sh.000001.上证综合指数K线分析

数据参数说明

K线图可视化代码

数据结果

1990年至2020年股票数据

2021年至今股票数据

生成统计型数据

返回后n行数据

看懂K线图

K线图四大要素：

长黑线或大阴线：

十字星：

十字线：

证券宝是一个免费、开源的证券数据平台

数据参数说明

K线图可视化代码

importcsv importpandasaspd importmplfinanceasmpf defGetDataAndPrint(csv_stock_path): data_s=pd.read_csv(csv_stock_path) print("生成统计型数据") print(data_s.describe()) print(" 返回前n行数据") print(data_s.head()) print(" 返回后n行数据") print(data_s.tail()) returndata_s defK_chart(csv_stock_path): data_info=pd.read_csv(csv_stock_path,index_col=0,parse_dates=True,usecols=[0,2,3,4,5]) data_info=[data_info["date"],data_info["open"],data_info["high"],data_info["low"],data_info["close"],data_info["volume"]] mpf.plot(data_info,type=candle,style=charles) mpf.plot(data_info[6000:],type=candle,style=charles) mpf.plot(data_info[6000:],type=candle,style=charles) if__name__=="__main__": csv_path="./stockdata/train/sh.000001.上证综合指数.csv" data=GetDataAndPrint(csv_path) K_chart(csv_path)

数据结果

1990年至2020年股票数据

生成统计型数据openhighlowclosevolumeamountadjustflagturntradestatuspctChgpeTTMpbMRQpsTTMpcfNcfTTMisST count7401.0000007401.0000007401.0000007401.0000007.401000e+037.401000e+037401.07401.0000007401.07401.0000004443.04443.04443.04443.06630.000000 mean2000.5623002019.3584101980.3663142001.9023758.291694e+099.116770e+103.00.0776151.00.0733780.00.00.00.00.036652 std1077.5580741087.7748821066.2983791078.8763831.137038e+101.394587e+110.00.2115200.02.4299950.00.00.00.00.187919 min96.05000099.98000095.79000099.9800001.260000e+036.510000e+033.00.0000001.0-16.3936600.00.00.00.00.000000 25%1183.7400001193.6200001168.7800001183.5790004.945137e+084.177529e+093.00.0062421.0-0.7300030.00.00.00.00.000000 50%1935.5400001950.4600001917.1000001936.3500002.948448e+091.927541e+103.00.0122851.00.0656000.00.00.00.00.000000 75%2880.1700002908.1660002854.3190002884.3710001.283183e+101.386330e+113.00.0264711.00.8561480.00.00.00.00.000000 max6057.4280006124.0440006040.7130006092.0570001.421938e+111.309925e+123.01.8260651.0105.2691000.00.00.00.01.000000返回前n行数据datecodeopenhighlowclosevolumeamountadjustflagturntradestatuspctChgpeTTMpbMRQpsTTMpcfNcfTTMisST 01990-12-19sh.00000196.0599.9895.7999.981260494000.030.010.0000000.00.00.00.00.0 11990-12-20sh.000001104.30104.3999.98104.391970084992.030.010.0000000.00.00.00.00.0 21990-12-21sh.000001109.07109.13103.73109.13280016096.030.014.5406630.00.00.00.00.0 31990-12-24sh.000001113.57114.55109.13114.55320031063.030.014.9665590.00.00.00.00.0 41990-12-25sh.000001120.09120.25114.55120.2515006510.030.014.9759900.00.00.00.00.0datecodeopenhighlowclosevolumeamountadjustflagturntradestatuspctChgpeTTMpbMRQpsTTMpcfNcfTTMisST 73962021-03-25sh.0000013355.07063382.22603344.96953363.5915270676097002.902234e+1130.7380361-0.1030310.00.00.00.00.0 73972021-03-26sh.0000013373.31713423.22313373.31713418.3267274614987003.224086e+1130.74863211.6272840.00.00.00.00.0 73982021-03-29sh.0000013429.63223449.83383409.88683435.2958284824243003.279441e+1130.77649010.4964150.00.00.00.00.0 73992021-03-30sh.0000013432.52883457.63453423.31543456.6766285423081003.316257e+1130.77807910.6223860.00.00.00.00.0 74002021-03-31sh.0000013452.20783452.20783420.83213441.9115283049261003.141741e+11

2021年至今股票数据

生成统计型数据

openhighlowclosevolumeamountadjustflagturntradestatuspctChgpeTTMpbMRQpsTTMpcfNcfTTMisST count40.00000040.00000040.00000040.0000004.000000e+014.000000e+0140.040.00000040.040.00000040.040.040.040.040.0 mean3475.7629123495.5627853458.1586403482.7289122.962441e+103.634818e+113.00.8032221.00.1320530.00.00.00.00.0 std56.80989757.87566158.06878660.4238903.846111e+095.555170e+100.00.1027300.00.7318810.00.00.00.00.0 min3397.0210003409.6139003373.0939003396.4700002.332423e+102.690101e+113.00.6348091.0-1.0933940.00.00.00.00.0 25%3435.1092253457.6863753418.1046253441.7047002.686333e+103.234922e+113.00.7275071.0-0.2894910.00.00.00.00.0 50%3467.3176003482.8899003448.8495503473.5543502.926481e+103.562014e+113.00.7928411.00.1698260.00.00.00.00.0 75%3493.9445253517.8991503481.2723503499.6976753.273879e+104.007545e+113.00.8820801.00.4523410.00.00.00.00.0 max3610.7668003626.3584003585.3695003624.7138003.741709e+104.722135e+113.01.0162141.02.4035720.00.00.00.00.0返回前n行数据datecodeopenhighlowclosevolumeamountadjustflagturntradestatuspctChgpeTTMpbMRQpsTTMpcfNcfTTMisST 02021-04-01sh.0000013444.81023470.03113438.82553466.3315275244295002.926519e+1130.74992410.7094890.00.00.00.00 12021-04-02sh.0000013472.62763487.58623462.83213484.3924262654873003.179532e+1130.71557810.5210380.00.00.00.00 22021-04-06sh.0000013491.63363493.28063471.76103482.9674234746671002.863297e+1130.6395391-0.0408970.00.00.00.00 32021-04-07sh.0000013483.42113483.42113453.19473479.6256295786978003.236510e+1130.8057971-0.0959470.00.00.00.00 42021-04-08sh.0000013467.48713495.90863459.32463482.5548331755329003.480113e+1130.90379510.0841810.00.00.00.00

返回后n行数据

datecodeopenhighlowclosevolumeamountadjustflagturntradestatuspctChgpeTTMpbMRQpsTTMpcfNcfTTMisST 352021-05-26sh.0000013586.83883603.48813585.36953593.3570341980288004.558313e+1130.92115910.3354940.00.00.00.00 362021-05-27sh.0000013585.73373626.35843579.26013608.8507309551486004.290042e+1130.83362010.4311760.00.00.00.00 372021-05-28sh.0000013610.76683622.18013582.35803600.7844349208830004.524450e+1130.9401111-0.2235140.00.00.00.00 382021-05-31sh.0000013600.07023615.65683580.65243615.4773331523770004.496944e+1130.89248510.4080470.00.00.00.00 392021-06-01sh.0000013608.59783626.07373581.91153624.7138352811413004.716631e+1130.94968410.2554710.00.00.00.00

看懂K线图

K线图四大要素：

开盘价：每天早晨从9:15分到9:25分是集合竞价的成交价格，可以简单理解为第一笔成交价格；

收盘价：深市为收盘后三分钟集合竞价，沪为最后一笔成交价，也可以简单理解为最后一笔成交价格；

最高价：当天成交的最高价格；

最低价：当天成交的最低价格。

长红线或大阳线：

最高价与收盘价相同，最低价与开盘价一样。上下没有影线。从一开盘，买方始终占优势，使价格一路上扬，直至收盘。握有股票者，因看到买气的旺盛，不愿抛售，出现供不应求的状况。

长黑线或大阴线：

下影阳线：

价格一度大幅下滑，但受到买盘势力支持，价格又回升向上，收盘在最高价处，属强势形态。

十字星：

大市正处于转变之时，可能是股市转向的信号。大十字星代表多空搏斗型，表明当日多空双方势均力敌，次日股价走势如在上影线部分，表明多头势强，可买进；反之，则卖出。小十字星小幅度的僵局型态，应静观其变后再定。不能涨跌大势，将会持续发展

十字线：

这是一种只有上下影线，没有实体的图形。开盘价即是收盘价，表示在交易中，股价出现高于或低于开盘价成交，但收盘价与开盘价相等。买方与卖方几乎势均力敌。

商务广告咨询请添加微信:1292496908