├── 000001.SZ.csv
├── 000001SZ_predict.ipynb
├── 000001SZ_predict.py
├── A_stock-000001.SZ 100_candle_line.jpg
├── README.md
├── fig_lstm
    ├── 000001SZ_Pre.png
    └── train_loss.png
├── fig_transformer
    ├── 000001SZ_Pre.png
    └── train_loss.png
├── model_lstm
    ├── epoch_100_Model.pkl
    └── epoch_100_Optimizer.pkl
├── model_transformer
    ├── epoch_200_Model.pkl
    └── epoch_200_Optimizer.pkl
├── readme
    ├── LSTM.png
    ├── LSTM2.png
    ├── LSTM3.png
    ├── MAPE.png
    ├── MSE.png
    ├── RNN.png
    ├── candleline.png
    ├── loss.png
    └── prediction.png
├── requirements.txt
├── stock_daily
    ├── 000001.SZ.csv
    ├── stock_test.csv
    └── stock_train.csv
└── yfinance-0.1.59.tar.gz


/000001.SZ.csv:
--------------------------------------------------------------------------------
   1 | ts_code,trade_date,open,high,low,close,pre_close,change,pct_chg,vol,amount
   2 | 000001.SZ,20160104,12,12.03,11.23,11.33,11.99,-0.66,-5.5,563497.87,660376.1531
   3 | 000001.SZ,20160105,11.27,11.57,11.15,11.4,11.33,0.07,0.62,663269.95,755531.3537
   4 | 000001.SZ,20160106,11.42,11.56,11.39,11.53,11.4,0.13,1.14,515706.44,591698.5204
   5 | 000001.SZ,20160107,11.41,11.41,10.91,10.94,11.53,-0.59,-5.12,174761.1,194869.4935
   6 | 000001.SZ,20160108,11.21,11.29,10.9,11.12,10.94,0.18,1.65,747527.58,831334.5462
   7 | 000001.SZ,20160111,11,11.08,10.68,10.76,11.12,-0.36,-3.24,732013.99,800683.641
   8 | 000001.SZ,20160112,10.83,10.91,10.64,10.81,10.76,0.05,0.46,561642.3,605970.837
   9 | 000001.SZ,20160113,10.89,10.94,10.7,10.71,10.81,-0.1,-0.93,391709.48,424371.6977
  10 | 000001.SZ,20160114,10.59,10.8,10.48,10.77,10.71,0.06,0.56,666314.54,708535.0047
  11 | 000001.SZ,20160115,10.66,10.8,10.42,10.46,10.77,-0.31,-2.88,448202.14,474908.142
  12 | 000001.SZ,20160118,10.34,10.56,10.3,10.41,10.46,-0.05,-0.48,421040.88,439917.8162
  13 | 000001.SZ,20160119,10.45,10.78,10.41,10.71,10.41,0.3,2.88,501109.08,532074.6995
  14 | 000001.SZ,20160120,10.7,10.8,10.44,10.54,10.71,-0.17,-1.59,603752.5,640968.9469
  15 | 000001.SZ,20160121,10.48,10.75,10.32,10.32,10.54,-0.22,-2.09,606145.11,638127.8768
  16 | 000001.SZ,20160122,10.4,10.45,10.22,10.4,10.32,0.08,0.78,466752.14,482984.4504
  17 | 000001.SZ,20160125,10.4,10.44,10.33,10.37,10.4,-0.03,-0.29,376431.72,390734.8767
  18 | 000001.SZ,20160126,10.32,10.32,9.86,9.87,10.37,-0.5,-4.82,647901.14,653561.5934
  19 | 000001.SZ,20160127,9.93,9.98,9.6,9.88,9.87,0.01,0.1,569037.05,558510.6409
  20 | 000001.SZ,20160128,9.82,9.89,9.65,9.69,9.88,-0.19,-1.92,302540.78,296055.3192
  21 | 000001.SZ,20160129,9.74,10.08,9.69,10,9.69,0.31,3.2,544435.76,540544.4596
  22 | 000001.SZ,20160201,9.98,10.01,9.74,9.8,10,-0.2,-2,417732.14,412635.6426
  23 | 000001.SZ,20160202,9.8,10.03,9.78,9.95,9.8,0.15,1.53,369104.16,367360.4997
  24 | 000001.SZ,20160203,9.85,9.89,9.77,9.85,9.95,-0.1,-1.01,274572.17,269997.8356
  25 | 000001.SZ,20160204,9.89,10,9.88,9.95,9.85,0.1,1.02,373099.47,370586.1875
  26 | 000001.SZ,20160205,9.96,9.97,9.91,9.92,9.95,-0.03,-0.3,270893.34,269184.3835
  27 | 000001.SZ,20160215,9.66,9.85,9.65,9.79,9.92,-0.13,-1.31,278499.46,271173.3724
  28 | 000001.SZ,20160216,9.84,10.03,9.83,10.01,9.79,0.22,2.25,428386.38,427507.7742
  29 | 000001.SZ,20160217,10.03,10.22,9.99,10.15,10.01,0.14,1.4,585167.06,590538.9188
  30 | 000001.SZ,20160218,10.18,10.22,10.09,10.09,10.15,-0.06,-0.59,406178.24,412337.5698
  31 | 000001.SZ,20160219,10.09,10.14,9.99,10.04,10.09,-0.05,-0.5,318898.25,320939.652
  32 | 000001.SZ,20160222,10.13,10.31,10.06,10.29,10.04,0.25,2.49,617739.45,630251.5145
  33 | 000001.SZ,20160223,10.29,10.29,10.05,10.12,10.29,-0.17,-1.65,425874.37,432315.3114
  34 | 000001.SZ,20160224,10.06,10.15,10.01,10.15,10.12,0.03,0.3,300103.6,302498.0261
  35 | 000001.SZ,20160225,10.12,10.13,9.6,9.67,10.15,-0.48,-4.73,622072.84,615004.7433
  36 | 000001.SZ,20160226,9.77,9.83,9.66,9.79,9.67,0.12,1.24,392154.41,382634.6627
  37 | 000001.SZ,20160229,9.79,9.81,9.42,9.56,9.79,-0.23,-2.35,566896.39,542183.9718
  38 | 000001.SZ,20160301,9.62,9.77,9.58,9.7,9.56,0.14,1.46,377910.8,365149.008
  39 | 000001.SZ,20160302,9.75,10.13,9.72,10.1,9.7,0.4,4.12,676613.73,673626.2293
  40 | 000001.SZ,20160303,10.09,10.18,10.04,10.11,10.1,0.01,0.1,553089.4,559045.2016
  41 | 000001.SZ,20160304,10.09,10.5,10.07,10.4,10.11,0.29,2.87,1381249.07,1429273.063
  42 | 000001.SZ,20160307,10.35,10.49,10.3,10.34,10.4,-0.06,-0.58,606352.97,630155.5992
  43 | 000001.SZ,20160308,10.36,10.36,9.94,10.28,10.34,-0.06,-0.58,643156.46,650471.6074
  44 | 000001.SZ,20160309,10.14,10.22,10.04,10.17,10.28,-0.11,-1.07,325900.65,330124.8924
  45 | 000001.SZ,20160310,10.24,10.35,10.13,10.15,10.17,-0.02,-0.2,474020.3,486414.2407
  46 | 000001.SZ,20160311,10.1,10.22,10.04,10.16,10.15,0.01,0.1,383736.72,389638.9342
  47 | 000001.SZ,20160314,10.21,10.46,10.21,10.26,10.16,0.1,0.98,655158.22,679161.305
  48 | 000001.SZ,20160315,10.28,10.36,10.16,10.32,10.26,0.06,0.58,417920.37,428786.6918
  49 | 000001.SZ,20160316,10.27,10.45,10.25,10.35,10.32,0.03,0.29,664886.2,690087.7131
  50 | 000001.SZ,20160317,10.36,10.48,10.3,10.42,10.35,0.07,0.68,610996.38,635181.3135
  51 | 000001.SZ,20160318,10.42,10.57,10.4,10.54,10.42,0.12,1.15,797215.81,836565.5528
  52 | 000001.SZ,20160321,10.55,10.86,10.55,10.8,10.54,0.26,2.47,920432.81,987764.4619
  53 | 000001.SZ,20160322,10.77,10.94,10.69,10.72,10.8,-0.08,-0.74,625482.48,675406.6114
  54 | 000001.SZ,20160323,10.71,10.77,10.61,10.7,10.72,-0.02,-0.19,430278.16,458963.2727
  55 | 000001.SZ,20160324,10.61,10.63,10.5,10.52,10.7,-0.18,-1.68,372406.24,393411.5445
  56 | 000001.SZ,20160325,10.51,10.6,10.5,10.59,10.52,0.07,0.67,237070.49,250338.4896
  57 | 000001.SZ,20160328,10.62,10.65,10.45,10.48,10.59,-0.11,-1.04,358621.01,378973.3275
  58 | 000001.SZ,20160329,10.51,10.52,10.38,10.43,10.48,-0.05,-0.48,318317.87,332422.3971
  59 | 000001.SZ,20160330,10.48,10.7,10.47,10.7,10.43,0.27,2.59,539699.98,572627.4171
  60 | 000001.SZ,20160331,10.71,10.75,10.64,10.64,10.7,-0.06,-0.56,418387.92,447266.2817
  61 | 000001.SZ,20160401,10.62,10.69,10.5,10.66,10.64,0.02,0.19,369341.88,391830.3993
  62 | 000001.SZ,20160405,10.62,10.81,10.5,10.7,10.66,0.04,0.38,592308.64,632378.8593
  63 | 000001.SZ,20160406,10.68,10.75,10.61,10.72,10.7,0.02,0.19,435259.54,464962.4371
  64 | 000001.SZ,20160407,10.72,10.73,10.59,10.59,10.72,-0.13,-1.21,377719.59,401949.0506
  65 | 000001.SZ,20160408,10.55,10.67,10.5,10.57,10.59,-0.02,-0.19,376553.86,397998.2439
  66 | 000001.SZ,20160411,10.6,10.8,10.6,10.72,10.57,0.15,1.42,786386.02,840486.3482
  67 | 000001.SZ,20160412,10.7,10.71,10.62,10.67,10.72,-0.05,-0.47,298599.54,318538.0018
  68 | 000001.SZ,20160413,10.73,10.97,10.71,10.81,10.67,0.14,1.31,856760.36,929858.5885
  69 | 000001.SZ,20160414,10.88,10.9,10.79,10.84,10.81,0.03,0.28,323646.3,350702.7415
  70 | 000001.SZ,20160415,10.84,10.94,10.8,10.88,10.84,0.04,0.37,497224.04,541052.8584
  71 | 000001.SZ,20160418,10.82,10.85,10.73,10.73,10.88,-0.15,-1.38,350654.01,377791.4368
  72 | 000001.SZ,20160419,10.77,10.81,10.71,10.77,10.73,0.04,0.37,218239.94,234479.8443
  73 | 000001.SZ,20160420,10.77,10.78,10.36,10.52,10.77,-0.25,-2.32,606586.25,640149.6771
  74 | 000001.SZ,20160421,10.52,10.63,10.45,10.51,10.52,-0.01,-0.1,558799.2,588731.5475
  75 | 000001.SZ,20160422,10.46,10.62,10.41,10.55,10.51,0.04,0.38,359677.12,379176.1393
  76 | 000001.SZ,20160425,10.56,10.56,10.42,10.5,10.55,-0.05,-0.47,349257.75,366533.3767
  77 | 000001.SZ,20160426,10.48,10.6,10.46,10.59,10.5,0.09,0.86,291699.38,306962.513
  78 | 000001.SZ,20160427,10.58,10.61,10.52,10.57,10.59,-0.02,-0.19,239553.93,253308.5841
  79 | 000001.SZ,20160428,10.58,10.76,10.54,10.66,10.57,0.09,0.85,457460.41,487261.2205
  80 | 000001.SZ,20160429,10.64,10.64,10.55,10.57,10.66,-0.09,-0.84,404977.67,428582.155
  81 | 000001.SZ,20160503,10.58,10.72,10.52,10.68,10.57,0.11,1.04,489102.1,521137.5024
  82 | 000001.SZ,20160504,10.68,10.75,10.66,10.72,10.68,0.04,0.37,412435.59,441848.1677
  83 | 000001.SZ,20160505,10.69,10.72,10.65,10.72,10.72,0,0,239516.83,256002.0959
  84 | 000001.SZ,20160506,10.73,10.73,10.52,10.52,10.72,-0.2,-1.87,346545.14,367408.5845
  85 | 000001.SZ,20160509,10.5,10.53,10.32,10.35,10.52,-0.17,-1.62,411171.02,428356.6241
  86 | 000001.SZ,20160510,10.34,10.37,10.27,10.28,10.35,-0.07,-0.68,292599.78,301767.208
  87 | 000001.SZ,20160511,10.3,10.44,10.3,10.37,10.28,0.09,0.88,327289.51,339005.2758
  88 | 000001.SZ,20160512,10.31,10.4,10.25,10.38,10.37,0.01,0.1,325885.5,336792.7006
  89 | 000001.SZ,20160513,10.35,10.4,10.33,10.35,10.38,-0.03,-0.29,184266.11,191007.2557
  90 | 000001.SZ,20160516,10.32,10.36,10.25,10.36,10.35,0.01,0.1,215224.68,221931.2081
  91 | 000001.SZ,20160517,10.36,10.37,10.24,10.3,10.36,-0.06,-0.58,250424.22,257859.629
  92 | 000001.SZ,20160518,10.29,10.32,10.17,10.3,10.3,0,0,534150.62,547076.6394
  93 | 000001.SZ,20160519,10.27,10.32,10.25,10.25,10.3,-0.05,-0.49,170777.76,175591.5004
  94 | 000001.SZ,20160520,10.24,10.33,10.19,10.3,10.25,0.05,0.49,206703.77,212277.642
  95 | 000001.SZ,20160523,10.33,10.34,10.25,10.28,10.3,-0.02,-0.19,323646.76,333300.1785
  96 | 000001.SZ,20160524,10.27,10.28,10.19,10.21,10.28,-0.07,-0.68,259294.04,265042.2869
  97 | 000001.SZ,20160525,10.25,10.28,10.19,10.23,10.21,0.02,0.2,204235.4,209019.882
  98 | 000001.SZ,20160526,10.22,10.27,10.17,10.22,10.23,-0.01,-0.1,261396.53,266736.7758
  99 | 000001.SZ,20160527,10.22,10.29,10.19,10.27,10.22,0.05,0.49,222818.92,228377.555
 100 | 000001.SZ,20160530,10.25,10.28,10.2,10.28,10.27,0.01,0.1,380946.87,390119.7482
 101 | 000001.SZ,20160531,10.26,10.57,10.26,10.55,10.28,0.27,2.63,946467.16,991668.1748
 102 | 000001.SZ,20160601,10.51,10.55,10.44,10.48,10.55,-0.07,-0.66,556750.91,584161.1451
 103 | 000001.SZ,20160602,10.47,10.48,10.42,10.46,10.48,-0.02,-0.19,293036.22,306269.3834
 104 | 000001.SZ,20160603,10.47,10.52,10.41,10.5,10.46,0.04,0.38,423389.29,443039.581
 105 | 000001.SZ,20160606,10.51,10.53,10.45,10.51,10.5,0.01,0.1,338332.01,354998.3641
 106 | 000001.SZ,20160607,10.52,10.53,10.48,10.52,10.51,0.01,0.1,229282.15,240887.1487
 107 | 000001.SZ,20160608,10.54,10.54,10.46,10.5,10.52,-0.02,-0.19,268188.24,281651.7409
 108 | 000001.SZ,20160613,10.46,10.47,10.33,10.33,10.5,-0.17,-1.62,344816.83,358996.2775
 109 | 000001.SZ,20160614,10.34,10.41,10.32,10.4,10.33,0.07,0.68,273637.26,283578.2965
 110 | 000001.SZ,20160615,10.33,10.48,10.32,10.44,10.4,0.04,0.38,378172.41,394033.6861
 111 | 000001.SZ,20160616,8.57,8.6,8.53,8.57,8.57,0,0,386670.08,331192.4447
 112 | 000001.SZ,20160617,8.57,8.61,8.54,8.58,8.57,0.01,0.12,315173,270236.698
 113 | 000001.SZ,20160620,8.59,8.6,8.56,8.6,8.58,0.02,0.23,270731.58,232205.2979
 114 | 000001.SZ,20160621,8.61,8.65,8.58,8.61,8.6,0.01,0.12,380749.85,327940.7034
 115 | 000001.SZ,20160622,8.6,8.73,8.58,8.73,8.61,0.12,1.39,478002.01,413947.3686
 116 | 000001.SZ,20160623,8.67,8.7,8.63,8.66,8.73,-0.07,-0.8,335614.22,290490.407
 117 | 000001.SZ,20160624,8.64,8.7,8.52,8.57,8.66,-0.09,-1.04,427664.09,367771.0539
 118 | 000001.SZ,20160627,8.57,8.64,8.54,8.61,8.57,0.04,0.47,325214.18,280044.0732
 119 | 000001.SZ,20160628,8.58,8.64,8.56,8.63,8.61,0.02,0.23,336519.28,289122.214
 120 | 000001.SZ,20160629,8.63,8.69,8.62,8.69,8.63,0.06,0.7,369611.56,319908.6896
 121 | 000001.SZ,20160630,8.69,8.74,8.66,8.7,8.69,0.01,0.12,362204.87,315051.8547
 122 | 000001.SZ,20160701,8.69,8.73,8.68,8.71,8.7,0.01,0.11,348930.19,303652.3753
 123 | 000001.SZ,20160704,8.69,8.86,8.67,8.81,8.71,0.1,1.15,608257.12,534656.9096
 124 | 000001.SZ,20160705,8.8,8.83,8.77,8.81,8.81,0,0,422037.29,371422.8148
 125 | 000001.SZ,20160706,8.8,8.82,8.76,8.79,8.81,-0.02,-0.23,322950.17,283827.3758
 126 | 000001.SZ,20160707,8.79,8.8,8.74,8.78,8.79,-0.01,-0.11,312853.08,274337.1858
 127 | 000001.SZ,20160708,8.79,8.79,8.73,8.74,8.78,-0.04,-0.46,261342.29,228778.6741
 128 | 000001.SZ,20160711,8.75,8.79,8.74,8.75,8.74,0.01,0.11,365372.52,320333.7607
 129 | 000001.SZ,20160712,8.75,8.89,8.74,8.88,8.75,0.13,1.49,711832.4,627505.5784
 130 | 000001.SZ,20160713,8.88,9.05,8.86,8.99,8.88,0.11,1.24,798288.64,716797.0253
 131 | 000001.SZ,20160714,8.97,9,8.91,8.94,8.99,-0.05,-0.56,359699.39,321889.3433
 132 | 000001.SZ,20160715,8.95,9,8.91,8.99,8.94,0.05,0.56,352033.95,315555.2535
 133 | 000001.SZ,20160718,8.99,9.08,8.97,9.04,8.99,0.05,0.56,506934.92,457358.0314
 134 | 000001.SZ,20160719,9.04,9.05,8.95,8.97,9.04,-0.07,-0.77,362787.81,326046.531
 135 | 000001.SZ,20160720,8.96,8.99,8.95,8.96,8.97,-0.01,-0.11,310926.41,278737.1941
 136 | 000001.SZ,20160721,8.95,9.01,8.95,8.99,8.96,0.03,0.33,340261.27,305710.3328
 137 | 000001.SZ,20160722,8.99,8.99,8.92,8.94,8.99,-0.05,-0.56,295549.64,264379.2504
 138 | 000001.SZ,20160725,8.93,8.98,8.91,8.98,8.94,0.04,0.45,264682.86,236937.4941
 139 | 000001.SZ,20160726,8.97,9.12,8.97,9.11,8.98,0.13,1.45,546556.92,494506.4201
 140 | 000001.SZ,20160727,9.12,9.17,8.91,9.01,9.11,-0.1,-1.1,818678.34,741263.303
 141 | 000001.SZ,20160728,8.98,9.11,8.97,9.08,9.01,0.07,0.78,479910.38,434490.5366
 142 | 000001.SZ,20160729,9.08,9.24,9.03,9.2,9.08,0.12,1.32,671425.34,614972.6693
 143 | 000001.SZ,20160801,9.18,9.34,9.17,9.28,9.2,0.08,0.87,759324.41,702466.616
 144 | 000001.SZ,20160802,9.24,9.26,9.17,9.25,9.28,-0.03,-0.32,449165.16,413484.5951
 145 | 000001.SZ,20160803,9.21,9.22,9.15,9.18,9.25,-0.07,-0.76,424622.18,389817.5351
 146 | 000001.SZ,20160804,9.17,9.18,8.93,8.99,9.18,-0.19,-2.07,1344462.07,1210346.974
 147 | 000001.SZ,20160805,8.99,9.07,8.95,9.04,8.99,0.05,0.56,725948.19,654998.0929
 148 | 000001.SZ,20160808,9.04,9.11,9.01,9.11,9.04,0.07,0.77,398479.3,361191.0453
 149 | 000001.SZ,20160809,9.09,9.15,9.07,9.15,9.11,0.04,0.44,415676.31,378720.6883
 150 | 000001.SZ,20160810,9.15,9.18,9.12,9.14,9.15,-0.01,-0.11,436655.45,399656.9906
 151 | 000001.SZ,20160811,9.14,9.35,9.13,9.22,9.14,0.08,0.88,935576.01,866594.8679
 152 | 000001.SZ,20160812,9.2,9.53,9.18,9.5,9.22,0.28,3.04,1370021.55,1282336.292
 153 | 000001.SZ,20160815,9.55,9.8,9.51,9.68,9.5,0.18,1.89,1897552.26,1835196.866
 154 | 000001.SZ,20160816,9.68,9.68,9.46,9.52,9.68,-0.16,-1.65,1099558.62,1050479.545
 155 | 000001.SZ,20160817,9.52,9.6,9.48,9.55,9.52,0.03,0.32,560725.36,534926.047
 156 | 000001.SZ,20160818,9.56,9.59,9.43,9.5,9.55,-0.05,-0.52,691504.31,658183.955
 157 | 000001.SZ,20160819,9.49,9.52,9.43,9.51,9.5,0.01,0.11,505334.53,478779.7242
 158 | 000001.SZ,20160822,9.5,9.51,9.36,9.4,9.51,-0.11,-1.16,979432.73,922426.4351
 159 | 000001.SZ,20160823,9.38,9.45,9.37,9.4,9.4,0,0,890656.73,838185.9006
 160 | 000001.SZ,20160824,9.41,9.43,9.38,9.43,9.4,0.03,0.32,732281.27,688971.6831
 161 | 000001.SZ,20160825,9.42,9.45,9.34,9.44,9.43,0.01,0.11,617389.6,580648.4819
 162 | 000001.SZ,20160826,9.45,9.47,9.4,9.45,9.44,0.01,0.11,502233.85,473688.0766
 163 | 000001.SZ,20160829,9.41,9.45,9.38,9.42,9.45,-0.03,-0.32,565231.88,532295.362
 164 | 000001.SZ,20160830,9.42,9.47,9.41,9.47,9.42,0.05,0.53,595081.23,561854.0663
 165 | 000001.SZ,20160831,9.46,9.5,9.43,9.49,9.47,0.02,0.21,489746.76,463875.7629
 166 | 000001.SZ,20160901,9.49,9.52,9.42,9.45,9.49,-0.04,-0.42,480131.21,454848.6343
 167 | 000001.SZ,20160902,9.43,9.46,9.42,9.45,9.45,0,0,368796.33,348054.3671
 168 | 000001.SZ,20160905,9.46,9.46,9.4,9.42,9.45,-0.03,-0.32,469936.56,443204.8036
 169 | 000001.SZ,20160906,9.42,9.43,9.36,9.41,9.42,-0.01,-0.11,574738.33,539813.2836
 170 | 000001.SZ,20160907,9.41,9.42,9.37,9.4,9.41,-0.01,-0.11,459373.29,431984.1586
 171 | 000001.SZ,20160908,9.39,9.42,9.38,9.4,9.4,0,0,295218.45,277503.7578
 172 | 000001.SZ,20160909,9.4,9.43,9.36,9.38,9.4,-0.02,-0.21,327431.43,307527.2712
 173 | 000001.SZ,20160912,9.29,9.32,9.13,9.16,9.38,-0.22,-2.35,756581.73,697759.1841
 174 | 000001.SZ,20160913,9.18,9.21,9.14,9.19,9.16,0.03,0.33,460931.42,423113.832
 175 | 000001.SZ,20160914,9.17,9.18,9.05,9.06,9.19,-0.13,-1.41,421481.25,384081.2665
 176 | 000001.SZ,20160919,9.05,9.14,9.05,9.12,9.06,0.06,0.66,354348.7,322575.9259
 177 | 000001.SZ,20160920,9.12,9.12,9.04,9.08,9.12,-0.04,-0.44,436678.97,396359.3213
 178 | 000001.SZ,20160921,9.08,9.1,9.03,9.08,9.08,0,0,405665.33,367767.4975
 179 | 000001.SZ,20160922,9.1,9.18,9.09,9.16,9.08,0.08,0.88,494613.23,451909.0205
 180 | 000001.SZ,20160923,9.16,9.19,9.14,9.15,9.16,-0.01,-0.11,288798.77,264699.5131
 181 | 000001.SZ,20160926,9.13,9.13,9.04,9.04,9.15,-0.11,-1.2,439481.86,398771.8649
 182 | 000001.SZ,20160927,9.04,9.07,9.01,9.06,9.04,0.02,0.22,401323.67,362769.231
 183 | 000001.SZ,20160928,9.06,9.06,9.03,9.05,9.06,-0.01,-0.11,271366,245499.4679
 184 | 000001.SZ,20160929,9.05,9.08,9.05,9.06,9.05,0.01,0.11,303664.29,275239.6674
 185 | 000001.SZ,20160930,9.06,9.1,9.05,9.07,9.06,0.01,0.11,308084.86,279526.4756
 186 | 000001.SZ,20161010,9.1,9.17,9.08,9.12,9.07,0.05,0.55,611381.59,557122.2765
 187 | 000001.SZ,20161011,9.13,9.15,9.11,9.15,9.12,0.03,0.33,363370.78,331886.5155
 188 | 000001.SZ,20161012,9.14,9.16,9.12,9.13,9.15,-0.02,-0.22,270316.2,246995.531
 189 | 000001.SZ,20161013,9.08,9.11,9.05,9.07,9.13,-0.06,-0.66,632367.96,574142.4763
 190 | 000001.SZ,20161014,9.06,9.09,9.04,9.09,9.07,0.02,0.22,335411.76,304218.6768
 191 | 000001.SZ,20161017,9.08,9.09,9.03,9.05,9.09,-0.04,-0.44,359223.16,325582.4503
 192 | 000001.SZ,20161018,9.03,9.09,9.03,9.09,9.05,0.04,0.44,593737.09,537784.1204
 193 | 000001.SZ,20161019,9.09,9.11,9.05,9.08,9.09,-0.01,-0.11,482636.16,438299.0295
 194 | 000001.SZ,20161020,9.08,9.09,9.05,9.07,9.08,-0.01,-0.11,342844.57,310966.0167
 195 | 000001.SZ,20161021,9.08,9.13,9.06,9.13,9.07,0.06,0.66,683896.77,621549.845
 196 | 000001.SZ,20161024,9.13,9.3,9.12,9.24,9.13,0.11,1.2,915677.04,844746.0806
 197 | 000001.SZ,20161025,9.25,9.26,9.18,9.21,9.24,-0.03,-0.32,500752.92,461542.7011
 198 | 000001.SZ,20161026,9.22,9.22,9.13,9.15,9.21,-0.06,-0.65,440452.13,403750.8091
 199 | 000001.SZ,20161027,9.16,9.17,9.12,9.16,9.15,0.01,0.11,324140.55,296216.9148
 200 | 000001.SZ,20161028,9.16,9.23,9.14,9.17,9.16,0.01,0.11,541997.74,497615.0508
 201 | 000001.SZ,20161031,9.15,9.16,9.09,9.15,9.17,-0.02,-0.22,493596.83,450148.883
 202 | 000001.SZ,20161101,9.14,9.16,9.11,9.14,9.15,-0.01,-0.11,525415.66,480117.542
 203 | 000001.SZ,20161102,9.14,9.14,9.05,9.07,9.14,-0.07,-0.77,633586,576083.788
 204 | 000001.SZ,20161103,9.06,9.14,9.05,9.13,9.07,0.06,0.66,616871.13,561464.947
 205 | 000001.SZ,20161104,9.11,9.17,9.1,9.11,9.13,-0.02,-0.22,508117.57,463831.938
 206 | 000001.SZ,20161107,9.1,9.12,9.07,9.12,9.11,0.01,0.11,497240.12,452447.93
 207 | 000001.SZ,20161108,9.12,9.15,9.1,9.15,9.12,0.03,0.33,806694.98,736747.217
 208 | 000001.SZ,20161109,9.14,9.14,9.01,9.07,9.15,-0.08,-0.87,722616.71,656061.96
 209 | 000001.SZ,20161110,9.1,9.16,9.1,9.14,9.07,0.07,0.77,631998.74,576898.452
 210 | 000001.SZ,20161111,9.14,9.18,9.11,9.18,9.14,0.04,0.44,812269.69,742969.896
 211 | 000001.SZ,20161114,9.16,9.25,9.16,9.22,9.18,0.04,0.44,975078.75,898058.354
 212 | 000001.SZ,20161115,9.2,9.24,9.18,9.23,9.22,0.01,0.11,554342.98,510596.178
 213 | 000001.SZ,20161116,9.23,9.24,9.2,9.23,9.23,0,0,415842.4,383425.739
 214 | 000001.SZ,20161117,9.22,9.22,9.18,9.21,9.23,-0.02,-0.22,505324.02,464611.128
 215 | 000001.SZ,20161118,9.21,9.21,9.16,9.18,9.21,-0.03,-0.33,517597.34,475289.972
 216 | 000001.SZ,20161121,9.18,9.28,9.17,9.24,9.18,0.06,0.65,850243.26,785475.676
 217 | 000001.SZ,20161122,9.24,9.36,9.23,9.36,9.24,0.12,1.3,1180256.94,1097408.714
 218 | 000001.SZ,20161123,9.34,9.56,9.34,9.45,9.36,0.09,0.96,1752869.43,1660465.709
 219 | 000001.SZ,20161124,9.44,9.52,9.42,9.47,9.45,0.02,0.21,779748.84,738580.569
 220 | 000001.SZ,20161125,9.48,9.62,9.46,9.62,9.47,0.15,1.58,1013674.99,968127.766
 221 | 000001.SZ,20161128,9.69,9.78,9.6,9.63,9.62,0.01,0.1,1279689.24,1240686.233
 222 | 000001.SZ,20161129,9.59,9.7,9.55,9.62,9.63,-0.01,-0.1,887779.23,854308.658
 223 | 000001.SZ,20161130,9.65,9.72,9.5,9.55,9.62,-0.07,-0.73,1025963.05,985758.449
 224 | 000001.SZ,20161201,9.57,9.63,9.55,9.6,9.55,0.05,0.52,646004.37,619633.746
 225 | 000001.SZ,20161202,9.6,9.6,9.44,9.55,9.6,-0.05,-0.52,829686.5,790044.441
 226 | 000001.SZ,20161205,9.5,9.54,9.41,9.46,9.55,-0.09,-0.94,764365.7,723222.053
 227 | 000001.SZ,20161206,9.48,9.52,9.45,9.49,9.46,0.03,0.32,602902.76,571585.177
 228 | 000001.SZ,20161207,9.48,9.49,9.41,9.48,9.49,-0.01,-0.11,493404.76,466085.503
 229 | 000001.SZ,20161208,9.5,9.55,9.43,9.52,9.48,0.04,0.42,671452.16,638058.504
 230 | 000001.SZ,20161209,9.5,9.75,9.48,9.65,9.52,0.13,1.37,1514199.15,1460778.328
 231 | 000001.SZ,20161212,9.65,9.77,9.44,9.5,9.65,-0.15,-1.55,1256874,1206662.616
 232 | 000001.SZ,20161213,9.48,9.5,9.33,9.42,9.5,-0.08,-0.84,645771.57,607769.965
 233 | 000001.SZ,20161214,9.42,9.51,9.4,9.4,9.42,-0.02,-0.21,597705.74,564787.516
 234 | 000001.SZ,20161215,9.37,9.41,9.21,9.25,9.4,-0.15,-1.6,827612.87,767751.835
 235 | 000001.SZ,20161216,9.24,9.29,9.21,9.25,9.25,0,0,396813.97,366925.349
 236 | 000001.SZ,20161219,9.22,9.23,9.17,9.2,9.25,-0.05,-0.54,494010.64,453899.744
 237 | 000001.SZ,20161220,9.2,9.2,9.08,9.11,9.2,-0.09,-0.98,636638.37,580118.167
 238 | 000001.SZ,20161221,9.12,9.16,9.11,9.16,9.11,0.05,0.55,369920.65,338201.446
 239 | 000001.SZ,20161222,9.15,9.16,9.11,9.14,9.16,-0.02,-0.22,341341.24,311546.856
 240 | 000001.SZ,20161223,9.14,9.14,9.07,9.08,9.14,-0.06,-0.66,382912.16,348140.451
 241 | 000001.SZ,20161226,9.06,9.13,9.02,9.12,9.08,0.04,0.44,302058.96,273934.287
 242 | 000001.SZ,20161227,9.12,9.13,9.07,9.08,9.12,-0.04,-0.44,268841.24,244788.273
 243 | 000001.SZ,20161228,9.08,9.11,9.04,9.06,9.08,-0.02,-0.22,336055.09,304898.614
 244 | 000001.SZ,20161229,9.07,9.09,9.05,9.08,9.06,0.02,0.22,338758.53,307183.503
 245 | 000001.SZ,20161230,9.08,9.1,9.06,9.1,9.08,0.02,0.22,302607.36,274882.698
 246 | 000001.SZ,20170103,9.11,9.18,9.09,9.16,9.1,0.06,0.66,459840.49,420595.176
 247 | 000001.SZ,20170104,9.15,9.18,9.14,9.16,9.16,0,0,449329.53,411503.444
 248 | 000001.SZ,20170105,9.17,9.18,9.15,9.17,9.16,0.01,0.11,344372.91,315769.693
 249 | 000001.SZ,20170106,9.17,9.17,9.11,9.13,9.17,-0.04,-0.44,358154.2,327176.433
 250 | 000001.SZ,20170109,9.13,9.17,9.11,9.15,9.13,0.02,0.22,361081.57,329994.604
 251 | 000001.SZ,20170110,9.15,9.16,9.14,9.15,9.15,0,0,241053.95,220575.131
 252 | 000001.SZ,20170111,9.14,9.17,9.13,9.14,9.15,-0.01,-0.11,303430.89,277553.207
 253 | 000001.SZ,20170112,9.13,9.17,9.13,9.15,9.14,0.01,0.11,428006.77,391869.402
 254 | 000001.SZ,20170113,9.14,9.19,9.12,9.16,9.15,0.01,0.11,434301.37,397601.906
 255 | 000001.SZ,20170116,9.15,9.16,9.07,9.14,9.16,-0.02,-0.22,683165.86,623025.82
 256 | 000001.SZ,20170117,9.12,9.16,9.1,9.15,9.14,0.01,0.11,545552.37,498179.703
 257 | 000001.SZ,20170118,9.14,9.19,9.13,9.17,9.15,0.02,0.22,574269.39,526426.595
 258 | 000001.SZ,20170119,9.15,9.24,9.15,9.18,9.17,0.01,0.11,437712.86,402445.639
 259 | 000001.SZ,20170120,9.17,9.23,9.17,9.22,9.18,0.04,0.44,393328.57,361865.155
 260 | 000001.SZ,20170123,9.22,9.26,9.2,9.22,9.22,0,0,420299.31,388019.072
 261 | 000001.SZ,20170124,9.23,9.28,9.2,9.27,9.22,0.05,0.54,470244.08,434787.729
 262 | 000001.SZ,20170125,9.27,9.28,9.25,9.26,9.27,-0.01,-0.11,304401.96,281976.294
 263 | 000001.SZ,20170126,9.27,9.34,9.26,9.33,9.26,0.07,0.76,420712.58,391844.286
 264 | 000001.SZ,20170203,9.34,9.36,9.23,9.26,9.33,-0.07,-0.75,315472.24,292617.943
 265 | 000001.SZ,20170206,9.26,9.32,9.26,9.31,9.26,0.05,0.54,516786.11,480441.331
 266 | 000001.SZ,20170207,9.31,9.32,9.27,9.3,9.31,-0.01,-0.11,396884.97,368755.274
 267 | 000001.SZ,20170208,9.29,9.3,9.24,9.3,9.3,0,0,360272.42,333975.401
 268 | 000001.SZ,20170209,9.3,9.33,9.28,9.31,9.3,0.01,0.11,342855.13,319201.023
 269 | 000001.SZ,20170210,9.32,9.36,9.31,9.33,9.31,0.02,0.21,482743.23,450701.345
 270 | 000001.SZ,20170213,9.34,9.44,9.33,9.41,9.33,0.08,0.86,638364.75,599951.024
 271 | 000001.SZ,20170214,9.41,9.42,9.37,9.4,9.41,-0.01,-0.11,362404.6,340318.431
 272 | 000001.SZ,20170215,9.4,9.54,9.39,9.45,9.4,0.05,0.53,756613.06,716759.655
 273 | 000001.SZ,20170216,9.45,9.5,9.42,9.46,9.45,0.01,0.11,411161.13,388636.225
 274 | 000001.SZ,20170217,9.46,9.49,9.37,9.39,9.46,-0.07,-0.74,423774.97,400161.795
 275 | 000001.SZ,20170220,9.4,9.58,9.4,9.56,9.39,0.17,1.81,898755.39,855710.805
 276 | 000001.SZ,20170221,9.55,9.62,9.54,9.57,9.56,0.01,0.1,646584.21,618761.069
 277 | 000001.SZ,20170222,9.57,9.57,9.5,9.57,9.57,0,0,462966.11,441528.339
 278 | 000001.SZ,20170223,9.55,9.57,9.48,9.51,9.57,-0.06,-0.63,335327.81,319293.836
 279 | 000001.SZ,20170224,9.5,9.54,9.48,9.5,9.51,-0.01,-0.11,332500.14,316020.789
 280 | 000001.SZ,20170227,9.5,9.5,9.42,9.43,9.5,-0.07,-0.74,407341.12,384781.015
 281 | 000001.SZ,20170228,9.43,9.51,9.42,9.48,9.43,0.05,0.53,369719.7,350366.892
 282 | 000001.SZ,20170301,9.49,9.55,9.47,9.49,9.48,0.01,0.11,346993.73,330157.963
 283 | 000001.SZ,20170302,9.51,9.54,9.42,9.43,9.49,-0.06,-0.63,403628.7,382395.883
 284 | 000001.SZ,20170303,9.41,9.43,9.36,9.4,9.43,-0.03,-0.32,342655.08,321952.549
 285 | 000001.SZ,20170306,9.4,9.46,9.39,9.45,9.4,0.05,0.53,404511.38,381212.304
 286 | 000001.SZ,20170307,9.44,9.46,9.4,9.45,9.45,0,0,294672.82,277747.415
 287 | 000001.SZ,20170308,9.43,9.45,9.4,9.42,9.45,-0.03,-0.32,244438.39,230425.15
 288 | 000001.SZ,20170309,9.41,9.43,9.36,9.38,9.42,-0.04,-0.42,378169.92,354813.687
 289 | 000001.SZ,20170310,9.38,9.41,9.36,9.4,9.38,0.02,0.21,390182.25,366140.052
 290 | 000001.SZ,20170313,9.39,9.45,9.37,9.44,9.4,0.04,0.43,545304.44,513148.481
 291 | 000001.SZ,20170314,9.43,9.46,9.41,9.44,9.44,0,0,404484.35,381594.066
 292 | 000001.SZ,20170315,9.42,9.48,9.42,9.48,9.44,0.04,0.42,546560.86,515943.748
 293 | 000001.SZ,20170316,9.48,9.53,9.45,9.52,9.48,0.04,0.42,635953.81,603450.064
 294 | 000001.SZ,20170317,9.45,9.46,9.3,9.31,9.52,-0.21,-2.21,1583647.08,1482736.995
 295 | 000001.SZ,20170320,9.29,9.31,9.22,9.25,9.31,-0.06,-0.64,715021.77,661887.015
 296 | 000001.SZ,20170321,9.25,9.26,9.2,9.24,9.25,-0.01,-0.11,554648.74,511914.333
 297 | 000001.SZ,20170322,9.2,9.22,9.14,9.16,9.24,-0.08,-0.87,566123.63,519331.026
 298 | 000001.SZ,20170323,9.16,9.24,9.15,9.2,9.16,0.04,0.44,433588.29,398986.562
 299 | 000001.SZ,20170324,9.2,9.24,9.16,9.19,9.2,-0.01,-0.11,710827.87,653533.829
 300 | 000001.SZ,20170327,9.12,9.19,9.08,9.14,9.19,-0.05,-0.54,985012.05,900094.46
 301 | 000001.SZ,20170328,9.16,9.17,9.1,9.12,9.14,-0.02,-0.22,481372.76,439405.816
 302 | 000001.SZ,20170329,9.13,9.15,9.09,9.11,9.12,-0.01,-0.11,601140.68,548060.692
 303 | 000001.SZ,20170330,9.12,9.12,9.06,9.08,9.11,-0.03,-0.33,687285.55,623995.512
 304 | 000001.SZ,20170331,9.08,9.18,9.08,9.17,9.08,0.09,0.99,633121.22,578579.035
 305 | 000001.SZ,20170405,9.16,9.22,9.15,9.21,9.17,0.04,0.44,499150.09,458567.834
 306 | 000001.SZ,20170406,9.2,9.22,9.17,9.2,9.21,-0.01,-0.11,434391.47,399118.983
 307 | 000001.SZ,20170407,9.19,9.22,9.17,9.2,9.2,0,0,514844.76,473366.404
 308 | 000001.SZ,20170410,9.2,9.21,9.17,9.18,9.2,-0.02,-0.22,401343.94,368682.024
 309 | 000001.SZ,20170411,9.17,9.19,9.09,9.15,9.18,-0.03,-0.33,612437.96,560304.072
 310 | 000001.SZ,20170412,9.16,9.17,9.1,9.12,9.15,-0.03,-0.33,455336.53,416101.249
 311 | 000001.SZ,20170413,9.11,9.14,9.1,9.12,9.12,0,0,357442.55,325949.861
 312 | 000001.SZ,20170414,9.11,9.12,9.06,9.08,9.12,-0.04,-0.44,490500.5,445637.458
 313 | 000001.SZ,20170417,9.08,9.11,9.05,9.1,9.08,0.02,0.22,531892.18,483130.499
 314 | 000001.SZ,20170418,9.09,9.1,9.05,9.05,9.1,-0.05,-0.55,335376.96,304162.86
 315 | 000001.SZ,20170419,9.03,9.04,8.9,8.91,9.05,-0.14,-1.55,799668.57,714963.673
 316 | 000001.SZ,20170420,8.9,8.94,8.89,8.92,8.91,0.01,0.11,437629.99,390063.543
 317 | 000001.SZ,20170421,8.92,8.99,8.9,8.97,8.92,0.05,0.56,325408.17,291126.076
 318 | 000001.SZ,20170424,8.97,8.98,8.89,8.93,8.97,-0.04,-0.45,394995.27,352926.394
 319 | 000001.SZ,20170425,8.93,9.01,8.93,9,8.93,0.07,0.78,377933.34,339230.143
 320 | 000001.SZ,20170426,9,9.01,8.96,8.99,9,-0.01,-0.11,382147.06,343316.092
 321 | 000001.SZ,20170427,8.97,8.98,8.91,8.97,8.99,-0.02,-0.22,387392.56,346186.989
 322 | 000001.SZ,20170428,8.96,8.99,8.92,8.99,8.97,0.02,0.22,286446.36,256106.698
 323 | 000001.SZ,20170502,8.96,8.96,8.9,8.94,8.99,-0.05,-0.56,311026.1,277665.881
 324 | 000001.SZ,20170503,8.92,8.93,8.89,8.91,8.94,-0.03,-0.34,280310.77,249660.877
 325 | 000001.SZ,20170504,8.89,8.89,8.72,8.74,8.91,-0.17,-1.91,696517.07,613783.434
 326 | 000001.SZ,20170505,8.74,8.76,8.58,8.63,8.74,-0.11,-1.26,623700.85,539541.739
 327 | 000001.SZ,20170508,8.6,8.62,8.54,8.57,8.63,-0.06,-0.7,460089.89,394424.117
 328 | 000001.SZ,20170509,8.56,8.64,8.55,8.64,8.57,0.07,0.82,324194.46,279119.676
 329 | 000001.SZ,20170510,8.63,8.8,8.62,8.67,8.64,0.03,0.35,573077.68,498675.307
 330 | 000001.SZ,20170511,8.65,8.72,8.6,8.7,8.67,0.03,0.35,503643.55,436444.282
 331 | 000001.SZ,20170512,8.68,8.9,8.64,8.9,8.7,0.2,2.3,917968.19,809131.9
 332 | 000001.SZ,20170515,8.89,8.95,8.81,8.86,8.9,-0.04,-0.45,536578.21,476417.671
 333 | 000001.SZ,20170516,8.84,8.85,8.73,8.84,8.86,-0.02,-0.23,524872.33,461069.3
 334 | 000001.SZ,20170517,8.81,8.81,8.75,8.77,8.84,-0.07,-0.79,417338.02,365987.542
 335 | 000001.SZ,20170518,8.72,8.77,8.71,8.73,8.77,-0.04,-0.46,227401.12,198765.579
 336 | 000001.SZ,20170519,8.74,8.76,8.68,8.69,8.73,-0.04,-0.46,294270.84,256396.867
 337 | 000001.SZ,20170522,8.68,8.73,8.61,8.68,8.69,-0.01,-0.12,679120.05,588546.725
 338 | 000001.SZ,20170523,8.67,8.84,8.64,8.79,8.68,0.11,1.27,800040.19,702123.772
 339 | 000001.SZ,20170524,8.78,8.83,8.68,8.81,8.79,0.02,0.23,532376.69,466560.635
 340 | 000001.SZ,20170525,8.79,9.14,8.78,9.1,8.81,0.29,3.29,1621543.74,1462763.018
 341 | 000001.SZ,20170526,9.08,9.13,9.04,9.1,9.1,0,0,895365.76,813387.17
 342 | 000001.SZ,20170531,9.1,9.23,9.06,9.2,9.1,0.1,1.1,1033210.95,948741.889
 343 | 000001.SZ,20170601,9.2,9.23,9.12,9.19,9.2,-0.01,-0.11,566182.76,519544.675
 344 | 000001.SZ,20170602,9.18,9.29,9.14,9.17,9.19,-0.02,-0.22,770757.06,710119.498
 345 | 000001.SZ,20170605,9.13,9.17,8.99,9.03,9.17,-0.14,-1.53,634132.69,573460.396
 346 | 000001.SZ,20170606,9.01,9.06,8.99,9.04,9.03,0.01,0.11,355341.53,320520.904
 347 | 000001.SZ,20170607,9.02,9.15,9.01,9.13,9.04,0.09,1,645723.25,587357.671
 348 | 000001.SZ,20170608,9.11,9.15,9.08,9.13,9.13,0,0,383004.48,348860.774
 349 | 000001.SZ,20170609,9.15,9.22,9.12,9.15,9.13,0.02,0.22,685468.08,628281.688
 350 | 000001.SZ,20170612,9.15,9.19,9.1,9.11,9.15,-0.04,-0.44,504578.16,461493.689
 351 | 000001.SZ,20170613,9.11,9.14,9.05,9.12,9.11,0.01,0.11,448434.97,407876.695
 352 | 000001.SZ,20170614,9.12,9.13,9.04,9.08,9.12,-0.04,-0.44,375444.31,340596.135
 353 | 000001.SZ,20170615,9.08,9.08,9.03,9.04,9.08,-0.04,-0.44,337797.89,305610.5
 354 | 000001.SZ,20170616,9.04,9.08,9.01,9.02,9.04,-0.02,-0.22,285991.04,258559.005
 355 | 000001.SZ,20170619,9.03,9.15,9.02,9.13,9.02,0.11,1.22,489704.81,446000.772
 356 | 000001.SZ,20170620,9.12,9.16,9.09,9.12,9.13,-0.01,-0.11,313615.6,286053.883
 357 | 000001.SZ,20170621,9.17,9.18,9.11,9.15,9.12,0.03,0.33,496932.19,454488.888
 358 | 000001.SZ,20170622,9.15,9.4,9.14,9.25,9.15,0.1,1.09,1426958.15,1325210.564
 359 | 000001.SZ,20170623,9.23,9.27,9.16,9.25,9.25,0,0,584004.41,538303.574
 360 | 000001.SZ,20170626,9.26,9.4,9.26,9.3,9.25,0.05,0.54,710769.95,663762.85
 361 | 000001.SZ,20170627,9.3,9.39,9.27,9.36,9.3,0.06,0.65,546016.13,509162.008
 362 | 000001.SZ,20170628,9.35,9.49,9.33,9.43,9.36,0.07,0.75,1168796.22,1102438.099
 363 | 000001.SZ,20170629,9.43,9.45,9.37,9.43,9.43,0,0,488804.57,459810.415
 364 | 000001.SZ,20170630,9.4,9.43,9.31,9.39,9.43,-0.04,-0.42,499633.49,468003.516
 365 | 000001.SZ,20170703,9.4,9.43,9.34,9.4,9.39,0.01,0.11,388349.37,364465.847
 366 | 000001.SZ,20170704,9.4,9.41,9.3,9.34,9.4,-0.06,-0.64,488362.53,456577.021
 367 | 000001.SZ,20170705,9.29,9.38,9.27,9.37,9.34,0.03,0.32,567720,529294.114
 368 | 000001.SZ,20170706,9.36,9.41,9.31,9.4,9.37,0.03,0.32,738911.86,691387.184
 369 | 000001.SZ,20170707,9.37,9.48,9.34,9.47,9.4,0.07,0.74,760369.58,717084.352
 370 | 000001.SZ,20170710,9.45,9.66,9.44,9.59,9.47,0.12,1.27,1360815.91,1303090.005
 371 | 000001.SZ,20170711,9.61,10.46,9.61,10.25,9.59,0.66,6.88,3812086.6,3842010.171
 372 | 000001.SZ,20170712,10.27,10.58,10.2,10.34,10.25,0.09,0.88,2998844.01,3113681.338
 373 | 000001.SZ,20170713,10.3,10.9,10.24,10.9,10.34,0.56,5.42,2994534.32,3180144.566
 374 | 000001.SZ,20170714,10.81,10.94,10.66,10.9,10.9,0,0,1722570.26,1864449.201
 375 | 000001.SZ,20170717,10.95,11.33,10.72,10.81,10.9,-0.09,-0.83,3273123.15,3608692.279
 376 | 000001.SZ,20170718,10.75,11.14,10.62,11.05,10.81,0.24,2.22,2349431.91,2558433.986
 377 | 000001.SZ,20170719,10.99,11.19,10.88,11.09,11.05,0.04,0.36,1933075.92,2131336.294
 378 | 000001.SZ,20170720,11.08,11.22,10.91,10.97,11.09,-0.12,-1.08,1537338.58,1695060.974
 379 | 000001.SZ,20170721,10.83,10.95,10.69,10.89,10.81,0.08,0.74,1501020,1625416.436
 380 | 000001.SZ,20170724,10.82,11.06,10.73,10.95,10.89,0.06,0.55,1692664.44,1846886.678
 381 | 000001.SZ,20170725,10.98,11.27,10.95,11,10.95,0.05,0.46,1954768.35,2172114.597
 382 | 000001.SZ,20170726,10.92,11.18,10.66,10.74,11,-0.26,-2.36,1697412.11,1846282.151
 383 | 000001.SZ,20170727,10.72,10.77,10.53,10.59,10.74,-0.15,-1.4,1194490.4,1273888.886
 384 | 000001.SZ,20170728,10.61,10.81,10.58,10.74,10.59,0.15,1.42,819195.35,877769.279
 385 | 000001.SZ,20170731,10.8,10.82,10.45,10.67,10.74,-0.07,-0.65,1575864.39,1671814.035
 386 | 000001.SZ,20170801,10.64,11.08,10.6,11.04,10.67,0.37,3.47,2035709.91,2222887.933
 387 | 000001.SZ,20170802,11.05,11.34,10.96,11.15,11.04,0.11,1,2062069.07,2307726.682
 388 | 000001.SZ,20170803,11.14,11.22,10.97,11.01,11.15,-0.14,-1.26,984219.38,1090954.131
 389 | 000001.SZ,20170804,11,11.29,10.93,11.17,11.01,0.16,1.45,1353951.56,1511389.828
 390 | 000001.SZ,20170807,11.06,11.17,10.9,11,11.17,-0.17,-1.52,860644.27,946975.699
 391 | 000001.SZ,20170808,11,11.11,10.91,11.05,11,0.05,0.45,689567.44,758872.028
 392 | 000001.SZ,20170809,10.96,11.02,10.68,10.73,11.05,-0.32,-2.9,1042321.81,1126512.107
 393 | 000001.SZ,20170810,10.7,10.82,10.54,10.62,10.73,-0.11,-1.03,959879.96,1026676.005
 394 | 000001.SZ,20170811,10.48,10.54,9.99,10.02,10.62,-0.6,-5.65,2440643.35,2501779.371
 395 | 000001.SZ,20170814,10.13,10.25,10.04,10.22,10.02,0.2,2,1157664.64,1175479.138
 396 | 000001.SZ,20170815,10.24,10.51,10.21,10.31,10.22,0.09,0.88,1075162.35,1116749.994
 397 | 000001.SZ,20170816,10.29,10.37,10.15,10.34,10.31,0.03,0.29,756806.02,778517.621
 398 | 000001.SZ,20170817,10.35,10.42,10.29,10.42,10.34,0.08,0.77,553642.11,573093.949
 399 | 000001.SZ,20170818,10.36,10.6,10.29,10.44,10.42,0.02,0.19,616520.41,643188.717
 400 | 000001.SZ,20170821,10.43,10.52,10.39,10.46,10.44,0.02,0.19,399154.87,417653.11
 401 | 000001.SZ,20170822,10.48,10.66,10.37,10.65,10.46,0.19,1.82,875681.81,922881.865
 402 | 000001.SZ,20170823,10.63,10.98,10.59,10.9,10.65,0.25,2.35,1319151.9,1430051.908
 403 | 000001.SZ,20170824,10.89,11.11,10.84,10.93,10.9,0.03,0.28,924248.63,1014933.651
 404 | 000001.SZ,20170825,10.94,11.17,10.9,11.11,10.93,0.18,1.65,963940,1068994.547
 405 | 000001.SZ,20170828,11.1,11.54,11.1,11.35,11.11,0.24,2.16,1603938.32,1828380.086
 406 | 000001.SZ,20170829,11.3,11.74,11.28,11.67,11.35,0.32,2.82,1357983.73,1569230.034
 407 | 000001.SZ,20170830,11.68,11.7,11.35,11.43,11.67,-0.24,-2.06,1096674.76,1264128.14
 408 | 000001.SZ,20170831,11.39,11.44,11.15,11.28,11.43,-0.15,-1.31,1151786.46,1297730.595
 409 | 000001.SZ,20170901,11.28,11.39,11.15,11.21,11.28,-0.07,-0.62,959976.89,1080996.319
 410 | 000001.SZ,20170904,11.18,11.72,11.17,11.72,11.21,0.51,4.55,1352325.57,1551875.033
 411 | 000001.SZ,20170905,11.68,11.94,11.6,11.64,11.72,-0.08,-0.68,1287518.76,1513759.541
 412 | 000001.SZ,20170906,11.59,11.88,11.48,11.7,11.64,0.06,0.52,791621.55,925519.043
 413 | 000001.SZ,20170907,11.65,11.75,11.39,11.44,11.7,-0.26,-2.22,614187.24,711036.421
 414 | 000001.SZ,20170908,11.46,11.64,11.38,11.49,11.44,0.05,0.44,481276.15,553644.52
 415 | 000001.SZ,20170911,11.54,11.69,11.3,11.38,11.49,-0.11,-0.96,699472.75,801825.014
 416 | 000001.SZ,20170912,11.38,11.54,11.27,11.54,11.38,0.16,1.41,846183.42,962032.172
 417 | 000001.SZ,20170913,11.49,11.54,11.34,11.43,11.54,-0.11,-0.95,668237.42,765028.184
 418 | 000001.SZ,20170914,11.43,11.59,11.24,11.32,11.43,-0.11,-0.96,883087.77,1005775.578
 419 | 000001.SZ,20170915,11.29,11.32,11.15,11.29,11.32,-0.03,-0.27,646094.81,726061.1
 420 | 000001.SZ,20170918,11.25,11.32,11.2,11.25,11.29,-0.04,-0.35,607612.96,684223.023
 421 | 000001.SZ,20170919,11.25,11.34,11.08,11.13,11.25,-0.12,-1.07,764212.62,853815.999
 422 | 000001.SZ,20170920,11.14,11.37,11.05,11.29,11.13,0.16,1.44,787154.69,884640.964
 423 | 000001.SZ,20170921,11.26,11.51,11.2,11.46,11.29,0.17,1.51,692407.93,788605.3
 424 | 000001.SZ,20170922,11.43,11.52,11.31,11.44,11.46,-0.02,-0.17,593927.62,677622.489
 425 | 000001.SZ,20170925,11.44,11.45,11.18,11.29,11.44,-0.15,-1.31,532391.04,602270.302
 426 | 000001.SZ,20170926,11.26,11.3,10.96,11.05,11.29,-0.24,-2.13,967460.9,1074228.193
 427 | 000001.SZ,20170927,11.01,11.08,10.9,10.93,11.05,-0.12,-1.09,727188.2,798377.28
 428 | 000001.SZ,20170928,10.98,10.98,10.82,10.88,10.93,-0.05,-0.46,517220.02,563485.127
 429 | 000001.SZ,20170929,10.92,11.16,10.86,11.11,10.88,0.23,2.11,682280.1,753852.534
 430 | 000001.SZ,20171009,11.57,11.64,11.26,11.3,11.11,0.19,1.71,1325227.31,1520609.511
 431 | 000001.SZ,20171010,11.33,11.5,11.33,11.47,11.3,0.17,1.5,747925.3,853665.849
 432 | 000001.SZ,20171011,11.48,11.58,11.34,11.53,11.47,0.06,0.52,658077.58,756203.405
 433 | 000001.SZ,20171012,11.54,11.58,11.47,11.55,11.53,0.02,0.17,578065.31,667148.377
 434 | 000001.SZ,20171013,11.56,11.56,11.25,11.36,11.55,-0.19,-1.65,737375.96,839662.734
 435 | 000001.SZ,20171016,11.36,11.6,11.29,11.59,11.36,0.23,2.02,1036250.64,1190724.204
 436 | 000001.SZ,20171017,11.62,11.65,11.48,11.51,11.59,-0.08,-0.69,506372.34,585333.998
 437 | 000001.SZ,20171018,11.53,11.7,11.51,11.69,11.51,0.18,1.56,871365.36,1011050.927
 438 | 000001.SZ,20171019,11.64,11.72,11.57,11.63,11.69,-0.06,-0.51,722764.82,841546.799
 439 | 000001.SZ,20171020,11.59,11.59,11.41,11.48,11.63,-0.15,-1.29,461808.08,529747.048
 440 | 000001.SZ,20171023,11.39,11.4,11.15,11.19,11.48,-0.29,-2.53,1074465.02,1206888.281
 441 | 000001.SZ,20171024,11.2,11.42,11.18,11.39,11.19,0.2,1.79,618871.94,700896.871
 442 | 000001.SZ,20171025,11.36,11.37,11.25,11.27,11.39,-0.12,-1.05,418573.6,472708.177
 443 | 000001.SZ,20171026,11.25,11.32,11.12,11.18,11.27,-0.09,-0.8,928996.07,1041707.022
 444 | 000001.SZ,20171027,11.19,11.56,11.18,11.56,11.18,0.38,3.4,1360086.42,1548543.731
 445 | 000001.SZ,20171030,11.55,11.73,11.45,11.56,11.56,0,0,1278246.94,1484495.472
 446 | 000001.SZ,20171031,11.55,11.58,11.39,11.54,11.56,-0.02,-0.17,627491.38,721237.474
 447 | 000001.SZ,20171101,11.56,11.59,11.32,11.4,11.54,-0.14,-1.21,692617.9,792881.042
 448 | 000001.SZ,20171102,11.36,11.58,11.26,11.54,11.4,0.14,1.23,604308.48,689229.873
 449 | 000001.SZ,20171103,11.49,11.68,11.35,11.39,11.54,-0.15,-1.3,743343.22,852032.107
 450 | 000001.SZ,20171106,11.42,11.42,11.09,11.28,11.39,-0.11,-0.97,1029902.81,1157303.985
 451 | 000001.SZ,20171107,11.27,12.09,11.25,11.92,11.28,0.64,5.67,2477163.26,2914269.16
 452 | 000001.SZ,20171108,12,12.59,11.93,12.13,11.92,0.21,1.76,4262825.73,5199224.276
 453 | 000001.SZ,20171109,12.2,12.57,12.15,12.33,12.13,0.2,1.65,2295289.34,2839861.735
 454 | 000001.SZ,20171110,12.37,12.55,12.15,12.3,12.33,-0.03,-0.24,1757552.27,2167126.597
 455 | 000001.SZ,20171113,12.35,13.1,12.35,12.9,12.3,0.6,4.88,2566906.23,3307955.288
 456 | 000001.SZ,20171114,12.95,13.26,12.81,12.95,12.9,0.05,0.39,1780302.47,2318092.534
 457 | 000001.SZ,20171115,12.9,13.13,12.77,12.9,12.95,-0.05,-0.39,1263052.27,1627912.725
 458 | 000001.SZ,20171116,12.9,13.12,12.67,13.1,12.9,0.2,1.55,1200814.8,1550701.791
 459 | 000001.SZ,20171117,13.17,13.46,13.03,13.18,13.1,0.08,0.61,2064149.72,2731215.933
 460 | 000001.SZ,20171120,13.13,14.25,13.05,14.25,13.18,1.07,8.12,2843925.82,3860145.472
 461 | 000001.SZ,20171121,14.07,14.79,14.01,14.45,14.25,0.2,1.4,2495327.81,3609849.024
 462 | 000001.SZ,20171122,14.48,15.24,14.48,15.1,14.45,0.65,4.5,2570231.46,3839501.153
 463 | 000001.SZ,20171123,15.15,15.24,14.07,14.35,15.1,-0.75,-4.97,2429142.14,3562843.399
 464 | 000001.SZ,20171124,14.29,14.59,13.78,14.56,14.35,0.21,1.46,2630189.67,3732597.275
 465 | 000001.SZ,20171127,14.3,14.3,13.75,13.93,14.56,-0.63,-4.33,2064085.33,2878491.901
 466 | 000001.SZ,20171128,13.85,13.85,13.4,13.7,13.93,-0.23,-1.65,1766432.5,2396540.133
 467 | 000001.SZ,20171129,13.73,13.93,13.47,13.82,13.7,0.12,0.88,1564094.93,2148312.654
 468 | 000001.SZ,20171130,13.7,13.73,13.26,13.38,13.82,-0.44,-3.18,1379635.71,1866700.884
 469 | 000001.SZ,20171201,13.4,13.48,12.96,13,13.38,-0.38,-2.84,1784933.15,2354299.656
 470 | 000001.SZ,20171204,13.05,13.37,13,13.3,13,0.3,2.31,1454023.45,1923315.712
 471 | 000001.SZ,20171205,13.15,13.49,13.1,13.3,13.3,0,0,1723681.32,2301867.653
 472 | 000001.SZ,20171206,13.26,13.27,12.79,13.08,13.3,-0.22,-1.65,1619844.96,2104168.537
 473 | 000001.SZ,20171207,13.05,13.14,12.75,12.83,13.08,-0.25,-1.91,1181957.84,1526953.344
 474 | 000001.SZ,20171208,12.89,13.09,12.75,13.09,12.83,0.26,2.03,1351315.04,1751423.112
 475 | 000001.SZ,20171211,13.08,13.57,12.88,13.5,13.09,0.41,3.13,2261952.73,2980735.572
 476 | 000001.SZ,20171212,13.4,13.48,13.02,13.02,13.5,-0.48,-3.56,1743405.79,2302354.901
 477 | 000001.SZ,20171213,13,13.2,12.88,13.13,13.02,0.11,0.84,1289248.11,1679022.035
 478 | 000001.SZ,20171214,13.15,13.31,12.91,13,13.13,-0.13,-0.99,1001997.98,1311131.917
 479 | 000001.SZ,20171215,12.9,12.93,12.67,12.72,13,-0.28,-2.15,1099952.5,1405372.004
 480 | 000001.SZ,20171218,12.73,12.91,12.64,12.75,12.72,0.03,0.24,805464.52,1029422.753
 481 | 000001.SZ,20171219,12.79,13.32,12.74,13.28,12.75,0.53,4.16,2397942.95,3138687.565
 482 | 000001.SZ,20171220,13.2,13.31,13.13,13.26,13.28,-0.02,-0.15,1106245.07,1463802.116
 483 | 000001.SZ,20171221,13.18,13.68,13.16,13.54,13.26,0.28,2.11,1485203.44,2005617.683
 484 | 000001.SZ,20171222,13.5,13.63,13.45,13.52,13.54,-0.02,-0.15,742900.95,1004525.768
 485 | 000001.SZ,20171225,13.52,13.86,13.16,13.25,13.52,-0.27,-2,1585567.18,2145040.658
 486 | 000001.SZ,20171226,13.26,13.69,13.19,13.66,13.25,0.41,3.09,1123688.45,1510826.264
 487 | 000001.SZ,20171227,13.58,13.78,13.19,13.29,13.66,-0.37,-2.71,1366566.73,1848165.006
 488 | 000001.SZ,20171228,13.28,13.46,13.02,13.21,13.29,-0.08,-0.6,1553030.47,2052944.539
 489 | 000001.SZ,20171229,13.21,13.43,13.1,13.3,13.21,0.09,0.68,982915.53,1303222.04
 490 | 000001.SZ,20180102,13.35,13.93,13.32,13.7,13.3,0.4,3.01,2081592.55,2856543.822
 491 | 000001.SZ,20180103,13.73,13.86,13.2,13.33,13.7,-0.37,-2.7,2962498.38,4006220.766
 492 | 000001.SZ,20180104,13.32,13.37,13.13,13.25,13.33,-0.08,-0.6,1854509.48,2454543.516
 493 | 000001.SZ,20180105,13.21,13.35,13.15,13.3,13.25,0.05,0.38,1210312.72,1603289.517
 494 | 000001.SZ,20180108,13.25,13.29,12.86,12.96,13.3,-0.34,-2.56,2158620.81,2806099.169
 495 | 000001.SZ,20180109,12.96,13.2,12.92,13.08,12.96,0.12,0.93,1344345.09,1754315.792
 496 | 000001.SZ,20180110,13.04,13.49,12.92,13.47,13.08,0.39,2.98,2403277.36,3196055.83
 497 | 000001.SZ,20180111,13.41,13.59,13.27,13.4,13.47,-0.07,-0.52,1443877.81,1937494.294
 498 | 000001.SZ,20180112,13.45,13.68,13.41,13.55,13.4,0.15,1.12,1353991.4,1833435.672
 499 | 000001.SZ,20180115,13.51,14.33,13.5,14.2,13.55,0.65,4.8,3122394.48,4376707.088
 500 | 000001.SZ,20180116,14.17,14.38,14.02,14.2,14.2,0,0,2444549,3479177.087
 501 | 000001.SZ,20180117,14.33,14.8,14.2,14.23,14.2,0.03,0.21,2656294.01,3849312.882
 502 | 000001.SZ,20180118,14.4,14.72,14.28,14.72,14.23,0.49,3.44,2148026.8,3120455.742
 503 | 000001.SZ,20180119,14.8,15.13,14.68,14.8,14.72,0.08,0.54,2571146.69,3832857.44
 504 | 000001.SZ,20180122,14.6,14.94,14.43,14.44,14.8,-0.36,-2.43,2073867.14,3032799.07
 505 | 000001.SZ,20180123,14.36,14.9,14.33,14.65,14.44,0.21,1.45,2388791.7,3492462.005
 506 | 000001.SZ,20180124,14.66,15.08,14.5,14.64,14.65,-0.01,-0.07,2591292.12,3838734.922
 507 | 000001.SZ,20180125,14.45,14.47,14,14.2,14.64,-0.44,-3.01,2369984.59,3360822.344
 508 | 000001.SZ,20180126,14.18,14.34,14.02,14.05,14.2,-0.15,-1.06,2032988.65,2885104.627
 509 | 000001.SZ,20180129,14.05,14.25,13.6,13.74,14.05,-0.31,-2.21,2090546.68,2911452.095
 510 | 000001.SZ,20180130,13.7,13.84,13.55,13.65,13.74,-0.09,-0.66,1094739.86,1497708.872
 511 | 000001.SZ,20180131,13.6,14.05,13.53,14.05,13.65,0.4,2.93,1747729.14,2423104.767
 512 | 000001.SZ,20180201,13.95,14.3,13.84,14.03,14.05,-0.02,-0.14,2005614.75,2821583.609
 513 | 000001.SZ,20180202,13.91,14.1,13.63,14.05,14.03,0.02,0.14,1176512.71,1637619.618
 514 | 000001.SZ,20180205,13.8,14.57,13.73,14.55,14.05,0.5,3.56,2331997.9,3326355.314
 515 | 000001.SZ,20180206,14.23,14.33,13.93,14,14.55,-0.55,-3.78,2582872.04,3641294.71
 516 | 000001.SZ,20180207,14.22,14.3,12.76,12.92,14,-1.08,-7.71,3345716.97,4521586.59
 517 | 000001.SZ,20180208,12.83,12.92,12.53,12.54,12.92,-0.38,-2.94,2137815.06,2711464.886
 518 | 000001.SZ,20180209,12.08,12.08,11.38,11.69,12.54,-0.85,-6.78,2824949.75,3308553.501
 519 | 000001.SZ,20180212,11.78,11.84,11.56,11.72,11.69,0.03,0.26,1228782.44,1439644.312
 520 | 000001.SZ,20180213,11.87,12.21,11.84,11.94,11.72,0.22,1.88,1298178.69,1562420.005
 521 | 000001.SZ,20180214,11.96,12.03,11.76,12,11.94,0.06,0.5,864190.24,1030474.41
 522 | 000001.SZ,20180222,12.25,12.53,12.25,12.46,12,0.46,3.83,1268406.07,1573562.575
 523 | 000001.SZ,20180223,12.58,12.79,12.45,12.61,12.46,0.15,1.2,1013663.2,1278185.721
 524 | 000001.SZ,20180226,12.77,12.85,12.45,12.63,12.61,0.02,0.16,1045758.74,1318960.463
 525 | 000001.SZ,20180227,12.64,12.7,12.19,12.28,12.63,-0.35,-2.77,1285869.06,1590018.492
 526 | 000001.SZ,20180228,12.1,12.19,11.93,12.05,12.28,-0.23,-1.87,1214145.59,1463313.702
 527 | 000001.SZ,20180301,11.92,12.15,11.9,12.04,12.05,-0.01,-0.08,886957.18,1069354.491
 528 | 000001.SZ,20180302,11.92,12.04,11.85,11.95,12.04,-0.09,-0.75,663124.16,791736.473
 529 | 000001.SZ,20180305,11.93,12.08,11.8,11.86,11.95,-0.09,-0.75,754183.13,897244.265
 530 | 000001.SZ,20180306,11.95,12.11,11.77,12.1,11.86,0.24,2.02,1150162.49,1373438.382
 531 | 000001.SZ,20180307,12.15,12.34,12.04,12.05,12.1,-0.05,-0.41,1427570.32,1744085.27
 532 | 000001.SZ,20180308,12.05,12.15,11.95,12.11,12.05,0.06,0.5,689755.03,832153.697
 533 | 000001.SZ,20180309,12.15,12.2,11.98,12.09,12.11,-0.02,-0.17,943876.97,1139043.574
 534 | 000001.SZ,20180312,12.15,12.17,11.95,12.03,12.09,-0.06,-0.5,1268701.32,1526643.478
 535 | 000001.SZ,20180313,12.04,12.22,12,12.02,12.03,-0.01,-0.08,1082267.32,1309543.466
 536 | 000001.SZ,20180314,11.98,12,11.83,11.92,12.02,-0.1,-0.83,635594.13,757090.756
 537 | 000001.SZ,20180315,11.79,11.85,11.66,11.71,11.92,-0.21,-1.76,1155694.73,1356878.634
 538 | 000001.SZ,20180316,11.72,11.85,11.64,11.64,11.71,-0.07,-0.6,962983.38,1130784.17
 539 | 000001.SZ,20180319,11.66,11.84,11.61,11.83,11.64,0.19,1.63,808538.72,947664.744
 540 | 000001.SZ,20180320,11.74,11.88,11.72,11.82,11.83,-0.01,-0.08,776150.02,916858.475
 541 | 000001.SZ,20180321,11.95,12.12,11.85,11.9,11.82,0.08,0.68,1445109.51,1736437.401
 542 | 000001.SZ,20180322,11.9,11.97,11.62,11.66,11.9,-0.24,-2.02,984278.42,1155741.055
 543 | 000001.SZ,20180323,11.25,11.35,10.92,11.34,11.66,-0.32,-2.74,1825690.75,2037734.4
 544 | 000001.SZ,20180326,11.15,11.2,10.86,10.93,11.34,-0.41,-3.62,1383598.51,1519435.011
 545 | 000001.SZ,20180327,11.1,11.17,10.86,10.94,10.93,0.01,0.09,1103933.61,1213989.931
 546 | 000001.SZ,20180328,10.85,11.14,10.79,10.89,10.94,-0.05,-0.46,1099023.39,1201023.442
 547 | 000001.SZ,20180329,10.92,11.17,10.55,11.05,10.89,0.16,1.47,1330602.38,1445281.829
 548 | 000001.SZ,20180330,11.04,11.05,10.88,10.9,11.05,-0.15,-1.36,752173.68,823438.18
 549 | 000001.SZ,20180402,10.87,10.99,10.7,10.71,10.9,-0.19,-1.74,1109316.43,1200911.98
 550 | 000001.SZ,20180403,10.6,10.67,10.51,10.56,10.71,-0.15,-1.4,890745.65,942237.8
 551 | 000001.SZ,20180404,10.68,11.01,10.6,10.87,10.56,0.31,2.94,1602488.73,1737258.898
 552 | 000001.SZ,20180409,10.8,11.1,10.73,11.02,10.87,0.15,1.38,1074795.76,1180084.371
 553 | 000001.SZ,20180410,11.02,11.46,10.97,11.42,11.02,0.4,3.63,1390950.79,1562265.089
 554 | 000001.SZ,20180411,11.39,11.92,11.38,11.83,11.42,0.41,3.59,2095970.45,2458982.163
 555 | 000001.SZ,20180412,11.8,11.83,11.42,11.52,11.83,-0.31,-2.62,1173128.18,1364675.848
 556 | 000001.SZ,20180413,11.64,11.79,11.45,11.57,11.52,0.05,0.43,1300255.97,1516155.527
 557 | 000001.SZ,20180416,11.47,11.47,11.03,11.1,11.57,-0.47,-4.06,1427072.81,1593706.086
 558 | 000001.SZ,20180417,11.12,11.45,11.11,11.21,11.1,0.11,0.99,1301891.72,1468159.349
 559 | 000001.SZ,20180418,11.45,11.61,11.28,11.5,11.21,0.29,2.59,1475845.33,1692722.923
 560 | 000001.SZ,20180419,11.52,11.69,11.42,11.47,11.5,-0.03,-0.26,849131.83,979593.564
 561 | 000001.SZ,20180420,11.51,11.58,11.2,11.35,11.47,-0.12,-1.05,958690.66,1090801.311
 562 | 000001.SZ,20180423,11.3,11.61,11.26,11.57,11.35,0.22,1.94,1070289.35,1228544.006
 563 | 000001.SZ,20180424,11.63,11.94,11.58,11.86,11.57,0.29,2.51,1461098.8,1725152.198
 564 | 000001.SZ,20180425,11.76,11.81,11.63,11.68,11.86,-0.18,-1.52,730286.48,854713.248
 565 | 000001.SZ,20180426,11.66,11.69,11.31,11.42,11.68,-0.26,-2.23,874235.91,1002483.154
 566 | 000001.SZ,20180427,11.49,11.51,10.63,10.85,11.42,-0.57,-4.99,2709795.68,2958464.277
 567 | 000001.SZ,20180502,10.97,11.03,10.8,10.88,10.85,0.03,0.28,1190523.18,1295804.42
 568 | 000001.SZ,20180503,10.86,10.88,10.57,10.75,10.88,-0.13,-1.19,1281355.57,1372765.845
 569 | 000001.SZ,20180504,10.73,10.83,10.66,10.68,10.75,-0.07,-0.65,710509.52,761302.468
 570 | 000001.SZ,20180507,10.7,10.83,10.64,10.81,10.68,0.13,1.22,974309.67,1046743.101
 571 | 000001.SZ,20180508,10.83,11.15,10.8,11.01,10.81,0.2,1.85,1373305.68,1511546.681
 572 | 000001.SZ,20180509,10.98,11.03,10.88,10.97,11.01,-0.04,-0.36,627656.13,687036.874
 573 | 000001.SZ,20180510,11.03,11.09,10.91,11.01,10.97,0.04,0.36,552735.88,607349.997
 574 | 000001.SZ,20180511,11.04,11.13,10.96,11.01,11.01,0,0,772369.66,853271.166
 575 | 000001.SZ,20180514,11.09,11.23,11.03,11.18,11.01,0.17,1.54,1039297.16,1158064.201
 576 | 000001.SZ,20180515,11.18,11.19,11.02,11.12,11.18,-0.06,-0.54,669261.44,742590.447
 577 | 000001.SZ,20180516,11.07,11.07,10.89,10.9,11.12,-0.22,-1.98,714362.08,782694.669
 578 | 000001.SZ,20180517,10.91,10.94,10.78,10.82,10.9,-0.08,-0.73,586494.38,635675.44
 579 | 000001.SZ,20180518,10.81,10.97,10.76,10.96,10.82,0.14,1.29,578384.77,628250.184
 580 | 000001.SZ,20180521,11.07,11.11,10.93,10.95,10.96,-0.01,-0.09,763533.57,838750.577
 581 | 000001.SZ,20180522,10.95,10.98,10.79,10.86,10.95,-0.09,-0.82,589871.85,639815.249
 582 | 000001.SZ,20180523,10.82,10.82,10.62,10.65,10.86,-0.21,-1.93,991016.29,1058587.812
 583 | 000001.SZ,20180524,10.66,10.68,10.58,10.61,10.65,-0.04,-0.38,688152.02,730678.763
 584 | 000001.SZ,20180525,10.61,10.67,10.55,10.59,10.61,-0.02,-0.19,593335.67,629735.45
 585 | 000001.SZ,20180528,10.58,10.66,10.51,10.59,10.59,0,0,569400.92,602590.746
 586 | 000001.SZ,20180529,10.58,10.63,10.35,10.38,10.59,-0.21,-1.98,889494.97,930386.966
 587 | 000001.SZ,20180530,10.29,10.29,10.05,10.08,10.38,-0.3,-2.89,1124447.04,1139918.753
 588 | 000001.SZ,20180531,10.11,10.19,10.02,10.18,10.08,0.1,0.99,987360.38,999216.332
 589 | 000001.SZ,20180601,10.15,10.29,10.07,10.19,10.18,0.01,0.1,597211.16,608398.867
 590 | 000001.SZ,20180604,10.23,10.31,10.15,10.27,10.19,0.08,0.79,593038.35,608291.978
 591 | 000001.SZ,20180605,10.29,10.3,10.11,10.26,10.27,-0.01,-0.1,656540.75,670740.302
 592 | 000001.SZ,20180606,10.25,10.26,10.1,10.14,10.26,-0.12,-1.17,712743.41,724032.796
 593 | 000001.SZ,20180607,10.2,10.46,10.18,10.37,10.14,0.23,2.27,1262638.2,1306425.478
 594 | 000001.SZ,20180608,10.33,10.33,10.06,10.12,10.37,-0.25,-2.41,1099379.82,1114968.856
 595 | 000001.SZ,20180611,10.06,10.13,10,10.04,10.12,-0.08,-0.79,721374.98,724687.998
 596 | 000001.SZ,20180612,10.03,10.08,9.95,10.06,10.04,0.02,0.2,913300.72,914001.701
 597 | 000001.SZ,20180613,10.04,10.06,9.95,9.95,10.06,-0.11,-1.09,530584.31,530483.756
 598 | 000001.SZ,20180614,9.95,10.15,9.92,10.07,9.95,0.12,1.21,866392.01,872487.574
 599 | 000001.SZ,20180615,10.08,10.29,10.06,10.17,10.07,0.1,0.99,1248707.88,1273412.999
 600 | 000001.SZ,20180619,10.05,10.15,9.82,9.87,10.17,-0.3,-2.95,1565874.47,1565756.559
 601 | 000001.SZ,20180620,9.87,9.95,9.76,9.91,9.87,0.04,0.41,763637.31,752950.7
 602 | 000001.SZ,20180621,9.93,10.04,9.86,9.86,9.91,-0.05,-0.5,840070.77,836014.838
 603 | 000001.SZ,20180622,9.8,9.87,9.77,9.85,9.86,-0.01,-0.1,657818.51,645752.909
 604 | 000001.SZ,20180625,9.91,9.92,9.38,9.46,9.85,-0.39,-3.96,1195212.6,1154559.08
 605 | 000001.SZ,20180626,9.39,9.44,9.09,9.36,9.46,-0.1,-1.06,1124156.94,1042528.543
 606 | 000001.SZ,20180627,9.31,9.4,9.03,9.09,9.36,-0.27,-2.88,1045142.68,958871.648
 607 | 000001.SZ,20180628,8.95,9.08,8.87,8.92,9.09,-0.17,-1.87,1110764.03,996801.234
 608 | 000001.SZ,20180629,9.01,9.13,8.96,9.09,8.92,0.17,1.91,675299.68,611346.088
 609 | 000001.SZ,20180702,9.05,9.05,8.55,8.61,9.09,-0.48,-5.28,1315520.13,1158545.868
 610 | 000001.SZ,20180703,8.69,8.7,8.45,8.67,8.61,0.06,0.7,1274838.57,1096657.033
 611 | 000001.SZ,20180704,8.63,8.75,8.61,8.61,8.67,-0.06,-0.69,711153.37,617278.559
 612 | 000001.SZ,20180705,8.62,8.73,8.55,8.6,8.61,-0.01,-0.12,835768.77,722169.579
 613 | 000001.SZ,20180706,8.61,8.78,8.45,8.66,8.6,0.06,0.7,988282.69,852071.526
 614 | 000001.SZ,20180709,8.69,9.03,8.68,9.03,8.66,0.37,4.27,1409954.6,1255007.609
 615 | 000001.SZ,20180710,9.02,9.02,8.89,8.98,9.03,-0.05,-0.55,896862.02,803038.965
 616 | 000001.SZ,20180711,8.76,8.83,8.68,8.78,8.98,-0.2,-2.23,851296.7,744765.824
 617 | 000001.SZ,20180712,8.6,8.97,8.58,8.88,8.64,0.24,2.78,1140492.31,1008658.828
 618 | 000001.SZ,20180713,8.92,8.94,8.82,8.88,8.88,0,0,603378.21,535401.175
 619 | 000001.SZ,20180716,8.85,8.9,8.69,8.73,8.88,-0.15,-1.69,689845.58,603427.713
 620 | 000001.SZ,20180717,8.74,8.75,8.66,8.72,8.73,-0.01,-0.11,375356.33,326396.994
 621 | 000001.SZ,20180718,8.75,8.85,8.69,8.7,8.72,-0.02,-0.23,525152.77,460697.377
 622 | 000001.SZ,20180719,8.75,8.81,8.69,8.73,8.7,0.03,0.34,461372.39,403674.308
 623 | 000001.SZ,20180720,8.73,9.2,8.61,9.11,8.73,0.38,4.3528,1754277.4,1576843.937
 624 | 000001.SZ,20180723,9.04,9.45,9,9.42,9.11,0.31,3.4029,1781688.26,1646028.021
 625 | 000001.SZ,20180724,9.39,9.59,9.33,9.4,9.42,-0.02,-0.2123,1425894.16,1348746.826
 626 | 000001.SZ,20180725,9.44,9.47,9.33,9.38,9.4,-0.02,-0.2128,614122.81,575752.176
 627 | 000001.SZ,20180726,9.4,9.48,9.21,9.25,9.38,-0.13,-1.3859,833358.15,778429.753
 628 | 000001.SZ,20180727,9.3,9.36,9.18,9.25,9.25,0,0,515126.03,477527.419
 629 | 000001.SZ,20180730,9.32,9.49,9.26,9.39,9.25,0.14,1.5135,706385.97,661767.547
 630 | 000001.SZ,20180731,9.37,9.49,9.25,9.42,9.39,0.03,0.3195,720150.8,674484.65
 631 | 000001.SZ,20180801,9.42,9.5,9.11,9.15,9.42,-0.27,-2.8662,814081.68,759282.229
 632 | 000001.SZ,20180802,9.13,9.15,8.88,8.94,9.15,-0.21,-2.2951,931401.28,839272.254
 633 | 000001.SZ,20180803,8.93,9.1,8.91,8.91,8.94,-0.03,-0.3356,476546.62,428641.526
 634 | 000001.SZ,20180806,8.94,9.11,8.89,8.94,8.91,0.03,0.3367,554010.08,497906.686
 635 | 000001.SZ,20180807,8.96,9.17,8.88,9.17,8.94,0.23,2.5727,690423.19,624359.656
 636 | 000001.SZ,20180808,9.16,9.16,9.04,9.05,9.17,-0.12,-1.3086,578953.16,527526.989
 637 | 000001.SZ,20180809,9.04,9.35,9.02,9.29,9.05,0.24,2.6519,806783.77,746469.808
 638 | 000001.SZ,20180810,9.3,9.32,9.16,9.23,9.29,-0.06,-0.6459,424168.36,391366.341
 639 | 000001.SZ,20180813,9.12,9.16,8.9,9.05,9.23,-0.18,-1.9502,818491.12,736947.79
 640 | 000001.SZ,20180814,9.03,9.04,8.94,9,9.05,-0.05,-0.5525,430240.36,386334.617
 641 | 000001.SZ,20180815,9.02,9.02,8.75,8.79,9,-0.21,-2.3333,670442.85,594759.517
 642 | 000001.SZ,20180816,8.73,8.89,8.64,8.78,8.79,-0.01,-0.1138,638272.55,559523.123
 643 | 000001.SZ,20180817,8.88,8.94,8.78,8.81,8.78,0.03,0.3417,649476.56,576683.267
 644 | 000001.SZ,20180820,8.9,9.02,8.87,9,8.81,0.19,2.1566,681322.06,609934.725
 645 | 000001.SZ,20180821,9.02,9.26,9.01,9.23,9,0.23,2.5556,1264474.47,1163292.795
 646 | 000001.SZ,20180822,9.24,9.34,9.13,9.29,9.23,0.06,0.6501,982433.98,909598.743
 647 | 000001.SZ,20180823,9.3,9.42,9.23,9.36,9.29,0.07,0.7535,729074.62,680941.392
 648 | 000001.SZ,20180824,9.31,10.28,9.29,10.03,9.36,0.67,7.1581,3040408.39,2995071.976
 649 | 000001.SZ,20180827,10.02,10.43,9.97,10.43,10.03,0.4,3.988,2218424.22,2251527.721
 650 | 000001.SZ,20180828,10.34,10.43,10.24,10.29,10.43,-0.14,-1.3423,1289777.24,1331917.86
 651 | 000001.SZ,20180829,10.25,10.33,10.15,10.27,10.29,-0.02,-0.1944,901883.49,923581.546
 652 | 000001.SZ,20180830,10.27,10.35,10.08,10.12,10.27,-0.15,-1.4606,994917.73,1013877.514
 653 | 000001.SZ,20180831,10.13,10.32,10.1,10.13,10.12,0.01,0.0988,1310865.24,1337898.869
 654 | 000001.SZ,20180903,10.09,10.3,10.09,10.19,10.13,0.06,0.5923,711695.67,725303.291
 655 | 000001.SZ,20180904,10.2,10.55,10.07,10.43,10.19,0.24,2.3553,1296342.08,1339756.563
 656 | 000001.SZ,20180905,10.3,10.33,10.05,10.05,10.43,-0.38,-3.6433,1179453.17,1202345.697
 657 | 000001.SZ,20180906,10.05,10.14,9.95,9.97,10.05,-0.08,-0.796,711777.55,713975.749
 658 | 000001.SZ,20180907,10.04,10.18,9.93,10.01,9.97,0.04,0.4012,809035.34,815151.722
 659 | 000001.SZ,20180910,10.01,10.07,9.84,9.88,10.01,-0.13,-1.2987,636989.29,631174.169
 660 | 000001.SZ,20180911,9.9,10.03,9.81,9.91,9.88,0.03,0.3036,712967.51,707337.57
 661 | 000001.SZ,20180912,9.87,9.97,9.82,9.88,9.91,-0.03,-0.3027,564829.16,558399.563
 662 | 000001.SZ,20180913,10.09,10.1,9.84,9.96,9.88,0.08,0.8097,999725.61,993389.97
 663 | 000001.SZ,20180914,9.98,9.98,9.81,9.84,9.96,-0.12,-1.2048,619750.19,611422.48
 664 | 000001.SZ,20180917,9.8,9.8,9.68,9.69,9.84,-0.15,-1.5244,517082.33,502609.643
 665 | 000001.SZ,20180918,9.73,10.12,9.7,10.08,9.69,0.39,4.0248,1126807.42,1120867.543
 666 | 000001.SZ,20180919,10.03,10.34,10.03,10.24,10.08,0.16,1.5873,1231548.77,1257191.505
 667 | 000001.SZ,20180920,10.27,10.36,10.19,10.23,10.24,-0.01,-0.0977,620348.36,636742.814
 668 | 000001.SZ,20180921,10.26,10.7,10.18,10.67,10.23,0.44,4.3011,1624518.41,1707850.487
 669 | 000001.SZ,20180925,10.52,10.68,10.48,10.55,10.67,-0.12,-1.1246,977014.7,1030715.785
 670 | 000001.SZ,20180926,10.61,10.92,10.52,10.71,10.55,0.16,1.5166,1490513.43,1600626.208
 671 | 000001.SZ,20180927,10.65,10.84,10.57,10.74,10.71,0.03,0.2801,880363.33,942200.398
 672 | 000001.SZ,20180928,10.78,11.27,10.78,11.05,10.74,0.31,2.8864,2110242.67,2331358.288
 673 | 000001.SZ,20181008,10.7,10.79,10.45,10.45,11.05,-0.6,-5.4299,1686358.52,1793455.283
 674 | 000001.SZ,20181009,10.46,10.7,10.39,10.56,10.45,0.11,1.0526,1064084.26,1117946.55
 675 | 000001.SZ,20181010,10.54,10.66,10.38,10.45,10.56,-0.11,-1.0417,995200.08,1045666.18
 676 | 000001.SZ,20181011,10.05,10.16,9.7,9.86,10.45,-0.59,-5.6459,1995143.83,1994186.611
 677 | 000001.SZ,20181012,9.97,10.34,9.87,10.3,9.86,0.44,4.4625,1516810.28,1532651.4
 678 | 000001.SZ,20181015,10.39,10.47,10.09,10.11,10.3,-0.19,-1.8447,1402685.3,1443043.059
 679 | 000001.SZ,20181016,10.14,10.54,10.12,10.37,10.11,0.26,2.5717,1396921.05,1450020.371
 680 | 000001.SZ,20181017,10.5,10.55,10.14,10.33,10.37,-0.04,-0.3857,1350889.83,1400306.336
 681 | 000001.SZ,20181018,10.29,10.29,10.06,10.09,10.33,-0.24,-2.3233,1001156.05,1015654.821
 682 | 000001.SZ,20181019,9.95,10.78,9.92,10.76,10.09,0.67,6.6402,2083667.32,2173571.254
 683 | 000001.SZ,20181022,10.81,11.46,10.78,11.15,10.76,0.39,3.6245,2645543.12,2932714.47
 684 | 000001.SZ,20181023,11.2,11.22,10.73,10.84,11.15,-0.31,-2.7803,1602545.92,1759265.958
 685 | 000001.SZ,20181024,10.9,11.33,10.8,11.04,10.84,0.2,1.845,1829424.64,2026171.911
 686 | 000001.SZ,20181025,10.8,11.29,10.71,11.29,11.04,0.25,2.2645,1685011.36,1855823.739
 687 | 000001.SZ,20181026,11.29,11.31,10.96,11.18,11.29,-0.11,-0.9743,1299975.1,1448843.512
 688 | 000001.SZ,20181029,11.2,11.24,10.62,10.75,11.18,-0.43,-3.8462,1591628.78,1725932.497
 689 | 000001.SZ,20181030,10.78,11.08,10.73,10.9,10.75,0.15,1.3953,1501827.86,1641371.787
 690 | 000001.SZ,20181031,10.95,10.99,10.75,10.91,10.9,0.01,0.0917,1152683.79,1252156.775
 691 | 000001.SZ,20181101,10.99,11.05,10.76,10.83,10.91,-0.08,-0.7333,1542776.32,1679443.449
 692 | 000001.SZ,20181102,11.04,11.16,10.83,11.09,10.83,0.26,2.4007,2212922.87,2439179.135
 693 | 000001.SZ,20181105,10.95,11.04,10.82,10.92,11.09,-0.17,-1.5329,1291924.17,1409457.171
 694 | 000001.SZ,20181106,10.87,10.93,10.73,10.84,10.92,-0.08,-0.7326,735725.74,795322.638
 695 | 000001.SZ,20181107,10.83,10.95,10.75,10.81,10.84,-0.03,-0.2768,785597.41,851487.053
 696 | 000001.SZ,20181108,10.88,10.97,10.82,10.89,10.81,0.08,0.7401,793976,864744.243
 697 | 000001.SZ,20181109,10.71,10.73,10.4,10.55,10.89,-0.34,-3.1221,1629269.17,1716198.382
 698 | 000001.SZ,20181112,10.46,10.58,10.38,10.56,10.55,0.01,0.0948,920333.88,965756.504
 699 | 000001.SZ,20181113,10.41,10.65,10.38,10.54,10.56,-0.02,-0.1894,1072497.62,1126736.143
 700 | 000001.SZ,20181114,10.53,10.55,10.42,10.44,10.54,-0.1,-0.9488,774239.85,810357.748
 701 | 000001.SZ,20181115,10.44,10.64,10.42,10.62,10.44,0.18,1.7241,901461.98,949991.801
 702 | 000001.SZ,20181116,10.61,10.72,10.49,10.57,10.62,-0.05,-0.4708,1059592.59,1123173.219
 703 | 000001.SZ,20181119,10.57,10.88,10.57,10.85,10.57,0.28,2.649,1360887.09,1466899.416
 704 | 000001.SZ,20181120,10.75,10.8,10.52,10.57,10.85,-0.28,-2.5806,1033877.53,1099654.683
 705 | 000001.SZ,20181121,10.5,10.67,10.48,10.61,10.57,0.04,0.3784,666157.33,705638.355
 706 | 000001.SZ,20181122,10.67,10.67,10.48,10.55,10.61,-0.06,-0.5655,500267.85,527103.281
 707 | 000001.SZ,20181123,10.53,10.58,10.31,10.32,10.55,-0.23,-2.1801,700358.15,730667.665
 708 | 000001.SZ,20181126,10.34,10.46,10.3,10.34,10.32,0.02,0.1938,516569.11,535963.342
 709 | 000001.SZ,20181127,10.35,10.39,10.16,10.18,10.34,-0.16,-1.5474,733448.38,752824.12
 710 | 000001.SZ,20181128,10.17,10.31,10.16,10.28,10.18,0.1,0.9823,537751.45,550820.246
 711 | 000001.SZ,20181129,10.35,10.39,10.19,10.2,10.28,-0.08,-0.7782,485284.05,499068.827
 712 | 000001.SZ,20181130,10.22,10.36,10.17,10.36,10.2,0.16,1.5686,594715.32,610571.532
 713 | 000001.SZ,20181203,10.59,10.66,10.47,10.59,10.36,0.23,2.2201,1064097.17,1126374.829
 714 | 000001.SZ,20181204,10.57,10.62,10.53,10.59,10.59,0,0,534813.05,565743.744
 715 | 000001.SZ,20181205,10.49,10.51,10.4,10.45,10.59,-0.14,-1.322,581545.27,608133.29
 716 | 000001.SZ,20181206,10.36,10.37,10.23,10.25,10.45,-0.2,-1.9139,578866.48,594649.682
 717 | 000001.SZ,20181207,10.3,10.39,10.27,10.28,10.25,0.03,0.2927,340216.15,351101.37
 718 | 000001.SZ,20181210,10.22,10.27,10.13,10.17,10.28,-0.11,-1.07,494818.87,504040.653
 719 | 000001.SZ,20181211,10.21,10.26,10.17,10.23,10.17,0.06,0.59,299089.62,305389.21
 720 | 000001.SZ,20181212,10.3,10.32,10.2,10.24,10.23,0.01,0.0978,366379.03,375402.863
 721 | 000001.SZ,20181213,10.25,10.48,10.2,10.39,10.24,0.15,1.4648,790845.21,819920.689
 722 | 000001.SZ,20181214,10.34,10.35,10.16,10.17,10.39,-0.22,-2.1174,526675.13,539263.012
 723 | 000001.SZ,20181217,10.16,10.33,10.1,10.29,10.17,0.12,1.1799,571274.87,584679.512
 724 | 000001.SZ,20181218,10.2,10.32,10.1,10.12,10.29,-0.17,-1.6521,537744.3,547157.562
 725 | 000001.SZ,20181219,10.14,10.18,9.9,9.94,10.12,-0.18,-1.7787,598007.01,600090.171
 726 | 000001.SZ,20181220,9.92,9.97,9.63,9.71,9.94,-0.23,-2.3139,990284.79,964202.861
 727 | 000001.SZ,20181221,9.68,9.7,9.33,9.45,9.71,-0.26,-2.6777,1000616.76,944460.332
 728 | 000001.SZ,20181224,9.4,9.45,9.31,9.42,9.45,-0.03,-0.3175,509117.67,477186.904
 729 | 000001.SZ,20181225,9.29,9.43,9.21,9.34,9.42,-0.08,-0.8493,586615.45,545235.607
 730 | 000001.SZ,20181226,9.35,9.42,9.27,9.3,9.34,-0.04,-0.4283,421140.6,393215.14
 731 | 000001.SZ,20181227,9.45,9.49,9.28,9.28,9.3,-0.02,-0.2151,624593.27,586343.755
 732 | 000001.SZ,20181228,9.31,9.46,9.31,9.38,9.28,0.1,1.0776,576604,541571.004
 733 | 000001.SZ,20190102,9.39,9.42,9.16,9.19,9.38,-0.19,-2.0256,539386.32,498695.109
 734 | 000001.SZ,20190103,9.18,9.33,9.15,9.28,9.19,0.09,0.9793,415537.95,384457.707
 735 | 000001.SZ,20190104,9.24,9.82,9.22,9.75,9.28,0.47,5.0647,1481159.06,1422149.888
 736 | 000001.SZ,20190107,9.84,9.85,9.63,9.74,9.75,-0.01,-0.1026,865687.66,841166.43
 737 | 000001.SZ,20190108,9.73,9.74,9.62,9.66,9.74,-0.08,-0.8214,402388.11,389247.795
 738 | 000001.SZ,20190109,9.74,10.08,9.7,9.94,9.66,0.28,2.8986,1233486.36,1229465.116
 739 | 000001.SZ,20190110,9.87,10.2,9.86,10.1,9.94,0.16,1.6097,1071817.66,1079711.035
 740 | 000001.SZ,20190111,10.11,10.22,10.05,10.2,10.1,0.1,0.9901,696364.55,708001.802
 741 | 000001.SZ,20190114,10.22,10.25,10.07,10.11,10.2,-0.09,-0.8824,500443.59,507862.882
 742 | 000001.SZ,20190115,10.11,10.28,10.09,10.24,10.11,0.13,1.2859,542160.55,553027.309
 743 | 000001.SZ,20190116,10.24,10.5,10.23,10.48,10.24,0.24,2.3438,977699.37,1017495.116
 744 | 000001.SZ,20190117,10.54,10.57,10.17,10.25,10.48,-0.23,-2.1947,882811.92,910212.066
 745 | 000001.SZ,20190118,10.34,10.49,10.28,10.43,10.25,0.18,1.7561,738793.26,769973.637
 746 | 000001.SZ,20190121,10.34,10.47,10.32,10.34,10.43,-0.09,-0.8629,659355.76,684465.646
 747 | 000001.SZ,20190122,10.34,10.44,10.26,10.28,10.34,-0.06,-0.5803,424413.57,438991.45
 748 | 000001.SZ,20190123,10.29,10.47,10.29,10.35,10.28,0.07,0.6809,537876.63,559384.396
 749 | 000001.SZ,20190124,10.4,10.55,10.37,10.52,10.35,0.17,1.6425,679240.88,711495.718
 750 | 000001.SZ,20190125,10.56,11.04,10.55,11,10.52,0.48,4.5627,2108361.85,2299718.224
 751 | 000001.SZ,20190128,11.04,11.14,10.88,10.94,11,-0.06,-0.5455,1035909.8,1141853.833
 752 | 000001.SZ,20190129,10.96,11.07,10.77,11,10.94,0.06,0.5484,826631.1,904847.854
 753 | 000001.SZ,20190130,10.95,11.18,10.86,10.95,11,-0.05,-0.4545,712001.01,785204.571
 754 | 000001.SZ,20190131,10.98,11.2,10.94,11.1,10.95,0.15,1.3699,831622.75,922602.874
 755 | 000001.SZ,20190201,11.2,11.25,10.96,11.2,11.1,0.1,0.9009,1014270.07,1127216.186
 756 | 000001.SZ,20190211,11.08,11.21,10.97,11.21,11.2,0.01,0.0893,801936.63,889951.528
 757 | 000001.SZ,20190212,11.2,11.31,11.03,11.19,11.21,-0.02,-0.1784,959936.9,1071873.084
 758 | 000001.SZ,20190213,11.19,11.41,11.12,11.38,11.19,0.19,1.6979,1137365.74,1280182.096
 759 | 000001.SZ,20190214,11.3,11.33,11.19,11.25,11.38,-0.13,-1.1424,869185.19,977818.097
 760 | 000001.SZ,20190215,11.23,11.23,10.9,10.95,11.25,-0.3,-2.6667,1100127.46,1213914.428
 761 | 000001.SZ,20190218,11.05,11.36,11.04,11.36,10.95,0.41,3.7443,1255522.21,1408279.68
 762 | 000001.SZ,20190219,11.36,11.62,11.24,11.27,11.36,-0.09,-0.7923,1270882.04,1445281.382
 763 | 000001.SZ,20190220,11.33,11.53,11.25,11.41,11.27,0.14,1.2422,832629.87,949430.819
 764 | 000001.SZ,20190221,11.38,11.55,11.28,11.36,11.41,-0.05,-0.4382,754246.48,860591.07
 765 | 000001.SZ,20190222,11.35,11.57,11.15,11.54,11.36,0.18,1.5845,1184047.79,1343020.336
 766 | 000001.SZ,20190225,11.7,12.64,11.57,12.55,11.54,1.01,8.7522,2824935.02,3415946.86
 767 | 000001.SZ,20190226,12.55,12.57,12.15,12.2,12.55,-0.35,-2.7888,2017544.93,2485673.356
 768 | 000001.SZ,20190227,12.24,12.66,12.15,12.4,12.2,0.2,1.6393,1979013.88,2454404.411
 769 | 000001.SZ,20190228,12.44,12.61,12.27,12.36,12.4,-0.04,-0.3226,1113099.8,1383110.81
 770 | 000001.SZ,20190301,12.48,12.78,12.2,12.76,12.36,0.4,3.2362,1712679.16,2137669.556
 771 | 000001.SZ,20190304,12.7,13.38,12.62,12.99,12.76,0.23,1.8025,2456830.39,3195011.702
 772 | 000001.SZ,20190305,12.91,13.29,12.84,13.06,12.99,0.07,0.5389,1408422.22,1838251.656
 773 | 000001.SZ,20190306,13.06,13.15,12.84,13.08,13.06,0.02,0.1531,1245760.2,1614670.974
 774 | 000001.SZ,20190307,13.06,13.06,12.55,12.74,13.08,-0.34,-2.5994,1782057.31,2274151.007
 775 | 000001.SZ,20190308,12.49,12.7,12.25,12.3,12.74,-0.44,-3.4537,1778162.1,2214572.416
 776 | 000001.SZ,20190311,12.3,12.49,12.05,12.32,12.3,0.02,0.1626,1157650.77,1416000.379
 777 | 000001.SZ,20190312,12.49,12.64,12.24,12.36,12.32,0.04,0.3247,1411794.92,1757797.25
 778 | 000001.SZ,20190313,12.34,12.55,12.13,12.37,12.36,0.01,0.0809,1269427.16,1568387.543
 779 | 000001.SZ,20190314,12.33,12.62,12.27,12.43,12.37,0.06,0.485,1057467.9,1316372.926
 780 | 000001.SZ,20190315,12.34,12.68,12.34,12.5,12.43,0.07,0.5632,1045406.03,1311323.009
 781 | 000001.SZ,20190318,12.53,12.94,12.32,12.91,12.5,0.41,3.28,1486454.8,1882483.633
 782 | 000001.SZ,20190319,12.92,12.94,12.61,12.79,12.91,-0.12,-0.9295,957196.46,1221118.294
 783 | 000001.SZ,20190320,12.68,12.88,12.62,12.75,12.79,-0.04,-0.3127,929996.38,1185477.058
 784 | 000001.SZ,20190321,12.77,12.8,12.58,12.69,12.75,-0.06,-0.4706,860140.8,1092506.482
 785 | 000001.SZ,20190322,12.69,12.74,12.5,12.59,12.69,-0.1,-0.788,713502.06,898629.416
 786 | 000001.SZ,20190325,12.4,12.4,12.1,12.11,12.59,-0.48,-3.8125,1179883.26,1445560.16
 787 | 000001.SZ,20190326,12.23,12.29,12.01,12.1,12.11,-0.01,-0.0826,935393.27,1136721.266
 788 | 000001.SZ,20190327,12.24,12.47,12.18,12.38,12.1,0.28,2.314,922826.8,1138302.657
 789 | 000001.SZ,20190328,12.31,12.31,12.1,12.22,12.38,-0.16,-1.2924,732467.44,892530.627
 790 | 000001.SZ,20190329,12.26,12.82,12.21,12.82,12.22,0.6,4.91,1669506.47,2108295.393
 791 | 000001.SZ,20190401,12.83,13.55,12.83,13.18,12.82,0.36,2.8081,1951401.19,2588268.668
 792 | 000001.SZ,20190402,13.28,13.48,13.23,13.36,13.18,0.18,1.3657,1100384.04,1466040.987
 793 | 000001.SZ,20190403,13.21,13.45,13.15,13.44,13.36,0.08,0.5988,792915.79,1056166.231
 794 | 000001.SZ,20190404,13.43,14,13.43,13.86,13.44,0.42,3.125,2034365,2796366.353
 795 | 000001.SZ,20190408,13.9,14.43,13.72,13.96,13.86,0.1,0.7215,1743176.2,2464536.241
 796 | 000001.SZ,20190409,13.87,13.98,13.75,13.81,13.96,-0.15,-1.0745,781332.38,1080549.202
 797 | 000001.SZ,20190410,13.75,13.88,13.4,13.73,13.81,-0.08,-0.5793,947135.06,1289475.602
 798 | 000001.SZ,20190411,13.73,13.96,13.49,13.54,13.73,-0.19,-1.3838,655356.62,897382.236
 799 | 000001.SZ,20190412,13.49,13.59,13.21,13.42,13.54,-0.12,-0.8863,774324.64,1035139.673
 800 | 000001.SZ,20190415,13.72,14.09,13.66,13.69,13.42,0.27,2.0119,1533890.68,2134708.981
 801 | 000001.SZ,20190416,13.67,14.58,13.55,14.58,13.69,0.89,6.5011,2379375.18,3379550.307
 802 | 000001.SZ,20190417,14.42,14.59,14.23,14.35,14.58,-0.23,-1.5775,1004109.87,1443493.493
 803 | 000001.SZ,20190418,14.3,14.37,14.11,14.34,14.35,-0.01,-0.0697,507045.3,721908.8
 804 | 000001.SZ,20190419,14.45,14.8,14.3,14.73,14.34,0.39,2.7197,1246036.09,1814875.936
 805 | 000001.SZ,20190422,14.6,14.84,14.08,14.15,14.73,-0.58,-3.9375,1322273.9,1899850.004
 806 | 000001.SZ,20190423,14.1,14.2,13.97,14.07,14.15,-0.08,-0.5654,940687.34,1326465.625
 807 | 000001.SZ,20190424,14.45,14.6,14.16,14.44,14.07,0.37,2.6297,1949723.63,2811131.027
 808 | 000001.SZ,20190425,14.38,14.64,14.13,14.13,14.44,-0.31,-2.1468,1111476.37,1597895.217
 809 | 000001.SZ,20190426,14.08,14.25,13.7,13.79,14.13,-0.34,-2.4062,1009421.24,1407987.365
 810 | 000001.SZ,20190429,13.9,14.33,13.86,14.1,13.79,0.31,2.248,1030695.75,1450714.134
 811 | 000001.SZ,20190430,13.99,14.05,13.59,13.85,14.1,-0.25,-1.773,1116570.27,1542958.577
 812 | 000001.SZ,20190506,13.1,13.35,12.71,12.87,13.85,-0.98,-7.0758,2108667.84,2742409.411
 813 | 000001.SZ,20190507,13.03,13.09,12.72,12.95,12.87,0.08,0.6216,1072658.41,1386247.078
 814 | 000001.SZ,20190508,12.72,12.91,12.5,12.6,12.95,-0.35,-2.7027,975450.81,1236655.982
 815 | 000001.SZ,20190509,12.52,12.58,12.05,12.16,12.6,-0.44,-3.4921,1557151.61,1904905.488
 816 | 000001.SZ,20190510,12.34,12.75,12.1,12.68,12.16,0.52,4.2763,1192399.08,1489975.624
 817 | 000001.SZ,20190513,12.33,12.54,12.23,12.3,12.68,-0.38,-2.9968,741917.79,916213.719
 818 | 000001.SZ,20190514,12.2,12.75,12.16,12.49,12.3,0.19,1.5447,1182598.19,1477008.362
 819 | 000001.SZ,20190515,12.58,13.11,12.57,12.92,12.49,0.43,3.4428,1103988.51,1417050.112
 820 | 000001.SZ,20190516,12.93,12.99,12.78,12.85,12.92,-0.07,-0.5418,634901.43,816740.932
 821 | 000001.SZ,20190517,12.92,12.93,12.36,12.44,12.85,-0.41,-3.1907,965000.85,1208569.909
 822 | 000001.SZ,20190520,12.35,12.54,12.25,12.38,12.44,-0.06,-0.4823,786435.18,971222.474
 823 | 000001.SZ,20190521,12.4,12.73,12.36,12.56,12.38,0.18,1.454,731210.51,919191.24
 824 | 000001.SZ,20190522,12.57,12.57,12.32,12.4,12.56,-0.16,-1.2739,506230.72,628437.47
 825 | 000001.SZ,20190523,12.24,12.42,12.14,12.29,12.4,-0.11,-0.8871,666855.43,817850.53
 826 | 000001.SZ,20190524,12.35,12.45,12.31,12.35,12.29,0.06,0.4882,495526.2,613106.248
 827 | 000001.SZ,20190527,12.21,12.42,11.93,12.37,12.35,0.02,0.1619,1048425.98,1275632.724
 828 | 000001.SZ,20190528,12.31,12.55,12.26,12.49,12.37,0.12,0.9701,880703.12,1094063.186
 829 | 000001.SZ,20190529,12.36,12.59,12.26,12.4,12.49,-0.09,-0.7206,666411.5,827828.661
 830 | 000001.SZ,20190530,12.32,12.38,12.11,12.22,12.4,-0.18,-1.4516,646284.65,787801.007
 831 | 000001.SZ,20190531,12.16,12.4,12.11,12.18,12.22,-0.04,-0.3273,686794.39,839375.709
 832 | 000001.SZ,20190603,12.22,12.33,11.82,11.9,12.18,-0.28,-2.2989,1512719.05,1816591.876
 833 | 000001.SZ,20190604,11.89,11.94,11.6,11.85,11.9,-0.05,-0.4202,974655.34,1147709.578
 834 | 000001.SZ,20190605,11.97,12.14,11.92,11.97,11.85,0.12,1.0127,748892.31,899331.716
 835 | 000001.SZ,20190606,11.97,12.07,11.89,11.92,11.97,-0.05,-0.4177,433665.26,519425.127
 836 | 000001.SZ,20190610,12.01,12.47,11.98,12.34,11.92,0.42,3.5235,1144668.82,1404223.62
 837 | 000001.SZ,20190611,12.34,12.72,12.3,12.65,12.34,0.31,2.5122,1251087.51,1574105.212
 838 | 000001.SZ,20190612,12.63,12.66,12.44,12.57,12.65,-0.08,-0.6324,657310.18,825178.004
 839 | 000001.SZ,20190613,12.54,12.68,12.43,12.59,12.57,0.02,0.1591,530000.26,666277.695
 840 | 000001.SZ,20190614,12.59,12.69,12.45,12.49,12.59,-0.1,-0.7943,483191.73,606815.214
 841 | 000001.SZ,20190617,12.48,12.79,12.48,12.67,12.49,0.18,1.4412,619815.88,786223.58
 842 | 000001.SZ,20190618,12.67,12.85,12.59,12.8,12.67,0.13,1.026,483555.12,616237.571
 843 | 000001.SZ,20190619,13.29,13.39,13.01,13.07,12.8,0.27,2.1094,1143226.39,1504997.837
 844 | 000001.SZ,20190620,13.17,13.95,13.12,13.8,13.07,0.73,5.5853,1529191.47,2083209.238
 845 | 000001.SZ,20190621,13.76,13.87,13.58,13.64,13.8,-0.16,-1.1594,1011129.15,1384099.587
 846 | 000001.SZ,20190624,13.69,13.83,13.61,13.69,13.64,0.05,0.3666,659572.85,904433.349
 847 | 000001.SZ,20190625,13.72,13.72,13.07,13.43,13.69,-0.26,-1.8992,1469227.07,1954855.785
 848 | 000001.SZ,20190626,13.27,13.5,13.19,13.37,13.29,0.08,0.602,546504.76,731207.282
 849 | 000001.SZ,20190627,13.5,13.85,13.45,13.71,13.37,0.34,2.543,925074.94,1270042.461
 850 | 000001.SZ,20190628,13.73,13.79,13.58,13.78,13.71,0.07,0.5106,498093.69,682679.97
 851 | 000001.SZ,20190701,14.01,14.18,13.87,13.93,13.78,0.15,1.0885,960636,1347792.874
 852 | 000001.SZ,20190702,13.88,14.24,13.86,14.18,13.93,0.25,1.7947,1052744.86,1481211.353
 853 | 000001.SZ,20190703,14.18,14.21,13.87,14.01,14.18,-0.17,-1.1989,769078.49,1076744.4
 854 | 000001.SZ,20190704,14.01,14.28,13.88,13.99,14.01,-0.02,-0.1428,621292.52,873624.287
 855 | 000001.SZ,20190705,13.95,13.98,13.69,13.92,13.99,-0.07,-0.5004,749196.09,1037357.175
 856 | 000001.SZ,20190708,13.82,13.88,13.45,13.59,13.92,-0.33,-2.3707,778413.9,1061095.712
 857 | 000001.SZ,20190709,13.63,13.71,13.44,13.59,13.59,0,0,494296.11,670391.72
 858 | 000001.SZ,20190710,13.61,13.7,13.49,13.56,13.59,-0.03,-0.2208,358220.79,487071.876
 859 | 000001.SZ,20190711,13.68,13.78,13.53,13.54,13.56,-0.02,-0.1475,484183.14,660588.299
 860 | 000001.SZ,20190712,13.6,14.23,13.58,14.12,13.54,0.58,4.2836,1465366.52,2055749.881
 861 | 000001.SZ,20190715,14.03,14.12,13.84,14,14.12,-0.12,-0.8499,841282.76,1175798.104
 862 | 000001.SZ,20190716,13.97,13.99,13.71,13.75,14,-0.25,-1.7857,722780.79,998151.578
 863 | 000001.SZ,20190717,13.7,13.81,13.61,13.69,13.75,-0.06,-0.4364,410020.63,561944.451
 864 | 000001.SZ,20190718,13.65,13.81,13.56,13.67,13.69,-0.02,-0.1461,422826.22,578067.487
 865 | 000001.SZ,20190719,13.74,14.08,13.68,13.99,13.67,0.32,2.3409,866390.7,1207316.526
 866 | 000001.SZ,20190722,13.96,14.02,13.76,13.85,13.99,-0.14,-1.0007,582283.3,807249.426
 867 | 000001.SZ,20190723,13.86,13.87,13.65,13.76,13.85,-0.09,-0.6498,504004.23,692328.447
 868 | 000001.SZ,20190724,13.87,14.01,13.79,13.88,13.76,0.12,0.8721,570276.22,793387.782
 869 | 000001.SZ,20190725,13.92,14.27,13.85,14.2,13.88,0.32,2.3055,1087826.41,1534889.645
 870 | 000001.SZ,20190726,14.18,14.25,14.08,14.23,14.2,0.03,0.2113,635305.71,901074.107
 871 | 000001.SZ,20190729,14.25,14.45,14.18,14.29,14.23,0.06,0.4216,715576.19,1023261.763
 872 | 000001.SZ,20190730,14.31,14.55,14.29,14.37,14.29,0.08,0.5598,796634.32,1148582.412
 873 | 000001.SZ,20190731,14.3,14.32,14.08,14.13,14.37,-0.24,-1.6701,634723.48,899227.865
 874 | 000001.SZ,20190801,14.06,14.19,13.94,14.1,14.13,-0.03,-0.2123,527981.28,742308.285
 875 | 000001.SZ,20190802,13.77,13.88,13.66,13.74,14.1,-0.36,-2.5532,969926.46,1333400.773
 876 | 000001.SZ,20190805,13.6,13.64,13.27,13.35,13.74,-0.39,-2.8384,893082.42,1201885.399
 877 | 000001.SZ,20190806,13.1,13.46,13.03,13.37,13.35,0.02,0.1498,882499.13,1166971.469
 878 | 000001.SZ,20190807,13.49,13.64,13.37,13.54,13.37,0.17,1.2715,793038.99,1070736.943
 879 | 000001.SZ,20190808,13.9,14.5,13.85,14.38,13.54,0.84,6.2038,2330715.04,3313302.1
 880 | 000001.SZ,20190809,14.55,14.85,14.43,14.52,14.38,0.14,0.9736,2060575.13,3021884.306
 881 | 000001.SZ,20190812,14.61,15.12,14.6,15.12,14.52,0.6,4.1322,2733425.47,4084497.902
 882 | 000001.SZ,20190813,15,15.08,14.74,14.89,15.12,-0.23,-1.5212,1293736.44,1925835.288
 883 | 000001.SZ,20190814,15.14,15.22,14.8,14.97,14.89,0.08,0.5373,1360546.54,2038261.151
 884 | 000001.SZ,20190815,14.64,14.96,14.6,14.94,14.97,-0.03,-0.2004,897376.26,1333117.725
 885 | 000001.SZ,20190816,15.09,15.14,14.78,14.9,14.94,-0.04,-0.2677,986902.93,1474900.257
 886 | 000001.SZ,20190819,14.91,14.94,14.52,14.92,14.9,0.02,0.1342,2292956.13,3368207.935
 887 | 000001.SZ,20190820,14.92,15.2,14.77,14.99,14.92,0.07,0.4692,1921041.5,2872304.2
 888 | 000001.SZ,20190821,14.87,14.89,14.38,14.45,14.99,-0.54,-3.6024,1990131.95,2902251.1
 889 | 000001.SZ,20190822,14.4,14.45,14.2,14.31,14.45,-0.14,-0.9689,1353071.58,1935208.499
 890 | 000001.SZ,20190823,14.37,14.74,14.35,14.65,14.31,0.34,2.376,1636867.68,2388239.081
 891 | 000001.SZ,20190826,14.42,14.5,14.15,14.25,14.65,-0.4,-2.7304,1415122.54,2018498.039
 892 | 000001.SZ,20190827,14.36,14.48,14.24,14.31,14.25,0.06,0.4211,1356713.37,1948127.123
 893 | 000001.SZ,20190828,14.26,14.28,14.05,14.27,14.31,-0.04,-0.2795,829657.68,1176329.095
 894 | 000001.SZ,20190829,14.22,14.24,14.08,14.13,14.27,-0.14,-0.9811,609034.34,861177.482
 895 | 000001.SZ,20190830,14.29,14.39,14.1,14.16,14.13,0.03,0.2123,798500.57,1136119.659
 896 | 000001.SZ,20190902,14.15,14.5,14.11,14.45,14.16,0.29,2.048,1360201.3,1955673.136
 897 | 000001.SZ,20190903,14.48,14.51,14.25,14.3,14.45,-0.15,-1.0381,858653.65,1230606.485
 898 | 000001.SZ,20190904,14.32,14.5,14.31,14.44,14.3,0.14,0.979,973964.87,1404037.295
 899 | 000001.SZ,20190905,14.56,14.85,14.55,14.58,14.44,0.14,0.9695,1768051.43,2599478.258
 900 | 000001.SZ,20190906,14.71,14.81,14.62,14.81,14.58,0.23,1.5775,986432.8,1451264.912
 901 | 000001.SZ,20190909,14.98,15,14.6,14.69,14.81,-0.12,-0.8103,1299839.14,1918042.303
 902 | 000001.SZ,20190910,14.6,14.64,14.41,14.55,14.69,-0.14,-0.953,796870.64,1155180.739
 903 | 000001.SZ,20190911,14.6,14.71,14.46,14.56,14.55,0.01,0.0687,818614.21,1192674.258
 904 | 000001.SZ,20190912,14.66,14.78,14.53,14.68,14.56,0.12,0.8242,1150687.64,1682911.849
 905 | 000001.SZ,20190916,14.7,14.72,14.4,14.45,14.68,-0.23,-1.5668,929894.14,1349401.481
 906 | 000001.SZ,20190917,14.36,14.45,14.18,14.24,14.45,-0.21,-1.4533,882655.75,1261416.554
 907 | 000001.SZ,20190918,14.24,14.48,14.24,14.41,14.24,0.17,1.1938,820436.33,1179079.988
 908 | 000001.SZ,20190919,14.48,14.89,14.48,14.84,14.41,0.43,2.984,1884020.83,2777383.508
 909 | 000001.SZ,20190920,14.95,15.4,14.93,15.34,14.84,0.5,3.3693,2644285.14,4020646.521
 910 | 000001.SZ,20190923,15.34,15.47,15.18,15.38,15.34,0.04,0.2608,1403282,2148740.448
 911 | 000001.SZ,20190924,15.47,15.54,15.18,15.18,15.38,-0.2,-1.3004,1129103.24,1726238.272
 912 | 000001.SZ,20190925,15.2,15.85,15.19,15.75,15.18,0.57,3.7549,1938892.72,3024598.93
 913 | 000001.SZ,20190926,15.86,16.04,15.66,15.71,15.75,-0.04,-0.254,1686592.58,2673096.951
 914 | 000001.SZ,20190927,15.85,16,15.7,15.9,15.71,0.19,1.2094,1007706.27,1598567.052
 915 | 000001.SZ,20190930,15.75,15.89,15.57,15.59,15.9,-0.31,-1.9497,1046363.17,1645828.526
 916 | 000001.SZ,20191008,15.6,16.23,15.6,16.2,15.59,0.61,3.9128,1386676.36,2225024.598
 917 | 000001.SZ,20191009,16.1,16.52,16.02,16.25,16.2,0.05,0.3086,1316693.41,2145061.763
 918 | 000001.SZ,20191010,16.27,16.27,15.99,16.24,16.25,-0.01,-0.0615,879746.62,1418751.875
 919 | 000001.SZ,20191011,16.2,16.95,16.2,16.81,16.24,0.57,3.5099,1405422.82,2335030.599
 920 | 000001.SZ,20191014,16.97,17.6,16.92,17.22,16.81,0.41,2.439,1557637.45,2688929.547
 921 | 000001.SZ,20191015,17.25,17.35,16.82,17.18,17.22,-0.04,-0.2323,881955.42,1503633.369
 922 | 000001.SZ,20191016,17.26,17.44,16.63,16.79,17.18,-0.39,-2.2701,1267671.21,2146150.627
 923 | 000001.SZ,20191017,16.9,17,16.55,16.7,16.79,-0.09,-0.536,1126182.22,1887045.621
 924 | 000001.SZ,20191018,16.8,17.04,16.43,16.51,16.7,-0.19,-1.1377,1196799.14,1999012.671
 925 | 000001.SZ,20191021,16.43,16.97,16.43,16.89,16.51,0.38,2.3016,945952.25,1589276.085
 926 | 000001.SZ,20191022,16.91,16.93,16.03,16.42,16.89,-0.47,-2.7827,1883531.43,3072547.165
 927 | 000001.SZ,20191023,16.32,16.67,16.23,16.45,16.42,0.03,0.1827,967534.59,1590781.971
 928 | 000001.SZ,20191024,16.5,17,16.44,16.87,16.45,0.42,2.5532,1109214.77,1861032.918
 929 | 000001.SZ,20191025,16.78,16.96,16.58,16.88,16.87,0.01,0.0593,691435.76,1161100.08
 930 | 000001.SZ,20191028,16.98,17.04,16.48,16.66,16.88,-0.22,-1.3033,1070131.13,1780873.358
 931 | 000001.SZ,20191029,16.69,16.93,16.56,16.91,16.66,0.25,1.5006,788864.73,1322036.352
 932 | 000001.SZ,20191030,16.8,16.96,16.42,16.43,16.91,-0.48,-2.8386,854317.17,1420644.944
 933 | 000001.SZ,20191031,16.42,16.47,16.24,16.26,16.43,-0.17,-1.0347,862569.3,1407006.434
 934 | 000001.SZ,20191101,16.35,17,16.28,16.86,16.26,0.6,3.69,1254655.44,2096068.96
 935 | 000001.SZ,20191104,16.98,17.25,16.77,16.92,16.86,0.06,0.3559,889824.25,1507910.818
 936 | 000001.SZ,20191105,16.8,17.44,16.79,17.15,16.92,0.23,1.3593,1172485.89,2010924.199
 937 | 000001.SZ,20191106,17.06,17.26,16.88,16.96,17.15,-0.19,-1.1079,863325.36,1470233.502
 938 | 000001.SZ,20191107,16.93,17.07,16.75,16.89,16.96,-0.07,-0.4127,711896.99,1200671.649
 939 | 000001.SZ,20191108,16.98,17.02,16.64,16.65,16.89,-0.24,-1.421,849139.24,1421088.326
 940 | 000001.SZ,20191111,16.5,16.53,16.2,16.28,16.65,-0.37,-2.2222,953515.63,1556517.253
 941 | 000001.SZ,20191112,16.29,16.37,16.16,16.33,16.28,0.05,0.3071,516266.4,840769.286
 942 | 000001.SZ,20191113,16.29,16.46,16.06,16.33,16.33,0,0,655120.65,1067975.601
 943 | 000001.SZ,20191114,16.43,16.48,16.25,16.32,16.33,-0.01,-0.0612,468899.55,767006.342
 944 | 000001.SZ,20191115,16.39,16.55,16.24,16.34,16.32,0.02,0.1225,569227.98,933539.572
 945 | 000001.SZ,20191118,16.35,16.55,16.23,16.45,16.34,0.11,0.6732,557918.41,915983.935
 946 | 000001.SZ,20191119,16.45,16.48,16.31,16.41,16.45,-0.04,-0.2432,562120.4,920998.203
 947 | 000001.SZ,20191120,16.3,16.3,15.77,15.85,16.41,-0.56,-3.4126,1724383.53,2747598.383
 948 | 000001.SZ,20191121,15.75,15.87,15.63,15.86,15.85,0.01,0.0631,772563.24,1218516.399
 949 | 000001.SZ,20191122,15.89,15.92,15.55,15.59,15.86,-0.27,-1.7024,773473.54,1216064.537
 950 | 000001.SZ,20191125,15.64,15.84,15.54,15.8,15.59,0.21,1.347,783257.94,1233388.886
 951 | 000001.SZ,20191126,15.89,15.89,15.49,15.62,15.8,-0.18,-1.1392,815297.53,1271594.662
 952 | 000001.SZ,20191127,15.64,15.64,15.39,15.47,15.62,-0.15,-0.9603,476169.98,736584.294
 953 | 000001.SZ,20191128,15.47,15.54,15.44,15.49,15.47,0.02,0.1293,378016.51,585252.046
 954 | 000001.SZ,20191129,15.54,15.55,15.18,15.29,15.49,-0.2,-1.2912,653866.91,1001451.096
 955 | 000001.SZ,20191202,15.35,15.43,15.23,15.36,15.29,0.07,0.4578,553877.38,849784.129
 956 | 000001.SZ,20191203,15.3,15.46,15.21,15.45,15.36,0.09,0.5859,455418.05,700293.548
 957 | 000001.SZ,20191204,15.34,15.41,15.21,15.31,15.45,-0.14,-0.9061,524545.27,802110.334
 958 | 000001.SZ,20191205,15.35,15.48,15.3,15.43,15.31,0.12,0.7838,557084.46,857682.575
 959 | 000001.SZ,20191206,15.47,15.72,15.46,15.6,15.43,0.17,1.1017,712615.24,1109423.061
 960 | 000001.SZ,20191209,15.62,15.62,15.35,15.41,15.6,-0.19,-1.2179,605992.89,935135.952
 961 | 000001.SZ,20191210,15.36,15.38,15.25,15.33,15.41,-0.08,-0.5191,556383.88,851377.532
 962 | 000001.SZ,20191211,15.38,15.68,15.3,15.66,15.33,0.33,2.1526,871505.19,1351786.53
 963 | 000001.SZ,20191212,15.66,15.67,15.53,15.6,15.66,-0.06,-0.3831,478998.82,747519.511
 964 | 000001.SZ,20191213,15.85,16.12,15.77,16.12,15.6,0.52,3.3333,1053103.81,1680707.282
 965 | 000001.SZ,20191216,16.12,16.14,15.87,16.13,16.12,0.01,0.062,787952.34,1262802.471
 966 | 000001.SZ,20191217,16,16.63,15.98,16.5,16.13,0.37,2.2939,1203104.9,1969891.323
 967 | 000001.SZ,20191218,16.43,16.66,16.41,16.46,16.5,-0.04,-0.2424,797091.33,1317608.543
 968 | 000001.SZ,20191219,16.55,16.74,16.44,16.55,16.46,0.09,0.5468,675536.76,1119925.969
 969 | 000001.SZ,20191220,16.55,16.68,16.44,16.59,16.55,0.04,0.2417,644478.38,1067869.779
 970 | 000001.SZ,20191223,16.68,16.68,16.17,16.24,16.59,-0.35,-2.1097,715792.72,1173372.08
 971 | 000001.SZ,20191224,16.23,16.5,16.23,16.4,16.24,0.16,0.9852,459128.42,752351.618
 972 | 000001.SZ,20191225,16.45,16.56,16.24,16.3,16.4,-0.1,-0.6098,414917.98,679664.596
 973 | 000001.SZ,20191226,16.34,16.48,16.32,16.47,16.3,0.17,1.0429,372033.86,610381.757
 974 | 000001.SZ,20191227,16.53,16.93,16.43,16.63,16.47,0.16,0.9715,1042574.72,1741473.179
 975 | 000001.SZ,20191230,16.46,16.63,16.1,16.57,16.63,-0.06,-0.3608,976970.31,1603152.786
 976 | 000001.SZ,20191231,16.57,16.63,16.31,16.45,16.57,-0.12,-0.7242,704442.25,1154704.348
 977 | 000001.SZ,20200102,16.65,16.95,16.55,16.87,16.45,0.42,2.5532,1530231.87,2571196.482
 978 | 000001.SZ,20200103,16.94,17.31,16.92,17.18,16.87,0.31,1.8376,1116194.81,1914495.474
 979 | 000001.SZ,20200106,17.01,17.34,16.91,17.07,17.18,-0.11,-0.6403,862083.5,1477930.193
 980 | 000001.SZ,20200107,17.13,17.28,16.95,17.15,17.07,0.08,0.4687,728607.56,1247047.135
 981 | 000001.SZ,20200108,17,17.05,16.63,16.66,17.15,-0.49,-2.8571,847824.12,1423608.811
 982 | 000001.SZ,20200109,16.81,16.93,16.53,16.79,16.66,0.13,0.7803,1031636.65,1725326.806
 983 | 000001.SZ,20200110,16.79,16.81,16.52,16.69,16.79,-0.1,-0.5956,585548.45,975154.818
 984 | 000001.SZ,20200113,16.75,17.03,16.61,16.99,16.69,0.3,1.7975,872133.36,1468271.683
 985 | 000001.SZ,20200114,16.99,17.27,16.76,16.76,16.99,-0.23,-1.3537,1304493.66,2217608.852
 986 | 000001.SZ,20200115,16.79,16.86,16.45,16.52,16.76,-0.24,-1.432,859439.12,1424889.228
 987 | 000001.SZ,20200116,16.52,16.57,16.2,16.33,16.52,-0.19,-1.1501,1028104.67,1678888.507
 988 | 000001.SZ,20200117,16.38,16.55,16.35,16.39,16.33,0.06,0.3674,605436.69,995909.007
 989 | 000001.SZ,20200120,16.43,16.61,16.35,16.45,16.39,0.06,0.3661,746074.75,1226464.649
 990 | 000001.SZ,20200121,16.34,16.34,15.93,16,16.45,-0.45,-2.7356,896603.1,1442171.431
 991 | 000001.SZ,20200122,15.92,16.16,15.71,16.09,16,0.09,0.5625,719464.91,1150933.398
 992 | 000001.SZ,20200123,15.92,15.92,15.39,15.54,16.09,-0.55,-3.4183,1100592.07,1723394.336
 993 | 000001.SZ,20200203,13.99,14.7,13.99,13.99,15.54,-1.55,-9.9743,2259194.83,3201454.164
 994 | 000001.SZ,20200204,14.05,14.66,14.02,14.6,13.99,0.61,4.3603,1706172.07,2442932.842
 995 | 000001.SZ,20200205,14.59,14.89,14.32,14.63,14.6,0.03,0.2055,1491380.21,2177632.043
 996 | 000001.SZ,20200206,14.81,14.87,14.51,14.77,14.63,0.14,0.9569,1185815.72,1740107.625
 997 | 000001.SZ,20200207,14.6,14.69,14.41,14.62,14.77,-0.15,-1.0156,924852.96,1345053.255
 998 | 000001.SZ,20200210,14.51,14.53,14.3,14.5,14.62,-0.12,-0.8208,1339495.24,1931983.482
 999 | 000001.SZ,20200211,14.6,14.94,14.56,14.79,14.5,0.29,2,1407507.44,2077194.138
1000 | 000001.SZ,20200212,14.79,14.82,14.6,14.77,14.79,-0.02,-0.1352,1070503.21,1573229.042
1001 | 000001.SZ,20200213,14.71,14.88,14.61,14.65,14.77,-0.12,-0.8125,1013205.28,1491327.713
1002 | 000001.SZ,20200214,14.75,15.14,14.7,15.03,14.65,0.38,2.5939,1512434.73,2253906.452
1003 | 000001.SZ,20200217,15.04,15.37,14.93,15.37,15.03,0.34,2.2621,1543696.01,2337993.586
1004 | 000001.SZ,20200218,15.33,15.33,15.01,15.2,15.37,-0.17,-1.1061,973612.35,1478274.222
1005 | 000001.SZ,20200219,15.1,15.37,15.08,15.24,15.2,0.04,0.2632,874106.93,1333730.218
1006 | 000001.SZ,20200220,15.27,15.62,15.1,15.59,15.24,0.35,2.2966,1235444.34,1897923.029
1007 | 000001.SZ,20200221,15.49,15.72,15.45,15.58,15.59,-0.01,-0.0641,995071.02,1546692.93
1008 | 000001.SZ,20200224,15.46,15.46,15.15,15.23,15.58,-0.35,-2.2465,1191794.5,1820183.854
1009 | 000001.SZ,20200225,15,15.13,14.78,15.04,15.23,-0.19,-1.2475,1144575.02,1710369.786
1010 | 000001.SZ,20200226,14.77,15.27,14.7,14.99,15.04,-0.05,-0.3324,1176599.15,1769612.245
1011 | 000001.SZ,20200227,14.96,15.15,14.89,15.11,14.99,0.12,0.8005,975270.9,1464605.739
1012 | 000001.SZ,20200228,14.85,15.04,14.46,14.5,15.11,-0.61,-4.0371,1300644.45,1906892.413
1013 | 000001.SZ,20200302,14.55,14.95,14.46,14.79,14.5,0.29,2,1116580.66,1647432.269
1014 | 000001.SZ,20200303,14.96,14.99,14.63,14.72,14.79,-0.07,-0.4733,1153584.32,1705816.271
1015 | 000001.SZ,20200304,14.68,14.78,14.51,14.69,14.72,-0.03,-0.2038,862595.23,1261123.063
1016 | 000001.SZ,20200305,14.8,15.64,14.73,15.39,14.69,0.7,4.7651,2686602.34,4089493.523
1017 | 000001.SZ,20200306,15.18,15.27,15.02,15.03,15.39,-0.36,-2.3392,1228531.03,1858691.259
1018 | 000001.SZ,20200309,14.71,14.73,14.42,14.45,15.03,-0.58,-3.8589,1665793.54,2420392.13
1019 | 000001.SZ,20200310,14.38,14.85,14.38,14.76,14.45,0.31,2.1453,1167864.97,1709084.565
1020 | 000001.SZ,20200311,14.77,14.88,14.62,14.69,14.76,-0.07,-0.4743,814381.64,1201250.682
1021 | 000001.SZ,20200312,14.65,14.84,14.53,14.68,14.69,-0.01,-0.0681,986497.11,1447436.641
1022 | 000001.SZ,20200313,13.9,14.58,13.9,14.52,14.68,-0.16,-1.0899,1169765.8,1669009.835
1023 | 000001.SZ,20200316,14.45,14.46,13.75,13.75,14.52,-0.77,-5.303,1406202.18,1975824.191
1024 | 000001.SZ,20200317,13.75,13.97,13.13,13.41,13.75,-0.34,-2.4727,1177849.06,1582506.075
1025 | 000001.SZ,20200318,13.41,13.55,12.65,12.71,13.41,-0.7,-5.22,1384784.37,1816836.893
1026 | 000001.SZ,20200319,12.68,12.74,11.91,12.23,12.71,-0.48,-3.7766,1891457.13,2313863.663
1027 | 000001.SZ,20200320,12.4,12.68,12.26,12.52,12.23,0.29,2.3712,1578352.96,1967487.818
1028 | 000001.SZ,20200323,12,12.35,11.93,12.15,12.52,-0.37,-2.9553,1071113.64,1300469.494
1029 | 000001.SZ,20200324,12.4,12.68,12.27,12.61,12.15,0.46,3.786,1180200.26,1472909.399
1030 | 000001.SZ,20200325,12.88,13.07,12.7,12.87,12.61,0.26,2.0619,1136957.74,1467534.956
1031 | 000001.SZ,20200326,12.78,13.34,12.72,13.06,12.87,0.19,1.4763,1075192.43,1408651.057
1032 | 000001.SZ,20200327,13.25,13.38,13.08,13.15,13.06,0.09,0.6891,653018.88,861618.663
1033 | 000001.SZ,20200330,12.85,13.04,12.76,12.94,13.15,-0.21,-1.597,661738.79,852956.24
1034 | 000001.SZ,20200331,13.05,13.09,12.78,12.8,12.94,-0.14,-1.0819,513370.3,662915.471
1035 | 000001.SZ,20200401,12.86,13.13,12.82,12.89,12.8,0.09,0.7031,520836.04,676070.117
1036 | 000001.SZ,20200402,12.75,12.97,12.66,12.97,12.89,0.08,0.6206,518365.04,663197.628
1037 | 000001.SZ,20200403,12.82,12.89,12.55,12.61,12.97,-0.36,-2.7756,825348.14,1047282.4
1038 | 000001.SZ,20200407,12.89,12.94,12.81,12.88,12.61,0.27,2.1412,870313.71,1121200.115
1039 | 000001.SZ,20200408,12.88,12.92,12.72,12.78,12.88,-0.1,-0.7764,528716.14,676604.872
1040 | 000001.SZ,20200409,12.88,12.89,12.72,12.74,12.78,-0.04,-0.313,408553.77,522027.888
1041 | 000001.SZ,20200410,12.76,12.98,12.65,12.79,12.74,0.05,0.3925,666674.95,853689.95
1042 | 000001.SZ,20200413,12.67,12.71,12.47,12.59,12.79,-0.2,-1.5637,446214.4,562008.05
1043 | 000001.SZ,20200414,12.65,12.86,12.57,12.86,12.59,0.27,2.1446,686086.87,874856.562
1044 | 000001.SZ,20200415,12.86,12.93,12.78,12.87,12.86,0.01,0.0778,656396.4,843649.273
1045 | 000001.SZ,20200416,12.79,12.79,12.54,12.68,12.87,-0.19,-1.4763,789154.98,997623.816
1046 | 000001.SZ,20200417,12.77,13.04,12.65,12.89,12.68,0.21,1.6562,1331164.77,1713215.766
1047 | 000001.SZ,20200420,12.86,13.05,12.77,12.99,12.89,0.1,0.7758,818455.83,1058524.019
1048 | 000001.SZ,20200421,13.3,13.7,13.3,13.45,12.99,0.46,3.5412,2122448.34,2861879.086
1049 | 000001.SZ,20200422,13.37,13.42,13.16,13.23,13.45,-0.22,-1.6357,1032802.74,1368222.854
1050 | 000001.SZ,20200423,13.23,13.31,13.11,13.23,13.23,0,0,646989.63,855052.11
1051 | 000001.SZ,20200424,13.17,13.28,13.11,13.24,13.23,0.01,0.0756,566001.61,747473.77
1052 | 000001.SZ,20200427,13.3,13.64,13.25,13.5,13.24,0.26,1.9637,936829.9,1263809.737
1053 | 000001.SZ,20200428,13.45,13.56,13.27,13.52,13.5,0.02,0.1481,771564.17,1038718.08
1054 | 000001.SZ,20200429,13.48,14.1,13.45,14.02,13.52,0.5,3.6982,1108722.39,1541638.203
1055 | 000001.SZ,20200430,14.02,14.32,13.88,13.93,14.02,-0.09,-0.6419,819540.43,1155968.238
1056 | 000001.SZ,20200506,13.76,13.89,13.61,13.77,13.93,-0.16,-1.1486,1008998.02,1382727.481
1057 | 000001.SZ,20200507,13.76,13.76,13.6,13.69,13.77,-0.08,-0.581,662749.23,904349.531
1058 | 000001.SZ,20200508,13.76,14.02,13.68,13.95,13.69,0.26,1.8992,934781.7,1297924.588
1059 | 000001.SZ,20200511,13.92,14.13,13.9,14,13.95,0.05,0.3584,612862.29,859156.594
1060 | 000001.SZ,20200512,13.95,14.05,13.72,13.79,14,-0.21,-1.5,558511.14,772109.502
1061 | 000001.SZ,20200513,13.75,13.78,13.53,13.63,13.79,-0.16,-1.1603,640358.79,871062.043
1062 | 000001.SZ,20200514,13.55,13.59,13.22,13.3,13.63,-0.33,-2.4211,944672.09,1259440.848
1063 | 000001.SZ,20200515,13.39,13.43,13.14,13.23,13.3,-0.07,-0.5263,756794.47,1004313.267
1064 | 000001.SZ,20200518,13.2,13.34,13.12,13.2,13.23,-0.03,-0.2268,637208.57,843479.669
1065 | 000001.SZ,20200519,13.41,13.45,13.27,13.36,13.2,0.16,1.2121,600368.64,801755.671
1066 | 000001.SZ,20200520,13.38,13.62,13.27,13.51,13.36,0.15,1.1228,690851.07,929928.885
1067 | 000001.SZ,20200521,13.52,13.57,13.36,13.4,13.51,-0.11,-0.8142,552312,742797.057
1068 | 000001.SZ,20200522,13.33,13.34,12.92,12.92,13.4,-0.48,-3.5821,856237.33,1119433.491
1069 | 000001.SZ,20200525,12.97,12.98,12.76,12.96,12.92,0.04,0.3096,410170.78,528769.352
1070 | 000001.SZ,20200526,13.02,13.07,12.94,13.04,12.96,0.08,0.6173,396212.4,515451.849
1071 | 000001.SZ,20200527,13.05,13.19,12.96,13,13.04,-0.04,-0.3067,482962.94,630305.864
1072 | 000001.SZ,20200528,12.87,13.18,12.81,13.07,12.78,0.29,2.2692,960760.31,1255226.999
1073 | 000001.SZ,20200529,13.01,13.04,12.92,13,13.07,-0.07,-0.5356,457808.22,594502.123
1074 | 000001.SZ,20200601,13.1,13.39,13.08,13.32,13,0.32,2.4615,882960.55,1173619.006
1075 | 000001.SZ,20200602,13.29,13.63,13.28,13.55,13.32,0.23,1.7267,883458.88,1194375.822
1076 | 000001.SZ,20200603,13.64,13.88,13.5,13.54,13.55,-0.01,-0.0738,956803.08,1308782.294
1077 | 000001.SZ,20200604,13.53,13.64,13.41,13.57,13.54,0.03,0.2216,583066.33,788707.63
1078 | 000001.SZ,20200605,13.6,13.62,13.43,13.59,13.57,0.02,0.1474,383026.9,517232.135
1079 | 000001.SZ,20200608,13.68,13.85,13.58,13.62,13.59,0.03,0.2208,585971.9,802115.792
1080 | 000001.SZ,20200609,13.64,13.73,13.53,13.67,13.62,0.05,0.3671,474300.07,646895.834
1081 | 000001.SZ,20200610,13.71,13.71,13.4,13.49,13.67,-0.18,-1.3168,580476.2,781995.749
1082 | 000001.SZ,20200611,13.38,13.39,13,13.08,13.49,-0.41,-3.0393,1349039.82,1774199.978
1083 | 000001.SZ,20200612,12.9,13.02,12.87,12.99,13.08,-0.09,-0.6881,1030550.57,1331618.728
1084 | 000001.SZ,20200615,12.85,12.97,12.8,12.82,12.99,-0.17,-1.3087,660313.07,850767.506
1085 | 000001.SZ,20200616,12.9,12.99,12.86,12.89,12.82,0.07,0.546,718059.1,927043.687
1086 | 000001.SZ,20200617,12.89,12.92,12.76,12.85,12.89,-0.04,-0.3103,716468.24,918251.153
1087 | 000001.SZ,20200618,12.76,12.8,12.59,12.76,12.85,-0.09,-0.7004,1119647.8,1419972.017
1088 | 000001.SZ,20200619,12.73,12.84,12.61,12.8,12.76,0.04,0.3135,1539521.78,1954584.919
1089 | 000001.SZ,20200622,12.74,12.76,12.62,12.64,12.8,-0.16,-1.25,1319079.79,1671023.278
1090 | 000001.SZ,20200623,12.65,12.69,12.52,12.6,12.64,-0.04,-0.3165,990806.73,1248046.646
1091 | 000001.SZ,20200624,12.64,12.88,12.6,12.8,12.6,0.2,1.5873,1523220.48,1946329.095
1092 | 000001.SZ,20200629,12.92,12.97,12.71,12.8,12.8,0,0,1038480.06,1330678.288
1093 | 000001.SZ,20200630,12.83,12.88,12.72,12.8,12.8,0,0,937940.22,1199181.601
1094 | 000001.SZ,20200701,12.79,13.15,12.74,13.12,12.8,0.32,2.5,1697390.01,2202800.843
1095 | 000001.SZ,20200702,13.08,13.49,12.97,13.43,13.12,0.31,2.3628,2590501.19,3433511.084
1096 | 000001.SZ,20200703,13.57,14.32,13.56,14.25,13.43,0.82,6.1057,3768333.63,5280918.011
1097 | 000001.SZ,20200706,14.6,15.68,14.59,15.68,14.25,1.43,10.0351,4711460.78,7168653.356
1098 | 000001.SZ,20200707,16.3,16.63,15.03,15.48,15.68,-0.2,-1.2755,3964427.47,6267919.683
1099 | 000001.SZ,20200708,15.23,16,15.23,15.76,15.48,0.28,1.8088,2631339.16,4095447.757
1100 | 000001.SZ,20200709,15.66,15.66,15.31,15.53,15.76,-0.23,-1.4594,2243994.4,3469517.329
1101 | 000001.SZ,20200710,15.35,15.48,14.76,14.86,15.53,-0.67,-4.3142,2158773.26,3254272.377
1102 | 000001.SZ,20200713,14.7,15.08,14.5,14.89,14.86,0.03,0.2019,1937160.12,2871414.844
1103 | 000001.SZ,20200714,14.9,15.19,14.55,14.68,14.89,-0.21,-1.4103,1953566.27,2891773.817
1104 | 000001.SZ,20200715,14.78,14.86,14.23,14.27,14.68,-0.41,-2.7929,2042562.83,2947173.149
1105 | 000001.SZ,20200716,14.3,14.55,14.12,14.15,14.27,-0.12,-0.8409,1930891.29,2771496.391
1106 | 000001.SZ,20200717,14.17,14.28,13.95,14.14,14.15,-0.01,-0.0707,1291346.77,1821043.927
1107 | 000001.SZ,20200720,14.23,14.77,14.1,14.73,14.14,0.59,4.1726,1979632,2872758.056
1108 | 000001.SZ,20200721,14.68,14.68,14.4,14.49,14.73,-0.24,-1.6293,1252865.69,1815570.3
1109 | 000001.SZ,20200722,14.49,14.65,14.27,14.41,14.49,-0.08,-0.5521,1312951.59,1895447.229
1110 | 000001.SZ,20200723,14.24,14.29,13.81,14.01,14.41,-0.4,-2.7759,2027525.87,2838535.21
1111 | 000001.SZ,20200724,13.97,13.99,13.42,13.5,14.01,-0.51,-3.6403,1830881.83,2504647.111
1112 | 000001.SZ,20200727,13.67,13.68,13.1,13.24,13.5,-0.26,-1.9259,1880653.35,2497551.472
1113 | 000001.SZ,20200728,13.34,13.43,13.18,13.34,13.24,0.1,0.7553,1217005.99,1618089.558
1114 | 000001.SZ,20200729,13.35,13.63,13.21,13.54,13.34,0.2,1.4993,1519580.25,2043847.472
1115 | 000001.SZ,20200730,13.5,13.51,13.37,13.37,13.54,-0.17,-1.2555,964067.63,1294444.933
1116 | 000001.SZ,20200731,13.28,13.53,13.25,13.34,13.37,-0.03,-0.2244,1165821.91,1559068.291
1117 | 000001.SZ,20200803,13.47,13.62,13.43,13.59,13.34,0.25,1.8741,1445096.16,1954607.257
1118 | 000001.SZ,20200804,13.66,14.15,13.48,14.04,13.59,0.45,3.3113,2445663.25,3388510.059
1119 | 000001.SZ,20200805,13.82,13.85,13.62,13.76,14.04,-0.28,-1.9943,1440203.13,1980352.978
1120 | 000001.SZ,20200806,13.82,13.96,13.65,13.9,13.76,0.14,1.0174,1352510.68,1868047.342
1121 | 000001.SZ,20200807,13.8,13.9,13.62,13.7,13.9,-0.2,-1.4388,988678.37,1356305.781
1122 | 000001.SZ,20200810,13.67,14.02,13.62,13.95,13.7,0.25,1.8248,1587710.35,2208568.316
1123 | 000001.SZ,20200811,13.97,14.66,13.97,14.13,13.95,0.18,1.2903,2603307.89,3748036.828
1124 | 000001.SZ,20200812,14.21,14.5,14.15,14.38,14.13,0.25,1.7693,1596811.7,2287731.088
1125 | 000001.SZ,20200813,14.4,14.46,14.14,14.18,14.38,-0.2,-1.3908,837261.75,1190139.725
1126 | 000001.SZ,20200814,14.1,14.51,14.06,14.47,14.18,0.29,2.0451,1103215.82,1578543.607
1127 | 000001.SZ,20200817,14.6,15.35,14.55,15.19,14.47,0.72,4.9758,3268027.8,4923669.137
1128 | 000001.SZ,20200818,15.2,15.3,14.91,15.15,15.19,-0.04,-0.2633,1350261.07,2033477.707
1129 | 000001.SZ,20200819,15.11,15.35,14.96,15.1,15.15,-0.05,-0.33,1420928.11,2154215.097
1130 | 000001.SZ,20200820,15.01,15.14,14.53,14.59,15.1,-0.51,-3.3775,1333801.62,1962605.013
1131 | 000001.SZ,20200821,14.71,14.71,14.32,14.45,14.59,-0.14,-0.9596,1234517.33,1787278.581
1132 | 000001.SZ,20200824,14.5,14.71,14.41,14.46,14.45,0.01,0.0692,919448.86,1338031.969
1133 | 000001.SZ,20200825,14.56,14.69,14.46,14.6,14.46,0.14,0.9682,748320.22,1090756.854
1134 | 000001.SZ,20200826,14.6,14.61,14.28,14.37,14.6,-0.23,-1.5753,734117.72,1057274.169
1135 | 000001.SZ,20200827,14.4,14.46,14.11,14.46,14.37,0.09,0.6263,626666.77,895618.648
1136 | 000001.SZ,20200828,14.26,15.18,14.26,15.13,14.46,0.67,4.6335,2410400.02,3599035.694
1137 | 000001.SZ,20200831,15.3,15.68,14.99,15.08,15.13,-0.05,-0.3305,1797129.54,2760350.322
1138 | 000001.SZ,20200901,14.96,15.23,14.88,15.14,15.08,0.06,0.3979,813642.58,1228342.741
1139 | 000001.SZ,20200902,15.01,15.53,15.01,15.32,15.14,0.18,1.1889,1679382.97,2575966.637
1140 | 000001.SZ,20200903,15.32,15.33,14.84,14.9,15.32,-0.42,-2.7415,1279841.59,1919266.726
1141 | 000001.SZ,20200904,14.73,15.06,14.6,14.96,14.9,0.06,0.4027,909889.99,1353550.808
1142 | 000001.SZ,20200907,14.88,15.24,14.83,14.94,14.96,-0.02,-0.1337,1031376.81,1551971.38
1143 | 000001.SZ,20200908,15,15.43,15,15.43,14.94,0.49,3.2798,1407601.66,2154220.778
1144 | 000001.SZ,20200909,15.26,15.56,15.13,15.21,15.43,-0.22,-1.4258,1013572.47,1554005.575
1145 | 000001.SZ,20200910,15.32,15.48,15.2,15.34,15.21,0.13,0.8547,957092.39,1469402.768
1146 | 000001.SZ,20200911,15.18,15.3,14.82,15.01,15.34,-0.33,-2.1512,954236.25,1431844.02
1147 | 000001.SZ,20200914,15.01,15.3,14.92,15.3,15.01,0.29,1.932,680251.05,1027508.108
1148 | 000001.SZ,20200915,15.2,15.48,15.15,15.35,15.3,0.05,0.3268,657132.67,1007999.044
1149 | 000001.SZ,20200916,15.32,15.54,15.21,15.44,15.35,0.09,0.5863,722414.75,1114667.832
1150 | 000001.SZ,20200917,15.54,15.72,15.4,15.57,15.44,0.13,0.842,988215.63,1543414.501
1151 | 000001.SZ,20200918,15.62,16.09,15.52,16.07,15.57,0.5,3.2113,1373193.3,2186759.087
1152 | 000001.SZ,20200921,16,16.05,15.71,15.86,16.07,-0.21,-1.3068,896161.65,1418370.973
1153 | 000001.SZ,20200922,15.67,15.84,15.39,15.57,15.86,-0.29,-1.8285,867756.31,1354536.272
1154 | 000001.SZ,20200923,15.59,15.83,15.51,15.63,15.57,0.06,0.3854,599200.47,939763.265
1155 | 000001.SZ,20200924,15.59,15.61,15.12,15.12,15.63,-0.51,-3.263,1061011.24,1623376.2
1156 | 000001.SZ,20200925,15.2,15.31,15.11,15.19,15.12,0.07,0.463,614087,933035.044
1157 | 000001.SZ,20200928,15.19,15.37,14.98,15.31,15.19,0.12,0.79,612711.11,932800.766
1158 | 000001.SZ,20200929,15.39,15.41,14.76,14.8,15.31,-0.51,-3.3312,1182374.4,1766848.544
1159 | 000001.SZ,20200930,14.8,15.27,14.8,15.17,14.8,0.37,2.5,1217064.82,1838547.595
1160 | 000001.SZ,20201009,15.3,15.55,15.13,15.18,15.17,0.01,0.0659,900425.93,1376995.906
1161 | 000001.SZ,20201012,15.22,16.05,15.21,15.9,15.18,0.72,4.7431,1591347.15,2509002.885
1162 | 000001.SZ,20201013,15.9,16.11,15.77,16.06,15.9,0.16,1.0063,908819.48,1453986.337
1163 | 000001.SZ,20201014,16.04,16.12,15.8,16.03,16.06,-0.03,-0.1868,662562.36,1057937.816
1164 | 000001.SZ,20201015,16.2,16.92,16.15,16.56,16.03,0.53,3.3063,1600062.32,2654379.585
1165 | 000001.SZ,20201016,16.56,17.37,16.54,17.1,16.56,0.54,3.2609,2095614.19,3589229.558
1166 | 000001.SZ,20201019,17.3,18.1,17.3,17.48,17.1,0.38,2.2222,2016105.52,3571336.006
1167 | 000001.SZ,20201020,17.48,17.6,17.25,17.54,17.48,0.06,0.3432,960071.95,1673173.355
1168 | 000001.SZ,20201021,17.64,18,17.33,17.91,17.54,0.37,2.1095,1244560.18,2204040.364
1169 | 000001.SZ,20201022,17.94,18.5,17.3,17.56,17.91,-0.35,-1.9542,1890519.05,3342069.01
1170 | 000001.SZ,20201023,17.53,18.78,17.53,18.13,17.56,0.57,3.246,1698501.68,3105623.948
1171 | 000001.SZ,20201026,18.2,18.29,17.45,17.7,18.13,-0.43,-2.3718,1175598.65,2085800.598
1172 | 000001.SZ,20201027,18,18,17.5,17.76,17.7,0.06,0.339,1034865.04,1839243.224
1173 | 000001.SZ,20201028,17.76,17.9,17.29,17.63,17.76,-0.13,-0.732,1205823.86,2125604.541
1174 | 000001.SZ,20201029,17.54,17.93,17.35,17.77,17.63,0.14,0.7941,846603.62,1498040.947
1175 | 000001.SZ,20201030,17.74,18.36,17.6,17.75,17.77,-0.02,-0.1125,1007803.83,1813064.343
1176 | 000001.SZ,20201102,17.65,18.05,17.33,17.63,17.75,-0.12,-0.6761,968452.77,1702741.437
1177 | 000001.SZ,20201103,17.71,18.34,17.7,17.96,17.63,0.33,1.8718,957868.63,1727488.481
1178 | 000001.SZ,20201104,18.35,18.48,17.96,18.32,17.96,0.36,2.0045,1247636.4,2275824.963
1179 | 000001.SZ,20201105,18.37,18.5,17.54,17.7,18.32,-0.62,-3.3843,1429469.44,2558562.453
1180 | 000001.SZ,20201106,17.71,17.75,17.22,17.64,17.7,-0.06,-0.339,848781.53,1486492.208
1181 | 000001.SZ,20201109,17.67,18,17.54,17.84,17.64,0.2,1.1338,951424.32,1688807.401
1182 | 000001.SZ,20201110,18,18.5,17.93,18.11,17.84,0.27,1.5135,1021062.81,1854142.808
1183 | 000001.SZ,20201111,18.2,18.3,17.6,17.81,18.11,-0.3,-1.6565,940130.07,1677811.478
1184 | 000001.SZ,20201112,17.81,17.94,17.45,17.66,17.81,-0.15,-0.8422,677258.48,1197284.181
1185 | 000001.SZ,20201113,17.42,17.47,16.69,17.18,17.66,-0.48,-2.718,1289189.23,2191492.021
1186 | 000001.SZ,20201116,17.08,17.43,16.9,17.37,17.18,0.19,1.1059,759856.93,1308190.459
1187 | 000001.SZ,20201117,17.38,17.93,17.25,17.83,17.37,0.46,2.6482,852930.51,1509511.577
1188 | 000001.SZ,20201118,17.78,18.5,17.75,18.46,17.83,0.63,3.5334,1373400.72,2508632.642
1189 | 000001.SZ,20201119,18.59,18.98,18.3,18.85,18.46,0.39,2.1127,1211740.62,2270476.474
1190 | 000001.SZ,20201120,18.83,18.99,18.52,18.86,18.85,0.01,0.0531,673919.22,1265262.915
1191 | 000001.SZ,20201123,18.85,19.62,18.8,19.62,18.86,0.76,4.0297,1165858.26,2252290.578
1192 | 000001.SZ,20201124,19.62,19.68,19.17,19.36,19.62,-0.26,-1.3252,678543.23,1313496.136
1193 | 000001.SZ,20201125,19.48,19.7,19.05,19.06,19.36,-0.3,-1.5496,552585.01,1068352.014
1194 | 000001.SZ,20201126,19.05,19.61,19.03,19.5,19.06,0.44,2.3085,639657.89,1240074.378
1195 | 000001.SZ,20201127,20,20,19.38,19.7,19.5,0.2,1.0256,753773.74,1479430.635
1196 | 000001.SZ,20201130,19.9,20.88,19.59,19.74,19.7,0.04,0.203,1581441.28,3213680.47
1197 | 000001.SZ,20201201,19.7,20.51,19.4,20.05,19.74,0.31,1.5704,1263719.75,2516010.782
1198 | 000001.SZ,20201202,19.93,20.06,19.52,19.63,20.05,-0.42,-2.0948,889385.29,1758639.187
1199 | 000001.SZ,20201203,19.78,19.86,19.17,19.54,19.63,-0.09,-0.4585,714452.3,1393085.02
1200 | 000001.SZ,20201204,19.47,19.47,18.97,19.3,19.54,-0.24,-1.2282,891347.84,1707639.065
1201 | 000001.SZ,20201207,19.31,19.39,18.68,18.91,19.3,-0.39,-2.0207,873806.61,1655173.465
1202 | 000001.SZ,20201208,18.92,19.03,18.53,18.71,18.91,-0.2,-1.0576,719647.51,1345951.734
1203 | 000001.SZ,20201209,18.79,19.05,18.68,18.71,18.71,0,0,677221.15,1277484.44
1204 | 000001.SZ,20201210,18.73,18.88,18.45,18.65,18.71,-0.06,-0.3207,607866.55,1130916.254
1205 | 000001.SZ,20201211,18.71,18.8,18.22,18.52,18.65,-0.13,-0.6971,887793.87,1642392.314
1206 | 000001.SZ,20201214,18.6,19.06,18.5,18.88,18.52,0.36,1.9438,835991.74,1575396.008
1207 | 000001.SZ,20201215,18.8,18.85,18.15,18.74,18.88,-0.14,-0.7415,788857.94,1458268.62
1208 | 000001.SZ,20201216,18.8,19.1,18.58,19.01,18.74,0.27,1.4408,689070.42,1302133.815
1209 | 000001.SZ,20201217,18.91,19.07,18.6,18.95,19.01,-0.06,-0.3156,686140.69,1294658.299
1210 | 000001.SZ,20201218,19,19.1,18.23,18.36,18.95,-0.59,-3.1135,1058756.36,1959764.074
1211 | 000001.SZ,20201221,18.3,18.64,18.03,18.28,18.36,-0.08,-0.4357,906878.11,1662649.81
1212 | 000001.SZ,20201222,18.36,18.65,17.88,17.9,18.28,-0.38,-2.0788,1028737.51,1873638.734
1213 | 000001.SZ,20201223,17.96,18.07,17.79,18,17.9,0.1,0.5587,750082.73,1345650.736
1214 | 000001.SZ,20201224,18.15,18.49,18.05,18.26,18,0.26,1.4444,632950.12,1155767.283
1215 | 000001.SZ,20201225,18.26,18.26,17.8,18.04,18.26,-0.22,-1.2048,577077.33,1038128.197
1216 | 000001.SZ,20201228,18.02,18.86,17.96,18.85,18.04,0.81,4.49,1270337.06,2352947.321
1217 | 000001.SZ,20201229,18.87,19.3,18.7,19.17,18.85,0.32,1.6976,963092.23,1837947.238
1218 | 000001.SZ,20201230,19,19.2,18.72,19.2,19.17,0.03,0.1565,978497.78,1854082.812
1219 | 000001.SZ,20201231,19.21,19.58,19.02,19.34,19.2,0.14,0.7292,924503.43,1781736.285
1220 | 


--------------------------------------------------------------------------------
/000001SZ_predict.py:
--------------------------------------------------------------------------------
  1 | #!/usr/bin/env python
  2 | # coding: utf-8
  3 | 
  4 | # In[1]:
  5 | 
  6 | 
  7 | import pandas as pd
  8 | import numpy as np
  9 | import matplotlib.pyplot as plt
 10 | import seaborn
 11 | import mplfinance as mpf
 12 | import matplotlib as mpl# 用于设置曲线参数
 13 | from cycler import cycler# 用于定制线条颜色
 14 | 
 15 | 
 16 | # In[2]:
 17 | 
 18 | 
 19 | #数据清洗：丢弃行，或用上一行的值填充
 20 | def data_wash(dataset,keepTime=False):
 21 |     if keepTime:
 22 |         dataset.fillna(axis=1,method='ffill')
 23 |     else:
 24 |         dataset.dropna()
 25 |     return dataset
 26 | 
 27 | 
 28 | # In[3]:
 29 | 
 30 | 
 31 | def import_csv(stock_code):
 32 |     #time设为index的同时是否保留时间列
 33 |     df = pd.read_csv('stock_daily/'+stock_code + '.csv')
 34 |     #清洗数据
 35 |     df=data_wash(df,keepTime=False)
 36 |     df.rename(
 37 |             columns={
 38 |             'trade_date': 'Date', 'open': 'Open', 
 39 |             'high': 'High', 'low': 'Low', 
 40 |             'close': 'Close', 'vol': 'Volume'}, 
 41 |             inplace=True)
 42 |     df['Date'] = pd.to_datetime(df['Date'],format='%Y%m%d')    
 43 |     df.set_index(df['Date'], inplace=True)
 44 |     return df
 45 | 
 46 | 
 47 | # In[361]:
 48 | 
 49 | 
 50 | def draw_Kline(df,period,symbol):
 51 |     # 设置基本参数
 52 |     # type:#绘制图形的类型，有candle, renko, ohlc, line等
 53 |     # 此处选择candle,即K线图
 54 |     # mav(moving average):均线类型,此处设置7,30,60日线
 55 |     # volume:布尔类型，设置是否显示成交量，默认False
 56 |     # title:设置标题
 57 |     # y_label:设置纵轴主标题
 58 |     # y_label_lower:设置成交量图一栏的标题
 59 |     # figratio:设置图形纵横比
 60 |     # figscale:设置图形尺寸(数值越大图像质量越高)
 61 |     kwargs = dict(
 62 |         type='candle', 
 63 |         mav=(7, 30, 60), 
 64 |         volume=True, 
 65 |         title='\nA_stock %s candle_line' % (symbol),    
 66 |         ylabel='OHLC Candles', 
 67 |         ylabel_lower='Shares\nTraded Volume', 
 68 |         figratio=(15, 10), 
 69 |         figscale=2)
 70 | 
 71 |     # 设置marketcolors
 72 |     # up:设置K线线柱颜色，up意为收盘价大于等于开盘价
 73 |     # down:与up相反，这样设置与国内K线颜色标准相符
 74 |     # edge:K线线柱边缘颜色(i代表继承自up和down的颜色)，下同。详见官方文档)
 75 |     # wick:灯芯(上下影线)颜色
 76 |     # volume:成交量直方图的颜色
 77 |     # inherit:是否继承，选填
 78 |     mc = mpf.make_marketcolors(
 79 |         up='red', 
 80 |         down='green', 
 81 |         edge='i', 
 82 |         wick='i', 
 83 |         volume='in', 
 84 |         inherit=True)
 85 | 
 86 |     # 设置图形风格
 87 |     # gridaxis:设置网格线位置
 88 |     # gridstyle:设置网格线线型
 89 |     # y_on_right:设置y轴位置是否在右
 90 |     s = mpf.make_mpf_style(
 91 |         gridaxis='both', 
 92 |         gridstyle='-.', 
 93 |         y_on_right=False, 
 94 |         marketcolors=mc)
 95 | 
 96 |     # 设置均线颜色，配色表可见下图
 97 |     # 建议设置较深的颜色且与红色、绿色形成对比
 98 |     # 此处设置七条均线的颜色，也可应用默认设置
 99 |     mpl.rcParams['axes.prop_cycle'] = cycler(
100 |         color=['dodgerblue', 'deeppink', 
101 |         'navy', 'teal', 'maroon', 'darkorange', 
102 |         'indigo'])
103 |     
104 |     # 设置线宽
105 |     mpl.rcParams['lines.linewidth'] = .5
106 | 
107 |     # 图形绘制
108 |     # show_nontrading:是否显示非交易日，默认False
109 |     # savefig:导出图片，填写文件名及后缀
110 |     mpf.plot(df, 
111 |         **kwargs, 
112 |         style=s, 
113 |         show_nontrading=False,)
114 |     mpf.plot(df, 
115 |         **kwargs, 
116 |         style=s, 
117 |         show_nontrading=False,
118 |         savefig='A_stock-%s %s_candle_line'
119 |         %(symbol, period) + '.jpg')
120 |     plt.show()
121 | 
122 | 
123 | # In[163]:
124 | 
125 | 
126 | import torch
127 | import torch.nn as nn
128 | import torch.optim as optim
129 | 
130 | from torch.utils.data import Dataset,DataLoader
131 | import math
132 | import numpy as np
133 | import os
134 | 
135 | 
136 | # In[320]:
137 | 
138 | 
139 | #读取数据切割数据集并保存
140 | TRAIN_WEIGHT=0.9
141 | SEQ_LEN=99
142 | LEARNING_RATE=0.00001
143 | BATCH_SIZE=4
144 | EPOCH=100
145 | device=torch.device("cuda" if torch.cuda.is_available() else "cpu")
146 | #train_size=int(TRAIN_WEIGHT*(data.shape[0]))
147 | train_path="stock_daily/stock_train.csv"
148 | test_path="stock_daily/stock_test.csv"
149 | #Train_data=data[:train_size+SEQ_LEN]
150 | #Test_data=data[train_size-SEQ_LEN:]
151 | #Train_data.to_csv(train_path,sep=',',index=False,header=False)
152 | #Test_data.to_csv(test_path,sep=',',index=False,header=False)
153 | 
154 | 
155 | # In[321]:
156 | 
157 | 
158 | mean_list=[]
159 | std_list=[]
160 | 
161 | 
162 | # In[358]:
163 | 
164 | 
165 | #完成数据集类
166 | class Stock_Data(Dataset):
167 |     def __init__(self,train=True,transform=None):        
168 |         if train==True:
169 |             train_path="stock_daily/stock_train.csv"
170 |             with open(train_path) as f:
171 |                 self.data = np.loadtxt(f,delimiter = ",")
172 |                 #可以注释
173 |                 #addi=np.zeros((self.data.shape[0],1))
174 |                 #self.data=np.concatenate((self.data,addi),axis=1)
175 |                 self.data=self.data[:,0:8]
176 |             for i in range(len(self.data[0])):
177 |                 mean_list.append(np.mean(self.data[:,i]))
178 |                 std_list.append(np.std(self.data[:,i]))
179 |                 self.data[:,i]=(self.data[:,i]-np.mean(self.data[:,i]))/(np.std(self.data[:,i])+1e-8)
180 |             self.value=torch.rand(self.data.shape[0]-SEQ_LEN,SEQ_LEN,self.data.shape[1])
181 |             self.label=torch.rand(self.data.shape[0]-SEQ_LEN,1)
182 |             for i in range(self.data.shape[0]-SEQ_LEN):                  
183 |                 self.value[i,:,:]=torch.from_numpy(self.data[i:i+SEQ_LEN,:].reshape(SEQ_LEN,self.data.shape[1]))    
184 |                 self.label[i,:]=self.data[i+SEQ_LEN,0]
185 |             self.data=self.value
186 |         else:
187 |             test_path="stock_daily/stock_test.csv"
188 |             with open(test_path) as f:
189 |                 self.data = np.loadtxt(f,delimiter = ",")
190 |                 #addi=np.zeros((self.data.shape[0],1))
191 |                 #self.data=np.concatenate((self.data,addi),axis=1)
192 |                 self.data=self.data[:,0:8]
193 |             for i in range(len(self.data[0])):
194 |                 self.data[:,i]=(self.data[:,i]-mean_list[i])/(std_list[i]+1e-8)
195 |             self.value=torch.rand(self.data.shape[0]-SEQ_LEN,SEQ_LEN,self.data.shape[1])
196 |             self.label=torch.rand(self.data.shape[0]-SEQ_LEN,1)
197 |             for i in range(self.data.shape[0]-SEQ_LEN):                  
198 |                 self.value[i,:,:]=torch.from_numpy(self.data[i:i+SEQ_LEN,:].reshape(SEQ_LEN,self.data.shape[1]))    
199 |                 self.label[i,:]=self.data[i+SEQ_LEN,0]
200 |             self.data=self.value
201 |     def __getitem__(self,index):
202 |         return self.data[index],self.label[index]
203 |     def __len__(self):
204 |         return len(self.data[:,0])
205 | 
206 | 
207 | # In[388]:
208 | 
209 | 
210 | stock_train=Stock_Data(train=True)
211 | stock_test=Stock_Data(train=False)
212 | 
213 | #LSTM模型
214 | class LSTM(nn.Module):
215 |     def __init__(self,dimension):
216 |         super(LSTM,self).__init__()
217 |         self.lstm=nn.LSTM(input_size=dimension,hidden_size=128,num_layers=3,batch_first=True)
218 |         self.linear1=nn.Linear(in_features=128,out_features=16)
219 |         self.linear2=nn.Linear(16,1)
220 |     def forward(self,x):
221 |         out,_=self.lstm(x)
222 |         x=out[:,-1,:]        
223 |         x=self.linear1(x)
224 |         x=self.linear2(x)
225 |         return x
226 | 
227 | 
228 | # In[391]:
229 | 
230 | 
231 | #传入tensor进行位置编码
232 | class PositionalEncoding(nn.Module):
233 |     def __init__(self,d_model,max_len=SEQ_LEN):
234 |         super(PositionalEncoding,self).__init__()
235 |         #序列长度，dimension d_model
236 |         pe=torch.zeros(max_len,d_model)
237 |         position=torch.arange(0,max_len,dtype=torch.float).unsqueeze(1)
238 |         div_term=torch.exp(torch.arange(0,d_model,2).float()*(-math.log(10000.0)/d_model))
239 |         pe[:,0::2]=torch.sin(position*div_term)
240 |         pe[:,1::2]=torch.cos(position*div_term)
241 |         pe=pe.unsqueeze(0).transpose(0,1)
242 |         self.register_buffer('pe',pe)
243 |         
244 |     def forward(self,x):
245 |         return x+self.pe[:x.size(0),:]
246 | 
247 | 
248 | # In[392]:
249 | 
250 | 
251 | class TransAm(nn.Module):
252 |     def __init__(self,feature_size=8,num_layers=6,dropout=0.1):
253 |         super(TransAm,self).__init__()
254 |         self.model_type='Transformer'
255 |         self.src_mask=None
256 |         self.pos_encoder=PositionalEncoding(feature_size)
257 |         self.encoder_layer=nn.TransformerEncoderLayer(d_model=feature_size,nhead=8,dropout=dropout)
258 |         self.transformer_encoder=nn.TransformerEncoder(self.encoder_layer,num_layers=num_layers)
259 |         #全连接层代替decoder
260 |         self.decoder=nn.Linear(feature_size,1)
261 |         self.linear1=nn.Linear(SEQ_LEN,1)
262 |         self.init_weights()
263 |         self.src_key_padding_mask=None
264 |     
265 |     def init_weights(self):
266 |         initrange=0.1
267 |         self.decoder.bias.data.zero_()
268 |         self.decoder.weight.data.uniform_(-initrange,initrange)
269 |         
270 |     def forward(self,src,seq_len=SEQ_LEN):       
271 |         src=self.pos_encoder(src)
272 |         #print(src)
273 |         #print(self.src_mask)
274 |         #print(self.src_key_padding_mask)
275 |         #output=self.transformer_encoder(src,self.src_mask,self.src_key_padding_mask)
276 |         output=self.transformer_encoder(src)
277 |         output=self.decoder(output)
278 |         output=np.squeeze(output)
279 |         output=self.linear1(output)
280 |         return output
281 | 
282 | 
283 | # In[394]:
284 | 
285 | lstm_path="./model_lstm/epoch_"
286 | transformer_path="./model_transformer/epoch_"
287 | save_path=lstm_path
288 | def train(epoch):
289 |     model.train()
290 |     global loss_list
291 |     global iteration
292 |     dataloader=DataLoader(dataset=stock_train,batch_size=BATCH_SIZE,shuffle=False,drop_last=True)
293 |     for i,(data,label) in enumerate(dataloader):
294 |         iteration=iteration+1
295 |         data,label = data.to(device),label.to(device)
296 |         optimizer.zero_grad()
297 |         output=model.forward(data)
298 |         loss=criterion(output,label)
299 |         loss.backward()        
300 |         optimizer.step()
301 |         if i%20==0:
302 |             loss_list.append(loss.item())
303 |             print("epoch=",epoch,"iteration=",iteration,"loss=",loss.item())
304 |         if epoch%EPOCH==0:
305 |             torch.save(model.state_dict,save_path+str(epoch)+"_Model.pkl")
306 |             torch.save(optimizer.state_dict,save_path+str(epoch)+"_Optimizer.pkl")
307 | 
308 | 
309 | # In[395]:
310 | 
311 | 
312 | def test():
313 |     model.eval()
314 |     global accuracy_list
315 |     global predict_list
316 |     dataloader=DataLoader(dataset=stock_test,batch_size=BATCH_SIZE,shuffle=False,drop_last=True)
317 |     for i,(data,label) in enumerate(dataloader):
318 |         with torch.no_grad():            
319 |             data,label=data.to(device),label.to(device)
320 |             optimizer.zero_grad()
321 |             predict=model.forward(data)
322 |             predict_list.append(predict)
323 |             loss=criterion(predict,label)
324 |             accuracy_fn=nn.MSELoss()
325 |             accuracy=accuracy_fn(predict,label)
326 |             accuracy_list.append(accuracy.item())
327 |     print("test_data MSELoss:(pred-real)/real=",np.mean(accuracy_list))
328 | 
329 | 
330 | # In[396]:
331 | 
332 | 
333 | def loss_curve(loss_list):
334 |     x=np.linspace(1,len(loss_list),len(loss_list))
335 |     x=20*x
336 |     plt.plot(x,np.array(loss_list),label="train_loss")
337 |     plt.ylabel("MSELoss")
338 |     plt.xlabel("iteration")
339 |     plt.savefig("train_loss.png",dpi=3000)
340 |     plt.show()
341 | 
342 | 
343 | # In[397]:
344 | 
345 | 
346 | def contrast_lines(predict_list):
347 |     real_list=[]
348 |     prediction_list=[]
349 |     dataloader=DataLoader(dataset=stock_test,batch_size=4,shuffle=False,drop_last=True)
350 |     for i,(data,label) in enumerate(dataloader):
351 |         for idx in range(BATCH_SIZE):
352 |             real_list.append(np.array(label[idx]*std_list[0]+mean_list[0]))
353 |     for item in predict_list:
354 |         item=item.to("cpu")
355 |         for idx in range(BATCH_SIZE):
356 |             prediction_list.append(np.array((item[idx]*std_list[0]+mean_list[0])))
357 |     x=np.linspace(1,len(real_list),len(real_list))
358 |     plt.plot(x,np.array(real_list),label="real")
359 |     plt.plot(x,np.array(prediction_list),label="prediction")
360 |     plt.legend()
361 |     plt.savefig("000001SZ_Pre.png",dpi=3000)
362 |     plt.show()
363 | 
364 | 
365 | #选择模型为LSTM或Transformer，注释掉一个
366 | 
367 | model=LSTM(dimension=8)
368 | save_path=lstm_path
369 | #model=TransAm(feature_size=8)
370 | #save_path=transformer_path
371 | 
372 | model=model.to(device)
373 | criterion=nn.MSELoss()
374 | 
375 | if os.path.exists("./model_lstm/LSTM_"+str(EPOCH)+"_Model.pkl"):
376 |     model.load_state_dict(torch.load("./model_lstm/epoch_"+str(EPOCH)+"_Model.pkl"))
377 | optimizer=optim.Adam(model.parameters(),lr=LEARNING_RATE)
378 | if os.path.exists("./model_lstm/LSTM_"+str(EPOCH)+"_Optimizer.pkl"):
379 |     optimizer.load_state_dict(torch.load("./model_lstm/epoch_"+str(EPOCH)+"_Optimizer.pkl"))
380 | 
381 | if __name__=="__main__":
382 |     symbol = '000001.SZ'
383 |     period = 100
384 |     data = import_csv(symbol)
385 |     df_draw=data[-period:]
386 |     draw_Kline(df_draw,period,symbol)
387 |     data.drop(['ts_code','Date'],axis=1,inplace = True)    
388 |     iteration=0
389 |     loss_list=[]
390 |     #开始训练神经网络
391 |     for epoch in range(1,EPOCH+1):
392 |         predict_list=[]
393 |         accuracy_list=[]
394 |         train(epoch)
395 |         test()
396 |     #绘制损失函数下降曲线    
397 |     loss_curve(loss_list)
398 |     #绘制测试集pred-real对比曲线
399 |     contrast_lines(predict_list)
400 | 
401 | 
402 | 
403 | 
404 | 
405 | 


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/README.md:
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  1 | # 基于LSTM与Transfomer的股票预测模型
  2 | 
  3 | ## 1 项目介绍
  4 | 
  5 | 股票行情是引导交易市场变化的一大重要因素，若能够掌握股票行情的走势，则对于个人和企业的投资都有巨大的帮助。然而，股票走势会受到多方因素的影响，因此难以从影响因素入手定量地进行衡量。但如今，借助于机器学习，可以通过搭建网络，学习一定规模的股票数据，通过网络训练，获取一个能够较为准确地预测股票行情的模型，很大程度地帮助我们掌握股票的走势。本项目便搭建了**LSTM（长短期记忆网络）**成功地预测了股票的走势。
  6 | 
  7 | 首先在**数据集**方面，我们选择上证000001号，中国平安股票（编号SZ_000001)数据集采用2016.01.01-2019.12.31股票数据，数据内容包括当天日期，开盘价，收盘价，最高价，最低价，交易量，换手率。数据集按照0.1比例分割产生测试集。训练过程以第T-99到T天数据作为训练输入，预测第T+1天该股票开盘价。(此处特别感谢**Tushare**提供的股票日数据集，欢迎大家多多支持)
  8 | 
  9 | 在**训练模型及结果**方面，我们首先采用了LSTM（长短期记忆网络），它相比传统的神经网络能够保持上下文信息，更有利于股票预测模型基于原先的行情，预测未来的行情。LSTM网络帮助我们得到了很好的拟合结果，loss很快趋于0。之后，我们又采用比LSTM模型更新提出的Transformer Encoder部分进行测试。但发现，结果并没有LSTM优越，曲线拟合的误差较大，并且loss的下降较慢。因此本项目，重点介绍LSTM模型预测股票行情的实现思路。
 10 | 
 11 | ## 2 LSTM模型原理
 12 | 
 13 | ### 2.1 时间序列模型
 14 | 
 15 |  **时间序列模型**：时间序列预测分析就是利用过去一段时间内某事件时间的特征来预测未来一段时间内该事件的特征。这是一类相对比较复杂的预测建模问题，和回归分析模型的预测不同，时间序列模型是依赖于事件发生的先后顺序的，同样大小的值改变顺序后输入模型产生的结果是不同的。
 16 | 
 17 | ### 2.1 从RNN到LSTM
 18 | 
 19 | **RNN：**递归神经网络RNN每一次隐含层的计算结果都与当前输入以及上一次的隐含层结果相关。通过这种方法，RNN的计算结果便具备了记忆之前几次结果的特点。其中，**ｘ**为输入层，ｏ为输出层，**s**为隐含层，而**t**指第几次的计算，**V,W,U**为权重，第ｔ次隐含层状态如下公式所示：
 20 | $$
 21 | St = f(U*Xt + W*St-1)　（１）
 22 | $$
 23 | <img src="readme\RNN.png" alt="RNN" style="zoom:50%;" />
 24 | 
 25 | 可见，通过RNN模型想要当前隐含层状态与前ｎ次相关，需要增大计算量，复杂度呈指数级增长。然而采用LSTM网络可解决这一问题。
 26 | 
 27 | **LSTM（长短期记忆网络）：**
 28 | 
 29 | LSTM是一种特殊的RNN，它主要是Eileen解决长序列训练过程中的梯度消失和梯度爆炸问题。相比RNN，LSTM更能够在长的序列中又更好的表现。
 30 | 
 31 | <img src="readme\LSTM.png" alt="LSTM" style="zoom:67%;" />
 32 | 
 33 | LSTM拥有两个传输状态： ![[公式]](https://www.zhihu.com/equation?tex=c%5Et)在 （cell state）， ![[公式]](https://www.zhihu.com/equation?tex=h%5Et)（hidden state），其中 ![[公式]](https://www.zhihu.com/equation?tex=c%5Et) 的改变往往很慢，而 ![[公式]](https://www.zhihu.com/equation?tex=h%5Et)在不同的节点下会有很大的区别。
 34 | 
 35 | - 首先，使用LSTM的当前输入 ![[公式]](https://www.zhihu.com/equation?tex=x%5Et)和上一个状态传递下来的![[公式]](https://www.zhihu.com/equation?tex=h%5E%7Bt-1%7D)得到四个状态：![[公式]](https://www.zhihu.com/equation?tex=z%5Ef+) ， ![[公式]](https://www.zhihu.com/equation?tex=z%5Ei) ，![[公式]](https://www.zhihu.com/equation?tex=z%5Eo)，![[公式]](https://www.zhihu.com/equation?tex=z)，前三者为拼接向量乘以权重矩阵后使用sigmoid函数得到0-1之间的值作为门控状态，后者为通过tanh函数得到（-1）-1之间的值。
 36 | 
 37 |   <img src="readme\LSTM2.png" alt="LSTM2" style="zoom:67%;" />
 38 | 
 39 | - LSTM内部有三个阶段：**忘记阶段、选择记忆阶段、输出阶段**
 40 | 
 41 |   - **忘记阶段：**通过计算 ![[公式]](https://www.zhihu.com/equation?tex=z%5Ef)来作为门控，控制上一个状态的 ![[公式]](https://www.zhihu.com/equation?tex=c%5E%7Bt-1%7D)需要遗忘的内容。
 42 | 
 43 |   - **选择记忆阶段：**对输入![[公式]](https://www.zhihu.com/equation?tex=x%5Et)进行选择记忆，门控信号由 ![[公式]](https://www.zhihu.com/equation?tex=z%5Ei)进行控制，输入内容由![[公式]](https://www.zhihu.com/equation?tex=z+)进行表示。
 44 | 
 45 |   - **输出阶段：**决定当前状态输出的内容，通过 ![[公式]](https://www.zhihu.com/equation?tex=z%5Eo)控制，并且还对上一阶段得到的 ![[公式]](https://www.zhihu.com/equation?tex=c%5Et)进行放缩。
 46 | 
 47 |     <img src="readme\LSTM3.png" alt="LSTM3" style="zoom:67%;" />
 48 | 
 49 | 
 50 | 
 51 | ## ３LSTM预测股票模型实现
 52 | 
 53 | **１、数据集准备**
 54 | 
 55 | - 数据集分割：数据集按照0.1比例分割产生测试集。训练过程以第T-99到T天数据作为训练输入，预测第T+1天该股票开盘价。
 56 | - 对数据进行标准化：训练集与测试集都需要按列除以极差。在训练完成后需要进行逆处理来获得结果。
 57 | 
 58 | $$
 59 | train([:,i])=(train([:,i]))-min(train[:,i])/(max(train[:,i])-min(train[:,i])) （2）
 60 | $$
 61 | 
 62 | $$
 63 | test([:,i])=(test([:,i]))-min(train[:,i])/(max(train[:,i])-min(train[:,i])) （3）
 64 | $$
 65 | 
 66 | 
 67 | 
 68 | **２、模型搭建**
 69 | 
 70 | 使用pytorch框架搭建LSTM模型，torch.nn.LSTM()当中包含的**参数设置**：
 71 | 
 72 | - 输入特征的维数: input_size=dimension(dimension=8)
 73 | - LSTM中隐层的维度: hidden_size=128
 74 | - 循环神经网络的层数：num_layers=3
 75 | - batch_first: TRUE
 76 | 
 77 | - 偏置：bias默认使用
 78 | 
 79 | **全连接层参数**设置：
 80 | 
 81 | - 第一层：in_features=128, out_featrues=16
 82 | - 第二层：in_features=16, out_features=1 (映射到一个值)
 83 | 
 84 | **３、模型训练**
 85 | 
 86 | - 经过调试，确定学习率lr=0.00001
 87 | 
 88 | - 优化函数：批量梯度下降(SGD)
 89 | 
 90 | - 批大小batch_size=4
 91 | 
 92 | - 训练代数epoch=100
 93 | 
 94 | - 损失函数：MSELoss均方损失函数，最终训练模型得到MSELoss下降为0.8左右。
 95 | 
 96 |   <img src="readme\MSE.png" alt="MSE" style="zoom:80%;" />
 97 | 
 98 | **４、模型预测**
 99 | 
100 | 测试集使用已训练的模型进行验证，与真实数据不叫得到平均绝对百分比误差（MAPELoss）为0.04，可以得到测试集的准确率为96%。
101 | 
102 | <img src="readme\MAPE.png" alt="MAPE" style="zoom: 80%;" />
103 | 
104 | **５、模型成果**
105 | 
106 | 下图是对整体数据集最后一百天的K线展示：当日开盘价低于收盘价则为红色，当日开盘价高于收盘价为绿色。图中还现实了当日交易量以及均线等信息。
107 | 
108 | <img src="readme\candleline.png" alt="candleline" style="zoom: 50%;" />
109 | 
110 | LSTM模型进行预测的测试集结果与真实结果对比图，可见LSTM模型预测的结果和现实股票的走势十分接近，因此具有很大的参考价值。
111 | 
112 | <img src="readme\prediction.png" alt="prediction" style="zoom:50%;" />
113 | 
114 | LSTM模型训练过程中MSELoss的变化，可以看到随着训练代数的增加，此模型的MSELoss逐渐趋于0。
115 | 
116 | <img src="readme\loss.png" alt="loss" style="zoom: 67%;" />
117 | 
118 | 
119 | 
120 | ## ４结语
121 | 
122 | 本项目使用机器学习方法解决了股票市场预测的问题。项目采用开源股票数据中心的上证000001号，中国平安股票（编号SZ_000001)，使用更加适合进行长时间序列预测的LSTM(长短期记忆神经网络)进行训练，通过对训练集序列的训练，在测试集上预测开盘价，最终得到准确率为96%的LSTM股票预测模型，较为精准地实现解决了股票市场预测的问题。
123 | 
124 | 在项目开展过程当中，也采用过比LSTM更加新提出的Transformer模型，但对测试集的预测效果并不好，后期分析认为可能是由于在一般Transformer模型中由encoder和对应的decoder层，但在本项目的模型中使用了全连接层代替decoder，所以导致效果不佳。在后序的研究中，可以进一步改进，或许可以得到比LSTM更加优化的结果。
125 | 
126 | **github下载链接**:https://github.com/MiaoChenglin125/stock_prediction-based-on-lstm-and-transformer
127 | 
128 | 


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/requirements.txt:
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 1 | pip install numpy
 2 | pip install matplotlib
 3 | pip install pandas
 4 | pip install seaborn
 5 | pip install torch
 6 | pip install yfinance 
 7 | #该模块已放在压缩包中，请在anaconda prompt进入本文件目录
 8 | #并输入：pip install yfinance-0.1.59.tar.gz
 9 | 
10 | 
11 | 
12 | 


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/stock_daily/stock_test.csv:
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  1 | 14.6,14.94,14.56,14.79,0.29,2,1407507.44,2077194.138,14.5
  2 | 14.79,14.82,14.6,14.77,-0.02,-0.1352,1070503.21,1573229.042,14.79
  3 | 14.71,14.88,14.61,14.65,-0.12,-0.8125,1013205.28,1491327.713,14.77
  4 | 14.75,15.14,14.7,15.03,0.38,2.5939,1512434.73,2253906.452,14.65
  5 | 15.04,15.37,14.93,15.37,0.34,2.2621,1543696.01,2337993.586,15.03
  6 | 15.33,15.33,15.01,15.2,-0.17,-1.1061,973612.35,1478274.222,15.37
  7 | 15.1,15.37,15.08,15.24,0.04,0.2632,874106.93,1333730.218,15.2
  8 | 15.27,15.62,15.1,15.59,0.35,2.2966,1235444.34,1897923.029,15.24
  9 | 15.49,15.72,15.45,15.58,-0.01,-0.0641,995071.02,1546692.93,15.59
 10 | 15.46,15.46,15.15,15.23,-0.35,-2.2465,1191794.5,1820183.854,15.58
 11 | 15,15.13,14.78,15.04,-0.19,-1.2475,1144575.02,1710369.786,15.23
 12 | 14.77,15.27,14.7,14.99,-0.05,-0.3324,1176599.15,1769612.245,15.04
 13 | 14.96,15.15,14.89,15.11,0.12,0.8005,975270.9,1464605.739,14.99
 14 | 14.85,15.04,14.46,14.5,-0.61,-4.0371,1300644.45,1906892.413,15.11
 15 | 14.55,14.95,14.46,14.79,0.29,2,1116580.66,1647432.269,14.5
 16 | 14.96,14.99,14.63,14.72,-0.07,-0.4733,1153584.32,1705816.271,14.79
 17 | 14.68,14.78,14.51,14.69,-0.03,-0.2038,862595.23,1261123.063,14.72
 18 | 14.8,15.64,14.73,15.39,0.7,4.7651,2686602.34,4089493.523,14.69
 19 | 15.18,15.27,15.02,15.03,-0.36,-2.3392,1228531.03,1858691.259,15.39
 20 | 14.71,14.73,14.42,14.45,-0.58,-3.8589,1665793.54,2420392.13,15.03
 21 | 14.38,14.85,14.38,14.76,0.31,2.1453,1167864.97,1709084.565,14.45
 22 | 14.77,14.88,14.62,14.69,-0.07,-0.4743,814381.64,1201250.682,14.76
 23 | 14.65,14.84,14.53,14.68,-0.01,-0.0681,986497.11,1447436.641,14.69
 24 | 13.9,14.58,13.9,14.52,-0.16,-1.0899,1169765.8,1669009.835,14.68
 25 | 14.45,14.46,13.75,13.75,-0.77,-5.303,1406202.18,1975824.191,14.52
 26 | 13.75,13.97,13.13,13.41,-0.34,-2.4727,1177849.06,1582506.075,13.75
 27 | 13.41,13.55,12.65,12.71,-0.7,-5.22,1384784.37,1816836.893,13.41
 28 | 12.68,12.74,11.91,12.23,-0.48,-3.7766,1891457.13,2313863.663,12.71
 29 | 12.4,12.68,12.26,12.52,0.29,2.3712,1578352.96,1967487.818,12.23
 30 | 12,12.35,11.93,12.15,-0.37,-2.9553,1071113.64,1300469.494,12.52
 31 | 12.4,12.68,12.27,12.61,0.46,3.786,1180200.26,1472909.399,12.15
 32 | 12.88,13.07,12.7,12.87,0.26,2.0619,1136957.74,1467534.956,12.61
 33 | 12.78,13.34,12.72,13.06,0.19,1.4763,1075192.43,1408651.057,12.87
 34 | 13.25,13.38,13.08,13.15,0.09,0.6891,653018.88,861618.663,13.06
 35 | 12.85,13.04,12.76,12.94,-0.21,-1.597,661738.79,852956.24,13.15
 36 | 13.05,13.09,12.78,12.8,-0.14,-1.0819,513370.3,662915.471,12.94
 37 | 12.86,13.13,12.82,12.89,0.09,0.7031,520836.04,676070.117,12.8
 38 | 12.75,12.97,12.66,12.97,0.08,0.6206,518365.04,663197.628,12.89
 39 | 12.82,12.89,12.55,12.61,-0.36,-2.7756,825348.14,1047282.4,12.97
 40 | 12.89,12.94,12.81,12.88,0.27,2.1412,870313.71,1121200.115,12.61
 41 | 12.88,12.92,12.72,12.78,-0.1,-0.7764,528716.14,676604.872,12.88
 42 | 12.88,12.89,12.72,12.74,-0.04,-0.313,408553.77,522027.888,12.78
 43 | 12.76,12.98,12.65,12.79,0.05,0.3925,666674.95,853689.95,12.74
 44 | 12.67,12.71,12.47,12.59,-0.2,-1.5637,446214.4,562008.05,12.79
 45 | 12.65,12.86,12.57,12.86,0.27,2.1446,686086.87,874856.562,12.59
 46 | 12.86,12.93,12.78,12.87,0.01,0.0778,656396.4,843649.273,12.86
 47 | 12.79,12.79,12.54,12.68,-0.19,-1.4763,789154.98,997623.816,12.87
 48 | 12.77,13.04,12.65,12.89,0.21,1.6562,1331164.77,1713215.766,12.68
 49 | 12.86,13.05,12.77,12.99,0.1,0.7758,818455.83,1058524.019,12.89
 50 | 13.3,13.7,13.3,13.45,0.46,3.5412,2122448.34,2861879.086,12.99
 51 | 13.37,13.42,13.16,13.23,-0.22,-1.6357,1032802.74,1368222.854,13.45
 52 | 13.23,13.31,13.11,13.23,0,0,646989.63,855052.11,13.23
 53 | 13.17,13.28,13.11,13.24,0.01,0.0756,566001.61,747473.77,13.23
 54 | 13.3,13.64,13.25,13.5,0.26,1.9637,936829.9,1263809.737,13.24
 55 | 13.45,13.56,13.27,13.52,0.02,0.1481,771564.17,1038718.08,13.5
 56 | 13.48,14.1,13.45,14.02,0.5,3.6982,1108722.39,1541638.203,13.52
 57 | 14.02,14.32,13.88,13.93,-0.09,-0.6419,819540.43,1155968.238,14.02
 58 | 13.76,13.89,13.61,13.77,-0.16,-1.1486,1008998.02,1382727.481,13.93
 59 | 13.76,13.76,13.6,13.69,-0.08,-0.581,662749.23,904349.531,13.77
 60 | 13.76,14.02,13.68,13.95,0.26,1.8992,934781.7,1297924.588,13.69
 61 | 13.92,14.13,13.9,14,0.05,0.3584,612862.29,859156.594,13.95
 62 | 13.95,14.05,13.72,13.79,-0.21,-1.5,558511.14,772109.502,14
 63 | 13.75,13.78,13.53,13.63,-0.16,-1.1603,640358.79,871062.043,13.79
 64 | 13.55,13.59,13.22,13.3,-0.33,-2.4211,944672.09,1259440.848,13.63
 65 | 13.39,13.43,13.14,13.23,-0.07,-0.5263,756794.47,1004313.267,13.3
 66 | 13.2,13.34,13.12,13.2,-0.03,-0.2268,637208.57,843479.669,13.23
 67 | 13.41,13.45,13.27,13.36,0.16,1.2121,600368.64,801755.671,13.2
 68 | 13.38,13.62,13.27,13.51,0.15,1.1228,690851.07,929928.885,13.36
 69 | 13.52,13.57,13.36,13.4,-0.11,-0.8142,552312,742797.057,13.51
 70 | 13.33,13.34,12.92,12.92,-0.48,-3.5821,856237.33,1119433.491,13.4
 71 | 12.97,12.98,12.76,12.96,0.04,0.3096,410170.78,528769.352,12.92
 72 | 13.02,13.07,12.94,13.04,0.08,0.6173,396212.4,515451.849,12.96
 73 | 13.05,13.19,12.96,13,-0.04,-0.3067,482962.94,630305.864,13.04
 74 | 12.87,13.18,12.81,13.07,0.29,2.2692,960760.31,1255226.999,12.78
 75 | 13.01,13.04,12.92,13,-0.07,-0.5356,457808.22,594502.123,13.07
 76 | 13.1,13.39,13.08,13.32,0.32,2.4615,882960.55,1173619.006,13
 77 | 13.29,13.63,13.28,13.55,0.23,1.7267,883458.88,1194375.822,13.32
 78 | 13.64,13.88,13.5,13.54,-0.01,-0.0738,956803.08,1308782.294,13.55
 79 | 13.53,13.64,13.41,13.57,0.03,0.2216,583066.33,788707.63,13.54
 80 | 13.6,13.62,13.43,13.59,0.02,0.1474,383026.9,517232.135,13.57
 81 | 13.68,13.85,13.58,13.62,0.03,0.2208,585971.9,802115.792,13.59
 82 | 13.64,13.73,13.53,13.67,0.05,0.3671,474300.07,646895.834,13.62
 83 | 13.71,13.71,13.4,13.49,-0.18,-1.3168,580476.2,781995.749,13.67
 84 | 13.38,13.39,13,13.08,-0.41,-3.0393,1349039.82,1774199.978,13.49
 85 | 12.9,13.02,12.87,12.99,-0.09,-0.6881,1030550.57,1331618.728,13.08
 86 | 12.85,12.97,12.8,12.82,-0.17,-1.3087,660313.07,850767.506,12.99
 87 | 12.9,12.99,12.86,12.89,0.07,0.546,718059.1,927043.687,12.82
 88 | 12.89,12.92,12.76,12.85,-0.04,-0.3103,716468.24,918251.153,12.89
 89 | 12.76,12.8,12.59,12.76,-0.09,-0.7004,1119647.8,1419972.017,12.85
 90 | 12.73,12.84,12.61,12.8,0.04,0.3135,1539521.78,1954584.919,12.76
 91 | 12.74,12.76,12.62,12.64,-0.16,-1.25,1319079.79,1671023.278,12.8
 92 | 12.65,12.69,12.52,12.6,-0.04,-0.3165,990806.73,1248046.646,12.64
 93 | 12.64,12.88,12.6,12.8,0.2,1.5873,1523220.48,1946329.095,12.6
 94 | 12.92,12.97,12.71,12.8,0,0,1038480.06,1330678.288,12.8
 95 | 12.83,12.88,12.72,12.8,0,0,937940.22,1199181.601,12.8
 96 | 12.79,13.15,12.74,13.12,0.32,2.5,1697390.01,2202800.843,12.8
 97 | 13.08,13.49,12.97,13.43,0.31,2.3628,2590501.19,3433511.084,13.12
 98 | 13.57,14.32,13.56,14.25,0.82,6.1057,3768333.63,5280918.011,13.43
 99 | 14.6,15.68,14.59,15.68,1.43,10.0351,4711460.78,7168653.356,14.25
100 | 16.3,16.63,15.03,15.48,-0.2,-1.2755,3964427.47,6267919.683,15.68
101 | 15.23,16,15.23,15.76,0.28,1.8088,2631339.16,4095447.757,15.48
102 | 15.66,15.66,15.31,15.53,-0.23,-1.4594,2243994.4,3469517.329,15.76
103 | 15.35,15.48,14.76,14.86,-0.67,-4.3142,2158773.26,3254272.377,15.53
104 | 14.7,15.08,14.5,14.89,0.03,0.2019,1937160.12,2871414.844,14.86
105 | 14.9,15.19,14.55,14.68,-0.21,-1.4103,1953566.27,2891773.817,14.89
106 | 14.78,14.86,14.23,14.27,-0.41,-2.7929,2042562.83,2947173.149,14.68
107 | 14.3,14.55,14.12,14.15,-0.12,-0.8409,1930891.29,2771496.391,14.27
108 | 14.17,14.28,13.95,14.14,-0.01,-0.0707,1291346.77,1821043.927,14.15
109 | 14.23,14.77,14.1,14.73,0.59,4.1726,1979632,2872758.056,14.14
110 | 14.68,14.68,14.4,14.49,-0.24,-1.6293,1252865.69,1815570.3,14.73
111 | 14.49,14.65,14.27,14.41,-0.08,-0.5521,1312951.59,1895447.229,14.49
112 | 14.24,14.29,13.81,14.01,-0.4,-2.7759,2027525.87,2838535.21,14.41
113 | 13.97,13.99,13.42,13.5,-0.51,-3.6403,1830881.83,2504647.111,14.01
114 | 13.67,13.68,13.1,13.24,-0.26,-1.9259,1880653.35,2497551.472,13.5
115 | 13.34,13.43,13.18,13.34,0.1,0.7553,1217005.99,1618089.558,13.24
116 | 13.35,13.63,13.21,13.54,0.2,1.4993,1519580.25,2043847.472,13.34
117 | 13.5,13.51,13.37,13.37,-0.17,-1.2555,964067.63,1294444.933,13.54
118 | 13.28,13.53,13.25,13.34,-0.03,-0.2244,1165821.91,1559068.291,13.37
119 | 13.47,13.62,13.43,13.59,0.25,1.8741,1445096.16,1954607.257,13.34
120 | 13.66,14.15,13.48,14.04,0.45,3.3113,2445663.25,3388510.059,13.59
121 | 13.82,13.85,13.62,13.76,-0.28,-1.9943,1440203.13,1980352.978,14.04
122 | 13.82,13.96,13.65,13.9,0.14,1.0174,1352510.68,1868047.342,13.76
123 | 13.8,13.9,13.62,13.7,-0.2,-1.4388,988678.37,1356305.781,13.9
124 | 13.67,14.02,13.62,13.95,0.25,1.8248,1587710.35,2208568.316,13.7
125 | 13.97,14.66,13.97,14.13,0.18,1.2903,2603307.89,3748036.828,13.95
126 | 14.21,14.5,14.15,14.38,0.25,1.7693,1596811.7,2287731.088,14.13
127 | 14.4,14.46,14.14,14.18,-0.2,-1.3908,837261.75,1190139.725,14.38
128 | 14.1,14.51,14.06,14.47,0.29,2.0451,1103215.82,1578543.607,14.18
129 | 14.6,15.35,14.55,15.19,0.72,4.9758,3268027.8,4923669.137,14.47
130 | 15.2,15.3,14.91,15.15,-0.04,-0.2633,1350261.07,2033477.707,15.19
131 | 15.11,15.35,14.96,15.1,-0.05,-0.33,1420928.11,2154215.097,15.15
132 | 15.01,15.14,14.53,14.59,-0.51,-3.3775,1333801.62,1962605.013,15.1
133 | 14.71,14.71,14.32,14.45,-0.14,-0.9596,1234517.33,1787278.581,14.59
134 | 14.5,14.71,14.41,14.46,0.01,0.0692,919448.86,1338031.969,14.45
135 | 14.56,14.69,14.46,14.6,0.14,0.9682,748320.22,1090756.854,14.46
136 | 14.6,14.61,14.28,14.37,-0.23,-1.5753,734117.72,1057274.169,14.6
137 | 14.4,14.46,14.11,14.46,0.09,0.6263,626666.77,895618.648,14.37
138 | 14.26,15.18,14.26,15.13,0.67,4.6335,2410400.02,3599035.694,14.46
139 | 15.3,15.68,14.99,15.08,-0.05,-0.3305,1797129.54,2760350.322,15.13
140 | 14.96,15.23,14.88,15.14,0.06,0.3979,813642.58,1228342.741,15.08
141 | 15.01,15.53,15.01,15.32,0.18,1.1889,1679382.97,2575966.637,15.14
142 | 15.32,15.33,14.84,14.9,-0.42,-2.7415,1279841.59,1919266.726,15.32
143 | 14.73,15.06,14.6,14.96,0.06,0.4027,909889.99,1353550.808,14.9
144 | 14.88,15.24,14.83,14.94,-0.02,-0.1337,1031376.81,1551971.38,14.96
145 | 15,15.43,15,15.43,0.49,3.2798,1407601.66,2154220.778,14.94
146 | 15.26,15.56,15.13,15.21,-0.22,-1.4258,1013572.47,1554005.575,15.43
147 | 15.32,15.48,15.2,15.34,0.13,0.8547,957092.39,1469402.768,15.21
148 | 15.18,15.3,14.82,15.01,-0.33,-2.1512,954236.25,1431844.02,15.34
149 | 15.01,15.3,14.92,15.3,0.29,1.932,680251.05,1027508.108,15.01
150 | 15.2,15.48,15.15,15.35,0.05,0.3268,657132.67,1007999.044,15.3
151 | 15.32,15.54,15.21,15.44,0.09,0.5863,722414.75,1114667.832,15.35
152 | 15.54,15.72,15.4,15.57,0.13,0.842,988215.63,1543414.501,15.44
153 | 15.62,16.09,15.52,16.07,0.5,3.2113,1373193.3,2186759.087,15.57
154 | 16,16.05,15.71,15.86,-0.21,-1.3068,896161.65,1418370.973,16.07
155 | 15.67,15.84,15.39,15.57,-0.29,-1.8285,867756.31,1354536.272,15.86
156 | 15.59,15.83,15.51,15.63,0.06,0.3854,599200.47,939763.265,15.57
157 | 15.59,15.61,15.12,15.12,-0.51,-3.263,1061011.24,1623376.2,15.63
158 | 15.2,15.31,15.11,15.19,0.07,0.463,614087,933035.044,15.12
159 | 15.19,15.37,14.98,15.31,0.12,0.79,612711.11,932800.766,15.19
160 | 15.39,15.41,14.76,14.8,-0.51,-3.3312,1182374.4,1766848.544,15.31
161 | 14.8,15.27,14.8,15.17,0.37,2.5,1217064.82,1838547.595,14.8
162 | 15.3,15.55,15.13,15.18,0.01,0.0659,900425.93,1376995.906,15.17
163 | 15.22,16.05,15.21,15.9,0.72,4.7431,1591347.15,2509002.885,15.18
164 | 15.9,16.11,15.77,16.06,0.16,1.0063,908819.48,1453986.337,15.9
165 | 16.04,16.12,15.8,16.03,-0.03,-0.1868,662562.36,1057937.816,16.06
166 | 16.2,16.92,16.15,16.56,0.53,3.3063,1600062.32,2654379.585,16.03
167 | 16.56,17.37,16.54,17.1,0.54,3.2609,2095614.19,3589229.558,16.56
168 | 17.3,18.1,17.3,17.48,0.38,2.2222,2016105.52,3571336.006,17.1
169 | 17.48,17.6,17.25,17.54,0.06,0.3432,960071.95,1673173.355,17.48
170 | 17.64,18,17.33,17.91,0.37,2.1095,1244560.18,2204040.364,17.54
171 | 17.94,18.5,17.3,17.56,-0.35,-1.9542,1890519.05,3342069.01,17.91
172 | 17.53,18.78,17.53,18.13,0.57,3.246,1698501.68,3105623.948,17.56
173 | 18.2,18.29,17.45,17.7,-0.43,-2.3718,1175598.65,2085800.598,18.13
174 | 18,18,17.5,17.76,0.06,0.339,1034865.04,1839243.224,17.7
175 | 17.76,17.9,17.29,17.63,-0.13,-0.732,1205823.86,2125604.541,17.76
176 | 17.54,17.93,17.35,17.77,0.14,0.7941,846603.62,1498040.947,17.63
177 | 17.74,18.36,17.6,17.75,-0.02,-0.1125,1007803.83,1813064.343,17.77
178 | 17.65,18.05,17.33,17.63,-0.12,-0.6761,968452.77,1702741.437,17.75
179 | 17.71,18.34,17.7,17.96,0.33,1.8718,957868.63,1727488.481,17.63
180 | 18.35,18.48,17.96,18.32,0.36,2.0045,1247636.4,2275824.963,17.96
181 | 18.37,18.5,17.54,17.7,-0.62,-3.3843,1429469.44,2558562.453,18.32
182 | 17.71,17.75,17.22,17.64,-0.06,-0.339,848781.53,1486492.208,17.7
183 | 17.67,18,17.54,17.84,0.2,1.1338,951424.32,1688807.401,17.64
184 | 18,18.5,17.93,18.11,0.27,1.5135,1021062.81,1854142.808,17.84
185 | 18.2,18.3,17.6,17.81,-0.3,-1.6565,940130.07,1677811.478,18.11
186 | 17.81,17.94,17.45,17.66,-0.15,-0.8422,677258.48,1197284.181,17.81
187 | 17.42,17.47,16.69,17.18,-0.48,-2.718,1289189.23,2191492.021,17.66
188 | 17.08,17.43,16.9,17.37,0.19,1.1059,759856.93,1308190.459,17.18
189 | 17.38,17.93,17.25,17.83,0.46,2.6482,852930.51,1509511.577,17.37
190 | 17.78,18.5,17.75,18.46,0.63,3.5334,1373400.72,2508632.642,17.83
191 | 18.59,18.98,18.3,18.85,0.39,2.1127,1211740.62,2270476.474,18.46
192 | 18.83,18.99,18.52,18.86,0.01,0.0531,673919.22,1265262.915,18.85
193 | 18.85,19.62,18.8,19.62,0.76,4.0297,1165858.26,2252290.578,18.86
194 | 19.62,19.68,19.17,19.36,-0.26,-1.3252,678543.23,1313496.136,19.62
195 | 19.48,19.7,19.05,19.06,-0.3,-1.5496,552585.01,1068352.014,19.36
196 | 19.05,19.61,19.03,19.5,0.44,2.3085,639657.89,1240074.378,19.06
197 | 20,20,19.38,19.7,0.2,1.0256,753773.74,1479430.635,19.5
198 | 19.9,20.88,19.59,19.74,0.04,0.203,1581441.28,3213680.47,19.7
199 | 19.7,20.51,19.4,20.05,0.31,1.5704,1263719.75,2516010.782,19.74
200 | 19.93,20.06,19.52,19.63,-0.42,-2.0948,889385.29,1758639.187,20.05
201 | 19.78,19.86,19.17,19.54,-0.09,-0.4585,714452.3,1393085.02,19.63
202 | 19.47,19.47,18.97,19.3,-0.24,-1.2282,891347.84,1707639.065,19.54
203 | 19.31,19.39,18.68,18.91,-0.39,-2.0207,873806.61,1655173.465,19.3
204 | 18.92,19.03,18.53,18.71,-0.2,-1.0576,719647.51,1345951.734,18.91
205 | 18.79,19.05,18.68,18.71,0,0,677221.15,1277484.44,18.71
206 | 18.73,18.88,18.45,18.65,-0.06,-0.3207,607866.55,1130916.254,18.71
207 | 18.71,18.8,18.22,18.52,-0.13,-0.6971,887793.87,1642392.314,18.65
208 | 18.6,19.06,18.5,18.88,0.36,1.9438,835991.74,1575396.008,18.52
209 | 18.8,18.85,18.15,18.74,-0.14,-0.7415,788857.94,1458268.62,18.88
210 | 18.8,19.1,18.58,19.01,0.27,1.4408,689070.42,1302133.815,18.74
211 | 18.91,19.07,18.6,18.95,-0.06,-0.3156,686140.69,1294658.299,19.01
212 | 19,19.1,18.23,18.36,-0.59,-3.1135,1058756.36,1959764.074,18.95
213 | 18.3,18.64,18.03,18.28,-0.08,-0.4357,906878.11,1662649.81,18.36
214 | 18.36,18.65,17.88,17.9,-0.38,-2.0788,1028737.51,1873638.734,18.28
215 | 17.96,18.07,17.79,18,0.1,0.5587,750082.73,1345650.736,17.9
216 | 18.15,18.49,18.05,18.26,0.26,1.4444,632950.12,1155767.283,18
217 | 18.26,18.26,17.8,18.04,-0.22,-1.2048,577077.33,1038128.197,18.26
218 | 18.02,18.86,17.96,18.85,0.81,4.49,1270337.06,2352947.321,18.04
219 | 18.87,19.3,18.7,19.17,0.32,1.6976,963092.23,1837947.238,18.85
220 | 19,19.2,18.72,19.2,0.03,0.1565,978497.78,1854082.812,19.17
221 | 19.21,19.58,19.02,19.34,0.14,0.7292,924503.43,1781736.285,19.2
222 | 


--------------------------------------------------------------------------------
/stock_daily/stock_train.csv:
--------------------------------------------------------------------------------
   1 | 12,12.03,11.23,11.33,-0.66,-5.5,563497.87,660376.1531,11.99
   2 | 11.27,11.57,11.15,11.4,0.07,0.62,663269.95,755531.3537,11.33
   3 | 11.42,11.56,11.39,11.53,0.13,1.14,515706.44,591698.5204,11.4
   4 | 11.41,11.41,10.91,10.94,-0.59,-5.12,174761.1,194869.4935,11.53
   5 | 11.21,11.29,10.9,11.12,0.18,1.65,747527.58,831334.5462,10.94
   6 | 11,11.08,10.68,10.76,-0.36,-3.24,732013.99,800683.641,11.12
   7 | 10.83,10.91,10.64,10.81,0.05,0.46,561642.3,605970.837,10.76
   8 | 10.89,10.94,10.7,10.71,-0.1,-0.93,391709.48,424371.6977,10.81
   9 | 10.59,10.8,10.48,10.77,0.06,0.56,666314.54,708535.0047,10.71
  10 | 10.66,10.8,10.42,10.46,-0.31,-2.88,448202.14,474908.142,10.77
  11 | 10.34,10.56,10.3,10.41,-0.05,-0.48,421040.88,439917.8162,10.46
  12 | 10.45,10.78,10.41,10.71,0.3,2.88,501109.08,532074.6995,10.41
  13 | 10.7,10.8,10.44,10.54,-0.17,-1.59,603752.5,640968.9469,10.71
  14 | 10.48,10.75,10.32,10.32,-0.22,-2.09,606145.11,638127.8768,10.54
  15 | 10.4,10.45,10.22,10.4,0.08,0.78,466752.14,482984.4504,10.32
  16 | 10.4,10.44,10.33,10.37,-0.03,-0.29,376431.72,390734.8767,10.4
  17 | 10.32,10.32,9.86,9.87,-0.5,-4.82,647901.14,653561.5934,10.37
  18 | 9.93,9.98,9.6,9.88,0.01,0.1,569037.05,558510.6409,9.87
  19 | 9.82,9.89,9.65,9.69,-0.19,-1.92,302540.78,296055.3192,9.88
  20 | 9.74,10.08,9.69,10,0.31,3.2,544435.76,540544.4596,9.69
  21 | 9.98,10.01,9.74,9.8,-0.2,-2,417732.14,412635.6426,10
  22 | 9.8,10.03,9.78,9.95,0.15,1.53,369104.16,367360.4997,9.8
  23 | 9.85,9.89,9.77,9.85,-0.1,-1.01,274572.17,269997.8356,9.95
  24 | 9.89,10,9.88,9.95,0.1,1.02,373099.47,370586.1875,9.85
  25 | 9.96,9.97,9.91,9.92,-0.03,-0.3,270893.34,269184.3835,9.95
  26 | 9.66,9.85,9.65,9.79,-0.13,-1.31,278499.46,271173.3724,9.92
  27 | 9.84,10.03,9.83,10.01,0.22,2.25,428386.38,427507.7742,9.79
  28 | 10.03,10.22,9.99,10.15,0.14,1.4,585167.06,590538.9188,10.01
  29 | 10.18,10.22,10.09,10.09,-0.06,-0.59,406178.24,412337.5698,10.15
  30 | 10.09,10.14,9.99,10.04,-0.05,-0.5,318898.25,320939.652,10.09
  31 | 10.13,10.31,10.06,10.29,0.25,2.49,617739.45,630251.5145,10.04
  32 | 10.29,10.29,10.05,10.12,-0.17,-1.65,425874.37,432315.3114,10.29
  33 | 10.06,10.15,10.01,10.15,0.03,0.3,300103.6,302498.0261,10.12
  34 | 10.12,10.13,9.6,9.67,-0.48,-4.73,622072.84,615004.7433,10.15
  35 | 9.77,9.83,9.66,9.79,0.12,1.24,392154.41,382634.6627,9.67
  36 | 9.79,9.81,9.42,9.56,-0.23,-2.35,566896.39,542183.9718,9.79
  37 | 9.62,9.77,9.58,9.7,0.14,1.46,377910.8,365149.008,9.56
  38 | 9.75,10.13,9.72,10.1,0.4,4.12,676613.73,673626.2293,9.7
  39 | 10.09,10.18,10.04,10.11,0.01,0.1,553089.4,559045.2016,10.1
  40 | 10.09,10.5,10.07,10.4,0.29,2.87,1381249.07,1429273.063,10.11
  41 | 10.35,10.49,10.3,10.34,-0.06,-0.58,606352.97,630155.5992,10.4
  42 | 10.36,10.36,9.94,10.28,-0.06,-0.58,643156.46,650471.6074,10.34
  43 | 10.14,10.22,10.04,10.17,-0.11,-1.07,325900.65,330124.8924,10.28
  44 | 10.24,10.35,10.13,10.15,-0.02,-0.2,474020.3,486414.2407,10.17
  45 | 10.1,10.22,10.04,10.16,0.01,0.1,383736.72,389638.9342,10.15
  46 | 10.21,10.46,10.21,10.26,0.1,0.98,655158.22,679161.305,10.16
  47 | 10.28,10.36,10.16,10.32,0.06,0.58,417920.37,428786.6918,10.26
  48 | 10.27,10.45,10.25,10.35,0.03,0.29,664886.2,690087.7131,10.32
  49 | 10.36,10.48,10.3,10.42,0.07,0.68,610996.38,635181.3135,10.35
  50 | 10.42,10.57,10.4,10.54,0.12,1.15,797215.81,836565.5528,10.42
  51 | 10.55,10.86,10.55,10.8,0.26,2.47,920432.81,987764.4619,10.54
  52 | 10.77,10.94,10.69,10.72,-0.08,-0.74,625482.48,675406.6114,10.8
  53 | 10.71,10.77,10.61,10.7,-0.02,-0.19,430278.16,458963.2727,10.72
  54 | 10.61,10.63,10.5,10.52,-0.18,-1.68,372406.24,393411.5445,10.7
  55 | 10.51,10.6,10.5,10.59,0.07,0.67,237070.49,250338.4896,10.52
  56 | 10.62,10.65,10.45,10.48,-0.11,-1.04,358621.01,378973.3275,10.59
  57 | 10.51,10.52,10.38,10.43,-0.05,-0.48,318317.87,332422.3971,10.48
  58 | 10.48,10.7,10.47,10.7,0.27,2.59,539699.98,572627.4171,10.43
  59 | 10.71,10.75,10.64,10.64,-0.06,-0.56,418387.92,447266.2817,10.7
  60 | 10.62,10.69,10.5,10.66,0.02,0.19,369341.88,391830.3993,10.64
  61 | 10.62,10.81,10.5,10.7,0.04,0.38,592308.64,632378.8593,10.66
  62 | 10.68,10.75,10.61,10.72,0.02,0.19,435259.54,464962.4371,10.7
  63 | 10.72,10.73,10.59,10.59,-0.13,-1.21,377719.59,401949.0506,10.72
  64 | 10.55,10.67,10.5,10.57,-0.02,-0.19,376553.86,397998.2439,10.59
  65 | 10.6,10.8,10.6,10.72,0.15,1.42,786386.02,840486.3482,10.57
  66 | 10.7,10.71,10.62,10.67,-0.05,-0.47,298599.54,318538.0018,10.72
  67 | 10.73,10.97,10.71,10.81,0.14,1.31,856760.36,929858.5885,10.67
  68 | 10.88,10.9,10.79,10.84,0.03,0.28,323646.3,350702.7415,10.81
  69 | 10.84,10.94,10.8,10.88,0.04,0.37,497224.04,541052.8584,10.84
  70 | 10.82,10.85,10.73,10.73,-0.15,-1.38,350654.01,377791.4368,10.88
  71 | 10.77,10.81,10.71,10.77,0.04,0.37,218239.94,234479.8443,10.73
  72 | 10.77,10.78,10.36,10.52,-0.25,-2.32,606586.25,640149.6771,10.77
  73 | 10.52,10.63,10.45,10.51,-0.01,-0.1,558799.2,588731.5475,10.52
  74 | 10.46,10.62,10.41,10.55,0.04,0.38,359677.12,379176.1393,10.51
  75 | 10.56,10.56,10.42,10.5,-0.05,-0.47,349257.75,366533.3767,10.55
  76 | 10.48,10.6,10.46,10.59,0.09,0.86,291699.38,306962.513,10.5
  77 | 10.58,10.61,10.52,10.57,-0.02,-0.19,239553.93,253308.5841,10.59
  78 | 10.58,10.76,10.54,10.66,0.09,0.85,457460.41,487261.2205,10.57
  79 | 10.64,10.64,10.55,10.57,-0.09,-0.84,404977.67,428582.155,10.66
  80 | 10.58,10.72,10.52,10.68,0.11,1.04,489102.1,521137.5024,10.57
  81 | 10.68,10.75,10.66,10.72,0.04,0.37,412435.59,441848.1677,10.68
  82 | 10.69,10.72,10.65,10.72,0,0,239516.83,256002.0959,10.72
  83 | 10.73,10.73,10.52,10.52,-0.2,-1.87,346545.14,367408.5845,10.72
  84 | 10.5,10.53,10.32,10.35,-0.17,-1.62,411171.02,428356.6241,10.52
  85 | 10.34,10.37,10.27,10.28,-0.07,-0.68,292599.78,301767.208,10.35
  86 | 10.3,10.44,10.3,10.37,0.09,0.88,327289.51,339005.2758,10.28
  87 | 10.31,10.4,10.25,10.38,0.01,0.1,325885.5,336792.7006,10.37
  88 | 10.35,10.4,10.33,10.35,-0.03,-0.29,184266.11,191007.2557,10.38
  89 | 10.32,10.36,10.25,10.36,0.01,0.1,215224.68,221931.2081,10.35
  90 | 10.36,10.37,10.24,10.3,-0.06,-0.58,250424.22,257859.629,10.36
  91 | 10.29,10.32,10.17,10.3,0,0,534150.62,547076.6394,10.3
  92 | 10.27,10.32,10.25,10.25,-0.05,-0.49,170777.76,175591.5004,10.3
  93 | 10.24,10.33,10.19,10.3,0.05,0.49,206703.77,212277.642,10.25
  94 | 10.33,10.34,10.25,10.28,-0.02,-0.19,323646.76,333300.1785,10.3
  95 | 10.27,10.28,10.19,10.21,-0.07,-0.68,259294.04,265042.2869,10.28
  96 | 10.25,10.28,10.19,10.23,0.02,0.2,204235.4,209019.882,10.21
  97 | 10.22,10.27,10.17,10.22,-0.01,-0.1,261396.53,266736.7758,10.23
  98 | 10.22,10.29,10.19,10.27,0.05,0.49,222818.92,228377.555,10.22
  99 | 10.25,10.28,10.2,10.28,0.01,0.1,380946.87,390119.7482,10.27
 100 | 10.26,10.57,10.26,10.55,0.27,2.63,946467.16,991668.1748,10.28
 101 | 10.51,10.55,10.44,10.48,-0.07,-0.66,556750.91,584161.1451,10.55
 102 | 10.47,10.48,10.42,10.46,-0.02,-0.19,293036.22,306269.3834,10.48
 103 | 10.47,10.52,10.41,10.5,0.04,0.38,423389.29,443039.581,10.46
 104 | 10.51,10.53,10.45,10.51,0.01,0.1,338332.01,354998.3641,10.5
 105 | 10.52,10.53,10.48,10.52,0.01,0.1,229282.15,240887.1487,10.51
 106 | 10.54,10.54,10.46,10.5,-0.02,-0.19,268188.24,281651.7409,10.52
 107 | 10.46,10.47,10.33,10.33,-0.17,-1.62,344816.83,358996.2775,10.5
 108 | 10.34,10.41,10.32,10.4,0.07,0.68,273637.26,283578.2965,10.33
 109 | 10.33,10.48,10.32,10.44,0.04,0.38,378172.41,394033.6861,10.4
 110 | 8.57,8.6,8.53,8.57,0,0,386670.08,331192.4447,8.57
 111 | 8.57,8.61,8.54,8.58,0.01,0.12,315173,270236.698,8.57
 112 | 8.59,8.6,8.56,8.6,0.02,0.23,270731.58,232205.2979,8.58
 113 | 8.61,8.65,8.58,8.61,0.01,0.12,380749.85,327940.7034,8.6
 114 | 8.6,8.73,8.58,8.73,0.12,1.39,478002.01,413947.3686,8.61
 115 | 8.67,8.7,8.63,8.66,-0.07,-0.8,335614.22,290490.407,8.73
 116 | 8.64,8.7,8.52,8.57,-0.09,-1.04,427664.09,367771.0539,8.66
 117 | 8.57,8.64,8.54,8.61,0.04,0.47,325214.18,280044.0732,8.57
 118 | 8.58,8.64,8.56,8.63,0.02,0.23,336519.28,289122.214,8.61
 119 | 8.63,8.69,8.62,8.69,0.06,0.7,369611.56,319908.6896,8.63
 120 | 8.69,8.74,8.66,8.7,0.01,0.12,362204.87,315051.8547,8.69
 121 | 8.69,8.73,8.68,8.71,0.01,0.11,348930.19,303652.3753,8.7
 122 | 8.69,8.86,8.67,8.81,0.1,1.15,608257.12,534656.9096,8.71
 123 | 8.8,8.83,8.77,8.81,0,0,422037.29,371422.8148,8.81
 124 | 8.8,8.82,8.76,8.79,-0.02,-0.23,322950.17,283827.3758,8.81
 125 | 8.79,8.8,8.74,8.78,-0.01,-0.11,312853.08,274337.1858,8.79
 126 | 8.79,8.79,8.73,8.74,-0.04,-0.46,261342.29,228778.6741,8.78
 127 | 8.75,8.79,8.74,8.75,0.01,0.11,365372.52,320333.7607,8.74
 128 | 8.75,8.89,8.74,8.88,0.13,1.49,711832.4,627505.5784,8.75
 129 | 8.88,9.05,8.86,8.99,0.11,1.24,798288.64,716797.0253,8.88
 130 | 8.97,9,8.91,8.94,-0.05,-0.56,359699.39,321889.3433,8.99
 131 | 8.95,9,8.91,8.99,0.05,0.56,352033.95,315555.2535,8.94
 132 | 8.99,9.08,8.97,9.04,0.05,0.56,506934.92,457358.0314,8.99
 133 | 9.04,9.05,8.95,8.97,-0.07,-0.77,362787.81,326046.531,9.04
 134 | 8.96,8.99,8.95,8.96,-0.01,-0.11,310926.41,278737.1941,8.97
 135 | 8.95,9.01,8.95,8.99,0.03,0.33,340261.27,305710.3328,8.96
 136 | 8.99,8.99,8.92,8.94,-0.05,-0.56,295549.64,264379.2504,8.99
 137 | 8.93,8.98,8.91,8.98,0.04,0.45,264682.86,236937.4941,8.94
 138 | 8.97,9.12,8.97,9.11,0.13,1.45,546556.92,494506.4201,8.98
 139 | 9.12,9.17,8.91,9.01,-0.1,-1.1,818678.34,741263.303,9.11
 140 | 8.98,9.11,8.97,9.08,0.07,0.78,479910.38,434490.5366,9.01
 141 | 9.08,9.24,9.03,9.2,0.12,1.32,671425.34,614972.6693,9.08
 142 | 9.18,9.34,9.17,9.28,0.08,0.87,759324.41,702466.616,9.2
 143 | 9.24,9.26,9.17,9.25,-0.03,-0.32,449165.16,413484.5951,9.28
 144 | 9.21,9.22,9.15,9.18,-0.07,-0.76,424622.18,389817.5351,9.25
 145 | 9.17,9.18,8.93,8.99,-0.19,-2.07,1344462.07,1210346.974,9.18
 146 | 8.99,9.07,8.95,9.04,0.05,0.56,725948.19,654998.0929,8.99
 147 | 9.04,9.11,9.01,9.11,0.07,0.77,398479.3,361191.0453,9.04
 148 | 9.09,9.15,9.07,9.15,0.04,0.44,415676.31,378720.6883,9.11
 149 | 9.15,9.18,9.12,9.14,-0.01,-0.11,436655.45,399656.9906,9.15
 150 | 9.14,9.35,9.13,9.22,0.08,0.88,935576.01,866594.8679,9.14
 151 | 9.2,9.53,9.18,9.5,0.28,3.04,1370021.55,1282336.292,9.22
 152 | 9.55,9.8,9.51,9.68,0.18,1.89,1897552.26,1835196.866,9.5
 153 | 9.68,9.68,9.46,9.52,-0.16,-1.65,1099558.62,1050479.545,9.68
 154 | 9.52,9.6,9.48,9.55,0.03,0.32,560725.36,534926.047,9.52
 155 | 9.56,9.59,9.43,9.5,-0.05,-0.52,691504.31,658183.955,9.55
 156 | 9.49,9.52,9.43,9.51,0.01,0.11,505334.53,478779.7242,9.5
 157 | 9.5,9.51,9.36,9.4,-0.11,-1.16,979432.73,922426.4351,9.51
 158 | 9.38,9.45,9.37,9.4,0,0,890656.73,838185.9006,9.4
 159 | 9.41,9.43,9.38,9.43,0.03,0.32,732281.27,688971.6831,9.4
 160 | 9.42,9.45,9.34,9.44,0.01,0.11,617389.6,580648.4819,9.43
 161 | 9.45,9.47,9.4,9.45,0.01,0.11,502233.85,473688.0766,9.44
 162 | 9.41,9.45,9.38,9.42,-0.03,-0.32,565231.88,532295.362,9.45
 163 | 9.42,9.47,9.41,9.47,0.05,0.53,595081.23,561854.0663,9.42
 164 | 9.46,9.5,9.43,9.49,0.02,0.21,489746.76,463875.7629,9.47
 165 | 9.49,9.52,9.42,9.45,-0.04,-0.42,480131.21,454848.6343,9.49
 166 | 9.43,9.46,9.42,9.45,0,0,368796.33,348054.3671,9.45
 167 | 9.46,9.46,9.4,9.42,-0.03,-0.32,469936.56,443204.8036,9.45
 168 | 9.42,9.43,9.36,9.41,-0.01,-0.11,574738.33,539813.2836,9.42
 169 | 9.41,9.42,9.37,9.4,-0.01,-0.11,459373.29,431984.1586,9.41
 170 | 9.39,9.42,9.38,9.4,0,0,295218.45,277503.7578,9.4
 171 | 9.4,9.43,9.36,9.38,-0.02,-0.21,327431.43,307527.2712,9.4
 172 | 9.29,9.32,9.13,9.16,-0.22,-2.35,756581.73,697759.1841,9.38
 173 | 9.18,9.21,9.14,9.19,0.03,0.33,460931.42,423113.832,9.16
 174 | 9.17,9.18,9.05,9.06,-0.13,-1.41,421481.25,384081.2665,9.19
 175 | 9.05,9.14,9.05,9.12,0.06,0.66,354348.7,322575.9259,9.06
 176 | 9.12,9.12,9.04,9.08,-0.04,-0.44,436678.97,396359.3213,9.12
 177 | 9.08,9.1,9.03,9.08,0,0,405665.33,367767.4975,9.08
 178 | 9.1,9.18,9.09,9.16,0.08,0.88,494613.23,451909.0205,9.08
 179 | 9.16,9.19,9.14,9.15,-0.01,-0.11,288798.77,264699.5131,9.16
 180 | 9.13,9.13,9.04,9.04,-0.11,-1.2,439481.86,398771.8649,9.15
 181 | 9.04,9.07,9.01,9.06,0.02,0.22,401323.67,362769.231,9.04
 182 | 9.06,9.06,9.03,9.05,-0.01,-0.11,271366,245499.4679,9.06
 183 | 9.05,9.08,9.05,9.06,0.01,0.11,303664.29,275239.6674,9.05
 184 | 9.06,9.1,9.05,9.07,0.01,0.11,308084.86,279526.4756,9.06
 185 | 9.1,9.17,9.08,9.12,0.05,0.55,611381.59,557122.2765,9.07
 186 | 9.13,9.15,9.11,9.15,0.03,0.33,363370.78,331886.5155,9.12
 187 | 9.14,9.16,9.12,9.13,-0.02,-0.22,270316.2,246995.531,9.15
 188 | 9.08,9.11,9.05,9.07,-0.06,-0.66,632367.96,574142.4763,9.13
 189 | 9.06,9.09,9.04,9.09,0.02,0.22,335411.76,304218.6768,9.07
 190 | 9.08,9.09,9.03,9.05,-0.04,-0.44,359223.16,325582.4503,9.09
 191 | 9.03,9.09,9.03,9.09,0.04,0.44,593737.09,537784.1204,9.05
 192 | 9.09,9.11,9.05,9.08,-0.01,-0.11,482636.16,438299.0295,9.09
 193 | 9.08,9.09,9.05,9.07,-0.01,-0.11,342844.57,310966.0167,9.08
 194 | 9.08,9.13,9.06,9.13,0.06,0.66,683896.77,621549.845,9.07
 195 | 9.13,9.3,9.12,9.24,0.11,1.2,915677.04,844746.0806,9.13
 196 | 9.25,9.26,9.18,9.21,-0.03,-0.32,500752.92,461542.7011,9.24
 197 | 9.22,9.22,9.13,9.15,-0.06,-0.65,440452.13,403750.8091,9.21
 198 | 9.16,9.17,9.12,9.16,0.01,0.11,324140.55,296216.9148,9.15
 199 | 9.16,9.23,9.14,9.17,0.01,0.11,541997.74,497615.0508,9.16
 200 | 9.15,9.16,9.09,9.15,-0.02,-0.22,493596.83,450148.883,9.17
 201 | 9.14,9.16,9.11,9.14,-0.01,-0.11,525415.66,480117.542,9.15
 202 | 9.14,9.14,9.05,9.07,-0.07,-0.77,633586,576083.788,9.14
 203 | 9.06,9.14,9.05,9.13,0.06,0.66,616871.13,561464.947,9.07
 204 | 9.11,9.17,9.1,9.11,-0.02,-0.22,508117.57,463831.938,9.13
 205 | 9.1,9.12,9.07,9.12,0.01,0.11,497240.12,452447.93,9.11
 206 | 9.12,9.15,9.1,9.15,0.03,0.33,806694.98,736747.217,9.12
 207 | 9.14,9.14,9.01,9.07,-0.08,-0.87,722616.71,656061.96,9.15
 208 | 9.1,9.16,9.1,9.14,0.07,0.77,631998.74,576898.452,9.07
 209 | 9.14,9.18,9.11,9.18,0.04,0.44,812269.69,742969.896,9.14
 210 | 9.16,9.25,9.16,9.22,0.04,0.44,975078.75,898058.354,9.18
 211 | 9.2,9.24,9.18,9.23,0.01,0.11,554342.98,510596.178,9.22
 212 | 9.23,9.24,9.2,9.23,0,0,415842.4,383425.739,9.23
 213 | 9.22,9.22,9.18,9.21,-0.02,-0.22,505324.02,464611.128,9.23
 214 | 9.21,9.21,9.16,9.18,-0.03,-0.33,517597.34,475289.972,9.21
 215 | 9.18,9.28,9.17,9.24,0.06,0.65,850243.26,785475.676,9.18
 216 | 9.24,9.36,9.23,9.36,0.12,1.3,1180256.94,1097408.714,9.24
 217 | 9.34,9.56,9.34,9.45,0.09,0.96,1752869.43,1660465.709,9.36
 218 | 9.44,9.52,9.42,9.47,0.02,0.21,779748.84,738580.569,9.45
 219 | 9.48,9.62,9.46,9.62,0.15,1.58,1013674.99,968127.766,9.47
 220 | 9.69,9.78,9.6,9.63,0.01,0.1,1279689.24,1240686.233,9.62
 221 | 9.59,9.7,9.55,9.62,-0.01,-0.1,887779.23,854308.658,9.63
 222 | 9.65,9.72,9.5,9.55,-0.07,-0.73,1025963.05,985758.449,9.62
 223 | 9.57,9.63,9.55,9.6,0.05,0.52,646004.37,619633.746,9.55
 224 | 9.6,9.6,9.44,9.55,-0.05,-0.52,829686.5,790044.441,9.6
 225 | 9.5,9.54,9.41,9.46,-0.09,-0.94,764365.7,723222.053,9.55
 226 | 9.48,9.52,9.45,9.49,0.03,0.32,602902.76,571585.177,9.46
 227 | 9.48,9.49,9.41,9.48,-0.01,-0.11,493404.76,466085.503,9.49
 228 | 9.5,9.55,9.43,9.52,0.04,0.42,671452.16,638058.504,9.48
 229 | 9.5,9.75,9.48,9.65,0.13,1.37,1514199.15,1460778.328,9.52
 230 | 9.65,9.77,9.44,9.5,-0.15,-1.55,1256874,1206662.616,9.65
 231 | 9.48,9.5,9.33,9.42,-0.08,-0.84,645771.57,607769.965,9.5
 232 | 9.42,9.51,9.4,9.4,-0.02,-0.21,597705.74,564787.516,9.42
 233 | 9.37,9.41,9.21,9.25,-0.15,-1.6,827612.87,767751.835,9.4
 234 | 9.24,9.29,9.21,9.25,0,0,396813.97,366925.349,9.25
 235 | 9.22,9.23,9.17,9.2,-0.05,-0.54,494010.64,453899.744,9.25
 236 | 9.2,9.2,9.08,9.11,-0.09,-0.98,636638.37,580118.167,9.2
 237 | 9.12,9.16,9.11,9.16,0.05,0.55,369920.65,338201.446,9.11
 238 | 9.15,9.16,9.11,9.14,-0.02,-0.22,341341.24,311546.856,9.16
 239 | 9.14,9.14,9.07,9.08,-0.06,-0.66,382912.16,348140.451,9.14
 240 | 9.06,9.13,9.02,9.12,0.04,0.44,302058.96,273934.287,9.08
 241 | 9.12,9.13,9.07,9.08,-0.04,-0.44,268841.24,244788.273,9.12
 242 | 9.08,9.11,9.04,9.06,-0.02,-0.22,336055.09,304898.614,9.08
 243 | 9.07,9.09,9.05,9.08,0.02,0.22,338758.53,307183.503,9.06
 244 | 9.08,9.1,9.06,9.1,0.02,0.22,302607.36,274882.698,9.08
 245 | 9.11,9.18,9.09,9.16,0.06,0.66,459840.49,420595.176,9.1
 246 | 9.15,9.18,9.14,9.16,0,0,449329.53,411503.444,9.16
 247 | 9.17,9.18,9.15,9.17,0.01,0.11,344372.91,315769.693,9.16
 248 | 9.17,9.17,9.11,9.13,-0.04,-0.44,358154.2,327176.433,9.17
 249 | 9.13,9.17,9.11,9.15,0.02,0.22,361081.57,329994.604,9.13
 250 | 9.15,9.16,9.14,9.15,0,0,241053.95,220575.131,9.15
 251 | 9.14,9.17,9.13,9.14,-0.01,-0.11,303430.89,277553.207,9.15
 252 | 9.13,9.17,9.13,9.15,0.01,0.11,428006.77,391869.402,9.14
 253 | 9.14,9.19,9.12,9.16,0.01,0.11,434301.37,397601.906,9.15
 254 | 9.15,9.16,9.07,9.14,-0.02,-0.22,683165.86,623025.82,9.16
 255 | 9.12,9.16,9.1,9.15,0.01,0.11,545552.37,498179.703,9.14
 256 | 9.14,9.19,9.13,9.17,0.02,0.22,574269.39,526426.595,9.15
 257 | 9.15,9.24,9.15,9.18,0.01,0.11,437712.86,402445.639,9.17
 258 | 9.17,9.23,9.17,9.22,0.04,0.44,393328.57,361865.155,9.18
 259 | 9.22,9.26,9.2,9.22,0,0,420299.31,388019.072,9.22
 260 | 9.23,9.28,9.2,9.27,0.05,0.54,470244.08,434787.729,9.22
 261 | 9.27,9.28,9.25,9.26,-0.01,-0.11,304401.96,281976.294,9.27
 262 | 9.27,9.34,9.26,9.33,0.07,0.76,420712.58,391844.286,9.26
 263 | 9.34,9.36,9.23,9.26,-0.07,-0.75,315472.24,292617.943,9.33
 264 | 9.26,9.32,9.26,9.31,0.05,0.54,516786.11,480441.331,9.26
 265 | 9.31,9.32,9.27,9.3,-0.01,-0.11,396884.97,368755.274,9.31
 266 | 9.29,9.3,9.24,9.3,0,0,360272.42,333975.401,9.3
 267 | 9.3,9.33,9.28,9.31,0.01,0.11,342855.13,319201.023,9.3
 268 | 9.32,9.36,9.31,9.33,0.02,0.21,482743.23,450701.345,9.31
 269 | 9.34,9.44,9.33,9.41,0.08,0.86,638364.75,599951.024,9.33
 270 | 9.41,9.42,9.37,9.4,-0.01,-0.11,362404.6,340318.431,9.41
 271 | 9.4,9.54,9.39,9.45,0.05,0.53,756613.06,716759.655,9.4
 272 | 9.45,9.5,9.42,9.46,0.01,0.11,411161.13,388636.225,9.45
 273 | 9.46,9.49,9.37,9.39,-0.07,-0.74,423774.97,400161.795,9.46
 274 | 9.4,9.58,9.4,9.56,0.17,1.81,898755.39,855710.805,9.39
 275 | 9.55,9.62,9.54,9.57,0.01,0.1,646584.21,618761.069,9.56
 276 | 9.57,9.57,9.5,9.57,0,0,462966.11,441528.339,9.57
 277 | 9.55,9.57,9.48,9.51,-0.06,-0.63,335327.81,319293.836,9.57
 278 | 9.5,9.54,9.48,9.5,-0.01,-0.11,332500.14,316020.789,9.51
 279 | 9.5,9.5,9.42,9.43,-0.07,-0.74,407341.12,384781.015,9.5
 280 | 9.43,9.51,9.42,9.48,0.05,0.53,369719.7,350366.892,9.43
 281 | 9.49,9.55,9.47,9.49,0.01,0.11,346993.73,330157.963,9.48
 282 | 9.51,9.54,9.42,9.43,-0.06,-0.63,403628.7,382395.883,9.49
 283 | 9.41,9.43,9.36,9.4,-0.03,-0.32,342655.08,321952.549,9.43
 284 | 9.4,9.46,9.39,9.45,0.05,0.53,404511.38,381212.304,9.4
 285 | 9.44,9.46,9.4,9.45,0,0,294672.82,277747.415,9.45
 286 | 9.43,9.45,9.4,9.42,-0.03,-0.32,244438.39,230425.15,9.45
 287 | 9.41,9.43,9.36,9.38,-0.04,-0.42,378169.92,354813.687,9.42
 288 | 9.38,9.41,9.36,9.4,0.02,0.21,390182.25,366140.052,9.38
 289 | 9.39,9.45,9.37,9.44,0.04,0.43,545304.44,513148.481,9.4
 290 | 9.43,9.46,9.41,9.44,0,0,404484.35,381594.066,9.44
 291 | 9.42,9.48,9.42,9.48,0.04,0.42,546560.86,515943.748,9.44
 292 | 9.48,9.53,9.45,9.52,0.04,0.42,635953.81,603450.064,9.48
 293 | 9.45,9.46,9.3,9.31,-0.21,-2.21,1583647.08,1482736.995,9.52
 294 | 9.29,9.31,9.22,9.25,-0.06,-0.64,715021.77,661887.015,9.31
 295 | 9.25,9.26,9.2,9.24,-0.01,-0.11,554648.74,511914.333,9.25
 296 | 9.2,9.22,9.14,9.16,-0.08,-0.87,566123.63,519331.026,9.24
 297 | 9.16,9.24,9.15,9.2,0.04,0.44,433588.29,398986.562,9.16
 298 | 9.2,9.24,9.16,9.19,-0.01,-0.11,710827.87,653533.829,9.2
 299 | 9.12,9.19,9.08,9.14,-0.05,-0.54,985012.05,900094.46,9.19
 300 | 9.16,9.17,9.1,9.12,-0.02,-0.22,481372.76,439405.816,9.14
 301 | 9.13,9.15,9.09,9.11,-0.01,-0.11,601140.68,548060.692,9.12
 302 | 9.12,9.12,9.06,9.08,-0.03,-0.33,687285.55,623995.512,9.11
 303 | 9.08,9.18,9.08,9.17,0.09,0.99,633121.22,578579.035,9.08
 304 | 9.16,9.22,9.15,9.21,0.04,0.44,499150.09,458567.834,9.17
 305 | 9.2,9.22,9.17,9.2,-0.01,-0.11,434391.47,399118.983,9.21
 306 | 9.19,9.22,9.17,9.2,0,0,514844.76,473366.404,9.2
 307 | 9.2,9.21,9.17,9.18,-0.02,-0.22,401343.94,368682.024,9.2
 308 | 9.17,9.19,9.09,9.15,-0.03,-0.33,612437.96,560304.072,9.18
 309 | 9.16,9.17,9.1,9.12,-0.03,-0.33,455336.53,416101.249,9.15
 310 | 9.11,9.14,9.1,9.12,0,0,357442.55,325949.861,9.12
 311 | 9.11,9.12,9.06,9.08,-0.04,-0.44,490500.5,445637.458,9.12
 312 | 9.08,9.11,9.05,9.1,0.02,0.22,531892.18,483130.499,9.08
 313 | 9.09,9.1,9.05,9.05,-0.05,-0.55,335376.96,304162.86,9.1
 314 | 9.03,9.04,8.9,8.91,-0.14,-1.55,799668.57,714963.673,9.05
 315 | 8.9,8.94,8.89,8.92,0.01,0.11,437629.99,390063.543,8.91
 316 | 8.92,8.99,8.9,8.97,0.05,0.56,325408.17,291126.076,8.92
 317 | 8.97,8.98,8.89,8.93,-0.04,-0.45,394995.27,352926.394,8.97
 318 | 8.93,9.01,8.93,9,0.07,0.78,377933.34,339230.143,8.93
 319 | 9,9.01,8.96,8.99,-0.01,-0.11,382147.06,343316.092,9
 320 | 8.97,8.98,8.91,8.97,-0.02,-0.22,387392.56,346186.989,8.99
 321 | 8.96,8.99,8.92,8.99,0.02,0.22,286446.36,256106.698,8.97
 322 | 8.96,8.96,8.9,8.94,-0.05,-0.56,311026.1,277665.881,8.99
 323 | 8.92,8.93,8.89,8.91,-0.03,-0.34,280310.77,249660.877,8.94
 324 | 8.89,8.89,8.72,8.74,-0.17,-1.91,696517.07,613783.434,8.91
 325 | 8.74,8.76,8.58,8.63,-0.11,-1.26,623700.85,539541.739,8.74
 326 | 8.6,8.62,8.54,8.57,-0.06,-0.7,460089.89,394424.117,8.63
 327 | 8.56,8.64,8.55,8.64,0.07,0.82,324194.46,279119.676,8.57
 328 | 8.63,8.8,8.62,8.67,0.03,0.35,573077.68,498675.307,8.64
 329 | 8.65,8.72,8.6,8.7,0.03,0.35,503643.55,436444.282,8.67
 330 | 8.68,8.9,8.64,8.9,0.2,2.3,917968.19,809131.9,8.7
 331 | 8.89,8.95,8.81,8.86,-0.04,-0.45,536578.21,476417.671,8.9
 332 | 8.84,8.85,8.73,8.84,-0.02,-0.23,524872.33,461069.3,8.86
 333 | 8.81,8.81,8.75,8.77,-0.07,-0.79,417338.02,365987.542,8.84
 334 | 8.72,8.77,8.71,8.73,-0.04,-0.46,227401.12,198765.579,8.77
 335 | 8.74,8.76,8.68,8.69,-0.04,-0.46,294270.84,256396.867,8.73
 336 | 8.68,8.73,8.61,8.68,-0.01,-0.12,679120.05,588546.725,8.69
 337 | 8.67,8.84,8.64,8.79,0.11,1.27,800040.19,702123.772,8.68
 338 | 8.78,8.83,8.68,8.81,0.02,0.23,532376.69,466560.635,8.79
 339 | 8.79,9.14,8.78,9.1,0.29,3.29,1621543.74,1462763.018,8.81
 340 | 9.08,9.13,9.04,9.1,0,0,895365.76,813387.17,9.1
 341 | 9.1,9.23,9.06,9.2,0.1,1.1,1033210.95,948741.889,9.1
 342 | 9.2,9.23,9.12,9.19,-0.01,-0.11,566182.76,519544.675,9.2
 343 | 9.18,9.29,9.14,9.17,-0.02,-0.22,770757.06,710119.498,9.19
 344 | 9.13,9.17,8.99,9.03,-0.14,-1.53,634132.69,573460.396,9.17
 345 | 9.01,9.06,8.99,9.04,0.01,0.11,355341.53,320520.904,9.03
 346 | 9.02,9.15,9.01,9.13,0.09,1,645723.25,587357.671,9.04
 347 | 9.11,9.15,9.08,9.13,0,0,383004.48,348860.774,9.13
 348 | 9.15,9.22,9.12,9.15,0.02,0.22,685468.08,628281.688,9.13
 349 | 9.15,9.19,9.1,9.11,-0.04,-0.44,504578.16,461493.689,9.15
 350 | 9.11,9.14,9.05,9.12,0.01,0.11,448434.97,407876.695,9.11
 351 | 9.12,9.13,9.04,9.08,-0.04,-0.44,375444.31,340596.135,9.12
 352 | 9.08,9.08,9.03,9.04,-0.04,-0.44,337797.89,305610.5,9.08
 353 | 9.04,9.08,9.01,9.02,-0.02,-0.22,285991.04,258559.005,9.04
 354 | 9.03,9.15,9.02,9.13,0.11,1.22,489704.81,446000.772,9.02
 355 | 9.12,9.16,9.09,9.12,-0.01,-0.11,313615.6,286053.883,9.13
 356 | 9.17,9.18,9.11,9.15,0.03,0.33,496932.19,454488.888,9.12
 357 | 9.15,9.4,9.14,9.25,0.1,1.09,1426958.15,1325210.564,9.15
 358 | 9.23,9.27,9.16,9.25,0,0,584004.41,538303.574,9.25
 359 | 9.26,9.4,9.26,9.3,0.05,0.54,710769.95,663762.85,9.25
 360 | 9.3,9.39,9.27,9.36,0.06,0.65,546016.13,509162.008,9.3
 361 | 9.35,9.49,9.33,9.43,0.07,0.75,1168796.22,1102438.099,9.36
 362 | 9.43,9.45,9.37,9.43,0,0,488804.57,459810.415,9.43
 363 | 9.4,9.43,9.31,9.39,-0.04,-0.42,499633.49,468003.516,9.43
 364 | 9.4,9.43,9.34,9.4,0.01,0.11,388349.37,364465.847,9.39
 365 | 9.4,9.41,9.3,9.34,-0.06,-0.64,488362.53,456577.021,9.4
 366 | 9.29,9.38,9.27,9.37,0.03,0.32,567720,529294.114,9.34
 367 | 9.36,9.41,9.31,9.4,0.03,0.32,738911.86,691387.184,9.37
 368 | 9.37,9.48,9.34,9.47,0.07,0.74,760369.58,717084.352,9.4
 369 | 9.45,9.66,9.44,9.59,0.12,1.27,1360815.91,1303090.005,9.47
 370 | 9.61,10.46,9.61,10.25,0.66,6.88,3812086.6,3842010.171,9.59
 371 | 10.27,10.58,10.2,10.34,0.09,0.88,2998844.01,3113681.338,10.25
 372 | 10.3,10.9,10.24,10.9,0.56,5.42,2994534.32,3180144.566,10.34
 373 | 10.81,10.94,10.66,10.9,0,0,1722570.26,1864449.201,10.9
 374 | 10.95,11.33,10.72,10.81,-0.09,-0.83,3273123.15,3608692.279,10.9
 375 | 10.75,11.14,10.62,11.05,0.24,2.22,2349431.91,2558433.986,10.81
 376 | 10.99,11.19,10.88,11.09,0.04,0.36,1933075.92,2131336.294,11.05
 377 | 11.08,11.22,10.91,10.97,-0.12,-1.08,1537338.58,1695060.974,11.09
 378 | 10.83,10.95,10.69,10.89,0.08,0.74,1501020,1625416.436,10.81
 379 | 10.82,11.06,10.73,10.95,0.06,0.55,1692664.44,1846886.678,10.89
 380 | 10.98,11.27,10.95,11,0.05,0.46,1954768.35,2172114.597,10.95
 381 | 10.92,11.18,10.66,10.74,-0.26,-2.36,1697412.11,1846282.151,11
 382 | 10.72,10.77,10.53,10.59,-0.15,-1.4,1194490.4,1273888.886,10.74
 383 | 10.61,10.81,10.58,10.74,0.15,1.42,819195.35,877769.279,10.59
 384 | 10.8,10.82,10.45,10.67,-0.07,-0.65,1575864.39,1671814.035,10.74
 385 | 10.64,11.08,10.6,11.04,0.37,3.47,2035709.91,2222887.933,10.67
 386 | 11.05,11.34,10.96,11.15,0.11,1,2062069.07,2307726.682,11.04
 387 | 11.14,11.22,10.97,11.01,-0.14,-1.26,984219.38,1090954.131,11.15
 388 | 11,11.29,10.93,11.17,0.16,1.45,1353951.56,1511389.828,11.01
 389 | 11.06,11.17,10.9,11,-0.17,-1.52,860644.27,946975.699,11.17
 390 | 11,11.11,10.91,11.05,0.05,0.45,689567.44,758872.028,11
 391 | 10.96,11.02,10.68,10.73,-0.32,-2.9,1042321.81,1126512.107,11.05
 392 | 10.7,10.82,10.54,10.62,-0.11,-1.03,959879.96,1026676.005,10.73
 393 | 10.48,10.54,9.99,10.02,-0.6,-5.65,2440643.35,2501779.371,10.62
 394 | 10.13,10.25,10.04,10.22,0.2,2,1157664.64,1175479.138,10.02
 395 | 10.24,10.51,10.21,10.31,0.09,0.88,1075162.35,1116749.994,10.22
 396 | 10.29,10.37,10.15,10.34,0.03,0.29,756806.02,778517.621,10.31
 397 | 10.35,10.42,10.29,10.42,0.08,0.77,553642.11,573093.949,10.34
 398 | 10.36,10.6,10.29,10.44,0.02,0.19,616520.41,643188.717,10.42
 399 | 10.43,10.52,10.39,10.46,0.02,0.19,399154.87,417653.11,10.44
 400 | 10.48,10.66,10.37,10.65,0.19,1.82,875681.81,922881.865,10.46
 401 | 10.63,10.98,10.59,10.9,0.25,2.35,1319151.9,1430051.908,10.65
 402 | 10.89,11.11,10.84,10.93,0.03,0.28,924248.63,1014933.651,10.9
 403 | 10.94,11.17,10.9,11.11,0.18,1.65,963940,1068994.547,10.93
 404 | 11.1,11.54,11.1,11.35,0.24,2.16,1603938.32,1828380.086,11.11
 405 | 11.3,11.74,11.28,11.67,0.32,2.82,1357983.73,1569230.034,11.35
 406 | 11.68,11.7,11.35,11.43,-0.24,-2.06,1096674.76,1264128.14,11.67
 407 | 11.39,11.44,11.15,11.28,-0.15,-1.31,1151786.46,1297730.595,11.43
 408 | 11.28,11.39,11.15,11.21,-0.07,-0.62,959976.89,1080996.319,11.28
 409 | 11.18,11.72,11.17,11.72,0.51,4.55,1352325.57,1551875.033,11.21
 410 | 11.68,11.94,11.6,11.64,-0.08,-0.68,1287518.76,1513759.541,11.72
 411 | 11.59,11.88,11.48,11.7,0.06,0.52,791621.55,925519.043,11.64
 412 | 11.65,11.75,11.39,11.44,-0.26,-2.22,614187.24,711036.421,11.7
 413 | 11.46,11.64,11.38,11.49,0.05,0.44,481276.15,553644.52,11.44
 414 | 11.54,11.69,11.3,11.38,-0.11,-0.96,699472.75,801825.014,11.49
 415 | 11.38,11.54,11.27,11.54,0.16,1.41,846183.42,962032.172,11.38
 416 | 11.49,11.54,11.34,11.43,-0.11,-0.95,668237.42,765028.184,11.54
 417 | 11.43,11.59,11.24,11.32,-0.11,-0.96,883087.77,1005775.578,11.43
 418 | 11.29,11.32,11.15,11.29,-0.03,-0.27,646094.81,726061.1,11.32
 419 | 11.25,11.32,11.2,11.25,-0.04,-0.35,607612.96,684223.023,11.29
 420 | 11.25,11.34,11.08,11.13,-0.12,-1.07,764212.62,853815.999,11.25
 421 | 11.14,11.37,11.05,11.29,0.16,1.44,787154.69,884640.964,11.13
 422 | 11.26,11.51,11.2,11.46,0.17,1.51,692407.93,788605.3,11.29
 423 | 11.43,11.52,11.31,11.44,-0.02,-0.17,593927.62,677622.489,11.46
 424 | 11.44,11.45,11.18,11.29,-0.15,-1.31,532391.04,602270.302,11.44
 425 | 11.26,11.3,10.96,11.05,-0.24,-2.13,967460.9,1074228.193,11.29
 426 | 11.01,11.08,10.9,10.93,-0.12,-1.09,727188.2,798377.28,11.05
 427 | 10.98,10.98,10.82,10.88,-0.05,-0.46,517220.02,563485.127,10.93
 428 | 10.92,11.16,10.86,11.11,0.23,2.11,682280.1,753852.534,10.88
 429 | 11.57,11.64,11.26,11.3,0.19,1.71,1325227.31,1520609.511,11.11
 430 | 11.33,11.5,11.33,11.47,0.17,1.5,747925.3,853665.849,11.3
 431 | 11.48,11.58,11.34,11.53,0.06,0.52,658077.58,756203.405,11.47
 432 | 11.54,11.58,11.47,11.55,0.02,0.17,578065.31,667148.377,11.53
 433 | 11.56,11.56,11.25,11.36,-0.19,-1.65,737375.96,839662.734,11.55
 434 | 11.36,11.6,11.29,11.59,0.23,2.02,1036250.64,1190724.204,11.36
 435 | 11.62,11.65,11.48,11.51,-0.08,-0.69,506372.34,585333.998,11.59
 436 | 11.53,11.7,11.51,11.69,0.18,1.56,871365.36,1011050.927,11.51
 437 | 11.64,11.72,11.57,11.63,-0.06,-0.51,722764.82,841546.799,11.69
 438 | 11.59,11.59,11.41,11.48,-0.15,-1.29,461808.08,529747.048,11.63
 439 | 11.39,11.4,11.15,11.19,-0.29,-2.53,1074465.02,1206888.281,11.48
 440 | 11.2,11.42,11.18,11.39,0.2,1.79,618871.94,700896.871,11.19
 441 | 11.36,11.37,11.25,11.27,-0.12,-1.05,418573.6,472708.177,11.39
 442 | 11.25,11.32,11.12,11.18,-0.09,-0.8,928996.07,1041707.022,11.27
 443 | 11.19,11.56,11.18,11.56,0.38,3.4,1360086.42,1548543.731,11.18
 444 | 11.55,11.73,11.45,11.56,0,0,1278246.94,1484495.472,11.56
 445 | 11.55,11.58,11.39,11.54,-0.02,-0.17,627491.38,721237.474,11.56
 446 | 11.56,11.59,11.32,11.4,-0.14,-1.21,692617.9,792881.042,11.54
 447 | 11.36,11.58,11.26,11.54,0.14,1.23,604308.48,689229.873,11.4
 448 | 11.49,11.68,11.35,11.39,-0.15,-1.3,743343.22,852032.107,11.54
 449 | 11.42,11.42,11.09,11.28,-0.11,-0.97,1029902.81,1157303.985,11.39
 450 | 11.27,12.09,11.25,11.92,0.64,5.67,2477163.26,2914269.16,11.28
 451 | 12,12.59,11.93,12.13,0.21,1.76,4262825.73,5199224.276,11.92
 452 | 12.2,12.57,12.15,12.33,0.2,1.65,2295289.34,2839861.735,12.13
 453 | 12.37,12.55,12.15,12.3,-0.03,-0.24,1757552.27,2167126.597,12.33
 454 | 12.35,13.1,12.35,12.9,0.6,4.88,2566906.23,3307955.288,12.3
 455 | 12.95,13.26,12.81,12.95,0.05,0.39,1780302.47,2318092.534,12.9
 456 | 12.9,13.13,12.77,12.9,-0.05,-0.39,1263052.27,1627912.725,12.95
 457 | 12.9,13.12,12.67,13.1,0.2,1.55,1200814.8,1550701.791,12.9
 458 | 13.17,13.46,13.03,13.18,0.08,0.61,2064149.72,2731215.933,13.1
 459 | 13.13,14.25,13.05,14.25,1.07,8.12,2843925.82,3860145.472,13.18
 460 | 14.07,14.79,14.01,14.45,0.2,1.4,2495327.81,3609849.024,14.25
 461 | 14.48,15.24,14.48,15.1,0.65,4.5,2570231.46,3839501.153,14.45
 462 | 15.15,15.24,14.07,14.35,-0.75,-4.97,2429142.14,3562843.399,15.1
 463 | 14.29,14.59,13.78,14.56,0.21,1.46,2630189.67,3732597.275,14.35
 464 | 14.3,14.3,13.75,13.93,-0.63,-4.33,2064085.33,2878491.901,14.56
 465 | 13.85,13.85,13.4,13.7,-0.23,-1.65,1766432.5,2396540.133,13.93
 466 | 13.73,13.93,13.47,13.82,0.12,0.88,1564094.93,2148312.654,13.7
 467 | 13.7,13.73,13.26,13.38,-0.44,-3.18,1379635.71,1866700.884,13.82
 468 | 13.4,13.48,12.96,13,-0.38,-2.84,1784933.15,2354299.656,13.38
 469 | 13.05,13.37,13,13.3,0.3,2.31,1454023.45,1923315.712,13
 470 | 13.15,13.49,13.1,13.3,0,0,1723681.32,2301867.653,13.3
 471 | 13.26,13.27,12.79,13.08,-0.22,-1.65,1619844.96,2104168.537,13.3
 472 | 13.05,13.14,12.75,12.83,-0.25,-1.91,1181957.84,1526953.344,13.08
 473 | 12.89,13.09,12.75,13.09,0.26,2.03,1351315.04,1751423.112,12.83
 474 | 13.08,13.57,12.88,13.5,0.41,3.13,2261952.73,2980735.572,13.09
 475 | 13.4,13.48,13.02,13.02,-0.48,-3.56,1743405.79,2302354.901,13.5
 476 | 13,13.2,12.88,13.13,0.11,0.84,1289248.11,1679022.035,13.02
 477 | 13.15,13.31,12.91,13,-0.13,-0.99,1001997.98,1311131.917,13.13
 478 | 12.9,12.93,12.67,12.72,-0.28,-2.15,1099952.5,1405372.004,13
 479 | 12.73,12.91,12.64,12.75,0.03,0.24,805464.52,1029422.753,12.72
 480 | 12.79,13.32,12.74,13.28,0.53,4.16,2397942.95,3138687.565,12.75
 481 | 13.2,13.31,13.13,13.26,-0.02,-0.15,1106245.07,1463802.116,13.28
 482 | 13.18,13.68,13.16,13.54,0.28,2.11,1485203.44,2005617.683,13.26
 483 | 13.5,13.63,13.45,13.52,-0.02,-0.15,742900.95,1004525.768,13.54
 484 | 13.52,13.86,13.16,13.25,-0.27,-2,1585567.18,2145040.658,13.52
 485 | 13.26,13.69,13.19,13.66,0.41,3.09,1123688.45,1510826.264,13.25
 486 | 13.58,13.78,13.19,13.29,-0.37,-2.71,1366566.73,1848165.006,13.66
 487 | 13.28,13.46,13.02,13.21,-0.08,-0.6,1553030.47,2052944.539,13.29
 488 | 13.21,13.43,13.1,13.3,0.09,0.68,982915.53,1303222.04,13.21
 489 | 13.35,13.93,13.32,13.7,0.4,3.01,2081592.55,2856543.822,13.3
 490 | 13.73,13.86,13.2,13.33,-0.37,-2.7,2962498.38,4006220.766,13.7
 491 | 13.32,13.37,13.13,13.25,-0.08,-0.6,1854509.48,2454543.516,13.33
 492 | 13.21,13.35,13.15,13.3,0.05,0.38,1210312.72,1603289.517,13.25
 493 | 13.25,13.29,12.86,12.96,-0.34,-2.56,2158620.81,2806099.169,13.3
 494 | 12.96,13.2,12.92,13.08,0.12,0.93,1344345.09,1754315.792,12.96
 495 | 13.04,13.49,12.92,13.47,0.39,2.98,2403277.36,3196055.83,13.08
 496 | 13.41,13.59,13.27,13.4,-0.07,-0.52,1443877.81,1937494.294,13.47
 497 | 13.45,13.68,13.41,13.55,0.15,1.12,1353991.4,1833435.672,13.4
 498 | 13.51,14.33,13.5,14.2,0.65,4.8,3122394.48,4376707.088,13.55
 499 | 14.17,14.38,14.02,14.2,0,0,2444549,3479177.087,14.2
 500 | 14.33,14.8,14.2,14.23,0.03,0.21,2656294.01,3849312.882,14.2
 501 | 14.4,14.72,14.28,14.72,0.49,3.44,2148026.8,3120455.742,14.23
 502 | 14.8,15.13,14.68,14.8,0.08,0.54,2571146.69,3832857.44,14.72
 503 | 14.6,14.94,14.43,14.44,-0.36,-2.43,2073867.14,3032799.07,14.8
 504 | 14.36,14.9,14.33,14.65,0.21,1.45,2388791.7,3492462.005,14.44
 505 | 14.66,15.08,14.5,14.64,-0.01,-0.07,2591292.12,3838734.922,14.65
 506 | 14.45,14.47,14,14.2,-0.44,-3.01,2369984.59,3360822.344,14.64
 507 | 14.18,14.34,14.02,14.05,-0.15,-1.06,2032988.65,2885104.627,14.2
 508 | 14.05,14.25,13.6,13.74,-0.31,-2.21,2090546.68,2911452.095,14.05
 509 | 13.7,13.84,13.55,13.65,-0.09,-0.66,1094739.86,1497708.872,13.74
 510 | 13.6,14.05,13.53,14.05,0.4,2.93,1747729.14,2423104.767,13.65
 511 | 13.95,14.3,13.84,14.03,-0.02,-0.14,2005614.75,2821583.609,14.05
 512 | 13.91,14.1,13.63,14.05,0.02,0.14,1176512.71,1637619.618,14.03
 513 | 13.8,14.57,13.73,14.55,0.5,3.56,2331997.9,3326355.314,14.05
 514 | 14.23,14.33,13.93,14,-0.55,-3.78,2582872.04,3641294.71,14.55
 515 | 14.22,14.3,12.76,12.92,-1.08,-7.71,3345716.97,4521586.59,14
 516 | 12.83,12.92,12.53,12.54,-0.38,-2.94,2137815.06,2711464.886,12.92
 517 | 12.08,12.08,11.38,11.69,-0.85,-6.78,2824949.75,3308553.501,12.54
 518 | 11.78,11.84,11.56,11.72,0.03,0.26,1228782.44,1439644.312,11.69
 519 | 11.87,12.21,11.84,11.94,0.22,1.88,1298178.69,1562420.005,11.72
 520 | 11.96,12.03,11.76,12,0.06,0.5,864190.24,1030474.41,11.94
 521 | 12.25,12.53,12.25,12.46,0.46,3.83,1268406.07,1573562.575,12
 522 | 12.58,12.79,12.45,12.61,0.15,1.2,1013663.2,1278185.721,12.46
 523 | 12.77,12.85,12.45,12.63,0.02,0.16,1045758.74,1318960.463,12.61
 524 | 12.64,12.7,12.19,12.28,-0.35,-2.77,1285869.06,1590018.492,12.63
 525 | 12.1,12.19,11.93,12.05,-0.23,-1.87,1214145.59,1463313.702,12.28
 526 | 11.92,12.15,11.9,12.04,-0.01,-0.08,886957.18,1069354.491,12.05
 527 | 11.92,12.04,11.85,11.95,-0.09,-0.75,663124.16,791736.473,12.04
 528 | 11.93,12.08,11.8,11.86,-0.09,-0.75,754183.13,897244.265,11.95
 529 | 11.95,12.11,11.77,12.1,0.24,2.02,1150162.49,1373438.382,11.86
 530 | 12.15,12.34,12.04,12.05,-0.05,-0.41,1427570.32,1744085.27,12.1
 531 | 12.05,12.15,11.95,12.11,0.06,0.5,689755.03,832153.697,12.05
 532 | 12.15,12.2,11.98,12.09,-0.02,-0.17,943876.97,1139043.574,12.11
 533 | 12.15,12.17,11.95,12.03,-0.06,-0.5,1268701.32,1526643.478,12.09
 534 | 12.04,12.22,12,12.02,-0.01,-0.08,1082267.32,1309543.466,12.03
 535 | 11.98,12,11.83,11.92,-0.1,-0.83,635594.13,757090.756,12.02
 536 | 11.79,11.85,11.66,11.71,-0.21,-1.76,1155694.73,1356878.634,11.92
 537 | 11.72,11.85,11.64,11.64,-0.07,-0.6,962983.38,1130784.17,11.71
 538 | 11.66,11.84,11.61,11.83,0.19,1.63,808538.72,947664.744,11.64
 539 | 11.74,11.88,11.72,11.82,-0.01,-0.08,776150.02,916858.475,11.83
 540 | 11.95,12.12,11.85,11.9,0.08,0.68,1445109.51,1736437.401,11.82
 541 | 11.9,11.97,11.62,11.66,-0.24,-2.02,984278.42,1155741.055,11.9
 542 | 11.25,11.35,10.92,11.34,-0.32,-2.74,1825690.75,2037734.4,11.66
 543 | 11.15,11.2,10.86,10.93,-0.41,-3.62,1383598.51,1519435.011,11.34
 544 | 11.1,11.17,10.86,10.94,0.01,0.09,1103933.61,1213989.931,10.93
 545 | 10.85,11.14,10.79,10.89,-0.05,-0.46,1099023.39,1201023.442,10.94
 546 | 10.92,11.17,10.55,11.05,0.16,1.47,1330602.38,1445281.829,10.89
 547 | 11.04,11.05,10.88,10.9,-0.15,-1.36,752173.68,823438.18,11.05
 548 | 10.87,10.99,10.7,10.71,-0.19,-1.74,1109316.43,1200911.98,10.9
 549 | 10.6,10.67,10.51,10.56,-0.15,-1.4,890745.65,942237.8,10.71
 550 | 10.68,11.01,10.6,10.87,0.31,2.94,1602488.73,1737258.898,10.56
 551 | 10.8,11.1,10.73,11.02,0.15,1.38,1074795.76,1180084.371,10.87
 552 | 11.02,11.46,10.97,11.42,0.4,3.63,1390950.79,1562265.089,11.02
 553 | 11.39,11.92,11.38,11.83,0.41,3.59,2095970.45,2458982.163,11.42
 554 | 11.8,11.83,11.42,11.52,-0.31,-2.62,1173128.18,1364675.848,11.83
 555 | 11.64,11.79,11.45,11.57,0.05,0.43,1300255.97,1516155.527,11.52
 556 | 11.47,11.47,11.03,11.1,-0.47,-4.06,1427072.81,1593706.086,11.57
 557 | 11.12,11.45,11.11,11.21,0.11,0.99,1301891.72,1468159.349,11.1
 558 | 11.45,11.61,11.28,11.5,0.29,2.59,1475845.33,1692722.923,11.21
 559 | 11.52,11.69,11.42,11.47,-0.03,-0.26,849131.83,979593.564,11.5
 560 | 11.51,11.58,11.2,11.35,-0.12,-1.05,958690.66,1090801.311,11.47
 561 | 11.3,11.61,11.26,11.57,0.22,1.94,1070289.35,1228544.006,11.35
 562 | 11.63,11.94,11.58,11.86,0.29,2.51,1461098.8,1725152.198,11.57
 563 | 11.76,11.81,11.63,11.68,-0.18,-1.52,730286.48,854713.248,11.86
 564 | 11.66,11.69,11.31,11.42,-0.26,-2.23,874235.91,1002483.154,11.68
 565 | 11.49,11.51,10.63,10.85,-0.57,-4.99,2709795.68,2958464.277,11.42
 566 | 10.97,11.03,10.8,10.88,0.03,0.28,1190523.18,1295804.42,10.85
 567 | 10.86,10.88,10.57,10.75,-0.13,-1.19,1281355.57,1372765.845,10.88
 568 | 10.73,10.83,10.66,10.68,-0.07,-0.65,710509.52,761302.468,10.75
 569 | 10.7,10.83,10.64,10.81,0.13,1.22,974309.67,1046743.101,10.68
 570 | 10.83,11.15,10.8,11.01,0.2,1.85,1373305.68,1511546.681,10.81
 571 | 10.98,11.03,10.88,10.97,-0.04,-0.36,627656.13,687036.874,11.01
 572 | 11.03,11.09,10.91,11.01,0.04,0.36,552735.88,607349.997,10.97
 573 | 11.04,11.13,10.96,11.01,0,0,772369.66,853271.166,11.01
 574 | 11.09,11.23,11.03,11.18,0.17,1.54,1039297.16,1158064.201,11.01
 575 | 11.18,11.19,11.02,11.12,-0.06,-0.54,669261.44,742590.447,11.18
 576 | 11.07,11.07,10.89,10.9,-0.22,-1.98,714362.08,782694.669,11.12
 577 | 10.91,10.94,10.78,10.82,-0.08,-0.73,586494.38,635675.44,10.9
 578 | 10.81,10.97,10.76,10.96,0.14,1.29,578384.77,628250.184,10.82
 579 | 11.07,11.11,10.93,10.95,-0.01,-0.09,763533.57,838750.577,10.96
 580 | 10.95,10.98,10.79,10.86,-0.09,-0.82,589871.85,639815.249,10.95
 581 | 10.82,10.82,10.62,10.65,-0.21,-1.93,991016.29,1058587.812,10.86
 582 | 10.66,10.68,10.58,10.61,-0.04,-0.38,688152.02,730678.763,10.65
 583 | 10.61,10.67,10.55,10.59,-0.02,-0.19,593335.67,629735.45,10.61
 584 | 10.58,10.66,10.51,10.59,0,0,569400.92,602590.746,10.59
 585 | 10.58,10.63,10.35,10.38,-0.21,-1.98,889494.97,930386.966,10.59
 586 | 10.29,10.29,10.05,10.08,-0.3,-2.89,1124447.04,1139918.753,10.38
 587 | 10.11,10.19,10.02,10.18,0.1,0.99,987360.38,999216.332,10.08
 588 | 10.15,10.29,10.07,10.19,0.01,0.1,597211.16,608398.867,10.18
 589 | 10.23,10.31,10.15,10.27,0.08,0.79,593038.35,608291.978,10.19
 590 | 10.29,10.3,10.11,10.26,-0.01,-0.1,656540.75,670740.302,10.27
 591 | 10.25,10.26,10.1,10.14,-0.12,-1.17,712743.41,724032.796,10.26
 592 | 10.2,10.46,10.18,10.37,0.23,2.27,1262638.2,1306425.478,10.14
 593 | 10.33,10.33,10.06,10.12,-0.25,-2.41,1099379.82,1114968.856,10.37
 594 | 10.06,10.13,10,10.04,-0.08,-0.79,721374.98,724687.998,10.12
 595 | 10.03,10.08,9.95,10.06,0.02,0.2,913300.72,914001.701,10.04
 596 | 10.04,10.06,9.95,9.95,-0.11,-1.09,530584.31,530483.756,10.06
 597 | 9.95,10.15,9.92,10.07,0.12,1.21,866392.01,872487.574,9.95
 598 | 10.08,10.29,10.06,10.17,0.1,0.99,1248707.88,1273412.999,10.07
 599 | 10.05,10.15,9.82,9.87,-0.3,-2.95,1565874.47,1565756.559,10.17
 600 | 9.87,9.95,9.76,9.91,0.04,0.41,763637.31,752950.7,9.87
 601 | 9.93,10.04,9.86,9.86,-0.05,-0.5,840070.77,836014.838,9.91
 602 | 9.8,9.87,9.77,9.85,-0.01,-0.1,657818.51,645752.909,9.86
 603 | 9.91,9.92,9.38,9.46,-0.39,-3.96,1195212.6,1154559.08,9.85
 604 | 9.39,9.44,9.09,9.36,-0.1,-1.06,1124156.94,1042528.543,9.46
 605 | 9.31,9.4,9.03,9.09,-0.27,-2.88,1045142.68,958871.648,9.36
 606 | 8.95,9.08,8.87,8.92,-0.17,-1.87,1110764.03,996801.234,9.09
 607 | 9.01,9.13,8.96,9.09,0.17,1.91,675299.68,611346.088,8.92
 608 | 9.05,9.05,8.55,8.61,-0.48,-5.28,1315520.13,1158545.868,9.09
 609 | 8.69,8.7,8.45,8.67,0.06,0.7,1274838.57,1096657.033,8.61
 610 | 8.63,8.75,8.61,8.61,-0.06,-0.69,711153.37,617278.559,8.67
 611 | 8.62,8.73,8.55,8.6,-0.01,-0.12,835768.77,722169.579,8.61
 612 | 8.61,8.78,8.45,8.66,0.06,0.7,988282.69,852071.526,8.6
 613 | 8.69,9.03,8.68,9.03,0.37,4.27,1409954.6,1255007.609,8.66
 614 | 9.02,9.02,8.89,8.98,-0.05,-0.55,896862.02,803038.965,9.03
 615 | 8.76,8.83,8.68,8.78,-0.2,-2.23,851296.7,744765.824,8.98
 616 | 8.6,8.97,8.58,8.88,0.24,2.78,1140492.31,1008658.828,8.64
 617 | 8.92,8.94,8.82,8.88,0,0,603378.21,535401.175,8.88
 618 | 8.85,8.9,8.69,8.73,-0.15,-1.69,689845.58,603427.713,8.88
 619 | 8.74,8.75,8.66,8.72,-0.01,-0.11,375356.33,326396.994,8.73
 620 | 8.75,8.85,8.69,8.7,-0.02,-0.23,525152.77,460697.377,8.72
 621 | 8.75,8.81,8.69,8.73,0.03,0.34,461372.39,403674.308,8.7
 622 | 8.73,9.2,8.61,9.11,0.38,4.3528,1754277.4,1576843.937,8.73
 623 | 9.04,9.45,9,9.42,0.31,3.4029,1781688.26,1646028.021,9.11
 624 | 9.39,9.59,9.33,9.4,-0.02,-0.2123,1425894.16,1348746.826,9.42
 625 | 9.44,9.47,9.33,9.38,-0.02,-0.2128,614122.81,575752.176,9.4
 626 | 9.4,9.48,9.21,9.25,-0.13,-1.3859,833358.15,778429.753,9.38
 627 | 9.3,9.36,9.18,9.25,0,0,515126.03,477527.419,9.25
 628 | 9.32,9.49,9.26,9.39,0.14,1.5135,706385.97,661767.547,9.25
 629 | 9.37,9.49,9.25,9.42,0.03,0.3195,720150.8,674484.65,9.39
 630 | 9.42,9.5,9.11,9.15,-0.27,-2.8662,814081.68,759282.229,9.42
 631 | 9.13,9.15,8.88,8.94,-0.21,-2.2951,931401.28,839272.254,9.15
 632 | 8.93,9.1,8.91,8.91,-0.03,-0.3356,476546.62,428641.526,8.94
 633 | 8.94,9.11,8.89,8.94,0.03,0.3367,554010.08,497906.686,8.91
 634 | 8.96,9.17,8.88,9.17,0.23,2.5727,690423.19,624359.656,8.94
 635 | 9.16,9.16,9.04,9.05,-0.12,-1.3086,578953.16,527526.989,9.17
 636 | 9.04,9.35,9.02,9.29,0.24,2.6519,806783.77,746469.808,9.05
 637 | 9.3,9.32,9.16,9.23,-0.06,-0.6459,424168.36,391366.341,9.29
 638 | 9.12,9.16,8.9,9.05,-0.18,-1.9502,818491.12,736947.79,9.23
 639 | 9.03,9.04,8.94,9,-0.05,-0.5525,430240.36,386334.617,9.05
 640 | 9.02,9.02,8.75,8.79,-0.21,-2.3333,670442.85,594759.517,9
 641 | 8.73,8.89,8.64,8.78,-0.01,-0.1138,638272.55,559523.123,8.79
 642 | 8.88,8.94,8.78,8.81,0.03,0.3417,649476.56,576683.267,8.78
 643 | 8.9,9.02,8.87,9,0.19,2.1566,681322.06,609934.725,8.81
 644 | 9.02,9.26,9.01,9.23,0.23,2.5556,1264474.47,1163292.795,9
 645 | 9.24,9.34,9.13,9.29,0.06,0.6501,982433.98,909598.743,9.23
 646 | 9.3,9.42,9.23,9.36,0.07,0.7535,729074.62,680941.392,9.29
 647 | 9.31,10.28,9.29,10.03,0.67,7.1581,3040408.39,2995071.976,9.36
 648 | 10.02,10.43,9.97,10.43,0.4,3.988,2218424.22,2251527.721,10.03
 649 | 10.34,10.43,10.24,10.29,-0.14,-1.3423,1289777.24,1331917.86,10.43
 650 | 10.25,10.33,10.15,10.27,-0.02,-0.1944,901883.49,923581.546,10.29
 651 | 10.27,10.35,10.08,10.12,-0.15,-1.4606,994917.73,1013877.514,10.27
 652 | 10.13,10.32,10.1,10.13,0.01,0.0988,1310865.24,1337898.869,10.12
 653 | 10.09,10.3,10.09,10.19,0.06,0.5923,711695.67,725303.291,10.13
 654 | 10.2,10.55,10.07,10.43,0.24,2.3553,1296342.08,1339756.563,10.19
 655 | 10.3,10.33,10.05,10.05,-0.38,-3.6433,1179453.17,1202345.697,10.43
 656 | 10.05,10.14,9.95,9.97,-0.08,-0.796,711777.55,713975.749,10.05
 657 | 10.04,10.18,9.93,10.01,0.04,0.4012,809035.34,815151.722,9.97
 658 | 10.01,10.07,9.84,9.88,-0.13,-1.2987,636989.29,631174.169,10.01
 659 | 9.9,10.03,9.81,9.91,0.03,0.3036,712967.51,707337.57,9.88
 660 | 9.87,9.97,9.82,9.88,-0.03,-0.3027,564829.16,558399.563,9.91
 661 | 10.09,10.1,9.84,9.96,0.08,0.8097,999725.61,993389.97,9.88
 662 | 9.98,9.98,9.81,9.84,-0.12,-1.2048,619750.19,611422.48,9.96
 663 | 9.8,9.8,9.68,9.69,-0.15,-1.5244,517082.33,502609.643,9.84
 664 | 9.73,10.12,9.7,10.08,0.39,4.0248,1126807.42,1120867.543,9.69
 665 | 10.03,10.34,10.03,10.24,0.16,1.5873,1231548.77,1257191.505,10.08
 666 | 10.27,10.36,10.19,10.23,-0.01,-0.0977,620348.36,636742.814,10.24
 667 | 10.26,10.7,10.18,10.67,0.44,4.3011,1624518.41,1707850.487,10.23
 668 | 10.52,10.68,10.48,10.55,-0.12,-1.1246,977014.7,1030715.785,10.67
 669 | 10.61,10.92,10.52,10.71,0.16,1.5166,1490513.43,1600626.208,10.55
 670 | 10.65,10.84,10.57,10.74,0.03,0.2801,880363.33,942200.398,10.71
 671 | 10.78,11.27,10.78,11.05,0.31,2.8864,2110242.67,2331358.288,10.74
 672 | 10.7,10.79,10.45,10.45,-0.6,-5.4299,1686358.52,1793455.283,11.05
 673 | 10.46,10.7,10.39,10.56,0.11,1.0526,1064084.26,1117946.55,10.45
 674 | 10.54,10.66,10.38,10.45,-0.11,-1.0417,995200.08,1045666.18,10.56
 675 | 10.05,10.16,9.7,9.86,-0.59,-5.6459,1995143.83,1994186.611,10.45
 676 | 9.97,10.34,9.87,10.3,0.44,4.4625,1516810.28,1532651.4,9.86
 677 | 10.39,10.47,10.09,10.11,-0.19,-1.8447,1402685.3,1443043.059,10.3
 678 | 10.14,10.54,10.12,10.37,0.26,2.5717,1396921.05,1450020.371,10.11
 679 | 10.5,10.55,10.14,10.33,-0.04,-0.3857,1350889.83,1400306.336,10.37
 680 | 10.29,10.29,10.06,10.09,-0.24,-2.3233,1001156.05,1015654.821,10.33
 681 | 9.95,10.78,9.92,10.76,0.67,6.6402,2083667.32,2173571.254,10.09
 682 | 10.81,11.46,10.78,11.15,0.39,3.6245,2645543.12,2932714.47,10.76
 683 | 11.2,11.22,10.73,10.84,-0.31,-2.7803,1602545.92,1759265.958,11.15
 684 | 10.9,11.33,10.8,11.04,0.2,1.845,1829424.64,2026171.911,10.84
 685 | 10.8,11.29,10.71,11.29,0.25,2.2645,1685011.36,1855823.739,11.04
 686 | 11.29,11.31,10.96,11.18,-0.11,-0.9743,1299975.1,1448843.512,11.29
 687 | 11.2,11.24,10.62,10.75,-0.43,-3.8462,1591628.78,1725932.497,11.18
 688 | 10.78,11.08,10.73,10.9,0.15,1.3953,1501827.86,1641371.787,10.75
 689 | 10.95,10.99,10.75,10.91,0.01,0.0917,1152683.79,1252156.775,10.9
 690 | 10.99,11.05,10.76,10.83,-0.08,-0.7333,1542776.32,1679443.449,10.91
 691 | 11.04,11.16,10.83,11.09,0.26,2.4007,2212922.87,2439179.135,10.83
 692 | 10.95,11.04,10.82,10.92,-0.17,-1.5329,1291924.17,1409457.171,11.09
 693 | 10.87,10.93,10.73,10.84,-0.08,-0.7326,735725.74,795322.638,10.92
 694 | 10.83,10.95,10.75,10.81,-0.03,-0.2768,785597.41,851487.053,10.84
 695 | 10.88,10.97,10.82,10.89,0.08,0.7401,793976,864744.243,10.81
 696 | 10.71,10.73,10.4,10.55,-0.34,-3.1221,1629269.17,1716198.382,10.89
 697 | 10.46,10.58,10.38,10.56,0.01,0.0948,920333.88,965756.504,10.55
 698 | 10.41,10.65,10.38,10.54,-0.02,-0.1894,1072497.62,1126736.143,10.56
 699 | 10.53,10.55,10.42,10.44,-0.1,-0.9488,774239.85,810357.748,10.54
 700 | 10.44,10.64,10.42,10.62,0.18,1.7241,901461.98,949991.801,10.44
 701 | 10.61,10.72,10.49,10.57,-0.05,-0.4708,1059592.59,1123173.219,10.62
 702 | 10.57,10.88,10.57,10.85,0.28,2.649,1360887.09,1466899.416,10.57
 703 | 10.75,10.8,10.52,10.57,-0.28,-2.5806,1033877.53,1099654.683,10.85
 704 | 10.5,10.67,10.48,10.61,0.04,0.3784,666157.33,705638.355,10.57
 705 | 10.67,10.67,10.48,10.55,-0.06,-0.5655,500267.85,527103.281,10.61
 706 | 10.53,10.58,10.31,10.32,-0.23,-2.1801,700358.15,730667.665,10.55
 707 | 10.34,10.46,10.3,10.34,0.02,0.1938,516569.11,535963.342,10.32
 708 | 10.35,10.39,10.16,10.18,-0.16,-1.5474,733448.38,752824.12,10.34
 709 | 10.17,10.31,10.16,10.28,0.1,0.9823,537751.45,550820.246,10.18
 710 | 10.35,10.39,10.19,10.2,-0.08,-0.7782,485284.05,499068.827,10.28
 711 | 10.22,10.36,10.17,10.36,0.16,1.5686,594715.32,610571.532,10.2
 712 | 10.59,10.66,10.47,10.59,0.23,2.2201,1064097.17,1126374.829,10.36
 713 | 10.57,10.62,10.53,10.59,0,0,534813.05,565743.744,10.59
 714 | 10.49,10.51,10.4,10.45,-0.14,-1.322,581545.27,608133.29,10.59
 715 | 10.36,10.37,10.23,10.25,-0.2,-1.9139,578866.48,594649.682,10.45
 716 | 10.3,10.39,10.27,10.28,0.03,0.2927,340216.15,351101.37,10.25
 717 | 10.22,10.27,10.13,10.17,-0.11,-1.07,494818.87,504040.653,10.28
 718 | 10.21,10.26,10.17,10.23,0.06,0.59,299089.62,305389.21,10.17
 719 | 10.3,10.32,10.2,10.24,0.01,0.0978,366379.03,375402.863,10.23
 720 | 10.25,10.48,10.2,10.39,0.15,1.4648,790845.21,819920.689,10.24
 721 | 10.34,10.35,10.16,10.17,-0.22,-2.1174,526675.13,539263.012,10.39
 722 | 10.16,10.33,10.1,10.29,0.12,1.1799,571274.87,584679.512,10.17
 723 | 10.2,10.32,10.1,10.12,-0.17,-1.6521,537744.3,547157.562,10.29
 724 | 10.14,10.18,9.9,9.94,-0.18,-1.7787,598007.01,600090.171,10.12
 725 | 9.92,9.97,9.63,9.71,-0.23,-2.3139,990284.79,964202.861,9.94
 726 | 9.68,9.7,9.33,9.45,-0.26,-2.6777,1000616.76,944460.332,9.71
 727 | 9.4,9.45,9.31,9.42,-0.03,-0.3175,509117.67,477186.904,9.45
 728 | 9.29,9.43,9.21,9.34,-0.08,-0.8493,586615.45,545235.607,9.42
 729 | 9.35,9.42,9.27,9.3,-0.04,-0.4283,421140.6,393215.14,9.34
 730 | 9.45,9.49,9.28,9.28,-0.02,-0.2151,624593.27,586343.755,9.3
 731 | 9.31,9.46,9.31,9.38,0.1,1.0776,576604,541571.004,9.28
 732 | 9.39,9.42,9.16,9.19,-0.19,-2.0256,539386.32,498695.109,9.38
 733 | 9.18,9.33,9.15,9.28,0.09,0.9793,415537.95,384457.707,9.19
 734 | 9.24,9.82,9.22,9.75,0.47,5.0647,1481159.06,1422149.888,9.28
 735 | 9.84,9.85,9.63,9.74,-0.01,-0.1026,865687.66,841166.43,9.75
 736 | 9.73,9.74,9.62,9.66,-0.08,-0.8214,402388.11,389247.795,9.74
 737 | 9.74,10.08,9.7,9.94,0.28,2.8986,1233486.36,1229465.116,9.66
 738 | 9.87,10.2,9.86,10.1,0.16,1.6097,1071817.66,1079711.035,9.94
 739 | 10.11,10.22,10.05,10.2,0.1,0.9901,696364.55,708001.802,10.1
 740 | 10.22,10.25,10.07,10.11,-0.09,-0.8824,500443.59,507862.882,10.2
 741 | 10.11,10.28,10.09,10.24,0.13,1.2859,542160.55,553027.309,10.11
 742 | 10.24,10.5,10.23,10.48,0.24,2.3438,977699.37,1017495.116,10.24
 743 | 10.54,10.57,10.17,10.25,-0.23,-2.1947,882811.92,910212.066,10.48
 744 | 10.34,10.49,10.28,10.43,0.18,1.7561,738793.26,769973.637,10.25
 745 | 10.34,10.47,10.32,10.34,-0.09,-0.8629,659355.76,684465.646,10.43
 746 | 10.34,10.44,10.26,10.28,-0.06,-0.5803,424413.57,438991.45,10.34
 747 | 10.29,10.47,10.29,10.35,0.07,0.6809,537876.63,559384.396,10.28
 748 | 10.4,10.55,10.37,10.52,0.17,1.6425,679240.88,711495.718,10.35
 749 | 10.56,11.04,10.55,11,0.48,4.5627,2108361.85,2299718.224,10.52
 750 | 11.04,11.14,10.88,10.94,-0.06,-0.5455,1035909.8,1141853.833,11
 751 | 10.96,11.07,10.77,11,0.06,0.5484,826631.1,904847.854,10.94
 752 | 10.95,11.18,10.86,10.95,-0.05,-0.4545,712001.01,785204.571,11
 753 | 10.98,11.2,10.94,11.1,0.15,1.3699,831622.75,922602.874,10.95
 754 | 11.2,11.25,10.96,11.2,0.1,0.9009,1014270.07,1127216.186,11.1
 755 | 11.08,11.21,10.97,11.21,0.01,0.0893,801936.63,889951.528,11.2
 756 | 11.2,11.31,11.03,11.19,-0.02,-0.1784,959936.9,1071873.084,11.21
 757 | 11.19,11.41,11.12,11.38,0.19,1.6979,1137365.74,1280182.096,11.19
 758 | 11.3,11.33,11.19,11.25,-0.13,-1.1424,869185.19,977818.097,11.38
 759 | 11.23,11.23,10.9,10.95,-0.3,-2.6667,1100127.46,1213914.428,11.25
 760 | 11.05,11.36,11.04,11.36,0.41,3.7443,1255522.21,1408279.68,10.95
 761 | 11.36,11.62,11.24,11.27,-0.09,-0.7923,1270882.04,1445281.382,11.36
 762 | 11.33,11.53,11.25,11.41,0.14,1.2422,832629.87,949430.819,11.27
 763 | 11.38,11.55,11.28,11.36,-0.05,-0.4382,754246.48,860591.07,11.41
 764 | 11.35,11.57,11.15,11.54,0.18,1.5845,1184047.79,1343020.336,11.36
 765 | 11.7,12.64,11.57,12.55,1.01,8.7522,2824935.02,3415946.86,11.54
 766 | 12.55,12.57,12.15,12.2,-0.35,-2.7888,2017544.93,2485673.356,12.55
 767 | 12.24,12.66,12.15,12.4,0.2,1.6393,1979013.88,2454404.411,12.2
 768 | 12.44,12.61,12.27,12.36,-0.04,-0.3226,1113099.8,1383110.81,12.4
 769 | 12.48,12.78,12.2,12.76,0.4,3.2362,1712679.16,2137669.556,12.36
 770 | 12.7,13.38,12.62,12.99,0.23,1.8025,2456830.39,3195011.702,12.76
 771 | 12.91,13.29,12.84,13.06,0.07,0.5389,1408422.22,1838251.656,12.99
 772 | 13.06,13.15,12.84,13.08,0.02,0.1531,1245760.2,1614670.974,13.06
 773 | 13.06,13.06,12.55,12.74,-0.34,-2.5994,1782057.31,2274151.007,13.08
 774 | 12.49,12.7,12.25,12.3,-0.44,-3.4537,1778162.1,2214572.416,12.74
 775 | 12.3,12.49,12.05,12.32,0.02,0.1626,1157650.77,1416000.379,12.3
 776 | 12.49,12.64,12.24,12.36,0.04,0.3247,1411794.92,1757797.25,12.32
 777 | 12.34,12.55,12.13,12.37,0.01,0.0809,1269427.16,1568387.543,12.36
 778 | 12.33,12.62,12.27,12.43,0.06,0.485,1057467.9,1316372.926,12.37
 779 | 12.34,12.68,12.34,12.5,0.07,0.5632,1045406.03,1311323.009,12.43
 780 | 12.53,12.94,12.32,12.91,0.41,3.28,1486454.8,1882483.633,12.5
 781 | 12.92,12.94,12.61,12.79,-0.12,-0.9295,957196.46,1221118.294,12.91
 782 | 12.68,12.88,12.62,12.75,-0.04,-0.3127,929996.38,1185477.058,12.79
 783 | 12.77,12.8,12.58,12.69,-0.06,-0.4706,860140.8,1092506.482,12.75
 784 | 12.69,12.74,12.5,12.59,-0.1,-0.788,713502.06,898629.416,12.69
 785 | 12.4,12.4,12.1,12.11,-0.48,-3.8125,1179883.26,1445560.16,12.59
 786 | 12.23,12.29,12.01,12.1,-0.01,-0.0826,935393.27,1136721.266,12.11
 787 | 12.24,12.47,12.18,12.38,0.28,2.314,922826.8,1138302.657,12.1
 788 | 12.31,12.31,12.1,12.22,-0.16,-1.2924,732467.44,892530.627,12.38
 789 | 12.26,12.82,12.21,12.82,0.6,4.91,1669506.47,2108295.393,12.22
 790 | 12.83,13.55,12.83,13.18,0.36,2.8081,1951401.19,2588268.668,12.82
 791 | 13.28,13.48,13.23,13.36,0.18,1.3657,1100384.04,1466040.987,13.18
 792 | 13.21,13.45,13.15,13.44,0.08,0.5988,792915.79,1056166.231,13.36
 793 | 13.43,14,13.43,13.86,0.42,3.125,2034365,2796366.353,13.44
 794 | 13.9,14.43,13.72,13.96,0.1,0.7215,1743176.2,2464536.241,13.86
 795 | 13.87,13.98,13.75,13.81,-0.15,-1.0745,781332.38,1080549.202,13.96
 796 | 13.75,13.88,13.4,13.73,-0.08,-0.5793,947135.06,1289475.602,13.81
 797 | 13.73,13.96,13.49,13.54,-0.19,-1.3838,655356.62,897382.236,13.73
 798 | 13.49,13.59,13.21,13.42,-0.12,-0.8863,774324.64,1035139.673,13.54
 799 | 13.72,14.09,13.66,13.69,0.27,2.0119,1533890.68,2134708.981,13.42
 800 | 13.67,14.58,13.55,14.58,0.89,6.5011,2379375.18,3379550.307,13.69
 801 | 14.42,14.59,14.23,14.35,-0.23,-1.5775,1004109.87,1443493.493,14.58
 802 | 14.3,14.37,14.11,14.34,-0.01,-0.0697,507045.3,721908.8,14.35
 803 | 14.45,14.8,14.3,14.73,0.39,2.7197,1246036.09,1814875.936,14.34
 804 | 14.6,14.84,14.08,14.15,-0.58,-3.9375,1322273.9,1899850.004,14.73
 805 | 14.1,14.2,13.97,14.07,-0.08,-0.5654,940687.34,1326465.625,14.15
 806 | 14.45,14.6,14.16,14.44,0.37,2.6297,1949723.63,2811131.027,14.07
 807 | 14.38,14.64,14.13,14.13,-0.31,-2.1468,1111476.37,1597895.217,14.44
 808 | 14.08,14.25,13.7,13.79,-0.34,-2.4062,1009421.24,1407987.365,14.13
 809 | 13.9,14.33,13.86,14.1,0.31,2.248,1030695.75,1450714.134,13.79
 810 | 13.99,14.05,13.59,13.85,-0.25,-1.773,1116570.27,1542958.577,14.1
 811 | 13.1,13.35,12.71,12.87,-0.98,-7.0758,2108667.84,2742409.411,13.85
 812 | 13.03,13.09,12.72,12.95,0.08,0.6216,1072658.41,1386247.078,12.87
 813 | 12.72,12.91,12.5,12.6,-0.35,-2.7027,975450.81,1236655.982,12.95
 814 | 12.52,12.58,12.05,12.16,-0.44,-3.4921,1557151.61,1904905.488,12.6
 815 | 12.34,12.75,12.1,12.68,0.52,4.2763,1192399.08,1489975.624,12.16
 816 | 12.33,12.54,12.23,12.3,-0.38,-2.9968,741917.79,916213.719,12.68
 817 | 12.2,12.75,12.16,12.49,0.19,1.5447,1182598.19,1477008.362,12.3
 818 | 12.58,13.11,12.57,12.92,0.43,3.4428,1103988.51,1417050.112,12.49
 819 | 12.93,12.99,12.78,12.85,-0.07,-0.5418,634901.43,816740.932,12.92
 820 | 12.92,12.93,12.36,12.44,-0.41,-3.1907,965000.85,1208569.909,12.85
 821 | 12.35,12.54,12.25,12.38,-0.06,-0.4823,786435.18,971222.474,12.44
 822 | 12.4,12.73,12.36,12.56,0.18,1.454,731210.51,919191.24,12.38
 823 | 12.57,12.57,12.32,12.4,-0.16,-1.2739,506230.72,628437.47,12.56
 824 | 12.24,12.42,12.14,12.29,-0.11,-0.8871,666855.43,817850.53,12.4
 825 | 12.35,12.45,12.31,12.35,0.06,0.4882,495526.2,613106.248,12.29
 826 | 12.21,12.42,11.93,12.37,0.02,0.1619,1048425.98,1275632.724,12.35
 827 | 12.31,12.55,12.26,12.49,0.12,0.9701,880703.12,1094063.186,12.37
 828 | 12.36,12.59,12.26,12.4,-0.09,-0.7206,666411.5,827828.661,12.49
 829 | 12.32,12.38,12.11,12.22,-0.18,-1.4516,646284.65,787801.007,12.4
 830 | 12.16,12.4,12.11,12.18,-0.04,-0.3273,686794.39,839375.709,12.22
 831 | 12.22,12.33,11.82,11.9,-0.28,-2.2989,1512719.05,1816591.876,12.18
 832 | 11.89,11.94,11.6,11.85,-0.05,-0.4202,974655.34,1147709.578,11.9
 833 | 11.97,12.14,11.92,11.97,0.12,1.0127,748892.31,899331.716,11.85
 834 | 11.97,12.07,11.89,11.92,-0.05,-0.4177,433665.26,519425.127,11.97
 835 | 12.01,12.47,11.98,12.34,0.42,3.5235,1144668.82,1404223.62,11.92
 836 | 12.34,12.72,12.3,12.65,0.31,2.5122,1251087.51,1574105.212,12.34
 837 | 12.63,12.66,12.44,12.57,-0.08,-0.6324,657310.18,825178.004,12.65
 838 | 12.54,12.68,12.43,12.59,0.02,0.1591,530000.26,666277.695,12.57
 839 | 12.59,12.69,12.45,12.49,-0.1,-0.7943,483191.73,606815.214,12.59
 840 | 12.48,12.79,12.48,12.67,0.18,1.4412,619815.88,786223.58,12.49
 841 | 12.67,12.85,12.59,12.8,0.13,1.026,483555.12,616237.571,12.67
 842 | 13.29,13.39,13.01,13.07,0.27,2.1094,1143226.39,1504997.837,12.8
 843 | 13.17,13.95,13.12,13.8,0.73,5.5853,1529191.47,2083209.238,13.07
 844 | 13.76,13.87,13.58,13.64,-0.16,-1.1594,1011129.15,1384099.587,13.8
 845 | 13.69,13.83,13.61,13.69,0.05,0.3666,659572.85,904433.349,13.64
 846 | 13.72,13.72,13.07,13.43,-0.26,-1.8992,1469227.07,1954855.785,13.69
 847 | 13.27,13.5,13.19,13.37,0.08,0.602,546504.76,731207.282,13.29
 848 | 13.5,13.85,13.45,13.71,0.34,2.543,925074.94,1270042.461,13.37
 849 | 13.73,13.79,13.58,13.78,0.07,0.5106,498093.69,682679.97,13.71
 850 | 14.01,14.18,13.87,13.93,0.15,1.0885,960636,1347792.874,13.78
 851 | 13.88,14.24,13.86,14.18,0.25,1.7947,1052744.86,1481211.353,13.93
 852 | 14.18,14.21,13.87,14.01,-0.17,-1.1989,769078.49,1076744.4,14.18
 853 | 14.01,14.28,13.88,13.99,-0.02,-0.1428,621292.52,873624.287,14.01
 854 | 13.95,13.98,13.69,13.92,-0.07,-0.5004,749196.09,1037357.175,13.99
 855 | 13.82,13.88,13.45,13.59,-0.33,-2.3707,778413.9,1061095.712,13.92
 856 | 13.63,13.71,13.44,13.59,0,0,494296.11,670391.72,13.59
 857 | 13.61,13.7,13.49,13.56,-0.03,-0.2208,358220.79,487071.876,13.59
 858 | 13.68,13.78,13.53,13.54,-0.02,-0.1475,484183.14,660588.299,13.56
 859 | 13.6,14.23,13.58,14.12,0.58,4.2836,1465366.52,2055749.881,13.54
 860 | 14.03,14.12,13.84,14,-0.12,-0.8499,841282.76,1175798.104,14.12
 861 | 13.97,13.99,13.71,13.75,-0.25,-1.7857,722780.79,998151.578,14
 862 | 13.7,13.81,13.61,13.69,-0.06,-0.4364,410020.63,561944.451,13.75
 863 | 13.65,13.81,13.56,13.67,-0.02,-0.1461,422826.22,578067.487,13.69
 864 | 13.74,14.08,13.68,13.99,0.32,2.3409,866390.7,1207316.526,13.67
 865 | 13.96,14.02,13.76,13.85,-0.14,-1.0007,582283.3,807249.426,13.99
 866 | 13.86,13.87,13.65,13.76,-0.09,-0.6498,504004.23,692328.447,13.85
 867 | 13.87,14.01,13.79,13.88,0.12,0.8721,570276.22,793387.782,13.76
 868 | 13.92,14.27,13.85,14.2,0.32,2.3055,1087826.41,1534889.645,13.88
 869 | 14.18,14.25,14.08,14.23,0.03,0.2113,635305.71,901074.107,14.2
 870 | 14.25,14.45,14.18,14.29,0.06,0.4216,715576.19,1023261.763,14.23
 871 | 14.31,14.55,14.29,14.37,0.08,0.5598,796634.32,1148582.412,14.29
 872 | 14.3,14.32,14.08,14.13,-0.24,-1.6701,634723.48,899227.865,14.37
 873 | 14.06,14.19,13.94,14.1,-0.03,-0.2123,527981.28,742308.285,14.13
 874 | 13.77,13.88,13.66,13.74,-0.36,-2.5532,969926.46,1333400.773,14.1
 875 | 13.6,13.64,13.27,13.35,-0.39,-2.8384,893082.42,1201885.399,13.74
 876 | 13.1,13.46,13.03,13.37,0.02,0.1498,882499.13,1166971.469,13.35
 877 | 13.49,13.64,13.37,13.54,0.17,1.2715,793038.99,1070736.943,13.37
 878 | 13.9,14.5,13.85,14.38,0.84,6.2038,2330715.04,3313302.1,13.54
 879 | 14.55,14.85,14.43,14.52,0.14,0.9736,2060575.13,3021884.306,14.38
 880 | 14.61,15.12,14.6,15.12,0.6,4.1322,2733425.47,4084497.902,14.52
 881 | 15,15.08,14.74,14.89,-0.23,-1.5212,1293736.44,1925835.288,15.12
 882 | 15.14,15.22,14.8,14.97,0.08,0.5373,1360546.54,2038261.151,14.89
 883 | 14.64,14.96,14.6,14.94,-0.03,-0.2004,897376.26,1333117.725,14.97
 884 | 15.09,15.14,14.78,14.9,-0.04,-0.2677,986902.93,1474900.257,14.94
 885 | 14.91,14.94,14.52,14.92,0.02,0.1342,2292956.13,3368207.935,14.9
 886 | 14.92,15.2,14.77,14.99,0.07,0.4692,1921041.5,2872304.2,14.92
 887 | 14.87,14.89,14.38,14.45,-0.54,-3.6024,1990131.95,2902251.1,14.99
 888 | 14.4,14.45,14.2,14.31,-0.14,-0.9689,1353071.58,1935208.499,14.45
 889 | 14.37,14.74,14.35,14.65,0.34,2.376,1636867.68,2388239.081,14.31
 890 | 14.42,14.5,14.15,14.25,-0.4,-2.7304,1415122.54,2018498.039,14.65
 891 | 14.36,14.48,14.24,14.31,0.06,0.4211,1356713.37,1948127.123,14.25
 892 | 14.26,14.28,14.05,14.27,-0.04,-0.2795,829657.68,1176329.095,14.31
 893 | 14.22,14.24,14.08,14.13,-0.14,-0.9811,609034.34,861177.482,14.27
 894 | 14.29,14.39,14.1,14.16,0.03,0.2123,798500.57,1136119.659,14.13
 895 | 14.15,14.5,14.11,14.45,0.29,2.048,1360201.3,1955673.136,14.16
 896 | 14.48,14.51,14.25,14.3,-0.15,-1.0381,858653.65,1230606.485,14.45
 897 | 14.32,14.5,14.31,14.44,0.14,0.979,973964.87,1404037.295,14.3
 898 | 14.56,14.85,14.55,14.58,0.14,0.9695,1768051.43,2599478.258,14.44
 899 | 14.71,14.81,14.62,14.81,0.23,1.5775,986432.8,1451264.912,14.58
 900 | 14.98,15,14.6,14.69,-0.12,-0.8103,1299839.14,1918042.303,14.81
 901 | 14.6,14.64,14.41,14.55,-0.14,-0.953,796870.64,1155180.739,14.69
 902 | 14.6,14.71,14.46,14.56,0.01,0.0687,818614.21,1192674.258,14.55
 903 | 14.66,14.78,14.53,14.68,0.12,0.8242,1150687.64,1682911.849,14.56
 904 | 14.7,14.72,14.4,14.45,-0.23,-1.5668,929894.14,1349401.481,14.68
 905 | 14.36,14.45,14.18,14.24,-0.21,-1.4533,882655.75,1261416.554,14.45
 906 | 14.24,14.48,14.24,14.41,0.17,1.1938,820436.33,1179079.988,14.24
 907 | 14.48,14.89,14.48,14.84,0.43,2.984,1884020.83,2777383.508,14.41
 908 | 14.95,15.4,14.93,15.34,0.5,3.3693,2644285.14,4020646.521,14.84
 909 | 15.34,15.47,15.18,15.38,0.04,0.2608,1403282,2148740.448,15.34
 910 | 15.47,15.54,15.18,15.18,-0.2,-1.3004,1129103.24,1726238.272,15.38
 911 | 15.2,15.85,15.19,15.75,0.57,3.7549,1938892.72,3024598.93,15.18
 912 | 15.86,16.04,15.66,15.71,-0.04,-0.254,1686592.58,2673096.951,15.75
 913 | 15.85,16,15.7,15.9,0.19,1.2094,1007706.27,1598567.052,15.71
 914 | 15.75,15.89,15.57,15.59,-0.31,-1.9497,1046363.17,1645828.526,15.9
 915 | 15.6,16.23,15.6,16.2,0.61,3.9128,1386676.36,2225024.598,15.59
 916 | 16.1,16.52,16.02,16.25,0.05,0.3086,1316693.41,2145061.763,16.2
 917 | 16.27,16.27,15.99,16.24,-0.01,-0.0615,879746.62,1418751.875,16.25
 918 | 16.2,16.95,16.2,16.81,0.57,3.5099,1405422.82,2335030.599,16.24
 919 | 16.97,17.6,16.92,17.22,0.41,2.439,1557637.45,2688929.547,16.81
 920 | 17.25,17.35,16.82,17.18,-0.04,-0.2323,881955.42,1503633.369,17.22
 921 | 17.26,17.44,16.63,16.79,-0.39,-2.2701,1267671.21,2146150.627,17.18
 922 | 16.9,17,16.55,16.7,-0.09,-0.536,1126182.22,1887045.621,16.79
 923 | 16.8,17.04,16.43,16.51,-0.19,-1.1377,1196799.14,1999012.671,16.7
 924 | 16.43,16.97,16.43,16.89,0.38,2.3016,945952.25,1589276.085,16.51
 925 | 16.91,16.93,16.03,16.42,-0.47,-2.7827,1883531.43,3072547.165,16.89
 926 | 16.32,16.67,16.23,16.45,0.03,0.1827,967534.59,1590781.971,16.42
 927 | 16.5,17,16.44,16.87,0.42,2.5532,1109214.77,1861032.918,16.45
 928 | 16.78,16.96,16.58,16.88,0.01,0.0593,691435.76,1161100.08,16.87
 929 | 16.98,17.04,16.48,16.66,-0.22,-1.3033,1070131.13,1780873.358,16.88
 930 | 16.69,16.93,16.56,16.91,0.25,1.5006,788864.73,1322036.352,16.66
 931 | 16.8,16.96,16.42,16.43,-0.48,-2.8386,854317.17,1420644.944,16.91
 932 | 16.42,16.47,16.24,16.26,-0.17,-1.0347,862569.3,1407006.434,16.43
 933 | 16.35,17,16.28,16.86,0.6,3.69,1254655.44,2096068.96,16.26
 934 | 16.98,17.25,16.77,16.92,0.06,0.3559,889824.25,1507910.818,16.86
 935 | 16.8,17.44,16.79,17.15,0.23,1.3593,1172485.89,2010924.199,16.92
 936 | 17.06,17.26,16.88,16.96,-0.19,-1.1079,863325.36,1470233.502,17.15
 937 | 16.93,17.07,16.75,16.89,-0.07,-0.4127,711896.99,1200671.649,16.96
 938 | 16.98,17.02,16.64,16.65,-0.24,-1.421,849139.24,1421088.326,16.89
 939 | 16.5,16.53,16.2,16.28,-0.37,-2.2222,953515.63,1556517.253,16.65
 940 | 16.29,16.37,16.16,16.33,0.05,0.3071,516266.4,840769.286,16.28
 941 | 16.29,16.46,16.06,16.33,0,0,655120.65,1067975.601,16.33
 942 | 16.43,16.48,16.25,16.32,-0.01,-0.0612,468899.55,767006.342,16.33
 943 | 16.39,16.55,16.24,16.34,0.02,0.1225,569227.98,933539.572,16.32
 944 | 16.35,16.55,16.23,16.45,0.11,0.6732,557918.41,915983.935,16.34
 945 | 16.45,16.48,16.31,16.41,-0.04,-0.2432,562120.4,920998.203,16.45
 946 | 16.3,16.3,15.77,15.85,-0.56,-3.4126,1724383.53,2747598.383,16.41
 947 | 15.75,15.87,15.63,15.86,0.01,0.0631,772563.24,1218516.399,15.85
 948 | 15.89,15.92,15.55,15.59,-0.27,-1.7024,773473.54,1216064.537,15.86
 949 | 15.64,15.84,15.54,15.8,0.21,1.347,783257.94,1233388.886,15.59
 950 | 15.89,15.89,15.49,15.62,-0.18,-1.1392,815297.53,1271594.662,15.8
 951 | 15.64,15.64,15.39,15.47,-0.15,-0.9603,476169.98,736584.294,15.62
 952 | 15.47,15.54,15.44,15.49,0.02,0.1293,378016.51,585252.046,15.47
 953 | 15.54,15.55,15.18,15.29,-0.2,-1.2912,653866.91,1001451.096,15.49
 954 | 15.35,15.43,15.23,15.36,0.07,0.4578,553877.38,849784.129,15.29
 955 | 15.3,15.46,15.21,15.45,0.09,0.5859,455418.05,700293.548,15.36
 956 | 15.34,15.41,15.21,15.31,-0.14,-0.9061,524545.27,802110.334,15.45
 957 | 15.35,15.48,15.3,15.43,0.12,0.7838,557084.46,857682.575,15.31
 958 | 15.47,15.72,15.46,15.6,0.17,1.1017,712615.24,1109423.061,15.43
 959 | 15.62,15.62,15.35,15.41,-0.19,-1.2179,605992.89,935135.952,15.6
 960 | 15.36,15.38,15.25,15.33,-0.08,-0.5191,556383.88,851377.532,15.41
 961 | 15.38,15.68,15.3,15.66,0.33,2.1526,871505.19,1351786.53,15.33
 962 | 15.66,15.67,15.53,15.6,-0.06,-0.3831,478998.82,747519.511,15.66
 963 | 15.85,16.12,15.77,16.12,0.52,3.3333,1053103.81,1680707.282,15.6
 964 | 16.12,16.14,15.87,16.13,0.01,0.062,787952.34,1262802.471,16.12
 965 | 16,16.63,15.98,16.5,0.37,2.2939,1203104.9,1969891.323,16.13
 966 | 16.43,16.66,16.41,16.46,-0.04,-0.2424,797091.33,1317608.543,16.5
 967 | 16.55,16.74,16.44,16.55,0.09,0.5468,675536.76,1119925.969,16.46
 968 | 16.55,16.68,16.44,16.59,0.04,0.2417,644478.38,1067869.779,16.55
 969 | 16.68,16.68,16.17,16.24,-0.35,-2.1097,715792.72,1173372.08,16.59
 970 | 16.23,16.5,16.23,16.4,0.16,0.9852,459128.42,752351.618,16.24
 971 | 16.45,16.56,16.24,16.3,-0.1,-0.6098,414917.98,679664.596,16.4
 972 | 16.34,16.48,16.32,16.47,0.17,1.0429,372033.86,610381.757,16.3
 973 | 16.53,16.93,16.43,16.63,0.16,0.9715,1042574.72,1741473.179,16.47
 974 | 16.46,16.63,16.1,16.57,-0.06,-0.3608,976970.31,1603152.786,16.63
 975 | 16.57,16.63,16.31,16.45,-0.12,-0.7242,704442.25,1154704.348,16.57
 976 | 16.65,16.95,16.55,16.87,0.42,2.5532,1530231.87,2571196.482,16.45
 977 | 16.94,17.31,16.92,17.18,0.31,1.8376,1116194.81,1914495.474,16.87
 978 | 17.01,17.34,16.91,17.07,-0.11,-0.6403,862083.5,1477930.193,17.18
 979 | 17.13,17.28,16.95,17.15,0.08,0.4687,728607.56,1247047.135,17.07
 980 | 17,17.05,16.63,16.66,-0.49,-2.8571,847824.12,1423608.811,17.15
 981 | 16.81,16.93,16.53,16.79,0.13,0.7803,1031636.65,1725326.806,16.66
 982 | 16.79,16.81,16.52,16.69,-0.1,-0.5956,585548.45,975154.818,16.79
 983 | 16.75,17.03,16.61,16.99,0.3,1.7975,872133.36,1468271.683,16.69
 984 | 16.99,17.27,16.76,16.76,-0.23,-1.3537,1304493.66,2217608.852,16.99
 985 | 16.79,16.86,16.45,16.52,-0.24,-1.432,859439.12,1424889.228,16.76
 986 | 16.52,16.57,16.2,16.33,-0.19,-1.1501,1028104.67,1678888.507,16.52
 987 | 16.38,16.55,16.35,16.39,0.06,0.3674,605436.69,995909.007,16.33
 988 | 16.43,16.61,16.35,16.45,0.06,0.3661,746074.75,1226464.649,16.39
 989 | 16.34,16.34,15.93,16,-0.45,-2.7356,896603.1,1442171.431,16.45
 990 | 15.92,16.16,15.71,16.09,0.09,0.5625,719464.91,1150933.398,16
 991 | 15.92,15.92,15.39,15.54,-0.55,-3.4183,1100592.07,1723394.336,16.09
 992 | 13.99,14.7,13.99,13.99,-1.55,-9.9743,2259194.83,3201454.164,15.54
 993 | 14.05,14.66,14.02,14.6,0.61,4.3603,1706172.07,2442932.842,13.99
 994 | 14.59,14.89,14.32,14.63,0.03,0.2055,1491380.21,2177632.043,14.6
 995 | 14.81,14.87,14.51,14.77,0.14,0.9569,1185815.72,1740107.625,14.63
 996 | 14.6,14.69,14.41,14.62,-0.15,-1.0156,924852.96,1345053.255,14.77
 997 | 14.51,14.53,14.3,14.5,-0.12,-0.8208,1339495.24,1931983.482,14.62
 998 | 14.6,14.94,14.56,14.79,0.29,2,1407507.44,2077194.138,14.5
 999 | 14.79,14.82,14.6,14.77,-0.02,-0.1352,1070503.21,1573229.042,14.79
1000 | 14.71,14.88,14.61,14.65,-0.12,-0.8125,1013205.28,1491327.713,14.77
1001 | 14.75,15.14,14.7,15.03,0.38,2.5939,1512434.73,2253906.452,14.65
1002 | 15.04,15.37,14.93,15.37,0.34,2.2621,1543696.01,2337993.586,15.03
1003 | 15.33,15.33,15.01,15.2,-0.17,-1.1061,973612.35,1478274.222,15.37
1004 | 15.1,15.37,15.08,15.24,0.04,0.2632,874106.93,1333730.218,15.2
1005 | 15.27,15.62,15.1,15.59,0.35,2.2966,1235444.34,1897923.029,15.24
1006 | 15.49,15.72,15.45,15.58,-0.01,-0.0641,995071.02,1546692.93,15.59
1007 | 15.46,15.46,15.15,15.23,-0.35,-2.2465,1191794.5,1820183.854,15.58
1008 | 15,15.13,14.78,15.04,-0.19,-1.2475,1144575.02,1710369.786,15.23
1009 | 14.77,15.27,14.7,14.99,-0.05,-0.3324,1176599.15,1769612.245,15.04
1010 | 14.96,15.15,14.89,15.11,0.12,0.8005,975270.9,1464605.739,14.99
1011 | 14.85,15.04,14.46,14.5,-0.61,-4.0371,1300644.45,1906892.413,15.11
1012 | 14.55,14.95,14.46,14.79,0.29,2,1116580.66,1647432.269,14.5
1013 | 14.96,14.99,14.63,14.72,-0.07,-0.4733,1153584.32,1705816.271,14.79
1014 | 14.68,14.78,14.51,14.69,-0.03,-0.2038,862595.23,1261123.063,14.72
1015 | 14.8,15.64,14.73,15.39,0.7,4.7651,2686602.34,4089493.523,14.69
1016 | 15.18,15.27,15.02,15.03,-0.36,-2.3392,1228531.03,1858691.259,15.39
1017 | 14.71,14.73,14.42,14.45,-0.58,-3.8589,1665793.54,2420392.13,15.03
1018 | 14.38,14.85,14.38,14.76,0.31,2.1453,1167864.97,1709084.565,14.45
1019 | 14.77,14.88,14.62,14.69,-0.07,-0.4743,814381.64,1201250.682,14.76
1020 | 14.65,14.84,14.53,14.68,-0.01,-0.0681,986497.11,1447436.641,14.69
1021 | 13.9,14.58,13.9,14.52,-0.16,-1.0899,1169765.8,1669009.835,14.68
1022 | 14.45,14.46,13.75,13.75,-0.77,-5.303,1406202.18,1975824.191,14.52
1023 | 13.75,13.97,13.13,13.41,-0.34,-2.4727,1177849.06,1582506.075,13.75
1024 | 13.41,13.55,12.65,12.71,-0.7,-5.22,1384784.37,1816836.893,13.41
1025 | 12.68,12.74,11.91,12.23,-0.48,-3.7766,1891457.13,2313863.663,12.71
1026 | 12.4,12.68,12.26,12.52,0.29,2.3712,1578352.96,1967487.818,12.23
1027 | 12,12.35,11.93,12.15,-0.37,-2.9553,1071113.64,1300469.494,12.52
1028 | 12.4,12.68,12.27,12.61,0.46,3.786,1180200.26,1472909.399,12.15
1029 | 12.88,13.07,12.7,12.87,0.26,2.0619,1136957.74,1467534.956,12.61
1030 | 12.78,13.34,12.72,13.06,0.19,1.4763,1075192.43,1408651.057,12.87
1031 | 13.25,13.38,13.08,13.15,0.09,0.6891,653018.88,861618.663,13.06
1032 | 12.85,13.04,12.76,12.94,-0.21,-1.597,661738.79,852956.24,13.15
1033 | 13.05,13.09,12.78,12.8,-0.14,-1.0819,513370.3,662915.471,12.94
1034 | 12.86,13.13,12.82,12.89,0.09,0.7031,520836.04,676070.117,12.8
1035 | 12.75,12.97,12.66,12.97,0.08,0.6206,518365.04,663197.628,12.89
1036 | 12.82,12.89,12.55,12.61,-0.36,-2.7756,825348.14,1047282.4,12.97
1037 | 12.89,12.94,12.81,12.88,0.27,2.1412,870313.71,1121200.115,12.61
1038 | 12.88,12.92,12.72,12.78,-0.1,-0.7764,528716.14,676604.872,12.88
1039 | 12.88,12.89,12.72,12.74,-0.04,-0.313,408553.77,522027.888,12.78
1040 | 12.76,12.98,12.65,12.79,0.05,0.3925,666674.95,853689.95,12.74
1041 | 12.67,12.71,12.47,12.59,-0.2,-1.5637,446214.4,562008.05,12.79
1042 | 12.65,12.86,12.57,12.86,0.27,2.1446,686086.87,874856.562,12.59
1043 | 12.86,12.93,12.78,12.87,0.01,0.0778,656396.4,843649.273,12.86
1044 | 12.79,12.79,12.54,12.68,-0.19,-1.4763,789154.98,997623.816,12.87
1045 | 12.77,13.04,12.65,12.89,0.21,1.6562,1331164.77,1713215.766,12.68
1046 | 12.86,13.05,12.77,12.99,0.1,0.7758,818455.83,1058524.019,12.89
1047 | 13.3,13.7,13.3,13.45,0.46,3.5412,2122448.34,2861879.086,12.99
1048 | 13.37,13.42,13.16,13.23,-0.22,-1.6357,1032802.74,1368222.854,13.45
1049 | 13.23,13.31,13.11,13.23,0,0,646989.63,855052.11,13.23
1050 | 13.17,13.28,13.11,13.24,0.01,0.0756,566001.61,747473.77,13.23
1051 | 13.3,13.64,13.25,13.5,0.26,1.9637,936829.9,1263809.737,13.24
1052 | 13.45,13.56,13.27,13.52,0.02,0.1481,771564.17,1038718.08,13.5
1053 | 13.48,14.1,13.45,14.02,0.5,3.6982,1108722.39,1541638.203,13.52
1054 | 14.02,14.32,13.88,13.93,-0.09,-0.6419,819540.43,1155968.238,14.02
1055 | 13.76,13.89,13.61,13.77,-0.16,-1.1486,1008998.02,1382727.481,13.93
1056 | 13.76,13.76,13.6,13.69,-0.08,-0.581,662749.23,904349.531,13.77
1057 | 13.76,14.02,13.68,13.95,0.26,1.8992,934781.7,1297924.588,13.69
1058 | 13.92,14.13,13.9,14,0.05,0.3584,612862.29,859156.594,13.95
1059 | 13.95,14.05,13.72,13.79,-0.21,-1.5,558511.14,772109.502,14
1060 | 13.75,13.78,13.53,13.63,-0.16,-1.1603,640358.79,871062.043,13.79
1061 | 13.55,13.59,13.22,13.3,-0.33,-2.4211,944672.09,1259440.848,13.63
1062 | 13.39,13.43,13.14,13.23,-0.07,-0.5263,756794.47,1004313.267,13.3
1063 | 13.2,13.34,13.12,13.2,-0.03,-0.2268,637208.57,843479.669,13.23
1064 | 13.41,13.45,13.27,13.36,0.16,1.2121,600368.64,801755.671,13.2
1065 | 13.38,13.62,13.27,13.51,0.15,1.1228,690851.07,929928.885,13.36
1066 | 13.52,13.57,13.36,13.4,-0.11,-0.8142,552312,742797.057,13.51
1067 | 13.33,13.34,12.92,12.92,-0.48,-3.5821,856237.33,1119433.491,13.4
1068 | 12.97,12.98,12.76,12.96,0.04,0.3096,410170.78,528769.352,12.92
1069 | 13.02,13.07,12.94,13.04,0.08,0.6173,396212.4,515451.849,12.96
1070 | 13.05,13.19,12.96,13,-0.04,-0.3067,482962.94,630305.864,13.04
1071 | 12.87,13.18,12.81,13.07,0.29,2.2692,960760.31,1255226.999,12.78
1072 | 13.01,13.04,12.92,13,-0.07,-0.5356,457808.22,594502.123,13.07
1073 | 13.1,13.39,13.08,13.32,0.32,2.4615,882960.55,1173619.006,13
1074 | 13.29,13.63,13.28,13.55,0.23,1.7267,883458.88,1194375.822,13.32
1075 | 13.64,13.88,13.5,13.54,-0.01,-0.0738,956803.08,1308782.294,13.55
1076 | 13.53,13.64,13.41,13.57,0.03,0.2216,583066.33,788707.63,13.54
1077 | 13.6,13.62,13.43,13.59,0.02,0.1474,383026.9,517232.135,13.57
1078 | 13.68,13.85,13.58,13.62,0.03,0.2208,585971.9,802115.792,13.59
1079 | 13.64,13.73,13.53,13.67,0.05,0.3671,474300.07,646895.834,13.62
1080 | 13.71,13.71,13.4,13.49,-0.18,-1.3168,580476.2,781995.749,13.67
1081 | 13.38,13.39,13,13.08,-0.41,-3.0393,1349039.82,1774199.978,13.49
1082 | 12.9,13.02,12.87,12.99,-0.09,-0.6881,1030550.57,1331618.728,13.08
1083 | 12.85,12.97,12.8,12.82,-0.17,-1.3087,660313.07,850767.506,12.99
1084 | 12.9,12.99,12.86,12.89,0.07,0.546,718059.1,927043.687,12.82
1085 | 12.89,12.92,12.76,12.85,-0.04,-0.3103,716468.24,918251.153,12.89
1086 | 12.76,12.8,12.59,12.76,-0.09,-0.7004,1119647.8,1419972.017,12.85
1087 | 12.73,12.84,12.61,12.8,0.04,0.3135,1539521.78,1954584.919,12.76
1088 | 12.74,12.76,12.62,12.64,-0.16,-1.25,1319079.79,1671023.278,12.8
1089 | 12.65,12.69,12.52,12.6,-0.04,-0.3165,990806.73,1248046.646,12.64
1090 | 12.64,12.88,12.6,12.8,0.2,1.5873,1523220.48,1946329.095,12.6
1091 | 12.92,12.97,12.71,12.8,0,0,1038480.06,1330678.288,12.8
1092 | 12.83,12.88,12.72,12.8,0,0,937940.22,1199181.601,12.8
1093 | 12.79,13.15,12.74,13.12,0.32,2.5,1697390.01,2202800.843,12.8
1094 | 13.08,13.49,12.97,13.43,0.31,2.3628,2590501.19,3433511.084,13.12
1095 | 13.57,14.32,13.56,14.25,0.82,6.1057,3768333.63,5280918.011,13.43
1096 | 14.6,15.68,14.59,15.68,1.43,10.0351,4711460.78,7168653.356,14.25
1097 | 16.3,16.63,15.03,15.48,-0.2,-1.2755,3964427.47,6267919.683,15.68
1098 | 15.23,16,15.23,15.76,0.28,1.8088,2631339.16,4095447.757,15.48
1099 | 15.66,15.66,15.31,15.53,-0.23,-1.4594,2243994.4,3469517.329,15.76
1100 | 15.35,15.48,14.76,14.86,-0.67,-4.3142,2158773.26,3254272.377,15.53
1101 | 14.7,15.08,14.5,14.89,0.03,0.2019,1937160.12,2871414.844,14.86
1102 | 14.9,15.19,14.55,14.68,-0.21,-1.4103,1953566.27,2891773.817,14.89
1103 | 14.78,14.86,14.23,14.27,-0.41,-2.7929,2042562.83,2947173.149,14.68
1104 | 14.3,14.55,14.12,14.15,-0.12,-0.8409,1930891.29,2771496.391,14.27
1105 | 14.17,14.28,13.95,14.14,-0.01,-0.0707,1291346.77,1821043.927,14.15
1106 | 14.23,14.77,14.1,14.73,0.59,4.1726,1979632,2872758.056,14.14
1107 | 14.68,14.68,14.4,14.49,-0.24,-1.6293,1252865.69,1815570.3,14.73
1108 | 14.49,14.65,14.27,14.41,-0.08,-0.5521,1312951.59,1895447.229,14.49
1109 | 14.24,14.29,13.81,14.01,-0.4,-2.7759,2027525.87,2838535.21,14.41
1110 | 13.97,13.99,13.42,13.5,-0.51,-3.6403,1830881.83,2504647.111,14.01
1111 | 13.67,13.68,13.1,13.24,-0.26,-1.9259,1880653.35,2497551.472,13.5
1112 | 13.34,13.43,13.18,13.34,0.1,0.7553,1217005.99,1618089.558,13.24
1113 | 13.35,13.63,13.21,13.54,0.2,1.4993,1519580.25,2043847.472,13.34
1114 | 13.5,13.51,13.37,13.37,-0.17,-1.2555,964067.63,1294444.933,13.54
1115 | 13.28,13.53,13.25,13.34,-0.03,-0.2244,1165821.91,1559068.291,13.37
1116 | 13.47,13.62,13.43,13.59,0.25,1.8741,1445096.16,1954607.257,13.34
1117 | 13.66,14.15,13.48,14.04,0.45,3.3113,2445663.25,3388510.059,13.59
1118 | 13.82,13.85,13.62,13.76,-0.28,-1.9943,1440203.13,1980352.978,14.04
1119 | 13.82,13.96,13.65,13.9,0.14,1.0174,1352510.68,1868047.342,13.76
1120 | 13.8,13.9,13.62,13.7,-0.2,-1.4388,988678.37,1356305.781,13.9
1121 | 13.67,14.02,13.62,13.95,0.25,1.8248,1587710.35,2208568.316,13.7
1122 | 13.97,14.66,13.97,14.13,0.18,1.2903,2603307.89,3748036.828,13.95
1123 | 14.21,14.5,14.15,14.38,0.25,1.7693,1596811.7,2287731.088,14.13
1124 | 14.4,14.46,14.14,14.18,-0.2,-1.3908,837261.75,1190139.725,14.38
1125 | 14.1,14.51,14.06,14.47,0.29,2.0451,1103215.82,1578543.607,14.18
1126 | 14.6,15.35,14.55,15.19,0.72,4.9758,3268027.8,4923669.137,14.47
1127 | 15.2,15.3,14.91,15.15,-0.04,-0.2633,1350261.07,2033477.707,15.19
1128 | 15.11,15.35,14.96,15.1,-0.05,-0.33,1420928.11,2154215.097,15.15
1129 | 15.01,15.14,14.53,14.59,-0.51,-3.3775,1333801.62,1962605.013,15.1
1130 | 14.71,14.71,14.32,14.45,-0.14,-0.9596,1234517.33,1787278.581,14.59
1131 | 14.5,14.71,14.41,14.46,0.01,0.0692,919448.86,1338031.969,14.45
1132 | 14.56,14.69,14.46,14.6,0.14,0.9682,748320.22,1090756.854,14.46
1133 | 14.6,14.61,14.28,14.37,-0.23,-1.5753,734117.72,1057274.169,14.6
1134 | 14.4,14.46,14.11,14.46,0.09,0.6263,626666.77,895618.648,14.37
1135 | 14.26,15.18,14.26,15.13,0.67,4.6335,2410400.02,3599035.694,14.46
1136 | 15.3,15.68,14.99,15.08,-0.05,-0.3305,1797129.54,2760350.322,15.13
1137 | 14.96,15.23,14.88,15.14,0.06,0.3979,813642.58,1228342.741,15.08
1138 | 15.01,15.53,15.01,15.32,0.18,1.1889,1679382.97,2575966.637,15.14
1139 | 15.32,15.33,14.84,14.9,-0.42,-2.7415,1279841.59,1919266.726,15.32
1140 | 14.73,15.06,14.6,14.96,0.06,0.4027,909889.99,1353550.808,14.9
1141 | 14.88,15.24,14.83,14.94,-0.02,-0.1337,1031376.81,1551971.38,14.96
1142 | 15,15.43,15,15.43,0.49,3.2798,1407601.66,2154220.778,14.94
1143 | 15.26,15.56,15.13,15.21,-0.22,-1.4258,1013572.47,1554005.575,15.43
1144 | 15.32,15.48,15.2,15.34,0.13,0.8547,957092.39,1469402.768,15.21
1145 | 15.18,15.3,14.82,15.01,-0.33,-2.1512,954236.25,1431844.02,15.34
1146 | 15.01,15.3,14.92,15.3,0.29,1.932,680251.05,1027508.108,15.01
1147 | 15.2,15.48,15.15,15.35,0.05,0.3268,657132.67,1007999.044,15.3
1148 | 15.32,15.54,15.21,15.44,0.09,0.5863,722414.75,1114667.832,15.35
1149 | 15.54,15.72,15.4,15.57,0.13,0.842,988215.63,1543414.501,15.44
1150 | 15.62,16.09,15.52,16.07,0.5,3.2113,1373193.3,2186759.087,15.57
1151 | 16,16.05,15.71,15.86,-0.21,-1.3068,896161.65,1418370.973,16.07
1152 | 15.67,15.84,15.39,15.57,-0.29,-1.8285,867756.31,1354536.272,15.86
1153 | 15.59,15.83,15.51,15.63,0.06,0.3854,599200.47,939763.265,15.57
1154 | 15.59,15.61,15.12,15.12,-0.51,-3.263,1061011.24,1623376.2,15.63
1155 | 15.2,15.31,15.11,15.19,0.07,0.463,614087,933035.044,15.12
1156 | 15.19,15.37,14.98,15.31,0.12,0.79,612711.11,932800.766,15.19
1157 | 15.39,15.41,14.76,14.8,-0.51,-3.3312,1182374.4,1766848.544,15.31
1158 | 14.8,15.27,14.8,15.17,0.37,2.5,1217064.82,1838547.595,14.8
1159 | 15.3,15.55,15.13,15.18,0.01,0.0659,900425.93,1376995.906,15.17
1160 | 15.22,16.05,15.21,15.9,0.72,4.7431,1591347.15,2509002.885,15.18
1161 | 15.9,16.11,15.77,16.06,0.16,1.0063,908819.48,1453986.337,15.9
1162 | 16.04,16.12,15.8,16.03,-0.03,-0.1868,662562.36,1057937.816,16.06
1163 | 16.2,16.92,16.15,16.56,0.53,3.3063,1600062.32,2654379.585,16.03
1164 | 16.56,17.37,16.54,17.1,0.54,3.2609,2095614.19,3589229.558,16.56
1165 | 17.3,18.1,17.3,17.48,0.38,2.2222,2016105.52,3571336.006,17.1
1166 | 17.48,17.6,17.25,17.54,0.06,0.3432,960071.95,1673173.355,17.48
1167 | 17.64,18,17.33,17.91,0.37,2.1095,1244560.18,2204040.364,17.54
1168 | 17.94,18.5,17.3,17.56,-0.35,-1.9542,1890519.05,3342069.01,17.91
1169 | 17.53,18.78,17.53,18.13,0.57,3.246,1698501.68,3105623.948,17.56
1170 | 18.2,18.29,17.45,17.7,-0.43,-2.3718,1175598.65,2085800.598,18.13
1171 | 18,18,17.5,17.76,0.06,0.339,1034865.04,1839243.224,17.7
1172 | 17.76,17.9,17.29,17.63,-0.13,-0.732,1205823.86,2125604.541,17.76
1173 | 17.54,17.93,17.35,17.77,0.14,0.7941,846603.62,1498040.947,17.63
1174 | 17.74,18.36,17.6,17.75,-0.02,-0.1125,1007803.83,1813064.343,17.77
1175 | 17.65,18.05,17.33,17.63,-0.12,-0.6761,968452.77,1702741.437,17.75
1176 | 17.71,18.34,17.7,17.96,0.33,1.8718,957868.63,1727488.481,17.63
1177 | 18.35,18.48,17.96,18.32,0.36,2.0045,1247636.4,2275824.963,17.96
1178 | 18.37,18.5,17.54,17.7,-0.62,-3.3843,1429469.44,2558562.453,18.32
1179 | 17.71,17.75,17.22,17.64,-0.06,-0.339,848781.53,1486492.208,17.7
1180 | 17.67,18,17.54,17.84,0.2,1.1338,951424.32,1688807.401,17.64
1181 | 18,18.5,17.93,18.11,0.27,1.5135,1021062.81,1854142.808,17.84
1182 | 18.2,18.3,17.6,17.81,-0.3,-1.6565,940130.07,1677811.478,18.11
1183 | 17.81,17.94,17.45,17.66,-0.15,-0.8422,677258.48,1197284.181,17.81
1184 | 17.42,17.47,16.69,17.18,-0.48,-2.718,1289189.23,2191492.021,17.66
1185 | 17.08,17.43,16.9,17.37,0.19,1.1059,759856.93,1308190.459,17.18
1186 | 17.38,17.93,17.25,17.83,0.46,2.6482,852930.51,1509511.577,17.37
1187 | 17.78,18.5,17.75,18.46,0.63,3.5334,1373400.72,2508632.642,17.83
1188 | 18.59,18.98,18.3,18.85,0.39,2.1127,1211740.62,2270476.474,18.46
1189 | 18.83,18.99,18.52,18.86,0.01,0.0531,673919.22,1265262.915,18.85
1190 | 18.85,19.62,18.8,19.62,0.76,4.0297,1165858.26,2252290.578,18.86
1191 | 19.62,19.68,19.17,19.36,-0.26,-1.3252,678543.23,1313496.136,19.62
1192 | 19.48,19.7,19.05,19.06,-0.3,-1.5496,552585.01,1068352.014,19.36
1193 | 19.05,19.61,19.03,19.5,0.44,2.3085,639657.89,1240074.378,19.06
1194 | 20,20,19.38,19.7,0.2,1.0256,753773.74,1479430.635,19.5
1195 | 19.9,20.88,19.59,19.74,0.04,0.203,1581441.28,3213680.47,19.7
1196 | 


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/yfinance-0.1.59.tar.gz:
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https://raw.githubusercontent.com/cmiao7-illinois/stock_prediction-based-on-lstm-and-transformer/3f539c5afc28d05ba0f52620e2a61e3397e49f49/yfinance-0.1.59.tar.gz


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