matplotlib绘图时报错

目前需要解决的问题:
第一种情况测试,如果subplot2和subplot1不共享x轴,candlestick2_ohlc加上(代码块中被我注释掉了),就不会报错,第二种情况测试,如果共享x轴,去掉candlestick2_ohlc也不报错,但是不去掉sharex=subplot1,第三种情况,就是目前的我需要解决的问题,同时运行candlestick2_ohlc,,并且sharex=subplot1函就会报错,以下是全错信息以及全部代码。

请运行时把#candlestick2_ohlc(ax=subplot1,opens=historty['open'],highs=historty['high'],lows=historty['low'],closes=historty['close'],width=0.5,colordown='g',colorup='red')的注释取消以查看错误信息。

报错信息:

view limit minimum -36854.55 is less than 1 and is an invalid Matplotlib date value. This often happens if you pass a non-datetime value to an axis that has datetime units

主要代码:

import pandas
import matplotlib
import matplotlib.pyplot as plt
from mpl_finance import candlestick2_ohlc

def stockPricePlot(ticker):
    #Step1. Load Data
    historty = pandas.read_csv('./Data/TickerList_CN/daily_history/'+ticker+'.csv',parse_dates=True,index_col=0)
    #Step2. Data Maniulation
    volume = historty['volume']
    volume = volume.reset_index()
    volume['timestamp'] = volume['timestamp'].map(matplotlib.dates.date2num)
    # print('volume-timestamp',volume['timestamp'])

    ohlc = historty[['open','high','low','close']]
    ohlc = ohlc.reset_index()  #把原索引列timestamp列变成非索引列,索引列重置为012346...
    ohlc['timestamp'] = ohlc['timestamp'].map(matplotlib.dates.date2num)
    print(ohlc)

    #Step3. Plot Figures .Subplot1: scatter plot .Subplot2.candle stick plot.
    subplot1 = plt.subplot2grid((2,1),(0,0),rowspan=1,colspan=1)
    subplot1.plot(volume['timestamp'],volume)
    subplot1.xaxis_date()


    subplot2 = plt.subplot2grid((2,1),(1,0),rowspan=1,colspan=1,sharex=subplot1) 
    #candlestick2_ohlc(ax=subplot1,opens=historty['open'],highs=historty['high'],lows=historty['low'],closes=historty['close'],width=0.5,colordown='g',colorup='red')
    plt.show()

stockPricePlot('000830')

部分csv内容:

timestamp,open,high,close,low,volume,price_change,p_change,ma5,ma10,ma20,v_ma5,v_ma10,v_ma20

2018-01-02,15.99,17.34,16.9,15.98,757629.44,0.98,6.16,15.86,15.956,16.004,548371.81,530310.18,623883.69
2018-01-03,17.13,17.2,17.15,16.6,638103.5,0.25,1.48,16.136,16.101,16.078,551871.92,533343.05,608798.69
2018-01-04,17.17,18.48,18.04,16.91,887199.19,0.89,5.19,16.644,16.35,16.174,641565.9,575043.65,612220.87
2018-01-05,17.85,18.28,17.98,17.81,468611.03,-0.06,-0.33,17.198,16.523,16.281,646149.99,565940.01,593073.06
2018-01-08,17.99,18.86,18.68,17.81,682480.5,0.7,3.89,17.75,16.765,16.431,686804.73,587491.86,589820.04
2018-01-09,18.5,18.58,18.37,18.01,461303.56,-0.31,-1.66,18.044,16.952,16.542,627539.56,587955.68,581795.08
2018-01-10,18.26,18.27,17.98,17.81,394598.0,-0.39,-2.12,18.21,17.173,16.624,578838.46,565355.19,569994.99
2018-01-11,17.91,18.88,18.51,17.7,522358.72,0.53,2.95,18.304,17.474,16.701,505870.36,573718.13,565724.87
2018-01-12,18.45,18.7,18.13,17.9,403101.12,-0.38,-2.05,18.334,17.766,16.764,492768.38,569459.19,554347.3
2018-01-15,18.0,18.48,17.76,17.6,440299.28,-0.37,-2.04,18.15,17.95,16.85,444332.14,565568.43,542099.03
2018-01-16,17.79,18.64,18.58,17.79,541583.88,0.82,4.62,18.192,18.118,17.037,460388.2,543963.88,537137.03
2018-01-17,18.58,18.66,18.34,17.91,453619.47,-0.24,-1.29,18.264,18.237,17.169,472192.49,525515.48,529429.26
2018-01-18,18.4,19.46,19.46,18.4,674142.25,1.12,6.11,18.454,18.379,17.365,502549.2,504209.78,539626.72
2018-01-19,19.23,19.44,19.28,19.06,394495.88,-0.18,-0.93,18.684,18.509,17.516,500828.15,496798.27,531369.14
2018-01-22,19.44,20.34,20.16,19.42,500034.16,0.88,4.56,19.164,18.657,17.711,512775.13,478553.63,533022.74
2018-01-23,20.06,20.66,20.2,19.97,475477.88,0.04,0.2,19.488,18.84,17.896,499553.93,479971.06,533963.37
2018-01-24,20.06,21.14,20.78,20.05,474656.88,0.58,2.87,19.976,19.12,18.147,503761.41,487976.95,526666.07
2018-01-25,20.78,21.58,21.1,20.31,610635.38,0.32,1.54,20.304,19.379,18.427,491060.04,496804.62,535261.37
2018-01-26,21.17,21.23,20.99,20.17,507878.75,-0.11,-0.52,20.646,19.665,18.716,513736.61,507282.38,538370.78
2018-01-29,21.7,22.35,21.32,21.23,653364.38,0.33,1.57,20.878,20.021,18.986,544402.65,528588.89,547078.66
2018-01-30,21.59,23.38,23.28,21.57,742671.62,1.96,9.19,21.494,20.491,19.305,597841.4,548697.67,546330.77
2018-01-31,23.0,24.38,22.59,22.05,942972.56,-0.69,-2.96,21.856,20.916,19.577,691504.54,597632.97,561574.22
2018-02-01,22.88,23.49,22.88,22.34,612182.88,0.29,1.28,22.212,21.258,19.819,691814.04,591437.04,547823.41
2018-02-02,22.5,23.99,23.89,21.53,650898.12,1.01,4.41,22.792,21.719,20.114,720417.91,617077.26,556937.76
2018-02-05,23.29,24.96,24.9,23.16,648181.88,1.01,4.23,23.508,22.193,20.425,719381.41,631892.03,555222.83
2018-02-06,24.4,25.1,23.44,23.22,777855.06,-1.46,-5.86,23.54,22.517,20.679,726418.1,662129.75,571050.41
2018-02-07,24.2,24.88,21.1,21.1,1272183.25,-2.34,-9.98,23.242,22.549,20.835,792260.24,741882.39,614929.67
2018-02-08,20.62,21.11,21.0,19.78,1028494.56,-0.1,-0.47,22.866,22.539,20.959,875522.57,783668.31,640236.46
2018-02-09,19.9,20.08,18.9,18.9,608822.0,-2.1,-10.0,21.868,22.33,20.998,867107.35,793762.63,650522.51
2018-02-12,18.5,20.0,19.5,17.98,812573.19,0.6,3.17,20.788,22.148,21.085,899985.61,809683.51,669136.2
2018-02-13,19.93,21.18,20.86,19.65,772670.31,1.36,6.97,20.272,21.906,21.199,898948.66,812683.38,680690.52
2018-02-14,20.86,21.65,21.28,20.83,577215.25,0.42,2.01,20.308,21.775,21.346,759955.06,776107.65,686870.31
2018-02-22,21.8,23.35,23.24,21.63,712053.19,1.96,9.21,20.756,21.811,21.535,696666.79,786094.68,688765.86
2018-02-23,23.32,23.94,23.46,22.39,825140.31,0.22,0.95,21.668,21.768,21.744,739930.45,803518.9,710298.08
2018-02-26,23.64,24.51,24.45,23.02,719122.62,0.99,4.22,22.658,21.723,21.958,721240.34,810612.97,721252.5
2018-02-27,24.19,24.4,23.18,23.15,757924.06,-1.27,-5.19,23.122,21.697,22.107,718291.09,808619.87,735374.81
2018-02-28,22.64,23.58,22.98,22.25,612434.44,-0.2,-0.86,23.462,21.885,22.217,725334.92,742644.99,742263.69
2018-03-01,22.54,23.43,22.5,22.41,600968.94,-0.48,-2.09,23.314,22.035,22.287,703118.07,699892.43,741780.37
2018-03-02,22.49,23.03,22.59,21.88,681435.12,0.09,0.4,23.14,22.404,22.367,674377.04,707153.74,750458.19
2018-03-05,22.64,22.75,20.33,20.33,1008017.69,-2.26,-10.0,22.316,22.487,22.318,732156.05,726698.19,768190.85
2018-03-06,20.03,21.15,21.1,19.46,1046506.31,0.77,3.79,21.9,22.511,22.209,789872.5,754081.79,783382.59
2018-03-07,20.98,20.98,19.35,19.0,1157634.38,-1.75,-8.29,21.174,22.318,22.047,898912.49,812123.71,794115.68
2018-03-08,19.24,19.86,19.71,19.1,746500.88,0.36,1.86,20.616,21.965,21.888,928018.88,815568.48,800831.58
2018-03-09,19.78,19.79,19.4,19.31,597694.69,-0.31,-1.57,19.978,21.559,21.664,911270.79,792823.91,798171.41
2018-03-12,19.51,20.32,20.22,18.91,1255197.12,0.82,4.23,19.956,21.136,21.43,960706.68,846431.36,828522.17
2018-03-13,20.08,20.87,20.58,19.89,1038786.5,0.36,1.78,19.852,20.876,21.287,959162.71,874517.61,841568.74
2018-03-14,20.39,20.74,20.33,20.01,639427.25,-0.25,-1.22,20.048,20.611,21.248,855521.29,877216.89,809930.94
2018-03-15,20.25,20.37,19.8,19.45,655907.06,-0.53,-2.61,20.066,20.341,21.188,837402.52,882710.7,791301.57
2018-03-16,19.92,20.35,19.77,19.74,534175.62,-0.03,-0.15,20.14,20.059,21.232,824698.71,867984.75,787569.25
2018-03-19,19.45,19.46,18.14,17.79,1195104.25,-1.63,-8.24,19.724,19.84,21.164,812680.14,886693.41,806695.8
2018-03-20,17.7,18.09,17.86,17.43,604412.62,-0.28,-1.54,19.18,19.516,21.014,725805.36,842484.04,798282.92
2018-03-21,17.85,18.12,17.11,16.9,849386.25,-0.75,-4.2,18.536,19.292,20.805,767797.16,811659.22,811891.47
2018-03-22,17.12,17.6,17.3,17.02,593567.62,0.19,1.11,18.036,19.051,20.508,755329.27,796365.9,805967.19
2018-03-23,16.6,16.74,15.67,15.6,906732.19,-1.63,-9.42,17.216,18.678,20.119,829840.59,827269.65,810046.78
2018-03-26,15.7,16.42,16.35,15.45,699463.69,0.68,4.34,16.858,18.291,19.714,730712.47,771696.31,809063.83
2018-03-27,16.88,17.29,17.13,16.68,745425.44,0.78,4.77,16.712,17.946,19.411,758915.04,742360.2,808438.9
2018-03-28,16.81,17.0,16.18,15.81,844269.5,-0.95,-5.55,16.526,17.531,19.071,757891.69,762844.42,820030.66
2018-03-29,16.3,17.79,17.52,16.03,1062661.88,1.34,8.28,16.57,17.303,18.822,851710.54,803519.91,843115.3
2018-03-30,17.49,17.92,17.56,16.95,821160.5,0.04,0.23,16.948,17.082,18.571,834596.2,832218.39,850101.57
2018-04-02,17.43,18.37,17.79,17.33,749252.0,0.23,1.31,17.236,17.047,18.444,844553.86,787633.17,837163.29
2018-04-03,17.3,17.45,17.16,16.81,610011.38,-0.63,-3.54,17.242,16.977,18.247,817471.05,788193.05,815338.54
2018-04-04,17.31,17.57,16.88,16.85,467604.41,-0.28,-1.63,17.382,16.954,18.123,742138.03,750014.86,780837.04
2018-04-09,17.1,17.21,16.47,15.92,501334.31,-0.41,-2.43,17.172,16.871,17.961,629872.52,740791.53,768578.71
2018-04-10,16.65,17.56,17.54,16.4,716081.75,1.07,6.5,17.168,17.058,17.868,608856.77,721726.49,774498.07
2018-04-11,17.9,18.25,17.78,17.45,866904.25,0.24,1.37,17.166,17.201,17.746,632387.22,738470.54,755083.42
2018-04-12,18.25,18.25,17.78,17.5,668276.25,0.0,0.0,17.29,17.266,17.606,644040.19,730755.62,736557.91
2018-04-13,18.0,18.12,17.88,17.55,556391.44,0.1,0.56,17.49,17.436,17.484,661797.6,701967.82,732406.12
2018-04-16,17.81,17.9,17.44,17.03,617045.06,-0.44,-2.46,17.684,17.428,17.366,684939.75,657406.14,730463.02
2018-04-17,17.3,17.3,16.67,16.54,625413.12,-0.77,-4.42,17.51,17.339,17.211,666806.02,637831.4,735024.9
2018-04-18,16.85,17.28,17.22,16.25,638213.0,0.55,3.3,17.398,17.282,17.165,621067.77,626727.5,707180.33
2018-04-19,17.26,17.85,17.52,17.11,639811.69,0.3,1.74,17.346,17.318,17.148,615374.86,629707.53,708950.29
2018-04-20,17.33,17.33,16.62,16.57,650977.19,-0.9,-5.14,17.094,17.292,17.123,634292.01,648044.81,699029.83
2018-04-23,16.62,17.05,16.93,16.4,382524.53,0.31,1.86,16.992,17.338,17.105,587387.91,636163.83,688477.68
2018-04-24,16.8,18.17,18.02,16.77,1069987.38,1.09,6.44,17.262,17.386,17.222,676302.76,671554.39,696640.44
2018-04-25,17.8,17.95,17.89,17.65,611291.88,-0.13,-0.72,17.396,17.397,17.299,670918.53,645993.15,692231.85
2018-04-26,17.92,17.99,17.08,17.03,760669.38,-0.81,-4.53,17.308,17.327,17.297,695090.07,655232.47,692994.05
2018-04-27,17.19,17.59,17.29,16.83,511055.41,0.21,1.23,17.442,17.268,17.352,667105.72,650698.86,676333.34
2018-05-02,17.33,17.58,17.58,17.0,504534.41,0.29,1.68,17.572,17.282,17.355,691507.69,639447.8,648426.97
2018-05-03,17.39,18.12,17.89,17.08,813721.5,0.31,1.76,17.546,17.404,17.372,640254.52,658278.64,648055.02
2018-05-04,17.84,18.5,18.18,17.64,938110.5,0.29,1.62,17.604,17.5,17.391,705618.24,688268.39,657497.94
2018-05-07,18.26,19.59,19.27,18.23,1107393.38,1.09,6.0,18.042,17.675,17.497,774963.04,735026.56,682367.04
2018-05-08,19.35,19.81,19.57,19.11,859601.12,0.3,1.56,18.498,17.97,17.631,844672.18,755888.95,701966.88
2018-05-09,19.57,19.86,19.74,19.37,657269.62,0.17,0.87,18.93,18.251,17.795,875219.22,783363.46,709763.64
2018-05-10,19.87,20.28,19.6,19.31,896830.94,-0.14,-0.71,19.272,18.409,17.898,891841.11,766047.81,718801.1
2018-05-11,19.6,19.69,18.95,18.84,859166.38,-0.65,-3.32,19.426,18.515,17.956,876052.29,790835.26,718414.21
2018-05-14,18.95,19.31,18.87,18.72,564472.19,-0.08,-0.42,19.346,18.694,18.011,767468.05,771215.55,713224.01
2018-05-15,18.8,19.73,19.67,18.39,802182.19,0.8,4.24,19.366,18.932,18.1,755984.26,800328.22,725513.54
2018-05-16,19.44,19.58,19.15,19.05,623762.62,-0.52,-2.64,19.248,19.089,18.186,749282.86,812251.04,725849.42
2018-05-17,19.15,20.27,19.75,19.15,940693.81,0.6,3.13,19.278,19.275,18.34,758055.44,824948.28,741613.46
2018-05-18,19.93,20.86,20.8,19.93,1222465.62,1.05,5.32,19.648,19.537,18.519,830715.29,853383.79,770826.09
2018-05-21,21.25,21.94,21.26,20.66,1324208.0,0.46,2.21,20.126,19.736,18.706,982662.45,875065.25,805045.9
2018-05-22,21.41,21.88,21.49,21.1,841641.94,0.23,1.08,20.49,19.928,18.949,990554.4,873269.33,814579.14
2018-05-23,21.65,21.8,20.88,20.68,839241.12,-0.61,-2.84,20.836,20.042,19.147,1033650.1,891466.48,837414.97
2018-05-24,20.85,21.35,21.05,20.46,582306.88,0.17,0.81,21.096,20.187,19.298,961972.71,860014.08,813030.94
2018-05-25,20.8,21.0,20.41,20.3,485541.75,-0.64,-3.04,21.018,20.333,19.424,814587.94,822651.61,806743.44
2018-05-28,20.05,20.73,20.38,19.81,472109.69,-0.03,-0.15,20.842,20.484,19.589,644168.28,813415.36,792315.45
2018-05-29,20.3,20.46,19.91,19.72,478850.41,-0.47,-2.31,20.526,20.508,19.72,571609.97,781082.18,790705.2
2018-05-30,19.4,19.4,18.7,18.7,568306.75,-1.21,-6.08,20.09,20.463,19.776,517423.1,775536.6,793893.82
2018-05-31,19.01,19.52,19.45,18.78,521848.62,0.75,4.01,19.77,20.433,19.854,505331.44,733652.08,779300.18
2018-06-01,19.21,19.28,18.77,18.55,476589.69,-0.68,-3.5,19.442,20.23,19.884,503541.03,659064.49,756224.14
2018-06-04,19.03,19.39,19.12,19.0,421888.41,0.35,1.86,19.19,20.016,19.876,493496.78,568832.53,721948.89
2018-06-05,19.29,19.77,19.76,19.07,449022.41,0.64,3.35,19.16,19.843,19.886,487531.18,529570.57,701419.95
2018-06-06,19.77,19.77,19.57,19.37,379771.12,-0.19,-0.96,19.334,19.712,19.877,449824.05,483623.57,687545.03
2018-06-07,19.66,20.24,19.96,19.56,526779.81,0.39,1.99,19.436,19.603,19.895,450810.29,478070.87,669042.47
2018-06-08,19.48,19.9,19.39,19.13,498270.41,-0.57,-2.86,19.56,19.501,19.917,455146.43,479343.73,650997.67
2018-06-11,19.21,19.59,19.29,18.91,300834.94,-0.1,-0.52,19.594,19.392,19.938,430935.74,462216.26,637815.81
2018-06-12,19.28,19.82,19.79,19.23,361271.03,0.5,2.59,19.6,19.38,19.944,413385.46,450458.32,615770.25
2018-06-13,19.7,20.27,19.79,19.6,488584.97,0.0,0.0,19.644,19.489,19.976,435148.23,442486.14,609011.37
2018-06-14,19.5,19.78,19.24,19.1,331041.59,-0.25,-1.28,19.5,19.468,19.951,396000.59,423405.44,578528.76
2018-06-15,19.24,19.45,18.81,18.67,338671.03,-0.43,-2.23,19.384,19.472,19.851,364080.71,409613.57,534339.03
2018-06-19,18.37,18.55,16.93,16.93,598508.81,-1.88,-9.99,18.912,19.253,19.635,423615.49,427275.61,498054.07
2018-06-20,16.6,17.21,17.02,16.4,495535.84,0.09,0.53,18.358,18.979,19.411,450468.45,431926.96,480748.76
2018-06-21,17.01,17.71,16.97,16.85,478381.72,-0.05,-0.29,17.794,18.719,19.216,448427.8,441788.02,462705.79
2018-06-22,16.6,17.36,17.35,16.5,370426.56,0.38,2.24,17.416,18.458,19.031,456304.79,426152.69,452111.78
2018-06-25,17.62,17.81,16.92,16.86,417699.44,-0.43,-2.48,17.038,18.211,18.856,472110.47,418095.59,448719.66
2018-06-26,16.51,17.19,17.09,16.34,297902.31,0.17,1.0,17.07,17.991,18.692,411989.17,417802.33,440009.29
2018-06-27,17.13,17.38,16.67,16.54,320759.31,-0.42,-2.46,17.0,17.679,18.53,377033.87,413751.16,432104.74
2018-06-28,16.64,16.97,16.41,16.4,299115.09,-0.26,-1.56,16.888,17.341,18.415,341180.54,394804.17,418645.16
2018-06-29,16.57,17.09,17.08,16.36,387400.25,0.67,4.08,16.834,17.125,18.297,344575.28,400440.04,411922.74
2018-07-02,17.03,17.14,16.8,16.6,337290.25,-0.28,-1.64,16.81,16.924,18.198,328493.44,400301.96,404957.77
2018-07-03,17.27,17.68,17.58,16.92,524702.12,0.78,4.64,16.908,16.989,18.121,373853.4,392921.29,410098.45
2018-07-04,17.51,17.51,17.08,16.95,406939.91,-0.5,-2.84,16.99,16.995,17.987,391089.52,384061.7,407994.33
2018-07-05,17.1,17.22,16.33,16.31,394887.97,-0.75,-4.39,16.974,16.931,17.825,410244.1,375712.32,408750.17
2018-07-06,16.47,16.91,16.6,16.25,394415.38,0.27,1.65,16.878,16.856,17.657,411647.13,378111.2,402131.95
2018-07-09,16.8,17.62,17.61,16.8,532556.0,1.01,6.08,17.04,16.925,17.568,450700.28,389596.86,403846.23
2018-07-10,17.68,18.25,18.0,17.4,596623.94,0.39,2.21,17.124,17.016,17.504,465084.64,419469.02,418635.68
2018-07-11,17.45,17.68,17.53,16.9,498889.84,-0.47,-2.61,17.214,17.102,17.391,483474.63,437282.08,425516.62
2018-07-12,17.49,18.15,18.04,17.38,524338.06,0.51,2.91,17.556,17.265,17.303,509364.64,459804.37,427304.27
2018-07-13,18.0,18.58,18.42,17.88,483554.56,0.38,2.11,17.92,17.399,17.262,527192.48,469419.8,434929.92
2018-07-16,18.38,18.52,18.13,17.95,420261.91,-0.29,-1.57,18.024,17.532,17.228,504733.66,477716.97,439009.46
2018-07-17,18.0,18.04,17.92,17.57,363463.59,-0.21,-1.16,18.008,17.566,17.278,458101.59,461593.12,427257.2
2018-07-18,17.94,18.25,17.73,17.72,366933.25,-0.19,-1.06,18.048,17.631,17.313,431710.27,457592.45,420827.07
2018-07-19,17.7,17.95,17.68,17.4,307490.81,-0.05,-0.28,17.976,17.766,17.349,388340.82,448852.73,412282.53
2018-07-20,17.67,17.99,17.83,17.4,324515.84,0.15,0.85,17.858,17.889,17.373,356533.08,441862.78,409986.99
2018-07-23,17.8,18.43,18.38,17.6,497954.91,0.55,3.08,17.908,17.966,17.446,372071.68,438402.67,413999.77
2018-07-24,18.36,18.9,18.29,18.2,729152.62,-0.09,-0.49,17.982,17.995,17.506,445209.49,451655.54,435562.28
2018-07-25,18.2,18.53,18.35,18.08,365580.12,0.06,0.33,18.106,18.077,17.59,444938.86,438324.57,437803.32
2018-07-26,18.38,18.44,17.9,17.63,540302.38,-0.45,-2.45,18.15,18.063,17.664,491501.17,439921.0,449862.69
2018-07-27,17.71,17.85,17.49,17.36,376730.62,-0.41,-2.29,18.082,17.97,17.685,501944.13,429238.61,449329.2
2018-07-30,17.52,17.75,17.47,17.27,322805.41,-0.02,-0.11,17.9,17.904,17.718,466914.23,419492.96,448604.96
2018-07-31,17.48,17.55,17.5,17.03,242443.48,0.03,0.17,17.742,17.862,17.714,369572.4,407390.94,434492.03
2018-08-01,17.56,17.65,17.17,17.06,313782.25,-0.33,-1.89,17.506,17.806,17.719,359212.83,402075.84,429834.15
2018-08-02,17.02,17.02,16.52,16.19,403556.16,-0.65,-3.79,17.23,17.69,17.728,331863.58,411682.38,430267.56
2018-08-03,16.46,16.61,16.05,16.04,307096.88,-0.47,-2.85,16.942,17.512,17.701,317936.84,409940.48,425901.63
2018-08-06,15.81,16.23,15.31,15.24,376726.75,-0.74,-4.61,16.51,17.205,17.586,328721.1,397817.67,418110.17
2018-08-07,15.54,16.11,16.08,15.32,414727.16,0.77,5.03,16.226,16.984,17.49,363177.84,366375.12,409015.33
2018-08-08,15.99,16.2,15.67,15.63,324346.16,-0.41,-2.55,15.926,16.716,17.397,365290.62,362251.73,400288.15
2018-08-09,15.61,16.33,16.24,15.58,345264.16,0.57,3.64,15.87,16.55,17.307,353632.22,342747.9,391334.45
2018-08-10,16.28,16.55,16.35,16.13,269443.38,0.11,0.68,15.93,16.436,17.203,346101.52,332019.18,380628.89
2018-08-13,16.05,16.45,16.44,15.95,291159.41,0.09,0.55,16.156,16.333,17.119,328988.05,328854.58,374173.77
2018-08-14,16.4,16.88,16.68,16.31,342743.91,0.24,1.46,16.276,16.251,17.057,314591.4,338884.62,373137.78
2018-08-15,16.68,16.7,16.23,16.11,255974.2,-0.45,-2.7,16.388,16.157,16.982,300917.01,333103.82,367589.83
2018-08-16,16.09,16.53,16.17,15.99,284529.09,-0.06,-0.37,16.374,16.122,16.906,288770.0,321201.11,366441.74
2018-08-17,16.48,16.57,15.98,15.92,270309.12,-0.19,-1.18,16.3,16.115,16.814,288943.15,317522.33,363731.41
2018-08-20,15.98,16.47,16.39,15.71,262445.19,0.41,2.57,16.29,16.223,16.714,283200.3,306094.18,351955.92
2018-08-21,16.36,16.63,16.48,16.31,280936.44,0.09,0.55,16.25,16.263,16.624,270838.81,292715.11,329545.11
2018-08-22,16.35,16.48,16.19,16.08,200156.81,-0.29,-1.76,16.242,16.315,16.516,259675.33,280296.17,321273.95
2018-08-23,16.19,16.33,16.24,15.98,196083.23,0.05,0.31,16.256,16.315,16.433,241986.16,265378.08,304062.99
2018-08-24,16.2,16.25,16.05,15.97,161565.08,-0.19,-1.17,16.27,16.285,16.361,220237.35,254590.25,293304.71
2018-08-27,16.1,16.54,16.49,16.07,309079.53,0.44,2.74,16.29,16.29,16.312,229564.22,256382.26,292618.42
2018-08-28,16.52,16.57,16.36,16.3,179477.77,-0.13,-0.79,16.266,16.258,16.255,209272.48,240055.65,289470.13
2018-08-29,16.39,16.39,16.1,16.08,183395.36,-0.26,-1.59,16.248,16.245,16.201,205920.19,232797.76,282950.79
2018-08-30,16.04,16.17,15.86,15.82,174457.2,-0.24,-1.49,16.172,16.214,16.168,201594.99,221790.57,271495.84
2018-08-31,15.88,15.92,15.57,15.57,160528.69,-0.29,-1.83,16.076,16.173,16.144,201387.71,210812.53,264167.43
2018-09-03,15.55,15.58,15.3,14.91,239321.69,-0.27,-1.73,15.838,16.064,16.144,187436.14,208500.18,257297.18
2018-09-04,15.3,15.53,15.42,15.12,164744.02,0.12,0.78,15.65,15.958,16.111,184489.39,196880.94,244798.02
2018-09-05,15.31,15.34,14.9,14.9,205929.48,-0.52,-3.37,15.41,15.829,16.072,188996.22,197458.21,238877.19
2018-09-06,14.8,15.05,14.69,14.63,164705.98,-0.21,-1.41,15.176,15.674,15.995,187045.97,194320.48,229849.28
2018-09-07,14.74,15.21,14.93,14.66,241514.92,0.24,1.63,15.048,15.562,15.924,203243.22,202315.46,228452.86
2018-09-10,14.79,14.88,14.21,14.13,252462.36,-0.72,-4.82,14.83,15.334,15.812,205871.35,196653.75,226518.0
2018-09-11,14.19,14.32,13.41,12.99,548033.75,-0.8,-5.63,14.428,15.039,15.649,282529.3,233509.35,236782.5
2018-09-12,13.51,13.59,13.45,13.3,206414.64,0.04,0.3,14.138,14.774,15.51,282626.33,235811.27,234304.52
2018-09-13,13.66,13.81,13.68,13.41,242011.34,0.23,1.71,13.936,14.556,15.385,298087.4,242566.69,232178.63
2018-09-14,13.69,13.81,13.49,13.37,230403.0,-0.19,-1.39,13.648,14.348,15.261,295865.02,249554.12,230183.32
2018-09-17,13.4,13.46,12.98,12.96,282570.88,-0.51,-3.78,13.402,14.116,15.09,301886.72,253879.04,231189.61
2018-09-18,13.14,13.83,13.7,13.07,333705.12,0.72,5.55,13.46,13.944,14.951,259021.0,270775.15,233828.04
2018-09-19,13.65,13.92,13.68,13.5,347221.75,-0.02,-0.15,13.506,13.822,14.826,287182.42,284904.37,241181.29
2018-09-20,13.71,14.16,13.83,13.71,382658.91,0.15,1.1,13.536,13.736,14.705,315311.93,306699.67,250510.07
2018-09-21,13.84,14.32,14.18,13.66,396101.44,0.35,2.53,13.674,13.661,14.612,348451.62,322158.32,262236.89
2018-09-25,14.01,14.29,14.07,13.92,253864.16,-0.11,-0.78,13.892,13.647,14.491,342710.28,322298.5,259476.12
2018-09-26,14.15,14.65,14.49,14.1,443698.75,0.42,2.98,14.05,13.755,14.397,364709.0,311865.0,272687.17
2018-09-27,14.41,14.49,14.28,14.26,265452.47,-0.21,-1.45,14.17,13.838,14.306,348355.15,317768.78,276790.03
2018-09-28,14.28,14.64,14.6,14.21,281877.69,0.32,2.24,14.324,13.93,14.243,328198.9,321755.42,282161.05
2018-10-08,14.25,14.43,13.91,13.83,310036.47,-0.69,-4.73,14.27,13.972,14.16,310985.91,329718.76,289636.44
2018-10-09,13.99,14.43,14.24,13.98,326492.97,0.33,2.37,14.304,14.098,14.107,325511.67,334110.97,293995.01
2018-10-10,14.35,14.44,14.1,13.96,273177.59,-0.14,-0.98,14.226,14.138,14.041,291407.44,328058.22,299416.68
2018-10-11,12.99,13.37,12.88,12.73,516710.72,-1.22,-8.65,13.946,14.058,13.94,341659.09,345007.12,314955.75
2018-10-12,12.88,12.96,12.8,12.16,415980.91,-0.08,-0.62,13.586,13.955,13.846,368479.73,348339.32,327519.49
2018-10-15,12.92,13.05,12.47,12.41,263047.88,-0.33,-2.58,13.298,13.784,13.723,359082.01,335033.96,328596.14
2018-10-16,12.48,12.62,11.88,11.7,329883.81,-0.59,-4.73,12.826,13.565,13.606,359760.18,342635.93,332467.21
2018-10-17,12.2,12.27,11.95,11.55,289431.78,0.07,0.59,12.396,13.311,13.533,363011.02,327209.23,319537.11
2018-10-18,11.8,11.93,11.4,11.37,272613.56,-0.55,-4.6,12.1,13.023,13.431,314191.59,327925.34,322847.06
2018-10-19,11.1,11.75,11.68,11.02,333744.97,0.28,2.46,11.876,12.731,13.331,297744.4,333112.07,327433.74
2018-10-22,11.79,12.78,12.64,11.78,500358.97,0.96,8.22,11.91,12.604,13.288,345206.62,352144.32,340931.54
2018-10-23,12.61,12.68,12.14,11.99,406853.97,-0.5,-3.96,11.962,12.394,13.246,360600.65,360180.42,347145.69
2018-10-24,12.04,12.25,11.94,11.88,286348.38,-0.2,-1.65,11.96,12.178,13.158,359983.97,361497.5,344777.86
2018-10-25,11.4,11.77,11.7,11.25,318862.91,-0.24,-2.01,12.02,12.06,13.059,369233.84,341712.71,343359.92
2018-10-26,11.89,11.94,11.65,11.59,224693.7,-0.05,-0.43,12.014,11.945,12.95,347423.59,322583.99,335461.66
2018-10-29,11.6,11.64,11.02,10.96,400754.38,-0.63,-5.41,11.69,11.8,12.792,327502.67,336354.64,335694.3
2018-10-30,10.98,11.36,11.23,10.83,310323.0,0.21,1.91,11.508,11.735,12.65,308196.47,334398.56,338517.24
2018-10-31,11.3,11.78,11.6,11.23,389848.84,0.37,3.29,11.44,11.7,12.506,328896.57,344440.27,335824.75
2018-11-01,11.69,11.84,11.56,11.53,390350.69,-0.04,-0.34,11.412,11.716,12.37,343194.12,356213.98,342069.66
2018-11-02,11.79,12.41,12.38,11.69,690194.94,0.82,7.09,11.558,11.786,12.259,436294.37,391858.98,362485.52
2018-11-05,12.3,12.3,12.11,11.93,473343.53,-0.27,-2.18,11.776,11.733,12.169,450812.2,389157.43,370650.88
2018-11-06,12.03,12.08,11.92,11.74,308357.88,-0.19,-1.57,11.914,11.711,12.053,450419.18,379307.83,369744.12
2018-11-07,11.85,12.1,11.86,11.8,338807.25,-0.06,-0.5,11.966,11.703,11.941,440210.86,384553.71,373025.6
2018-11-08,12.02,12.07,11.66,11.6,320866.38,-0.2,-1.69,11.986,11.699,11.88,426314.0,384754.06,363233.39
2018-11-09,11.59,11.63,11.48,11.45,197784.22,-0.18,-1.54,11.806,11.682,11.814,327831.85,382063.11,352323.55
2018-11-12,11.41,11.85,11.85,11.41,279093.59,0.37,3.22,11.754,11.765,11.783,288981.86,369897.03,353125.84
2018-11-13,11.66,11.99,11.88,11.6,376806.97,0.03,0.25,11.746,11.83,11.783,302671.68,376545.43,355472.0
2018-11-14,11.84,12.05,11.8,11.76,347228.09,-0.08,-0.67,11.734,11.85,11.775,304355.85,372283.35,358361.81
2018-11-15,11.76,12.03,12.03,11.7,324807.19,0.23,1.95,11.808,11.897,11.807,305144.01,365729.0,360971.49
2018-11-16,12.05,12.15,12.02,11.91,373166.47,-0.01,-0.08,11.916,11.861,11.824,340220.46,334026.16,362942.57
2018-11-19,12.04,12.28,12.28,11.96,394610.62,0.26,2.16,12.002,11.878,11.806,363323.87,326152.87,357655.15
2018-11-20,12.17,12.18,11.83,11.81,376581.59,-0.45,-3.66,11.992,11.869,11.79,363278.79,332975.24,356141.53
2018-11-21,11.55,11.7,11.66,11.45,296754.47,-0.17,-1.44,11.964,11.849,11.776,353184.07,328769.96,356661.84
2018-11-22,11.69,11.71,11.61,11.54,175418.84,-0.05,-0.43,11.88,11.844,11.772,323306.4,314225.21,349489.63
2018-11-23,11.57,11.6,10.99,10.95,392558.19,-0.62,-5.34,11.674,11.795,11.739,327184.74,333702.6,357882.86
2018-11-26,11.0,11.01,10.72,10.68,269315.91,-0.27,-2.46,11.362,11.682,11.724,302125.8,332724.83,351310.93
2018-11-27,10.8,10.89,10.77,10.69,166765.59,0.05,0.47,11.15,11.571,11.701,260162.6,311720.7,344133.06
2018-11-28,10.78,10.95,10.93,10.61,219351.48,0.16,1.49,11.004,11.484,11.667,244682.0,298933.04,335608.19
2018-11-29,11.0,11.17,10.65,10.63,292247.12,-0.28,-2.56,10.812,11.346,11.622,268047.66,295677.03,330703.02
2018-11-30,10.67,11.05,10.98,10.61,261958.16,0.33,3.1,10.81,11.242,11.552,241927.65,284556.2,309291.18
2018-12-03,11.32,11.53,11.38,11.16,442939.81,0.4,3.64,10.942,11.152,11.515,276652.43,289389.12,307770.99
2018-12-04,11.38,11.48,11.43,11.29,285608.31,0.05,0.44,11.074,11.112,11.491,300420.98,280291.79,306633.51
2018-12-05,11.15,11.4,11.24,11.08,232678.56,-0.19,-1.66,11.136,11.07,11.46,303086.39,273884.2,301327.08
2018-12-06,11.15,11.2,11.02,11.01,210052.05,-0.22,-1.96,11.21,11.011,11.428,286647.38,277347.52,295786.36
2018-12-07,11.06,11.13,11.07,11.01,122096.74,0.05,0.45,11.228,11.019,11.407,258675.09,250301.37,292001.99
2018-12-10,10.95,11.01,10.76,10.76,183989.98,-0.31,-2.8,11.104,11.023,11.353,206885.13,241768.78,287246.81
2018-12-11,10.79,10.87,10.84,10.77,111350.56,0.08,0.74,10.986,11.03,11.301,172033.58,236227.28,273973.99
2018-12-12,10.89,10.96,10.88,10.83,115065.0,0.04,0.37,10.914,11.025,11.255,148510.87,225798.63,262365.83
2018-12-13,10.9,11.26,11.16,10.84,335119.53,0.28,2.57,10.942,11.076,11.211,173524.36,230085.87,262881.45
2018-12-14,11.12,11.18,10.82,10.78,261024.77,-0.34,-3.05,10.892,11.06,11.151,201309.97,229992.53,257274.36
2018-12-17,10.82,10.85,10.79,10.65,177102.86,-0.03,-0.28,10.898,11.001,11.077,199932.54,203408.84,246398.98
2018-12-18,10.69,10.82,10.79,10.61,173313.94,0.0,0.0,10.888,10.937,11.025,212325.22,192179.4,236235.59
2018-12-19,10.78,10.79,10.64,10.6,129787.8,-0.15,-1.39,10.84,10.877,10.974,215269.78,181890.32,227887.26
2018-12-20,10.61,10.78,10.69,10.61,143630.23,0.05,0.47,10.746,10.844,10.928,176971.92,175248.14,226297.83
2018-12-21,10.66,10.66,10.4,10.32,216065.77,-0.29,-2.71,10.662,10.777,10.898,167980.12,184645.04,217473.21
2018-12-24,10.38,10.59,10.51,10.32,121361.64,0.11,1.06,10.606,10.752,10.888,156831.88,178382.21,210075.5
2018-12-25,10.3,10.35,10.3,10.06,232078.78,-0.21,-2.0,10.508,10.698,10.864,168584.84,190455.03,213341.15
2018-12-26,10.26,10.34,10.09,10.09,149200.69,-0.21,-2.04,10.398,10.619,10.822,172467.42,193868.6,209833.62
2018-12-27,10.32,10.36,10.02,10.0,205026.66,-0.07,-0.69,10.264,10.505,10.791,184746.71,180859.31,205472.59
2018-12-28,10.06,10.08,9.8,9.73,240500.77,-0.22,-2.2,10.144,10.403,10.732,189633.71,178806.91,204399.72
2019-01-02,9.87,9.88,9.72,9.68,141343.12,-0.08,-0.82,9.986,10.296,10.649,193630.0,175230.94,189319.89
2019-01-03,9.75,9.92,9.74,9.68,138029.81,0.02,0.21,9.874,10.191,10.564,174820.21,171702.53,181940.96
2019-01-04,9.64,10.13,10.08,9.58,284748.44,0.34,3.49,9.872,10.135,10.506,201929.76,187198.59,184544.46
2019-01-07,10.19,10.19,10.15,10.04,236167.41,0.07,0.69,9.898,10.081,10.463,208157.91,196452.31,185850.23
2019-01-08,10.13,10.13,10.01,10.0,130892.63,-0.14,-1.38,9.94,10.042,10.41,186236.28,187935.0,186290.02
2019-01-09,10.05,10.45,10.15,10.04,390747.97,0.14,1.4,10.026,10.006,10.379,236117.25,214873.63,196627.92
2019-01-10,10.16,10.2,10.07,10.07,193384.98,-0.08,-0.79,10.092,9.983,10.341,247188.29,211004.25,200729.64
2019-01-11,10.07,10.17,10.12,10.04,155181.94,0.05,0.5,10.1,9.986,10.303,221274.99,211602.37,202735.49
2019-01-14,10.11,10.21,10.09,10.04,155330.03,-0.03,-0.3,10.088,9.993,10.249,205107.51,206632.71,193746.01
2019-01-15,10.08,10.35,10.32,10.04,296667.19,0.23,2.28,10.15,10.045,10.224,238262.42,212249.35,195528.13
2019-01-16,10.31,10.42,10.25,10.21,198482.31,-0.07,-0.68,10.17,10.098,10.197,199809.29,217963.27,196597.11
2019-01-17,10.22,10.25,10.14,10.09,162837.69,-0.11,-1.07,10.184,10.138,10.165,193699.83,220444.06,196073.29
2019-01-18,10.16,10.77,10.65,10.15,565978.06,0.51,5.03,10.29,10.195,10.165,275859.06,248567.02,217882.81
2019-01-21,10.63,11.09,11.02,10.58,559175.38,0.37,3.47,10.476,10.282,10.182,356628.13,280867.82,238660.06
2019-01-22,10.94,11.16,11.15,10.76,481678.84,0.13,1.18,10.642,10.396,10.219,393630.46,315946.44,251940.72
2019-01-23,11.01,11.68,11.49,10.95,779547.06,0.34,3.05,10.89,10.53,10.268,509843.41,354826.35,284849.99
2019-01-24,11.36,11.52,11.4,11.29,422766.12,-0.09,-0.78,11.142,10.663,10.323,561829.09,377764.46,294384.36
2019-01-25,11.4,11.64,11.36,11.3,403042.09,-0.04,-0.35,11.284,10.787,10.387,529241.9,402550.48,307076.43
2019-01-28,11.36,11.49,11.4,11.12,374224.28,0.04,0.35,11.36,10.918,10.456,492251.68,424439.9,315536.31
2019-01-29,11.52,11.75,11.65,11.1,605485.19,0.25,2.19,11.46,11.051,10.548,517012.95,455321.7,333785.53
2019-01-30,11.55,11.94,11.6,11.53,468553.69,-0.05,-0.43,11.482,11.186,10.642,454814.27,482328.84,350146.06
2019-01-31,11.7,11.78,11.72,11.53,394720.84,0.12,1.03,11.546,11.344,10.741,449205.22,505517.16,362980.61
2019-02-01,11.82,12.1,12.06,11.71,443738.44,0.34,2.9,11.686,11.485,10.84,457344.49,493293.19,370930.11

1个回答

dabocaiqq
请你们大家多多姿瓷我菠菜菌 回复caozhy: 哦哦
8 个月之前 回复
caozhy
贵阳老马马善福专业维修游泳池堵漏防水工程 以后不要再回答这个人的问题了,你明白?
8 个月之前 回复
qq_36019490
不会玩csdn 谢谢你的回答 stack overflow这个方案我之前已经看过了 这个应该是新版本finance数据包函数提供参数类型标准的问题,鉴于我在网上没有找到太多关于这个函数的资料 我决定还是用老版本的matplotlib finace数据包的ohlc函数来绘制
8 个月之前 回复
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抄袭、复制答案,以达到刷声望分或其他目的的行为,在CSDN问答是严格禁止的,一经发现立刻封号。是时候展现真正的技术了!
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