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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/UNI_USD.csv
+452 -452
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@@ -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
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
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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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2020-09-20,6.092,4.656,5.73,5.227
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2020-09-25,5.558,4.766,5.145,4.919
2020-09-26,4.999,4.684,4.919,4.88
2020-09-27,5.223,4.709,4.88,4.856
2020-09-28,4.955,4.184,4.856,4.254
2020-09-29,4.417,4.124,4.254,4.391
2020-09-30,4.391,3.954,4.391,4.159
2020-10-01,4.519,3.908,4.159,4.254
2020-10-02,4.254,3.573,4.254,3.894
2020-10-03,4.123,3.834,3.894,3.909
2020-10-04,3.949,3.614,3.909,3.728
2020-10-05,3.804,3.185,3.728,3.321
2020-10-06,3.344,2.633,3.321,2.716
2020-10-07,3.003,2.482,2.716,2.966
2020-10-08,3.468,2.646,2.966,3.353
2020-10-09,3.604,3.178,3.353,3.386
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2020-10-11,3.454,3.181,3.302,3.366
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2020-10-15,3.163,2.918,3.115,3.082
2020-10-16,3.383,2.89,3.082,3.044
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2020-10-18,3.294,3.05,3.063,3.284
2020-10-19,3.291,3.113,3.284,3.173
2020-10-20,3.194,2.814,3.173,2.861
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2020-10-30,2.567,2.256,2.544,2.418
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2020-11-12,3.138,2.84,2.936,2.96
2020-11-13,3.969,2.937,2.96,3.853
2020-11-14,3.96,3.516,3.853,3.808
2020-11-15,4.255,3.615,3.808,3.851
2020-11-16,3.937,3.447,3.851,3.566
2020-11-17,3.858,3.488,3.566,3.816
2020-11-18,3.849,3.275,3.816,3.463
2020-11-19,3.896,3.233,3.463,3.753
2020-11-20,4.087,3.677,3.753,3.854
2020-11-21,3.932,3.593,3.854,3.833
2020-11-22,3.944,3.439,3.833,3.68
2020-11-23,4.223,3.633,3.68,4.19
2020-11-24,4.491,3.951,4.19,4.081
2020-11-25,4.214,3.543,4.081,3.678
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2020-11-27,3.54,3.168,3.437,3.311
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2020-11-29,3.578,3.362,3.465,3.555
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2020-12-01,3.985,3.461,3.778,3.553
2020-12-02,4.173,3.503,3.553,3.948
2020-12-03,4.025,3.804,3.948,3.886
2020-12-04,3.92,3.499,3.886,3.518
2020-12-05,3.701,3.451,3.518,3.685
2020-12-06,3.793,3.511,3.685,3.652
2020-12-07,3.881,3.567,3.652,3.761
2020-12-08,3.762,3.28,3.761,3.298
2020-12-09,3.392,3.118,3.298,3.354
2020-12-10,3.371,3.191,3.354,3.238
2020-12-11,3.247,2.915,3.238,2.962
2020-12-12,3.18,2.965,2.962,3.127
2020-12-13,3.364,3.072,3.127,3.342
2020-12-14,3.536,3.24,3.342,3.48
2020-12-15,3.521,3.312,3.48,3.331
2020-12-16,3.541,3.244,3.331,3.535
2020-12-17,3.996,3.437,3.535,3.694
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2020-12-20,4.021,3.707,3.963,3.761
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2020-12-23,3.778,3.045,3.732,3.308
2020-12-24,3.531,3.157,3.308,3.523
2020-12-25,3.646,3.371,3.523,3.503
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2020-12-27,3.799,3.361,3.412,3.6
2020-12-28,3.949,3.565,3.6,3.726
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2020-12-31,5.293,3.945,4.151,5.159
2021-01-01,5.276,4.623,5.159,4.744
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2021-01-03,5.631,4.678,4.861,5.489
2021-01-04,6.184,4.97,5.489,5.423
2021-01-05,6.563,5.209,5.423,6.263
2021-01-06,6.593,6.022,6.263,6.42
2021-01-07,6.806,6.056,6.42,6.257
2021-01-08,6.365,5.518,6.257,5.879
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2021-01-11,6.003,4.457,5.984,5.245
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2021-01-13,6.379,5.267,5.59,6.338
2021-01-14,7.122,6.177,6.338,6.951
2021-01-15,7.478,6.424,6.951,7.375
2021-01-16,9.371,7.197,7.375,8.412
2021-01-17,9.174,8.08,8.412,8.684
2021-01-18,9.871,8.318,8.684,9.2
2021-01-19,9.659,8.483,9.2,8.596
2021-01-20,9.049,7.666,8.596,8.982
2021-01-21,9.028,7.336,8.982,7.588
2021-01-22,9.025,7.084,7.588,8.705
2021-01-23,9.536,8.506,8.705,9.345
2021-01-24,12.29,9.182,9.345,12.04
2021-01-25,12.89,10.89,12.04,11.31
2021-01-26,14.24,11.2,11.31,13.91
2021-01-27,15.52,13.1,13.91,14.79
2021-01-28,15.41,13.57,14.79,14.13
2021-01-29,15.76,14.09,14.13,15.68
2021-01-30,19.63,15.11,15.68,19.56
2021-01-31,20.52,17.45,19.56,17.74
2021-02-01,20.76,16.7,17.74,20.49
2021-02-02,20.6,18.09,20.49,19.01
2021-02-03,20.51,18.74,19.01,19.71
2021-02-04,21.57,19.45,19.71,20.14
2021-02-05,22.34,19.74,20.14,21.16
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2021-02-07,19.68,17.18,19.26,18.68
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2021-02-17,21.78,19.19,20.48,21.5
2021-02-18,22.24,20.62,21.5,21.15
2021-02-19,21.53,19.36,21.15,20.07
2021-02-20,32.87,19.51,20.07,28.78
2021-02-21,32.08,27.82,28.78,28.8
2021-02-22,29.13,22.45,28.8,27.71
2021-02-23,27.77,18.66,27.71,24.61
2021-02-24,27.36,23.05,24.61,25.28
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2021-02-26,25.17,21.05,23.48,23.1
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2021-02-28,24.15,20.56,23.56,22.24
2021-03-01,25.72,22.06,22.24,25.71
2021-03-02,27.43,24.56,25.71,25.58
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2021-03-07,34.83,28.47,28.51,34.27
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2021-03-09,34.79,32.39,33.21,32.91
2021-03-10,33.54,30.38,32.91,30.93
2021-03-11,31.81,29.59,30.93,31.03
2021-03-12,31.95,29.42,31.03,30.92
2021-03-13,33.29,30.2,30.92,32.46
2021-03-14,33.77,30.66,32.46,30.67
2021-03-15,31.53,29.58,30.67,29.78
2021-03-16,30.02,28.05,29.78,30.02
2021-03-17,31.63,29.47,30.02,31.28
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2021-03-19,34.19,29.47,29.98,33.27
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2021-03-21,33.3,31.46,32.04,32.91
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2021-04-01,30.25,28.04,28.05,28.67
2021-04-02,30.25,28.66,28.67,30.2
2021-04-03,32.45,29.35,30.2,29.38
2021-04-04,31.5,28.98,29.38,30.93
2021-04-05,31.2,29.67,30.93,30.83
2021-04-06,32.42,30.29,30.83,31.23
2021-04-07,31.38,27.83,31.23,28.55
2021-04-08,30.29,28.36,28.55,30.2
2021-04-09,30.57,29.31,30.2,29.51
2021-04-10,30.81,29.18,29.51,29.77
2021-04-11,30.65,29.24,29.77,29.91
2021-04-12,38.1,29.57,29.91,36.68
2021-04-13,37.11,34.22,36.68,35.41
2021-04-14,36.83,33.51,35.41,36.05
2021-04-15,39.47,35.66,36.05,37.77
2021-04-16,38.16,34.36,37.77,36.19
2021-04-17,37.52,34.65,36.19,34.75
2021-04-18,35.13,27.94,34.75,31.67
2021-04-19,32.7,29.66,31.67,31.42
2021-04-20,32.22,28.32,31.42,31.95
2021-04-21,36.26,30.55,31.95,33.42
2021-04-22,38.39,32.72,33.42,33.99
2021-04-23,34.93,29.7,33.99,32.98
2021-04-24,33.01,29.99,32.98,30.2
2021-04-25,34.87,30.06,30.2,34.33
2021-04-26,38.51,34.17,34.33,38.2
2021-04-27,40.61,37.38,38.2,39.68
2021-04-28,42.97,37.96,39.68,42.9
2021-04-29,43.93,39.7,42.9,41.06
2021-04-30,41.35,39.14,41.06,40.64
2021-05-01,41.27,39.21,40.64,40.32
2021-05-02,43.28,39.36,40.32,42.57
2021-05-03,44.98,41.25,42.57,42.28
2021-05-04,44.63,40.07,42.28,43.11
2021-05-05,44.81,41.59,43.11,42.47
2021-05-06,42.57,39.84,42.47,40.26
2021-05-07,41.31,38.35,40.26,39.77
2021-05-08,41.29,39.22,39.77,40.5
2021-05-09,40.75,38.18,40.5,39.46
2021-05-10,41.19,34.49,39.46,36.42
2021-05-11,38.57,35.52,36.42,38.56
2021-05-12,43.94,36.6,38.56,36.77
2021-05-13,40.3,35.12,36.77,37.35
2021-05-14,40.9,37.18,37.35,40.44
2021-05-15,42.42,36.59,40.44,36.63
2021-05-16,39.48,34.61,36.63,36.6
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
2020-09-17,4.31,0.004457,0.004457,4.225
2020-09-18,8.67,3.293,4.225,6.97
2020-09-19,7.486,5.237,6.97,5.73
2020-09-20,6.092,4.705,5.73,5.208
2020-09-21,5.637,4.085,5.208,4.252
2020-09-22,4.549,3.701,4.252,3.913
2020-09-23,5.393,3.906,3.913,4.368
2020-09-24,5.3,4.265,4.368,5.158
2020-09-25,5.561,4.775,5.158,4.922
2020-09-26,4.99,4.588,4.922,4.865
2020-09-27,5.211,4.701,4.865,4.856
2020-09-28,4.946,4.16,4.856,4.25
2020-09-29,4.452,4.122,4.25,4.386
2020-09-30,4.389,3.95,4.386,4.157
2020-10-01,4.518,3.94,4.157,4.242
2020-10-02,4.242,3.578,4.242,3.893
2020-10-03,4.131,3.831,3.893,3.905
2020-10-04,3.943,3.607,3.905,3.722
2020-10-05,3.796,3.187,3.722,3.323
2020-10-06,3.353,2.628,3.323,2.715
2020-10-07,3.009,2.479,2.715,2.965
2020-10-08,3.468,2.654,2.965,3.354
2020-10-09,3.6,3.175,3.354,3.387
2020-10-10,3.657,3.273,3.387,3.296
2020-10-11,3.451,3.183,3.296,3.363
2020-10-12,3.617,3.286,3.363,3.457
2020-10-13,3.499,3.294,3.457,3.351
2020-10-14,3.437,2.973,3.351,3.111
2020-10-15,3.182,2.921,3.111,3.084
2020-10-16,3.38,2.898,3.084,3.043
2020-10-17,3.119,2.981,3.043,3.062
2020-10-18,3.29,3.046,3.062,3.285
2020-10-19,3.289,3.11,3.285,3.173
2020-10-20,3.192,2.823,3.173,2.861
2020-10-21,3.088,2.843,2.861,2.943
2020-10-22,3.153,2.926,2.943,3.046
2020-10-23,3.125,2.969,3.046,3.017
2020-10-24,3.085,2.931,3.017,2.945
2020-10-25,2.969,2.717,2.945,2.779
2020-10-26,2.875,2.534,2.779,2.713
2020-10-27,2.913,2.706,2.713,2.821
2020-10-28,2.854,2.597,2.821,2.665
2020-10-29,2.739,2.493,2.665,2.541
2020-10-30,2.564,2.244,2.541,2.417
2020-10-31,2.417,2.244,2.417,2.269
2020-11-01,2.449,2.219,2.269,2.379
2020-11-02,2.454,2.227,2.379,2.256
2020-11-03,2.286,2.057,2.256,2.137
2020-11-04,2.166,1.88,2.137,1.928
2020-11-05,2.415,1.761,1.928,2.195
2020-11-06,2.687,2.179,2.195,2.569
2020-11-07,3.019,2.437,2.569,2.477
2020-11-08,2.92,2.441,2.477,2.866
2020-11-09,2.88,2.583,2.866,2.678
2020-11-10,3.176,2.629,2.678,3.074
2020-11-11,3.22,2.888,3.074,2.935
2020-11-12,3.137,2.844,2.935,2.961
2020-11-13,3.997,2.94,2.961,3.862
2020-11-14,3.972,3.513,3.862,3.811
2020-11-15,4.248,3.62,3.811,3.85
2020-11-16,3.939,3.45,3.85,3.568
2020-11-17,3.864,3.482,3.568,3.818
2020-11-18,3.851,3.279,3.818,3.463
2020-11-19,3.911,3.232,3.463,3.75
2020-11-20,4.089,3.681,3.75,3.861
2020-11-21,3.939,3.591,3.861,3.834
2020-11-22,3.951,3.442,3.834,3.692
2020-11-23,4.229,3.634,3.692,4.187
2020-11-24,4.484,3.94,4.187,4.065
2020-11-25,4.204,3.528,4.065,3.678
2020-11-26,3.768,3.101,3.678,3.437
2020-11-27,3.535,3.162,3.437,3.311
2020-11-28,3.532,3.259,3.311,3.464
2020-11-29,3.575,3.365,3.464,3.555
2020-11-30,3.806,3.538,3.555,3.766
2020-12-01,3.983,3.416,3.766,3.555
2020-12-02,4.173,3.5,3.555,3.946
2020-12-03,4.025,3.803,3.946,3.889
2020-12-04,3.919,3.501,3.889,3.523
2020-12-05,3.697,3.451,3.523,3.684
2020-12-06,3.794,3.511,3.684,3.649
2020-12-07,3.877,3.565,3.649,3.759
2020-12-08,3.762,3.278,3.759,3.296
2020-12-09,3.398,3.12,3.296,3.356
2020-12-10,3.371,3.191,3.356,3.24
2020-12-11,3.247,2.912,3.24,2.959
2020-12-12,3.185,2.959,2.959,3.123
2020-12-13,3.363,3.073,3.123,3.342
2020-12-14,3.547,3.237,3.342,3.481
2020-12-15,3.517,3.31,3.481,3.33
2020-12-16,3.543,3.244,3.33,3.542
2020-12-17,3.998,3.439,3.542,3.698
2020-12-18,3.855,3.549,3.698,3.766
2020-12-19,4.248,3.71,3.766,3.968
2020-12-20,4.023,3.711,3.968,3.764
2020-12-21,3.922,3.408,3.764,3.514
2020-12-22,3.772,3.284,3.514,3.734
2020-12-23,3.774,3.02,3.734,3.323
2020-12-24,3.525,3.162,3.323,3.524
2020-12-25,3.645,3.374,3.524,3.503
2020-12-26,3.597,3.358,3.503,3.413
2020-12-27,3.792,3.353,3.413,3.593
2020-12-28,3.939,3.567,3.593,3.723
2020-12-29,3.833,3.495,3.723,3.671
2020-12-30,4.38,3.632,3.671,4.15
2020-12-31,5.308,3.943,4.15,5.162
2021-01-01,5.279,4.624,5.162,4.753
2021-01-02,5.187,4.495,4.753,4.862
2021-01-03,5.648,4.681,4.862,5.508
2021-01-04,6.234,4.884,5.508,5.433
2021-01-05,6.58,5.202,5.433,6.276
2021-01-06,6.614,6.024,6.276,6.425
2021-01-07,6.83,6.025,6.425,6.265
2021-01-08,6.37,5.488,6.265,5.882
2021-01-09,6.367,5.673,5.882,6.246
2021-01-10,6.591,5.518,6.246,5.981
2021-01-11,5.996,4.37,5.981,5.24
2021-01-12,5.809,4.963,5.24,5.581
2021-01-13,6.384,5.264,5.581,6.34
2021-01-14,7.127,6.183,6.34,6.945
2021-01-15,7.468,6.377,6.945,7.372
2021-01-16,9.352,7.197,7.372,8.404
2021-01-17,9.169,8.073,8.404,8.686
2021-01-18,9.863,8.307,8.686,9.194
2021-01-19,9.671,8.468,9.194,8.594
2021-01-20,9.048,7.64,8.594,8.985
2021-01-21,9.04,7.324,8.985,7.581
2021-01-22,9.019,7.042,7.581,8.707
2021-01-23,9.53,8.506,8.707,9.328
2021-01-24,12.3,9.18,9.328,12.03
2021-01-25,12.95,10.88,12.03,11.31
2021-01-26,14.28,11.18,11.31,13.92
2021-01-27,16.41,13.02,13.92,14.77
2021-01-28,15.43,13.55,14.77,14.14
2021-01-29,15.79,14.11,14.14,15.67
2021-01-30,19.67,15.11,15.67,19.63
2021-01-31,20.54,17.44,19.63,17.73
2021-02-01,20.74,16.7,17.73,20.51
2021-02-02,20.57,18.08,20.51,18.99
2021-02-03,20.51,18.73,18.99,19.73
2021-02-04,21.59,19.24,19.73,20.14
2021-02-05,22.43,19.57,20.14,21.16
2021-02-06,21.68,19.23,21.16,19.24
2021-02-07,19.67,17.11,19.24,18.72
2021-02-08,20.22,18.14,18.72,19.35
2021-02-09,19.93,18.91,19.35,19.53
2021-02-10,22.42,19.53,19.53,20.7
2021-02-11,22.0,20.17,20.7,21.47
2021-02-12,23.84,21.24,21.47,22.7
2021-02-13,23.57,21.22,22.7,21.8
2021-02-14,22.63,20.69,21.8,20.86
2021-02-15,21.53,17.19,20.86,20.1
2021-02-16,21.3,19.4,20.1,20.49
2021-02-17,21.83,19.18,20.49,21.54
2021-02-18,22.27,20.63,21.54,21.18
2021-02-19,21.53,19.36,21.18,20.07
2021-02-20,32.97,19.53,20.07,28.74
2021-02-21,32.09,27.86,28.74,28.81
2021-02-22,29.12,22.07,28.81,27.69
2021-02-23,27.74,18.24,27.69,24.86
2021-02-24,27.35,23.13,24.86,25.25
2021-02-25,26.94,23.12,25.25,23.48
2021-02-26,25.19,21.01,23.48,23.11
2021-02-27,24.81,22.36,23.11,23.57
2021-02-28,24.14,20.52,23.57,22.25
2021-03-01,25.72,22.12,22.25,25.71
2021-03-02,27.42,24.55,25.71,25.56
2021-03-03,27.59,25.29,25.56,25.39
2021-03-04,29.75,24.77,25.39,28.25
2021-03-05,28.77,25.84,28.25,28.32
2021-03-06,29.0,27.19,28.32,28.51
2021-03-07,34.91,28.5,28.51,34.24
2021-03-08,34.93,32.09,34.24,33.22
2021-03-09,34.76,32.38,33.22,32.87
2021-03-10,33.49,30.35,32.87,30.9
2021-03-11,31.83,29.5,30.9,31.02
2021-03-12,31.94,29.24,31.02,30.93
2021-03-13,33.27,30.19,30.93,32.5
2021-03-14,33.74,30.65,32.5,30.66
2021-03-15,31.5,29.56,30.66,29.8
2021-03-16,30.04,27.95,29.8,30.03
2021-03-17,31.66,29.49,30.03,31.32
2021-03-18,31.6,29.75,31.32,30.0
2021-03-19,34.19,29.47,30.0,33.27
2021-03-20,35.15,31.87,33.27,32.03
2021-03-21,33.31,31.49,32.03,32.91
2021-03-22,35.83,31.8,32.91,32.85
2021-03-23,36.82,30.28,32.85,30.98
2021-03-24,31.88,25.64,30.98,27.3
2021-03-25,28.02,25.6,27.3,26.54
2021-03-26,29.04,26.49,26.54,28.94
2021-03-27,29.48,27.83,28.94,28.18
2021-03-28,28.87,27.37,28.18,27.86
2021-03-29,29.48,27.52,27.86,29.01
2021-03-30,29.29,28.28,29.01,28.56
2021-03-31,29.01,26.69,28.56,28.05
2021-04-01,30.26,28.05,28.05,28.67
2021-04-02,30.29,28.63,28.67,30.24
2021-04-03,32.42,29.36,30.24,29.39
2021-04-04,31.5,28.98,29.39,30.93
2021-04-05,31.21,29.7,30.93,30.82
2021-04-06,32.39,30.13,30.82,31.25
2021-04-07,31.4,27.82,31.25,28.57
2021-04-08,30.55,28.35,28.57,30.21
2021-04-09,30.58,29.32,30.21,29.53
2021-04-10,30.79,29.19,29.53,29.74
2021-04-11,30.63,29.21,29.74,29.9
2021-04-12,38.08,29.54,29.9,36.71
2021-04-13,37.11,34.2,36.71,35.5
2021-04-14,36.8,33.35,35.5,36.02
2021-04-15,39.5,35.58,36.02,37.83
2021-04-16,38.21,34.31,37.83,36.21
2021-04-17,37.49,34.69,36.21,34.73
2021-04-18,35.07,27.57,34.73,31.72
2021-04-19,32.69,29.49,31.72,31.49
2021-04-20,32.22,28.33,31.49,32.02
2021-04-21,36.5,30.58,32.02,33.46
2021-04-22,38.42,32.69,33.46,34.03
2021-04-23,34.84,29.78,34.03,32.96
2021-04-24,32.99,30.03,32.96,30.2
2021-04-25,34.81,30.08,30.2,34.27
2021-04-26,38.48,34.2,34.27,38.16
2021-04-27,40.57,37.41,38.16,39.6
2021-04-28,42.91,37.88,39.6,42.86
2021-04-29,43.89,39.66,42.86,41.09
2021-04-30,44.34,39.66,41.08,40.69
2021-05-01,41.03,39.67,40.69,40.31
2021-05-02,43.25,39.37,40.29,42.59
2021-05-03,44.97,41.28,42.59,42.28
2021-05-04,44.59,39.82,42.28,43.17
2021-05-05,44.83,41.61,43.17,42.51
2021-05-06,42.56,39.92,42.51,40.23
2021-05-07,41.25,38.39,40.23,39.79
2021-05-08,41.26,39.25,39.79,40.52
2021-05-09,40.72,38.13,40.52,39.5
2021-05-10,41.19,33.65,39.5,36.41
2021-05-11,38.58,35.49,36.41,38.57
2021-05-12,44.21,35.91,38.57,36.75
2021-05-13,40.33,34.21,36.75,37.33
2021-05-14,40.93,37.13,37.33,40.44
2021-05-15,42.38,36.56,40.44,36.56
2021-05-16,37.23,35.03,36.63,36.63
2021-05-17,36.61,31.82,36.61,33.24
2021-05-18,36.64,33.03,33.24,35.05
2021-05-19,35.51,16.82,35.05,23.3
2021-05-20,28.53,20.1,23.3,26.41
2021-05-21,27.95,19.0,26.41,21.94
2021-05-22,22.79,18.48,21.94,20.37
2021-05-23,21.28,13.0,20.37,16.75
2021-05-24,25.16,16.57,16.75,24.67
2021-05-25,26.69,21.62,24.67,25.17
2021-05-26,29.4,24.61,25.17,29.4
2021-05-27,30.0,26.18,29.4,28.52
2021-05-28,29.37,24.99,28.52,25.89
2021-05-29,27.51,21.86,25.89,23.16
2021-05-30,26.57,21.74,23.16,25.72
2021-05-31,28.38,23.5,25.72,28.29
2021-06-01,29.37,25.97,28.29,27.4
2021-06-02,28.78,26.34,27.4,27.62
2021-06-03,29.37,26.91,27.62,28.67
2021-06-04,28.68,25.03,28.67,26.42
2021-06-05,27.67,25.17,26.42,25.64
2021-06-06,26.45,25.38,25.64,25.87
2021-06-07,27.33,23.99,25.87,24.26
2021-06-08,24.62,20.72,24.26,23.44
2021-06-09,25.23,22.24,23.44,25.11
2021-06-10,25.26,23.1,25.11,23.57
2021-06-11,23.85,21.32,23.57,21.81
2021-06-12,21.91,20.28,21.81,21.27
2021-06-13,23.61,20.47,21.27,23.28
2021-06-14,24.19,22.53,23.28,24.17
2021-06-15,24.67,23.16,24.17,23.44
2021-06-16,23.53,21.66,23.44,21.81
2021-06-17,22.93,21.43,21.81,22.15
2021-06-18,22.25,19.58,22.15,20.38
2021-06-19,20.97,19.79,20.38,19.79
2021-06-20,21.0,18.65,19.79,20.74
2021-06-21,20.86,15.77,20.74,15.81
2021-06-22,17.1,13.95,15.81,16.4
2021-06-23,18.49,15.84,16.4,17.79
2021-06-24,18.53,16.63,17.79,18.02
2021-06-25,18.34,15.73,18.02,15.87
2021-06-26,16.44,15.12,15.87,16.13
2021-06-27,17.09,15.63,16.13,17.06
2021-06-28,18.12,16.88,17.06,17.71
2021-06-29,19.2,17.69,17.71,18.63
2021-06-30,19.29,17.2,18.63,19.27
2021-07-01,19.28,17.57,19.27,17.81
2021-07-02,18.24,16.96,17.81,18.23
2021-07-03,19.54,17.81,18.23,19.51
2021-07-04,21.49,18.94,19.51,20.77
2021-07-05,20.89,19.14,20.77,20.07
2021-07-06,23.17,20.06,20.07,22.4
2021-07-07,23.44,21.7,22.4,22.27
2021-07-08,22.33,19.98,22.27,20.36
2021-07-09,21.56,19.79,20.36,20.97
2021-07-10,21.5,19.95,20.97,20.25
2021-07-11,20.92,19.99,20.25,20.68
2021-07-12,21.4,19.22,20.68,19.55
2021-07-13,19.73,18.17,19.55,18.46
2021-07-14,18.53,16.76,18.46,17.89
2021-07-15,18.37,16.81,17.89,17.04
2021-07-16,17.59,15.94,17.04,16.36
2021-07-17,16.73,15.94,16.36,16.11
2021-07-18,17.16,16.06,16.11,16.32
2021-07-19,16.76,15.41,16.32,15.72
2021-07-20,15.94,14.42,15.72,14.56
2021-07-21,16.86,14.03,14.56,16.71
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
2021-11-15,25.19,23.83,24.56,23.99
2021-11-16,24.0,20.62,23.99,21.69
2021-11-17,21.93,21.07,21.72,21.78
2021-07-23,18.69,16.95,17.58,18.59
2021-07-24,18.94,18.05,18.59,18.24
2021-07-25,18.44,17.27,18.24,18.28
2021-07-26,20.31,18.2,18.28,18.54
2021-07-27,19.24,17.73,18.54,18.9
2021-07-28,19.45,18.55,18.9,19.05
2021-07-29,19.79,18.63,19.05,19.58
2021-07-30,21.04,19.39,19.58,20.94
2021-07-31,21.95,20.71,20.94,21.75
2021-08-01,23.21,21.56,21.75,22.0
2021-08-02,23.09,21.41,22.0,22.38
2021-08-03,22.72,20.69,22.38,21.3
2021-08-04,23.72,20.79,21.3,23.54
2021-08-05,25.57,22.1,23.54,25.44
2021-08-06,26.92,24.55,25.44,26.18
2021-08-07,29.01,25.83,26.18,28.33
2021-08-08,28.71,25.99,28.33,26.72
2021-08-09,28.76,25.39,26.72,28.37
2021-08-10,30.2,28.19,28.37,28.77
2021-08-11,30.41,28.74,28.77,29.02
2021-08-12,29.03,26.89,29.03,28.11
2021-08-13,30.62,27.87,28.11,30.51
2021-08-14,30.65,28.75,30.51,30.14
2021-08-15,30.46,28.31,30.14,30.27
2021-08-16,31.25,29.03,30.27,29.11
2021-08-17,30.81,25.9,29.11,26.4
2021-08-18,27.37,25.47,26.4,26.27
2021-08-19,27.98,25.32,26.27,27.97
2021-08-20,29.26,27.55,27.97,28.87
2021-08-21,29.74,28.21,28.87,28.28
2021-08-22,29.18,27.22,28.28,28.43
2021-08-23,29.63,28.4,28.43,28.79
2021-08-24,29.22,26.54,28.79,26.61
2021-08-25,27.44,25.72,26.61,27.06
2021-08-26,27.66,25.05,27.06,25.53
2021-08-27,27.49,25.05,25.53,27.42
2021-08-28,27.61,26.65,27.42,26.83
2021-08-29,27.68,26.2,26.83,26.8
2021-08-30,28.22,25.59,26.8,26.83
2021-08-31,29.73,26.19,26.83,29.44
2021-09-01,31.39,28.73,29.44,31.36
2021-09-02,31.42,29.57,31.36,29.94
2021-09-03,31.21,28.32,29.94,28.66
2021-09-04,29.46,28.24,28.66,28.58
2021-09-05,29.5,28.36,28.58,29.37
2021-09-06,30.3,28.44,29.37,28.84
2021-09-07,29.32,21.1,28.84,24.28
2021-09-08,24.97,21.38,24.28,23.13
2021-09-09,24.71,22.75,23.13,23.3
2021-09-10,24.24,21.43,23.3,22.32
2021-09-11,23.89,22.26,22.32,22.72
2021-09-12,24.25,22.17,22.72,23.71
2021-09-13,24.04,21.43,23.71,22.67
2021-09-14,25.91,22.49,22.67,25.65
2021-09-15,27.47,24.72,25.65,27.47
2021-09-16,27.6,25.4,27.47,26.25
2021-09-17,26.39,24.02,26.25,24.29
2021-09-18,25.19,23.94,24.29,24.54
2021-09-19,24.64,23.51,24.54,23.89
2021-09-20,23.98,20.53,23.89,20.8
2021-09-21,21.62,18.36,20.8,18.99
2021-09-22,21.65,18.86,18.99,21.64
2021-09-23,21.83,20.9,21.64,21.49
2021-09-24,21.62,18.24,21.49,19.67
2021-09-25,20.1,18.96,19.67,19.48
2021-09-26,24.76,17.76,19.48,24.12
2021-09-27,26.02,22.29,24.12,22.41
2021-09-28,24.97,22.17,22.41,23.09
2021-09-29,24.29,22.34,23.09,23.01
2021-09-30,23.95,22.64,23.01,23.53
2021-10-01,25.77,23.48,23.53,25.65
2021-10-02,27.23,25.39,25.65,26.15
2021-10-03,26.62,25.68,26.15,26.02
2021-10-04,26.03,24.28,26.02,25.35
2021-10-05,25.9,24.59,25.35,25.65
2021-10-06,26.04,23.8,25.65,25.28
2021-10-07,26.31,24.49,25.27,25.53
2021-10-08,26.11,24.64,25.53,24.74
2021-10-09,25.67,24.54,24.74,25.15
2021-10-10,26.01,24.11,25.15,24.18
2021-10-11,25.06,23.54,24.18,24.17
2021-10-12,24.17,22.32,24.17,23.46
2021-10-13,25.73,23.17,23.46,24.68
2021-10-14,26.46,24.55,24.68,26.44
2021-10-15,26.84,25.39,26.44,25.87
2021-10-16,27.92,25.75,25.87,27.06
2021-10-17,27.12,25.08,27.06,25.92
2021-10-18,26.24,24.88,25.92,25.67
2021-10-19,26.3,25.27,25.67,26.04
2021-10-20,27.14,25.55,26.04,27.14
2021-10-21,27.75,24.98,27.14,26.09
2021-10-22,26.84,25.33,26.09,25.63
2021-10-23,26.88,25.27,25.63,26.84
2021-10-24,27.23,25.36,26.84,25.79
2021-10-25,26.75,25.71,25.79,26.75
2021-10-26,28.27,26.15,26.75,26.55
2021-10-27,28.29,23.7,26.55,24.13
2021-10-28,25.37,23.94,24.13,24.9
2021-10-29,25.81,24.67,24.9,25.45
2021-10-30,25.59,24.42,25.45,24.92
2021-10-31,25.28,24.02,24.92,25.02
2021-11-01,26.47,24.17,25.02,25.63
2021-11-02,26.32,25.17,25.63,26.18
2021-11-03,27.08,25.38,26.18,26.86
2021-11-04,27.45,25.26,26.86,25.76
2021-11-05,26.1,25.28,25.76,25.59
2021-11-06,25.8,24.45,25.59,25.18
2021-11-07,25.51,24.99,25.18,25.33
2021-11-08,26.36,25.24,25.33,26.26
2021-11-09,27.78,25.89,26.26,26.35
2021-11-10,28.46,24.2,26.35,25.3
2021-11-11,26.11,24.92,25.3,25.39
2021-11-12,25.7,23.9,25.39,24.58
2021-11-13,24.8,24.18,24.58,24.67
2021-11-14,25.01,24.03,24.67,24.56
2021-11-15,24.98,23.84,24.56,24.01
2021-11-16,24.01,20.45,24.01,21.72
2021-11-17,21.96,21.07,21.72,21.88
2021-11-18,22.24,19.65,21.88,20.09
2021-11-19,21.33,19.79,20.09,21.22
2021-11-20,22.05,20.78,21.22,22.05
2021-11-21,22.19,21.41,22.05,21.66
2021-11-22,22.27,20.75,21.66,20.97
2021-11-23,22.33,20.78,20.97,22.23
2021-11-24,22.3,20.55,22.23,20.82
2021-11-25,22.06,20.59,20.82,21.39
2021-11-26,21.45,18.74,21.39,19.22
2021-11-27,20.15,19.22,19.22,19.51
2021-11-28,20.26,18.52,19.51,20.15
2021-11-29,20.48,19.67,20.15,20.27
2021-11-30,21.47,19.58,20.27,21.25
2021-12-01,22.32,20.79,21.25,20.96
2021-12-02,23.04,20.57,20.96,22.43
2021-12-03,23.03,19.47,22.43,19.98
2021-12-04,20.03,13.76,19.98,17.22
2021-12-05,17.48,15.95,17.22,16.54
2021-12-06,17.49,15.2,16.54,17.35
2021-12-07,17.67,16.95,17.35,17.16
2021-12-08,18.73,16.98,17.16,18.72
2021-12-09,18.77,16.14,18.72,16.2
2021-12-10,16.53,15.12,16.2,15.16
2021-12-11,16.74,14.97,15.16,15.88
2021-12-12,16.2,15.28,15.88,16.03
2021-12-13,16.09,14.44,16.03,14.47
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 3.961 4.31 2.452 0.004457 3.056 0.004457 3.473 4.225
1051 2020-09-18 8.579 8.67 3.232 3.293 3.473 4.225 6.908 6.97
1052 2020-09-19 7.5 7.486 5.232 5.237 6.908 6.97 5.73
1053 2020-09-20 6.092 4.656 4.705 5.73 5.227 5.208
1054 2020-09-21 5.652 5.637 4.084 4.085 5.227 5.208 4.254 4.252
1055 2020-09-22 4.559 4.549 3.687 3.701 4.254 4.252 3.909 3.913
1056 2020-09-23 5.352 5.393 3.905 3.906 3.909 3.913 4.346 4.368
1057 2020-09-24 5.293 5.3 4.264 4.265 4.346 4.368 5.145 5.158
1058 2020-09-25 5.558 5.561 4.766 4.775 5.145 5.158 4.919 4.922
1059 2020-09-26 4.999 4.99 4.684 4.588 4.919 4.922 4.88 4.865
1060 2020-09-27 5.223 5.211 4.709 4.701 4.88 4.865 4.856
1061 2020-09-28 4.955 4.946 4.184 4.16 4.856 4.254 4.25
1062 2020-09-29 4.417 4.452 4.124 4.122 4.254 4.25 4.391 4.386
1063 2020-09-30 4.391 4.389 3.954 3.95 4.391 4.386 4.159 4.157
1064 2020-10-01 4.519 4.518 3.908 3.94 4.159 4.157 4.254 4.242
1065 2020-10-02 4.254 4.242 3.573 3.578 4.254 4.242 3.894 3.893
1066 2020-10-03 4.123 4.131 3.834 3.831 3.894 3.893 3.909 3.905
1067 2020-10-04 3.949 3.943 3.614 3.607 3.909 3.905 3.728 3.722
1068 2020-10-05 3.804 3.796 3.185 3.187 3.728 3.722 3.321 3.323
1069 2020-10-06 3.344 3.353 2.633 2.628 3.321 3.323 2.716 2.715
1070 2020-10-07 3.003 3.009 2.482 2.479 2.716 2.715 2.966 2.965
1071 2020-10-08 3.468 2.646 2.654 2.966 2.965 3.353 3.354
1072 2020-10-09 3.604 3.6 3.178 3.175 3.353 3.354 3.386 3.387
1073 2020-10-10 3.662 3.657 3.269 3.273 3.386 3.387 3.302 3.296
1074 2020-10-11 3.454 3.451 3.181 3.183 3.302 3.296 3.366 3.363
1075 2020-10-12 3.603 3.617 3.285 3.286 3.366 3.363 3.463 3.457
1076 2020-10-13 3.503 3.499 3.296 3.294 3.463 3.457 3.356 3.351
1077 2020-10-14 3.443 3.437 2.973 3.356 3.351 3.115 3.111
1078 2020-10-15 3.163 3.182 2.918 2.921 3.115 3.111 3.082 3.084
1079 2020-10-16 3.383 3.38 2.89 2.898 3.082 3.084 3.044 3.043
1080 2020-10-17 3.124 3.119 2.973 2.981 3.044 3.043 3.063 3.062
1081 2020-10-18 3.294 3.29 3.05 3.046 3.063 3.062 3.284 3.285
1082 2020-10-19 3.291 3.289 3.113 3.11 3.284 3.285 3.173
1083 2020-10-20 3.194 3.192 2.814 2.823 3.173 2.861
1084 2020-10-21 3.08 3.088 2.85 2.843 2.861 2.941 2.943
1085 2020-10-22 3.141 3.153 2.926 2.941 2.943 3.042 3.046
1086 2020-10-23 3.121 3.125 2.966 2.969 3.042 3.046 3.015 3.017
1087 2020-10-24 3.081 3.085 2.934 2.931 3.015 3.017 2.942 2.945
1088 2020-10-25 2.965 2.969 2.723 2.717 2.942 2.945 2.774 2.779
1089 2020-10-26 2.877 2.875 2.526 2.534 2.774 2.779 2.714 2.713
1090 2020-10-27 2.905 2.913 2.701 2.706 2.714 2.713 2.809 2.821
1091 2020-10-28 2.854 2.595 2.597 2.809 2.821 2.665
1092 2020-10-29 2.74 2.739 2.486 2.493 2.665 2.544 2.541
1093 2020-10-30 2.567 2.564 2.256 2.244 2.544 2.541 2.418 2.417
1094 2020-10-31 2.416 2.417 2.239 2.244 2.418 2.417 2.265 2.269
1095 2020-11-01 2.448 2.449 2.219 2.265 2.269 2.377 2.379
1096 2020-11-02 2.457 2.454 2.228 2.227 2.377 2.379 2.254 2.256
1097 2020-11-03 2.282 2.286 2.061 2.057 2.254 2.256 2.15 2.137
1098 2020-11-04 2.177 2.166 1.887 1.88 2.15 2.137 1.946 1.928
1099 2020-11-05 2.405 2.415 1.768 1.761 1.946 1.928 2.189 2.195
1100 2020-11-06 2.686 2.687 2.175 2.179 2.189 2.195 2.571 2.569
1101 2020-11-07 3.019 2.448 2.437 2.571 2.569 2.486 2.477
1102 2020-11-08 2.919 2.92 2.44 2.441 2.486 2.477 2.869 2.866
1103 2020-11-09 2.879 2.88 2.58 2.583 2.869 2.866 2.678
1104 2020-11-10 3.172 3.176 2.629 2.678 3.075 3.074
1105 2020-11-11 3.219 3.22 2.891 2.888 3.075 3.074 2.936 2.935
1106 2020-11-12 3.138 3.137 2.84 2.844 2.936 2.935 2.96 2.961
1107 2020-11-13 3.969 3.997 2.937 2.94 2.96 2.961 3.853 3.862
1108 2020-11-14 3.96 3.972 3.516 3.513 3.853 3.862 3.808 3.811
1109 2020-11-15 4.255 4.248 3.615 3.62 3.808 3.811 3.851 3.85
1110 2020-11-16 3.937 3.939 3.447 3.45 3.851 3.85 3.566 3.568
1111 2020-11-17 3.858 3.864 3.488 3.482 3.566 3.568 3.816 3.818
1112 2020-11-18 3.849 3.851 3.275 3.279 3.816 3.818 3.463
1113 2020-11-19 3.896 3.911 3.233 3.232 3.463 3.753 3.75
1114 2020-11-20 4.087 4.089 3.677 3.681 3.753 3.75 3.854 3.861
1115 2020-11-21 3.932 3.939 3.593 3.591 3.854 3.861 3.833 3.834
1116 2020-11-22 3.944 3.951 3.439 3.442 3.833 3.834 3.68 3.692
1117 2020-11-23 4.223 4.229 3.633 3.634 3.68 3.692 4.19 4.187
1118 2020-11-24 4.491 4.484 3.951 3.94 4.19 4.187 4.081 4.065
1119 2020-11-25 4.214 4.204 3.543 3.528 4.081 4.065 3.678
1120 2020-11-26 3.78 3.768 3.113 3.101 3.678 3.437
1121 2020-11-27 3.54 3.535 3.168 3.162 3.437 3.311
1122 2020-11-28 3.536 3.532 3.258 3.259 3.311 3.465 3.464
1123 2020-11-29 3.578 3.575 3.362 3.365 3.465 3.464 3.555
1124 2020-11-30 3.809 3.806 3.523 3.538 3.555 3.778 3.766
1125 2020-12-01 3.985 3.983 3.461 3.416 3.778 3.766 3.553 3.555
1126 2020-12-02 4.173 3.503 3.5 3.553 3.555 3.948 3.946
1127 2020-12-03 4.025 3.804 3.803 3.948 3.946 3.886 3.889
1128 2020-12-04 3.92 3.919 3.499 3.501 3.886 3.889 3.518 3.523
1129 2020-12-05 3.701 3.697 3.451 3.518 3.523 3.685 3.684
1130 2020-12-06 3.793 3.794 3.511 3.685 3.684 3.652 3.649
1131 2020-12-07 3.881 3.877 3.567 3.565 3.652 3.649 3.761 3.759
1132 2020-12-08 3.762 3.28 3.278 3.761 3.759 3.298 3.296
1133 2020-12-09 3.392 3.398 3.118 3.12 3.298 3.296 3.354 3.356
1134 2020-12-10 3.371 3.191 3.354 3.356 3.238 3.24
1135 2020-12-11 3.247 2.915 2.912 3.238 3.24 2.962 2.959
1136 2020-12-12 3.18 3.185 2.965 2.959 2.962 2.959 3.127 3.123
1137 2020-12-13 3.364 3.363 3.072 3.073 3.127 3.123 3.342
1138 2020-12-14 3.536 3.547 3.24 3.237 3.342 3.48 3.481
1139 2020-12-15 3.521 3.517 3.312 3.31 3.48 3.481 3.331 3.33
1140 2020-12-16 3.541 3.543 3.244 3.331 3.33 3.535 3.542
1141 2020-12-17 3.996 3.998 3.437 3.439 3.535 3.542 3.694 3.698
1142 2020-12-18 3.858 3.855 3.553 3.549 3.694 3.698 3.768 3.766
1143 2020-12-19 4.237 4.248 3.706 3.71 3.768 3.766 3.963 3.968
1144 2020-12-20 4.021 4.023 3.707 3.711 3.963 3.968 3.761 3.764
1145 2020-12-21 3.921 3.922 3.418 3.408 3.761 3.764 3.51 3.514
1146 2020-12-22 3.777 3.772 3.285 3.284 3.51 3.514 3.732 3.734
1147 2020-12-23 3.778 3.774 3.045 3.02 3.732 3.734 3.308 3.323
1148 2020-12-24 3.531 3.525 3.157 3.162 3.308 3.323 3.523 3.524
1149 2020-12-25 3.646 3.645 3.371 3.374 3.523 3.524 3.503
1150 2020-12-26 3.601 3.597 3.363 3.358 3.503 3.412 3.413
1151 2020-12-27 3.799 3.792 3.361 3.353 3.412 3.413 3.6 3.593
1152 2020-12-28 3.949 3.939 3.565 3.567 3.6 3.593 3.726 3.723
1153 2020-12-29 3.841 3.833 3.502 3.495 3.726 3.723 3.667 3.671
1154 2020-12-30 4.377 4.38 3.635 3.632 3.667 3.671 4.151 4.15
1155 2020-12-31 5.293 5.308 3.945 3.943 4.151 4.15 5.159 5.162
1156 2021-01-01 5.276 5.279 4.623 4.624 5.159 5.162 4.744 4.753
1157 2021-01-02 5.178 5.187 4.489 4.495 4.744 4.753 4.861 4.862
1158 2021-01-03 5.631 5.648 4.678 4.681 4.861 4.862 5.489 5.508
1159 2021-01-04 6.184 6.234 4.97 4.884 5.489 5.508 5.423 5.433
1160 2021-01-05 6.563 6.58 5.209 5.202 5.423 5.433 6.263 6.276
1161 2021-01-06 6.593 6.614 6.022 6.024 6.263 6.276 6.42 6.425
1162 2021-01-07 6.806 6.83 6.056 6.025 6.42 6.425 6.257 6.265
1163 2021-01-08 6.365 6.37 5.518 5.488 6.257 6.265 5.879 5.882
1164 2021-01-09 6.362 6.367 5.687 5.673 5.879 5.882 6.239 6.246
1165 2021-01-10 6.576 6.591 5.571 5.518 6.239 6.246 5.984 5.981
1166 2021-01-11 6.003 5.996 4.457 4.37 5.984 5.981 5.245 5.24
1167 2021-01-12 5.82 5.809 4.978 4.963 5.245 5.24 5.59 5.581
1168 2021-01-13 6.379 6.384 5.267 5.264 5.59 5.581 6.338 6.34
1169 2021-01-14 7.122 7.127 6.177 6.183 6.338 6.34 6.951 6.945
1170 2021-01-15 7.478 7.468 6.424 6.377 6.951 6.945 7.375 7.372
1171 2021-01-16 9.371 9.352 7.197 7.375 7.372 8.412 8.404
1172 2021-01-17 9.174 9.169 8.08 8.073 8.412 8.404 8.684 8.686
1173 2021-01-18 9.871 9.863 8.318 8.307 8.684 8.686 9.2 9.194
1174 2021-01-19 9.659 9.671 8.483 8.468 9.2 9.194 8.596 8.594
1175 2021-01-20 9.049 9.048 7.666 7.64 8.596 8.594 8.982 8.985
1176 2021-01-21 9.028 9.04 7.336 7.324 8.982 8.985 7.588 7.581
1177 2021-01-22 9.025 9.019 7.084 7.042 7.588 7.581 8.705 8.707
1178 2021-01-23 9.536 9.53 8.506 8.705 8.707 9.345 9.328
1179 2021-01-24 12.29 12.3 9.182 9.18 9.345 9.328 12.04 12.03
1180 2021-01-25 12.89 12.95 10.89 10.88 12.04 12.03 11.31
1181 2021-01-26 14.24 14.28 11.2 11.18 11.31 13.91 13.92
1182 2021-01-27 15.52 16.41 13.1 13.02 13.91 13.92 14.79 14.77
1183 2021-01-28 15.41 15.43 13.57 13.55 14.79 14.77 14.13 14.14
1184 2021-01-29 15.76 15.79 14.09 14.11 14.13 14.14 15.68 15.67
1185 2021-01-30 19.63 19.67 15.11 15.68 15.67 19.56 19.63
1186 2021-01-31 20.52 20.54 17.45 17.44 19.56 19.63 17.74 17.73
1187 2021-02-01 20.76 20.74 16.7 17.74 17.73 20.49 20.51
1188 2021-02-02 20.6 20.57 18.09 18.08 20.49 20.51 19.01 18.99
1189 2021-02-03 20.51 18.74 18.73 19.01 18.99 19.71 19.73
1190 2021-02-04 21.57 21.59 19.45 19.24 19.71 19.73 20.14
1191 2021-02-05 22.34 22.43 19.74 19.57 20.14 21.16
1192 2021-02-06 21.67 21.68 19.25 19.23 21.16 19.26 19.24
1193 2021-02-07 19.68 19.67 17.18 17.11 19.26 19.24 18.68 18.72
1194 2021-02-08 20.16 20.22 18.15 18.14 18.68 18.72 19.34 19.35
1195 2021-02-09 19.91 19.93 18.9 18.91 19.34 19.35 19.52 19.53
1196 2021-02-10 22.41 22.42 19.52 19.53 19.52 19.53 20.72 20.7
1197 2021-02-11 22.0 20.15 20.17 20.72 20.7 21.46 21.47
1198 2021-02-12 23.82 23.84 21.28 21.24 21.46 21.47 22.7
1199 2021-02-13 23.54 23.57 21.33 21.22 22.7 21.79 21.8
1200 2021-02-14 22.61 22.63 20.73 20.69 21.79 21.8 20.87 20.86
1201 2021-02-15 21.53 17.59 17.19 20.87 20.86 20.08 20.1
1202 2021-02-16 21.31 21.3 19.39 19.4 20.08 20.1 20.48 20.49
1203 2021-02-17 21.78 21.83 19.19 19.18 20.48 20.49 21.5 21.54
1204 2021-02-18 22.24 22.27 20.62 20.63 21.5 21.54 21.15 21.18
1205 2021-02-19 21.53 19.36 21.15 21.18 20.07
1206 2021-02-20 32.87 32.97 19.51 19.53 20.07 28.78 28.74
1207 2021-02-21 32.08 32.09 27.82 27.86 28.78 28.74 28.8 28.81
1208 2021-02-22 29.13 29.12 22.45 22.07 28.8 28.81 27.71 27.69
1209 2021-02-23 27.77 27.74 18.66 18.24 27.71 27.69 24.61 24.86
1210 2021-02-24 27.36 27.35 23.05 23.13 24.61 24.86 25.28 25.25
1211 2021-02-25 26.98 26.94 23.14 23.12 25.28 25.25 23.48
1212 2021-02-26 25.17 25.19 21.05 21.01 23.48 23.1 23.11
1213 2021-02-27 24.82 24.81 22.36 23.1 23.11 23.56 23.57
1214 2021-02-28 24.15 24.14 20.56 20.52 23.56 23.57 22.24 22.25
1215 2021-03-01 25.72 22.06 22.12 22.24 22.25 25.71
1216 2021-03-02 27.43 27.42 24.56 24.55 25.71 25.58 25.56
1217 2021-03-03 27.58 27.59 25.28 25.29 25.58 25.56 25.36 25.39
1218 2021-03-04 29.73 29.75 24.73 24.77 25.36 25.39 28.26 28.25
1219 2021-03-05 28.78 28.77 25.88 25.84 28.26 28.25 28.32
1220 2021-03-06 29.02 29.0 27.18 27.19 28.32 28.51
1221 2021-03-07 34.83 34.91 28.47 28.5 28.51 34.27 34.24
1222 2021-03-08 34.91 34.93 32.1 32.09 34.27 34.24 33.21 33.22
1223 2021-03-09 34.79 34.76 32.39 32.38 33.21 33.22 32.91 32.87
1224 2021-03-10 33.54 33.49 30.38 30.35 32.91 32.87 30.93 30.9
1225 2021-03-11 31.81 31.83 29.59 29.5 30.93 30.9 31.03 31.02
1226 2021-03-12 31.95 31.94 29.42 29.24 31.03 31.02 30.92 30.93
1227 2021-03-13 33.29 33.27 30.2 30.19 30.92 30.93 32.46 32.5
1228 2021-03-14 33.77 33.74 30.66 30.65 32.46 32.5 30.67 30.66
1229 2021-03-15 31.53 31.5 29.58 29.56 30.67 30.66 29.78 29.8
1230 2021-03-16 30.02 30.04 28.05 27.95 29.78 29.8 30.02 30.03
1231 2021-03-17 31.63 31.66 29.47 29.49 30.02 30.03 31.28 31.32
1232 2021-03-18 31.58 31.6 29.73 29.75 31.28 31.32 29.98 30.0
1233 2021-03-19 34.19 29.47 29.98 30.0 33.27
1234 2021-03-20 35.14 35.15 31.86 31.87 33.27 32.04 32.03
1235 2021-03-21 33.3 33.31 31.46 31.49 32.04 32.03 32.91
1236 2021-03-22 35.82 35.83 31.77 31.8 32.91 32.82 32.85
1237 2021-03-23 36.13 36.82 30.3 30.28 32.82 32.85 31.02 30.98
1238 2021-03-24 31.87 31.88 26.23 25.64 31.02 30.98 27.37 27.3
1239 2021-03-25 28.05 28.02 25.7 25.6 27.37 27.3 26.51 26.54
1240 2021-03-26 29.02 29.04 26.48 26.49 26.51 26.54 28.92 28.94
1241 2021-03-27 29.45 29.48 27.83 28.92 28.94 28.17 28.18
1242 2021-03-28 28.85 28.87 27.37 28.17 28.18 27.85 27.86
1243 2021-03-29 29.47 29.48 27.52 27.85 27.86 29.02 29.01
1244 2021-03-30 29.28 29.29 28.33 28.28 29.02 29.01 28.58 28.56
1245 2021-03-31 29.01 27.14 26.69 28.58 28.56 28.05
1246 2021-04-01 30.25 30.26 28.04 28.05 28.05 28.67
1247 2021-04-02 30.25 30.29 28.66 28.63 28.67 30.2 30.24
1248 2021-04-03 32.45 32.42 29.35 29.36 30.2 30.24 29.38 29.39
1249 2021-04-04 31.5 28.98 29.38 29.39 30.93
1250 2021-04-05 31.2 31.21 29.67 29.7 30.93 30.83 30.82
1251 2021-04-06 32.42 32.39 30.29 30.13 30.83 30.82 31.23 31.25
1252 2021-04-07 31.38 31.4 27.83 27.82 31.23 31.25 28.55 28.57
1253 2021-04-08 30.29 30.55 28.36 28.35 28.55 28.57 30.2 30.21
1254 2021-04-09 30.57 30.58 29.31 29.32 30.2 30.21 29.51 29.53
1255 2021-04-10 30.81 30.79 29.18 29.19 29.51 29.53 29.77 29.74
1256 2021-04-11 30.65 30.63 29.24 29.21 29.77 29.74 29.91 29.9
1257 2021-04-12 38.1 38.08 29.57 29.54 29.91 29.9 36.68 36.71
1258 2021-04-13 37.11 34.22 34.2 36.68 36.71 35.41 35.5
1259 2021-04-14 36.83 36.8 33.51 33.35 35.41 35.5 36.05 36.02
1260 2021-04-15 39.47 39.5 35.66 35.58 36.05 36.02 37.77 37.83
1261 2021-04-16 38.16 38.21 34.36 34.31 37.77 37.83 36.19 36.21
1262 2021-04-17 37.52 37.49 34.65 34.69 36.19 36.21 34.75 34.73
1263 2021-04-18 35.13 35.07 27.94 27.57 34.75 34.73 31.67 31.72
1264 2021-04-19 32.7 32.69 29.66 29.49 31.67 31.72 31.42 31.49
1265 2021-04-20 32.22 28.32 28.33 31.42 31.49 31.95 32.02
1266 2021-04-21 36.26 36.5 30.55 30.58 31.95 32.02 33.42 33.46
1267 2021-04-22 38.39 38.42 32.72 32.69 33.42 33.46 33.99 34.03
1268 2021-04-23 34.93 34.84 29.7 29.78 33.99 34.03 32.98 32.96
1269 2021-04-24 33.01 32.99 29.99 30.03 32.98 32.96 30.2
1270 2021-04-25 34.87 34.81 30.06 30.08 30.2 34.33 34.27
1271 2021-04-26 38.51 38.48 34.17 34.2 34.33 34.27 38.2 38.16
1272 2021-04-27 40.61 40.57 37.38 37.41 38.2 38.16 39.68 39.6
1273 2021-04-28 42.97 42.91 37.96 37.88 39.68 39.6 42.9 42.86
1274 2021-04-29 43.93 43.89 39.7 39.66 42.9 42.86 41.06 41.09
1275 2021-04-30 41.35 44.34 39.14 39.66 41.06 41.08 40.64 40.69
1276 2021-05-01 41.27 41.03 39.21 39.67 40.64 40.69 40.32 40.31
1277 2021-05-02 43.28 43.25 39.36 39.37 40.32 40.29 42.57 42.59
1278 2021-05-03 44.98 44.97 41.25 41.28 42.57 42.59 42.28
1279 2021-05-04 44.63 44.59 40.07 39.82 42.28 43.11 43.17
1280 2021-05-05 44.81 44.83 41.59 41.61 43.11 43.17 42.47 42.51
1281 2021-05-06 42.57 42.56 39.84 39.92 42.47 42.51 40.26 40.23
1282 2021-05-07 41.31 41.25 38.35 38.39 40.26 40.23 39.77 39.79
1283 2021-05-08 41.29 41.26 39.22 39.25 39.77 39.79 40.5 40.52
1284 2021-05-09 40.75 40.72 38.18 38.13 40.5 40.52 39.46 39.5
1285 2021-05-10 41.19 34.49 33.65 39.46 39.5 36.42 36.41
1286 2021-05-11 38.57 38.58 35.52 35.49 36.42 36.41 38.56 38.57
1287 2021-05-12 43.94 44.21 36.6 35.91 38.56 38.57 36.77 36.75
1288 2021-05-13 40.3 40.33 35.12 34.21 36.77 36.75 37.35 37.33
1289 2021-05-14 40.9 40.93 37.18 37.13 37.35 37.33 40.44
1290 2021-05-15 42.42 42.38 36.59 36.56 40.44 36.63 36.56
1291 2021-05-16 39.48 37.23 34.61 35.03 36.63 36.6 36.63
1292 2021-05-17 36.54 36.61 31.91 31.82 36.6 36.61 33.25 33.24
1293 2021-05-18 36.57 36.64 33.04 33.03 33.25 33.24 35.06 35.05
1294 2021-05-19 35.55 35.51 18.08 16.82 35.06 35.05 23.22 23.3
1295 2021-05-20 28.45 28.53 20.11 20.1 23.22 23.3 26.34 26.41
1296 2021-05-21 27.95 18.96 19.0 26.34 26.41 21.96 21.94
1297 2021-05-22 22.41 22.79 18.55 18.48 21.96 21.94 20.39 20.37
1298 2021-05-23 21.33 21.28 13.08 13.0 20.39 20.37 16.74 16.75
1299 2021-05-24 25.17 25.16 16.54 16.57 16.74 16.75 24.64 24.67
1300 2021-05-25 26.7 26.69 21.65 21.62 24.64 24.67 25.14 25.17
1301 2021-05-26 29.42 29.4 24.61 25.14 25.17 29.42 29.4
1302 2021-05-27 30.0 26.18 29.42 29.4 28.51 28.52
1303 2021-05-28 29.37 24.99 28.51 28.52 25.87 25.89
1304 2021-05-29 27.52 27.51 21.82 21.86 25.87 25.89 23.16
1305 2021-05-30 26.56 26.57 21.69 21.74 23.16 25.7 25.72
1306 2021-05-31 28.37 28.38 23.47 23.5 25.7 25.72 28.26 28.29
1307 2021-06-01 28.73 29.37 25.97 28.26 28.29 27.42 27.4
1308 2021-06-02 28.77 28.78 26.37 26.34 27.42 27.4 27.62
1309 2021-06-03 29.37 26.91 27.62 28.68 28.67
1310 2021-06-04 28.72 28.68 25.14 25.03 28.68 28.67 26.44 26.42
1311 2021-06-05 27.69 27.67 25.18 25.17 26.44 26.42 25.64
1312 2021-06-06 26.44 26.45 25.35 25.38 25.64 25.86 25.87
1313 2021-06-07 27.33 23.97 23.99 25.86 25.87 24.27 24.26
1314 2021-06-08 24.65 24.62 20.8 20.72 24.27 24.26 23.44
1315 2021-06-09 25.24 25.23 22.2 22.24 23.44 25.1 25.11
1316 2021-06-10 25.25 25.26 23.11 23.1 25.1 25.11 23.58 23.57
1317 2021-06-11 23.84 23.85 21.37 21.32 23.58 23.57 21.84 21.81
1318 2021-06-12 21.89 21.91 20.25 20.28 21.84 21.81 21.29 21.27
1319 2021-06-13 23.61 20.45 20.47 21.29 21.27 23.25 23.28
1320 2021-06-14 24.2 24.19 22.51 22.53 23.25 23.28 24.16 24.17
1321 2021-06-15 24.67 23.14 23.16 24.16 24.17 23.41 23.44
1322 2021-06-16 23.54 23.53 21.66 23.41 23.44 21.82 21.81
1323 2021-06-17 22.94 22.93 21.41 21.43 21.82 21.81 22.17 22.15
1324 2021-06-18 22.28 22.25 19.59 19.58 22.17 22.15 20.42 20.38
1325 2021-06-19 20.97 19.8 19.79 20.42 20.38 19.8 19.79
1326 2021-06-20 21.04 21.0 18.66 18.65 19.8 19.79 20.73 20.74
1327 2021-06-21 20.88 20.86 15.78 15.77 20.73 20.74 15.8 15.81
1328 2021-06-22 17.13 17.1 13.99 13.95 15.8 15.81 16.42 16.4
1329 2021-06-23 18.48 18.49 15.79 15.84 16.42 16.4 17.8 17.79
1330 2021-06-24 18.54 18.53 16.62 16.63 17.8 17.79 18.04 18.02
1331 2021-06-25 18.35 18.34 15.72 15.73 18.04 18.02 15.83 15.87
1332 2021-06-26 16.47 16.44 15.13 15.12 15.83 15.87 16.14 16.13
1333 2021-06-27 17.11 17.09 15.65 15.63 16.14 16.13 17.11 17.06
1334 2021-06-28 18.14 18.12 16.87 16.88 17.11 17.06 17.72 17.71
1335 2021-06-29 19.18 19.2 17.67 17.69 17.72 17.71 18.63
1336 2021-06-30 19.3 19.29 17.17 17.2 18.63 19.27
1337 2021-07-01 19.28 17.57 19.27 17.79 17.81
1338 2021-07-02 18.24 16.94 16.96 17.79 17.81 18.21 18.23
1339 2021-07-03 19.54 17.8 17.81 18.21 18.23 19.47 19.51
1340 2021-07-04 21.49 18.93 18.94 19.47 19.51 20.77
1341 2021-07-05 20.89 19.15 19.14 20.77 20.06 20.07
1342 2021-07-06 23.19 23.17 20.04 20.06 20.06 20.07 22.38 22.4
1343 2021-07-07 23.44 21.68 21.7 22.38 22.4 22.25 22.27
1344 2021-07-08 22.3 22.33 19.94 19.98 22.25 22.27 20.34 20.36
1345 2021-07-09 21.57 21.56 19.77 19.79 20.34 20.36 20.97
1346 2021-07-10 21.51 21.5 19.94 19.95 20.97 20.25
1347 2021-07-11 20.93 20.92 19.99 20.25 20.7 20.68
1348 2021-07-12 21.4 19.22 20.7 20.68 19.55
1349 2021-07-13 19.72 19.73 18.18 18.17 19.55 18.46
1350 2021-07-14 18.53 16.74 16.76 18.46 17.89
1351 2021-07-15 18.38 18.37 16.81 17.89 17.05 17.04
1352 2021-07-16 17.61 17.59 15.95 15.94 17.05 17.04 16.37 16.36
1353 2021-07-17 16.76 16.73 15.96 15.94 16.37 16.36 16.12 16.11
1354 2021-07-18 17.18 17.16 16.05 16.06 16.12 16.11 16.33 16.32
1355 2021-07-19 16.78 16.76 15.41 16.33 16.32 15.73 15.72
1356 2021-07-20 15.96 15.94 14.43 14.42 15.73 15.72 14.56
1357 2021-07-21 16.86 14.02 14.03 14.56 16.71
1358 2021-07-22 17.61 16.09 16.71 17.58
1359 2021-07-23 18.69 16.94 16.95 17.58 18.59
1360 2021-07-24 18.95 18.94 18.06 18.05 18.59 18.26 18.24
1361 2021-07-25 18.46 18.44 17.28 17.27 18.26 18.24 18.3 18.28
1362 2021-07-26 20.29 20.31 18.18 18.2 18.3 18.28 18.53 18.54
1363 2021-07-27 19.24 17.71 17.73 18.53 18.54 18.89 18.9
1364 2021-07-28 19.45 18.53 18.55 18.89 18.9 19.06 19.05
1365 2021-07-29 19.79 18.61 18.63 19.06 19.05 19.58
1366 2021-07-30 21.04 19.38 19.39 19.58 20.93 20.94
1367 2021-07-31 21.95 20.7 20.71 20.93 20.94 21.73 21.75
1368 2021-08-01 23.23 23.21 21.58 21.56 21.73 21.75 22.0
1369 2021-08-02 23.09 21.4 21.41 22.0 22.38
1370 2021-08-03 22.73 22.72 20.69 22.38 21.32 21.3
1371 2021-08-04 23.72 20.78 20.79 21.32 21.3 23.53 23.54
1372 2021-08-05 25.55 25.57 22.12 22.1 23.53 23.54 25.44
1373 2021-08-06 26.94 26.92 24.54 24.55 25.44 26.17 26.18
1374 2021-08-07 28.99 29.01 25.82 25.83 26.17 26.18 28.31 28.33
1375 2021-08-08 28.68 28.71 25.97 25.99 28.31 28.33 26.71 26.72
1376 2021-08-09 28.75 28.76 25.39 26.71 26.72 28.36 28.37
1377 2021-08-10 30.2 28.18 28.19 28.36 28.37 28.76 28.77
1378 2021-08-11 30.4 30.41 28.73 28.74 28.76 28.77 28.96 29.02
1379 2021-08-12 29.02 29.03 26.88 26.89 29.02 29.03 28.08 28.11
1380 2021-08-13 30.6 30.62 27.86 27.87 28.08 28.11 30.5 30.51
1381 2021-08-14 30.66 30.65 28.77 28.75 30.5 30.51 30.14
1382 2021-08-15 30.47 30.46 28.31 30.14 30.28 30.27
1383 2021-08-16 31.25 29.01 29.03 30.28 30.27 29.07 29.11
1384 2021-08-17 30.8 30.81 25.91 25.9 29.07 29.11 26.41 26.4
1385 2021-08-18 27.35 27.37 25.51 25.47 26.41 26.4 26.27
1386 2021-08-19 27.98 25.31 25.32 26.27 27.96 27.97
1387 2021-08-20 29.2 29.26 27.55 27.96 27.97 28.88 28.87
1388 2021-08-21 29.75 29.74 28.22 28.21 28.88 28.87 28.27 28.28
1389 2021-08-22 29.2 29.18 27.22 28.27 28.28 28.43
1390 2021-08-23 29.62 29.63 28.37 28.4 28.43 28.8 28.79
1391 2021-08-24 29.23 29.22 26.56 26.54 28.8 28.79 26.62 26.61
1392 2021-08-25 27.44 25.71 25.72 26.62 26.61 27.06
1393 2021-08-26 27.65 27.66 25.11 25.05 27.06 25.52 25.53
1394 2021-08-27 27.5 27.49 25.06 25.05 25.52 25.53 27.44 27.42
1395 2021-08-28 27.62 27.61 26.66 26.65 27.44 27.42 26.85 26.83
1396 2021-08-29 27.69 27.68 26.2 26.85 26.83 26.82 26.8
1397 2021-08-30 28.21 28.22 25.58 25.59 26.82 26.8 26.83
1398 2021-08-31 29.73 26.2 26.19 26.83 29.38 29.44
1399 2021-09-01 31.37 31.39 28.71 28.73 29.38 29.44 31.34 31.36
1400 2021-09-02 31.41 31.42 29.54 29.57 31.34 31.36 29.92 29.94
1401 2021-09-03 31.19 31.21 28.33 28.32 29.92 29.94 28.65 28.66
1402 2021-09-04 29.44 29.46 28.23 28.24 28.65 28.66 28.56 28.58
1403 2021-09-05 29.49 29.5 28.34 28.36 28.56 28.58 29.36 29.37
1404 2021-09-06 30.28 30.3 28.7 28.44 29.36 29.37 28.84
1405 2021-09-07 29.32 21.22 21.1 28.84 24.27 24.28
1406 2021-09-08 24.96 24.97 21.41 21.38 24.27 24.28 23.14 23.13
1407 2021-09-09 24.71 22.74 22.75 23.14 23.13 23.32 23.3
1408 2021-09-10 24.25 24.24 21.44 21.43 23.32 23.3 22.3 22.32
1409 2021-09-11 23.87 23.89 22.25 22.26 22.3 22.32 22.72
1410 2021-09-12 24.26 24.25 22.16 22.17 22.72 23.73 23.71
1411 2021-09-13 24.04 21.43 23.73 23.71 22.66 22.67
1412 2021-09-14 25.9 25.91 22.49 22.66 22.67 25.66 25.65
1413 2021-09-15 27.47 24.7 24.72 25.66 25.65 27.47
1414 2021-09-16 27.59 27.6 25.43 25.4 27.47 26.24 26.25
1415 2021-09-17 26.37 26.39 24.02 26.24 26.25 24.3 24.29
1416 2021-09-18 25.18 25.19 23.95 23.94 24.3 24.29 24.53 24.54
1417 2021-09-19 24.63 24.64 23.52 23.51 24.53 24.54 23.88 23.89
1418 2021-09-20 23.97 23.98 20.56 20.53 23.88 23.89 20.89 20.8
1419 2021-09-21 21.62 18.49 18.36 20.89 20.8 19.05 18.99
1420 2021-09-22 21.65 18.86 19.05 18.99 21.62 21.64
1421 2021-09-23 21.84 21.83 20.91 20.9 21.62 21.64 21.52 21.49
1422 2021-09-24 21.64 21.62 18.23 18.24 21.52 21.49 19.66 19.67
1423 2021-09-25 20.11 20.1 18.98 18.96 19.66 19.67 19.49 19.48
1424 2021-09-26 24.71 24.76 17.78 17.76 19.49 19.48 24.09 24.12
1425 2021-09-27 26.0 26.02 22.27 22.29 24.09 24.12 22.39 22.41
1426 2021-09-28 24.97 22.21 22.17 22.39 22.41 23.07 23.09
1427 2021-09-29 24.27 24.29 22.36 22.34 23.07 23.09 23.01
1428 2021-09-30 23.94 23.95 22.63 22.64 23.01 23.52 23.53
1429 2021-10-01 25.76 25.77 23.49 23.48 23.52 23.53 25.63 25.65
1430 2021-10-02 27.21 27.23 25.37 25.39 25.63 25.65 26.13 26.15
1431 2021-10-03 26.63 26.62 25.71 25.68 26.13 26.15 26.03 26.02
1432 2021-10-04 26.01 26.03 24.38 24.28 26.03 26.02 25.33 25.35
1433 2021-10-05 25.9 24.64 24.59 25.33 25.35 25.66 25.65
1434 2021-10-06 26.01 26.04 23.84 23.8 25.66 25.65 25.25 25.28
1435 2021-10-07 26.29 26.31 24.52 24.49 25.25 25.27 25.52 25.53
1436 2021-10-08 26.09 26.11 24.64 25.52 25.53 24.76 24.74
1437 2021-10-09 25.66 25.67 24.55 24.54 24.76 24.74 25.13 25.15
1438 2021-10-10 25.99 26.01 24.11 25.13 25.15 24.17 24.18
1439 2021-10-11 25.06 23.56 23.54 24.17 24.18 24.16 24.17
1440 2021-10-12 24.16 24.17 22.31 22.32 24.16 24.17 23.46
1441 2021-10-13 25.53 25.73 23.25 23.17 23.46 24.68
1442 2021-10-14 26.55 26.46 24.53 24.55 24.68 26.43 26.44
1443 2021-10-15 26.84 25.48 25.39 26.43 26.44 25.89 25.87
1444 2021-10-16 27.93 27.92 25.75 25.89 25.87 27.06
1445 2021-10-17 27.13 27.12 25.25 25.08 27.06 25.91 25.92
1446 2021-10-18 26.24 24.93 24.88 25.91 25.92 25.65 25.67
1447 2021-10-19 26.3 25.29 25.27 25.65 25.67 26.02 26.04
1448 2021-10-20 27.13 27.14 25.55 26.02 26.04 27.13 27.14
1449 2021-10-21 27.74 27.75 25.85 24.98 27.13 27.14 26.1 26.09
1450 2021-10-22 26.85 26.84 25.34 25.33 26.1 26.09 25.64 25.63
1451 2021-10-23 26.88 25.31 25.27 25.64 25.63 26.84
1452 2021-10-24 27.23 25.38 25.36 26.84 25.79
1453 2021-10-25 26.75 25.7 25.71 25.79 26.75
1454 2021-10-26 28.27 26.14 26.15 26.75 26.55
1455 2021-10-27 28.28 28.29 24.13 23.7 26.55 24.16 24.13
1456 2021-10-28 25.34 25.37 23.95 23.94 24.16 24.13 24.89 24.9
1457 2021-10-29 25.8 25.81 24.68 24.67 24.89 24.9 25.44 25.45
1458 2021-10-30 25.56 25.59 24.47 24.42 25.44 25.45 24.9 24.92
1459 2021-10-31 25.3 25.28 24.05 24.02 24.9 24.92 25.0 25.02
1460 2021-11-01 26.49 26.47 24.18 24.17 25.0 25.02 25.65 25.63
1461 2021-11-02 26.33 26.32 25.18 25.17 25.65 25.63 26.2 26.18
1462 2021-11-03 27.05 27.08 25.4 25.38 26.2 26.18 26.83 26.86
1463 2021-11-04 27.47 27.45 25.28 25.26 26.83 26.86 25.77 25.76
1464 2021-11-05 26.11 26.1 25.3 25.28 25.77 25.76 25.61 25.59
1465 2021-11-06 25.81 25.8 24.49 24.45 25.61 25.59 25.18
1466 2021-11-07 25.52 25.51 24.99 25.18 25.34 25.33
1467 2021-11-08 26.36 25.21 25.24 25.34 25.33 26.25 26.26
1468 2021-11-09 27.73 27.78 26.13 25.89 26.25 26.26 26.36 26.35
1469 2021-11-10 28.47 28.46 24.24 24.2 26.36 26.35 25.28 25.3
1470 2021-11-11 26.11 24.92 25.28 25.3 25.39
1471 2021-11-12 25.69 25.7 23.92 23.9 25.39 24.57 24.58
1472 2021-11-13 24.81 24.8 24.17 24.18 24.57 24.58 24.65 24.67
1473 2021-11-14 24.98 25.01 24.02 24.03 24.65 24.67 24.56
1474 2021-11-15 25.19 24.98 23.83 23.84 24.56 23.99 24.01
1475 2021-11-16 24.0 24.01 20.62 20.45 23.99 24.01 21.69 21.72
1476 2021-11-17 21.93 21.96 21.07 21.72 21.78 21.88
1477 2021-11-18 22.24 19.65 21.88 20.09
1478 2021-11-19 21.33 19.79 20.09 21.22
1479 2021-11-20 22.05 20.78 21.22 22.05
1480 2021-11-21 22.19 21.41 22.05 21.66
1481 2021-11-22 22.27 20.75 21.66 20.97
1482 2021-11-23 22.33 20.78 20.97 22.23
1483 2021-11-24 22.3 20.55 22.23 20.82
1484 2021-11-25 22.06 20.59 20.82 21.39
1485 2021-11-26 21.45 18.74 21.39 19.22
1486 2021-11-27 20.15 19.22 19.22 19.51
1487 2021-11-28 20.26 18.52 19.51 20.15
1488 2021-11-29 20.48 19.67 20.15 20.27
1489 2021-11-30 21.47 19.58 20.27 21.25
1490 2021-12-01 22.32 20.79 21.25 20.96
1491 2021-12-02 23.04 20.57 20.96 22.43
1492 2021-12-03 23.03 19.47 22.43 19.98
1493 2021-12-04 20.03 13.76 19.98 17.22
1494 2021-12-05 17.48 15.95 17.22 16.54
1495 2021-12-06 17.49 15.2 16.54 17.35
1496 2021-12-07 17.67 16.95 17.35 17.16
1497 2021-12-08 18.73 16.98 17.16 18.72
1498 2021-12-09 18.77 16.14 18.72 16.2
1499 2021-12-10 16.53 15.12 16.2 15.16
1500 2021-12-11 16.74 14.97 15.16 15.88
1501 2021-12-12 16.2 15.28 15.88 16.03
1502 2021-12-13 16.09 14.44 16.03 14.47