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量化交易吧 /  数理科学 帖子:3364694 新帖:15

涨停统计研究

醒掌天下权发表于:5 月 9 日 23:55回复(1)

早上看到群里有人对涨停有兴趣,刚好做了一个研究,也不确定对不对,发出来大家一起看看,请各位大神指正

buylist=get_index_stocks('000001.XSHG')+get_index_stocks('399001.XSHE')

#未去除ST、新股等

list_ZT= {}
 

for s in buylist:

    
    #统计日期2016-01-01到2016-3-16
    df = get_price(s,start_date='2016-01-01', end_date='2016-3-16', fields=['close', 'high_limit', 'paused'])

    for i in range(1,len(df.index)):
        if df['paused'][-i] == False:
            if df['close'][-i]>=df['high_limit'][-i]:
                
                if s not in list_ZT:
                    list_ZT[s]=[]
                    list_ZT[s].append(df.index[-i])
                else:
                    list_ZT[s].append(df.index[-i])

print list_ZT
{u'600763.XSHG': [Timestamp('2016-01-19 00:00:00')], u'600391.XSHG': [Timestamp('2016-01-27 00:00:00'), Timestamp('2016-01-14 00:00:00')], u'600387.XSHG': [Timestamp('2016-03-02 00:00:00'), Timestamp('2016-02-26 00:00:00')], u'002001.XSHE': [Timestamp('2016-01-19 00:00:00')], u'600769.XSHG': [Timestamp('2016-02-18 00:00:00')], u'603268.XSHG': [Timestamp('2016-01-19 00:00:00')], u'600408.XSHG': [Timestamp('2016-02-05 00:00:00'), Timestamp('2016-02-02 00:00:00'), Timestamp('2016-02-01 00:00:00'), Timestamp('2016-01-29 00:00:00'), Timestamp('2016-01-19 00:00:00'), Timestamp('2016-01-14 00:00:00')], u'300367.XSHE': [Timestamp('2016-03-14 00:00:00'), Timestamp('2016-03-02 00:00:00'), Timestamp('2016-03-01 00:00:00'), Timestamp('2016-01-29 00:00:00')], u'000988.XSHE': [Timestamp('2016-03-02 00:00:00'), Timestamp('2016-02-26 00:00:00')], u'600463.XSHG': [Timestamp('2016-01-29 00:00:00'), Timestamp('2016-01-19 00:00:00'), Timestamp('2016-01-05 00:00:00')], u'600067.XSHG': [Timestamp('2016-03-02 00:00:00')], u'300207.XSHE': [Timestamp('2016-02-17 00:00:00')], u'300033.XSHE': [Timestamp('2016-01-06 00:00:00')], u'600729.XSHG': [Timestamp('2016-02-23 00:00:00')], u'600547.XSHG': [Timestamp('2016-02-15 00:00:00'), Timestamp('2016-02-05 00:00:00')], u'600258.XSHG': [Timestamp('2016-02-02 00:00:00')], u'600814.XSHG': [Timestamp('2016-01-06 00:00:00')], u'002276.XSHE': [Timestamp('2016-01-19 00:00:00')], u'600316.XSHG': [Timestamp('2016-03-01 00:00:00')], u'000069.XSHE': [Timestamp('2016-03-02 00:00:00')], u'600682.XSHG': [Timestamp('2016-03-01 00:00:00'), Timestamp('2016-02-05 00:00:00'), Timestamp('2016-02-04 00:00:00')], u'600869.XSHG': [Timestamp('2016-02-26 00:00:00'), Timestamp('2016-02-25 00:00:00')], u'600026.XSHG': [Timestamp('2016-02-16 00:00:00')], u'002375.XSHE': [Timestamp('2016-03-02 00:00:00'), Timestamp('2016-02-18 00:00:00'), Timestamp('2016-02-17 00:00:00')], u'600086.XSHG': [Timestamp('2016-03-03 00:00:00'), Timestamp('2016-02-15 00:00:00')], u'300101.XSHE': [Timestamp('2016-03-14 00:00:00')], u'601155.XSHG': [Timestamp('2016-02-18 00:00:00')], u'000901.XSHE': [Timestamp('2016-03-09 00:00:00')], u'600239.XSHG': [Timestamp('2016-03-02 00:00:00')], u'000751.XSHE': [Timestamp('2016-03-01 00:00:00'), Timestamp('2016-02-04 00:00:00')], u'002197.XSHE': [Timestamp('2016-02-16 00:00:00'), Timestamp('2016-02-03 00:00:00'), Timestamp('2016-02-02 00:00:00')], u'603008.XSHG': [Timestamp('2016-01-25 00:00:00'), Timestamp('2016-01-19 00:00:00')], u'000616.XSHE': [Timestamp('2016-03-02 00:00:00')], u'600800.XSHG': [Timestamp('2016-02-04 00:00:00')], u'000620.XSHE': [Timestamp('2016-02-17 00:00:00'), Timestamp('2016-02-16 00:00:00')], u'601718.XSHG': [Timestamp('2016-03-02 00:00:00'), Timestamp('2016-02-24 00:00:00'), Timestamp('2016-02-23 00:00:00')], u'600854.XSHG': [Timestamp('2016-03-03 00:00:00')], u'600657.XSHG': [Timestamp('2016-03-02 00:00:00')], u'600893.XSHG': [Timestamp('2016-01-14 00:00:00')], u'603003.XSHG': [Timestamp('2016-03-08 00:00:00'), Timestamp('2016-02-24 00:00:00')], u'000897.XSHE': [Timestamp('2016-01-06 00:00:00')], u'000709.XSHE': [Timestamp('2016-01-08 00:00:00'), Timestamp('2016-01-06 00:00:00')], u'603333.XSHG': [Timestamp('2016-02-26 00:00:00')], u'603169.XSHG': [Timestamp('2016-02-17 00:00:00')], u'600846.XSHG': [Timestamp('2016-02-18 00:00:00')], u'600501.XSHG': [Timestamp('2016-03-02 00:00:00'), Timestamp('2016-02-17 00:00:00')], u'600760.XSHG': [Timestamp('2016-03-04 00:00:00'), Timestamp('2016-02-17 00:00:00')], u'300052.XSHE': [Timestamp('2016-03-08 00:00:00'), Timestamp('2016-03-07 00:00:00'), Timestamp('2016-03-03 00:00:00'), Timestamp('2016-03-02 00:00:00'), Timestamp('2016-03-01 00:00:00'), Timestamp('2016-02-02 00:00:00')], u'603808.XSHG': [Timestamp('2016-02-04 00:00:00')], u'300003.XSHE': [Timestamp('2016-03-01 00:00:00'), Timestamp('2016-02-24 00:00:00')], u'600298.XSHG': [Timestamp('2016-03-02 00:00:00'), Timestamp('2016-02-02 00:00:00')], u'603901.XSHG': [Timestamp('2016-03-09 00:00:00'), Timestamp('2016-01-06 00:00:00')], u'600571.XSHG': [Timestamp('2016-02-19 00:00:00'), Timestamp('2016-01-29 00:00:00')], u'600370.XSHG': [Timestamp('2016-02-26 00:00:00'), Timestamp('2016-02-19 00:00:00')], u'600338.XSHG': [Timestamp('2016-03-02 00:00:00'), Timestamp('2016-02-16 00:00:00'), Timestamp('2016-02-04 00:00:00')], u'002203.XSHE': [Timestamp('2016-03-03 00:00:00')], u'000006.XSHE': [Timestamp('2016-03-02 00:00:00'), Timestamp('2016-03-01 00:00:00')], u'600883.XSHG': [Timestamp('2016-03-16 00:00:00')], u'600988.XSHG': [Timestamp('2016-03-07 00:00:00'), Timestamp('2016-03-03 00:00:00'), Timestamp('2016-03-01 00:00:00'), Timestamp('2016-02-16 00:00:00'), Timestamp('2016-02-15 00:00:00'), Timestamp('2016-01-08 00:00:00'), Timestamp('2016-01-06 00:00:00'), Timestamp('2016-01-05 00:00:00')], u'600209.XSHG': [Timestamp('2016-02-16 00:00:00'), Timestamp('2016-02-03 00:00:00')], u'002047.XSHE': [Timestamp('2016-02-23 00:00:00')], u'603025.XSHG': [Timestamp('2016-03-11 00:00:00'), Timestamp('2016-02-02 00:00:00'), Timestamp('2016-01-25 00:00:00'), Timestamp('2016-01-22 00:00:00'), Timestamp('2016-01-21 00:00:00')], u'600352.XSHG': [Timestamp('2016-02-24 00:00:00')], u'603799.XSHG': [Timestamp('2016-03-04 00:00:00'), Timestamp('2016-03-01 00:00:00'), Timestamp('2016-02-04 00:00:00')], u'600626.XSHG': [Timestamp('2016-01-19 00:00:00')], u'603019.XSHG': [Timestamp('2016-01-19 00:00:00')], u'601700.XSHG': [Timestamp('2016-01-05 00:00:00')], u'300017.XSHE': [Timestamp('2016-01-12 00:00:00')], u'601002.XSHG': [Timestamp('2016-01-19 00:00:00')], u'300058.XSHE': [Timestamp('2016-03-01 00:00:00')], u'600403.XSHG': [Timestamp('2016-02-23 00:00:00'), Timestamp('2016-02-16 00:00:00'), Timestamp('2016-01-08 00:00:00'), Timestamp('2016-01-06 00:00:00')], u'000558.XSHE': [Timestamp('2016-02-16 00:00:00')], u'600963.XSHG': [Timestamp('2016-02-24 00:00:00')], u'002714.XSHE': [Timestamp('2016-01-08 00:00:00')], u'000554.XSHE': [Timestamp('2016-02-26 00:00:00')], u'600983.XSHG': [Timestamp('2016-03-02 00:00:00')], u'600781.XSHG': [Timestamp('2016-03-02 00:00:00'), Timestamp('2016-01-27 00:00:00'), Timestamp('2016-01-07 00:00:00'), Timestamp('2016-01-06 00:00:00')], u'002292.XSHE': [Timestamp('2016-03-14 00:00:00'), Timestamp('2016-02-22 00:00:00'), Timestamp('2016-02-16 00:00:00'), Timestamp('2016-01-25 00:00:00')], u'600508.XSHG': [Timestamp('2016-01-08 00:00:00'), Timestamp('2016-01-06 00:00:00')], u'600503.XSHG': [Timestamp('2016-01-29 00:00:00')], u'603939.XSHG': [Timestamp('2016-02-22 00:00:00'), Timestamp('2016-02-04 00:00:00')], u'300229.XSHE': [Timestamp('2016-01-29 00:00:00'), Timestamp('2016-01-14 00:00:00')], u'000938.XSHE': [Timestamp('2016-01-25 00:00:00')], u'000801.XSHE': [Timestamp('2016-02-02 00:00:00')], u'600230.XSHG': [Timestamp('2016-02-03 00:00:00'), Timestamp('2016-01-19 00:00:00')], u'600318.XSHG': [Timestamp('2016-02-17 00:00:00'), Timestamp('2016-02-16 00:00:00'), Timestamp('2016-01-14 00:00:00'), Timestamp('2016-01-12 00:00:00')], u'600751.XSHG': [Timestamp('2016-02-01 00:00:00')], u'600549.XSHG': [Timestamp('2016-02-26 00:00:00'), Timestamp('2016-02-22 00:00:00')], u'601886.XSHG': [Timestamp('2016-02-23 00:00:00'), Timestamp('2016-02-22 00:00:00')], u'600288.XSHG': [Timestamp('2016-02-22 00:00:00'), Timestamp('2016-02-19 00:00:00'), Timestamp('2016-02-17 00:00:00'), Timestamp('2016-02-16 00:00:00'), Timestamp('2016-02-15 00:00:00')], u'600533.XSHG': [Timestamp('2016-03-03 00:00:00'), Timestamp('2016-03-02 00:00:00'), Timestamp('2016-03-01 00:00:00'), Timestamp('2016-02-29 00:00:00')], u'600716.XSHG': [Timestamp('2016-03-02 00:00:00')], u'000627.XSHE': [Timestamp('2016-02-17 00:00:00')], u'300156.XSHE': [Timestamp('2016-03-02 00:00:00')], u'600776.XSHG': [Timestamp('2016-02-26 00:00:00')], u'600148.XSHG': [Timestamp('2016-02-17 00:00:00'), Timestamp('2016-02-04 00:00:00')], u'603601.XSHG': [Timestamp('2016-01-20 00:00:00')], u'600490.XSHG': [Timestamp('2016-03-03 00:00:00'), Timestamp('2016-03-02 00:00:00')], u'600227.XSHG': [Timestamp('2016-02-15 00:00:00'), Timestamp('2016-02-04 00:00:00'), Timestamp('2016-01-27 00:00:00')], u'002019.XSHE': [Timestamp('2016-02-04 00:00:00'), Timestamp('2016-01-21 00:00:00'), Timestamp('2016-01-06 00:00:00')], u'002174.XSHE': [Timestamp('2016-02-18 00:00:00'), Timestamp('2016-02-16 00:00:00')], u'600531.XSHG': [Timestamp('2016-03-14 00:00:00'), Timestamp('2016-03-02 00:00:00'), Timestamp('2016-02-17 00:00:00'), Timestamp('2016-02-16 00:00:00'), Timestamp('2016-02-15 00:00:00'), Timestamp('2016-02-05 00:00:00'), Timestamp('2016-02-04 00:00:00'), Timestamp('2016-01-27 00:00:00')], u'002376.XSHE': [Timestamp('2016-01-29 00:00:00')], u'603026.XSHG': [Timestamp('2016-03-02 00:00:00'), Timestamp('2016-02-26 00:00:00'), Timestamp('2016-02-25 00:00:00'), Timestamp('2016-01-19 00:00:00')], u'000401.XSHE': [Timestamp('2016-01-06 00:00:00')], u'600876.XSHG': [Timestamp('2016-02-18 00:00:00'), Timestamp('2016-01-27 00:00:00'), Timestamp('2016-01-22 00:00:00'), Timestamp('2016-01-20 00:00:00'), Timestamp('2016-01-19 00:00:00')], u'002303.XSHE': [Timestamp('2016-02-16 00:00:00'), Timestamp('2016-01-29 00:00:00')], u'600069.XSHG': [Timestamp('2016-02-05 00:00:00')], u'600764.XSHG': [Timestamp('2016-03-07 00:00:00'), Timestamp('2016-02-15 00:00:00')], u'000596.XSHE': [Timestamp('2016-03-02 00:00:00')], u'601688.XSHG': [Timestamp('2016-01-29 00:00:00')], u'600569.XSHG': [Timestamp('2016-01-08 00:00:00'), Timestamp('2016-01-06 00:00:00'), Timestamp('2016-01-05 00:00:00')], u'601388.XSHG': [Timestamp('2016-02-16 00:00:00')], u'603898.XSHG': [Timestamp('2016-03-02 00:00:00')], u'300159.XSHE': [Timestamp('2016-01-29 00:00:00')], u'600281.XSHG': [Timestamp('2016-02-02 00:00:00')], u'002426.XSHE': [Timestamp('2016-02-18 00:00:00')], u'600448.XSHG': [Timestamp('2016-01-08 00:00:00'), Timestamp('2016-01-06 00:00:00')], u'600113.XSHG': [Timestamp('2016-03-02 00:00:00'), Timestamp('2016-02-05 00:00:00'), Timestamp('2016-02-04 00:00:00'), Timestamp('2016-02-03 00:00:00'), Timestamp('2016-01-18 00:00:00')], u'601010.XSHG': [Timestamp('2016-03-07 00:00:00'), Timestamp('2016-02-17 00:00:00')], u'600362.XSHG': [Timestamp('2016-03-02 00:00:00')], u'601225.XSHG': [Timestamp('2016-01-08 00:00:00'), Timestamp('2016-01-06 00:00:00')], u'002161.XSHE': [Timestamp('2016-03-14 00:00:00'), Timestamp('2016-02-16 00:00:00'), Timestamp('2016-01-18 00:00:00')], u'601798.XSHG': [Timestamp('2016-03-01 00:00:00')], u'000592.XSHE': [Timestamp('2016-02-16 00:00:00')], u'002556.XSHE': [Timestamp('2016-02-23 00:00:00')], u'600208.XSHG': [Timestamp('2016-03-02 00:00:00'), Timestamp('2016-01-29 00:00:00'), Timestamp('2016-01-19 00:00:00')], u'600960.XSHG': [Timestamp('2016-03-07 00:00:00')], u'600035.XSHG': [Timestamp('2016-01-19 00:00:00')], u'000786.XSHE': [Timestamp('2016-03-02 00:00:00'), Timestamp('2016-01-19 00:00:00')], u'000667.XSHE': [Timestamp('2016-01-08 00:00:00'), Timestamp('2016-01-05 00:00:00')], u'600031.XSHG': [Timestamp('2016-02-18 00:00:00')], u'600576.XSHG': [Timestamp('2016-02-02 00:00:00')], u'603600.XSHG': [Timestamp('2016-02-16 00:00:00'), Timestamp('2016-01-29 00:00:00')], u'601177.XSHG': [Timestamp('2016-01-27 00:00:00'), Timestamp('2016-01-25 00:00:00'), Timestamp('2016-01-19 00:00:00'), Timestamp('2016-01-12 00:00:00'), Timestamp('2016-01-08 00:00:00')], u'000566.XSHE': [Timestamp('2016-03-02 00:00:00'), Timestamp('2016-02-16 00:00:00')], u'600193.XSHG': [Timestamp('2016-03-08 00:00:00'), Timestamp('2016-03-07 00:00:00'), Timestamp('2016-01-19 00:00:00')], u'000519.XSHE': [Timestamp('2016-02-22 00:00:00'), Timestamp('2016-01-06 00:00:00'), Timestamp('2016-01-05 00:00:00')], u'600728.XSHG': [Timestamp('2016-01-29 00:00:00')], u'600217.XSHG': [Timestamp('2016-03-14 00:00:00'), Timestamp('2016-03-11 00:00:00'), Timestamp('2016-02-18 00:00:00'), Timestamp('2016-02-03 00:00:00'), Timestamp('2016-01-19 00:00:00')], u'000926.XSHE': [Timestamp('2016-03-02 00:00:00')], u'600371.XSHG': [Timestamp('2016-02-05 00:00:00')], u'600791.XSHG': [Timestamp('2016-03-02 00:00:00'), Timestamp('2016-01-08 00:00:00')], u'600881.XSHG': [Timestamp('2016-02-15 00:00:00')], u'300288.XSHE': [Timestamp('2016-03-14 00:00:00'), Timestamp('2016-03-07 00:00:00')], u'603123.XSHG': [Timestamp('2016-03-02 00:00:00')], u'600206.XSHG': [Timestamp('2016-02-02 00:00:00')], u'000060.XSHE': [Timestamp('2016-02-04 00:00:00')], u'600585.XSHG': [Timestamp('2016-03-02 00:00:00')], u'601800.XSHG': [Timestamp('2016-01-19 00:00:00')], u'601555.XSHG': [Timestamp('2016-03-02 00:00:00')], u'600545.XSHG': [Timestamp('2016-03-08 00:00:00')], u'600644.XSHG': [Timestamp('2016-03-07 00:00:00')], u'600460.XSHG': [Timestamp('2016-02-04 00:00:00')], u'600658.XSHG': [Timestamp('2016-01-25 00:00:00'), Timestamp('2016-01-22 00:00:00')], u'300085.XSHE': [Timestamp('2016-02-16 00:00:00'), Timestamp('2016-01-14 00:00:00')], u'601233.XSHG': [Timestamp('2016-01-25 00:00:00')], u'600792.XSHG': [Timestamp('2016-01-08 00:00:00'), Timestamp('2016-01-06 00:00:00')], u'600677.XSHG': [Timestamp('2016-01-19 00:00:00'), Timestamp('2016-01-08 00:00:00'), Timestamp('2016-01-06 00:00:00'), Timestamp('2016-01-05 00:00:00')], u'601016.XSHG': [Timestamp('2016-02-18 00:00:00')], u'601069.XSHG': [Timestamp('2016-03-07 00:00:00'), Timestamp('2016-02-15 00:00:00'), Timestamp('2016-01-08 00:00:00')], u'600476.XSHG': [Timestamp('2016-02-24 00:00:00'), Timestamp('2016-02-04 00:00:00'), Timestamp('2016-01-14 00:00:00')], u'601969.XSHG': [Timestamp('2016-03-08 00:00:00'), Timestamp('2016-03-07 00:00:00'), Timestamp('2016-02-04 00:00:00')], u'300498.XSHE': [Timestamp('2016-01-08 00:00:00')], u'600097.XSHG': [Timestamp('2016-02-17 00:00:00'), Timestamp('2016-01-25 00:00:00'), Timestamp('2016-01-14 00:00:00')], u'600773.XSHG': [Timestamp('2016-03-08 00:00:00')], u'002067.XSHE': [Timestamp('2016-02-16 00:00:00')], u'300216.XSHE': [Timestamp('2016-03-14 00:00:00'), Timestamp('2016-03-09 00:00:00'), Timestamp('2016-01-14 00:00:00')], u'300122.XSHE': [Timestamp('2016-01-14 00:00:00'), Timestamp('2016-01-12 00:00:00')], u'600072.XSHG': [Timestamp('2016-02-16 00:00:00')], u'600559.XSHG': [Timestamp('2016-02-23 00:00:00')], u'600301.XSHG': [Timestamp('2016-03-08 00:00:00'), Timestamp('2016-02-23 00:00:00'), Timestamp('2016-02-22 00:00:00'), Timestamp('2016-01-19 00:00:00')], u'000930.XSHE': [Timestamp('2016-02-17 00:00:00'), Timestamp('2016-01-19 00:00:00'), Timestamp('2016-01-18 00:00:00')], u'002146.XSHE': [Timestamp('2016-03-02 00:00:00')], u'600126.XSHG': [Timestamp('2016-01-06 00:00:00')], u'600279.XSHG': [Timestamp('2016-02-23 00:00:00'), Timestamp('2016-01-25 00:00:00'), Timestamp('2016-01-06 00:00:00')], u'600691.XSHG': [Timestamp('2016-03-07 00:00:00'), Timestamp('2016-01-19 00:00:00')], u'601216.XSHG': [Timestamp('2016-02-04 00:00:00')], u'600648.XSHG': [Timestamp('2016-02-17 00:00:00')], u'000915.XSHE': [Timestamp('2016-03-02 00:00:00')], u'002051.XSHE': [Timestamp('2016-01-19 00:00:00'), Timestamp('2016-01-08 00:00:00'), Timestamp('2016-01-06 00:00:00')], u'600111.XSHG': [Timestamp('2016-03-02 00:00:00')], u'601118.XSHG': [Timestamp('2016-03-03 00:00:00')], u'600077.XSHG': [Timestamp('2016-03-02 00:00:00')], u'603099.XSHG': [Timestamp('2016-02-29 00:00:00'), Timestamp('2016-02-26 00:00:00')], u'600734.XSHG': [Timestamp('2016-03-02 00:00:00'), Timestamp('2016-02-04 00:00:00'), Timestamp('2016-01-22 00:00:00'), Timestamp('2016-01-18 00:00:00')], u'600850.XSHG': [Timestamp('2016-02-02 00:00:00')], u'002491.XSHE': [Timestamp('2016-01-19 00:00:00')], u'000735.XSHE': [Timestamp('2016-01-11 00:00:00')], u'603030.XSHG': [Timestamp('2016-02-17 00:00:00')], u'000547.XSHE': [Timestamp('2016-01-22 00:00:00')], u'600798.XSHG': [Timestamp('2016-03-02 00:00:00'), Timestamp('2016-02-18 00:00:00'), Timestamp('2016-02-05 00:00:00')], u'603166.XSHG': [Timestamp('2016-02-15 00:00:00')], u'000629.XSHE': [Timestamp('2016-02-29 00:00:00'), Timestamp('2016-02-26 00:00:00'), Timestamp('2016-01-06 00:00:00')], u'600862.XSHG': [Timestamp('2016-01-14 00:00:00')], u'002477.XSHE': [Timestamp('2016-03-14 00:00:00')], u'000975.XSHE': [Timestamp('2016-02-04 00:00:00')], u'600432.XSHG': [Timestamp('2016-03-02 00:00:00'), Timestamp('2016-02-23 00:00:00'), Timestamp('2016-02-15 00:00:00'), Timestamp('2016-02-04 00:00:00'), Timestamp('2016-02-03 00:00:00')], u'601898.XSHG': [Timestamp('2016-01-08 00:00:00'), Timestamp('2016-01-06 00:00:00')], u'601699.XSHG': [Timestamp('2016-02-26 00:00:00'), Timestamp('2016-01-08 00:00:00'), Timestamp('2016-01-06 00:00:00')], u'600048.XSHG': [Timestamp('2016-03-02 00:00:00')], u'600516.XSHG': [Timestamp('2016-01-29 00:00:00')], u'600155.XSHG': [Timestamp('2016-03-02 00:00:00')], u'603108.XSHG': [Timestamp('2016-01-06 00:00:00')], u'600975.XSHG': [Timestamp('2016-03-07 00:00:00'), Timestamp('2016-03-04 00:00:00')], u'002665.XSHE': [Timestamp('2016-02-05 00:00:00')], u'600641.XSHG': 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[Timestamp('2016-02-16 00:00:00'), Timestamp('2016-01-08 00:00:00'), Timestamp('2016-01-06 00:00:00')], u'600978.XSHG': [Timestamp('2016-03-01 00:00:00'), Timestamp('2016-02-17 00:00:00')], u'600139.XSHG': [Timestamp('2016-03-02 00:00:00')], u'300274.XSHE': [Timestamp('2016-02-03 00:00:00')], u'300074.XSHE': [Timestamp('2016-03-14 00:00:00')], u'600690.XSHG': [Timestamp('2016-03-01 00:00:00')], u'600446.XSHG': [Timestamp('2016-03-14 00:00:00'), Timestamp('2016-03-02 00:00:00')], u'002081.XSHE': [Timestamp('2016-03-02 00:00:00')], u'600376.XSHG': [Timestamp('2016-03-02 00:00:00')], u'000090.XSHE': [Timestamp('2016-03-02 00:00:00')], u'603818.XSHG': [Timestamp('2016-02-04 00:00:00')], u'002437.XSHE': [Timestamp('2016-02-03 00:00:00')], u'000839.XSHE': [Timestamp('2016-02-02 00:00:00')], u'600563.XSHG': [Timestamp('2016-03-08 00:00:00')], u'000012.XSHE': [Timestamp('2016-02-19 00:00:00')], u'600345.XSHG': [Timestamp('2016-02-22 00:00:00'), Timestamp('2016-02-19 00:00:00')], u'600721.XSHG': [Timestamp('2016-03-15 00:00:00'), Timestamp('2016-02-17 00:00:00'), Timestamp('2016-02-16 00:00:00')], u'000601.XSHE': [Timestamp('2016-02-03 00:00:00')], u'601005.XSHG': [Timestamp('2016-01-08 00:00:00'), Timestamp('2016-01-06 00:00:00')], u'600750.XSHG': [Timestamp('2016-02-02 00:00:00')], u'600162.XSHG': [Timestamp('2016-03-03 00:00:00'), Timestamp('2016-02-02 00:00:00')], u'600707.XSHG': [Timestamp('2016-02-16 00:00:00'), Timestamp('2016-01-25 00:00:00')], u'600234.XSHG': [Timestamp('2016-03-14 00:00:00'), Timestamp('2016-03-08 00:00:00'), Timestamp('2016-02-16 00:00:00'), Timestamp('2016-02-15 00:00:00'), Timestamp('2016-02-05 00:00:00'), Timestamp('2016-02-04 00:00:00'), Timestamp('2016-02-03 00:00:00'), Timestamp('2016-01-29 00:00:00')], u'600880.XSHG': [Timestamp('2016-02-18 00:00:00'), Timestamp('2016-02-02 00:00:00'), Timestamp('2016-01-20 00:00:00'), Timestamp('2016-01-19 00:00:00'), Timestamp('2016-01-18 00:00:00')], u'002663.XSHE': [Timestamp('2016-03-03 00:00:00')], u'600802.XSHG': [Timestamp('2016-03-02 00:00:00')], u'603398.XSHG': [Timestamp('2016-03-09 00:00:00'), Timestamp('2016-01-06 00:00:00'), Timestamp('2016-01-05 00:00:00')], u'600520.XSHG': [Timestamp('2016-03-16 00:00:00'), Timestamp('2016-02-04 00:00:00'), Timestamp('2016-02-03 00:00:00'), Timestamp('2016-02-01 00:00:00'), Timestamp('2016-01-29 00:00:00')], u'603315.XSHG': [Timestamp('2016-02-18 00:00:00'), Timestamp('2016-02-16 00:00:00')], u'600782.XSHG': [Timestamp('2016-02-26 00:00:00'), Timestamp('2016-02-22 00:00:00'), Timestamp('2016-01-08 00:00:00'), Timestamp('2016-01-06 00:00:00')], u'300199.XSHE': [Timestamp('2016-03-08 00:00:00')], u'600189.XSHG': [Timestamp('2016-03-07 00:00:00')], u'000690.XSHE': [Timestamp('2016-02-16 00:00:00')], u'600354.XSHG': [Timestamp('2016-03-03 00:00:00')], u'600610.XSHG': [Timestamp('2016-02-18 00:00:00'), Timestamp('2016-02-03 00:00:00'), Timestamp('2016-02-02 00:00:00'), Timestamp('2016-01-28 00:00:00'), Timestamp('2016-01-27 00:00:00'), Timestamp('2016-01-22 00:00:00'), Timestamp('2016-01-21 00:00:00'), Timestamp('2016-01-18 00:00:00'), Timestamp('2016-01-15 00:00:00'), Timestamp('2016-01-14 00:00:00'), Timestamp('2016-01-13 00:00:00')], u'600510.XSHG': [Timestamp('2016-03-02 00:00:00')], u'600366.XSHG': [Timestamp('2016-02-26 00:00:00')], u'603997.XSHG': [Timestamp('2016-03-11 00:00:00'), Timestamp('2016-01-19 00:00:00')], u'603128.XSHG': [Timestamp('2016-02-26 00:00:00'), Timestamp('2016-02-24 00:00:00')], u'002373.XSHE': [Timestamp('2016-03-14 00:00:00')], u'601588.XSHG': [Timestamp('2016-03-02 00:00:00')], u'603066.XSHG': [Timestamp('2016-02-04 00:00:00')], u'600705.XSHG': [Timestamp('2016-02-04 00:00:00')], u'000656.XSHE': [Timestamp('2016-03-02 00:00:00')], u'600497.XSHG': [Timestamp('2016-02-04 00:00:00')], u'600806.XSHG': [Timestamp('2016-03-02 00:00:00'), Timestamp('2016-02-18 00:00:00'), Timestamp('2016-02-03 00:00:00'), Timestamp('2016-01-25 00:00:00'), Timestamp('2016-01-22 00:00:00'), Timestamp('2016-01-19 00:00:00'), Timestamp('2016-01-18 00:00:00'), Timestamp('2016-01-15 00:00:00')], u'600021.XSHG': [Timestamp('2016-02-24 00:00:00')], u'600530.XSHG': [Timestamp('2016-02-16 00:00:00'), Timestamp('2016-01-21 00:00:00')], u'300090.XSHE': [Timestamp('2016-01-29 00:00:00'), Timestamp('2016-01-19 00:00:00')], u'300020.XSHE': [Timestamp('2016-02-16 00:00:00')], u'002408.XSHE': [Timestamp('2016-02-26 00:00:00')], u'600706.XSHG': [Timestamp('2016-03-07 00:00:00'), Timestamp('2016-03-04 00:00:00'), Timestamp('2016-03-02 00:00:00')], u'600331.XSHG': [Timestamp('2016-03-02 00:00:00'), Timestamp('2016-02-04 00:00:00')], u'600392.XSHG': [Timestamp('2016-03-02 00:00:00'), Timestamp('2016-02-22 00:00:00')], u'002025.XSHE': [Timestamp('2016-02-02 00:00:00')], u'601908.XSHG': [Timestamp('2016-01-22 00:00:00')], u'000851.XSHE': [Timestamp('2016-02-15 00:00:00'), Timestamp('2016-02-02 00:00:00'), Timestamp('2016-01-27 00:00:00'), Timestamp('2016-01-25 00:00:00'), Timestamp('2016-01-22 00:00:00')], u'000762.XSHE': [Timestamp('2016-03-08 00:00:00'), Timestamp('2016-01-29 00:00:00'), Timestamp('2016-01-14 00:00:00')], u'002055.XSHE': [Timestamp('2016-03-03 00:00:00'), Timestamp('2016-02-16 00:00:00')], u'600843.XSHG': [Timestamp('2016-01-22 00:00:00')], u'600321.XSHG': [Timestamp('2016-03-02 00:00:00')], u'000776.XSHE': [Timestamp('2016-03-02 00:00:00')], u'600651.XSHG': [Timestamp('2016-02-04 00:00:00'), Timestamp('2016-01-27 00:00:00'), Timestamp('2016-01-14 00:00:00'), Timestamp('2016-01-13 00:00:00')], u'600247.XSHG': [Timestamp('2016-03-11 00:00:00'), Timestamp('2016-03-02 00:00:00'), Timestamp('2016-02-16 00:00:00'), Timestamp('2016-02-03 00:00:00'), Timestamp('2016-02-02 00:00:00'), Timestamp('2016-01-29 00:00:00'), Timestamp('2016-01-19 00:00:00')], u'600423.XSHG': [Timestamp('2016-03-14 00:00:00'), Timestamp('2016-03-04 00:00:00')], u'600995.XSHG': [Timestamp('2016-01-08 00:00:00')], u'600397.XSHG': [Timestamp('2016-01-08 00:00:00'), Timestamp('2016-01-06 00:00:00')], u'300001.XSHE': [Timestamp('2016-01-19 00:00:00')], u'600702.XSHG': [Timestamp('2016-02-23 00:00:00'), Timestamp('2016-01-27 00:00:00')], u'601137.XSHG': [Timestamp('2016-03-04 00:00:00')], u'600671.XSHG': [Timestamp('2016-01-08 00:00:00'), Timestamp('2016-01-06 00:00:00'), Timestamp('2016-01-05 00:00:00')], u'603005.XSHG': [Timestamp('2016-01-19 00:00:00')], u'601198.XSHG': [Timestamp('2016-02-16 00:00:00')], u'601106.XSHG': [Timestamp('2016-02-02 00:00:00'), Timestamp('2016-01-12 00:00:00')], u'002431.XSHE': [Timestamp('2016-03-14 00:00:00'), Timestamp('2016-03-02 00:00:00'), Timestamp('2016-03-01 00:00:00'), Timestamp('2016-02-17 00:00:00'), Timestamp('2016-02-16 00:00:00'), Timestamp('2016-02-15 00:00:00')], u'600428.XSHG': [Timestamp('2016-03-08 00:00:00'), Timestamp('2016-02-16 00:00:00')], u'600182.XSHG': [Timestamp('2016-03-15 00:00:00')], u'000062.XSHE': [Timestamp('2016-03-03 00:00:00')], u'000875.XSHE': [Timestamp('2016-01-20 00:00:00')], u'600697.XSHG': [Timestamp('2016-01-08 00:00:00')], u'603866.XSHG': [Timestamp('2016-01-27 00:00:00'), Timestamp('2016-01-22 00:00:00'), Timestamp('2016-01-08 00:00:00'), Timestamp('2016-01-06 00:00:00'), Timestamp('2016-01-05 00:00:00')], u'600433.XSHG': [Timestamp('2016-03-08 00:00:00'), Timestamp('2016-02-24 00:00:00')], u'600662.XSHG': [Timestamp('2016-02-26 00:00:00'), Timestamp('2016-02-24 00:00:00')], u'000151.XSHE': [Timestamp('2016-02-24 00:00:00'), Timestamp('2016-01-19 00:00:00')], u'600242.XSHG': [Timestamp('2016-03-14 00:00:00'), Timestamp('2016-03-08 00:00:00'), Timestamp('2016-02-17 00:00:00'), Timestamp('2016-02-16 00:00:00'), Timestamp('2016-02-05 00:00:00'), Timestamp('2016-01-19 00:00:00')], u'600008.XSHG': [Timestamp('2016-03-01 00:00:00')], u'600778.XSHG': [Timestamp('2016-01-22 00:00:00')], u'300032.XSHE': [Timestamp('2016-02-22 00:00:00'), Timestamp('2016-02-19 00:00:00'), Timestamp('2016-02-18 00:00:00')], u'600225.XSHG': [Timestamp('2016-01-20 00:00:00'), Timestamp('2016-01-06 00:00:00')], u'600515.XSHG': [Timestamp('2016-02-16 00:00:00'), Timestamp('2016-02-15 00:00:00'), Timestamp('2016-02-05 00:00:00'), Timestamp('2016-01-19 00:00:00')], u'000046.XSHE': [Timestamp('2016-03-02 00:00:00')], u'600381.XSHG': [Timestamp('2016-02-01 00:00:00')], u'600606.XSHG': [Timestamp('2016-03-02 00:00:00')], u'600346.XSHG': [Timestamp('2016-03-10 00:00:00')], u'601968.XSHG': [Timestamp('2016-02-04 00:00:00')], u'002501.XSHE': [Timestamp('2016-01-05 00:00:00')], u'600679.XSHG': [Timestamp('2016-02-24 00:00:00'), Timestamp('2016-02-18 00:00:00'), Timestamp('2016-01-28 00:00:00'), Timestamp('2016-01-27 00:00:00')], u'600191.XSHG': [Timestamp('2016-03-07 00:00:00')], u'300287.XSHE': [Timestamp('2016-02-02 00:00:00')], u'000979.XSHE': [Timestamp('2016-03-02 00:00:00'), Timestamp('2016-01-19 00:00:00')], u'600348.XSHG': [Timestamp('2016-02-26 00:00:00'), Timestamp('2016-01-08 00:00:00'), Timestamp('2016-01-06 00:00:00')], u'000727.XSHE': [Timestamp('2016-03-07 00:00:00'), Timestamp('2016-02-15 00:00:00'), Timestamp('2016-02-05 00:00:00'), Timestamp('2016-02-04 00:00:00')], u'000712.XSHE': [Timestamp('2016-02-23 00:00:00'), Timestamp('2016-02-22 00:00:00')], u'603009.XSHG': [Timestamp('2016-01-22 00:00:00')], u'600639.XSHG': [Timestamp('2016-02-17 00:00:00')], u'601689.XSHG': [Timestamp('2016-02-18 00:00:00')], u'600570.XSHG': [Timestamp('2016-03-14 00:00:00'), Timestamp('2016-03-07 00:00:00')], u'601918.XSHG': [Timestamp('2016-02-24 00:00:00')], u'600297.XSHG': [Timestamp('2016-01-14 00:00:00')], u'002298.XSHE': [Timestamp('2016-03-03 00:00:00')], u'600696.XSHG': [Timestamp('2016-03-09 00:00:00'), Timestamp('2016-02-23 00:00:00'), Timestamp('2016-02-22 00:00:00'), Timestamp('2016-02-04 00:00:00')], u'603085.XSHG': [Timestamp('2016-03-07 00:00:00')], u'600188.XSHG': [Timestamp('2016-03-02 00:00:00'), Timestamp('2016-02-26 00:00:00'), Timestamp('2016-01-08 00:00:00'), Timestamp('2016-01-06 00:00:00')], u'600785.XSHG': [Timestamp('2016-02-24 00:00:00'), Timestamp('2016-01-25 00:00:00'), Timestamp('2016-01-06 00:00:00')], u'002093.XSHE': [Timestamp('2016-02-17 00:00:00')], u'600137.XSHG': [Timestamp('2016-02-04 00:00:00')], u'600868.XSHG': [Timestamp('2016-02-16 00:00:00'), Timestamp('2016-01-14 00:00:00'), Timestamp('2016-01-06 00:00:00'), Timestamp('2016-01-05 00:00:00')], u'600836.XSHG': [Timestamp('2016-01-05 00:00:00')], u'600581.XSHG': [Timestamp('2016-01-06 00:00:00')], u'600207.XSHG': [Timestamp('2016-02-16 00:00:00'), Timestamp('2016-02-03 00:00:00'), Timestamp('2016-01-25 00:00:00'), Timestamp('2016-01-22 00:00:00')], u'600149.XSHG': [Timestamp('2016-03-01 00:00:00'), Timestamp('2016-02-22 00:00:00'), Timestamp('2016-02-03 00:00:00')], u'600485.XSHG': [Timestamp('2016-01-08 00:00:00')], u'600826.XSHG': [Timestamp('2016-01-06 00:00:00')], u'300053.XSHE': [Timestamp('2016-01-12 00:00:00')], u'600683.XSHG': [Timestamp('2016-03-02 00:00:00'), Timestamp('2016-01-29 00:00:00')], u'600385.XSHG': [Timestamp('2016-01-19 00:00:00')], u'002074.XSHE': [Timestamp('2016-02-04 00:00:00')], u'000725.XSHE': [Timestamp('2016-02-16 00:00:00')], u'601669.XSHG': [Timestamp('2016-01-19 00:00:00')], u'603017.XSHG': [Timestamp('2016-02-23 00:00:00')], u'600293.XSHG': [Timestamp('2016-02-02 00:00:00'), Timestamp('2016-02-01 00:00:00')], u'600022.XSHG': [Timestamp('2016-01-08 00:00:00'), Timestamp('2016-01-06 00:00:00')], u'600101.XSHG': [Timestamp('2016-02-29 00:00:00'), Timestamp('2016-02-26 00:00:00')], u'600218.XSHG': [Timestamp('2016-03-07 00:00:00')], u'600765.XSHG': [Timestamp('2016-01-14 00:00:00')], u'600710.XSHG': [Timestamp('2016-03-02 00:00:00'), Timestamp('2016-02-18 00:00:00'), Timestamp('2016-02-05 00:00:00'), Timestamp('2016-02-02 00:00:00'), Timestamp('2016-02-01 00:00:00'), Timestamp('2016-01-29 00:00:00'), Timestamp('2016-01-28 00:00:00'), Timestamp('2016-01-27 00:00:00'), Timestamp('2016-01-26 00:00:00'), Timestamp('2016-01-25 00:00:00')], u'600121.XSHG': [Timestamp('2016-01-06 00:00:00')], u'600586.XSHG': [Timestamp('2016-03-02 00:00:00')], u'603508.XSHG': [Timestamp('2016-01-27 00:00:00'), Timestamp('2016-01-11 00:00:00'), Timestamp('2016-01-08 00:00:00'), Timestamp('2016-01-07 00:00:00'), Timestamp('2016-01-06 00:00:00'), Timestamp('2016-01-05 00:00:00')], u'600487.XSHG': [Timestamp('2016-03-07 00:00:00')], u'600619.XSHG': [Timestamp('2016-02-01 00:00:00'), Timestamp('2016-01-29 00:00:00'), Timestamp('2016-01-19 00:00:00')], u'000970.XSHE': [Timestamp('2016-03-02 00:00:00')], u'600892.XSHG': [Timestamp('2016-03-07 00:00:00')], u'600075.XSHG': [Timestamp('2016-03-07 00:00:00')], u'002130.XSHE': [Timestamp('2016-01-14 00:00:00')], u'600179.XSHG': [Timestamp('2016-02-16 00:00:00'), Timestamp('2016-02-15 00:00:00'), Timestamp('2016-01-19 00:00:00')], u'601100.XSHG': [Timestamp('2016-03-08 00:00:00')], u'000807.XSHE': [Timestamp('2016-02-26 00:00:00'), Timestamp('2016-02-04 00:00:00'), Timestamp('2016-01-08 00:00:00'), Timestamp('2016-01-06 00:00:00')], u'601186.XSHG': [Timestamp('2016-01-19 00:00:00')], u'600980.XSHG': [Timestamp('2016-02-25 00:00:00'), Timestamp('2016-02-24 00:00:00')], u'600720.XSHG': [Timestamp('2016-03-02 00:00:00'), Timestamp('2016-01-25 00:00:00')], u'600565.XSHG': [Timestamp('2016-02-03 00:00:00')]}
#涨停股票数目
print len(list_ZT)
#个股涨停次数
list_ZT_num={}
for s in list_ZT:
    list_ZT_num[s]=len(list_ZT[s])
    print "%s涨停%s次"%(s,len(list_ZT[s]))


#按涨停次数排序
list_zt= sorted(list_ZT_num.items(), key=lambda list_ZT_num:list_ZT_num[1],reverse=True)

print list_zt
721
600763.XSHG涨停1次
600391.XSHG涨停2次
600387.XSHG涨停2次
002001.XSHE涨停1次
600769.XSHG涨停1次
603268.XSHG涨停1次
600408.XSHG涨停6次
300367.XSHE涨停4次
000988.XSHE涨停2次
600463.XSHG涨停3次
600067.XSHG涨停1次
300207.XSHE涨停1次
300033.XSHE涨停1次
600729.XSHG涨停1次
600547.XSHG涨停2次
600258.XSHG涨停1次
600814.XSHG涨停1次
002276.XSHE涨停1次
600316.XSHG涨停1次
000069.XSHE涨停1次
600682.XSHG涨停3次
600869.XSHG涨停2次
600026.XSHG涨停1次
002375.XSHE涨停3次
600086.XSHG涨停2次
300101.XSHE涨停1次
601155.XSHG涨停1次
000901.XSHE涨停1次
600239.XSHG涨停1次
000751.XSHE涨停2次
002197.XSHE涨停3次
603008.XSHG涨停2次
000616.XSHE涨停1次
600800.XSHG涨停1次
000620.XSHE涨停2次
601718.XSHG涨停3次
600854.XSHG涨停1次
600657.XSHG涨停1次
600893.XSHG涨停1次
603003.XSHG涨停2次
000897.XSHE涨停1次
000709.XSHE涨停2次
603333.XSHG涨停1次
603169.XSHG涨停1次
600846.XSHG涨停1次
600501.XSHG涨停2次
600760.XSHG涨停2次
300052.XSHE涨停6次
603808.XSHG涨停1次
300003.XSHE涨停2次
600298.XSHG涨停2次
603901.XSHG涨停2次
600571.XSHG涨停2次
600370.XSHG涨停2次
600338.XSHG涨停3次
002203.XSHE涨停1次
000006.XSHE涨停2次
600883.XSHG涨停1次
600988.XSHG涨停8次
600209.XSHG涨停2次
002047.XSHE涨停1次
603025.XSHG涨停5次
600352.XSHG涨停1次
603799.XSHG涨停3次
600626.XSHG涨停1次
603019.XSHG涨停1次
601700.XSHG涨停1次
300017.XSHE涨停1次
601002.XSHG涨停1次
300058.XSHE涨停1次
600403.XSHG涨停4次
000558.XSHE涨停1次
600963.XSHG涨停1次
002714.XSHE涨停1次
000554.XSHE涨停1次
600983.XSHG涨停1次
600781.XSHG涨停4次
002292.XSHE涨停4次
600508.XSHG涨停2次
600503.XSHG涨停1次
603939.XSHG涨停2次
300229.XSHE涨停2次
000938.XSHE涨停1次
000801.XSHE涨停1次
600230.XSHG涨停2次
600318.XSHG涨停4次
600751.XSHG涨停1次
600549.XSHG涨停2次
601886.XSHG涨停2次
600288.XSHG涨停5次
600533.XSHG涨停4次
600716.XSHG涨停1次
000627.XSHE涨停1次
300156.XSHE涨停1次
600776.XSHG涨停1次
600148.XSHG涨停2次
603601.XSHG涨停1次
600490.XSHG涨停2次
600227.XSHG涨停3次
002019.XSHE涨停3次
002174.XSHE涨停2次
600531.XSHG涨停8次
002376.XSHE涨停1次
603026.XSHG涨停4次
000401.XSHE涨停1次
600876.XSHG涨停5次
002303.XSHE涨停2次
600069.XSHG涨停1次
600764.XSHG涨停2次
000596.XSHE涨停1次
601688.XSHG涨停1次
600569.XSHG涨停3次
601388.XSHG涨停1次
603898.XSHG涨停1次
300159.XSHE涨停1次
600281.XSHG涨停1次
002426.XSHE涨停1次
600448.XSHG涨停2次
600113.XSHG涨停5次
601010.XSHG涨停2次
600362.XSHG涨停1次
601225.XSHG涨停2次
002161.XSHE涨停3次
601798.XSHG涨停1次
000592.XSHE涨停1次
002556.XSHE涨停1次
600208.XSHG涨停3次
600960.XSHG涨停1次
600035.XSHG涨停1次
000786.XSHE涨停2次
000667.XSHE涨停2次
600031.XSHG涨停1次
600576.XSHG涨停1次
603600.XSHG涨停2次
601177.XSHG涨停5次
000566.XSHE涨停2次
600193.XSHG涨停3次
000519.XSHE涨停3次
600728.XSHG涨停1次
600217.XSHG涨停5次
000926.XSHE涨停1次
600371.XSHG涨停1次
600791.XSHG涨停2次
600881.XSHG涨停1次
300288.XSHE涨停2次
603123.XSHG涨停1次
600206.XSHG涨停1次
000060.XSHE涨停1次
600585.XSHG涨停1次
601800.XSHG涨停1次
601555.XSHG涨停1次
600545.XSHG涨停1次
600644.XSHG涨停1次
600460.XSHG涨停1次
600658.XSHG涨停2次
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600720.XSHG涨停2次
600565.XSHG涨停1次
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