94,21.62
|
||||
2020-10-30,23.19,22.24,21.62,22.39
|
||||
2020-10-31,24.74,24.11,22.39,24.6
|
||||
2020-11-01,23.5,22.91,24.6,23.4
|
||||
2020-11-02,24.72,23.78,23.4,23.89
|
||||
2020-11-03,26.24,24.59,23.89,25.25
|
||||
2020-11-04,28.65,27.58,25.25,28.39
|
||||
2020-11-05,28.14,26.6,28.39,26.93
|
||||
2020-11-06,24.71,22.95,26.93,24.68
|
||||
2020-11-07,24.88,23.46,24.68,23.83
|
||||
2020-11-08,21.69,21.11,23.83,21.26
|
||||
2020-11-09,22.68,21.93,21.26,22.12
|
||||
2020-11-10,19.3,18.81,22.12,18.85
|
||||
2020-11-11,20.87,20.09,18.85,20.25
|
||||
2020-11-12,20.83,20.02,20.25,20.53
|
||||
2020-11-13,17.39,15.68,20.53,17.1
|
||||
2020-11-14,17.11,16.55,17.1,16.75
|
||||
2020-11-15,16.61,16.05,16.75,16.2
|
||||
2020-11-16,20.82,18.3,16.2,20.71
|
||||
2020-11-17,20.92,19.14,20.71,20.0
|
||||
2020-11-18,22.34,20.32,20.0,21.23
|
||||
2020-11-19,22.04,19.43,21.23,21.77
|
||||
2020-11-20,22.69,21.03,21.77,21.39
|
||||
2020-11-21,22.82,21.17,21.39,22.69
|
||||
2020-11-22,23.4,22.28,22.69,22.45
|
||||
2020-11-23,21.39,19.72,22.45,21.3
|
||||
2020-11-24,23.78,21.37,21.3,21.95
|
||||
2020-11-25,24.03,21.59,21.95,22.22
|
||||
2020-11-26,22.24,19.79,22.22,20.69
|
||||
2020-11-27,21.86,20.55,20.69,20.9
|
||||
2020-11-28,21.51,20.53,20.9,21.0
|
||||
2020-11-29,22.69,20.88,21.0,22.23
|
||||
2020-11-30,23.62,21.73,22.23,23.21
|
||||
2020-12-01,25.47,22.9,23.21,23.99
|
||||
2020-12-02,22.94,21.86,23.99,22.57
|
||||
2020-12-03,23.42,22.66,22.57,22.93
|
||||
2020-12-04,24.37,22.26,22.93,22.62
|
||||
2020-12-05,22.87,22.06,22.62,22.59
|
||||
2020-12-06,23.42,22.59,22.59,22.91
|
||||
2020-12-07,23.0,21.85,22.91,22.2
|
||||
2020-12-08,24.52,22.84,22.2,23.27
|
||||
2020-12-09,23.35,22.63,23.27,23.1
|
||||
2020-12-10,23.57,22.89,23.1,23.07
|
||||
2020-12-11,24.98,24.09,23.07,24.38
|
||||
2020-12-12,24.8,24.07,24.38,24.54
|
||||
2020-12-13,25.0,23.15,24.54,24.66
|
||||
2020-12-14,23.81,23.03,24.66,23.68
|
||||
2020-12-15,25.37,24.44,23.68,24.47
|
||||
2020-12-16,26.35,24.53,24.47,26.27
|
||||
2020-12-17,28.87,24.8,26.27,27.45
|
||||
2020-12-18,29.96,26.97,27.45,29.03
|
||||
2020-12-19,31.08,27.67,29.03,30.26
|
||||
2020-12-20,32.57,29.66,30.26,30.51
|
||||
2020-12-21,31.97,29.02,30.51,29.75
|
||||
2020-12-22,30.75,28.05,29.75,30.61
|
||||
2020-12-23,34.27,29.53,30.61,30.86
|
||||
2020-12-24,31.81,29.18,30.86,31.62
|
||||
2020-12-25,36.62,32.48,31.62,36.39
|
||||
2020-12-26,41.12,37.76,36.39,37.94
|
||||
2020-12-27,37.13,33.17,37.94,35.55
|
||||
2020-12-28,37.11,34.34,35.55,34.78
|
||||
2020-12-29,36.12,33.98,34.78,35.07
|
||||
2020-12-30,33.45,30.68,35.07,31.32
|
||||
2020-12-31,25.25,23.85,31.32,24.08
|
||||
2021-01-01,28.23,26.35,24.08,26.6
|
||||
2021-01-02,28.79,26.54,26.6,28.17
|
||||
2021-01-03,29.5,24.19,28.17,29.29
|
||||
2021-01-04,30.88,27.88,29.29,28.71
|
||||
2021-01-05,27.08,24.74,28.71,25.34
|
||||
2021-01-06,27.9,26.21,25.34,26.39
|
||||
2021-01-07,29.33,27.01,26.39,27.08
|
||||
2021-01-08,30.59,28.32,27.08,29.31
|
||||
2021-01-09,28.65,26.75,29.31,28.45
|
||||
2021-01-10,29.34,27.5,28.45,28.47
|
||||
2021-01-11,30.74,25.26,28.47,26.61
|
||||
2021-01-12,24.84,23.46,26.61,23.88
|
||||
2021-01-13,23.77,22.74,23.88,23.28
|
||||
2021-01-14,22.38,21.55,23.28,21.96
|
||||
2021-01-15,19.94,19.01,21.96,19.52
|
||||
2021-01-16,17.36,16.59,19.52,17.06
|
||||
2021-01-17,16.93,16.31,17.06,16.47
|
||||
2021-01-18,16.68,15.49,16.47,16.55
|
||||
2021-01-19,18.63,17.19,16.55,17.68
|
||||
2021-01-20,16.97,16.21,17.68,16.66
|
||||
2021-01-21,17.24,16.55,16.66,17.04
|
||||
2021-01-22,16.91,15.67,17.04,15.84
|
||||
2021-01-23,14.97,14.29,15.84,14.73
|
||||
2021-01-24,11.81,11.48,14.73,11.75
|
||||
2021-01-25,12.82,11.88,11.75,12.11
|
||||
2021-01-26,10.01,9.647,12.11,9.68
|
||||
2021-01-27,8.578,8.223,9.68,8.301
|
||||
2021-01-28,9.858,9.425,8.301,9.454
|
||||
2021-01-29,9.017,8.193,9.454,8.57
|
||||
2021-01-30,6.917,6.676,8.57,6.804
|
||||
2021-01-31,7.392,7.177,6.804,7.308
|
||||
2021-02-01,6.517,6.249,7.308,6.443
|
||||
2021-02-02,7.831,7.358,6.443,7.487
|
||||
2021-02-03,8.14,7.638,7.487,7.907
|
||||
2021-02-04,7.659,7.18,7.907,7.211
|
||||
2021-02-05,7.535,7.056,7.211,7.322
|
||||
2021-02-06,8.465,7.94,7.322,8.085
|
||||
2021-02-07,8.328,8.066,8.085,8.078
|
||||
2021-02-08,9.394,8.668,8.078,8.678
|
||||
2021-02-09,9.428,8.458,8.678,9.318
|
||||
2021-02-10,9.034,8.324,9.318,8.781
|
||||
2021-02-11,9.273,8.571,8.781,8.573
|
||||
2021-02-12,8.797,7.876,8.573,8.67
|
||||
2021-02-13,10.51,8.977,8.67,10.38
|
||||
2021-02-14,11.26,10.1,10.38,10.25
|
||||
2021-02-15,10.83,9.768,10.25,10.36
|
||||
2021-02-16,10.77,10.03,10.36,10.25
|
||||
2021-02-17,11.03,10.03,10.25,11.03
|
||||
2021-02-18,11.14,10.53,11.03,10.72
|
||||
2021-02-19,12.6,11.77,10.72,11.78
|
||||
2021-02-20,8.529,7.744,11.78,7.901
|
||||
2021-02-21,8.218,7.817,7.901,7.895
|
||||
2021-02-22,7.768,7.144,7.895,7.505
|
||||
2021-02-23,7.583,6.894,7.505,7.152
|
||||
2021-02-24,7.333,7.026,7.152,7.183
|
||||
2021-02-25,8.04,7.166,7.183,7.644
|
||||
2021-02-26,7.684,7.281,7.644,7.367
|
||||
2021-02-27,7.454,7.197,7.367,7.305
|
||||
2021-02-28,7.578,7.174,7.305,7.438
|
||||
2021-03-01,7.072,6.796,7.438,6.852
|
||||
2021-03-02,7.137,6.677,6.852,6.988
|
||||
2021-03-03,7.815,7.246,6.988,7.401
|
||||
2021-03-04,6.501,6.35,7.401,6.397
|
||||
2021-03-05,6.449,6.256,6.397,6.38
|
||||
2021-03-06,6.483,6.327,6.38,6.418
|
||||
2021-03-07,5.594,5.434,6.418,5.561
|
||||
2021-03-08,5.97,5.691,5.561,5.776
|
||||
2021-03-09,6.254,6.047,5.776,6.201
|
||||
2021-03-10,6.734,6.378,6.201,6.476
|
||||
2021-03-11,6.69,6.454,6.476,6.489
|
||||
2021-03-12,7.269,6.446,6.489,7.139
|
||||
2021-03-13,7.307,6.933,7.139,6.973
|
||||
2021-03-14,7.129,6.944,6.973,6.979
|
||||
2021-03-15,6.873,6.624,6.979,6.744
|
||||
2021-03-16,6.996,6.696,6.744,6.719
|
||||
2021-03-17,6.916,6.551,6.719,6.585
|
||||
2021-03-18,6.785,6.594,6.585,6.658
|
||||
2021-03-19,6.128,5.95,6.658,6.013
|
||||
2021-03-20,6.325,6.216,6.013,6.245
|
||||
2021-03-21,6.053,5.929,6.245,5.943
|
||||
2021-03-22,5.722,5.551,5.943,5.656
|
||||
2021-03-23,6.11,5.858,5.656,5.996
|
||||
2021-03-24,6.788,6.359,5.996,6.438
|
||||
2021-03-25,6.545,6.4,6.438,6.465
|
||||
2021-03-26,6.497,6.265,6.465,6.33
|
||||
2021-03-27,6.618,6.48,6.33,6.537
|
||||
2021-03-28,6.653,6.559,6.537,6.613
|
||||
2021-03-29,6.992,6.539,6.613,6.676
|
||||
2021-03-30,6.99,6.772,6.676,6.858
|
||||
2021-03-31,7.041,6.8,6.858,7.02
|
||||
2021-04-01,7.1,6.796,7.02,7.063
|
||||
2021-04-02,7.05,6.658,7.063,7.005
|
||||
2021-04-03,7.121,6.641,7.005,6.649
|
||||
2021-04-04,6.624,6.417,6.649,6.543
|
||||
2021-04-05,7.328,6.629,6.543,7.175
|
||||
2021-04-06,7.797,6.891,7.175,7.581
|
||||
2021-04-07,8.222,7.404,7.581,7.664
|
||||
2021-04-08,7.697,7.401,7.664,7.493
|
||||
2021-04-09,7.724,7.446,7.493,7.482
|
||||
2021-04-10,8.602,7.543,7.482,8.6
|
||||
2021-04-11,8.817,8.257,8.6,8.438
|
||||
2021-04-12,6.969,6.564,8.438,6.662
|
||||
2021-04-13,7.753,7.322,6.662,7.547
|
||||
2021-04-14,7.815,7.146,7.547,7.729
|
||||
2021-04-15,7.677,7.17,7.729,7.569
|
||||
2021-04-16,8.719,7.503,7.569,8.533
|
||||
2021-04-17,9.307,8.568,8.533,8.667
|
||||
2021-04-18,8.981,8.021,8.667,8.644
|
||||
2021-04-19,8.771,8.129,8.644,8.322
|
||||
2021-04-20,8.507,7.739,8.322,8.157
|
||||
2021-04-21,7.992,7.424,8.157,7.713
|
||||
2021-04-22,8.017,7.198,7.713,7.433
|
||||
2021-04-23,7.665,6.611,7.433,7.328
|
||||
2021-04-24,7.839,7.446,7.328,7.461
|
||||
2021-04-25,6.699,6.407,7.461,6.533
|
||||
2021-04-26,6.546,6.375,6.533,6.491
|
||||
2021-04-27,6.627,6.324,6.491,6.563
|
||||
2021-04-28,6.141,5.893,6.563,6.036
|
||||
2021-04-29,6.291,6.075,6.036,6.22
|
||||
2021-04-30,6.96,6.625,6.22,6.666
|
||||
2021-05-01,6.92,6.646,6.666,6.869
|
||||
2021-05-02,6.375,6.276,6.869,6.318
|
||||
2021-05-03,7.015,6.353,6.318,6.965
|
||||
2021-05-04,7.235,6.111,6.965,7.082
|
||||
2021-05-05,8.526,7.699,7.082,8.389
|
||||
2021-05-06,8.909,8.113,8.389,8.812
|
||||
2021-05-07,9.577,8.456,8.812,8.703
|
||||
2021-05-08,8.964,8.314,8.703,8.582
|
||||
2021-05-09,9.851,8.523,8.582,9.823
|
||||
2021-05-10,10.74,9.733,9.823,9.885
|
||||
2021-05-11,9.848,9.291,9.885,9.797
|
||||
2021-05-12,9.267,8.3,9.797,8.408
|
||||
2021-05-13,8.745,8.102,8.408,8.499
|
||||
2021-05-14,8.188,7.74,8.499,8.08
|
||||
2021-05-15,8.455,8.037,8.08,8.191
|
||||
2021-05-16,8.317,8.019,8.191,8.104
|
||||
2021-05-17,8.578,8.09,8.104,8.441
|
||||
2021-05-18,8.795,7.899,8.441,8.398
|
||||
2021-05-19,10.88,7.56,8.398,8.027
|
||||
2021-05-20,8.292,7.339,8.027,8.003
|
||||
2021-05-21,8.939,7.971,8.003,8.218
|
||||
2021-05-22,8.978,8.32,8.218,8.327
|
||||
2021-05-23,9.559,7.84,8.327,8.526
|
||||
2021-05-24,7.484,6.332,8.526,7.483
|
||||
2021-05-25,7.471,6.934,7.483,7.3
|
||||
2021-05-26,6.772,6.339,7.3,6.765
|
||||
2021-05-27,7.013,6.548,6.765,6.809
|
||||
2021-05-28,7.065,6.498,6.809,6.85
|
||||
2021-05-29,7.681,6.967,6.85,7.064
|
||||
2021-05-30,6.882,6.435,7.064,6.636
|
||||
2021-05-31,6.651,6.235,6.636,6.651
|
||||
2021-06-01,6.848,6.583,6.651,6.68
|
||||
2021-06-02,6.807,6.646,6.68,6.778
|
||||
2021-06-03,6.85,6.675,6.778,6.745
|
||||
2021-06-04,6.89,6.567,6.745,6.755
|
||||
2021-06-05,6.828,6.641,6.755,6.745
|
||||
2021-06-06,6.879,6.721,6.745,6.822
|
||||
2021-06-07,6.895,6.644,6.822,6.67
|
||||
2021-06-08,6.968,6.672,6.67,6.861
|
||||
2021-06-09,7.173,6.774,6.861,6.867
|
||||
2021-06-10,7.296,6.929,6.867,7.132
|
||||
2021-06-11,8.029,7.424,7.132,7.462
|
||||
2021-06-12,7.659,7.212,7.462,7.606
|
||||
2021-06-13,7.66,7.304,7.606,7.345
|
||||
2021-06-14,7.446,7.07,7.345,7.444
|
||||
2021-06-15,7.67,7.339,7.444,7.48
|
||||
2021-06-16,7.726,7.501,7.48,7.631
|
||||
2021-06-17,7.589,7.408,7.631,7.537
|
||||
2021-06-18,7.743,7.497,7.537,7.666
|
||||
2021-06-19,7.999,7.714,7.666,7.715
|
||||
2021-06-20,7.521,7.361,7.715,7.469
|
||||
2021-06-21,8.722,7.874,7.469,7.874
|
||||
2021-06-22,7.941,7.198,7.874,7.295
|
||||
2021-06-23,7.288,6.868,7.295,7.248
|
||||
2021-06-24,7.728,7.32,7.248,7.453
|
||||
2021-06-25,8.019,7.644,7.453,7.901
|
||||
2021-06-26,8.021,7.749,7.901,7.867
|
||||
2021-06-27,7.998,7.699,7.867,7.756
|
||||
2021-06-28,7.818,7.365,7.756,7.758
|
||||
2021-06-29,7.894,7.68,7.758,7.724
|
||||
2021-06-30,7.511,7.262,7.724,7.482
|
||||
2021-07-01,7.77,7.625,7.482,7.706
|
||||
2021-07-02,7.636,7.384,7.706,7.508
|
||||
2021-07-03,7.254,7.115,7.508,7.197
|
||||
2021-07-04,7.029,6.758,7.197,6.978
|
||||
2021-07-05,6.947,6.76,6.978,6.868
|
||||
2021-07-06,6.296,6.137,6.868,6.206
|
||||
2021-07-07,6.25,6.125,6.206,6.173
|
||||
2021-07-08,6.565,6.419,6.173,6.491
|
||||
2021-07-09,6.505,6.291,6.491,6.412
|
||||
2021-07-10,6.632,6.477,6.412,6.618
|
||||
2021-07-11,6.639,6.467,6.618,6.487
|
||||
2021-07-12,7.068,6.626,6.487,6.819
|
||||
2021-07-13,7.266,7.029,6.819,7.128
|
||||
2021-07-14,7.391,7.187,7.128,7.328
|
||||
2021-07-15,7.501,7.3,7.328,7.369
|
||||
2021-07-16,7.67,7.378,7.369,7.38
|
||||
2021-07-17,7.604,7.361,7.38,7.451
|
||||
2021-07-18,7.5,7.27,7.451,7.309
|
||||
2021-07-19,7.419,7.172,7.309,7.196
|
||||
2021-07-20,7.597,7.229,7.196,7.37
|
||||
2021-07-21,7.098,6.853,7.37,7.04
|
||||
2021-07-22,6.898,6.666,7.04,6.866
|
||||
2021-07-23,6.761,6.606,6.866,6.687
|
||||
2021-07-24,7.073,6.855,6.687,6.91
|
||||
2021-07-25,7.167,6.977,6.91,6.985
|
||||
2021-07-26,7.332,6.948,6.985,7.074
|
||||
2021-07-27,7.391,7.132,7.074,7.134
|
||||
2021-07-28,7.447,7.069,7.134,7.365
|
||||
2021-07-29,7.292,7.077,7.365,7.226
|
||||
2021-07-30,7.228,6.96,7.226,6.962
|
||||
2021-07-31,6.652,6.532,6.962,6.637
|
||||
2021-08-01,6.481,6.296,6.637,6.388
|
||||
2021-08-02,6.394,6.152,6.388,6.318
|
||||
2021-08-03,6.559,6.392,6.318,6.496
|
||||
2021-08-04,6.147,6.054,6.496,6.057
|
||||
2021-08-05,5.87,5.605,6.057,5.643
|
||||
2021-08-06,5.972,5.648,5.643,5.652
|
||||
2021-08-07,5.624,5.436,5.652,5.512
|
||||
2021-08-08,5.781,5.541,5.512,5.607
|
||||
2021-08-09,6.019,5.49,5.607,5.872
|
||||
2021-08-10,5.816,5.6,5.872,5.754
|
||||
2021-08-11,5.927,5.684,5.754,5.896
|
||||
2021-08-12,6.154,5.793,5.875,5.886
|
||||
2021-08-13,6.177,5.814,5.886,6.008
|
||||
2021-08-14,6.083,5.844,6.008,6.066
|
||||
2021-08-15,6.131,5.98,6.066,6.107
|
||||
2021-08-16,6.268,6.099,6.107,6.123
|
||||
2021-08-17,6.649,6.387,6.123,6.389
|
||||
2021-08-18,6.466,6.263,6.389,6.348
|
||||
2021-08-19,6.307,6.158,6.348,6.272
|
||||
2021-08-20,6.505,6.314,6.272,6.36
|
||||
2021-08-21,6.487,6.253,6.36,6.36
|
||||
2021-08-22,6.684,6.374,6.36,6.547
|
||||
2021-08-23,6.539,6.412,6.547,6.494
|
||||
2021-08-24,6.8,6.496,6.494,6.517
|
||||
2021-08-25,6.67,6.502,6.517,6.567
|
||||
2021-08-26,6.719,6.526,6.567,6.566
|
||||
2021-08-27,6.497,6.35,6.566,6.427
|
||||
2021-08-28,6.568,6.442,6.427,6.548
|
||||
2021-08-29,6.738,6.505,6.548,6.508
|
||||
2021-08-30,6.35,6.182,6.508,6.235
|
||||
2021-08-31,5.893,5.683,6.235,5.83
|
||||
2021-09-01,5.872,5.63,5.83,5.772
|
||||
2021-09-02,6.237,6.008,5.772,6.125
|
||||
2021-09-03,7.536,6.476,6.125,7.438
|
||||
2021-09-04,7.814,7.321,7.438,7.416
|
||||
2021-09-05,8.022,7.457,7.416,7.907
|
||||
2021-09-06,8.197,7.582,7.907,7.611
|
||||
2021-09-07,8.107,7.2,7.611,7.339
|
||||
2021-09-08,8.02,7.498,7.339,7.761
|
||||
2021-09-09,7.967,7.724,7.761,7.74
|
||||
2021-09-10,8.012,6.548,7.74,7.807
|
||||
2021-09-11,8.092,7.1,7.807,7.855
|
||||
2021-09-12,7.839,7.589,7.855,7.711
|
||||
2021-09-13,9.875,7.672,7.711,7.912
|
||||
2021-09-14,7.429,7.062,7.912,7.137
|
||||
2021-09-15,6.974,6.669,7.137,6.883
|
||||
2021-09-16,7.333,7.018,6.883,7.058
|
||||
2021-09-17,7.709,7.336,7.058,7.4
|
||||
2021-09-18,7.589,7.35,7.4,7.394
|
||||
2021-09-19,7.465,7.283,7.394,7.353
|
||||
2021-09-20,7.665,7.339,7.353,7.533
|
||||
2021-09-21,8.048,7.726,7.533,7.783
|
||||
2021-09-22,7.523,7.22,7.783,7.466
|
||||
2021-09-23,7.732,7.558,7.466,7.619
|
||||
2021-09-24,8.043,7.511,7.619,7.736
|
||||
2021-09-25,8.019,7.69,7.736,7.754
|
||||
2021-09-26,6.366,6.181,7.754,6.266
|
||||
2021-09-27,6.588,6.471,6.266,6.476
|
||||
2021-09-28,6.255,6.068,6.476,6.091
|
||||
2021-09-29,6.401,6.17,6.091,6.292
|
||||
2021-09-30,6.608,6.413,6.292,6.515
|
||||
2021-10-01,6.67,6.456,6.515,6.483
|
||||
2021-10-02,6.565,6.276,6.483,6.468
|
||||
2021-10-03,6.646,6.461,6.468,6.557
|
||||
2021-10-04,6.873,6.597,6.557,6.615
|
||||
2021-10-05,6.97,6.731,6.615,6.775
|
||||
2021-10-06,7.441,7.058,6.775,7.062
|
||||
2021-10-07,7.224,6.74,7.065,6.997
|
||||
2021-10-08,7.295,7.066,6.998,7.103
|
||||
2021-10-09,7.29,7.043,7.103,7.154
|
||||
2021-10-10,7.53,7.234,7.154,7.236
|
||||
2021-10-11,7.763,7.278,7.236,7.414
|
||||
2021-10-12,7.558,7.246,7.446,7.359
|
||||
2021-10-13,7.535,7.109,7.363,7.198
|
||||
2021-10-14,7.057,6.625,7.198,6.853
|
||||
2021-10-15,7.53,7.147,6.853,7.323
|
||||
2021-10-16,7.034,6.833,7.323,6.878
|
||||
2021-10-17,7.334,7.073,6.878,7.089
|
||||
2021-10-18,7.637,7.113,7.089,7.229
|
||||
2021-10-19,7.538,7.121,7.229,7.247
|
||||
2021-10-20,7.675,7.084,7.247,7.646
|
||||
2021-10-21,7.771,7.461,7.646,7.542
|
||||
2021-10-22,7.575,7.371,7.542,7.451
|
||||
2021-10-23,7.356,7.155,7.451,7.317
|
||||
2021-10-24,7.683,7.305,7.317,7.386
|
||||
2021-10-25,7.393,7.272,7.386,7.31
|
||||
2021-10-26,7.493,6.993,7.31,7.438
|
||||
2021-10-27,8.188,7.342,7.438,7.419
|
||||
2021-10-28,7.754,7.411,7.419,7.625
|
||||
2021-10-29,7.789,7.588,7.625,7.723
|
||||
2021-10-30,7.854,7.608,7.723,7.643
|
||||
2021-10-31,7.736,7.493,7.643,7.677
|
||||
2021-11-01,7.753,7.358,7.677,7.715
|
||||
2021-11-02,7.861,7.608,7.715,7.678
|
||||
2021-11-03,7.801,7.402,7.678,7.726
|
||||
2021-11-04,7.927,7.715,7.726,7.877
|
||||
2021-11-05,7.88,7.673,7.877,7.785
|
||||
2021-11-06,8.032,7.793,7.785,7.856
|
||||
2021-11-07,8.096,7.962,7.856,7.974
|
||||
2021-11-08,8.974,8.076,7.974,8.719
|
||||
2021-11-09,10.42,8.578,8.719,9.947
|
||||
2021-11-10,11.32,9.841,9.947,10.3
|
||||
2021-11-11,10.67,9.982,10.3,10.33
|
||||
2021-11-12,11.26,10.16,10.33,10.22
|
||||
2021-11-13,10.63,10.07,10.22,10.46
|
||||
2021-11-14,11.44,10.34,10.46,11.36
|
||||
2021-11-15,11.31,10.82,11.36,10.96
|
||||
2021-11-16,11.9,10.1,10.96,10.97
|
||||
|
@@ -1008,3 +1008,4 @@ time,open,high,low,close,volume
|
||||
2021-11-10,392.47,395.36,387.53,389.51,54937385.0
|
||||
2021-11-11,392.57,392.75,390.24,390.59,32242983.0
|
||||
2021-11-12,391.77,395.25,390.13,394.7,32532903.0
|
||||
2021-11-15,395.91,396.24,392.095,394.61,33716861.0
|
||||
|
||||
|
+1502
File diff suppressed because it is too large
Load Diff
+1502
File diff suppressed because it is too large
Load Diff
+1502
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Load Diff
+1502
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Load Diff
+1502
File diff suppressed because it is too large
Load Diff
+1502
File diff suppressed because it is too large
Load Diff
@@ -1008,3 +1008,4 @@ time,open,high,low,close,volume
|
||||
2021-11-10,465.58,467.38,462.04,463.62,69429653.0
|
||||
2021-11-11,465.21,465.29,463.75,463.77,34848495.0
|
||||
2021-11-12,465.12,467.86,464.11,467.27,51018081.0
|
||||
2021-11-15,468.64,468.81,466.23,467.43,46980500.0
|
||||
|
||||
|
@@ -1008,3 +1008,4 @@ time,open,high,low,close,volume
|
||||
2021-11-10,150.83,150.93,147.03,148.2,28170644.0
|
||||
2021-11-11,148.508,148.655,147.89,147.98,5552818.0
|
||||
2021-11-12,148.0,148.51,146.76,147.33,12609431.0
|
||||
2021-11-15,146.89,146.96,145.22,145.48,15097477.0
|
||||
|
||||
|
-1502
File diff suppressed because it is too large
Load Diff
+1502
File diff suppressed because it is too large
Load Diff
+1502
File diff suppressed because it is too large
Load Diff
+1502
File diff suppressed because it is too large
Load Diff
-1502
File diff suppressed because it is too large
Load Diff
+1502
File diff suppressed because it is too large
Load Diff
+1502
File diff suppressed because it is too large
Load Diff
+1502
File diff suppressed because it is too large
Load Diff
+1502
File diff suppressed because it is too large
Load Diff
+1502
File diff suppressed because it is too large
Load Diff
+10
-5
@@ -1,6 +1,7 @@
|
||||
#%%
|
||||
import pandas as pd
|
||||
from utils.get_prices import get_crypto_price_crypto_compare, get_stock_price_av
|
||||
from itertools import combinations
|
||||
|
||||
#%%
|
||||
crypto_tickers = ["BTC", "ETH", "BNB", "ADA", "SOL", "XRP", "DOT", "LTC", "UNI", "TRX", "FIL"]
|
||||
@@ -8,14 +9,18 @@ etf_tickers = ["GLD", "IEF", "TLT", "SPY", "QQQ"]
|
||||
tickers = crypto_tickers + etf_tickers
|
||||
|
||||
#%%
|
||||
for ticker in tickers:
|
||||
for ticker in etf_tickers:
|
||||
print("Fetching ", ticker)
|
||||
if ticker in crypto_tickers:
|
||||
df = get_crypto_price_crypto_compare(ticker, "USD", 1500)
|
||||
else:
|
||||
df = get_stock_price_av(ticker, "2017-11-10")
|
||||
df = get_stock_price_av(ticker, "2017-11-10")
|
||||
|
||||
df.to_csv(f"data/{ticker}.csv", index=True)
|
||||
|
||||
crypto_ticker_pairs = list(combinations(crypto_tickers, 2))
|
||||
for src_ticker, trg_ticker in crypto_ticker_pairs:
|
||||
print("Fetching ", src_ticker, trg_ticker)
|
||||
df = get_crypto_price_crypto_compare(src_ticker, trg_ticker, 1500)
|
||||
|
||||
df.to_csv(f"data/{src_ticker}_{trg_ticker}.csv", index=True)
|
||||
|
||||
|
||||
# %%
|
||||
|
||||
@@ -14,13 +14,13 @@ def create_basic_lstm_model(input_shape, num_classes):
|
||||
|
||||
def create_basic_cnn_model(input_shape, num_classes):
|
||||
model = keras.Sequential()
|
||||
model.add(keras.layers.Conv1D(filters=64, kernel_size=3, padding="same", input_shape=input_shape))
|
||||
model.add(keras.layers.Conv1D(filters=32, kernel_size=3, padding="same", input_shape=input_shape))
|
||||
model.add(keras.layers.BatchNormalization())
|
||||
model.add(keras.layers.ReLU())
|
||||
model.add(keras.layers.Conv1D(filters=64, kernel_size=3, padding="same"))
|
||||
model.add(keras.layers.Conv1D(filters=32, kernel_size=3, padding="same"))
|
||||
model.add(keras.layers.BatchNormalization())
|
||||
model.add(keras.layers.ReLU())
|
||||
model.add(keras.layers.Conv1D(filters=64, kernel_size=3, padding="same"))
|
||||
model.add(keras.layers.Conv1D(filters=32, kernel_size=3, padding="same"))
|
||||
model.add(keras.layers.BatchNormalization())
|
||||
model.add(keras.layers.ReLU())
|
||||
model.add(keras.layers.GlobalAveragePooling1D())
|
||||
@@ -29,7 +29,7 @@ def create_basic_cnn_model(input_shape, num_classes):
|
||||
|
||||
|
||||
def create_resnet_cnn_model(input_shape, num_classes):
|
||||
n_feature_maps = 64
|
||||
n_feature_maps = 24
|
||||
|
||||
input_layer = keras.layers.Input(input_shape)
|
||||
|
||||
|
||||
+19
-1
@@ -2,11 +2,13 @@
|
||||
import pandas as pd
|
||||
import os
|
||||
import numpy as np
|
||||
from utils.technical_indicators import ROC, RSI, STOK, STOD
|
||||
|
||||
#%%
|
||||
|
||||
def load_files(path: str, add_features: bool, log_returns: bool, narrow_format: bool = False) -> pd.DataFrame:
|
||||
dfs = [__load_df(os.path.join(path,f), f.split('.')[0], add_features, log_returns, narrow_format) for f in os.listdir(path) if os.path.isfile(os.path.join(path,f))]
|
||||
files = [f for f in os.listdir(path) if os.path.isfile(os.path.join(path,f)) and not f.startswith('.')]
|
||||
dfs = [__load_df(os.path.join(path,f), f.split('.')[0], add_features, log_returns, narrow_format) for f in files]
|
||||
if narrow_format:
|
||||
dfs = pd.concat(dfs, axis=0).fillna(0.)
|
||||
else:
|
||||
@@ -53,6 +55,22 @@ def __load_df(path: str, prefix: str, add_features: bool, log_returns: bool, nar
|
||||
df['mom_60'] = df['close'].pct_change(60)
|
||||
df['mom_90'] = df['close'].pct_change(90)
|
||||
|
||||
|
||||
df['roc_10'] = ROC(df['close'], 10)
|
||||
df['roc_30'] = ROC(df['close'], 30)
|
||||
|
||||
df['rsi_10'] = RSI(df['close'], 10)
|
||||
df['rsi_30'] = RSI(df['close'], 30)
|
||||
df['rsi_100'] = RSI(df['close'], 30)
|
||||
|
||||
df['stok_10'] = STOK(df['close'], df['low'], df['high'], 10)
|
||||
df['stod_10'] = STOD(df['close'], df['low'], df['high'], 10)
|
||||
df['stok_30'] = STOK(df['close'], df['low'], df['high'], 30)
|
||||
df['stod_30'] = STOD(df['close'], df['low'], df['high'], 30)
|
||||
df['stok_200'] = STOK(df['close'], df['low'], df['high'], 200)
|
||||
df['stod_200'] = STOD(df['close'], df['low'], df['high'], 200)
|
||||
|
||||
|
||||
df = df.replace([np.inf, -np.inf], 0.)
|
||||
df = df.drop(columns=['open', 'high', 'low', 'close'])
|
||||
if narrow_format:
|
||||
|
||||
@@ -19,7 +19,7 @@ data = data[[column for column in data.columns if not column.endswith('volume')]
|
||||
# data = data[["BTC_returns", "BTC_mom_10", "BTC_mom_20", "BTC_mom_30", "BTC_mom_60", "BTC_vol_10", "BTC_vol_20", "BTC_vol_60", "day_month", "day_week", "month"]]
|
||||
|
||||
target_col = 'target'
|
||||
data = create_target_pos_neg_classes(data, 'ETH_returns', 30)
|
||||
data = create_target_pos_neg_classes(data, 'BTC_ETH_returns', 1)
|
||||
|
||||
num_classes = 2
|
||||
learning_rate = 0.002
|
||||
@@ -29,8 +29,8 @@ epochs = 100
|
||||
split_fraction = 0.8
|
||||
train_split = int(split_fraction * int(data.shape[0]))
|
||||
|
||||
past = 10
|
||||
future = 1
|
||||
past = 60
|
||||
future = 10
|
||||
|
||||
start = past + future
|
||||
end = start + train_split
|
||||
@@ -83,18 +83,20 @@ n_features = batch_inputs.shape[2]
|
||||
# print(batch_targets)
|
||||
|
||||
# %%
|
||||
model = create_basic_lstm_model(input_shape=(n_timestamps, n_features), num_classes=num_classes)
|
||||
# model = create_basic_cnn_model(input_shape=(n_timestamps, n_features), num_classes=num_classes)
|
||||
# model = create_resnet_cnn_model(input_shape=(n_timestamps, n_features), num_classes=num_classes)
|
||||
model = create_basic_transformer_model(
|
||||
input_shape=(n_timestamps, n_features),
|
||||
n_classes=num_classes,
|
||||
head_size=64,
|
||||
num_heads=4,
|
||||
ff_dim=4,
|
||||
num_transformer_blocks=4,
|
||||
mlp_units=[64],
|
||||
mlp_dropout=0.4,
|
||||
dropout=0.25,
|
||||
)
|
||||
# model = create_basic_transformer_model(
|
||||
# input_shape=(n_timestamps, n_features),
|
||||
# n_classes=num_classes,
|
||||
# head_size=64,
|
||||
# num_heads=4,
|
||||
# ff_dim=4,
|
||||
# num_transformer_blocks=4,
|
||||
# mlp_units=[64],
|
||||
# mlp_dropout=0.4,
|
||||
# dropout=0.25,
|
||||
# )
|
||||
|
||||
optimizer = keras.optimizers.Adam(learning_rate=learning_rate)
|
||||
model.compile(optimizer=optimizer, loss="categorical_crossentropy", metrics=['accuracy'])
|
||||
|
||||
@@ -0,0 +1,29 @@
|
||||
import pandas as pd
|
||||
import numpy as np
|
||||
|
||||
def STOK(close, low, high, n):
|
||||
STOK = ((close - low.rolling(n).min()) / (high.rolling(n).max() - low.rolling(n).min())) * 100
|
||||
return STOK
|
||||
|
||||
def STOD(close, low, high, n):
|
||||
STOK = ((close - low.rolling(n).min()) / (high.rolling(n).max() - low.rolling(n).min())) * 100
|
||||
STOD = STOK.rolling(3).mean()
|
||||
return STOD
|
||||
|
||||
def RSI(series, period):
|
||||
delta = series.diff().dropna()
|
||||
u=delta*0
|
||||
d = u.copy()
|
||||
u[delta > 0] = delta[delta > 0]
|
||||
d[delta < 0] = -delta[delta < 0]
|
||||
u[u.index[period-1]] = np.mean( u[:period] ) #first value is sum of avg gains u = u.drop(u.index[:(period-1)])
|
||||
d[d.index[period-1]] = np.mean( d[:period] ) #first value is sum of avg losses d = d.drop(d.index[:(period-1)])
|
||||
rs = u.ewm(com=period-1, adjust=False).mean() / \
|
||||
d.ewm(com=period-1, adjust=False).mean()
|
||||
return 100-100/(1+rs)
|
||||
|
||||
def ROC(df, n):
|
||||
M = df.diff(n - 1)
|
||||
N = df.shift(n - 1)
|
||||
ROC = pd.Series(((M / N) * 100), name = 'ROC_' + str(n))
|
||||
return ROC
|
||||
Reference in New Issue
Block a user