理想国pandas练习题2

需求

存在stock.csv文件（文末），请完成以下需求

• 题1：读取p_change列并计算前n天的累计和，然后绘制折线图
• 题2：实现股票涨跌幅数据的离散化，并进行one-hot编码
• 题3：使用交叉表计算星期与股票涨跌幅的关系
• 题4：使用透视计算星期与股票涨跌幅的关系

题1

# 题1：读取`p_change`列并计算前n天的累计和，然后绘制折线图
import pandas as pd
import matplotlib.pyplot as plt

df = pd.read_csv('data/stock.csv', usecols=['p_change'])
# print(df.head())
df.cumsum().plot()
plt.show()

题2

import pandas as pd

# 读取数据
df = pd.read_csv('data/stock.csv', usecols=['p_change'])
p_change = df['p_change']
# 自己指定分组区间
bins = [-100, -7, -5, -3, 0, 3, 5, 7, 100]
p_counts = pd.cut(p_change, bins)
# 得出one-hot编码矩阵
dummies = pd.get_dummies(p_counts, prefix="rise")
print(dummies)

题3

import pandas as pd
import numpy as np
import matplotlib.pyplot as plt

# 题3：使用交叉表计算星期与股票涨跌幅的关系
# 读取数据
df = pd.read_csv('data/stock.csv', usecols=['open', 'close', 'p_change'])
# 按照索引日期排序
df = df.sort_index()
# 1、先把对应的日期找到星期几
date = pd.to_datetime(df.index).weekday
df['week'] = date
# 2、假如把p_change按照大小去分个类0为界限
df['posi_neg'] = np.where(df['p_change'] > 0, 1, 0)
# 通过交叉表找寻两列数据的关系
count = pd.crosstab(df['week'], df['posi_neg'])
# 算数运算，先求和
sum = count.sum(axis=1).astype(np.float32)
# 进行相除操作，得出比例
pro = count.div(sum, axis=0)
# 画图查看
pro.plot(kind='bar', stacked=True)
plt.show()

题4

import pandas as pd
import numpy as np
import matplotlib.pyplot as plt

# 题4：使用透视表计算星期与股票涨跌幅的关系
# 读取数据
df = pd.read_csv('data/stock.csv', usecols=['open', 'close', 'p_change'])
# 按照索引日期排序
df = df.sort_index()
# 1、先把对应的日期找到星期几
date = pd.to_datetime(df.index).weekday
df['week'] = date
# 2、假如把p_change按照大小去分个类0为界限
df['posi_neg'] = np.where(df['p_change'] > 0, 1, 0)
# 通过透视表，将整个过程变成更简单一些
count = df.pivot_table(['posi_neg'], index='week')
# 画图查看
count.plot(kind='bar', stacked=True)
plt.show()

stock.csv

open,high,close,low,volume,price_change,p_change,ma5,ma10,ma20,v_ma5,v_ma10,v_ma20,turnover
2018-02-27,23.53,25.88,24.16,23.53,95578.03,0.63,2.68,22.942,22.142,22.875,53782.64,46738.65,55576.11,2.39
2018-02-26,22.8,23.78,23.53,22.8,60985.11,0.69,3.02,22.406,21.955,22.942,40827.52,42736.34,56007.5,1.53
2018-02-23,22.88,23.37,22.82,22.71,52914.01,0.54,2.42,21.938,21.929,23.022,35119.58,41871.97,56372.85,1.32
2018-02-22,22.25,22.76,22.28,22.02,36105.01,0.36,1.64,21.446,21.909,23.137,35397.58,39904.78,60149.6,0.9
2018-02-14,21.49,21.99,21.92,21.48,23331.04,0.44,2.05,21.366,21.923,23.253,33590.21,42935.74,61716.11,0.58
2018-02-13,21.4,21.9,21.48,21.31,30802.45,0.28,1.32,21.342,22.103,23.387,39694.65,45518.14,65161.68,0.77
2018-02-12,20.7,21.4,21.19,20.63,32445.39,0.82,4.03,21.504,22.338,23.533,44645.16,45679.94,68686.33,0.81
2018-02-09,21.2,21.46,20.36,20.19,54304.01,-1.5,-6.86,21.92,22.596,23.645,48624.36,48982.38,70552.47,1.36
2018-02-08,21.79,22.09,21.88,21.75,27068.16,0.09,0.41,22.372,23.009,23.839,44411.98,48612.16,73852.45,0.68
2018-02-07,22.69,23.11,21.8,21.29,53853.25,-0.5,-2.24,22.48,23.258,23.929,52281.28,56315.11,74925.33,1.35
2018-02-06,22.8,23.55,22.29,22.2,55555.0,-0.97,-4.17,22.864,23.607,24.029,51341.63,64413.58,75738.95,1.39
2018-02-05,22.45,23.39,23.27,22.25,52341.39,0.65,2.87,23.172,23.928,24.112,46714.72,69278.66,77070.0,1.31
2018-02-02,22.4,22.7,22.62,21.53,33242.11,0.2,0.89,23.272,24.114,24.184,49340.4,70873.73,79929.71,0.83
2018-02-01,23.71,23.86,22.42,22.22,66414.64,-1.3,-5.48,23.646,24.365,24.279,52812.35,80394.43,88480.92,1.66
2018-01-31,23.85,23.98,23.72,23.31,49155.02,-0.11,-0.46,24.036,24.583,24.411,60348.94,80496.48,91666.75,1.23
2018-01-30,23.71,24.08,23.83,23.7,32420.43,0.05,0.21,24.35,24.671,24.365,77485.53,84805.23,92943.35,0.81
2018-01-29,24.4,24.63,23.77,23.72,65469.81,-0.73,-2.98,24.684,24.728,24.294,91842.6,91692.73,93456.22,1.64
2018-01-26,24.27,24.74,24.49,24.22,50601.83,0.11,0.45,24.956,24.694,24.221,92407.05,92122.56,91980.51,1.27
2018-01-25,24.99,24.99,24.37,24.23,104097.59,-0.93,-3.68,25.084,24.669,24.109,107976.51,99092.73,92262.67,2.61
2018-01-24,25.49,26.28,25.29,25.2,134838.0,-0.2,-0.79,25.13,24.599,23.997,100644.02,93535.55,89522.22,3.37
2018-01-23,25.15,25.53,25.5,24.93,104205.76,0.39,1.55,24.992,24.45,23.844,92124.92,87064.33,85876.8,2.61
2018-01-22,25.14,25.4,25.13,24.75,68292.08,-0.01,-0.04,24.772,24.296,23.644,91542.85,84861.33,84970.0,1.71
2018-01-19,24.6,25.34,25.13,24.42,128449.11,0.53,2.15,24.432,24.254,23.537,91838.07,88985.7,82975.1,3.21
2018-01-18,24.4,24.88,24.6,24.3,67435.14,0.01,0.04,24.254,24.192,23.441,90208.95,96567.41,78252.92,1.69
2018-01-17,24.42,24.92,24.6,23.8,92242.51,0.2,0.82,24.068,24.239,23.378,86427.08,102837.01,77049.61,2.31
2018-01-16,23.4,24.6,24.4,23.3,101295.42,0.96,4.1,23.908,24.058,23.321,82003.73,101081.47,74590.92,2.54
2018-01-15,24.01,24.23,23.43,23.3,69768.17,-0.8,-3.3,23.82,23.86,23.257,78179.81,95219.71,71006.65,1.75
2018-01-12,23.7,25.15,24.24,23.42,120303.53,0.56,2.37,24.076,23.748,23.236,86133.33,91838.46,69690.35,3.01
2018-01-11,23.67,23.85,23.67,23.21,48525.75,-0.12,-0.5,24.13,23.548,23.197,102925.87,85432.61,65928.23,1.21
2018-01-10,24.1,24.6,23.8,23.4,70125.79,-0.14,-0.58,24.41,23.394,23.204,119246.95,85508.89,66934.89,1.76
2018-01-09,24.6,24.78,23.96,23.82,82175.82,-0.76,-3.07,24.208,23.237,23.213,120159.21,84689.28,69688.92,2.06
2018-01-08,24.12,24.95,24.71,24.01,109535.76,0.2,0.82,23.9,22.992,23.153,112259.6,85078.67,67644.48,2.74
2018-01-05,24.0,25.4,24.51,23.7,204266.23,-0.56,-2.23,23.42,22.82,23.048,97543.6,76964.5,64853.8,5.11
2018-01-04,22.79,25.07,25.07,22.51,130131.15,2.28,10.0,22.966,22.69,22.935,67939.35,59938.43,57071.47,3.26
2018-01-03,22.42,22.83,22.79,22.18,74687.1,0.38,1.7,22.378,22.516,22.785,51770.82,51262.21,53198.15,1.87
2018-01-02,22.3,22.54,22.42,22.05,42677.76,0.12,0.54,22.266,22.583,22.73,49219.34,48100.37,53397.23,1.07
2017-12-29,22.34,22.46,22.31,22.02,35955.75,0.08,0.36,22.084,22.654,22.755,57897.75,46793.59,55537.48,0.9
2017-12-28,22.23,22.84,22.24,22.12,56245.01,0.11,0.5,22.22,22.723,22.849,56385.4,47542.23,55915.74,1.41
2017-12-27,22.25,22.57,22.13,21.8,49288.5,-0.11,-0.49,22.414,22.846,22.949,51937.5,46423.84,55602.16,1.23
2017-12-26,21.73,22.66,22.23,21.73,61929.7,0.72,3.35,22.654,23.014,23.057,50753.59,48360.9,55920.67,1.55
2017-12-25,22.81,22.93,21.51,21.11,86069.77,-1.47,-6.4,22.9,23.189,23.181,46981.39,54688.57,55274.61,2.15
2017-12-22,23.21,23.39,22.99,22.9,28394.0,-0.21,-0.91,23.224,23.313,23.316,35689.43,50210.29,53887.77,0.71
2017-12-21,23.39,23.5,23.21,22.86,34005.55,-0.11,-0.47,23.226,23.275,23.389,38699.06,52743.1,55126.09,0.85
2017-12-20,23.61,23.96,23.33,23.2,43368.92,-0.14,-0.6,23.278,23.18,23.43,40910.18,54204.51,57245.14,1.09
2017-12-19,23.23,23.66,23.46,23.23,43068.7,0.31,1.34,23.374,23.053,23.526,45968.22,55134.09,58490.17,1.08
2017-12-18,23.0,23.49,23.13,22.83,29610.0,0.12,0.52,23.478,22.877,23.617,62395.75,58694.09,60331.46,0.74
2017-12-15,23.4,23.4,23.0,22.85,43442.15,-0.46,-1.96,23.402,22.856,23.715,64731.15,64281.37,65134.62,1.09
2017-12-14,23.65,23.77,23.47,23.22,45061.12,-0.33,-1.39,23.324,22.974,23.869,66787.14,64289.26,71322.17,1.13
2017-12-13,23.99,24.38,23.81,23.6,68659.12,-0.15,-0.63,23.082,23.052,24.104,67498.84,64780.47,73475.4,1.72
2017-12-12,22.61,24.14,23.98,22.61,125206.36,1.21,5.31,22.732,23.1,24.337,64299.97,63480.44,76113.42,3.13
2017-12-11,22.61,22.94,22.75,22.5,41287.0,0.14,0.62,22.276,23.172,24.605,54992.43,55860.66,82041.76,1.03
2017-12-08,22.4,22.9,22.61,22.04,53722.08,0.35,1.57,22.31,23.318,24.88,63831.59,57565.25,87775.07,1.34
2017-12-07,21.98,22.48,22.26,21.92,48619.64,0.22,1.0,22.624,23.502,25.153,61791.38,57509.09,91369.88,1.22
2017-12-06,21.66,22.1,22.06,21.51,52664.77,0.36,1.66,23.022,23.679,25.459,62062.1,60285.78,98491.69,1.32
2017-12-05,22.91,23.26,21.7,21.65,78668.67,-1.22,-5.32,23.468,23.999,25.808,62660.91,61846.25,104051.13,1.97
2017-12-04,23.91,24.15,22.92,22.85,85482.8,-1.27,-5.25,24.068,24.357,26.172,56728.88,61968.83,108773.06,2.14
2017-12-01,24.04,24.49,24.18,24.04,43521.0,-0.04,-0.17,24.326,24.574,26.435,51298.9,65987.87,112043.75,1.09
2017-11-30,24.37,24.76,24.25,24.05,49973.27,-0.05,-0.21,24.38,24.764,26.634,53226.8,78355.08,123826.01,1.25
2017-11-29,24.66,24.8,24.29,23.96,55658.83,-0.4,-1.62,24.336,25.156,26.944,58509.45,82170.33,136951.4,1.39
2017-11-28,24.01,24.9,24.7,24.0,49008.5,0.5,2.07,24.53,25.573,27.421,61031.58,88746.39,145784.73,1.23
2017-11-27,24.4,24.95,24.21,24.01,58332.89,-0.23,-0.94,24.646,26.037,27.908,67208.79,108222.87,161417.35,1.46
2017-11-24,24.1,24.7,24.45,24.09,53160.52,0.43,1.79,24.822,26.441,28.3,80676.85,117984.89,175389.32,1.33
2017-11-23,25.3,25.43,24.03,23.98,76386.5,-1.24,-4.91,25.148,26.805,28.733,103483.37,125230.68,189422.51,1.91
2017-11-22,25.21,25.9,25.26,24.84,68269.5,-0.03,-0.12,25.976,27.239,29.152,105831.21,136697.6,210698.95,1.71
2017-11-21,24.6,25.98,25.28,24.56,79894.52,0.17,0.68,26.616,27.617,29.376,116461.2,146256.01,223732.84,2.0
2017-11-20,25.55,25.58,25.09,23.46,125673.2,-0.98,-3.76,27.428,27.987,29.514,149236.94,155577.28,235402.64,3.15
2017-11-17,28.0,28.15,26.08,25.91,167193.12,-2.09,-7.42,28.06,28.296,29.749,155292.94,158099.63,252443.7,4.18
2017-11-16,28.1,28.72,28.17,28.0,88125.71,-0.3,-1.05,28.462,28.503,29.862,146977.99,169296.94,264662.55,2.21
2017-11-15,29.3,29.3,28.46,28.3,121419.46,-0.86,-2.93,28.502,28.731,29.811,167563.98,191732.48,269280.79,3.04
2017-11-14,28.0,29.89,29.34,27.68,243773.23,1.1,3.9,28.618,29.268,29.673,176050.82,202823.06,268677.48,6.1
2017-11-13,28.61,29.23,28.25,28.09,155953.17,0.16,0.57,28.546,29.778,29.477,161917.62,214611.83,259871.29,3.9
2017-11-10,28.78,28.99,28.09,27.88,125618.36,-0.28,-0.99,28.532,30.159,29.324,160906.32,232793.74,257734.07,3.14
2017-11-09,28.88,29.09,28.37,27.76,191055.7,-0.67,-2.31,28.544,30.661,29.237,191615.9,253614.34,254168.58,4.78
2017-11-08,28.8,29.7,29.04,28.11,163853.66,0.06,0.21,28.96,31.065,29.132,215900.97,284700.31,248910.25,4.1
2017-11-07,28.6,29.37,28.98,28.42,173107.2,0.8,2.84,29.918,31.134,28.995,229595.3,301209.67,247155.94,4.33
2017-11-06,28.67,28.74,28.18,27.76,150896.66,0.03,0.11,31.01,31.041,28.902,267306.04,315227.99,242961.71,3.78
2017-11-03,28.86,29.62,28.15,28.03,279166.28,-2.3,-7.55,31.786,31.202,28.861,304681.17,346787.77,243949.88,6.99
2017-11-02,31.8,31.8,30.45,30.45,312481.06,-3.38,-9.99,32.778,31.22,28.843,315612.77,360028.16,237874.8,7.82
2017-11-01,33.85,34.34,33.83,33.1,232325.3,-0.61,-1.77,33.17,30.891,28.684,353499.64,346829.1,233701.92,5.81
2017-10-31,32.62,35.22,34.44,32.2,361660.88,2.38,7.42,32.35,30.077,28.406,372824.04,334531.9,241075.48,9.05
2017-10-30,32.56,34.4,32.06,31.85,337772.31,-1.05,-3.17,31.072,29.176,28.01,363149.95,305130.76,231267.29,8.45
2017-10-27,31.45,33.2,33.11,31.45,333824.31,0.7,2.16,30.618,28.489,27.652,388894.38,282674.4,221367.64,8.35
2017-10-26,29.3,32.7,32.41,28.92,501915.41,2.68,9.01,29.662,27.813,27.306,404443.54,254722.83,215395.01,12.56
2017-10-25,27.86,30.45,29.73,27.54,328947.31,1.68,5.99,28.612,27.198,27.072,340158.56,213120.2,208416.55,8.23
2017-10-24,28.2,28.75,28.05,27.22,313290.41,-1.74,-5.84,27.804,26.856,26.88,296239.76,193102.21,197044.24,7.84
2017-10-23,29.0,31.16,29.79,28.9,466494.47,1.46,5.15,27.28,26.763,26.764,247111.56,170695.43,186873.57,11.68
2017-10-20,29.2,29.83,28.33,27.85,411570.12,1.17,4.31,26.36,26.519,26.572,176454.41,141111.99,171445.99,10.3
2017-10-19,25.61,27.2,27.16,25.61,180490.47,1.47,5.72,25.964,26.465,26.5,105002.11,115721.45,159293.58,4.52
2017-10-18,25.63,26.41,25.69,25.5,109353.35,0.26,1.02,25.784,26.477,26.479,86081.84,120574.74,156028.36,2.74
2017-10-17,25.3,25.88,25.43,25.23,67649.41,0.24,0.95,25.908,26.734,26.542,89964.65,147619.06,159389.25,1.69
2017-10-16,26.4,26.48,25.19,25.03,113208.69,-1.16,-4.4,26.246,26.843,26.643,94279.29,157403.83,171053.0,2.83
2017-10-13,26.26,26.54,26.35,26.14,54308.65,0.09,0.34,26.678,26.815,26.738,105769.58,160060.88,178294.92,1.36
2017-10-12,26.28,26.51,26.26,25.92,85889.09,-0.05,-0.19,26.966,26.798,26.767,126440.79,176067.19,192651.51,2.15
2017-10-11,27.26,27.37,26.31,26.02,128767.41,-0.81,-2.99,27.17,26.945,26.733,155067.65,203712.91,202840.46,3.22
2017-10-10,27.12,27.49,27.12,26.75,89222.62,-0.23,-0.84,27.56,26.903,26.643,205273.46,200986.28,204488.73,2.23
2017-10-09,27.8,28.22,27.35,27.0,170660.12,-0.44,-1.58,27.44,26.765,26.484,220528.36,203051.72,206976.96,4.27
2017-09-29,27.49,27.88,27.79,27.04,157664.69,0.51,1.87,26.952,26.625,26.305,214352.17,201779.99,210644.2,3.95
2017-09-28,27.58,28.1,27.28,27.11,229023.39,-0.98,-3.47,26.63,26.535,26.167,225693.6,202865.7,211476.52,5.73
2017-09-27,26.52,29.01,28.26,26.52,379796.5,1.74,6.56,26.72,26.48,26.084,252358.18,191481.98,212995.67,9.51
2017-09-26,24.87,26.66,26.52,24.85,165497.09,1.61,6.46,26.246,26.349,25.879,196699.1,171159.43,203831.34,4.14
2017-09-25,25.78,26.16,24.91,24.67,139779.2,-1.27,-4.85,26.09,26.443,25.706,185575.07,184702.18,200104.09,3.5
2017-09-22,27.0,27.18,26.18,25.87,214371.81,-1.55,-5.59,26.298,26.661,25.635,189207.81,196528.96,199072.47,5.37
2017-09-21,26.03,28.48,27.73,25.7,362346.28,1.84,7.11,26.44,26.736,25.495,180037.81,209235.84,194833.73,9.07
2017-09-20,25.66,26.08,25.89,25.35,101501.12,0.15,0.58,26.24,26.52,25.239,130605.78,201968.02,183411.57,2.54
2017-09-19,25.95,26.52,25.74,25.53,109876.95,-0.21,-0.81,26.452,26.382,25.098,145619.77,207991.18,191562.46,2.75
2017-09-18,26.66,26.66,25.95,25.53,157942.91,-0.94,-3.5,26.796,26.203,25.029,183829.29,210902.21,209190.26,3.95
2017-09-15,26.58,27.76,26.89,26.33,168521.77,0.16,0.6,27.024,25.984,24.867,203850.1,219508.4,205704.82,4.22
2017-09-14,26.7,27.1,26.73,26.42,115186.16,-0.22,-0.82,27.032,25.799,24.642,238433.87,220087.33,204899.57,2.88
2017-09-13,27.2,27.85,26.95,26.66,176571.05,-0.51,-1.86,26.8,25.688,24.4,273330.25,234509.37,202029.43,4.42
2017-09-12,27.18,28.55,27.46,26.31,300924.56,0.37,1.37,26.312,25.408,24.147,270362.6,236503.24,196693.28,7.53
2017-09-11,26.9,27.55,27.09,26.56,258046.98,0.16,0.59,25.61,24.968,23.846,237975.12,215506.0,183694.65,6.46
2017-09-08,25.5,27.47,26.93,25.32,341440.59,1.36,5.32,24.944,24.609,23.566,235166.7,201615.98,172957.06,8.55
2017-09-07,24.41,26.9,25.57,24.2,289668.06,1.06,4.33,24.566,24.253,23.281,201740.8,180431.62,160218.55,7.25
2017-09-06,23.51,24.88,24.51,23.38,161732.8,0.56,2.34,24.576,23.958,23.105,195688.49,164855.13,150908.43,4.05
2017-09-05,23.76,24.32,23.95,23.31,138987.19,0.19,0.8,24.504,23.814,22.95,202643.87,175133.74,145571.54,3.48
2017-09-04,24.45,24.45,23.76,23.3,244004.84,-1.28,-5.11,24.326,23.854,22.835,193036.87,207478.31,141090.53,6.11
2017-09-01,25.33,25.5,25.04,24.78,174311.09,-0.58,-2.26,24.274,23.749,22.732,168065.26,191901.23,130989.34,4.36
2017-08-31,24.16,25.88,25.62,23.78,259406.52,1.47,6.09,23.94,23.485,22.554,159122.44,189711.82,126717.47,6.49
2017-08-30,23.25,24.6,24.15,23.21,196509.73,1.09,4.73,23.34,23.111,22.387,134021.77,169549.5,116718.92,4.92
2017-08-29,23.45,23.85,23.06,23.04,90952.18,-0.44,-1.87,23.124,22.885,22.274,147623.61,156883.33,110864.84,2.28
2017-08-28,23.45,23.7,23.5,23.05,119146.78,0.13,0.56,23.382,22.723,22.24,221919.75,151883.31,112052.01,2.98
2017-08-25,22.5,23.6,23.37,22.5,129597.0,0.75,3.32,23.224,22.523,22.205,215737.21,144298.14,113275.25,3.24
2017-08-24,22.87,23.25,22.62,22.47,133903.14,-0.45,-1.95,23.03,22.309,22.187,220301.19,140005.48,111800.14,3.35
2017-08-23,23.9,24.06,23.07,22.85,264518.94,-1.28,-5.26,22.882,22.252,22.194,205077.23,136961.73,110195.54,6.62
2017-08-22,22.55,24.98,24.35,22.38,462432.88,1.64,7.22,22.646,22.085,22.21,166143.05,116009.34,102483.41,11.57
2017-08-21,22.6,22.88,22.71,22.14,88234.07,0.31,1.38,22.064,21.816,22.178,81846.87,74702.76,87736.24,2.21
2017-08-18,21.75,22.98,22.4,21.51,152416.92,0.52,2.38,21.822,21.714,22.194,72859.08,70077.44,88489.06,3.81
2017-08-17,21.8,22.05,21.88,21.65,57783.36,-0.01,-0.05,21.588,21.623,22.234,59709.77,63723.13,88923.75,1.45
2017-08-16,21.37,22.07,21.89,21.35,69848.0,0.45,2.1,21.622,21.663,22.273,68846.23,63888.34,91485.69,1.75
2017-08-15,21.52,21.68,21.44,21.34,40952.0,-0.06,-0.28,21.524,21.663,22.309,65875.63,64846.36,95231.54,1.02
2017-08-14,21.1,21.56,21.5,20.93,43295.1,0.27,1.27,21.568,21.757,22.3,67558.65,72220.71,97943.72,1.08
2017-08-11,21.85,22.09,21.23,21.1,86670.4,-0.82,-3.72,21.606,21.886,22.274,67295.81,82252.36,104702.04,2.17
2017-08-10,21.45,22.2,22.05,21.36,103465.63,0.65,3.04,21.658,22.064,22.356,67736.48,83594.8,108566.23,2.59
2017-08-09,21.62,21.62,21.4,21.23,54995.01,-0.26,-1.2,21.704,22.135,22.427,58930.45,83429.34,112174.04,1.38
2017-08-08,21.62,21.8,21.66,21.49,49367.1,-0.03,-0.14,21.802,22.335,22.547,63817.09,88957.49,122551.57,1.24
2017-08-07,21.6,21.97,21.69,21.49,41980.9,0.2,0.93,21.946,22.539,22.576,76882.78,100769.73,132964.43,1.05
2017-08-04,22.1,22.27,21.49,21.44,88873.78,-0.79,-3.55,22.166,22.673,22.648,97208.92,106900.68,146038.32,2.22
2017-08-03,22.18,22.46,22.28,21.99,59435.48,0.39,1.78,22.47,22.844,22.639,99453.13,114124.37,147146.25,1.49
2017-08-02,22.13,22.49,21.89,21.86,79428.17,-0.49,-2.19,22.566,22.883,22.574,107928.23,119083.05,148827.89,1.99
2017-08-01,22.65,23.18,22.38,22.3,114695.56,-0.41,-1.8,22.868,22.955,22.53,114097.89,125616.72,151033.85,2.87
2017-07-31,22.78,22.9,22.79,21.84,143611.59,-0.22,-0.96,23.132,22.843,22.45,124656.68,123666.72,154316.35,3.59
2017-07-28,22.6,23.36,23.01,22.5,100094.83,0.25,1.1,23.18,22.661,22.409,116592.45,127151.72,155849.67,2.51
2017-07-27,23.39,23.39,22.76,22.63,101811.01,-0.64,-2.73,23.218,22.647,22.337,128795.61,133537.65,158236.21,2.55
2017-07-26,23.53,23.92,23.4,22.85,110276.48,-0.3,-1.27,23.2,22.718,22.286,130237.86,140918.73,160464.67,2.76
2017-07-25,23.07,24.2,23.7,22.64,167489.48,0.67,2.91,23.042,22.759,22.199,137135.54,156145.65,166607.7,4.19
2017-07-24,22.8,23.79,23.03,22.63,103290.47,-0.17,-0.73,22.554,22.612,22.124,122676.77,165159.14,172661.06,2.59
2017-07-21,22.75,23.98,23.2,22.75,161110.59,0.53,2.34,22.142,22.622,22.136,137710.98,185175.95,181610.12,4.03
2017-07-20,22.52,23.1,22.67,22.36,109022.27,0.06,0.27,22.076,22.433,22.143,138279.69,180168.13,195468.18,2.73
2017-07-19,21.14,22.86,22.61,20.86,144764.88,1.35,6.35,22.236,22.264,22.306,151599.61,178572.74,211100.74,3.62
2017-07-18,20.63,21.58,21.26,20.63,95195.62,0.29,1.38,22.476,22.104,22.354,175155.77,176450.98,214117.38,2.38
2017-07-17,22.64,22.66,20.97,20.58,178461.53,-1.9,-8.31,22.67,22.056,22.495,207641.51,184965.98,228057.86,4.47
2017-07-14,23.28,24.29,22.87,22.8,163954.17,-0.6,-2.56,23.102,22.157,22.571,232640.92,184547.63,230585.56,4.1
2017-07-13,23.6,23.6,23.47,22.81,175621.84,-0.34,-1.43,22.79,22.026,22.468,222056.57,182934.76,228670.24,4.4
2017-07-12,22.26,23.95,23.81,22.26,262545.69,1.58,7.11,22.292,21.853,22.305,205545.87,180010.6,224798.65,6.57
2017-07-11,22.99,24.0,22.23,21.85,257624.34,-0.9,-3.89,21.732,21.639,22.079,177746.19,177069.74,215196.38,6.45
2017-07-10,21.11,23.44,23.13,21.06,303458.56,1.82,8.54,21.442,21.636,21.924,162290.45,180162.98,205572.5,7.59
2017-07-07,20.8,21.44,21.31,20.65,111032.43,0.33,1.57,21.212,21.649,21.674,136454.34,178044.29,192451.24,2.78
2017-07-06,20.86,21.19,20.98,20.69,93068.35,-0.03,-0.14,21.262,21.852,21.562,143812.95,210768.22,189283.48,2.33
2017-07-05,20.59,21.14,21.01,20.51,123547.26,0.23,1.11,21.414,22.347,21.463,154475.33,243628.74,186661.35,3.09
2017-07-04,21.97,21.99,20.78,20.75,180345.66,-1.2,-5.46,21.546,22.603,21.378,176393.3,251783.78,183077.72,4.51
2017-07-03,21.59,22.14,21.98,21.37,174278.0,0.42,1.95,21.83,22.933,21.266,198035.52,271149.75,175424.65,4.36
2017-06-30,21.6,21.74,21.56,21.13,147825.48,-0.18,-0.83,22.086,22.985,21.102,219634.25,276623.48,169829.99,3.7
2017-06-29,21.78,21.94,21.74,21.47,146380.23,0.07,0.32,22.442,22.909,20.933,277723.49,274405.71,163967.44,3.66
2017-06-28,22.2,22.37,21.67,21.41,233137.12,-0.53,-2.39,23.28,22.756,20.743,332782.16,269586.69,158480.44,5.83
2017-06-27,23.1,23.24,22.2,22.06,288556.75,-1.06,-4.56,23.66,22.519,20.555,327174.26,253323.02,148477.09,7.22
2017-06-26,23.3,23.87,23.26,22.57,282271.66,-0.08,-0.34,24.036,22.211,20.333,344263.97,230982.02,136002.95,7.06
2017-06-23,24.0,24.47,23.34,23.34,438271.69,-2.59,-9.99,23.884,21.699,20.02,333612.72,206858.19,123274.25,10.97
2017-06-22,23.32,25.93,25.93,23.26,421673.59,2.36,10.01,23.376,21.272,19.694,271087.94,167798.74,103052.22,10.55
2017-06-21,23.0,23.84,23.57,22.9,205097.59,-0.51,-2.12,22.232,20.579,19.268,206391.22,129693.95,82884.05,5.13
2017-06-20,23.75,24.45,24.08,22.22,374005.34,1.58,7.02,21.378,20.152,18.976,179471.78,114371.67,73335.91,9.36
2017-06-19,21.0,22.85,22.5,20.94,229015.38,1.7,8.17,20.386,19.599,18.665,117700.07,79699.55,55293.91,5.73
2017-06-16,20.41,21.78,20.8,20.41,125647.79,0.59,2.92,19.514,19.218,18.43,80103.66,63036.5,44539.8,3.14
2017-06-15,19.33,20.35,20.21,19.33,98190.0,0.91,4.71,19.168,18.956,18.286,64509.53,53529.16,39407.28,2.46
2017-06-14,19.31,19.91,19.3,19.11,70500.37,0.18,0.94,18.926,18.729,18.161,52996.68,47374.18,35624.83,1.76
2017-06-13,18.25,19.35,19.12,18.25,65146.83,0.98,5.4,18.926,18.59,18.071,49271.56,43631.15,32830.88,1.63
2017-06-12,18.8,18.8,18.14,18.1,41033.32,-0.93,-4.88,18.812,18.455,17.995,41699.02,41023.88,31194.55,1.03
2017-06-09,19.2,19.2,19.07,18.6,47677.14,0.07,0.37,18.922,18.34,17.984,45969.33,39690.31,30424.58,1.19
2017-06-08,19.35,19.5,19.0,18.93,40625.74,-0.3,-1.55,18.744,18.115,17.947,42548.78,38305.7,29018.31,1.02
2017-06-07,18.59,19.44,19.3,18.59,51874.76,0.75,4.04,18.532,17.956,17.933,41751.68,36074.15,27758.64,1.3
2017-06-06,18.74,18.8,18.55,18.4,27284.12,-0.14,-0.75,18.254,17.8,17.894,37990.75,32300.16,26154.61,0.68
2017-06-05,18.16,18.94,18.69,18.14,62384.89,0.51,2.81,18.098,17.73,17.898,40348.75,30888.27,26522.92,1.56
2017-06-02,18.15,18.19,18.18,17.65,30574.41,0.24,1.34,17.758,17.641,17.919,33411.29,26043.1,24308.65,0.77
2017-06-01,17.9,18.24,17.94,17.73,36640.23,0.03,0.17,17.486,17.616,17.978,34062.61,25285.4,24417.52,0.92
2017-05-31,17.85,18.25,17.91,17.8,33070.1,0.14,0.79,17.38,17.592,18.05,30396.62,23875.48,23853.99,0.83
2017-05-26,17.1,17.95,17.77,17.0,39074.11,0.78,4.59,17.346,17.552,18.127,26609.57,22030.62,24128.74,0.98
2017-05-25,16.95,17.15,16.99,16.84,27697.59,0.17,1.01,17.362,17.535,18.175,21427.78,21365.22,24107.48,0.69
2017-05-24,17.2,17.41,16.82,16.72,33831.04,-0.59,-3.39,17.524,17.628,18.266,18674.92,21158.85,23900.6,0.85
2017-05-23,17.75,17.99,17.41,17.36,18310.28,-0.33,-1.86,17.746,17.778,18.362,16508.19,19730.92,23311.0,0.46
2017-05-22,17.85,18.06,17.74,17.69,14134.85,-0.11,-0.62,17.804,17.909,18.428,17354.34,19443.13,24396.01,0.35
2017-05-19,17.81,18.07,17.85,17.8,13165.16,0.05,0.28,17.758,17.987,18.522,17451.66,20009.05,25054.77,0.33
2017-05-18,17.8,18.09,17.8,17.75,13933.25,-0.13,-0.72,17.708,18.066,18.605,21302.65,22157.57,28296.82,0.35
2017-05-17,17.87,18.29,17.93,17.75,22997.42,0.23,1.3,17.732,18.197,18.726,23642.78,22574.2,32911.65,0.58
2017-05-16,17.5,17.71,17.7,17.18,22541.04,0.19,1.08,17.81,18.339,18.903,22953.65,23549.63,37342.6,0.56
2017-05-15,17.3,17.76,17.51,17.3,14621.41,-0.09,-0.51,18.014,18.507,19.06,21531.92,23832.49,38990.21,0.37
2017-05-12,17.85,17.97,17.6,17.13,32420.13,-0.32,-1.79,18.216,18.701,19.218,22566.44,26226.87,42014.27,0.81
2017-05-11,18.35,18.35,17.92,17.51,25633.92,-0.4,-2.18,18.424,18.815,19.409,23012.48,26849.75,44264.75,0.64
2017-05-10,18.63,18.8,18.32,18.27,19551.74,-0.4,-2.14,18.662,18.903,19.584,21505.61,26642.36,50120.73,0.49
2017-05-09,18.53,18.83,18.72,18.48,15432.39,0.2,1.08,18.868,18.946,19.701,24145.61,26891.07,53536.97,0.39
2017-05-08,18.58,18.85,18.52,18.45,19794.03,-0.12,-0.64,19.0,18.946,19.801,26133.05,29348.9,60903.79,0.5
2017-05-05,19.1,19.24,18.64,18.5,34650.32,-0.47,-2.46,19.186,19.057,19.971,29887.3,30100.48,68311.21,0.87
2017-05-04,19.31,19.35,19.11,19.01,18099.59,-0.24,-1.24,19.206,19.143,20.079,30687.02,34436.07,69848.27,0.45
2017-05-03,19.28,19.65,19.35,19.11,32751.71,-0.03,-0.15,19.144,19.255,20.173,31779.1,43249.1,74563.57,0.82
2017-05-02,19.2,19.76,19.38,19.1,25369.62,-0.07,-0.36,19.024,19.467,20.19,29636.53,51135.56,74148.77,0.63
2017-04-28,18.87,19.5,19.45,18.75,38565.28,0.71,3.79,18.892,19.613,20.216,32564.74,54147.93,75239.66,0.97
2017-04-27,18.9,18.92,18.74,18.26,38648.9,-0.06,-0.32,18.928,19.734,20.227,30313.66,57801.68,74410.77,0.97
2017-04-26,18.85,19.0,18.8,18.55,23559.97,0.05,0.27,19.08,20.003,20.275,38185.12,61679.75,73416.7,0.59
2017-04-25,18.88,19.05,18.75,18.7,22038.9,0.03,0.16,19.366,20.264,20.323,54719.11,73599.1,74169.97,0.55
2017-04-24,19.58,19.58,18.72,18.7,40010.66,-0.91,-4.64,19.91,20.455,20.384,72634.6,80182.86,75464.71,1.0
2017-04-21,19.49,19.74,19.63,19.38,27309.89,0.13,0.67,20.334,20.656,20.423,75731.12,92458.68,76179.26,0.68
2017-04-20,20.07,20.16,19.5,19.21,78006.18,-0.73,-3.61,20.54,20.884,20.436,85289.69,106521.93,76621.6,1.95
2017-04-19,21.3,21.53,20.23,20.0,106229.9,-1.24,-5.78,20.926,21.015,20.478,85174.38,105260.47,74207.09,2.66
2017-04-18,20.61,21.78,21.47,20.52,111616.35,0.63,3.02,21.162,21.091,20.49,92479.1,105878.03,70155.9,2.79
2017-04-17,20.67,21.54,20.84,20.43,55493.28,0.18,0.87,21.0,20.912,20.438,87731.13,97161.98,66386.62,1.39
2017-04-14,21.21,21.42,20.66,20.51,75102.73,-0.77,-3.59,20.978,20.819,20.424,109186.24,96331.39,65465.99,1.88
2017-04-13,21.3,21.8,21.43,21.02,77429.64,0.02,0.09,21.228,20.72,20.42,127754.18,91019.87,62905.07,1.94
2017-04-12,20.26,22.66,21.41,20.26,142753.48,0.75,3.63,21.104,20.547,20.393,125346.56,85153.65,61126.92,3.57
2017-04-11,20.36,20.86,20.66,20.03,87876.53,-0.07,-0.34,21.02,20.382,20.362,119276.96,74740.85,57773.72,2.2
2017-04-10,21.3,21.4,20.73,19.72,162768.84,-1.18,-5.39,20.824,20.312,20.384,106592.83,70746.56,55004.98,4.07
2017-04-07,20.81,22.36,21.91,20.81,167942.41,1.1,5.29,20.66,20.189,20.394,83476.54,59899.84,48080.14,4.2
2017-04-06,21.0,21.26,20.81,20.65,65391.54,-0.18,-0.86,20.212,19.987,20.354,54285.56,46721.27,41696.39,1.64
2017-04-05,19.73,21.58,20.99,19.73,112405.49,1.31,6.66,19.99,19.94,20.384,44960.74,43153.71,41229.95,2.81
2017-03-31,19.9,19.96,19.68,19.61,24455.88,-0.23,-1.16,19.744,19.889,20.433,30204.73,34433.77,37545.6,0.61
2017-03-30,19.68,20.17,19.91,19.63,47187.37,0.24,1.22,19.8,19.963,20.546,34900.28,35611.26,38420.16,1.18
2017-03-29,19.8,19.94,19.67,19.56,21987.51,-0.03,-0.15,19.718,20.029,20.64,36323.14,34600.59,37756.29,0.55
2017-03-28,19.78,19.84,19.7,19.54,18767.43,-0.06,-0.3,19.762,20.12,20.761,39156.98,34790.27,40967.3,0.47
2017-03-27,19.91,20.27,19.76,19.64,38625.45,-0.2,-1.0,19.89,20.239,20.857,41346.67,37100.19,41329.02,0.97
2017-03-24,19.5,20.17,19.96,19.35,47933.66,0.46,2.36,20.034,20.341,20.946,38662.81,40806.59,41544.03,1.2
2017-03-23,19.88,20.16,19.5,19.28,54301.64,-0.39,-1.96,20.126,20.456,21.044,36322.24,39263.4,43102.93,1.36
2017-03-22,20.19,20.24,19.89,19.88,36156.71,-0.45,-2.21,20.34,20.599,21.18,32878.04,36260.45,48828.04,0.9
2017-03-21,20.47,20.55,20.34,20.18,29715.91,-0.14,-0.68,20.478,20.72,21.23,30423.55,36671.51,50373.81,0.74
2017-03-20,20.4,20.62,20.48,20.21,25206.15,0.06,0.29,20.588,20.827,21.279,32853.71,39306.2,51493.61,0.63
2017-03-17,20.6,20.78,20.42,20.32,36230.77,-0.15,-0.73,20.648,20.977,21.335,42950.37,40657.43,52187.37,0.91
2017-03-16,20.6,20.78,20.57,20.5,37080.64,-0.01,-0.05,20.786,21.129,21.393,42204.56,41229.05,54401.23,0.93
2017-03-15,20.8,20.87,20.58,20.57,23884.3,-0.31,-1.48,20.858,21.251,21.482,39642.87,40912.0,58083.68,0.6
2017-03-14,20.52,21.2,20.89,20.52,41866.68,0.11,0.53,20.962,21.401,21.542,42919.46,47144.33,63559.12,1.05
2017-03-13,20.92,20.99,20.78,20.0,75689.44,-0.33,-1.56,21.066,21.475,21.559,45758.7,45557.85,65607.36,1.89
2017-03-10,20.96,21.29,21.11,20.89,32501.76,0.18,0.86,21.306,21.55,21.56,38364.5,42281.47,64701.4,0.81
2017-03-09,21.17,21.19,20.93,20.84,24272.15,-0.17,-0.81,21.472,21.632,21.527,40253.54,46942.45,64996.0,0.61
2017-03-08,21.3,21.38,21.1,21.02,40267.26,-0.31,-1.45,21.644,21.761,21.514,42181.14,61395.62,65864.4,1.01
2017-03-07,21.88,21.94,21.41,21.3,56062.87,-0.57,-2.59,21.84,21.739,21.491,51369.2,64076.12,67235.25,1.4
2017-03-06,22.13,22.2,21.98,21.75,38718.44,0.04,0.18,21.884,21.731,21.465,45357.01,63681.03,70162.43,0.97
2017-03-03,21.79,22.44,21.94,21.68,41946.99,0.15,0.69,21.794,21.692,21.389,46198.44,63717.32,73408.04,1.05
2017-03-02,22.0,22.08,21.79,21.71,33910.13,-0.29,-1.31,21.792,21.657,21.25,53631.36,67573.4,71724.44,0.85
2017-03-01,21.61,22.48,22.08,21.61,86207.58,0.45,2.08,21.878,21.713,21.12,80610.11,75255.36,70608.28,2.16
2017-02-28,21.52,21.87,21.63,21.52,26001.91,0.1,0.46,21.638,21.683,20.974,76783.04,79973.9,66824.08,0.65
2017-02-27,21.82,21.93,21.53,21.5,42925.61,-0.4,-1.82,21.578,21.643,20.848,82005.04,85656.86,66126.39,1.07
2017-02-24,22.08,22.18,21.93,21.61,79111.58,-0.29,-1.3,21.59,21.569,20.729,81236.19,87121.34,64559.61,1.98
2017-02-23,20.99,22.82,22.22,20.89,168803.86,1.34,6.42,21.522,21.421,20.589,81515.44,83049.55,61646.35,4.22
2017-02-22,21.35,21.39,20.88,20.73,67072.25,-0.45,-2.11,21.548,21.266,20.409,69900.6,70333.17,54293.51,1.68
2017-02-21,21.7,21.7,21.33,21.22,52111.92,-0.26,-1.2,21.728,21.243,20.298,83164.76,70394.37,51850.11,1.3
2017-02-20,21.46,21.8,21.59,21.3,39081.32,0.0,0.0,21.708,21.199,20.164,89308.67,76643.83,50400.44,0.98
2017-02-17,22.17,22.26,21.59,21.42,80507.85,-0.76,-3.4,21.548,21.085,20.008,93006.49,83098.76,51114.63,2.01
2017-02-16,21.57,22.38,22.35,21.5,110729.67,0.57,2.62,21.32,20.843,19.926,84583.65,75875.47,48522.38,2.77
2017-02-15,21.5,22.29,21.78,21.3,133393.03,0.55,2.59,20.984,20.527,19.829,70765.74,65961.21,45763.99,3.34
2017-02-14,20.75,21.49,21.23,20.7,82831.5,0.44,2.12,20.758,20.265,19.742,57623.98,53674.25,40894.18,2.07
2017-02-13,20.38,20.98,20.79,20.27,57570.38,0.34,1.66,20.69,20.053,19.691,63978.98,46595.91,38408.63,1.44
2017-02-10,20.72,20.81,20.45,20.42,38393.69,-0.22,-1.06,20.622,19.889,19.671,73191.03,41997.88,38265.58,0.96
2017-02-09,20.52,20.82,20.67,20.42,41640.09,0.02,0.1,20.366,19.756,19.658,67167.29,40243.14,40213.55,1.04
2017-02-08,20.55,21.1,20.65,20.3,67684.26,-0.24,-1.15,20.07,19.552,19.628,61156.68,38253.84,41939.04,1.69
2017-02-07,19.97,21.2,20.89,19.68,114606.5,0.44,2.15,19.772,19.352,19.584,49724.52,33305.85,40615.63,2.87
2017-02-06,19.35,21.09,20.45,19.35,103630.6,1.28,6.68,19.416,19.128,19.513,29212.84,24157.05,36400.21,2.59
2017-02-03,19.13,19.28,19.17,18.81,8275.0,-0.02,-0.1,19.156,18.93,19.458,10804.74,19130.51,34051.54,0.21
2017-01-26,19.3,19.37,19.19,19.09,11587.02,0.03,0.16,19.146,19.009,19.492,13319.0,21169.29,37379.5,0.29
2017-01-25,19.15,19.24,19.16,19.07,10523.48,0.05,0.26,19.034,19.13,19.503,15351.01,25566.77,38630.63,0.26
2017-01-24,19.29,19.44,19.11,19.01,12048.09,-0.04,-0.21,18.932,19.219,19.52,16887.18,28114.1,40994.3,0.3
2017-01-23,19.11,19.36,19.15,19.06,11590.1,0.03,0.16,18.84,19.328,19.559,19101.27,30221.35,43046.08,0.29
2017-01-20,18.63,19.2,19.12,18.56,20846.31,0.49,2.63,18.704,19.453,19.594,27456.28,34533.27,46854.69,0.52
2017-01-19,18.67,18.88,18.63,18.48,21747.06,-0.02,-0.11,18.872,19.56,19.659,29019.59,40183.96,53335.91,0.54
2017-01-18,18.65,18.99,18.65,18.48,18204.36,0.0,0.0,19.226,19.703,19.655,35782.54,45624.24,54168.37,0.46
2017-01-17,18.51,18.88,18.65,18.0,23118.5,0.18,0.97,19.506,19.815,19.642,39341.01,47925.41,54687.31,0.58
2017-01-16,19.95,19.95,18.47,17.96,53365.19,-1.49,-7.46,19.816,19.898,19.636,41341.43,48643.36,55075.25,1.34
2017-01-13,20.26,20.49,19.96,19.82,28662.83,-0.44,-2.16,20.202,19.986,19.636,41610.25,48972.56,54759.24,0.72
2017-01-12,20.05,20.83,20.4,20.05,55561.81,0.35,1.75,20.248,19.974,19.562,51348.33,53589.71,56335.69,1.39
2017-01-11,20.31,20.34,20.05,20.02,35996.74,-0.15,-0.74,20.18,19.875,19.444,55465.94,51694.48,57653.44,0.9
2017-01-10,20.22,20.45,20.2,20.06,33120.56,-0.2,-0.98,20.124,19.821,19.364,56509.8,53874.5,62432.88,0.83
2017-01-09,20.38,20.56,20.4,19.75,54709.33,0.21,1.04,19.98,19.79,19.305,55945.29,55870.8,65193.66,1.37
2017-01-06,20.0,20.5,20.19,19.97,77353.22,0.13,0.65,19.77,19.734,19.255,56334.87,59176.11,68468.46,1.94
2017-01-05,19.78,20.4,20.06,19.47,76149.86,0.29,1.47,19.7,19.757,19.291,55831.08,66487.87,66605.56,2.61
2017-01-04,19.44,19.96,19.77,19.39,41216.04,0.29,1.49,19.57,19.607,19.353,47923.03,62712.51,64093.56,1.41
2017-01-03,19.4,19.68,19.48,19.3,30298.01,0.13,0.67,19.518,19.468,19.413,51239.2,61449.2,64113.79,1.04
2016-12-30,19.6,19.99,19.35,19.31,56657.23,-0.49,-2.47,19.6,19.373,19.499,55796.32,61507.13,64550.3,1.42
2016-12-29,19.38,20.43,19.84,19.15,74834.28,0.43,2.21,19.698,19.286,19.585,62017.34,60545.93,64838.78,1.87
2016-12-28,19.59,19.73,19.41,19.37,36609.58,-0.1,-0.51,19.814,19.15,19.667,77144.65,59081.67,63934.34,0.92
2016-12-27,19.68,19.87,19.51,19.46,57796.91,-0.38,-1.91,19.644,19.013,19.771,77501.98,63612.39,67975.44,1.45
2016-12-26,19.81,19.9,19.89,19.0,53083.59,0.05,0.25,19.418,18.906,19.939,71659.2,70991.25,74598.25,1.33
2016-12-23,20.46,20.48,19.84,19.7,87762.36,-0.58,-2.84,19.146,18.819,20.214,67217.95,74516.51,76881.48,2.2
2016-12-22,18.5,20.42,20.42,18.45,150470.83,1.86,10.02,18.874,18.775,20.455,59074.51,77760.81,74734.64,3.77
2016-12-21,18.49,18.62,18.56,18.2,38396.23,0.18,0.98,18.486,18.824,20.652,41018.68,66723.25,71374.35,0.96
2016-12-20,18.45,18.48,18.38,18.2,28583.0,-0.15,-0.81,18.382,19.098,20.979,49722.8,65474.61,74833.89,0.72
2016-12-19,18.5,18.68,18.53,18.35,30877.32,0.05,0.27,18.394,19.358,21.308,70323.3,66778.38,79041.32,0.77
2016-12-16,18.53,18.85,18.48,18.45,47045.17,0.0,0.0,18.492,19.625,21.604,81815.08,67593.47,83580.19,1.18
2016-12-15,17.98,18.86,18.48,17.88,60191.69,0.44,2.44,18.676,19.884,21.903,96447.11,69131.63,86520.48,1.51
2016-12-14,18.11,18.5,18.04,17.55,81916.83,-0.4,-2.17,19.162,20.184,22.132,92427.81,68787.02,85714.37,2.05
2016-12-13,19.04,19.15,18.44,17.18,131585.48,-0.58,-3.05,19.814,20.528,22.395,81226.42,72338.49,84516.06,3.29
2016-12-12,19.48,19.92,19.02,18.98,88336.21,-0.38,-1.96,20.322,20.971,22.633,63233.47,78205.25,83376.12,2.21
2016-12-09,20.91,20.99,19.4,19.37,120205.35,-1.51,-7.22,20.758,21.609,22.837,53371.87,79246.45,84240.71,3.01
2016-12-08,21.3,21.39,20.91,20.85,40095.18,-0.39,-1.83,21.092,22.134,23.062,41816.15,71708.47,83446.9,1.0
2016-12-07,21.14,21.32,21.3,20.82,25909.87,0.32,1.52,21.206,22.479,23.23,45146.22,76025.45,88985.58,0.65
2016-12-06,21.18,21.38,20.98,20.85,41620.73,-0.22,-1.04,21.242,22.86,23.359,63450.56,84193.17,92539.81,1.04
2016-12-05,20.85,21.38,21.2,20.82,39028.21,0.14,0.67,21.62,23.258,23.511,93177.02,91304.25,95251.12,0.98
2016-12-02,21.58,21.59,21.07,20.75,62426.78,-0.38,-1.77,22.46,23.582,23.656,105121.04,99566.91,100852.01,1.56
2016-12-01,21.5,21.7,21.48,21.17,56745.53,0.01,0.05,23.176,23.921,23.765,101600.78,103909.33,105290.4,1.42
2016-11-30,22.21,22.37,21.48,21.14,117431.54,-1.39,-6.08,23.752,24.079,23.785,106904.67,102641.72,105654.87,2.94
2016-11-29,25.0,25.1,22.87,22.87,190253.05,-2.54,-10.0,24.478,24.261,23.76,104935.77,96693.62,101556.52,4.76
2016-11-16,24.5,25.52,25.4,24.5,98748.28,0.76,3.08,24.896,24.294,23.678,89431.47,88546.99,93340.74,2.47
2016-11-15,24.36,24.98,24.65,24.15,44825.48,0.32,1.31,24.704,24.064,23.47,94012.78,89234.97,89960.4,1.12
2016-11-14,25.22,25.23,24.36,24.15,83265.02,-0.75,-2.99,24.666,23.989,23.304,106217.88,95185.34,89652.02,2.08
2016-11-11,24.9,25.3,25.11,24.5,107587.03,0.15,0.6,24.406,23.98,23.135,98378.77,101945.72,87931.19,2.69
2016-11-10,24.48,25.4,24.96,24.23,112731.55,0.54,2.21,24.044,23.858,22.967,88451.48,100886.46,85490.95,2.82
2016-11-09,24.4,24.79,24.44,23.63,121654.84,-0.03,-0.12,23.692,23.764,22.832,87662.5,99197.99,81887.8,3.04
2016-11-08,23.17,24.5,24.46,22.95,105850.97,1.41,6.12,23.424,23.73,22.741,84457.15,102137.11,80998.53,2.65
2016-11-07,23.11,23.39,23.06,22.84,44069.47,-0.33,-1.41,23.312,23.609,22.637,84152.81,106671.47,79616.43,1.1
2016-11-04,23.17,23.65,23.3,22.8,57950.55,0.09,0.39,23.554,23.491,22.571,105512.66,108668.03,80235.56,1.45
2016-11-03,23.16,23.51,23.2,22.65,108786.66,0.13,0.56,23.672,23.258,22.486,113321.44,106419.41,79787.09,2.72
2016-11-02,23.8,23.99,23.1,23.0,105628.11,-0.78,-3.27,23.836,23.061,22.391,110733.47,98134.5,78653.5,2.64
2016-11-01,24.1,24.6,23.9,23.63,104329.24,-0.35,-1.44,24.036,22.876,22.279,119817.06,90685.84,78151.13,2.61
2016-10-31,23.78,24.75,24.27,23.51,150868.73,0.38,1.59,23.906,22.619,22.078,129190.13,84118.69,75081.12,3.78
2016-10-28,24.1,24.2,23.89,23.05,96994.48,-0.15,-0.62,23.428,22.29,21.829,111823.39,73916.66,73016.45,2.43
2016-10-27,23.89,24.28,24.02,23.89,95846.8,-0.08,-0.33,22.844,22.076,21.694,99517.38,70095.45,70979.59,2.4
2016-10-26,23.25,24.56,24.1,22.8,151046.05,0.86,3.7,22.286,21.899,21.546,85535.53,64577.62,69375.01,3.78
2016-10-25,21.61,23.58,23.25,21.61,151194.61,1.37,6.26,21.716,21.752,21.387,61554.62,59859.95,63998.56,3.78
2016-10-24,21.15,21.98,21.88,21.04,64035.03,0.91,4.34,21.332,21.664,21.264,39047.25,52561.39,61276.05,1.6
2016-10-21,21.15,21.34,20.97,20.78,35464.4,-0.26,-1.23,21.152,21.651,21.228,36009.93,51803.09,62688.67,0.89
2016-10-20,21.25,21.4,21.23,21.08,25937.57,0.04,0.19,21.308,21.714,21.275,40673.52,53154.78,62463.35,0.65
2016-10-19,21.35,21.56,21.25,21.09,31141.48,-0.07,-0.33,21.512,21.72,21.309,43619.72,59172.49,64212.86,0.78
2016-10-18,21.14,21.35,21.33,20.81,38657.79,0.33,1.57,21.788,21.681,21.343,58165.29,65616.42,68310.29,0.97
2016-10-17,21.99,22.09,20.98,20.96,48848.43,-0.77,-3.54,21.996,21.536,21.431,66075.53,66043.55,75505.4,1.22
2016-10-14,22.2,22.2,21.75,21.48,58782.33,-0.49,-2.2,22.15,21.368,21.594,67596.25,72116.23,79871.47,1.47
2016-10-13,22.43,22.75,22.25,22.13,40668.55,-0.39,-1.72,22.12,21.312,21.731,65636.04,71863.74,88363.74,1.02
2016-10-12,22.3,23.25,22.63,22.12,103869.33,0.26,1.16,21.928,21.193,21.768,74725.26,74172.39,93140.56,2.6
2016-10-11,21.59,22.47,22.37,21.59,78209.0,0.61,2.8,21.574,21.022,21.775,73067.55,68137.18,93372.0,1.96
2016-10-10,21.9,21.9,21.75,21.11,56452.05,0.18,0.83,21.076,20.864,21.799,66011.57,69990.7,101160.38,1.41
2016-09-30,21.19,21.75,21.6,21.13,48981.25,0.31,1.46,20.586,20.804,21.855,76636.22,73574.24,111266.67,1.23
2016-09-29,20.85,21.85,21.29,20.56,86114.68,0.43,2.06,20.504,20.836,21.813,78091.44,71771.93,109938.59,2.16
2016-09-28,19.88,20.98,20.86,19.71,95580.75,0.98,4.93,20.458,20.897,21.784,73619.52,69253.23,107749.35,2.39
2016-09-27,19.3,19.9,19.88,19.29,42929.14,0.59,3.06,20.47,21.005,21.795,63206.81,71004.17,105560.66,1.07
2016-09-26,21.03,21.1,19.3,19.19,109575.26,-1.89,-8.92,20.652,21.325,21.888,73969.82,84967.25,105106.99,2.74
2016-09-23,21.06,21.53,21.19,20.8,56257.38,0.13,0.62,21.022,21.82,22.011,70512.26,87626.72,102171.52,1.93
2016-09-22,20.95,21.5,21.06,20.94,63755.07,0.13,0.62,21.168,22.149,22.053,65452.41,104863.74,103074.72,2.18
2016-09-21,20.78,20.96,20.92,20.62,43517.18,0.12,0.58,21.336,22.342,22.077,64886.94,112108.73,102700.67,1.49
2016-09-20,21.16,21.31,20.79,20.44,96744.23,-0.35,-1.66,21.54,22.528,22.14,78801.53,118606.82,103774.32,3.31
2016-09-19,21.95,22.1,21.15,21.1,92287.46,-0.8,-3.65,21.998,22.734,22.207,95964.67,132330.06,103940.68,3.16
2016-09-14,21.8,22.06,21.92,21.6,30958.12,0.0,0.0,22.618,22.905,22.279,104741.17,148959.11,107169.56,1.06
2016-09-13,22.1,22.3,21.9,21.58,60927.69,-0.03,-0.14,23.13,22.79,22.303,144275.06,148105.25,112482.09,2.09
2016-09-12,22.5,22.77,21.94,21.5,113090.14,-1.06,-4.61,23.348,22.67,22.348,159330.53,146245.48,118961.45,3.87
2016-09-09,23.92,24.06,23.08,22.6,182559.94,-1.14,-4.71,23.516,22.585,22.35,158412.12,140117.16,120647.63,6.25
2016-09-08,24.8,24.8,24.25,23.81,136169.94,-0.24,-0.98,23.47,22.451,22.263,168695.44,125246.74,115658.48,4.66
2016-09-07,23.2,24.94,24.48,23.0,228627.59,1.49,6.48,23.192,22.201,22.093,193177.05,116716.33,112294.72,7.83
2016-09-06,22.74,24.07,22.99,22.74,136205.03,0.23,1.01,22.45,21.956,21.919,151935.44,101285.71,104605.53,4.66
2016-09-05,22.57,23.48,22.78,22.57,108498.1,-0.07,-0.31,21.992,21.811,21.855,133160.42,93292.61,103590.2,3.71
2016-09-02,22.33,23.8,22.85,22.33,233976.56,0.0,0.0,21.654,21.752,21.773,121822.2,88941.81,102333.38,8.01
2016-09-01,20.85,22.86,22.86,20.75,258577.98,2.08,10.01,21.432,21.679,21.713,81798.03,75551.31,97176.78,8.85
2016-08-31,20.92,20.94,20.77,20.65,22419.51,0.07,0.34,21.21,21.653,21.665,40255.61,65380.0,90520.76,0.77
2016-08-30,21.12,21.3,20.7,20.61,42329.96,-0.39,-1.85,21.462,21.816,21.735,50635.99,76858.93,98996.66,1.45
2016-08-29,21.87,21.87,21.09,21.0,51807.0,-0.67,-3.08,21.63,22.025,21.74,53424.79,91677.43,105053.36,1.77
2016-08-26,21.79,21.95,21.74,21.61,33855.69,-0.02,-0.09,21.85,22.115,21.708,56061.41,101178.1,107785.28,1.16
2016-08-25,21.8,22.03,21.75,21.53,50865.89,-0.26,-1.18,21.926,22.075,21.658,69304.58,106070.22,112279.59,1.74
2016-08-24,21.88,22.38,22.03,21.75,74321.39,0.49,2.27,22.096,21.985,21.627,90504.39,107873.1,119053.29,2.54
2016-08-23,22.41,22.41,21.54,21.38,56274.0,-0.66,-2.97,22.17,21.882,21.659,103081.87,107925.36,130838.66,1.93
2016-08-22,22.08,22.4,22.19,21.8,64990.1,0.0,0.0,22.42,21.898,21.663,129930.07,113887.79,137326.92,2.22
2016-08-19,22.6,22.6,22.12,21.99,100071.53,-0.57,-2.51,22.38,21.793,21.653,146294.79,115724.95,144255.63,3.43
2016-08-18,22.41,23.04,22.6,22.22,156864.94,0.23,1.03,22.224,21.747,21.545,142835.86,118802.26,146158.88,5.37
2016-08-17,22.51,22.78,22.4,21.83,137208.8,-0.38,-1.67,21.874,21.677,21.37,125241.81,115661.52,146652.25,4.7
2016-08-16,21.81,23.0,22.79,21.81,190514.98,0.8,3.64,21.594,21.653,21.173,112768.84,121134.38,142950.65,6.52
2016-08-15,21.6,22.38,21.99,21.18,146813.69,0.65,3.05,21.376,21.454,20.934,97845.51,118429.3,135559.48,5.03
2016-08-12,20.77,21.6,21.34,20.71,82776.91,0.53,2.55,21.206,21.301,20.75,85155.12,114392.45,131203.14,2.83
2016-08-11,21.09,21.25,20.85,20.77,68894.68,-0.16,-0.76,21.27,21.24,20.599,94768.66,118488.95,132369.09,2.36
2016-08-10,21.44,21.5,21.0,20.98,74843.92,-0.68,-3.14,21.48,21.269,20.44,106081.23,130233.48,131321.54,2.56
2016-08-09,21.14,21.7,21.7,20.8,115898.33,0.54,2.55,21.712,21.436,20.271,129499.93,153751.96,130282.63,3.97
2016-08-08,21.41,21.55,21.14,20.8,83361.75,-0.52,-2.4,21.532,21.428,20.065,139013.09,160766.04,128541.96,2.85
2016-08-05,22.15,22.7,21.66,21.55,130844.6,-0.26,-1.19,21.396,21.512,19.905,143629.78,172786.32,129085.94,4.48
2016-08-04,21.79,22.0,21.9,21.31,125457.57,-0.23,-1.04,21.21,21.342,19.745,142209.25,173515.5,132014.14,4.29
2016-08-03,21.0,22.45,22.16,20.51,191937.39,1.39,6.69,21.058,21.062,19.583,154385.73,177642.97,128179.09,6.57
2016-08-02,20.55,21.12,20.8,20.17,163464.12,0.38,1.86,21.16,20.693,19.323,178003.99,164766.92,118640.13,5.6
2016-08-01,20.37,21.22,20.46,20.03,106445.22,-0.23,-1.11,21.324,20.413,19.054,182519.0,152689.66,111697.72,3.64
2016-07-29,20.92,21.74,20.73,20.52,123741.96,-0.39,-1.85,21.628,20.198,18.793,201942.85,148013.83,107654.54,4.24
2016-07-28,21.98,22.14,21.14,20.85,186339.94,-1.52,-6.71,21.474,19.957,18.494,204821.74,146249.24,102737.66,6.38
2016-07-27,21.82,23.35,22.67,21.3,310028.69,1.07,4.95,21.066,19.61,18.187,200900.22,132409.6,94574.0,10.61
2016-07-26,22.15,22.78,21.62,21.2,186039.19,-0.36,-1.64,20.226,19.106,17.818,151529.85,106813.3,80121.39,6.37
2016-07-25,20.17,21.98,21.98,20.0,203564.47,2.0,10.01,19.502,18.701,17.524,122860.31,96317.88,72766.96,6.97
2016-07-22,19.41,20.8,19.96,18.82,138136.42,0.87,4.56,18.768,18.298,17.196,94084.82,85385.57,64171.52,4.73
2016-07-21,18.31,19.53,19.1,18.25,166732.31,0.63,3.41,18.44,18.147,16.958,87676.73,90512.78,60718.19,5.71
2016-07-20,18.17,18.73,18.47,18.09,63176.86,0.48,2.67,18.154,18.103,16.809,63918.98,78715.21,57355.27,2.16
2016-07-19,18.3,18.3,18.0,17.9,42691.51,-0.31,-1.69,17.986,17.952,16.644,62096.75,72513.33,56652.86,1.46
2016-07-18,18.0,18.52,18.31,18.0,59686.98,-0.01,-0.06,17.9,17.694,16.464,69775.44,70705.78,56000.3,2.04
2016-07-15,17.69,18.79,18.32,17.69,106095.98,0.64,3.62,17.828,17.387,16.249,76686.32,67295.25,54712.63,3.63
2016-07-14,17.6,17.73,17.67,17.21,47943.58,0.04,0.23,17.854,17.03,16.076,93348.84,59226.09,51174.21,1.64
2016-07-13,17.88,17.89,17.63,17.53,54065.69,0.05,0.28,18.052,16.764,15.945,93511.43,56738.41,51577.09,1.85
2016-07-12,17.82,17.95,17.57,17.05,81084.98,-0.38,-2.12,17.918,16.529,15.901,82929.92,53429.48,51259.01,2.78
2016-07-11,18.0,18.5,17.95,17.71,94241.36,-0.52,-2.81,17.488,16.347,15.831,71636.11,49216.05,49125.79,3.23
2016-07-08,19.5,19.5,18.45,18.15,189408.58,-0.21,-1.12,16.946,16.094,15.758,57904.18,42957.48,46387.27,6.48
2016-07-07,18.66,18.66,18.66,18.41,48756.55,1.7,10.02,16.206,15.768,15.639,25103.33,30923.6,38378.63,1.67
2016-07-06,16.96,16.96,16.96,16.96,1158.12,1.54,9.99,15.476,15.514,15.505,19965.38,35995.34,38266.72,0.04
2016-03-15,15.24,15.51,15.42,15.12,24615.96,0.18,1.18,15.14,15.336,15.463,23929.04,40792.39,40814.65,0.84
2016-03-14,15.02,15.55,15.24,15.02,25581.68,0.5,3.39,15.206,15.234,15.473,26795.98,41294.81,41075.53,0.88
2016-03-11,14.97,14.97,14.75,14.49,25404.35,-0.26,-1.73,15.242,15.111,15.463,28010.79,42130.01,41207.64,0.87
2016-03-10,15.25,15.41,15.01,15.01,23066.78,-0.26,-1.7,15.33,15.121,15.491,36743.87,43122.33,41836.92,0.79
2016-03-09,15.48,15.6,15.28,15.15,20976.41,-0.47,-2.98,15.552,15.126,15.498,52025.3,46415.77,42688.1,0.72
2016-03-08,15.5,15.77,15.75,14.8,38950.69,0.28,1.81,15.532,15.272,15.457,57655.74,49088.54,42748.5,1.33
2016-03-07,15.17,15.75,15.42,15.17,31655.71,0.25,1.65,15.262,15.315,15.397,55793.65,49035.54,42909.74,1.08
2016-03-04,15.84,16.15,15.19,15.0,69069.78,-0.92,-5.71,14.98,15.421,15.331,56249.24,49817.06,42683.49,2.36
2016-03-03,15.1,16.71,16.12,15.1,99473.9,0.93,6.12,14.912,15.51,15.27,49500.78,45833.66,41144.0,3.4
2016-03-02,14.4,15.2,15.18,14.36,49128.62,0.77,5.34,14.7,15.496,15.142,40806.25,40538.11,37521.07,1.68
2016-03-01,14.02,14.6,14.4,14.02,29640.23,0.38,2.71,15.012,15.589,15.083,40521.34,40836.92,37091.56,1.01
2016-02-29,14.82,14.93,14.01,13.8,33933.66,-0.86,-5.78,15.368,15.711,15.089,42277.42,40856.24,37507.06,1.16
2016-02-26,15.15,15.39,14.85,14.31,35327.51,-0.21,-1.39,15.862,15.815,15.184,43384.88,40285.26,37425.58,1.21
2016-02-25,16.5,16.61,15.06,15.06,56001.21,-1.67,-9.98,16.108,15.86,15.22,42166.54,40551.51,36923.42,1.92
2016-02-24,15.98,16.75,16.74,15.83,47704.09,0.56,3.46,16.292,15.869,15.237,40269.97,38960.43,36390.4,1.63
2016-02-23,16.56,16.58,16.18,15.7,38420.64,-0.29,-1.76,16.166,15.642,15.2,41152.5,36408.46,36212.09,1.32
2016-02-22,16.35,16.59,16.48,16.22,39470.97,0.39,2.42,16.054,15.479,15.202,39435.06,36783.95,36796.83,1.35
2016-02-19,15.92,16.18,16.08,15.3,29235.78,0.11,0.69,15.768,15.241,15.156,37185.64,35549.91,36920.67,1.0
2016-02-18,16.12,16.36,15.98,15.8,46518.39,-0.14,-0.87,15.612,15.03,15.123,38936.48,36454.33,37611.85,1.59
2016-02-17,15.6,16.7,16.11,15.55,52116.73,0.5,3.2,15.446,14.788,15.121,37650.88,34504.03,38697.37,1.78
2016-02-16,15.11,15.71,15.62,15.1,29833.41,0.59,3.92,15.118,14.576,15.08,31664.42,33346.21,38743.47,1.02
2016-02-15,14.68,15.19,15.05,14.54,28223.87,-0.25,-1.63,14.904,14.467,15.064,34132.84,34157.89,40305.9,0.97
2016-02-05,15.02,15.9,15.3,15.02,37989.99,0.15,0.99,14.714,14.552,15.106,33914.19,34565.89,41796.52,1.3
2016-02-04,14.52,15.25,15.15,14.52,40090.4,0.67,4.63,14.448,14.579,15.225,33972.18,33295.33,43083.57,1.37
2016-02-03,14.5,14.53,14.47,14.25,22184.43,-0.07,-0.48,14.13,14.604,15.369,31357.17,33820.38,41683.2,0.76
2016-02-02,14.15,14.71,14.55,14.05,42175.52,0.46,3.27,14.034,14.758,15.648,35027.99,36015.72,42412.93,1.44
2016-02-01,13.99,14.28,14.1,13.9,27130.6,0.12,0.86,14.03,14.925,15.912,34182.93,36809.71,43515.56,0.93
2016-01-29,13.59,14.21,13.97,13.3,38279.97,0.4,2.95,14.39,15.071,16.242,35217.6,38291.43,44501.0,1.31
2016-01-28,13.96,14.21,13.56,13.4,27015.35,-0.45,-3.21,14.71,15.216,16.692,32618.48,38769.36,46885.12,0.92
2016-01-27,14.64,14.69,13.99,13.26,40538.52,-0.51,-3.52,15.078,15.454,17.107,36283.59,42890.71,46969.85,1.39
2016-01-26,15.76,15.88,14.53,14.38,37950.22,-1.38,-8.67,15.482,15.583,17.496,37003.44,44140.74,47568.2,1.3
2016-01-25,15.78,16.15,15.9,15.66,32303.94,0.32,2.05,15.82,15.66,17.864,39436.48,46453.91,49260.22,1.11
2016-01-22,15.5,15.81,15.57,15.13,25284.37,0.13,0.84,15.752,15.66,18.229,41365.26,49027.15,49985.07,0.87
2016-01-21,15.7,16.2,15.4,15.0,45340.89,-0.6,-3.75,15.722,15.87,18.603,44920.24,52871.81,52477.98,1.55
2016-01-20,16.05,16.38,16.01,15.75,44137.8,-0.21,-1.29,15.83,16.134,19.038,49497.83,49546.02,53716.3,1.51
2016-01-19,15.55,16.25,16.22,15.33,50115.39,0.67,4.31,15.684,16.538,19.428,51278.04,48810.15,54182.43,1.72
2016-01-18,14.97,15.72,15.56,14.7,41947.85,0.17,1.1,15.5,16.899,19.814,53471.33,50221.42,55042.69,1.44
2016-01-15,15.71,16.1,15.42,15.21,43059.26,-0.55,-3.44,15.568,17.412,20.236,56689.04,50710.57,58406.8,1.47
2016-01-14,14.86,16.0,15.94,14.39,68228.87,0.7,4.59,16.018,18.168,20.631,60823.37,55000.88,60819.12,2.34
2016-01-13,15.45,15.88,15.28,14.75,53038.81,0.01,0.07,16.438,18.759,20.946,49594.2,51048.98,59500.24,1.82
2016-01-12,15.9,16.1,15.3,15.0,61081.87,-0.6,-3.77,17.392,19.409,21.298,46342.26,50995.67,59387.8,2.09
2016-01-11,16.59,17.24,15.9,15.9,58036.37,-1.77,-10.02,18.298,20.068,21.648,46971.51,52066.53,58356.88,1.99
2016-01-08,18.5,18.57,17.67,16.3,63730.94,-0.37,-2.05,19.256,20.797,21.947,44732.11,50942.98,57791.95,2.18
2016-01-07,19.7,19.7,18.04,18.04,12083.0,-2.0,-9.98,20.318,21.335,22.174,49178.38,52084.16,61014.55,0.41
2016-01-06,19.9,20.28,20.05,19.53,36779.14,0.18,0.91,21.08,21.942,22.337,52503.76,57886.59,63078.9,1.26
2016-01-05,19.0,21.15,19.83,19.0,64228.1,-0.86,-4.16,21.426,22.317,22.387,55649.07,59554.71,64246.35,2.2
2016-01-04,22.8,22.84,20.69,20.68,46839.38,-2.28,-9.93,21.838,22.729,22.497,57161.55,59863.96,64191.02,1.6
2015-12-31,21.9,23.38,22.98,21.9,85962.29,1.14,5.22,22.338,23.059,22.535,57153.86,66103.03,64921.16,2.94
2015-12-30,21.88,21.96,21.85,21.36,28709.9,0.08,0.37,22.352,23.094,22.445,54989.93,66637.36,62594.47,0.98
2015-12-29,21.86,22.27,21.78,21.3,52505.66,-0.1,-0.46,22.804,23.133,22.393,63269.41,67951.5,63397.64,1.8
2015-12-28,23.2,23.4,21.89,21.85,71790.53,-1.31,-5.65,23.208,23.187,22.366,63460.36,67779.93,64901.54,2.46
2015-12-25,23.18,23.3,23.19,22.82,46800.9,0.15,0.65,23.62,23.227,22.294,62566.37,64647.24,65422.61,1.6
2015-12-24,24.05,24.05,23.05,22.88,75142.68,-1.06,-4.4,23.78,23.097,22.193,75052.2,64640.92,67915.0,2.57
2015-12-23,23.97,24.44,24.11,23.66,70107.29,0.33,1.39,23.836,23.012,22.217,78284.79,69944.93,66730.18,2.4
2015-12-22,23.8,24.1,23.8,23.5,53460.38,-0.11,-0.46,23.462,22.731,22.204,72633.58,68271.22,66575.31,1.83
2015-12-21,24.2,24.8,23.95,23.7,67320.6,-0.04,-0.17,23.166,22.457,22.196,72099.51,68937.98,67161.6,2.3
2015-12-18,23.53,24.66,23.99,23.43,109230.05,0.65,2.79,22.834,22.264,22.163,66728.1,68518.08,68161.18,3.74
2015-12-17,22.5,23.35,23.33,22.5,91305.61,1.12,5.04,22.414,22.01,22.175,54229.64,63739.3,67789.46,3.13
2015-12-16,22.59,22.65,22.24,22.15,41851.26,-0.08,-0.36,22.188,21.795,22.204,61605.08,58551.57,69257.21,1.43
2015-12-15,22.24,22.66,22.32,22.01,50790.04,0.03,0.14,22.0,21.652,22.293,63908.85,58843.78,74988.29,1.74
2015-12-14,21.61,22.31,22.29,21.5,40463.54,0.41,1.87,21.748,21.545,22.482,65776.45,62023.15,80695.08,1.39
2015-12-11,21.81,22.39,21.89,21.6,46737.76,-0.31,-1.4,21.694,21.36,22.67,70308.06,66197.99,83994.79,1.6
2015-12-10,21.85,23.36,22.2,21.84,128182.8,0.93,4.37,21.606,21.288,22.823,73248.95,71189.08,90839.46,4.39
2015-12-09,21.06,21.87,21.3,21.01,53370.13,0.25,1.19,21.402,21.421,22.914,55498.06,63515.43,90435.71,1.83
2015-12-08,21.93,21.93,21.06,21.0,60128.03,-0.96,-4.36,21.304,21.676,23.082,53778.7,64879.39,95351.19,2.06
2015-12-07,21.45,22.15,22.02,21.09,63121.57,0.58,2.71,21.342,21.934,23.268,58269.85,65385.22,102445.8,2.16
2015-12-04,21.1,21.88,21.45,21.03,61442.24,0.28,1.32,21.026,22.062,23.294,62087.93,67804.28,104367.83,2.1
2015-12-03,20.66,21.32,21.18,20.66,39428.35,0.36,1.73,20.97,22.34,23.338,69129.2,71839.62,105013.7,1.35
2015-12-02,21.3,21.37,20.81,20.3,44773.31,-0.4,-1.89,21.44,22.613,23.389,71532.79,79962.84,110108.6,1.53
2015-12-01,20.38,22.0,21.25,20.01,82583.76,0.83,4.07,22.048,22.933,23.441,75980.09,91132.81,112911.34,2.83
2015-11-30,21.18,21.98,20.44,19.29,82211.97,-0.74,-3.49,22.526,23.418,23.423,72500.6,99367.01,112406.99,2.81
2015-11-27,23.35,23.43,21.17,21.17,96648.6,-2.35,-9.99,23.098,23.979,23.423,73520.63,101791.59,111634.76,3.31
2015-11-26,23.85,24.08,23.53,23.5,51446.29,-0.31,-1.3,23.71,24.357,23.395,74550.04,110489.85,109815.49,1.76
2015-11-25,23.4,24.15,23.85,23.4,67009.81,0.23,0.97,23.786,24.407,23.266,88392.9,117356.0,110610.73,2.29
2015-11-24,23.26,23.75,23.64,22.86,65186.31,0.33,1.42,23.818,24.487,23.104,106285.54,125822.98,112165.27,2.23
2015-11-23,24.55,24.61,23.3,23.25,87312.13,-0.9,-3.72,24.31,24.602,23.012,126233.41,139506.37,114145.26,2.99
2015-11-20,23.93,24.49,24.23,23.53,101795.66,0.32,1.34,24.86,24.526,22.939,130062.55,140931.38,118704.06,3.48
2015-11-19,23.72,24.26,23.91,23.01,120660.59,-0.12,-0.5,25.004,24.336,22.849,146429.66,138187.78,123305.46,4.13
2015-11-18,26.17,26.28,24.01,23.8,156473.0,-2.07,-7.94,25.028,24.165,22.673,146319.11,140254.35,124176.02,5.36
2015-11-17,27.62,27.69,26.1,25.9,164925.69,0.04,0.15,25.156,23.949,22.4,145360.43,134689.86,120988.1,5.65
2015-11-16,24.51,26.28,26.05,24.1,106457.82,1.09,4.37,24.894,23.428,22.092,152779.33,125446.98,116400.75,3.64
2015-11-13,24.1,26.35,24.95,24.1,183631.2,0.92,3.83,24.192,22.867,21.772,151800.2,121477.94,116252.91,6.29
2015-11-12,24.62,24.64,24.03,23.68,120107.83,-0.59,-2.4,23.668,22.433,21.545,129945.9,109141.13,115046.76,4.11
2015-11-11,24.2,25.1,24.65,23.8,151679.59,-0.14,-0.56,23.302,22.124,21.341,134189.6,103865.45,115390.24,5.19
2015-11-10,23.5,24.79,24.79,23.5,202020.19,2.25,9.98,22.742,21.721,21.054,124019.3,98507.55,116786.59,6.92
2015-11-09,22.04,23.11,22.54,22.04,101562.21,0.21,0.94,21.962,21.421,20.739,98114.64,88784.15,112512.85,3.48
2015-11-06,22.18,22.65,22.33,22.0,74359.66,0.12,0.54,21.542,21.352,20.453,91155.67,96476.73,112484.83,2.55
2015-11-05,22.3,23.15,22.2,21.88,141326.34,0.35,1.6,21.198,21.362,20.146,88336.36,108423.15,111193.88,4.84
2015-11-04,20.95,21.99,21.85,20.93,100828.08,0.96,4.6,20.946,21.181,19.849,73541.3,108097.69,107905.47,3.45
2015-11-03,20.89,21.33,20.89,20.0,72496.91,0.45,2.2,20.7,20.85,19.54,72995.81,107286.34,107140.64,2.48
2015-11-02,20.35,21.3,20.44,19.86,66767.37,-0.17,-0.82,20.88,20.756,19.269,79453.67,107354.52,107428.15,2.29
2015-10-30,20.85,21.0,20.61,20.5,60263.1,-0.28,-1.34,21.162,20.677,19.001,101797.79,111027.87,106162.2,2.06
2015-10-29,21.02,21.36,20.94,20.65,67351.04,0.32,1.55,21.526,20.656,18.735,128509.94,120952.39,106742.05,2.31
2015-10-28,21.9,22.12,20.62,20.2,98100.62,-1.16,-5.33,21.416,20.558,18.458,142654.08,126915.02,106311.81,3.36
2015-10-27,21.49,22.18,21.79,20.39,104786.21,-0.06,-0.28,21.0,20.386,18.185,141576.87,135065.63,105620.38,3.59
2015-10-26,23.32,23.46,21.85,21.06,178488.0,-0.58,-2.59,20.632,20.057,17.844,135255.37,136241.55,104451.05,6.11
2015-10-23,21.21,22.43,22.43,20.71,193823.84,2.04,10.01,20.192,19.553,17.479,120257.95,128492.93,98549.95,6.63
2015-10-22,18.65,20.39,20.39,18.65,138071.73,1.85,9.98,19.786,18.929,17.058,113394.85,113964.62,91822.64,4.73
2015-10-21,19.96,20.5,18.54,18.23,92714.55,-1.39,-6.97,19.7,18.517,16.736,111175.96,107713.25,89358.21,3.17
2015-10-20,19.86,20.39,19.95,19.66,73178.73,0.32,1.63,19.772,18.23,16.541,128554.4,106994.94,88712.48,2.5
2015-10-19,20.55,20.7,19.65,19.56,103500.92,-0.76,-3.72,19.482,17.782,16.211,137227.73,107501.79,89083.0,3.54
2015-10-16,20.32,21.0,20.4,19.5,159508.31,0.42,2.1,18.914,17.325,15.951,136727.91,101296.53,90893.05,5.46
2015-10-15,18.61,20.2,19.96,18.61,126977.31,1.08,5.72,18.072,16.814,15.735,114534.39,92531.7,88662.64,4.35
2015-10-14,18.15,19.9,18.9,17.81,179606.73,0.4,2.16,17.334,16.358,15.468,104250.53,85708.6,86410.59,6.15
2015-10-13,16.61,18.5,18.5,16.6,116545.37,1.68,9.99,16.688,15.983,15.254,85435.48,76175.14,82184.37,3.99
2015-10-12,16.2,17.18,16.81,16.01,101001.85,0.62,3.83,16.082,15.63,15.022,77775.84,72660.54,79388.49,3.46
2015-10-09,16.11,16.33,16.19,15.99,48540.67,-0.07,-0.43,15.736,15.404,14.82,65865.14,68606.96,76962.9,1.66
2015-10-08,16.03,16.5,16.27,15.75,75558.01,0.61,3.9,15.556,15.187,14.628,70529.0,69680.66,78045.96,2.59
2015-09-30,15.3,15.85,15.67,14.98,85531.49,0.2,1.29,15.382,14.955,14.488,67166.68,71003.17,78217.35,2.93
2015-09-29,14.96,16.0,15.47,14.81,78247.2,0.38,2.52,15.278,14.852,14.452,66914.79,70430.02,77932.86,2.68
2015-09-28,14.95,15.28,15.08,14.3,41448.35,-0.21,-1.37,15.178,14.639,14.501,67545.24,70664.22,79911.88,1.42
2015-09-25,15.5,15.95,15.29,15.03,71859.97,-0.1,-0.65,15.072,14.577,14.496,71348.77,80489.57,84741.11,2.46
2015-09-24,15.22,15.7,15.4,15.1,58746.39,0.26,1.72,14.818,14.655,14.509,68832.31,84793.59,87664.03,2.01
2015-09-23,14.94,15.45,15.15,14.6,84272.05,0.2,1.34,14.528,14.577,14.604,74839.67,87112.57,86046.36,2.88
2015-09-22,14.53,15.19,14.97,14.48,81399.43,0.44,3.03,14.426,14.525,14.807,73945.25,88193.61,84374.37,2.79
2015-09-21,13.9,14.57,14.55,13.73,60466.03,0.54,3.85,14.1,14.413,15.076,73783.21,86116.45,87214.27,2.07
2015-09-18,14.1,14.4,14.02,13.51,59277.66,0.04,0.29,14.082,14.235,15.413,89630.36,85318.85,91928.28,2.03
2015-09-17,14.58,15.35,13.95,13.92,88783.16,-0.7,-4.78,14.492,14.069,15.752,100754.88,86411.26,95076.24,3.04
2015-09-16,13.43,14.65,14.64,13.4,79799.99,1.32,9.91,14.626,14.02,16.062,99385.47,85431.53,96147.79,2.73
2015-09-15,13.74,14.25,13.34,13.1,80589.21,-1.12,-7.75,14.624,14.051,16.45,102441.97,85435.7,97522.71,2.76
2015-09-14,16.62,16.64,14.46,14.46,139701.77,-1.61,-10.02,14.726,14.363,16.881,98449.69,89159.54,101431.96,4.78
2015-09-11,15.0,16.07,16.07,14.61,114900.25,1.46,9.99,14.388,14.414,17.228,81007.34,88992.66,101712.36,3.93
2015-09-10,14.0,15.28,14.62,13.8,81936.15,-0.02,-0.14,13.646,14.363,17.425,72067.64,90534.47,102005.86,2.8
2015-09-09,13.95,14.88,14.63,13.95,95082.47,0.77,5.56,13.414,14.63,17.679,71477.58,84980.15,103910.79,3.25
2015-09-08,12.89,13.98,13.85,12.67,60627.79,1.09,8.54,13.478,15.088,17.924,68429.43,80555.14,103801.5,2.08
2015-09-07,12.92,13.38,12.77,12.63,52490.04,0.37,2.98,14.0,15.739,18.131,79869.39,88312.1,104161.3,1.8
2015-09-02,12.3,14.11,12.36,12.3,70201.74,-1.1,-8.17,14.44,16.591,18.36,96977.99,98537.72,104567.25,2.4
2015-09-01,14.78,14.78,13.46,13.46,78985.85,-1.5,-10.03,15.08,17.434,18.617,109001.3,103741.22,106218.95,2.7
2015-08-31,16.13,16.2,14.95,14.95,79841.72,-1.51,-9.17,15.846,18.104,18.812,98482.73,106864.05,106984.29,2.73
2015-08-28,15.4,16.46,16.46,15.0,117827.6,1.5,10.03,16.698,18.849,18.853,92680.85,109609.73,107384.89,4.03
2015-08-27,15.5,16.5,14.97,14.0,138033.02,-0.59,-3.79,17.478,19.398,18.905,96754.8,113704.38,105345.29,4.72
2015-08-26,17.0,18.35,15.56,15.56,130318.31,-1.73,-10.01,18.742,20.042,19.087,100097.45,114432.06,102945.9,4.46
2015-08-25,17.29,17.29,17.29,17.29,26393.0,-1.92,-9.99,19.788,20.486,19.281,98481.13,113477.25,100760.9,0.9
2015-08-24,20.0,20.4,19.21,19.21,50832.3,-2.13,-9.98,20.362,20.727,19.349,115245.36,122841.42,105103.36,1.74
2015-08-21,20.62,21.9,20.36,19.18,138197.38,-0.89,-4.19,21.0,20.76,19.423,126538.6,127047.87,107525.57,4.73
2015-08-20,20.98,22.67,21.29,20.3,154746.27,0.68,3.3,21.318,20.522,19.555,130653.97,120010.51,107255.7,5.3
2015-08-19,19.0,21.0,20.79,18.14,122236.72,0.63,3.12,21.342,20.128,19.697,128766.66,110596.78,106575.77,4.18
2015-08-18,22.4,22.4,20.16,20.16,110214.14,-2.24,-10.0,21.184,19.8,19.783,128473.37,108696.69,106623.23,3.77
2015-08-17,21.67,22.49,22.4,21.43,107298.51,0.46,2.1,21.092,19.519,19.836,130437.47,107104.54,105345.14,3.67
2015-08-14,21.61,22.83,21.95,21.61,158774.2,0.57,2.67,20.52,18.856,19.774,127557.13,105160.06,105904.42,5.43
2015-08-13,20.23,21.54,21.41,20.01,145309.73,1.41,7.05,19.726,18.412,19.733,109367.04,96986.2,102759.24,4.97
2015-08-12,19.35,20.64,20.0,19.1,120770.27,0.31,1.57,18.914,18.131,19.666,92426.9,91459.75,102925.4,4.13
2015-08-11,19.6,20.12,19.7,19.0,120034.65,0.15,0.77,18.416,18.076,19.771,88920.0,88044.54,101185.21,4.11
2015-08-10,18.22,19.65,19.54,18.22,92896.78,1.57,8.74,17.946,17.971,20.014,83771.6,87365.31,105374.57,3.18
2015-08-07,17.47,17.99,17.98,17.47,67823.78,0.61,3.51,17.192,18.086,20.401,82762.98,88003.27,111513.33,2.32
2015-08-06,16.94,17.98,17.35,16.81,60609.0,-0.15,-0.86,17.098,18.587,20.783,84605.36,94500.89,116331.12,2.07
2015-08-05,17.4,18.36,17.51,17.1,103235.81,0.16,0.92,17.348,19.266,21.079,90492.6,102554.76,119510.67,3.53
2015-08-04,16.2,17.35,17.35,15.8,94292.63,1.58,10.02,17.736,19.765,21.454,87169.08,104549.78,123074.95,3.23
2015-08-03,17.39,17.39,15.77,15.77,87853.7,-1.75,-9.99,17.996,20.153,21.778,90959.02,103585.74,126782.92,3.01
2015-07-31,17.71,18.4,17.51,17.02,77035.64,-1.07,-5.76,18.98,20.692,22.254,93243.56,106648.78,129904.7,2.64
2015-07-30,19.44,19.74,18.6,18.41,90045.23,-0.85,-4.37,20.076,21.053,22.727,104396.42,108532.27,131535.01,3.08
2015-07-29,19.12,19.5,19.45,17.2,86618.22,0.82,4.4,21.184,21.201,23.199,114616.91,114391.06,132072.05,2.96
2015-07-28,18.76,20.2,18.65,18.62,113242.29,-2.04,-9.86,21.794,21.466,23.586,121930.47,114325.88,132080.92,3.88
2015-07-27,22.3,23.65,20.69,20.69,99276.44,-2.3,-10.0,22.31,22.057,24.057,116212.45,123383.84,130234.33,3.4
2015-07-24,24.0,24.55,22.99,22.38,132799.91,-1.15,-4.76,22.404,22.716,24.583,120054.0,135023.38,129589.61,4.55
2015-07-23,23.2,24.26,24.14,23.0,141147.69,1.68,7.48,22.03,22.978,25.0,112668.13,138161.35,127490.18,4.83
2015-07-22,21.24,22.5,22.5,21.24,123186.04,1.28,6.03,21.218,22.891,25.41,114165.21,136466.58,128089.32,4.22
2015-07-21,20.85,21.49,21.23,20.16,84652.19,0.09,0.43,21.138,23.142,25.87,106721.29,141600.12,131898.5,2.9
2015-07-20,21.1,21.49,21.16,20.1,118484.16,0.06,0.28,21.804,23.402,26.569,130555.22,149980.11,135657.18,4.06
2015-07-17,20.5,21.97,21.12,20.2,95870.55,1.05,5.23,23.028,23.815,27.23,149992.77,153160.61,138386.76,3.28
2015-07-16,19.98,22.3,20.08,19.89,148633.12,-2.02,-9.14,23.926,24.4,27.867,163654.57,154537.76,147044.89,5.09
2015-07-15,22.78,23.04,22.1,22.1,85966.42,-2.46,-10.02,24.564,25.197,28.53,158767.95,149753.04,149835.16,2.94
2015-07-14,26.4,26.99,24.56,24.56,203821.83,-2.73,-10.0,25.146,25.706,28.94,176478.95,149835.97,154530.24,6.98
2015-07-13,25.63,27.9,27.28,25.63,215671.91,1.67,6.52,25.0,26.057,29.122,169405.01,137084.82,151303.74,7.38
2015-07-10,22.2,25.61,25.61,22.1,164179.59,2.33,10.01,24.602,26.449,29.108,156328.46,124155.83,144964.95,5.62
2015-07-01,25.0,25.8,23.27,22.8,124199.99,-1.74,-6.96,24.874,27.021,29.198,145420.94,116819.01,142739.0,4.25
2015-06-30,23.82,25.13,25.01,21.44,174521.44,1.19,5.0,25.83,27.929,29.447,140738.14,119712.07,142160.16,5.97
2015-06-29,26.5,26.98,23.83,22.82,168452.12,-1.45,-5.74,26.266,28.597,29.555,123192.98,122196.88,138338.64,5.77
2015-06-26,27.0,27.5,25.29,24.27,150289.14,-1.68,-6.23,27.114,29.735,29.653,104764.62,121334.25,136335.98,5.14
2015-06-25,28.0,28.5,26.97,26.0,109642.01,-1.07,-3.82,28.296,30.645,29.653,91983.2,123612.91,137939.84,3.75
2015-06-24,27.6,28.5,28.05,27.48,100785.98,0.87,3.2,29.168,31.333,29.708,88217.07,139552.02,141688.41,3.45
2015-06-23,26.8,28.8,27.19,25.31,86795.67,-0.88,-3.13,30.028,31.862,29.788,98686.0,149917.27,146559.61,2.97
2015-06-19,30.98,30.98,28.07,28.07,76310.31,-3.12,-10.0,30.928,32.174,29.925,121200.77,159224.51,149810.81,2.61
2015-06-18,30.94,32.89,31.2,30.38,86382.05,-0.12,-0.38,32.356,32.186,29.998,137903.89,165522.67,156464.42,2.96
2015-06-17,31.45,32.2,31.33,29.8,90811.36,-1.03,-3.18,32.994,31.766,29.849,155242.62,165774.07,158204.82,3.11
2015-06-16,30.48,33.48,32.35,29.61,153130.61,0.66,2.08,33.498,31.375,29.565,190886.97,168659.0,161871.41,5.24
2015-06-15,34.99,34.99,31.69,31.69,199369.53,-3.52,-10.0,33.696,30.964,29.114,201148.55,164608.26,158362.17,6.82
2015-06-12,34.69,35.98,35.21,34.01,159825.88,0.82,2.38,33.42,30.513,28.683,197248.25,154480.41,153888.0,5.47
2015-06-11,33.17,34.98,34.39,32.51,173075.73,0.54,1.59,32.016,29.572,28.036,193141.45,151337.71,151428.57,5.92
2015-06-10,34.1,36.35,33.85,32.23,269033.12,0.51,1.53,30.538,28.66,27.424,176305.53,152266.76,149078.5,9.21
2015-06-09,30.46,33.34,33.34,30.46,204438.47,3.03,10.0,29.252,28.082,26.77,146431.02,143824.79,139248.67,7.0
2015-06-08,28.4,30.9,30.31,28.4,179868.05,2.12,7.52,28.232,27.714,26.164,128067.98,143201.95,133185.54,6.16
2015-06-05,27.37,28.35,28.19,27.37,139291.88,1.19,4.41,27.606,27.675,25.677,111712.57,140397.1,128138.18,4.77
2015-06-04,27.42,27.55,27.0,25.0,88896.11,-0.42,-1.53,27.128,27.81,25.268,109533.97,147406.17,125636.02,3.04
2015-06-03,28.25,28.5,27.42,26.62,119660.61,-0.82,-2.9,26.782,27.932,24.858,128227.99,150635.57,124643.79,4.1
2015-06-02,27.5,28.59,28.24,27.4,112623.23,1.06,3.9,26.912,27.755,24.46,141218.55,155083.83,122956.92,3.86
2015-06-01,25.86,27.79,27.18,25.86,98091.02,1.38,5.35,27.196,27.263,24.085,158335.93,152116.08,121744.71,3.36
2015-05-29,25.5,26.58,25.8,23.7,128398.88,0.53,2.1,27.744,26.852,23.838,169081.63,153295.6,119753.75,4.4
2015-05-28,27.95,27.95,25.27,25.26,182366.2,-2.8,-9.97,28.492,26.5,23.673,185278.38,151519.43,117932.57,6.24
2015-05-27,29.66,29.66,28.07,27.95,184613.42,-1.59,-5.36,29.082,26.187,23.514,173043.16,145890.24,112643.52,6.32
2015-05-26,29.92,30.3,29.66,28.7,198210.12,-0.26,-0.87,28.598,25.458,23.198,168949.11,134672.56,108947.78,6.78
2015-05-25,29.3,30.3,29.92,28.1,151819.52,0.38,1.29,27.33,24.613,22.861,145896.23,123169.14,107003.53,5.2
2015-05-22,29.87,30.99,29.54,28.53,209382.62,1.32,4.68,25.96,23.679,22.44,137509.57,115879.26,104078.16,7.17
2015-05-21,27.5,28.22,28.22,26.5,121190.11,2.57,10.02,24.508,22.725,22.053,117760.48,103865.87,98766.2,4.15
2015-05-20,24.1,25.65,25.65,24.1,164143.16,2.33,9.99,23.292,21.784,21.733,118737.32,98652.0,99743.64,5.62
2015-05-19,23.68,23.69,23.32,22.47,82945.73,0.25,1.08,22.318,21.166,21.536,100396.01,90830.02,97087.92,2.84
2015-05-18,22.28,24.45,23.07,22.08,109886.22,0.79,3.55,21.896,20.906,21.434,100442.05,91373.34,101965.14,3.76
2015-05-15,22.35,22.51,22.28,21.57,110637.16,0.14,0.63,21.398,20.824,21.383,94248.95,86211.91,106809.49,3.79
2015-05-14,20.84,22.59,22.14,20.72,126074.32,1.36,6.54,20.942,20.845,21.418,89971.27,84345.72,112331.15,4.32
2015-05-13,21.21,21.21,20.78,20.7,72436.6,-0.43,-2.03,20.276,20.84,21.53,78566.68,79396.81,118543.01,2.48
2015-05-12,20.78,21.47,21.21,20.4,83175.93,0.63,3.06,20.014,20.937,21.653,81264.03,83223.0,122655.85,2.85
2015-05-11,20.31,20.84,20.58,20.15,78920.74,0.58,2.9,19.916,21.108,21.649,82304.64,90837.92,127088.19,2.7
2015-05-08,19.1,20.18,20.0,19.1,89248.75,1.19,6.33,20.25,21.2,21.591,78174.86,92277.06,128790.26,3.05
2015-05-07,19.56,19.6,18.81,18.59,69051.38,-0.66,-3.39,20.748,21.381,21.572,78720.17,93666.53,133483.77,2.36
2015-05-06,20.85,21.0,19.47,19.25,85923.34,-1.25,-6.03,21.404,21.682,21.553,80226.93,100835.28,137917.5,2.94
2015-05-05,22.41,22.48,20.72,20.33,88378.98,-1.53,-6.88,21.86,21.906,21.456,85181.97,103345.82,139744.93,3.03
2015-05-04,22.2,22.55,22.25,21.83,58271.87,-0.24,-1.07,22.3,21.961,21.253,99371.2,112556.94,139924.12,1.99
2015-04-30,22.2,22.8,22.49,22.2,91975.28,0.4,1.81,22.15,21.942,20.963,106379.26,127407.07,140327.35,3.15
2015-04-29,21.73,22.54,22.09,21.02,76585.19,0.34,1.56,22.014,21.99,20.653,108612.9,140316.57,139159.05,2.62
2015-04-28,22.93,23.1,21.75,21.47,110698.53,-1.17,-5.11,21.96,22.219,20.357,121443.63,157689.21,139553.18,3.79
2015-04-27,22.56,23.65,22.92,22.56,159325.12,1.42,6.61,21.952,22.368,20.09,121509.68,162088.7,138272.77,5.45
2015-04-24,21.82,21.82,21.5,21.0,93312.18,-0.31,-1.42,21.622,22.189,19.733,125742.68,163338.46,136324.12,3.19
2015-04-23,22.0,22.4,21.81,21.72,103143.46,-0.01,-0.05,21.734,21.982,19.404,148434.88,165303.46,135902.4,3.53
2015-04-22,21.9,22.3,21.82,21.58,140738.84,0.11,0.51,21.966,21.763,19.079,172020.25,173301.02,135603.95,4.82
2015-04-21,21.0,21.97,21.71,20.8,111028.8,0.44,2.07,22.478,21.423,18.772,193934.8,174999.73,136236.51,3.8
2015-04-20,21.7,22.78,21.27,20.24,180490.12,-0.79,-3.58,22.784,21.006,18.455,202667.73,176144.03,135158.14,6.18
2015-04-17,22.6,23.97,22.06,21.8,206773.17,-0.91,-3.96,22.756,20.545,18.159,200934.24,167291.31,129973.64,7.08
2015-04-16,24.63,25.21,22.97,21.94,221070.31,-1.41,-5.78,22.23,19.983,17.825,182172.04,153247.63,124317.19,7.57
2015-04-15,23.45,25.56,24.38,23.4,250311.59,1.14,4.91,21.56,19.315,17.442,174581.78,138001.54,119340.61,8.57
2015-04-14,21.45,23.24,23.24,21.45,154693.44,2.11,9.99,20.368,18.494,16.982,156064.66,121417.14,114763.57,5.3
2015-04-13,19.6,21.3,21.13,19.5,171822.69,1.7,8.75,19.228,17.812,16.563,149620.34,114456.84,111752.31,5.88
2015-04-10,19.55,19.89,19.43,19.2,112962.15,-0.19,-0.97,18.334,17.276,16.23,133648.38,109309.78,106228.29,3.87
2015-04-09,18.28,19.89,19.62,18.02,183119.05,1.2,6.51,17.736,16.826,15.964,124323.21,106501.34,104829.1,6.27
2015-04-08,17.6,18.53,18.42,17.6,157725.97,0.88,5.02,17.07,16.394,15.698,101421.29,97906.88,101658.57,5.4
2015-04-07,16.54,17.98,17.54,16.5,122471.85,0.88,5.28,16.62,16.12,15.51,86769.62,97473.29,98832.94,4.19
2015-04-03,16.44,16.77,16.66,16.25,91962.88,0.22,1.34,16.396,15.904,15.348,79293.34,94172.24,99956.63,3.15
2015-04-02,16.21,16.5,16.44,16.21,66336.32,0.15,0.92,16.218,15.772,15.229,84971.19,92655.96,104350.08,2.27
2015-04-01,16.18,16.48,16.29,16.0,68609.42,0.12,0.74,15.916,15.666,15.065,88679.47,95386.75,105692.28,2.35
2015-03-31,16.78,16.88,16.17,16.07,84467.62,-0.25,-1.52,15.718,15.568,14.896,94392.47,100679.68,105615.58,2.89
2015-03-30,15.99,16.63,16.42,15.99,85090.45,0.65,4.12,15.62,15.469,14.722,108176.96,108109.99,108345.78,2.91
2015-03-27,14.9,15.86,15.77,14.9,120352.13,0.84,5.63,15.412,15.314,14.527,109051.14,109047.78,108905.84,4.12
2015-03-26,15.14,15.35,14.93,14.91,84877.75,-0.37,-2.42,15.326,15.184,14.462,100340.74,103146.79,108303.41,2.91
2015-03-25,15.97,15.97,15.3,15.18,97174.4,-0.38,-2.42,15.416,15.102,14.436,102094.02,103156.85,109604.83,3.33
2015-03-24,15.38,16.16,15.68,15.28,153390.08,0.3,1.95,15.418,15.002,14.385,106966.89,105410.25,110336.03,5.25
2015-03-23,15.34,15.56,15.38,15.25,89461.32,0.04,0.26,15.318,14.899,14.304,108043.02,100192.6,107645.16,3.06
2015-03-20,15.38,15.48,15.34,15.18,76800.13,-0.04,-0.26,15.216,14.792,14.232,109044.42,105741.03,108857.41,2.63
2015-03-19,15.2,15.64,15.38,15.11,93644.19,0.07,0.46,15.042,14.686,14.153,105952.84,116044.19,111147.22,3.21
2015-03-18,15.18,15.66,15.31,15.02,121538.71,0.13,0.86,14.788,14.464,14.058,104219.67,115997.81,112493.6,4.16
2015-03-17,14.9,15.44,15.18,14.63,158770.77,0.31,2.08,14.586,14.223,13.954,103853.62,110551.48,111739.85,5.43
2015-03-16,14.52,15.05,14.87,14.51,94468.3,0.4,2.76,14.48,13.975,13.843,92342.17,108581.56,107464.31,3.23
2015-03-13,14.13,14.5,14.47,14.08,61342.22,0.36,2.55,14.368,13.74,13.74,102437.64,108763.91,108763.91,2.1
2015-03-12,14.11,14.8,14.11,13.95,84978.37,-0.19,-1.33,14.33,13.659,13.659,126135.54,114032.98,114032.98,2.91
2015-03-11,14.8,15.08,14.3,14.14,119708.43,-0.35,-2.39,14.14,13.603,13.603,127775.94,117664.81,117664.81,4.1
2015-03-10,14.2,14.8,14.65,14.01,101213.51,0.34,2.38,13.86,13.503,13.503,117249.34,117372.87,117372.87,3.46
2015-03-09,14.14,14.85,14.31,13.8,144945.66,0.03,0.21,13.47,13.312,13.312,124820.96,120066.09,120066.09,4.96
2015-03-06,13.17,14.48,14.28,13.13,179831.72,1.12,8.51,13.112,13.112,13.112,115090.18,115090.18,115090.18,6.16
2015-03-05,12.88,13.45,13.16,12.87,93180.39,0.26,2.02,12.82,12.82,12.82,98904.79,98904.79,98904.79,3.19
2015-03-04,12.8,12.92,12.9,12.61,67075.44,0.2,1.57,12.707,12.707,12.707,100812.93,100812.93,100812.93,2.3
2015-03-03,12.52,13.06,12.7,12.52,139071.61,0.18,1.44,12.61,12.61,12.61,117681.67,117681.67,117681.67,4.76
2015-03-02,12.25,12.67,12.52,12.2,96291.73,0.32,2.62,12.52,12.52,12.52,96291.73,96291.73,96291.73,3.3