做大盘研究就想出这么个方法，这次研究不够完善，所以见谅，仅作讨论。
600 指数里有很多不同种类的指数，只是希望找出与大盘指数偏离大的指数在进行分析，看是否可以找出超跌的指数并选出指数里的股票提前建仓。
from jqdata import *
##计算聚宽上各个指数与两大指数近五十日涨跌幅的bias
F=get_all_securities(types=['index'], date=None)
total = 0
#装筛选出来的结果
trade_date_length = 100
SHE_better=[]
SHE_worse=[]
SHG_better=[]
SHG_worse=[]
for i in F.index:
#当前指数的近五十日收盘价
data = history(50, '1d', 'close', [i], df=True)
#取涨跌幅
first_of_50_price = data[i][0]
last_of_50_price = data[i][-1]
fluctuation_ratio= (last_of_50_price - first_of_50_price)/first_of_50_price*100
#小数保留两位
fluctuation_ratio = round(fluctuation_ratio,2)
print("000")
print(fluctuation_ratio)
print(i)
#与大盘比较
if "SHG" in i:
print("与上证指数比较")
SHG="000001.XSHG"
first_of_50_price_in_SHG = history(50, '1d', 'close', [SHG], df=True)[SHG][0]
last_of_50_price_in_SHG = history(50, '1d', 'close', [SHG], df=True)[SHG][-1]
fluctuation_ratio_SHG= (last_of_50_price_in_SHG - first_of_50_price_in_SHG)/first_of_50_price_in_SHG*100
fluctuation_ratio_SHG = round(fluctuation_ratio_SHG,2)
if fluctuation_ratio-fluctuation_ratio_SHG > 3:
print(fluctuation_ratio_SHG)
print(fluctuation_ratio)
o = i+str(fluctuation_ratio)
SHG_better.append(o)
if fluctuation_ratio-fluctuation_ratio_SHG < -3:
print(i+"bad")
print(fluctuation_ratio)
o = i+str(fluctuation_ratio)
SHG_worse.append(o)
elif "SHE" in i:
print("与深证指数比较")
SHE="399001.XSHE"
first_of_50_price_in_SHE = history(50, '1d', 'close', [SHE], df=True)[SHE][0]
last_of_50_price_in_SHE = history(50, '1d', 'close', [SHE], df=True)[SHE][-1]
fluctuation_ratio_SHE= (last_of_50_price_in_SHE - first_of_50_price_in_SHE)/first_of_50_price_in_SHE*100
fluctuation_ratio_SHE = round(fluctuation_ratio_SHE,2)
if fluctuation_ratio-fluctuation_ratio_SHE > 3:
o = i+str(fluctuation_ratio)
SHE_better.append(o)
if fluctuation_ratio-fluctuation_ratio_SHE <-3:
o = i+str(fluctuation_ratio)
SHE_worse.append(o)
else:
print("与大盘比较时出错")
##个例取值观察
# total +=1
000 13.67 000001.XSHG 与上证指数比较 000 13.69 000002.XSHG 与上证指数比较 000 6.65 000003.XSHG 与上证指数比较 000003.XSHGbad 6.65 000 12.17 000004.XSHG 与上证指数比较 000 20.38 000005.XSHG 与上证指数比较 13.67 20.38 000 6.19 000006.XSHG 与上证指数比较 000006.XSHGbad 6.19 000 10.67 000007.XSHG 与上证指数比较 000 15.84 000008.XSHG 与上证指数比较 000 12.65 000009.XSHG 与上证指数比较 000 15.46 000010.XSHG 与上证指数比较 000 8.06 000011.XSHG 与上证指数比较 000011.XSHGbad 8.06 000 1.19 000012.XSHG 与上证指数比较 000012.XSHGbad 1.19 000 1.42 000013.XSHG 与上证指数比较 000013.XSHGbad 1.42 000 11.03 000015.XSHG 与上证指数比较 000 14.71 000016.XSHG 与上证指数比较 000 13.69 000017.XSHG 与上证指数比较 000 18.75 000018.XSHG 与上证指数比较 13.67 18.75 000 12.84 000019.XSHG 与上证指数比较 000 12.97 000020.XSHG 与上证指数比较 000 12.79 000021.XSHG 与上证指数比较 000 1.4 000022.XSHG 与上证指数比较 000022.XSHGbad 1.4 000 6.47 000025.XSHG 与上证指数比较 000025.XSHGbad 6.47 000 9.21 000026.XSHG 与上证指数比较 000026.XSHGbad 9.21 000 14.59 000027.XSHG 与上证指数比较 000 15.23 000028.XSHG 与上证指数比较 000 11.5 000029.XSHG 与上证指数比较 000 18.14 000030.XSHG 与上证指数比较 13.67 18.14 000 13.53 000031.XSHG 与上证指数比较 000 7.75 000032.XSHG 与上证指数比较 000032.XSHGbad 7.75 000 13.85 000033.XSHG 与上证指数比较 000 9.98 000034.XSHG 与上证指数比较 000034.XSHGbad 9.98 000 12.32 000035.XSHG 与上证指数比较 000 18.42 000036.XSHG 与上证指数比较 13.67 18.42 000 6.6 000037.XSHG 与上证指数比较 000037.XSHGbad 6.6 000 16.25 000038.XSHG 与上证指数比较 000 21.85 000039.XSHG 与上证指数比较 13.67 21.85 000 25.62 000040.XSHG 与上证指数比较 13.67 25.62 000 8.04 000041.XSHG 与上证指数比较 000041.XSHGbad 8.04 000 11.82 000042.XSHG 与上证指数比较 000 13.83 000043.XSHG 与上证指数比较 000 16.84 000044.XSHG 与上证指数比较 13.67 16.84 000 13.62 000045.XSHG 与上证指数比较 000 15.45 000046.XSHG 与上证指数比较 000 15.07 000047.XSHG 与上证指数比较 000 12.95 000048.XSHG 与上证指数比较 000 18.54 000049.XSHG 与上证指数比较 13.67 18.54 000 13.33 000050.XSHG 与上证指数比较 000 16.39 000051.XSHG 与上证指数比较 000 12.05 000052.XSHG 与上证指数比较 000 12.91 000053.XSHG 与上证指数比较 000 14.62 000054.XSHG 与上证指数比较 000 19.26 000055.XSHG 与上证指数比较 13.67 19.26 000 15.08 000056.XSHG 与上证指数比较 000 14.56 000057.XSHG 与上证指数比较 000 11.6 000058.XSHG 与上证指数比较 000 17.33 000059.XSHG 与上证指数比较 13.67 17.33 000 13.74 000060.XSHG 与上证指数比较 000 1.56 000061.XSHG 与上证指数比较 000061.XSHGbad 1.56 000 15.83 000062.XSHG 与上证指数比较 000 15.3 000063.XSHG 与上证指数比较 000 14.51 000064.XSHG 与上证指数比较 000 14.65 000065.XSHG 与上证指数比较 000 11.8 000066.XSHG 与上证指数比较 000 14.13 000067.XSHG 与上证指数比较 000 10.11 000068.XSHG 与上证指数比较 000068.XSHGbad 10.11 000 14.02 000069.XSHG 与上证指数比较 000 7.77 000070.XSHG 与上证指数比较 000070.XSHGbad 7.77 000 12.83 000071.XSHG 与上证指数比较 000 11.7 000072.XSHG 与上证指数比较 000 11.6 000073.XSHG 与上证指数比较 000 16.57 000074.XSHG 与上证指数比较 000 5.37 000075.XSHG 与上证指数比较 000075.XSHGbad 5.37 000 18.02 000076.XSHG 与上证指数比较 13.67 18.02 000 22.4 000077.XSHG 与上证指数比较 13.67 22.4 000 27.83 000078.XSHG 与上证指数比较 13.67 27.83 000 11.67 000079.XSHG 与上证指数比较 000 14.57 000090.XSHG 与上证指数比较 000 12.57 000091.XSHG 与上证指数比较 000 11.32 000092.XSHG 与上证指数比较 000 13.38 000093.XSHG 与上证指数比较 000 9.15 000094.XSHG 与上证指数比较 000094.XSHGbad 9.15 000 12.46 000095.XSHG 与上证指数比较 000 16.18 000096.XSHG 与上证指数比较 000 18.08 000097.XSHG 与上证指数比较 13.67 18.08 000 12.2 000098.XSHG 与上证指数比较 000 14.07 000099.XSHG 与上证指数比较 000 12.44 000100.XSHG 与上证指数比较 000 1.33 000101.XSHG 与上证指数比较 000101.XSHGbad 1.33 000 13.58 000102.XSHG 与上证指数比较 000 9.41 000103.XSHG 与上证指数比较 000103.XSHGbad 9.41 000 6.22 000104.XSHG 与上证指数比较 000104.XSHGbad 6.22 000 13.05 000105.XSHG 与上证指数比较 000 12.81 000106.XSHG 与上证指数比较 000 8.96 000107.XSHG 与上证指数比较 000107.XSHGbad 8.96 000 17.88 000108.XSHG 与上证指数比较 13.67 17.88 000 5.2 000109.XSHG 与上证指数比较 000109.XSHGbad 5.2 000 16.99 000110.XSHG 与上证指数比较 13.67 16.99 000 22.5 000111.XSHG 与上证指数比较 13.67 22.5 000 19.72 000112.XSHG 与上证指数比较 13.67 19.72 000 10.47 000113.XSHG 与上证指数比较 000113.XSHGbad 10.47 000 12.54 000114.XSHG 与上证指数比较 000 12.44 000115.XSHG 与上证指数比较 000 0.75 000116.XSHG 与上证指数比较 000116.XSHGbad 0.75 000 10.12 000117.XSHG 与上证指数比较 000117.XSHGbad 10.12 000 12.1 000118.XSHG 与上证指数比较 000 12.33 000119.XSHG 与上证指数比较 000 12.96 000120.XSHG 与上证指数比较 000 5.9 000121.XSHG 与上证指数比较 000121.XSHGbad 5.9 000 10.5 000122.XSHG 与上证指数比较 000122.XSHGbad 10.5 000 16.81 000123.XSHG 与上证指数比较 13.67 16.81 000 15.11 000125.XSHG 与上证指数比较 000 15.4 000126.XSHG 与上证指数比较 000 12.07 000128.XSHG 与上证指数比较 000 14.3 000129.XSHG 与上证指数比较 000 11.49 000130.XSHG 与上证指数比较 000 20.44 000131.XSHG 与上证指数比较 13.67 20.44 000 11.4 000132.XSHG 与上证指数比较 000 10.85 000133.XSHG 与上证指数比较 000 12.76 000134.XSHG 与上证指数比较 000 21.29 000135.XSHG 与上证指数比较 13.67 21.29 000 9.57 000136.XSHG 与上证指数比较 000136.XSHGbad 9.57 000 14.72 000137.XSHG 与上证指数比较 000 8.86 000138.XSHG 与上证指数比较 000138.XSHGbad 8.86 000 10.47 000139.XSHG 与上证指数比较 000139.XSHGbad 10.47 000 13.97 000141.XSHG 与上证指数比较 000 11.43 000142.XSHG 与上证指数比较 000 11.45 000145.XSHG 与上证指数比较 000 16.03 000146.XSHG 与上证指数比较 000 10.94 000147.XSHG 与上证指数比较 000 15.94 000148.XSHG 与上证指数比较 000 12.1 000149.XSHG 与上证指数比较 000 12.27 000150.XSHG 与上证指数比较 000 10.56 000151.XSHG 与上证指数比较 000151.XSHGbad 10.56 000 8.45 000152.XSHG 与上证指数比较 000152.XSHGbad 8.45 000 18.35 000153.XSHG 与上证指数比较 13.67 18.35 000 15.73 000155.XSHG 与上证指数比较 000 13.17 000158.XSHG 与上证指数比较 000 14.86 000159.XSHG 与上证指数比较 000 9.03 000160.XSHG 与上证指数比较 000160.XSHGbad 9.03 000 16.11 000161.XSHG 与上证指数比较 000 19.06 000162.XSHG 与上证指数比较 13.67 19.06 000 16.07 000171.XSHG 与上证指数比较 000 nan 000188.XSHG 与上证指数比较 000 16.46 000300.XSHG 与上证指数比较 000 11.26 000801.XSHG 与上证指数比较 000 13.55 000802.XSHG 与上证指数比较 000 14.63 000803.XSHG 与上证指数比较 000 12.94 000804.XSHG 与上证指数比较 000 12.47 000805.XSHG 与上证指数比较 000 17.2 000806.XSHG 与上证指数比较 13.67 17.2 000 21.13 000807.XSHG 与上证指数比较 13.67 21.13 000 8.17 000808.XSHG 与上证指数比较 000808.XSHGbad 8.17 000 28.41 000809.XSHG 与上证指数比较 13.67 28.41 000 7.55 000810.XSHG 与上证指数比较 000810.XSHGbad 7.55 000 11.55 000811.XSHG 与上证指数比较 000 16.28 000812.XSHG 与上证指数比较 000 11.41 000813.XSHG 与上证指数比较 000 7.61 000814.XSHG 与上证指数比较 000814.XSHGbad 7.61 000 21.45 000815.XSHG 与上证指数比较 13.67 21.45 000 9.75 000816.XSHG 与上证指数比较 000816.XSHGbad 9.75 000 nan 000817.XSHG 与上证指数比较 000 18.71 000818.XSHG 与上证指数比较 13.67 18.71 000 12.27 000819.XSHG 与上证指数比较 000 11.64 000820.XSHG 与上证指数比较 000 13.37 000821.XSHG 与上证指数比较 000 13.28 000822.XSHG 与上证指数比较 000 12.8 000823.XSHG 与上证指数比较 000 13.74 000824.XSHG 与上证指数比较 000 13.3 000825.XSHG 与上证指数比较 000 15.54 000826.XSHG 与上证指数比较 000 11.02 000827.XSHG 与上证指数比较 000 22.37 000828.XSHG 与上证指数比较 13.67 22.37 000 9.76 000829.XSHG 与上证指数比较 000829.XSHGbad 9.76 000 16.34 000830.XSHG 与上证指数比较 000 10.9 000831.XSHG 与上证指数比较 000 11.72 000832.XSHG 与上证指数比较 000 3.35 000833.XSHG 与上证指数比较 000833.XSHGbad 3.35 000 11.46 000838.XSHG 与上证指数比较 000 13.82 000839.XSHG 与上证指数比较 000 12.31 000840.XSHG 与上证指数比较 000 7.41 000841.XSHG 与上证指数比较 000841.XSHGbad 7.41 000 15.0 000842.XSHG 与上证指数比较 000 18.75 000843.XSHG 与上证指数比较 13.67 18.75 000 15.54 000844.XSHG 与上证指数比较 000 15.04 000846.XSHG 与上证指数比较 000 12.61 000847.XSHG 与上证指数比较 000 24.7 000849.XSHG 与上证指数比较 13.67 24.7 000 nan 000850.XSHG 与上证指数比较 000 17.2 000851.XSHG 与上证指数比较 13.67 17.2 000 12.61 000852.XSHG 与上证指数比较 000 11.58 000853.XSHG 与上证指数比较 000 14.25 000854.XSHG 与上证指数比较 000 15.71 000855.XSHG 与上证指数比较 000 14.06 000856.XSHG 与上证指数比较 000 6.01 000857.XSHG 与上证指数比较 000857.XSHGbad 6.01 000 19.88 000858.XSHG 与上证指数比较 13.67 19.88 000 14.77 000891.XSHG 与上证指数比较 000 12.41 000901.XSHG 与上证指数比较 000 14.93 000902.XSHG 与上证指数比较 000 16.21 000903.XSHG 与上证指数比较 000 17.02 000904.XSHG 与上证指数比较 13.67 17.02 000 14.05 000905.XSHG 与上证指数比较 000 15.88 000906.XSHG 与上证指数比较 000 15.51 000907.XSHG 与上证指数比较 000 7.25 000908.XSHG 与上证指数比较 000908.XSHGbad 7.25 000 11.82 000909.XSHG 与上证指数比较 000 11.06 000910.XSHG 与上证指数比较 000 15.19 000911.XSHG 与上证指数比较 000 26.37 000912.XSHG 与上证指数比较 13.67 26.37 000 8.38 000913.XSHG 与上证指数比较 000913.XSHGbad 8.38 000 17.55 000914.XSHG 与上证指数比较 13.67 17.55 000 28.29 000915.XSHG 与上证指数比较 13.67 28.29 000 27.67 000916.XSHG 与上证指数比较 13.67 27.67 000 5.36 000917.XSHG 与上证指数比较 000917.XSHGbad 5.36 000 17.56 000918.XSHG 与上证指数比较 13.67 17.56 000 12.18 000919.XSHG 与上证指数比较 000 19.26 000920.XSHG 与上证指数比较 13.67 19.26 000 14.53 000921.XSHG 与上证指数比较 000 13.77 000922.XSHG 与上证指数比较 000 1.44 000923.XSHG 与上证指数比较 000923.XSHGbad 1.44 000 11.44 000925.XSHG 与上证指数比较 000 13.83 000926.XSHG 与上证指数比较 000 12.64 000927.XSHG 与上证指数比较 000 8.68 000928.XSHG 与上证指数比较 000928.XSHGbad 8.68 000 12.83 000929.XSHG 与上证指数比较 000 12.09 000930.XSHG 与上证指数比较 000 13.51 000931.XSHG 与上证指数比较 000 22.5 000932.XSHG 与上证指数比较 13.67 22.5 000 7.21 000933.XSHG 与上证指数比较 000933.XSHGbad 7.21 000 17.65 000934.XSHG 与上证指数比较 13.67 17.65 000 24.92 000935.XSHG 与上证指数比较 13.67 24.92 000 25.76 000936.XSHG 与上证指数比较 13.67 25.76 000 7.57 000937.XSHG 与上证指数比较 000937.XSHGbad 7.57 000 13.65 000938.XSHG 与上证指数比较 000 17.35 000939.XSHG 与上证指数比较 13.67 17.35 000 14.45 000940.XSHG 与上证指数比较 000 13.47 000941.XSHG 与上证指数比较 000 19.87 000942.XSHG 与上证指数比较 13.67 19.87 000 7.27 000943.XSHG 与上证指数比较 000943.XSHGbad 7.27 000 10.69 000944.XSHG 与上证指数比较 000 12.88 000945.XSHG 与上证指数比较 000 18.68 000946.XSHG 与上证指数比较 13.67 18.68 000 13.46 000947.XSHG 与上证指数比较 000 9.83 000948.XSHG 与上证指数比较 000948.XSHGbad 9.83 000 14.93 000949.XSHG 与上证指数比较 000 6.35 000950.XSHG 与上证指数比较 000950.XSHGbad 6.35 000 13.41 000951.XSHG 与上证指数比较 000 8.82 000952.XSHG 与上证指数比较 000952.XSHGbad 8.82 000 17.45 000953.XSHG 与上证指数比较 13.67 17.45 000 19.85 000954.XSHG 与上证指数比较 13.67 19.85 000 15.82 000955.XSHG 与上证指数比较 000 16.19 000956.XSHG 与上证指数比较 000 13.05 000957.XSHG 与上证指数比较 000 8.83 000958.XSHG 与上证指数比较 000958.XSHGbad 8.83 000 14.69 000959.XSHG 与上证指数比较 000 15.95 000960.XSHG 与上证指数比较 000 10.54 000961.XSHG 与上证指数比较 000961.XSHGbad 10.54 000 15.1 000962.XSHG 与上证指数比较 000 16.87 000963.XSHG 与上证指数比较 13.67 16.87 000 14.4 000964.XSHG 与上证指数比较 000 13.39 000965.XSHG 与上证指数比较 000 15.42 000966.XSHG 与上证指数比较 000 13.79 000967.XSHG 与上证指数比较 000 16.35 000968.XSHG 与上证指数比较 000 16.58 000969.XSHG 与上证指数比较 000 11.71 000970.XSHG 与上证指数比较 000 16.74 000971.XSHG 与上证指数比较 13.67 16.74 000 15.35 000972.XSHG 与上证指数比较 000 nan 000973.XSHG 与上证指数比较 000 19.37 000974.XSHG 与上证指数比较 13.67 19.37 000 17.73 000975.XSHG 与上证指数比较 13.67 17.73 000 nan 000976.XSHG 与上证指数比较 000 9.94 000977.XSHG 与上证指数比较 000977.XSHGbad 9.94 000 6.46 000978.XSHG 与上证指数比较 000978.XSHGbad 6.46 000 15.51 000979.XSHG 与上证指数比较 000 14.56 000980.XSHG 与上证指数比较 000 14.71 000981.XSHG 与上证指数比较 000 14.23 000982.XSHG 与上证指数比较 000 15.43 000983.XSHG 与上证指数比较 000 16.26 000984.XSHG 与上证指数比较 000 14.93 000985.XSHG 与上证指数比较 000 8.16 000986.XSHG 与上证指数比较 000986.XSHGbad 8.16 000 12.15 000987.XSHG 与上证指数比较 000 12.03 000988.XSHG 与上证指数比较 000 12.05 000989.XSHG 与上证指数比较 000 22.23 000990.XSHG 与上证指数比较 13.67 22.23 000 8.12 000991.XSHG 与上证指数比较 000991.XSHGbad 8.12 000 17.97 000992.XSHG 与上证指数比较 13.67 17.97 000 22.06 000993.XSHG 与上证指数比较 13.67 22.06 000 25.81 000994.XSHG 与上证指数比较 13.67 25.81 000 8.97 000995.XSHG 与上证指数比较 000995.XSHGbad 8.97 000 nan 000996.XSHG 与上证指数比较 000 nan 000997.XSHG 与上证指数比较 000 22.89 000998.XSHG 与上证指数比较 13.67 22.89 000 nan 000999.XSHG 与上证指数比较 000 17.41 399001.XSHE 与深证指数比较 000 17.48 399002.XSHE 与深证指数比较 000 16.64 399003.XSHE 与深证指数比较 000 20.31 399004.XSHE 与深证指数比较 000 15.56 399005.XSHE 与深证指数比较 000 16.27 399006.XSHE 与深证指数比较 000 18.21 399007.XSHE 与深证指数比较 000 15.09 399008.XSHE 与深证指数比较 000 14.69 399009.XSHE 与深证指数比较 000 13.3 399010.XSHE 与深证指数比较 399010.XSHEbad 13.3 000 16.53 399011.XSHE 与深证指数比较 000 15.63 399012.XSHE 与深证指数比较 000 15.79 399013.XSHE 与深证指数比较 000 13.08 399015.XSHE 与深证指数比较 399015.XSHEbad 13.08 000 17.06 399016.XSHE 与深证指数比较 000 14.34 399017.XSHE 与深证指数比较 399017.XSHEbad 14.34 000 15.41 399018.XSHE 与深证指数比较 000 17.89 399050.XSHE 与深证指数比较 000 15.4 399100.XSHE 与深证指数比较 000 13.78 399101.XSHE 与深证指数比较 399101.XSHEbad 13.78 000 14.32 399102.XSHE 与深证指数比较 399102.XSHEbad 14.32 000 14.21 399103.XSHE 与深证指数比较 399103.XSHEbad 14.21 000 14.98 399106.XSHE 与深证指数比较 000 14.98 399107.XSHE 与深证指数比较 000 14.92 399108.XSHE 与深证指数比较 000 32.41 399231.XSHE 与深证指数比较
--------------------------------------------------------------------------- TypeError Traceback (most recent call last) <ipython-input-1-6d7e5f0d4cda> in <module> 50 o = i+str(fluctuation_ratio) 51 SHE_better.append(o) ---> 52 print("better"+fluctuation_ratio) 53 if fluctuation_ratio-fluctuation_ratio_SHE <-3: 54 o = i+str(fluctuation_ratio) TypeError: must be str, not numpy.float64
SHG_better
['000005.XSHG20.38', '000018.XSHG18.75', '000030.XSHG18.14', '000036.XSHG18.42', '000039.XSHG21.85', '000040.XSHG25.62', '000044.XSHG16.84', '000049.XSHG18.54', '000055.XSHG19.26', '000059.XSHG17.33', '000076.XSHG18.02', '000077.XSHG22.4', '000078.XSHG27.83', '000097.XSHG18.08', '000108.XSHG17.88', '000110.XSHG16.99', '000111.XSHG22.5', '000112.XSHG19.72', '000123.XSHG16.81', '000131.XSHG20.44', '000135.XSHG21.29', '000153.XSHG18.35', '000162.XSHG19.06', '000806.XSHG17.2', '000807.XSHG21.13', '000809.XSHG28.41', '000815.XSHG21.45', '000818.XSHG18.71', '000828.XSHG22.37', '000843.XSHG18.75', '000849.XSHG24.7', '000851.XSHG17.2', '000858.XSHG19.88', '000904.XSHG17.02', '000912.XSHG26.37', '000914.XSHG17.55', '000915.XSHG28.29', '000916.XSHG27.67', '000918.XSHG17.56', '000920.XSHG19.26', '000932.XSHG22.5', '000934.XSHG17.65', '000935.XSHG24.92', '000936.XSHG25.76', '000939.XSHG17.35', '000942.XSHG19.87', '000946.XSHG18.68', '000953.XSHG17.45', '000954.XSHG19.85', '000963.XSHG16.87', '000971.XSHG16.74', '000974.XSHG19.37', '000975.XSHG17.73', '000990.XSHG22.23', '000992.XSHG17.97', '000993.XSHG22.06', '000994.XSHG25.81', '000998.XSHG22.89']
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