# 动量策略(momentum driven)——修正版
> 来源:https://uqer.io/community/share/5590a4d4f9f06cb5604f187e
```py
import pandas as pd
start = '2011-11-01'
end = '2015-06-25'
benchmark = 'HS300'
universe = set_universe('HS300') # 股票池为沪深300
capital_base = 10000000
refresh_rate = 10
def initialize(account):
pass
def handle_data(account):
history = account.get_attribute_history('closePrice', 20)
momentum = {'symbol':[], 'c_ret':[]}
for stk in account.universe:
momentum['symbol'].append(stk)
momentum['c_ret'].append(history[stk][-1]/history[stk][0])
# 按照过去20日收益率排序,并且选择前20%的股票作为买入候选
momentum = pd.DataFrame(momentum).sort(columns='c_ret').reset_index()
momentum = momentum[len(momentum)*4/5:len(momentum)] # 选择
buylist = momentum['symbol'].tolist()
for stk in account.valid_secpos:
if stk not in buylist:
order_to(stk, 0)
# 等权重买入所选股票
portfolio_value = account.referencePortfolioValue
filteredBuylist = []
for stk in buylist:
if not np.isnan(account.referencePrice[stk]):
filteredBuylist.append(stk)
print account.current_date, filteredBuylist
for stk in filteredBuylist:
if stk not in account.valid_secpos:
order_to(stk, int(portfolio_value / account.referencePrice[stk] / 100.0 / len(buylist))*100)
```
![](https://box.kancloud.cn/2016-07-30_579cbb0597f70.jpg)
```
2011-11-29 00:00:00 ['000963.XSHE', '000061.XSHE', '601106.XSHG', '600108.XSHG', '300251.XSHE', '000400.XSHE', '600519.XSHG', '600100.XSHG', '600157.XSHG', '000999.XSHE', '002065.XSHE', '000895.XSHE', '600177.XSHG', '002008.XSHE', '002230.XSHE', '000858.XSHE', '600578.XSHG', '000729.XSHE', '002353.XSHE', '002465.XSHE', '000009.XSHE', '600256.XSHG', '600998.XSHG', '002385.XSHE', '300133.XSHE', '002007.XSHE', '002450.XSHE', '000581.XSHE', '600535.XSHG', '300003.XSHE', '600008.XSHG', '000503.XSHE', '600406.XSHG', '600315.XSHG', '000413.XSHE', '600809.XSHG', '002292.XSHE', '600085.XSHG', '000538.XSHE', '600718.XSHG', '000423.XSHE', '300027.XSHE', '600600.XSHG', '300070.XSHE', '600276.XSHG', '600703.XSHG', '600066.XSHG', '600597.XSHG', '300146.XSHE', '000539.XSHE', '300058.XSHE', '600485.XSHG', '600373.XSHG', '600637.XSHG', '002570.XSHE']
2011-12-13 00:00:00 ['000895.XSHE', '601318.XSHG', '002142.XSHE', '600028.XSHG', '601766.XSHG', '000963.XSHE', '601398.XSHG', '601166.XSHG', '600383.XSHG', '601328.XSHG', '000423.XSHE', '002353.XSHE', '000001.XSHE', '000538.XSHE', '002304.XSHE', '600315.XSHG', '002385.XSHE', '601988.XSHG', '000002.XSHE', '600276.XSHG', '600519.XSHG', '000046.XSHE', '601169.XSHG', '601288.XSHG', '000858.XSHE', '600108.XSHG', '002570.XSHE', '002292.XSHE', '601939.XSHG', '600535.XSHG', '002038.XSHE', '601628.XSHG', '600177.XSHG', '600893.XSHG', '600048.XSHG', '000999.XSHE', '600637.XSHG', '000069.XSHE', '600867.XSHG', '600015.XSHG', '300058.XSHE', '601333.XSHG', '600016.XSHG', '000024.XSHE', '600036.XSHG', '002146.XSHE', '601888.XSHG', '000539.XSHE', '002065.XSHE', '601009.XSHG', '600066.XSHG', '002236.XSHE', '000738.XSHE', '601555.XSHG', '601928.XSHG']
2011-12-27 00:00:00 ['600000.XSHG', '600633.XSHG', '002007.XSHE', '600028.XSHG', '600100.XSHG', '600863.XSHG', '600741.XSHG', '600660.XSHG', '600153.XSHG', '002142.XSHE', '000738.XSHE', '600642.XSHG', '000402.XSHE', '600066.XSHG', '601328.XSHG', '601988.XSHG', '000963.XSHE', '601398.XSHG', '600104.XSHG', '601166.XSHG', '002292.XSHE', '300017.XSHE', '601933.XSHG', '600016.XSHG', '600019.XSHG', '601601.XSHG', '601857.XSHG', '600867.XSHG', '600690.XSHG', '601288.XSHG', '002065.XSHE', '600036.XSHG', '601991.XSHG', '601009.XSHG', '002252.XSHE', '000581.XSHE', '601633.XSHG', '600027.XSHG', '601333.XSHG', '600795.XSHG', '000069.XSHE', '600893.XSHG', '000539.XSHE', '000002.XSHE', '600015.XSHG', '600011.XSHG', '002415.XSHE', '600383.XSHG', '600048.XSHG', '000024.XSHE', '002236.XSHE', '000046.XSHE', '002146.XSHE', '601555.XSHG', '601336.XSHG', '601928.XSHG']
2012-01-12 00:00:00 ['002450.XSHE', '600170.XSHG', '000024.XSHE', '600036.XSHG', '601699.XSHG', '600115.XSHG', '600886.XSHG', '600642.XSHG', '600048.XSHG', '600795.XSHG', '600028.XSHG', '000937.XSHE', '000157.XSHE', '600015.XSHG', '601601.XSHG', '601992.XSHG', '600066.XSHG', '600340.XSHG', '600372.XSHG', '601111.XSHG', '601808.XSHG', '600369.XSHG', '000651.XSHE', '600578.XSHG', '601898.XSHG', '000970.XSHE', '600031.XSHG', '300146.XSHE', '000425.XSHE', '002594.XSHE', '000100.XSHE', '600348.XSHG', '000629.XSHE', '601933.XSHG', '600690.XSHG', '601633.XSHG', '000539.XSHE', '002292.XSHE', '600309.XSHG', '002146.XSHE', '601377.XSHG', '600383.XSHG', '600060.XSHG', '000625.XSHE', '000046.XSHE', '601991.XSHG', '600415.XSHG', '600741.XSHG', '000800.XSHE', '600010.XSHG', '600027.XSHG', '600011.XSHG', '600100.XSHG', '600104.XSHG', '601336.XSHG']
2012-02-02 00:00:00 ['600317.XSHG', '600157.XSHG', '600383.XSHG', '000783.XSHE', '600030.XSHG', '002202.XSHE', '600585.XSHG', '601866.XSHG', '601166.XSHG', '000623.XSHE', '600028.XSHG', '000878.XSHE', '601168.XSHG', '600309.XSHG', '601336.XSHG', '601318.XSHG', '000009.XSHE', '600104.XSHG', '000800.XSHE', '600153.XSHG', '000039.XSHE', '601958.XSHG', '600837.XSHG', '000625.XSHE', '601808.XSHG', '600188.XSHG', '600340.XSHG', '000937.XSHE', '600166.XSHG', '000060.XSHE', '002008.XSHE', '601699.XSHG', '000425.XSHE', '600741.XSHG', '000100.XSHE', '600031.XSHG', '002129.XSHE', '601899.XSHG', '600010.XSHG', '600362.XSHG', '000157.XSHE', '600739.XSHG', '000776.XSHE', '600547.XSHG', '600549.XSHG', '600497.XSHG', '000970.XSHE', '600100.XSHG', '600348.XSHG', '600489.XSHG', '000630.XSHE', '601377.XSHG', '600111.XSHG', '600060.XSHG', '000960.XSHE', '002653.XSHE']
2012-02-16 00:00:00 ['601186.XSHG', '601899.XSHG', '000623.XSHE', '002241.XSHE', '002385.XSHE', '002304.XSHE', '600718.XSHG', '601958.XSHG', '000400.XSHE', '002008.XSHE', '601607.XSHG', '002081.XSHE', '600372.XSHG', '600893.XSHG', '600497.XSHG', '600837.XSHG', '600549.XSHG', '600030.XSHG', '000738.XSHE', '601318.XSHG', '600111.XSHG', '000009.XSHE', '600153.XSHG', '000776.XSHE', '600271.XSHG', '601106.XSHG', '600157.XSHG', '600108.XSHG', '000060.XSHE', '600166.XSHG', '300017.XSHE', '600809.XSHG', '000750.XSHE', '601117.XSHG', '600362.XSHG', '600516.XSHG', '601866.XSHG', '000157.XSHE', '002001.XSHE', '600547.XSHG', '600277.XSHG', '002375.XSHE', '601989.XSHG', '002230.XSHE', '601118.XSHG', '000630.XSHE', '600489.XSHG', '002456.XSHE', '600637.XSHG', '601919.XSHG', '600060.XSHG', '000960.XSHE', '002129.XSHE', '600340.XSHG', '601258.XSHG', '002653.XSHE']
2012-03-01 00:00:00 ['000883.XSHE', '002001.XSHE', '000738.XSHE', '600703.XSHG', '000063.XSHE', '300017.XSHE', '002081.XSHE', '601633.XSHG', '002304.XSHE', '000625.XSHE', '300146.XSHE', '600256.XSHG', '600873.XSHG', '002465.XSHE', '000060.XSHE', '002422.XSHE', '600690.XSHG', '300251.XSHE', '000768.XSHE', '600570.XSHG', '002385.XSHE', '600893.XSHG', '002008.XSHE', '002450.XSHE', '600157.XSHG', '600340.XSHG', '600406.XSHG', '600166.XSHG', '000686.XSHE', '000712.XSHE', '600398.XSHG', '600804.XSHG', '600372.XSHG', '000917.XSHE', '600271.XSHG', '002146.XSHE', '600208.XSHG', '000750.XSHE', '600252.XSHG', '600839.XSHG', '002310.XSHE', '601992.XSHG', '600111.XSHG', '002375.XSHE', '600809.XSHG', '601555.XSHG', '300059.XSHE', '000046.XSHE', '002230.XSHE', '600060.XSHG', '600637.XSHG', '300104.XSHE', '002456.XSHE', '601258.XSHG', '601929.XSHG', '601231.XSHG']
2012-03-15 00:00:00 ['002465.XSHE', '002304.XSHE', '601633.XSHG', '600383.XSHG', '600549.XSHG', '600066.XSHG', '002353.XSHE', '600485.XSHG', '000651.XSHE', '600809.XSHG', '600369.XSHG', '000568.XSHE', '002415.XSHE', '000625.XSHE', '600256.XSHG', '601699.XSHG', '601688.XSHG', '000750.XSHE', '600010.XSHG', '601216.XSHG', '002230.XSHE', '000917.XSHE', '000728.XSHE', '600208.XSHG', '002252.XSHE', '002024.XSHE', '000883.XSHE', '000800.XSHE', '601788.XSHG', '600157.XSHG', '002310.XSHE', '000783.XSHE', '600703.XSHG', '300251.XSHE', '000712.XSHE', '601555.XSHG', '300059.XSHE', '002146.XSHE', '000686.XSHE', '000776.XSHE', '000046.XSHE', '000970.XSHE', '300146.XSHE', '002456.XSHE', '600690.XSHG', '600998.XSHG', '002375.XSHE', '600739.XSHG', '600150.XSHG', '600108.XSHG', '300104.XSHE', '600060.XSHG', '600111.XSHG', '601929.XSHG', '601231.XSHG', '601800.XSHG']
2012-03-29 00:00:00 ['000712.XSHE', '300104.XSHE', '000776.XSHE', '600369.XSHG', '002410.XSHE', '601333.XSHG', '601098.XSHG', '601958.XSHG', '000729.XSHE', '600900.XSHG', '600519.XSHG', '002570.XSHE', '600276.XSHG', '600109.XSHG', '600518.XSHG', '002146.XSHE', '000800.XSHE', '002294.XSHE', '002236.XSHE', '600196.XSHG', '300058.XSHE', '000963.XSHE', '002415.XSHE', '002310.XSHE', '600588.XSHG', '002385.XSHE', '002594.XSHE', '000728.XSHE', '002304.XSHE', '002252.XSHE', '600108.XSHG', '000413.XSHE', '000839.XSHE', '000999.XSHE', '000778.XSHE', '600352.XSHG', '002450.XSHE', '002153.XSHE', '300251.XSHE', '600597.XSHG', '600150.XSHG', '002353.XSHE', '300017.XSHE', '002344.XSHE', '000883.XSHE', '000970.XSHE', '600332.XSHG', '002024.XSHE', '600739.XSHG', '600998.XSHG', '600010.XSHG', '600549.XSHG', '600170.XSHG', '000750.XSHE', '600111.XSHG', '601800.XSHG']
2012-04-17 00:00:00 ['300058.XSHE', '600741.XSHG', '000970.XSHE', '600597.XSHG', '601958.XSHG', '000883.XSHE', '600637.XSHG', '601336.XSHG', '600398.XSHG', '601933.XSHG', '000686.XSHE', '601117.XSHG', '600104.XSHG', '000002.XSHE', '000009.XSHE', '002410.XSHE', '600157.XSHG', '601688.XSHG', '601888.XSHG', '000625.XSHE', '600153.XSHG', '002344.XSHE', '300017.XSHE', '000651.XSHE', '000783.XSHE', '000413.XSHE', '601788.XSHG', '000069.XSHE', '000728.XSHE', '600208.XSHG', '600519.XSHG', '600585.XSHG', '600648.XSHG', '600549.XSHG', '600999.XSHG', '000776.XSHE', '002450.XSHE', '601866.XSHG', '002236.XSHE', '600649.XSHG', '600111.XSHG', '600837.XSHG', '600030.XSHG', '600633.XSHG', '600066.XSHG', '600048.XSHG', '002146.XSHE', '600383.XSHG', '600010.XSHG', '000629.XSHE', '300146.XSHE', '002153.XSHE', '600170.XSHG', '002594.XSHE', '000750.XSHE']
2012-05-03 00:00:00 ['600999.XSHG', '000712.XSHE', '000878.XSHE', '600362.XSHG', '600372.XSHG', '601318.XSHG', '600383.XSHG', '000425.XSHE', '000783.XSHE', '000623.XSHE', '600030.XSHG', '002142.XSHE', '600663.XSHG', '600570.XSHG', '600369.XSHG', '600648.XSHG', '000039.XSHE', '601699.XSHG', '601628.XSHG', '600809.XSHG', '600150.XSHG', '601601.XSHG', '600115.XSHG', '600348.XSHG', '601099.XSHG', '601118.XSHG', '601117.XSHG', '600031.XSHG', '000625.XSHE', '000024.XSHE', '600166.XSHG', '000157.XSHE', '000630.XSHE', '300059.XSHE', '600048.XSHG', '601336.XSHG', '000776.XSHE', '000629.XSHE', '000686.XSHE', '000937.XSHE', '601633.XSHG', '601688.XSHG', '000970.XSHE', '600170.XSHG', '600157.XSHG', '600208.XSHG', '600649.XSHG', '000983.XSHE', '601901.XSHG', '601377.XSHG', '600109.XSHG', '002500.XSHE', '601555.XSHG', '000750.XSHE', '603000.XSHG']
2012-05-17 00:00:00 ['600010.XSHG', '002415.XSHE', '002353.XSHE', '002475.XSHE', '600256.XSHG', '600208.XSHG', '002236.XSHE', '600369.XSHG', '600600.XSHG', '601688.XSHG', '600783.XSHG', '000629.XSHE', '601179.XSHG', '601607.XSHG', '601377.XSHG', '600570.XSHG', '601336.XSHG', '600315.XSHG', '300059.XSHE', '601727.XSHG', '000061.XSHE', '600703.XSHG', '000400.XSHE', '300003.XSHE', '600048.XSHG', '000999.XSHE', '600196.XSHG', '002294.XSHE', '600998.XSHG', '000826.XSHE', '002146.XSHE', '000963.XSHE', '600166.XSHG', '601808.XSHG', '000883.XSHE', '300146.XSHE', '600690.XSHG', '600674.XSHG', '000878.XSHE', '601633.XSHG', '002241.XSHE', '002422.XSHE', '601901.XSHG', '600372.XSHG', '300070.XSHE', '300024.XSHE', '600170.XSHG', '600109.XSHG', '600252.XSHG', '601555.XSHG', '600111.XSHG', '000970.XSHE', '000750.XSHE', '600332.XSHG', '002673.XSHE', '603000.XSHG']
2012-05-31 00:00:00 ['000402.XSHE', '000917.XSHE', '000046.XSHE', '000539.XSHE', '000157.XSHE', '002310.XSHE', '002422.XSHE', '600060.XSHG', '601179.XSHG', '600383.XSHG', '002146.XSHE', '601688.XSHG', '600674.XSHG', '000800.XSHE', '600170.XSHG', '600048.XSHG', '002653.XSHE', '600600.XSHG', '600690.XSHG', '600340.XSHG', '600315.XSHG', '300146.XSHE', '000024.XSHE', '300024.XSHE', '601788.XSHG', '600166.XSHG', '601633.XSHG', '600252.XSHG', '300133.XSHE', '002475.XSHE', '600256.XSHG', '000883.XSHE', '600485.XSHG', '300124.XSHE', '600157.XSHG', '600549.XSHG', '000400.XSHE', '000625.XSHE', '300104.XSHE', '002241.XSHE', '600038.XSHG', '002236.XSHE', '600415.XSHG', '002410.XSHE', '000826.XSHE', '002051.XSHE', '600111.XSHG', '002456.XSHE', '600703.XSHG', '600369.XSHG', '002375.XSHE', '002081.XSHE', '002673.XSHE', '300070.XSHE', '000970.XSHE', '600332.XSHG']
2012-06-14 00:00:00 ['601186.XSHG', '000423.XSHE', '002475.XSHE', '002001.XSHE', '300027.XSHE', '600703.XSHG', '600547.XSHG', '600157.XSHG', '002456.XSHE', '300058.XSHE', '601991.XSHG', '002051.XSHE', '600519.XSHG', '601688.XSHG', '000027.XSHE', '600221.XSHG', '600085.XSHG', '600578.XSHG', '600549.XSHG', '000826.XSHE', '600332.XSHG', '000725.XSHE', '600600.XSHG', '600315.XSHG', '000999.XSHE', '002038.XSHE', '600276.XSHG', '000538.XSHE', '002146.XSHE', '000157.XSHE', '300070.XSHE', '002241.XSHE', '601633.XSHG', '300146.XSHE', '002422.XSHE', '600048.XSHG', '000970.XSHE', '000539.XSHE', '600535.XSHG', '000750.XSHE', '600383.XSHG', '600011.XSHG', '002415.XSHE', '300002.XSHE', '002236.XSHE', '000625.XSHE', '000024.XSHE', '000069.XSHE', '600340.XSHG', '600027.XSHG', '002410.XSHE', '300104.XSHE', '002310.XSHE', '600369.XSHG', '002375.XSHE', '002081.XSHE', '002653.XSHE']
2012-06-29 00:00:00 ['601633.XSHG', '600827.XSHG', '000712.XSHE', '600863.XSHG', '600048.XSHG', '601668.XSHG', '002422.XSHE', '000069.XSHE', '601288.XSHG', '601601.XSHG', '002065.XSHE', '000750.XSHE', '002051.XSHE', '300015.XSHE', '300017.XSHE', '601628.XSHG', '002294.XSHE', '000027.XSHE', '601888.XSHG', '002456.XSHE', '300024.XSHE', '300104.XSHE', '000963.XSHE', '000568.XSHE', '002081.XSHE', '000895.XSHE', '002385.XSHE', '600642.XSHG', '600315.XSHG', '601318.XSHG', '600886.XSHG', '300058.XSHE', '600998.XSHG', '002410.XSHE', '000792.XSHE', '300027.XSHE', '600276.XSHG', '002353.XSHE', '600795.XSHG', '600085.XSHG', '600578.XSHG', '601991.XSHG', '000999.XSHE', '002038.XSHE', '300146.XSHE', '600535.XSHG', '000538.XSHE', '002475.XSHE', '002415.XSHE', '002310.XSHE', '002241.XSHE', '000539.XSHE', '600011.XSHG', '600518.XSHG', '600027.XSHG', '002653.XSHE']
2012-07-13 00:00:00 ['002142.XSHE', '300133.XSHE', '000598.XSHE', '000895.XSHE', '600809.XSHG', '600029.XSHG', '300027.XSHE', '000002.XSHE', '002415.XSHE', '601111.XSHG', '300146.XSHE', '600519.XSHG', '600340.XSHG', '600048.XSHG', '600535.XSHG', '002007.XSHE', '601888.XSHG', '601929.XSHG', '000712.XSHE', '000069.XSHE', '000538.XSHE', '000970.XSHE', '002310.XSHE', '300017.XSHE', '600583.XSHG', '002304.XSHE', '002081.XSHE', '002294.XSHE', '600011.XSHG', '002450.XSHE', '002375.XSHE', '002038.XSHE', '600867.XSHG', '601607.XSHG', '000539.XSHE', '000963.XSHE', '600196.XSHG', '600115.XSHG', '002456.XSHE', '000568.XSHE', '002241.XSHE', '002236.XSHE', '600315.XSHG', '300058.XSHE', '002051.XSHE', '002292.XSHE', '002353.XSHE', '000792.XSHE', '000858.XSHE', '600085.XSHG', '002475.XSHE', '600518.XSHG', '600027.XSHG', '600252.XSHG', '002385.XSHE', '002653.XSHE', '600332.XSHG']
2012-07-27 00:00:00 ['002292.XSHE', '601117.XSHG', '300017.XSHE', '000728.XSHE', '000712.XSHE', '601888.XSHG', '600177.XSHG', '600637.XSHG', '601601.XSHG', '600085.XSHG', '002456.XSHE', '601808.XSHG', '300070.XSHE', '002007.XSHE', '000651.XSHE', '600276.XSHG', '300024.XSHE', '600373.XSHG', '002465.XSHE', '600804.XSHG', '601928.XSHG', '600535.XSHG', '000792.XSHE', '600010.XSHG', '002385.XSHE', '002415.XSHE', '600867.XSHG', '000876.XSHE', '000970.XSHE', '002375.XSHE', '601098.XSHG', '300104.XSHE', '600011.XSHG', '600108.XSHG', '600519.XSHG', '601628.XSHG', '601607.XSHG', '002304.XSHE', '000625.XSHE', '002038.XSHE', '601186.XSHG', '002051.XSHE', '000858.XSHE', '000963.XSHE', '600196.XSHG', '002475.XSHE', '600633.XSHG', '002570.XSHE', '000883.XSHE', '002470.XSHE', '300133.XSHE', '600332.XSHG', '300058.XSHE', '600315.XSHG', '002450.XSHE', '600252.XSHG', '002236.XSHE']
2012-08-10 00:00:00 ['601989.XSHG', '601998.XSHG', '000876.XSHE', '601231.XSHG', '601699.XSHG', '000783.XSHE', '601992.XSHG', '600489.XSHG', '002310.XSHE', '000400.XSHE', '000061.XSHE', '601186.XSHG', '000728.XSHE', '600089.XSHG', '600050.XSHG', '600406.XSHG', '600271.XSHG', '002038.XSHE', '002475.XSHE', '601899.XSHG', '002241.XSHE', '600277.XSHG', '600549.XSHG', '000963.XSHE', '002470.XSHE', '002410.XSHE', '601258.XSHG', '600998.XSHG', '600741.XSHG', '002051.XSHE', '000826.XSHE', '600516.XSHG', '300070.XSHE', '000559.XSHE', '600547.XSHG', '000999.XSHE', '600867.XSHG', '600739.XSHG', '300002.XSHE', '600535.XSHG', '002415.XSHE', '000686.XSHE', '300024.XSHE', '300027.XSHE', '300251.XSHE', '600372.XSHG', '300017.XSHE', '300133.XSHE', '002456.XSHE', '000503.XSHE', '002236.XSHE', '601117.XSHG', '600703.XSHG', '600010.XSHG', '002450.XSHE', '600637.XSHG', '000883.XSHE']
2012-08-24 00:00:00 ['000793.XSHE', '600518.XSHG', '600588.XSHG', '600277.XSHG', '601933.XSHG', '002422.XSHE', '600739.XSHG', '002051.XSHE', '000559.XSHE', '600489.XSHG', '600170.XSHG', '600085.XSHG', '000061.XSHE', '600703.XSHG', '300027.XSHE', '600332.XSHG', '600373.XSHG', '601607.XSHG', '002310.XSHE', '000581.XSHE', '600674.XSHG', '600547.XSHG', '000963.XSHE', '300133.XSHE', '000629.XSHE', '002470.XSHE', '000009.XSHE', '600998.XSHG', '002475.XSHE', '600867.XSHG', '600315.XSHG', '002456.XSHE', '600516.XSHG', '000999.XSHE', '000826.XSHE', '600809.XSHG', '600535.XSHG', '002241.XSHE', '300251.XSHE', '002065.XSHE', '300070.XSHE', '300002.XSHE', '000400.XSHE', '002236.XSHE', '002570.XSHE', '002653.XSHE', '002038.XSHE', '600372.XSHG', '600010.XSHG', '002450.XSHE', '600549.XSHG', '600637.XSHG', '000503.XSHE', '000883.XSHE', '300017.XSHE', '002230.XSHE', '601231.XSHG']
2012-09-07 00:00:00 ['600276.XSHG', '000725.XSHE', '600109.XSHG', '600688.XSHG', '300027.XSHE', '000999.XSHE', '000651.XSHE', '600690.XSHG', '600998.XSHG', '600597.XSHG', '600739.XSHG', '600893.XSHG', '002470.XSHE', '300251.XSHE', '601929.XSHG', '000826.XSHE', '600633.XSHG', '600108.XSHG', '002236.XSHE', '601933.XSHG', '601928.XSHG', '600208.XSHG', '600050.XSHG', '002594.XSHE', '002456.XSHE', '002024.XSHE', '002450.XSHE', '600489.XSHG', '000503.XSHE', '300070.XSHE', '300124.XSHE', '600373.XSHG', '600066.XSHG', '002065.XSHE', '002465.XSHE', '600019.XSHG', '300024.XSHE', '601607.XSHG', '600372.XSHG', '600887.XSHG', '600867.XSHG', '300017.XSHE', '000793.XSHE', '002570.XSHE', '000413.XSHE', '600547.XSHG', '600703.XSHG', '600316.XSHG', '600038.XSHG', '000738.XSHE', '603000.XSHG', '600516.XSHG', '601231.XSHG', '002230.XSHE', '000400.XSHE', '002008.XSHE', '600705.XSHG']
2012-09-21 00:00:00 ['601186.XSHG', '002353.XSHE', '000999.XSHE', '000651.XSHE', '000793.XSHE', '000728.XSHE', '601788.XSHG', '601989.XSHG', '300024.XSHE', '000960.XSHE', '000917.XSHE', '600518.XSHG', '002236.XSHE', '000783.XSHE', '601899.XSHG', '601688.XSHG', '600867.XSHG', '601628.XSHG', '600362.XSHG', '000630.XSHE', '600150.XSHG', '600585.XSHG', '300070.XSHE', '000503.XSHE', '601555.XSHG', '300017.XSHE', '600406.XSHG', '002230.XSHE', '002594.XSHE', '600690.XSHG', '600352.XSHG', '600804.XSHG', '600703.XSHG', '600893.XSHG', '002385.XSHE', '000738.XSHE', '000400.XSHE', '601117.XSHG', '600104.XSHG', '600038.XSHG', '600256.XSHG', '600118.XSHG', '603000.XSHG', '601633.XSHG', '002024.XSHE', '002422.XSHE', '002465.XSHE', '000725.XSHE', '600019.XSHG', '600547.XSHG', '002294.XSHE', '600489.XSHG', '600060.XSHG', '600109.XSHG', '600170.XSHG', '002008.XSHE', '600705.XSHG']
2012-10-12 00:00:00 ['600535.XSHG', '600089.XSHG', '600690.XSHG', '000960.XSHE', '600118.XSHG', '000568.XSHE', '601699.XSHG', '601788.XSHG', '601117.XSHG', '002008.XSHE', '000060.XSHE', '002230.XSHE', '000768.XSHE', '600019.XSHG', '002450.XSHE', '000100.XSHE', '600837.XSHG', '600570.XSHG', '000538.XSHE', '600352.XSHG', '601186.XSHG', '000503.XSHE', '000963.XSHE', '601555.XSHG', '000895.XSHE', '600809.XSHG', '002344.XSHE', '600309.XSHG', '000630.XSHE', '000413.XSHE', '600104.XSHG', '601929.XSHG', '600585.XSHG', '000783.XSHE', '002038.XSHE', '600369.XSHG', '000063.XSHE', '002385.XSHE', '000725.XSHE', '002422.XSHE', '002456.XSHE', '600741.XSHG', '600547.XSHG', '600060.XSHG', '002399.XSHE', '601377.XSHG', '300058.XSHE', '000625.XSHE', '000423.XSHE', '600170.XSHG', '600489.XSHG', '600109.XSHG', '601633.XSHG', '000776.XSHE', '600256.XSHG', '002294.XSHE', '603993.XSHG']
2012-10-26 00:00:00 ['601390.XSHG', '600827.XSHG', '002252.XSHE', '600166.XSHG', '601766.XSHG', '002304.XSHE', '601727.XSHG', '002236.XSHE', '601888.XSHG', '603000.XSHG', '300058.XSHE', '600016.XSHG', '601186.XSHG', '002422.XSHE', '601800.XSHG', '600886.XSHG', '000686.XSHE', '000157.XSHE', '600369.XSHG', '600089.XSHG', '600585.XSHG', '000729.XSHE', '300251.XSHE', '600118.XSHG', '000423.XSHE', '600315.XSHG', '601992.XSHG', '600383.XSHG', '600157.XSHG', '600109.XSHG', '002415.XSHE', '000069.XSHE', '601866.XSHG', '600048.XSHG', '300124.XSHE', '601258.XSHG', '601669.XSHG', '601929.XSHG', '000581.XSHE', '002375.XSHE', '000725.XSHE', '600705.XSHG', '000539.XSHE', '000338.XSHE', '300133.XSHE', '002024.XSHE', '002450.XSHE', '600010.XSHG', '601377.XSHG', '600340.XSHG', '600256.XSHG', '002146.XSHE', '000024.XSHE', '600809.XSHG', '002456.XSHE', '002294.XSHE', '603993.XSHG', '000156.XSHE']
2012-11-09 00:00:00 ['601169.XSHG', '000793.XSHE', '601866.XSHG', '300024.XSHE', '002594.XSHE', '601166.XSHG', '601933.XSHG', '601669.XSHG', '600104.XSHG', '000598.XSHE', '600010.XSHG', '601288.XSHG', '601988.XSHG', '000738.XSHE', '000002.XSHE', '000895.XSHE', '600028.XSHG', '600597.XSHG', '601939.XSHG', '601633.XSHG', '600015.XSHG', '002252.XSHE', '600518.XSHG', '300070.XSHE', '600221.XSHG', '002415.XSHE', '600383.XSHG', '600887.XSHG', '601186.XSHG', '601390.XSHG', '601800.XSHG', '000538.XSHE', '000100.XSHE', '601766.XSHG', '000539.XSHE', '000069.XSHE', '600016.XSHG', '600085.XSHG', '600048.XSHG', '600674.XSHG', '600578.XSHG', '600809.XSHG', '000651.XSHE', '000581.XSHE', '300133.XSHE', '600011.XSHG', '002146.XSHE', '002422.XSHE', '600886.XSHG', '000503.XSHE', '300124.XSHE', '000725.XSHE', '000046.XSHE', '600705.XSHG', '600315.XSHG', '600340.XSHG', '002294.XSHE', '000156.XSHE']
2012-11-23 00:00:00 ['601009.XSHG', '600089.XSHG', '600153.XSHG', '600018.XSHG', '600660.XSHG', '601919.XSHG', '601998.XSHG', '300133.XSHE', '300124.XSHE', '600015.XSHG', '000001.XSHE', '600597.XSHG', '601166.XSHG', '300027.XSHE', '600585.XSHG', '601988.XSHG', '002051.XSHE', '000002.XSHE', '600038.XSHG', '600741.XSHG', '601006.XSHG', '600016.XSHG', '002142.XSHE', '600008.XSHG', '000024.XSHE', '000069.XSHE', '600383.XSHG', '601992.XSHG', '600104.XSHG', '601633.XSHG', '601288.XSHG', '601117.XSHG', '002353.XSHE', '000725.XSHE', '000538.XSHE', '000046.XSHE', '601169.XSHG', '000598.XSHE', '600340.XSHG', '600048.XSHG', '000651.XSHE', '600674.XSHG', '000581.XSHE', '600398.XSHG', '000100.XSHE', '000338.XSHE', '000625.XSHE', '600109.XSHG', '601390.XSHG', '600886.XSHG', '601766.XSHG', '601186.XSHG', '002594.XSHE', '600108.XSHG', '002146.XSHE', '000503.XSHE', '600111.XSHG', '600277.XSHG']
2012-12-07 00:00:00 ['600497.XSHG', '600009.XSHG', '601628.XSHG', '601328.XSHG', '000027.XSHE', '000800.XSHE', '601111.XSHG', '600705.XSHG', '002236.XSHE', '600208.XSHG', '600150.XSHG', '600642.XSHG', '000069.XSHE', '600660.XSHG', '601601.XSHG', '601009.XSHG', '000651.XSHE', '000581.XSHE', '600166.XSHG', '601006.XSHG', '600157.XSHG', '600108.XSHG', '601390.XSHG', '601919.XSHG', '600000.XSHG', '600674.XSHG', '000100.XSHE', '601998.XSHG', '601766.XSHG', '002241.XSHE', '600741.XSHG', '601800.XSHG', '600585.XSHG', '601668.XSHG', '600104.XSHG', '002081.XSHE', '600060.XSHG', '600153.XSHG', '600016.XSHG', '601166.XSHG', '601992.XSHG', '600340.XSHG', '601186.XSHG', '600048.XSHG', '600011.XSHG', '600383.XSHG', '000712.XSHE', '600886.XSHG', '601169.XSHG', '000002.XSHE', '600005.XSHG', '000024.XSHE', '600277.XSHG', '002146.XSHE', '600027.XSHG', '000338.XSHE', '601117.XSHG']
2012-12-21 00:00:00 ['600030.XSHG', '601186.XSHG', '601117.XSHG', '600031.XSHG', '000157.XSHE', '600038.XSHG', '002594.XSHE', '000709.XSHE', '000776.XSHE', '000413.XSHE', '600029.XSHG', '600015.XSHG', '603993.XSHG', '601377.XSHG', '000338.XSHE', '600157.XSHG', '600585.XSHG', '600111.XSHG', '601318.XSHG', '000001.XSHE', '600783.XSHG', '600060.XSHG', '000024.XSHE', '600340.XSHG', '600690.XSHG', '600999.XSHG', '600383.XSHG', '601669.XSHG', '600166.XSHG', '600208.XSHG', '000970.XSHE', '002081.XSHE', '601668.XSHG', '601800.XSHG', '000629.XSHE', '601788.XSHG', '600153.XSHG', '601601.XSHG', '601009.XSHG', '601633.XSHG', '600036.XSHG', '600000.XSHG', '000937.XSHE', '600104.XSHG', '300251.XSHE', '000400.XSHE', '600549.XSHG', '601166.XSHG', '601111.XSHG', '600016.XSHG', '000800.XSHE', '601169.XSHG', '601699.XSHG', '000061.XSHE', '601336.XSHG', '601992.XSHG', '000750.XSHE']
2013-01-09 00:00:00 ['601788.XSHG', '600827.XSHG', '002252.XSHE', '600060.XSHG', '600208.XSHG', '000983.XSHE', '600663.XSHG', '000629.XSHE', '300002.XSHE', '600016.XSHG', '600863.XSHG', '300027.XSHE', '600633.XSHG', '000800.XSHE', '601699.XSHG', '603993.XSHG', '600340.XSHG', '600809.XSHG', '600383.XSHG', '601166.XSHG', '000999.XSHE', '601633.XSHG', '002500.XSHE', '002007.XSHE', '002146.XSHE', '000768.XSHE', '600153.XSHG', '600030.XSHG', '000024.XSHE', '600000.XSHG', '002594.XSHE', '002292.XSHE', '000039.XSHE', '000970.XSHE', '002673.XSHE', '600109.XSHG', '600873.XSHG', '600036.XSHG', '002653.XSHE', '601336.XSHG', '000937.XSHE', '002570.XSHE', '000623.XSHE', '600332.XSHG', '600783.XSHG', '600118.XSHG', '600705.XSHG', '000046.XSHE', '600893.XSHG', '600648.XSHG', '600372.XSHG', '002465.XSHE', '600316.XSHG', '000400.XSHE', '000750.XSHE', '000156.XSHE', '300251.XSHE']
2013-01-23 00:00:00 ['600036.XSHG', '600663.XSHG', '000423.XSHE', '600153.XSHG', '000623.XSHE', '002456.XSHE', '000503.XSHE', '600252.XSHG', '601166.XSHG', '600208.XSHG', '000046.XSHE', '000895.XSHE', '000876.XSHE', '300017.XSHE', '000063.XSHE', '002450.XSHE', '600066.XSHG', '000999.XSHE', '600016.XSHG', '002570.XSHE', '002653.XSHE', '300146.XSHE', '601633.XSHG', '600873.XSHG', '300104.XSHE', '600157.XSHG', '300024.XSHE', '000400.XSHE', '600109.XSHG', '601901.XSHG', '603993.XSHG', '600089.XSHG', '002594.XSHE', '000002.XSHE', '600038.XSHG', '600867.XSHG', '600570.XSHG', '000937.XSHE', '300251.XSHE', '002294.XSHE', '002292.XSHE', '000039.XSHE', '002038.XSHE', '600887.XSHG', '002008.XSHE', '002146.XSHE', '600118.XSHG', '000738.XSHE', '600372.XSHG', '000768.XSHE', '300058.XSHE', '002353.XSHE', '000001.XSHE', '600316.XSHG', '600648.XSHG', '000156.XSHE', '600705.XSHG']
2013-02-06 00:00:00 ['600516.XSHG', '000895.XSHE', '600348.XSHG', '601788.XSHG', '600383.XSHG', '600030.XSHG', '000425.XSHE', '002142.XSHE', '600369.XSHG', '600038.XSHG', '002344.XSHE', '600118.XSHG', '600633.XSHG', '600000.XSHG', '002294.XSHE', '600497.XSHG', '300058.XSHE', '600015.XSHG', '000960.XSHE', '002500.XSHE', '603993.XSHG', '002038.XSHE', '300024.XSHE', '000559.XSHE', '601998.XSHG', '601099.XSHG', '601633.XSHG', '601818.XSHG', '000738.XSHE', '600887.XSHG', '601166.XSHG', '600316.XSHG', '000002.XSHE', '002353.XSHE', '000937.XSHE', '000783.XSHE', '600315.XSHG', '300027.XSHE', '000623.XSHE', '600089.XSHG', '600837.XSHG', '002570.XSHE', '002008.XSHE', '600867.XSHG', '601688.XSHG', '000060.XSHE', '600031.XSHG', '600705.XSHG', '600157.XSHG', '000768.XSHE', '000625.XSHE', '000581.XSHE', '600352.XSHG', '600999.XSHG', '000001.XSHE', '601901.XSHG', '600372.XSHG', '600016.XSHG']
2013-02-27 00:00:00 ['601216.XSHG', '600886.XSHG', '000738.XSHE', '600372.XSHG', '601158.XSHG', '600373.XSHG', '601098.XSHG', '002470.XSHE', '000060.XSHE', '600535.XSHG', '002294.XSHE', '000999.XSHE', '300104.XSHE', '600867.XSHG', '002236.XSHE', '600027.XSHG', '002353.XSHE', '002385.XSHE', '600837.XSHG', '002230.XSHE', '601607.XSHG', '002653.XSHE', '601929.XSHG', '300124.XSHE', '000625.XSHE', '601688.XSHG', '000623.XSHE', '300058.XSHE', '601258.XSHG', '002570.XSHE', '300015.XSHE', '002410.XSHE', '601901.XSHG', '002065.XSHE', '002475.XSHE', '300133.XSHE', '002038.XSHE', '300070.XSHE', '002310.XSHE', '600633.XSHG', '600518.XSHG', '002252.XSHE', '000826.XSHE', '600332.XSHG', '600277.XSHG', '300017.XSHE', '000581.XSHE', '600008.XSHG', '600999.XSHG', '600038.XSHG', '300027.XSHE', '600352.XSHG', '300059.XSHE', '000503.XSHE', '600597.XSHG', '002344.XSHE', '000831.XSHE']
2013-03-13 00:00:00 ['600804.XSHG', '002008.XSHE', '300002.XSHE', '002344.XSHE', '601117.XSHG', '600516.XSHG', '600196.XSHG', '600027.XSHG', '600795.XSHG', '601231.XSHG', '600600.XSHG', '601933.XSHG', '601216.XSHG', '600028.XSHG', '300003.XSHE', '600867.XSHG', '002230.XSHE', '300133.XSHE', '601258.XSHG', '000100.XSHE', '601633.XSHG', '300251.XSHE', '000729.XSHE', '002252.XSHE', '601901.XSHG', '002475.XSHE', '002450.XSHE', '600703.XSHG', '002065.XSHE', '000826.XSHE', '600597.XSHG', '000063.XSHE', '600688.XSHG', '002241.XSHE', '600038.XSHG', '300070.XSHE', '600535.XSHG', '601158.XSHG', '300015.XSHE', '600256.XSHG', '000738.XSHE', '002415.XSHE', '600809.XSHG', '000598.XSHE', '300017.XSHE', '000503.XSHE', '002038.XSHE', '002410.XSHE', '002236.XSHE', '000793.XSHE', '300104.XSHE', '002456.XSHE', '600648.XSHG', '300059.XSHE', '600277.XSHG', '600008.XSHG', '000831.XSHE']
2013-03-27 00:00:00 ['002008.XSHE', '600583.XSHG', '600027.XSHG', '600795.XSHG', '002065.XSHE', '600535.XSHG', '000792.XSHE', '002230.XSHE', '000963.XSHE', '600516.XSHG', '300070.XSHE', '601158.XSHG', '601888.XSHG', '000686.XSHE', '600648.XSHG', '600221.XSHG', '600804.XSHG', '600315.XSHG', '600873.XSHG', '600256.XSHG', '000423.XSHE', '000538.XSHE', '600060.XSHG', '601998.XSHG', '600588.XSHG', '601117.XSHG', '000895.XSHE', '601633.XSHG', '601231.XSHG', '600352.XSHG', '000831.XSHE', '600277.XSHG', '300104.XSHE', '002038.XSHE', '600252.XSHG', '002450.XSHE', '000793.XSHE', '600867.XSHG', '002353.XSHE', '300059.XSHE', '000009.XSHE', '600597.XSHG', '600332.XSHG', '002410.XSHE', '601901.XSHG', '002415.XSHE', '000063.XSHE', '600887.XSHG', '300017.XSHE', '002236.XSHE', '002241.XSHE', '300251.XSHE', '002570.XSHE', '000712.XSHE', '002456.XSHE', '000598.XSHE', '600008.XSHG']
2013-04-12 00:00:00 ['600887.XSHG', '000831.XSHE', '600340.XSHG', '000024.XSHE', '600085.XSHG', '600690.XSHG', '601118.XSHG', '000895.XSHE', '600585.XSHG', '600118.XSHG', '000100.XSHE', '000538.XSHE', '000826.XSHE', '600518.XSHG', '600372.XSHG', '601800.XSHG', '600153.XSHG', '300104.XSHE', '002653.XSHE', '600066.XSHG', '600315.XSHG', '601117.XSHG', '600383.XSHG', '600674.XSHG', '600008.XSHG', '002230.XSHE', '300146.XSHE', '300070.XSHE', '600804.XSHG', '002375.XSHE', '300251.XSHE', '002241.XSHE', '600316.XSHG', '002236.XSHE', '600309.XSHG', '002146.XSHE', '300133.XSHE', '600637.XSHG', '600252.XSHG', '600221.XSHG', '600597.XSHG', '601231.XSHG', '300017.XSHE', '000625.XSHE', '002310.XSHE', '600783.XSHG', '600332.XSHG', '600352.XSHG', '300002.XSHE', '600705.XSHG', '002008.XSHE', '002570.XSHE', '600170.XSHG', '600060.XSHG', '002353.XSHE', '000598.XSHE', '000712.XSHE', '002456.XSHE']
2013-04-26 00:00:00 ['600383.XSHG', '300070.XSHE', '000793.XSHE', '300059.XSHE', '601336.XSHG', '000598.XSHE', '600703.XSHG', '002344.XSHE', '002008.XSHE', '600309.XSHG', '600535.XSHG', '002230.XSHE', '600600.XSHG', '300146.XSHE', '002051.XSHE', '000338.XSHE', '600570.XSHG', '000503.XSHE', '002570.XSHE', '600839.XSHG', '600519.XSHG', '000783.XSHE', '300002.XSHE', '600352.XSHG', '600221.XSHG', '002353.XSHE', '000046.XSHE', '000400.XSHE', '002375.XSHE', '000826.XSHE', '603000.XSHG', '002294.XSHE', '002653.XSHE', '002292.XSHE', '601633.XSHG', '000100.XSHE', '002450.XSHE', '600648.XSHG', '002081.XSHE', '601258.XSHG', '000917.XSHE', '002236.XSHE', '000625.XSHE', '600332.XSHG', '300027.XSHE', '002310.XSHE', '300017.XSHE', '300133.XSHE', '600060.XSHG', '600637.XSHG', '300124.XSHE', '300104.XSHE', '600804.XSHG', '600406.XSHG', '300058.XSHE', '000800.XSHE', '300251.XSHE', '002456.XSHE']
2013-05-15 00:00:00 ['601901.XSHG', '600108.XSHG', '600519.XSHG', '300070.XSHE', '600085.XSHG', '002038.XSHE', '600485.XSHG', '000598.XSHE', '000826.XSHE', '300133.XSHE', '002410.XSHE', '002673.XSHE', '002129.XSHE', '000970.XSHE', '000009.XSHE', '300015.XSHE', '600783.XSHG', '000686.XSHE', '002236.XSHE', '600867.XSHG', '601928.XSHG', '600637.XSHG', '002344.XSHE', '300003.XSHE', '000559.XSHE', '000917.XSHE', '300058.XSHE', '600373.XSHG', '000063.XSHE', '600535.XSHG', '600066.XSHG', '002294.XSHE', '002450.XSHE', '000503.XSHE', '002065.XSHE', '300017.XSHE', '600406.XSHG', '600570.XSHG', '002241.XSHE', '600648.XSHG', '600703.XSHG', '300124.XSHE', '603000.XSHG', '300024.XSHE', '600332.XSHG', '002456.XSHE', '601633.XSHG', '002653.XSHE', '601231.XSHG', '002292.XSHE', '000400.XSHE', '300059.XSHE', '300104.XSHE', '300251.XSHE', '300027.XSHE', '000800.XSHE', '600804.XSHG', '002594.XSHE']
2013-05-29 00:00:00 ['603000.XSHG', '002465.XSHE', '600369.XSHG', '000768.XSHE', '600588.XSHG', '000876.XSHE', '000839.XSHE', '600066.XSHG', '002081.XSHE', '000024.XSHE', '000970.XSHE', '000917.XSHE', '000800.XSHE', '300058.XSHE', '600271.XSHG', '600739.XSHG', '002450.XSHE', '002146.XSHE', '300070.XSHE', '600118.XSHG', '300003.XSHE', '600705.XSHG', '000156.XSHE', '002202.XSHE', '600674.XSHG', '601258.XSHG', '600372.XSHG', '002292.XSHE', '600316.XSHG', '600485.XSHG', '002153.XSHE', '002475.XSHE', '300059.XSHE', '601231.XSHG', '600637.XSHG', '600867.XSHG', '600406.XSHG', '000559.XSHE', '000009.XSHE', '300104.XSHE', '601928.XSHG', '601117.XSHG', '600340.XSHG', '600583.XSHG', '000712.XSHE', '002241.XSHE', '300027.XSHE', '600783.XSHG', '002375.XSHE', '000400.XSHE', '600089.XSHG', '002594.XSHE', '000061.XSHE', '600703.XSHG', '002129.XSHE', '002653.XSHE', '600804.XSHG']
2013-06-17 00:00:00 ['000963.XSHE', '600600.XSHG', '600739.XSHG', '600718.XSHG', '002292.XSHE', '000800.XSHE', '600518.XSHG', '000725.XSHE', '000917.XSHE', '600256.XSHG', '600867.XSHG', '600118.XSHG', '000826.XSHE', '300015.XSHE', '002146.XSHE', '600583.XSHG', '600633.XSHG', '600157.XSHG', '600406.XSHG', '002241.XSHE', '002051.XSHE', '601928.XSHG', '002008.XSHE', '600369.XSHG', '000046.XSHE', '600998.XSHG', '000156.XSHE', '601117.XSHG', '002353.XSHE', '300251.XSHE', '600252.XSHG', '300070.XSHE', '600089.XSHG', '601098.XSHG', '000559.XSHE', '300058.XSHE', '002081.XSHE', '600674.XSHG', '000839.XSHE', '000061.XSHE', '601258.XSHG', '600340.XSHG', '000009.XSHE', '600637.XSHG', '000712.XSHE', '002653.XSHE', '000413.XSHE', '002230.XSHE', '600649.XSHG', '600703.XSHG', '000793.XSHE', '600783.XSHG', '300104.XSHE', '002129.XSHE', '002375.XSHE', '300002.XSHE']
2013-07-01 00:00:00 ['000729.XSHE', '601818.XSHG', '600256.XSHG', '002410.XSHE', '600340.XSHG', '600570.XSHG', '000538.XSHE', '002375.XSHE', '002353.XSHE', '600535.XSHG', '000413.XSHE', '600276.XSHG', '300058.XSHE', '300024.XSHE', '600600.XSHG', '601288.XSHG', '600703.XSHG', '002450.XSHE', '300070.XSHE', '300015.XSHE', '002038.XSHE', '000839.XSHE', '601988.XSHG', '601098.XSHG', '601336.XSHG', '000895.XSHE', '002570.XSHE', '600519.XSHG', '600998.XSHG', '600649.XSHG', '002241.XSHE', '600066.XSHG', '002399.XSHE', '600547.XSHG', '600867.XSHG', '000963.XSHE', '300251.XSHE', '600518.XSHG', '601398.XSHG', '000063.XSHE', '002129.XSHE', '600315.XSHG', '600373.XSHG', '601991.XSHG', '300017.XSHE', '300124.XSHE', '000793.XSHE', '002230.XSHE', '600887.XSHG', '300104.XSHE', '601216.XSHG', '600637.XSHG', '300002.XSHE', '600893.XSHG', '002292.XSHE', '600633.XSHG', '300059.XSHE']
2013-07-15 00:00:00 ['002410.XSHE', '600900.XSHG', '600011.XSHG', '002236.XSHE', '601991.XSHG', '000970.XSHE', '601888.XSHG', '002038.XSHE', '002081.XSHE', '601933.XSHG', '601098.XSHG', '600600.XSHG', '600718.XSHG', '600309.XSHG', '002594.XSHE', '601928.XSHG', '000793.XSHE', '600352.XSHG', '000750.XSHE', '600886.XSHG', '000400.XSHE', '002465.XSHE', '000651.XSHE', '002456.XSHE', '600315.XSHG', '002252.XSHE', '601633.XSHG', '600518.XSHG', '002230.XSHE', '600637.XSHG', '600383.XSHG', '600535.XSHG', '000024.XSHE', '300146.XSHE', '002146.XSHE', '300024.XSHE', '002153.XSHE', '000538.XSHE', '300104.XSHE', '600570.XSHG', '600804.XSHG', '603000.XSHG', '600867.XSHG', '600373.XSHG', '300124.XSHE', '600893.XSHG', '600340.XSHG', '002570.XSHE', '600597.XSHG', '300017.XSHE', '000831.XSHE', '600887.XSHG', '600633.XSHG', '002292.XSHE', '601216.XSHG', '300059.XSHE']
2013-07-29 00:00:00 ['002653.XSHE', '000069.XSHE', '000623.XSHE', '600100.XSHG', '600839.XSHG', '601766.XSHG', '000898.XSHE', '601390.XSHG', '600585.XSHG', '000598.XSHE', '600485.XSHG', '600583.XSHG', '600535.XSHG', '600837.XSHG', '300070.XSHE', '600637.XSHG', '600867.XSHG', '603000.XSHG', '000826.XSHE', '600252.XSHG', '002415.XSHE', '000917.XSHE', '601231.XSHG', '600271.XSHG', '002024.XSHE', '000750.XSHE', '600588.XSHG', '300024.XSHE', '600783.XSHG', '601929.XSHG', '300251.XSHE', '601216.XSHG', '000538.XSHE', '601928.XSHG', '000063.XSHE', '300059.XSHE', '601186.XSHG', '300015.XSHE', '000413.XSHE', '002230.XSHE', '000503.XSHE', '002007.XSHE', '600597.XSHG', '600633.XSHG', '600570.XSHG', '600060.XSHG', '002410.XSHE', '300017.XSHE', '600718.XSHG', '600276.XSHG', '000793.XSHE', '600804.XSHG', '300027.XSHE', '002065.XSHE', '002153.XSHE', '000831.XSHE', '000156.XSHE']
2013-08-12 00:00:00 ['601766.XSHG', '000069.XSHE', '002465.XSHE', '601699.XSHG', '601186.XSHG', '600415.XSHG', '600008.XSHG', '000625.XSHE', '600600.XSHG', '600578.XSHG', '002008.XSHE', '000598.XSHE', '600674.XSHG', '002294.XSHE', '002470.XSHE', '600867.XSHG', '000898.XSHE', '601888.XSHG', '002241.XSHE', '000651.XSHE', '600485.XSHG', '600703.XSHG', '600585.XSHG', '000712.XSHE', '300146.XSHE', '002153.XSHE', '600276.XSHG', '002475.XSHE', '600111.XSHG', '002007.XSHE', '002653.XSHE', '600060.XSHG', '000063.XSHE', '601179.XSHG', '002385.XSHE', '002450.XSHE', '000503.XSHE', '601231.XSHG', '000831.XSHE', '600718.XSHG', '600315.XSHG', '002065.XSHE', '600873.XSHG', '601928.XSHG', '600588.XSHG', '601633.XSHG', '600570.XSHG', '600804.XSHG', '002001.XSHE', '300133.XSHE', '600352.XSHG', '000793.XSHE', '000413.XSHE', '002024.XSHE', '000156.XSHE', '300027.XSHE']
2013-08-26 00:00:00 ['601888.XSHG', '600827.XSHG', '600570.XSHG', '000063.XSHE', '000937.XSHE', '600016.XSHG', '600674.XSHG', '600804.XSHG', '600009.XSHG', '000001.XSHE', '600585.XSHG', '600315.XSHG', '002252.XSHE', '600100.XSHG', '601166.XSHG', '600256.XSHG', '002153.XSHE', '000831.XSHE', '000983.XSHE', '601006.XSHG', '000559.XSHE', '600018.XSHG', '600663.XSHG', '600406.XSHG', '002001.XSHE', '600177.XSHG', '600157.XSHG', '300003.XSHE', '601699.XSHG', '000876.XSHE', '600718.XSHG', '300017.XSHE', '601928.XSHG', '000960.XSHE', '600873.XSHG', '000413.XSHE', '601808.XSHG', '601633.XSHG', '000800.XSHE', '603000.XSHG', '300146.XSHE', '300124.XSHE', '002570.XSHE', '002375.XSHE', '002241.XSHE', '600497.XSHG', '600111.XSHG', '000625.XSHE', '600741.XSHG', '000400.XSHE', '601231.XSHG', '600352.XSHG', '300133.XSHE', '600588.XSHG', '002475.XSHE', '002024.XSHE']
2013-09-09 00:00:00 ['300058.XSHE', '601018.XSHG', '000156.XSHE', '600317.XSHG', '002570.XSHE', '600038.XSHG', '002024.XSHE', '601727.XSHG', '002252.XSHE', '002001.XSHE', '000559.XSHE', '002129.XSHE', '000400.XSHE', '002410.XSHE', '000917.XSHE', '600718.XSHG', '600373.XSHG', '300017.XSHE', '600741.XSHG', '600827.XSHG', '600177.XSHG', '601919.XSHG', '600118.XSHG', '600000.XSHG', '601166.XSHG', '300059.XSHE', '002415.XSHE', '600115.XSHG', '600637.XSHG', '600170.XSHG', '600089.XSHG', '000039.XSHE', '600570.XSHG', '601006.XSHG', '300015.XSHE', '300124.XSHE', '601231.XSHG', '600108.XSHG', '601928.XSHG', '300251.XSHE', '600588.XSHG', '600316.XSHG', '300133.XSHE', '300003.XSHE', '601866.XSHG', '601333.XSHG', '600009.XSHG', '600717.XSHG', '603000.XSHG', '601118.XSHG', '600633.XSHG', '300027.XSHE', '300002.XSHE', '600398.XSHG', '600648.XSHG', '600663.XSHG', '600018.XSHG']
2013-09-25 00:00:00 ['000001.XSHE', '600642.XSHG', '601600.XSHG', '600177.XSHG', '600875.XSHG', '000768.XSHE', '002129.XSHE', '300003.XSHE', '000917.XSHE', '601098.XSHG', '600660.XSHG', '002594.XSHE', '600150.XSHG', '300133.XSHE', '601933.XSHG', '300059.XSHE', '600170.XSHG', '600597.XSHG', '601106.XSHG', '601727.XSHG', '000581.XSHE', '600108.XSHG', '000895.XSHE', '600089.XSHG', '002001.XSHE', '600705.XSHG', '002202.XSHE', '601919.XSHG', '300058.XSHE', '600000.XSHG', '601333.XSHG', '600887.XSHG', '600717.XSHG', '600649.XSHG', '601888.XSHG', '601607.XSHG', '600115.XSHG', '300251.XSHE', '000039.XSHE', '002344.XSHE', '600783.XSHG', '600633.XSHG', '300002.XSHE', '603000.XSHG', '600827.XSHG', '600415.XSHG', '300027.XSHE', '600637.XSHG', '601989.XSHG', '601866.XSHG', '601118.XSHG', '002024.XSHE', '600398.XSHG', '600663.XSHG', '600018.XSHG', '600648.XSHG', '000333.XSHE']
2013-10-16 00:00:00 ['000581.XSHE', '601992.XSHG', '600352.XSHG', '600998.XSHG', '600588.XSHG', '600717.XSHG', '600256.XSHG', '300027.XSHE', '600887.XSHG', '600277.XSHG', '002410.XSHE', '601258.XSHG', '600873.XSHG', '600804.XSHG', '300058.XSHE', '000503.XSHE', '000895.XSHE', '300015.XSHE', '300146.XSHE', '601933.XSHG', '600108.XSHG', '000876.XSHE', '000729.XSHE', '600597.XSHG', '600703.XSHG', '600177.XSHG', '600739.XSHG', '300124.XSHE', '300059.XSHE', '002344.XSHE', '002129.XSHE', '300251.XSHE', '600783.XSHG', '002385.XSHE', '600089.XSHG', '000917.XSHE', '600690.XSHG', '300017.XSHE', '600415.XSHG', '601600.XSHG', '600637.XSHG', '600649.XSHG', '600663.XSHG', '000061.XSHE', '600718.XSHG', '601607.XSHG', '600827.XSHG', '300104.XSHE', '601989.XSHG', '600196.XSHG', '002202.XSHE', '601118.XSHG', '002153.XSHE', '601216.XSHG', '002024.XSHE', '600648.XSHG', '600485.XSHG', '000333.XSHE']
2013-10-30 00:00:00 ['000826.XSHE', '002129.XSHE', '600674.XSHG', '600027.XSHG', '002008.XSHE', '600108.XSHG', '600578.XSHG', '000539.XSHE', '600277.XSHG', '000423.XSHE', '000100.XSHE', '002353.XSHE', '600583.XSHG', '000625.XSHE', '600795.XSHG', '002470.XSHE', '601166.XSHG', '002142.XSHE', '300015.XSHE', '600886.XSHG', '600177.XSHG', '000333.XSHE', '600741.XSHG', '601258.XSHG', '600863.XSHG', '600703.XSHG', '000778.XSHE', '002153.XSHE', '000729.XSHE', '600717.XSHG', '300124.XSHE', '002410.XSHE', '600600.XSHG', '000783.XSHE', '002294.XSHE', '601766.XSHG', '600873.XSHG', '000061.XSHE', '600739.XSHG', '600089.XSHG', '600718.XSHG', '300017.XSHE', '000413.XSHE', '002202.XSHE', '601992.XSHG', '601118.XSHG', '000598.XSHE', '000001.XSHE', '600690.XSHG', '002385.XSHE', '002292.XSHE', '600256.XSHG', '601808.XSHG', '300104.XSHE', '600196.XSHG', '601216.XSHG', '600839.XSHG', '600485.XSHG']
2013-11-13 00:00:00 ['002456.XSHE', '600118.XSHG', '601988.XSHG', '600690.XSHG', '600519.XSHG', '002304.XSHE', '000712.XSHE', '002465.XSHE', '002038.XSHE', '601668.XSHG', '600674.XSHG', '600221.XSHG', '601800.XSHG', '601009.XSHG', '601166.XSHG', '601818.XSHG', '600863.XSHG', '601939.XSHG', '000581.XSHE', '600000.XSHG', '000100.XSHE', '601390.XSHG', '601628.XSHG', '601288.XSHG', '600739.XSHG', '002142.XSHE', '601006.XSHG', '002450.XSHE', '601158.XSHG', '000783.XSHE', '000333.XSHE', '600717.XSHG', '600795.XSHG', '601318.XSHG', '002310.XSHE', '600196.XSHG', '600104.XSHG', '000568.XSHE', '600309.XSHG', '600518.XSHG', '600015.XSHG', '002008.XSHE', '002252.XSHE', '600809.XSHG', '601998.XSHG', '600398.XSHG', '000970.XSHE', '002353.XSHE', '600028.XSHG', '000651.XSHE', '601929.XSHG', '600886.XSHG', '600583.XSHG', '000001.XSHE', '000598.XSHE', '601808.XSHG', '601766.XSHG', '600839.XSHG']
2013-11-27 00:00:00 ['600783.XSHG', '600028.XSHG', '600009.XSHG', '600519.XSHG', '002304.XSHE', '300024.XSHE', '601928.XSHG', '002456.XSHE', '000063.XSHE', '601633.XSHG', '002065.XSHE', '601929.XSHG', '600690.XSHG', '002475.XSHE', '002450.XSHE', '000876.XSHE', '600369.XSHG', '000883.XSHE', '600717.XSHG', '002153.XSHE', '600588.XSHG', '600276.XSHG', '601231.XSHG', '000970.XSHE', '601318.XSHG', '601992.XSHG', '603000.XSHG', '600309.XSHG', '600585.XSHG', '600485.XSHG', '601628.XSHG', '600827.XSHG', '002465.XSHE', '002008.XSHE', '600649.XSHG', '000039.XSHE', '601607.XSHG', '000768.XSHE', '600271.XSHG', '601601.XSHG', '600038.XSHG', '600809.XSHG', '300003.XSHE', '002252.XSHE', '601117.XSHG', '600100.XSHG', '600839.XSHG', '000503.XSHE', '300027.XSHE', '600893.XSHG', '600150.XSHG', '002470.XSHE', '601018.XSHG', '000738.XSHE', '600118.XSHG', '600109.XSHG', '600316.XSHG', '600372.XSHG']
2013-12-11 00:00:00 ['000651.XSHE', '600875.XSHG', '600497.XSHG', '601018.XSHG', '601118.XSHG', '600485.XSHG', '000623.XSHE', '000917.XSHE', '002500.XSHE', '600588.XSHG', '000783.XSHE', '002673.XSHE', '000581.XSHE', '600873.XSHG', '002375.XSHE', '601099.XSHG', '600398.XSHG', '600741.XSHG', '600150.XSHG', '600703.XSHG', '002008.XSHE', '000728.XSHE', '601628.XSHG', '600585.XSHG', '601318.XSHG', '000776.XSHE', '600649.XSHG', '000039.XSHE', '601117.XSHG', '002385.XSHE', '600309.XSHG', '000738.XSHE', '600837.XSHG', '002081.XSHE', '600038.XSHG', '000793.XSHE', '600030.XSHG', '601633.XSHG', '600018.XSHG', '601555.XSHG', '600100.XSHG', '600118.XSHG', '600783.XSHG', '601607.XSHG', '000876.XSHE', '600839.XSHG', '600369.XSHG', '600372.XSHG', '600893.XSHG', '002470.XSHE', '000750.XSHE', '600690.XSHG', '600999.XSHG', '600827.XSHG', '300027.XSHE', '600316.XSHG', '600109.XSHG', '002252.XSHE']
2013-12-25 00:00:00 ['601919.XSHG', '601888.XSHG', '600660.XSHG', '002653.XSHE', '600875.XSHG', '000917.XSHE', '600166.XSHG', '600497.XSHG', '002294.XSHE', '600100.XSHG', '600867.XSHG', '600998.XSHG', '600309.XSHG', '000400.XSHE', '000625.XSHE', '002470.XSHE', '600352.XSHG', '600600.XSHG', '600597.XSHG', '000709.XSHE', '600315.XSHG', '600066.XSHG', '000729.XSHE', '002236.XSHE', '600150.XSHG', '002344.XSHE', '002422.XSHE', '600383.XSHG', '002375.XSHE', '600741.XSHG', '300003.XSHE', '000895.XSHE', '600535.XSHG', '000712.XSHE', '002081.XSHE', '002385.XSHE', '000651.XSHE', '000876.XSHE', '300024.XSHE', '600588.XSHG', '600999.XSHG', '600018.XSHG', '600406.XSHG', '600276.XSHG', '600196.XSHG', '600703.XSHG', '000581.XSHE', '600085.XSHG', '000333.XSHE', '002007.XSHE', '002038.XSHE', '000963.XSHE', '600690.XSHG', '600688.XSHG', '300017.XSHE', '000883.XSHE', '002252.XSHE', '600023.XSHG']
2014-01-09 00:00:00 ['600588.XSHG', '002236.XSHE', '600600.XSHG', '002500.XSHE', '000413.XSHE', '601098.XSHG', '600804.XSHG', '601099.XSHG', '600372.XSHG', '600089.XSHG', '601933.XSHG', '002594.XSHE', '002294.XSHE', '000729.XSHE', '002456.XSHE', '600637.XSHG', '600633.XSHG', '600315.XSHG', '300251.XSHE', '000039.XSHE', '300003.XSHE', '600406.XSHG', '600196.XSHG', '600150.XSHG', '000400.XSHE', '002353.XSHE', '002153.XSHE', '002008.XSHE', '603000.XSHG', '600867.XSHG', '002065.XSHE', '002422.XSHE', '300133.XSHE', '600109.XSHG', '600276.XSHG', '002465.XSHE', '300070.XSHE', '600535.XSHG', '300124.XSHE', '002007.XSHE', '002038.XSHE', '300015.XSHE', '002653.XSHE', '300024.XSHE', '300146.XSHE', '600010.XSHG', '601231.XSHG', '600998.XSHG', '002410.XSHE', '000963.XSHE', '300058.XSHE', '600703.XSHG', '300017.XSHE', '300002.XSHE', '300104.XSHE', '002475.XSHE', '002292.XSHE', '600023.XSHG']
2014-01-23 00:00:00 ['600648.XSHG', '601318.XSHG', '000999.XSHE', '600893.XSHG', '000895.XSHE', '601929.XSHG', '600535.XSHG', '600703.XSHG', '300027.XSHE', '600100.XSHG', '600015.XSHG', '600519.XSHG', '002230.XSHE', '000963.XSHE', '002024.XSHE', '002465.XSHE', '300059.XSHE', '002353.XSHE', '002653.XSHE', '600804.XSHG', '002038.XSHE', '002304.XSHE', '300017.XSHE', '600690.XSHG', '601933.XSHG', '600373.XSHG', '600637.XSHG', '600583.XSHG', '600588.XSHG', '600718.XSHG', '600398.XSHG', '000793.XSHE', '600010.XSHG', '002202.XSHE', '000039.XSHE', '000400.XSHE', '600633.XSHG', '300251.XSHE', '600839.XSHG', '002008.XSHE', '300124.XSHE', '300024.XSHE', '000413.XSHE', '300015.XSHE', '002292.XSHE', '601231.XSHG', '601099.XSHG', '002475.XSHE', '603000.XSHG', '300002.XSHE', '600998.XSHG', '601216.XSHG', '300058.XSHE', '300133.XSHE', '600109.XSHG', '300104.XSHE', '002410.XSHE', '002153.XSHE']
2014-02-13 00:00:00 ['000738.XSHE', '601928.XSHG', '002024.XSHE', '002252.XSHE', '600008.XSHG', '000839.XSHE', '600648.XSHG', '600108.XSHG', '600518.XSHG', '000100.XSHE', '601098.XSHG', '002470.XSHE', '600118.XSHG', '002129.XSHE', '600340.XSHG', '000156.XSHE', '002375.XSHE', '600570.XSHG', '600649.XSHG', '000413.XSHE', '300124.XSHE', '000400.XSHE', '600717.XSHG', '002594.XSHE', '601888.XSHG', '600705.XSHG', '002465.XSHE', '002153.XSHE', '600100.XSHG', '600690.XSHG', '600633.XSHG', '300015.XSHE', '000970.XSHE', '300059.XSHE', '600718.XSHG', '601998.XSHG', '002230.XSHE', '601118.XSHG', '300024.XSHE', '000009.XSHE', '600998.XSHG', '002008.XSHE', '300251.XSHE', '600398.XSHG', '002202.XSHE', '600839.XSHG', '002410.XSHE', '601099.XSHG', '601216.XSHG', '600893.XSHG', '600109.XSHG', '000712.XSHE', '600373.XSHG', '300017.XSHE', '600588.XSHG', '601929.XSHG', '000559.XSHE', '601225.XSHG', '603288.XSHG']
2014-02-27 00:00:00 ['000598.XSHE', '600016.XSHG', '601179.XSHG', '601333.XSHG', '000738.XSHE', '000027.XSHE', '000503.XSHE', '601888.XSHG', '600518.XSHG', '601118.XSHG', '002008.XSHE', '600352.XSHG', '600519.XSHG', '002450.XSHE', '600109.XSHG', '600008.XSHG', '002252.XSHE', '601169.XSHG', '002051.XSHE', '000839.XSHE', '601899.XSHG', '600570.XSHG', '600256.XSHG', '600893.XSHG', '000970.XSHE', '600028.XSHG', '300124.XSHE', '600153.XSHG', '300003.XSHE', '000400.XSHE', '600489.XSHG', '600718.XSHG', '300017.XSHE', '600547.XSHG', '300015.XSHE', '000725.XSHE', '002399.XSHE', '600717.XSHG', '600688.XSHG', '600373.XSHG', '600166.XSHG', '000100.XSHE', '000009.XSHE', '601098.XSHG', '600271.XSHG', '002304.XSHE', '000960.XSHE', '600406.XSHG', '600398.XSHG', '000712.XSHE', '002065.XSHE', '600196.XSHG', '601929.XSHG', '600588.XSHG', '601998.XSHG', '002594.XSHE', '000559.XSHE', '601225.XSHG', '603288.XSHG']
2014-03-13 00:00:00 ['601169.XSHG', '600863.XSHG', '601929.XSHG', '000423.XSHE', '601225.XSHG', '300104.XSHE', '600489.XSHG', '600208.XSHG', '600660.XSHG', '000709.XSHE', '600010.XSHG', '600886.XSHG', '600535.XSHG', '300002.XSHE', '000778.XSHE', '000839.XSHE', '600166.XSHG', '000539.XSHE', '601857.XSHG', '000009.XSHE', '600600.XSHG', '600050.XSHG', '000725.XSHE', '600153.XSHG', '002475.XSHE', '600177.XSHG', '600516.XSHG', '000027.XSHE', '300015.XSHE', '002399.XSHE', '600068.XSHG', '000002.XSHE', '002594.XSHE', '601919.XSHG', '600352.XSHG', '600875.XSHG', '600383.XSHG', '600271.XSHG', '002146.XSHE', '601727.XSHG', '000568.XSHE', '600547.XSHG', '600398.XSHG', '601098.XSHG', '600340.XSHG', '600406.XSHG', '000960.XSHE', '002304.XSHE', '600028.XSHG', '601998.XSHG', '300003.XSHE', '000858.XSHE', '600578.XSHG', '601179.XSHG', '600196.XSHG', '600519.XSHG', '600688.XSHG', '000559.XSHE']
2014-03-27 00:00:00 ['600863.XSHG', '000839.XSHE', '002500.XSHE', '601668.XSHG', '000876.XSHE', '002001.XSHE', '601727.XSHG', '300027.XSHE', '600703.XSHG', '601766.XSHG', '600000.XSHG', '600783.XSHG', '600585.XSHG', '600109.XSHG', '002375.XSHE', '600886.XSHG', '600315.XSHG', '600018.XSHG', '600060.XSHG', '600398.XSHG', '601901.XSHG', '600887.XSHG', '601377.XSHG', '000568.XSHE', '600177.XSHG', '600741.XSHG', '600519.XSHG', '600317.XSHG', '601919.XSHG', '000937.XSHE', '601117.XSHG', '600875.XSHG', '600516.XSHG', '000333.XSHE', '002202.XSHE', '600048.XSHG', '300017.XSHE', '600663.XSHG', '000686.XSHE', '601633.XSHG', '300059.XSHE', '002129.XSHE', '000061.XSHE', '000402.XSHE', '000858.XSHE', '601258.XSHG', '000709.XSHE', '600383.XSHG', '600578.XSHG', '601929.XSHG', '600549.XSHG', '600352.XSHG', '000002.XSHE', '000024.XSHE', '600827.XSHG', '601992.XSHG', '002146.XSHE', '600340.XSHG']
2014-04-11 00:00:00 ['600674.XSHG', '600018.XSHG', '600549.XSHG', '000063.XSHE', '000728.XSHE', '601800.XSHG', '600015.XSHG', '601668.XSHG', '600999.XSHG', '601333.XSHG', '600060.XSHG', '600703.XSHG', '600863.XSHG', '002344.XSHE', '000333.XSHE', '600027.XSHG', '600837.XSHG', '000709.XSHE', '601628.XSHG', '600019.XSHG', '000402.XSHE', '600839.XSHG', '600383.XSHG', '600886.XSHG', '600741.XSHG', '000024.XSHE', '601601.XSHG', '600048.XSHG', '601088.XSHG', '601318.XSHG', '000898.XSHE', '601166.XSHG', '601766.XSHG', '000937.XSHE', '600000.XSHG', '601688.XSHG', '600011.XSHG', '000338.XSHE', '601390.XSHG', '000686.XSHE', '600104.XSHG', '300059.XSHE', '600030.XSHG', '002129.XSHE', '002146.XSHE', '000156.XSHE', '000046.XSHE', '601377.XSHG', '600827.XSHG', '002001.XSHE', '601186.XSHG', '600352.XSHG', '600340.XSHG', '601992.XSHG', '600585.XSHG', '000061.XSHE', '600570.XSHG']
2014-04-25 00:00:00 ['601601.XSHG', '000831.XSHE', '000001.XSHE', '603000.XSHG', '002570.XSHE', '600600.XSHG', '601933.XSHG', '000876.XSHE', '000858.XSHE', '002353.XSHE', '300024.XSHE', '000538.XSHE', '600597.XSHG', '002129.XSHE', '000063.XSHE', '002465.XSHE', '000402.XSHE', '601901.XSHG', '601318.XSHG', '600048.XSHG', '600893.XSHG', '000960.XSHE', '000917.XSHE', '600011.XSHG', '300059.XSHE', '601186.XSHG', '600150.XSHG', '600585.XSHG', '601166.XSHG', '600315.XSHG', '000728.XSHE', '600352.XSHG', '002415.XSHE', '600739.XSHG', '600030.XSHG', '000046.XSHE', '600372.XSHG', '000581.XSHE', '600317.XSHG', '600256.XSHG', '002475.XSHE', '600519.XSHG', '300070.XSHE', '002008.XSHE', '000651.XSHE', '000333.XSHE', '600104.XSHG', '002304.XSHE', '002241.XSHE', '000783.XSHE', '600827.XSHG', '000156.XSHE', '002252.XSHE', '601231.XSHG', '000625.XSHE', '600570.XSHG', '600383.XSHG']
2014-05-13 00:00:00 ['600863.XSHG', '002450.XSHE', '000425.XSHE', '601555.XSHG', '002153.XSHE', '600009.XSHG', '600549.XSHG', '002465.XSHE', '600783.XSHG', '600277.XSHG', '601699.XSHG', '601901.XSHG', '000060.XSHE', '002310.XSHE', '000538.XSHE', '300058.XSHE', '000027.XSHE', '600050.XSHG', '601788.XSHG', '601618.XSHG', '002038.XSHE', '002500.XSHE', '600348.XSHG', '600383.XSHG', '000876.XSHE', '300070.XSHE', '002241.XSHE', '601898.XSHG', '002008.XSHE', '000581.XSHE', '002415.XSHE', '002353.XSHE', '002304.XSHE', '300059.XSHE', '600369.XSHG', '000983.XSHE', '000625.XSHE', '601225.XSHG', '000831.XSHE', '000629.XSHE', '601168.XSHG', '000963.XSHE', '000630.XSHE', '000402.XSHE', '300017.XSHE', '600188.XSHG', '000728.XSHE', '000825.XSHE', '601958.XSHG', '000783.XSHE', '600827.XSHG', '002475.XSHE', '000413.XSHE', '002252.XSHE', '603993.XSHG', '601231.XSHG', '600317.XSHG']
2014-05-27 00:00:00 ['000027.XSHE', '000826.XSHE', '600535.XSHG', '000778.XSHE', '601168.XSHG', '601186.XSHG', '603000.XSHG', '600369.XSHG', '600050.XSHG', '000792.XSHE', '002294.XSHE', '600588.XSHG', '600011.XSHG', '600660.XSHG', '000768.XSHE', '600340.XSHG', '002292.XSHE', '000825.XSHE', '603288.XSHG', '601788.XSHG', '000728.XSHE', '000983.XSHE', '002001.XSHE', '000729.XSHE', '600177.XSHG', '002065.XSHE', '300017.XSHE', '300024.XSHE', '600271.XSHG', '600886.XSHG', '600276.XSHG', '600516.XSHG', '000629.XSHE', '000630.XSHE', '300058.XSHE', '601699.XSHG', '600741.XSHG', '000002.XSHE', '600867.XSHG', '002153.XSHE', '002410.XSHE', '601958.XSHG', '600600.XSHG', '000963.XSHE', '002051.XSHE', '000402.XSHE', '000831.XSHE', '300002.XSHE', '600633.XSHG', '300059.XSHE', '601231.XSHG', '000413.XSHE', '002008.XSHE', '603993.XSHG', '600188.XSHG', '300104.XSHE', '300133.XSHE', '600317.XSHG']
2014-06-11 00:00:00 ['601933.XSHG', '000651.XSHE', '601288.XSHG', '000503.XSHE', '601169.XSHG', '600196.XSHG', '000402.XSHE', '601628.XSHG', '601601.XSHG', '601336.XSHG', '600157.XSHG', '601928.XSHG', '601098.XSHG', '600317.XSHG', '600332.XSHG', '600485.XSHG', '000333.XSHE', '000729.XSHE', '600900.XSHG', '000156.XSHE', '600718.XSHG', '002008.XSHE', '002051.XSHE', '000581.XSHE', '000826.XSHE', '600271.XSHG', '603000.XSHG', '000625.XSHE', '000024.XSHE', '300024.XSHE', '601398.XSHG', '600633.XSHG', '002146.XSHE', '000069.XSHE', '002410.XSHE', '002594.XSHE', '600867.XSHG', '600276.XSHG', '600886.XSHG', '600383.XSHG', '002202.XSHE', '600398.XSHG', '600048.XSHG', '300015.XSHE', '000413.XSHE', '000002.XSHE', '000712.XSHE', '002465.XSHE', '300027.XSHE', '002292.XSHE', '002129.XSHE', '002065.XSHE', '002024.XSHE', '600588.XSHG', '300133.XSHE', '300002.XSHE', '300104.XSHE']
2014-06-25 00:00:00 ['600271.XSHG', '000423.XSHE', '600100.XSHG', '601118.XSHG', '600570.XSHG', '600739.XSHG', '600535.XSHG', '600549.XSHG', '600867.XSHG', '000883.XSHE', '600276.XSHG', '600873.XSHG', '600104.XSHG', '000858.XSHE', '600383.XSHG', '600038.XSHG', '600109.XSHG', '600804.XSHG', '000831.XSHE', '600519.XSHG', '002465.XSHE', '002065.XSHE', '600372.XSHG', '000333.XSHE', '300059.XSHE', '601808.XSHG', '600718.XSHG', '601098.XSHG', '601231.XSHG', '300070.XSHE', '601928.XSHG', '002038.XSHE', '002450.XSHE', '000963.XSHE', '300104.XSHE', '600373.XSHG', '600315.XSHG', '601601.XSHG', '600497.XSHG', '603993.XSHG', '600893.XSHG', '601958.XSHG', '300251.XSHE', '002081.XSHE', '002129.XSHE', '002153.XSHE', '300133.XSHE', '300027.XSHE', '000581.XSHE', '000768.XSHE', '002292.XSHE', '002230.XSHE', '000712.XSHE', '000559.XSHE', '300024.XSHE', '600516.XSHG', '000060.XSHE', '600317.XSHG']
2014-07-09 00:00:00 ['600718.XSHG', '600406.XSHG', '600570.XSHG', '600783.XSHG', '002344.XSHE', '600998.XSHG', '601118.XSHG', '601098.XSHG', '002310.XSHE', '000825.XSHE', '600027.XSHG', '300002.XSHE', '002594.XSHE', '000503.XSHE', '002465.XSHE', '600705.XSHG', '601377.XSHG', '600150.XSHG', '000039.XSHE', '600317.XSHG', '000898.XSHE', '600873.XSHG', '000625.XSHE', '601989.XSHG', '601991.XSHG', '601766.XSHG', '600315.XSHG', '600804.XSHG', '600118.XSHG', '601958.XSHG', '300124.XSHE', '601933.XSHG', '000423.XSHE', '600372.XSHG', '600893.XSHG', '600038.XSHG', '603993.XSHG', '600316.XSHG', '000400.XSHE', '600383.XSHG', '000963.XSHE', '002410.XSHE', '000738.XSHE', '600497.XSHG', '600066.XSHG', '300024.XSHE', '000768.XSHE', '000917.XSHE', '600485.XSHG', '601231.XSHG', '002081.XSHE', '002230.XSHE', '600373.XSHG', '000839.XSHE', '300017.XSHE', '600516.XSHG', '000060.XSHE', '000559.XSHE']
2014-07-23 00:00:00 ['600019.XSHG', '000423.XSHE', '300002.XSHE', '000825.XSHE', '601006.XSHG', '600674.XSHG', '600585.XSHG', '601336.XSHG', '601958.XSHG', '002129.XSHE', '000917.XSHE', '600150.XSHG', '600705.XSHG', '600900.XSHG', '600166.XSHG', '000999.XSHE', '600887.XSHG', '000046.XSHE', '000898.XSHE', '000027.XSHE', '601377.XSHG', '000800.XSHE', '002146.XSHE', '601766.XSHG', '000060.XSHE', '600886.XSHG', '002001.XSHE', '000778.XSHE', '000002.XSHE', '600153.XSHG', '600588.XSHG', '601555.XSHG', '600340.XSHG', '000039.XSHE', '600406.XSHG', '002304.XSHE', '600549.XSHG', '600519.XSHG', '600741.XSHG', '000876.XSHE', '000400.XSHE', '000402.XSHE', '000858.XSHE', '000970.XSHE', '600066.XSHG', '601600.XSHG', '000024.XSHE', '601633.XSHG', '601933.XSHG', '600048.XSHG', '600011.XSHG', '000425.XSHE', '600809.XSHG', '601866.XSHG', '000839.XSHE', '600485.XSHG', '000559.XSHE']
2014-08-06 00:00:00 ['000778.XSHE', '601901.XSHG', '000768.XSHE', '600109.XSHG', '601818.XSHG', '601117.XSHG', '000024.XSHE', '600519.XSHG', '600030.XSHG', '002001.XSHE', '000983.XSHE', '000061.XSHE', '600048.XSHG', '600309.XSHG', '000898.XSHE', '601688.XSHG', '600188.XSHG', '600863.XSHG', '600348.XSHG', '000338.XSHE', '000559.XSHE', '601099.XSHG', '000046.XSHE', '000800.XSHE', '000883.XSHE', '002304.XSHE', '601225.XSHG', '601555.XSHG', '000876.XSHE', '601377.XSHG', '601788.XSHG', '600111.XSHG', '600010.XSHG', '600660.XSHG', '600690.XSHG', '601328.XSHG', '000568.XSHE', '601600.XSHG', '000728.XSHE', '601958.XSHG', '000686.XSHE', '000069.XSHE', '000878.XSHE', '601992.XSHG', '000937.XSHE', '000831.XSHE', '600549.XSHG', '601699.XSHG', '600887.XSHG', '600809.XSHG', '600741.XSHG', '002385.XSHE', '601633.XSHG', '000970.XSHE', '601216.XSHG', '000783.XSHE', '600157.XSHG']
2014-08-20 00:00:00 ['002500.XSHE', '002241.XSHE', '000568.XSHE', '600688.XSHG', '002456.XSHE', '300059.XSHE', '601328.XSHG', '300015.XSHE', '002385.XSHE', '002230.XSHE', '002353.XSHE', '300058.XSHE', '600256.XSHG', '300070.XSHE', '000061.XSHE', '000768.XSHE', '000878.XSHE', '601929.XSHG', '000156.XSHE', '002081.XSHE', '600516.XSHG', '002024.XSHE', '002450.XSHE', '000629.XSHE', '600718.XSHG', '600588.XSHG', '000937.XSHE', '600369.XSHG', '601377.XSHG', '600485.XSHG', '600839.XSHG', '601699.XSHG', '600827.XSHG', '300146.XSHE', '000792.XSHE', '300251.XSHE', '601118.XSHG', '000970.XSHE', '000686.XSHE', '600348.XSHG', '000413.XSHE', '600108.XSHG', '601888.XSHG', '000883.XSHE', '601216.XSHG', '600277.XSHG', '601099.XSHG', '603000.XSHG', '600373.XSHG', '600208.XSHG', '000783.XSHE', '000728.XSHE', '000009.XSHE', '600633.XSHG', '600010.XSHG', '000960.XSHE', '600157.XSHG']
2014-09-03 00:00:00 ['601929.XSHG', '601231.XSHG', '600108.XSHG', '300015.XSHE', '000970.XSHE', '601888.XSHG', '601258.XSHG', '600588.XSHG', '601808.XSHG', '600900.XSHG', '002465.XSHE', '600100.XSHG', '600717.XSHG', '002230.XSHE', '000883.XSHE', '600718.XSHG', '600118.XSHG', '300003.XSHE', '000156.XSHE', '000413.XSHE', '000826.XSHE', '600886.XSHG', '002456.XSHE', '000960.XSHE', '002475.XSHE', '002304.XSHE', '300070.XSHE', '603288.XSHG', '600316.XSHG', '600023.XSHG', '600038.XSHG', '000728.XSHE', '601099.XSHG', '600157.XSHG', '600839.XSHG', '300024.XSHE', '600256.XSHG', '000768.XSHE', '600998.XSHG', '600674.XSHG', '601928.XSHG', '600372.XSHG', '002202.XSHE', '002081.XSHE', '600570.XSHG', '600373.XSHG', '002008.XSHE', '600893.XSHG', '000503.XSHE', '300059.XSHE', '000738.XSHE', '600485.XSHG', '600633.XSHG', '603000.XSHG', '000009.XSHE', '600317.XSHG']
2014-09-18 00:00:00 ['600038.XSHG', '600717.XSHG', '600578.XSHG', '601390.XSHG', '600900.XSHG', '600795.XSHG', '000629.XSHE', '002422.XSHE', '600023.XSHG', '600583.XSHG', '002236.XSHE', '600108.XSHG', '600406.XSHG', '600372.XSHG', '601377.XSHG', '601158.XSHG', '002024.XSHE', '600221.XSHG', '601169.XSHG', '600398.XSHG', '601800.XSHG', '000598.XSHE', '300059.XSHE', '600893.XSHG', '300003.XSHE', '600029.XSHG', '600633.XSHG', '601866.XSHG', '601989.XSHG', '601919.XSHG', '000046.XSHE', '000738.XSHE', '600115.XSHG', '600886.XSHG', '601118.XSHG', '000503.XSHE', '600118.XSHG', '600570.XSHG', '600060.XSHG', '000883.XSHE', '002570.XSHE', '600415.XSHG', '002202.XSHE', '600008.XSHG', '603000.XSHG', '600674.XSHG', '002375.XSHE', '300024.XSHE', '601618.XSHG', '000768.XSHE', '601018.XSHG', '601106.XSHG', '600150.XSHG', '600485.XSHG', '600316.XSHG', '600317.XSHG']
2014-10-09 00:00:00 ['600535.XSHG', '002230.XSHE', '601117.XSHG', '000425.XSHE', '600867.XSHG', '000999.XSHE', '600718.XSHG', '002007.XSHE', '600886.XSHG', '002422.XSHE', '000783.XSHE', '600406.XSHG', '600008.XSHG', '600276.XSHG', '002450.XSHE', '600317.XSHG', '000623.XSHE', '600068.XSHG', '000598.XSHE', '600010.XSHG', '600115.XSHG', '002399.XSHE', '300059.XSHE', '601800.XSHG', '601158.XSHG', '601258.XSHG', '600029.XSHG', '601099.XSHG', '601555.XSHG', '601377.XSHG', '601919.XSHG', '600060.XSHG', '002470.XSHE', '600108.XSHG', '600415.XSHG', '601179.XSHG', '600570.XSHG', '002570.XSHE', '601669.XSHG', '601118.XSHG', '600316.XSHG', '002673.XSHE', '601225.XSHG', '601989.XSHG', '600485.XSHG', '600674.XSHG', '002153.XSHE', '601727.XSHG', '002375.XSHE', '000061.XSHE', '600717.XSHG', '000883.XSHE', '601618.XSHG', '002252.XSHE', '601018.XSHG', '600150.XSHG', '601106.XSHG']
2014-10-23 00:00:00 ['601688.XSHG', '000100.XSHE', '000898.XSHE', '601618.XSHG', '600999.XSHG', '601179.XSHG', '000999.XSHE', '600271.XSHG', '600674.XSHG', '300059.XSHE', '600109.XSHG', '600023.XSHG', '601766.XSHG', '600588.XSHG', '300058.XSHE', '000917.XSHE', '601336.XSHG', '601111.XSHG', '600315.XSHG', '002007.XSHE', '601788.XSHG', '600153.XSHG', '300133.XSHE', '601258.XSHG', '600867.XSHG', '002294.XSHE', '000839.XSHE', '000783.XSHE', '000800.XSHE', '000738.XSHE', '000625.XSHE', '000629.XSHE', '601989.XSHG', '000686.XSHE', '600570.XSHG', '600038.XSHG', '002230.XSHE', '600372.XSHG', '601225.XSHG', '000623.XSHE', '000728.XSHE', '002153.XSHE', '601555.XSHG', '002673.XSHE', '601099.XSHG', '601727.XSHG', '600717.XSHG', '002399.XSHE', '002470.XSHE', '000883.XSHE', '600150.XSHG', '000825.XSHE', '002252.XSHE', '601669.XSHG', '601106.XSHG']
2014-11-06 00:00:00 ['601998.XSHG', '600170.XSHG', '601377.XSHG', '000539.XSHE', '600031.XSHG', '600900.XSHG', '002252.XSHE', '600068.XSHG', '000750.XSHE', '601333.XSHG', '600588.XSHG', '000776.XSHE', '000629.XSHE', '002294.XSHE', '600999.XSHG', '002142.XSHE', '000800.XSHE', '600109.XSHG', '600005.XSHG', '000425.XSHE', '300059.XSHE', '000686.XSHE', '000709.XSHE', '000898.XSHE', '002007.XSHE', '300002.XSHE', '601018.XSHG', '000039.XSHE', '002673.XSHE', '600867.XSHG', '600795.XSHG', '000623.XSHE', '600153.XSHG', '601669.XSHG', '601919.XSHG', '000027.XSHE', '600663.XSHG', '601111.XSHG', '601009.XSHG', '000100.XSHE', '600029.XSHG', '600717.XSHG', '601336.XSHG', '601688.XSHG', '600221.XSHG', '600839.XSHG', '601788.XSHG', '000825.XSHE', '601800.XSHG', '600115.XSHG', '601186.XSHG', '601555.XSHG', '002051.XSHE', '000728.XSHE', '000883.XSHE', '601390.XSHG']
2014-11-20 00:00:00 ['600741.XSHG', '601618.XSHG', '600068.XSHG', '600809.XSHG', '601668.XSHG', '000425.XSHE', '600648.XSHG', '601216.XSHG', '601118.XSHG', '600009.XSHG', '600795.XSHG', '601009.XSHG', '600999.XSHG', '002007.XSHE', '002500.XSHE', '600027.XSHG', '600415.XSHG', '600578.XSHG', '000623.XSHE', '000783.XSHE', '000712.XSHE', '600109.XSHG', '600875.XSHG', '000686.XSHE', '601179.XSHG', '000503.XSHE', '600010.XSHG', '600170.XSHG', '601111.XSHG', '000039.XSHE', '000709.XSHE', '000728.XSHE', '601992.XSHG', '601727.XSHG', '600208.XSHG', '601006.XSHG', '000027.XSHE', '600873.XSHG', '600340.XSHG', '600029.XSHG', '601186.XSHG', '600100.XSHG', '601018.XSHG', '601919.XSHG', '600221.XSHG', '600827.XSHG', '601555.XSHG', '600717.XSHG', '600867.XSHG', '002051.XSHE', '601390.XSHG', '601377.XSHG', '300059.XSHE', '601800.XSHG', '600115.XSHG', '600663.XSHG']
2014-12-04 00:00:00 ['600739.XSHG', '000651.XSHE', '601158.XSHG', '600000.XSHG', '300027.XSHE', '601225.XSHG', '600547.XSHG', '601958.XSHG', '000709.XSHE', '600015.XSHG', '600809.XSHG', '600010.XSHG', '600588.XSHG', '000402.XSHE', '600016.XSHG', '600048.XSHG', '600827.XSHG', '601318.XSHG', '600783.XSHG', '600340.XSHG', '601992.XSHG', '000728.XSHE', '601555.XSHG', '601998.XSHG', '000878.XSHE', '603993.XSHG', '600570.XSHG', '000712.XSHE', '601111.XSHG', '601328.XSHG', '600188.XSHG', '000024.XSHE', '601818.XSHG', '000623.XSHE', '600109.XSHG', '600029.XSHG', '601336.XSHG', '600115.XSHG', '000750.XSHE', '600030.XSHG', '601628.XSHG', '600663.XSHG', '601099.XSHG', '000046.XSHE', '002673.XSHE', '000686.XSHE', '600415.XSHG', '000783.XSHE', '300059.XSHE', '002500.XSHE', '600208.XSHG', '000776.XSHE', '600999.XSHG', '601901.XSHG', '601377.XSHG', '601688.XSHG', '601788.XSHG']
2014-12-18 00:00:00 ['600019.XSHG', '000425.XSHE', '600153.XSHG', '601158.XSHG', '600010.XSHG', '601939.XSHG', '600036.XSHG', '600221.XSHG', '600188.XSHG', '601998.XSHG', '601336.XSHG', '000001.XSHE', '000878.XSHE', '000898.XSHE', '000709.XSHE', '000027.XSHE', '600016.XSHG', '600048.XSHG', '601318.XSHG', '601989.XSHG', '600109.XSHG', '601818.XSHG', '601628.XSHG', '601618.XSHG', '000623.XSHE', '600008.XSHG', '601186.XSHG', '600570.XSHG', '000728.XSHE', '601669.XSHG', '601668.XSHG', '601555.XSHG', '000046.XSHE', '600415.XSHG', '601111.XSHG', '600029.XSHG', '000024.XSHE', '600068.XSHG', '000402.XSHE', '300059.XSHE', '000686.XSHE', '601390.XSHG', '000750.XSHE', '002500.XSHE', '601800.XSHG', '601377.XSHG', '601688.XSHG', '601099.XSHG', '002673.XSHE', '600837.XSHG', '000776.XSHE', '600369.XSHG', '601788.XSHG', '601901.XSHG', '600030.XSHG', '000783.XSHE', '600999.XSHG', '601969.XSHG']
2015-01-05 00:00:00 ['000002.XSHE', '000728.XSHE', '600583.XSHG', '600999.XSHG', '600019.XSHG', '600153.XSHG', '601998.XSHG', '600016.XSHG', '601601.XSHG', '600036.XSHG', '601288.XSHG', '000069.XSHE', '601727.XSHG', '600118.XSHG', '601333.XSHG', '601099.XSHG', '600008.XSHG', '601111.XSHG', '000539.XSHE', '601166.XSHG', '600011.XSHG', '600352.XSHG', '601318.XSHG', '601117.XSHG', '000157.XSHE', '601600.XSHG', '600170.XSHG', '600578.XSHG', '600863.XSHG', '601939.XSHG', '601919.XSHG', '601866.XSHG', '000024.XSHE', '601179.XSHG', '601628.XSHG', '000783.XSHE', '000402.XSHE', '600048.XSHG', '600027.XSHG', '600031.XSHG', '000425.XSHE', '002673.XSHE', '601991.XSHG', '601989.XSHG', '600795.XSHG', '600886.XSHG', '600837.XSHG', '601668.XSHG', '600068.XSHG', '600030.XSHG', '601618.XSHG', '601186.XSHG', '601390.XSHG', '601800.XSHG', '601669.XSHG', '600705.XSHG', '600369.XSHG', '002736.XSHE', '601969.XSHG']
2015-01-19 00:00:00 ['300002.XSHE', '600188.XSHG', '600875.XSHG', '601998.XSHG', '600348.XSHG', '601818.XSHG', '000651.XSHE', '600015.XSHG', '600332.XSHG', '000069.XSHE', '601898.XSHG', '600795.XSHG', '601169.XSHG', '600741.XSHG', '601939.XSHG', '601216.XSHG', '600028.XSHG', '000002.XSHE', '601899.XSHG', '000858.XSHE', '600703.XSHG', '601166.XSHG', '600383.XSHG', '600066.XSHG', '002304.XSHE', '601398.XSHG', '600000.XSHG', '601328.XSHG', '601318.XSHG', '600489.XSHG', '600547.XSHG', '002415.XSHE', '600309.XSHG', '000625.XSHE', '000712.XSHE', '601088.XSHG', '600873.XSHG', '000024.XSHE', '601727.XSHG', '000728.XSHE', '601288.XSHG', '600886.XSHG', '601186.XSHG', '601601.XSHG', '600340.XSHG', '601857.XSHG', '600048.XSHG', '002081.XSHE', '600588.XSHG', '600271.XSHG', '600352.XSHG', '300104.XSHE', '300017.XSHE', '601988.XSHG', '601628.XSHG', '600705.XSHG', '601766.XSHG', '002736.XSHE']
2015-02-02 00:00:00 ['002415.XSHE', '600332.XSHG', '600352.XSHG', '600100.XSHG', '002353.XSHE', '600038.XSHG', '000800.XSHE', '000831.XSHE', '603288.XSHG', '002456.XSHE', '300251.XSHE', '002422.XSHE', '000156.XSHE', '300124.XSHE', '002241.XSHE', '600705.XSHG', '000400.XSHE', '601231.XSHG', '002450.XSHE', '600718.XSHG', '002024.XSHE', '000792.XSHE', '603993.XSHG', '600398.XSHG', '600570.XSHG', '600010.XSHG', '000503.XSHE', '002292.XSHE', '600703.XSHG', '600271.XSHG', '300015.XSHE', '002230.XSHE', '600060.XSHG', '600839.XSHG', '002475.XSHE', '300058.XSHE', '000793.XSHE', '000712.XSHE', '600547.XSHG', '002153.XSHE', '300002.XSHE', '002081.XSHE', '002653.XSHE', '002470.XSHE', '600804.XSHG', '601216.XSHG', '000768.XSHE', '601727.XSHG', '002410.XSHE', '002065.XSHE', '300017.XSHE', '300059.XSHE', '600588.XSHG', '300104.XSHE', '601766.XSHG', '002736.XSHE', '000166.XSHE', '601021.XSHG']
2015-02-16 00:00:00 ['600068.XSHG', '002465.XSHE', '600019.XSHG', '002252.XSHE', '002310.XSHE', '601555.XSHG', '000568.XSHE', '300017.XSHE', '600999.XSHG', '002653.XSHE', '000559.XSHE', '600316.XSHG', '600398.XSHG', '300251.XSHE', '600373.XSHG', '601628.XSHG', '000800.XSHE', '000503.XSHE', '600005.XSHG', '600642.XSHG', '603000.XSHG', '300146.XSHE', '000712.XSHE', '000768.XSHE', '300003.XSHE', '002065.XSHE', '600718.XSHG', '002470.XSHE', '600570.XSHG', '600177.XSHG', '000792.XSHE', '600100.XSHG', '600705.XSHG', '000100.XSHE', '600739.XSHG', '002344.XSHE', '002410.XSHE', '600170.XSHG', '600518.XSHG', '601231.XSHG', '000970.XSHE', '600010.XSHG', '002230.XSHE', '000793.XSHE', '603993.XSHG', '601633.XSHG', '600415.XSHG', '002024.XSHE', '600038.XSHG', '000831.XSHE', '000839.XSHE', '600998.XSHG', '000156.XSHE', '002153.XSHE', '000046.XSHE', '300104.XSHE', '600060.XSHG', '000166.XSHE', '601021.XSHG']
2015-03-09 00:00:00 ['600398.XSHG', '002065.XSHE', '002653.XSHE', '000960.XSHE', '000970.XSHE', '601618.XSHG', '600170.XSHG', '000046.XSHE', '000559.XSHE', '002024.XSHE', '601958.XSHG', '002252.XSHE', '600038.XSHG', '601377.XSHG', '603000.XSHG', '000839.XSHE', '002470.XSHE', '002081.XSHE', '601929.XSHG', '000686.XSHE', '601098.XSHG', '300017.XSHE', '300146.XSHE', '600373.XSHG', '300133.XSHE', '300002.XSHE', '300003.XSHE', '603993.XSHG', '600050.XSHG', '601600.XSHG', '601800.XSHG', '600177.XSHG', '000009.XSHE', '601669.XSHG', '002153.XSHE', '601555.XSHG', '000917.XSHE', '000425.XSHE', '601021.XSHG', '002673.XSHE', '600005.XSHG', '600688.XSHG', '600415.XSHG', '000876.XSHE', '002230.XSHE', '601258.XSHG', '600109.XSHG', '300251.XSHE', '600998.XSHG', '000100.XSHE', '600570.XSHG', '600060.XSHG', '002594.XSHE', '000156.XSHE', '000413.XSHE', '601216.XSHG', '300104.XSHE', '600518.XSHG']
2015-03-23 00:00:00 ['000060.XSHE', '000027.XSHE', '601225.XSHG', '601919.XSHG', '002007.XSHE', '600642.XSHG', '002292.XSHE', '601928.XSHG', '000425.XSHE', '600549.XSHG', '300017.XSHE', '600863.XSHG', '601688.XSHG', '000100.XSHE', '002375.XSHE', '002399.XSHE', '600804.XSHG', '601166.XSHG', '002051.XSHE', '000963.XSHE', '000876.XSHE', '601866.XSHG', '000960.XSHE', '601600.XSHG', '601766.XSHG', '601018.XSHG', '000629.XSHE', '601390.XSHG', '601800.XSHG', '600277.XSHG', '300146.XSHE', '601607.XSHG', '002142.XSHE', '002038.XSHE', '600010.XSHG', '601186.XSHG', '000725.XSHE', '601618.XSHG', '600177.XSHG', '601669.XSHG', '601111.XSHG', '600570.XSHG', '600153.XSHG', '002129.XSHE', '000156.XSHE', '600518.XSHG', '601258.XSHG', '002385.XSHE', '600688.XSHG', '600221.XSHG', '600415.XSHG', '600115.XSHG', '000413.XSHE', '601216.XSHG', '600109.XSHG', '600029.XSHG']
2015-04-07 00:00:00 ['002375.XSHE', '601933.XSHG', '002008.XSHE', '600633.XSHG', '601899.XSHG', '600008.XSHG', '601607.XSHG', '002081.XSHE', '601555.XSHG', '601669.XSHG', '600999.XSHG', '000776.XSHE', '000839.XSHE', '600340.XSHG', '600583.XSHG', '000686.XSHE', '600369.XSHG', '600089.XSHG', '000725.XSHE', '000917.XSHE', '600837.XSHG', '300003.XSHE', '600739.XSHG', '000400.XSHE', '601111.XSHG', '002673.XSHE', '002230.XSHE', '600115.XSHG', '002153.XSHE', '600718.XSHG', '601788.XSHG', '600153.XSHG', '300146.XSHE', '601800.XSHG', '002202.XSHE', '601992.XSHG', '002344.XSHE', '000559.XSHE', '601186.XSHG', '000629.XSHE', '600690.XSHG', '000709.XSHE', '300058.XSHE', '000027.XSHE', '002410.XSHE', '600406.XSHG', '002236.XSHE', '601688.XSHG', '601225.XSHG', '601390.XSHG', '002146.XSHE', '600415.XSHG', '002129.XSHE', '600570.XSHG', '600029.XSHG', '600958.XSHG']
2015-04-21 00:00:00 ['600276.XSHG', '600005.XSHG', '600863.XSHG', '600406.XSHG', '300002.XSHE', '600875.XSHG', '000778.XSHE', '002375.XSHE', '000063.XSHE', '002202.XSHE', '601006.XSHG', '600031.XSHG', '601225.XSHG', '600015.XSHG', '000709.XSHE', '600795.XSHG', '000039.XSHE', '600048.XSHG', '601117.XSHG', '601600.XSHG', '002673.XSHE', '000001.XSHE', '601899.XSHG', '000738.XSHE', '600085.XSHG', '600029.XSHG', '000060.XSHE', '600153.XSHG', '601808.XSHG', '300059.XSHE', '600068.XSHG', '601333.XSHG', '600873.XSHG', '601179.XSHG', '000826.XSHE', '600089.XSHG', '600050.XSHG', '601018.XSHG', '600018.XSHG', '601618.XSHG', '601668.XSHG', '600221.XSHG', '600150.XSHG', '600583.XSHG', '600893.XSHG', '601919.XSHG', '601727.XSHG', '601186.XSHG', '601989.XSHG', '601800.XSHG', '601106.XSHG', '601866.XSHG', '600157.XSHG', '601390.XSHG', '600958.XSHG', '601766.XSHG']
2015-05-06 00:00:00 ['600048.XSHG', '000825.XSHE', '002450.XSHE', '600028.XSHG', '600271.XSHG', '000009.XSHE', '601991.XSHG', '000651.XSHE', '600519.XSHG', '600839.XSHG', '600642.XSHG', '002007.XSHE', '601021.XSHG', '600252.XSHG', '002292.XSHE', '600150.XSHG', '002500.XSHE', '000063.XSHE', '002129.XSHE', '601117.XSHG', '600018.XSHG', '601600.XSHG', '601333.XSHG', '000539.XSHE', '600637.XSHG', '601808.XSHG', '601179.XSHG', '600019.XSHG', '600221.XSHG', '600068.XSHG', '000826.XSHE', '600863.XSHG', '000738.XSHE', '600027.XSHG', '600893.XSHG', '600005.XSHG', '600011.XSHG', '601186.XSHG', '002673.XSHE', '300002.XSHE', '601018.XSHG', '601727.XSHG', '601668.XSHG', '300104.XSHE', '600050.XSHG', '600118.XSHG', '600795.XSHG', '601989.XSHG', '601669.XSHG', '600688.XSHG', '600157.XSHG', '601390.XSHG', '601766.XSHG', '601618.XSHG', '601866.XSHG', '601919.XSHG', '601106.XSHG', '300059.XSHE']
2015-05-20 00:00:00 ['601600.XSHG', '000738.XSHE', '600637.XSHG', '600485.XSHG', '600316.XSHG', '601098.XSHG', '600827.XSHG', '600795.XSHG', '600111.XSHG', '600998.XSHG', '600893.XSHG', '002230.XSHE', '000559.XSHE', '601618.XSHG', '300027.XSHE', '600252.XSHG', '600663.XSHG', '002310.XSHE', '002038.XSHE', '002236.XSHE', '002465.XSHE', '300133.XSHE', '002415.XSHE', '600688.XSHG', '000156.XSHE', '002410.XSHE', '600100.XSHG', '300070.XSHE', '601258.XSHG', '000793.XSHE', '600588.XSHG', '002500.XSHE', '601727.XSHG', '600038.XSHG', '002007.XSHE', '601669.XSHG', '000061.XSHE', '601021.XSHG', '000503.XSHE', '601216.XSHG', '600060.XSHG', '600373.XSHG', '002450.XSHE', '000917.XSHE', '300024.XSHE', '002153.XSHE', '300124.XSHE', '600867.XSHG', '600804.XSHG', '002456.XSHE', '002024.XSHE', '002129.XSHE', '600271.XSHG', '601106.XSHG', '600118.XSHG', '000883.XSHE', '300059.XSHE', '300104.XSHE']
2015-06-03 00:00:00 ['300027.XSHE', '000061.XSHE', '002570.XSHE', '600166.XSHG', '002399.XSHE', '000878.XSHE', '000826.XSHE', '002450.XSHE', '600085.XSHG', '002065.XSHE', '600157.XSHG', '002008.XSHE', '601727.XSHG', '600153.XSHG', '300003.XSHE', '600060.XSHG', '601258.XSHG', '002001.XSHE', '600642.XSHG', '600893.XSHG', '300015.XSHE', '300124.XSHE', '601216.XSHG', '601933.XSHG', '002470.XSHE', '600783.XSHG', '000060.XSHE', '000738.XSHE', '300058.XSHE', '600118.XSHG', '002415.XSHE', '000768.XSHE', '000839.XSHE', '002410.XSHE', '600170.XSHG', '601106.XSHG', '002653.XSHE', '300251.XSHE', '600485.XSHG', '002375.XSHE', '000559.XSHE', '600038.XSHG', '600100.XSHG', '002465.XSHE', '601018.XSHG', '000027.XSHE', '002456.XSHE', '600271.XSHG', '002153.XSHE', '000503.XSHE', '300133.XSHE', '600373.XSHG', '600023.XSHG', '600663.XSHG', '300024.XSHE', '600588.XSHG', '000883.XSHE']
2015-06-17 00:00:00 ['601106.XSHG', '300017.XSHE', '000538.XSHE', '600008.XSHG', '000792.XSHE', '002422.XSHE', '600256.XSHG', '000858.XSHE', '000970.XSHE', '600221.XSHG', '000999.XSHE', '000157.XSHE', '000839.XSHE', '600188.XSHG', '300251.XSHE', '300003.XSHE', '601929.XSHG', '002653.XSHE', '000983.XSHE', '600100.XSHG', '600415.XSHG', '600518.XSHG', '300015.XSHE', '000768.XSHE', '600873.XSHG', '000629.XSHE', '600085.XSHG', '000060.XSHE', '601969.XSHG', '600642.XSHG', '002001.XSHE', '000937.XSHE', '300027.XSHE', '002008.XSHE', '600863.XSHG', '002570.XSHE', '601333.XSHG', '601018.XSHG', '600663.XSHG', '002146.XSHE', '600597.XSHG', '600153.XSHG', '000069.XSHE', '601933.XSHG', '600703.XSHG', '601328.XSHG', '601888.XSHG', '000027.XSHE', '600029.XSHG', '600166.XSHG', '601898.XSHG', '600157.XSHG', '601258.XSHG', '600023.XSHG', '600115.XSHG', '000559.XSHE', '600839.XSHG']
```
- Python 量化交易教程
- 第一部分 新手入门
- 一 量化投资视频学习课程
- 二 Python 手把手教学
- 量化分析师的Python日记【第1天:谁来给我讲讲Python?】
- 量化分析师的Python日记【第2天:再接着介绍一下Python呗】
- 量化分析师的Python日记【第3天:一大波金融Library来袭之numpy篇】
- 量化分析师的Python日记【第4天:一大波金融Library来袭之scipy篇】
- 量化分析师的Python日记【第5天:数据处理的瑞士军刀pandas】
- 量化分析师的Python日记【第6天:数据处理的瑞士军刀pandas下篇
- 量化分析师的Python日记【第7天:Q Quant 之初出江湖】
- 量化分析师的Python日记【第8天 Q Quant兵器谱之函数插值】
- 量化分析师的Python日记【第9天 Q Quant兵器谱之二叉树】
- 量化分析师的Python日记【第10天 Q Quant兵器谱 -之偏微分方程1】
- 量化分析师的Python日记【第11天 Q Quant兵器谱之偏微分方程2】
- 量化分析师的Python日记【第12天:量化入门进阶之葵花宝典:因子如何产生和回测】
- 量化分析师的Python日记【第13天 Q Quant兵器谱之偏微分方程3】
- 量化分析师的Python日记【第14天:如何在优矿上做Alpha对冲模型】
- 量化分析师的Python日记【第15天:如何在优矿上搞一个wealthfront出来】
- 第二部分 股票量化相关
- 一 基本面分析
- 1.1 alpha 多因子模型
- 破解Alpha对冲策略——观《量化分析师Python日记第14天》有感
- 熔断不要怕, alpha model 为你保驾护航!
- 寻找 alpha 之: alpha 设计
- 1.2 基本面因子选股
- Porfolio(现金比率+负债现金+现金保障倍数)+市盈率
- ROE选股指标
- 成交量因子
- ROIC&cashROIC
- 【国信金工】资产周转率选股模型
- 【基本面指标】Cash Cow
- 量化因子选股——净利润/营业总收入
- 营业收入增长率+市盈率
- 1.3 财报阅读 • [米缸量化读财报] 资产负债表-投资相关资产
- 1.4 股东分析
- 技术分析入门 【2】 —— 大家抢筹码(06年至12年版)
- 技术分析入门 【2】 —— 大家抢筹码(06年至12年版)— 更新版
- 谁是中国A股最有钱的自然人
- 1.5 宏观研究
- 【干货包邮】手把手教你做宏观择时
- 宏观研究:从估值角度看当前市场
- 追寻“国家队”的足迹
- 二 套利
- 2.1 配对交易
- HS300ETF套利(上)
- 【统计套利】配对交易
- 相似公司股票搬砖
- Paired trading
- 2.2 期现套利 • 通过股指期货的期现差与 ETF 对冲套利
- 三 事件驱动
- 3.1 盈利预增
- 盈利预增事件
- 事件驱动策略示例——盈利预增
- 3.2 分析师推荐 • 分析师的金手指?
- 3.3 牛熊转换
- 历史总是相似 牛市还在延续
- 历史总是相似 牛市已经见顶?
- 3.4 熔断机制 • 股海拾贝之 [熔断错杀股]
- 3.5 暴涨暴跌 • [实盘感悟] 遇上暴跌我该怎么做?
- 3.6 兼并重组、举牌收购 • 宝万战-大戏开幕
- 四 技术分析
- 4.1 布林带
- 布林带交易策略
- 布林带回调系统-日内
- Conservative Bollinger Bands
- Even More Conservative Bollinger Bands
- Simple Bollinger Bands
- 4.2 均线系统
- 技术分析入门 —— 双均线策略
- 5日线10日线交易策略
- 用5日均线和10日均线进行判断 --- 改进版
- macross
- 4.3 MACD
- Simple MACD
- MACD quantization trade
- MACD平滑异同移动平均线方法
- 4.4 阿隆指标 • 技术指标阿隆( Aroon )全解析
- 4.5 CCI • CCI 顺势指标探索
- 4.6 RSI
- 重写 rsi
- RSI指标策略
- 4.7 DMI • DMI 指标体系的构建及简单应用
- 4.8 EMV • EMV 技术指标的构建及应用
- 4.9 KDJ • KDJ 策略
- 4.10 CMO
- CMO 策略模仿练习 1
- CMO策略模仿练习2
- [技术指标] CMO
- 4.11 FPC • FPC 指标选股
- 4.12 Chaikin Volatility
- 嘉庆离散指标测试
- 4.13 委比 • 实时计算委比
- 4.14 封单量
- 按照封单跟流通股本比例排序,剔除6月上市新股,前50
- 涨停股票封单统计
- 实时计算涨停板股票的封单资金与总流通市值的比例
- 4.15 成交量 • 决战之地, IF1507 !
- 4.16 K 线分析 • 寻找夜空中最亮的星
- 五 量化模型
- 5.1 动量模型
- Momentum策略
- 【小散学量化】-2-动量模型的简单实践
- 一个追涨的策略(修正版)
- 动量策略(momentum driven)
- 动量策略(momentum driven)——修正版
- 最经典的Momentum和Contrarian在中国市场的测试
- 最经典的Momentum和Contrarian在中国市场的测试-yanheven改进
- [策略]基于胜率的趋势交易策略
- 策略探讨(更新):价量结合+动量反转
- 反向动量策略(reverse momentum driven)
- 轻松跑赢大盘 - 主题Momentum策略
- Contrarian strategy
- 5.2 Joseph Piotroski 9 F-Score Value Investing Model · 基本面选股系统:Piotroski F-Score ranking system
- 5.3 SVR · 使用SVR预测股票开盘价 v1.0
- 5.4 决策树、随机树
- 决策树模型(固定模型)
- 基于Random Forest的决策策略
- 5.5 钟摆理论 · 钟摆理论的简单实现——完美躲过股灾和精准抄底
- 5.6 海龟模型
- simple turtle
- 侠之大者 一起赚钱
- 5.7 5217 策略 · 白龙马的新手策略
- 5.8 SMIA · 基于历史状态空间相似性匹配的行业配置 SMIA 模型—取交集
- 5.9 神经网络
- 神经网络交易的训练部分
- 通过神经网络进行交易
- 5.10 PAMR · PAMR : 基于均值反转的投资组合选择策略 - 修改版
- 5.11 Fisher Transform · Using Fisher Transform Indicator
- 5.12 分型假说, Hurst 指数 · 分形市场假说,一个听起来很美的假说
- 5.13 变点理论 · 变点策略初步
- 5.14 Z-score Model
- Zscore Model Tutorial
- 信用债风险模型初探之:Z-Score Model
- user-defined package
- 5.15 机器学习 · Machine Learning 学习笔记(一) by OTreeWEN
- 5.16 DualTrust 策略和布林强盗策略
- 5.17 卡尔曼滤波
- 5.18 LPPL anti-bubble model
- 今天大盘熔断大跌,后市如何—— based on LPPL anti-bubble model
- 破解股市泡沫之谜——对数周期幂率(LPPL)模型
- 六 大数据模型
- 6.1 市场情绪分析
- 通联情绪指标策略
- 互联网+量化投资 大数据指数手把手
- 6.2 新闻热点
- 如何使用优矿之“新闻热点”?
- 技术分析【3】—— 众星拱月,众口铄金?
- 七 排名选股系统
- 7.1 小市值投资法
- 学习笔记:可模拟(小市值+便宜 的修改版)
- 市值最小300指数
- 流通市值最小股票(新筛选器版)
- 持有市值最小的10只股票
- 10% smallest cap stock
- 7.2 羊驼策略
- 羊驼策略
- 羊驼反转策略(修改版)
- 羊驼反转策略
- 我的羊驼策略,选5只股无脑轮替
- 7.3 低价策略
- 专捡便宜货(新版quartz)
- 策略原理
- 便宜就是 alpha
- 八 轮动模型
- 8.1 大小盘轮动 · 新手上路 -- 二八ETF择时轮动策略2.0
- 8.2 季节性策略
- Halloween Cycle
- Halloween cycle 2
- 夏买电,东买煤?
- 历史的十一月板块涨幅
- 8.3 行业轮动
- 银行股轮动
- 申万二级行业在最近1年、3个月、5个交易日的涨幅统计
- 8.4 主题轮动
- 快速研究主题神器
- recommendation based on subject
- strategy7: recommendation based on theme
- 板块异动类
- 风险因子(离散类)
- 8.5 龙头轮动
- Competitive Securities
- Market Competitiveness
- 主题龙头类
- 九 组合投资
- 9.1 指数跟踪 · [策略] 指数跟踪低成本建仓策略
- 9.2 GMVP · Global Minimum Variance Portfolio (GMVP)
- 9.3 凸优化 · 如何在 Python 中利用 CVXOPT 求解二次规划问题
- 十 波动率
- 10.1 波动率选股 · 风平浪静 风起猪飞
- 10.2 波动率择时
- 基于 VIX 指数的择时策略
- 简单低波动率指数
- 10.3 Arch/Garch 模型 · 如何使用优矿进行 GARCH 模型分析
- 十一 算法交易
- 11.1 VWAP · Value-Weighted Average Price (VWAP)
- 十二 中高频交易
- 12.1 order book 分析 · 基于高频 limit order book 数据的短程价格方向预测—— via multi-class SVM
- 12.2 日内交易 · 大盘日内走势 (for 择时)
- 十三 Alternative Strategy
- 13.1 易经、传统文化 · 老黄历诊股
- 第三部分 基金、利率互换、固定收益类
- 一 分级基金
- “优矿”集思录——分级基金专题
- 基于期权定价的分级基金交易策略
- 基于期权定价的兴全合润基金交易策略
- 二 基金分析
- Alpha 基金“黑天鹅事件” -- 思考以及原因
- 三 债券
- 债券报价中的小陷阱
- 四 利率互换
- Swap Curve Construction
- 中国 Repo 7D 互换的例子
- 第四部分 衍生品相关
- 一 期权数据
- 如何获取期权市场数据快照
- 期权高频数据准备
- 二 期权系列
- [ 50ETF 期权] 1. 历史成交持仓和 PCR 数据
- 【50ETF期权】 2. 历史波动率
- 【50ETF期权】 3. 中国波指 iVIX
- 【50ETF期权】 4. Greeks 和隐含波动率微笑
- 【50ETF期权】 5. 日内即时监控 Greeks 和隐含波动率微笑
- 【50ETF期权】 5. 日内即时监控 Greeks 和隐含波动率微笑
- 三 期权分析
- 【50ETF期权】 期权择时指数 1.0
- 每日期权风险数据整理
- 期权头寸计算
- 期权探秘1
- 期权探秘2
- 期权市场一周纵览
- 基于期权PCR指数的择时策略
- 期权每日成交额PC比例计算
- 四 期货分析
- 【前方高能!】Gifts from Santa Claus——股指期货趋势交易研究