From 3e58e8ac13b20b2f5c949a9c6a1c4f5f7cd18829 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Wed, 29 Apr 2020 18:35:22 +0800
Subject: [PATCH] add files

---
 .idea/misc.xml                                |    6 +
 .idea/modules.xml                             |    8 +
 .idea/vcs.xml                                 |    6 +
 .idea/workspace.xml                           |  317 +
 README.md                                     |   21 +-
 data/stock_data.csv                           | 6110 +++++++++++++++++
 figure/continue_predict_high_with_pytorch.png |  Bin 0 -> 45110 bytes
 figure/continue_predict_low_with_pytorch.png  |  Bin 0 -> 46060 bytes
 figure/predict_high_with_keras.png            |  Bin 0 -> 43653 bytes
 figure/predict_high_with_pytorch.png          |  Bin 0 -> 39864 bytes
 figure/predict_high_with_tensorflow.png       |  Bin 0 -> 46294 bytes
 figure/predict_low_with_keras.png             |  Bin 0 -> 44056 bytes
 figure/predict_low_with_pytorch.png           |  Bin 0 -> 40615 bytes
 figure/predict_low_with_tensorflow.png        |  Bin 0 -> 48041 bytes
 main.py                                       |  193 +
 model/__init__.py                             |    0
 model/model_keras.py                          |   35 +
 model/model_pytorch.py                        |   98 +
 model/model_tensorflow.py                     |   97 +
 requirements.txt                              |    9 +
 serve.py                                      |   87 +
 test.py                                       |  111 +
 yao-optimizer.iml                             |    9 +
 23 files changed, 7106 insertions(+), 1 deletion(-)
 create mode 100644 .idea/misc.xml
 create mode 100644 .idea/modules.xml
 create mode 100644 .idea/vcs.xml
 create mode 100644 .idea/workspace.xml
 create mode 100644 data/stock_data.csv
 create mode 100644 figure/continue_predict_high_with_pytorch.png
 create mode 100644 figure/continue_predict_low_with_pytorch.png
 create mode 100644 figure/predict_high_with_keras.png
 create mode 100644 figure/predict_high_with_pytorch.png
 create mode 100644 figure/predict_high_with_tensorflow.png
 create mode 100644 figure/predict_low_with_keras.png
 create mode 100644 figure/predict_low_with_pytorch.png
 create mode 100644 figure/predict_low_with_tensorflow.png
 create mode 100644 main.py
 create mode 100644 model/__init__.py
 create mode 100644 model/model_keras.py
 create mode 100644 model/model_pytorch.py
 create mode 100644 model/model_tensorflow.py
 create mode 100644 requirements.txt
 create mode 100644 serve.py
 create mode 100644 test.py
 create mode 100644 yao-optimizer.iml

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new file mode 100644
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new file mode 100644
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diff --git a/README.md b/README.md
index d7095cb..d5f8f84 100644
--- a/README.md
+++ b/README.md
@@ -1,2 +1,21 @@
-# yao-optimizer
+## Predict stock with LSTM
 
+This project includes training and predicting processes with LSTM for stock data. The characteristics is as fellow: 
+
+- Concise and modular
+- Support three mainstream deep learning frameworks of pytorch, keras and tensorflow
+- Parameters, models and frameworks can be highly customized and modified
+- Supports incremental training
+- Support predicting multiple indicators at the same time
+- Support predicting any number of days in the future
+
+
+Chinese introduction can refer to : <https://blog.csdn.net/songyunli1111/article/details/78513811>
+
+
+
+The simultaneous predict results for stock high and low price with pytorch show as follow:
+
+![predict_high_with_pytorch](https://github.com/hichenway/stock_predict_with_LSTM/blob/master/figure/predict_high_with_pytorch.png)
+
+![predict_low_with_pytorch](https://github.com/hichenway/stock_predict_with_LSTM/blob/master/figure/predict_low_with_pytorch.png)
\ No newline at end of file
diff --git a/data/stock_data.csv b/data/stock_data.csv
new file mode 100644
index 0000000..fabeeb0
--- /dev/null
+++ b/data/stock_data.csv
@@ -0,0 +1,6110 @@
+index_code,date,open,close,low,high,volume,money,change
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+sh000001,1996/12/2,1056.68,1134.52,1056.68,1134.9,20411528000,16747284800,0.098330026
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+sh000001,1998/7/7,1313.65,1324.4,1307.91,1324.41,3515220000,3019955200,0.006933885
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+sh000001,1999/1/4,1144.89,1125.82,1124.21,1144.89,2339517000,1162131200,-0.018208773
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+sh000001,2002/10/9,1570.65,1535.37,1534.91,1571.52,16939411000,7573820100,-0.017671258
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+sh000001,2002/10/22,1525.08,1548.1,1525.07,1553.87,6481899000,5563652400,0.01519414
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+sh000001,2002/11/1,1507.38,1510.76,1498.21,1511.1,3581796000,3149422200,0.002162521
+sh000001,2002/11/4,1516.22,1531.84,1515.07,1532.23,4908305000,4342407900,0.013953242
+sh000001,2002/11/5,1533.81,1558.24,1532.29,1565.23,11900345000,10528073700,0.017234176
+sh000001,2002/11/6,1558.91,1552.56,1548.73,1559.23,6479494000,6151167800,-0.003645138
+sh000001,2002/11/7,1554.04,1554.24,1546.27,1559.82,6406282000,5551289100,0.001082084
+sh000001,2002/11/8,1570,1522.19,1517.39,1573.1,9401244000,7541349200,-0.020621011
+sh000001,2002/11/11,1519.6,1504.4,1501.99,1526.13,4398727000,3855845300,-0.011687109
+sh000001,2002/11/12,1504.58,1485.91,1481.16,1517.72,8063700000,6212785700,-0.012290614
+sh000001,2002/11/13,1483.71,1490.46,1461.26,1491.24,6400307000,5324174400,0.003062097
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+sh000001,2002/11/15,1455.98,1463.69,1451.39,1481.22,6004439000,5275652500,0.001978368
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+sh000001,2002/11/19,1450.7,1462.17,1441.73,1464.76,4228377000,3710422800,0.007496779
+sh000001,2002/11/20,1459.21,1425.84,1423.8,1459.21,5693872000,4812460600,-0.024846632
+sh000001,2002/11/21,1421.23,1390.63,1389.29,1421.23,6827937000,5483245200,-0.024694215
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+sh000001,2002/11/27,1365.82,1378.75,1353.14,1384,7257236000,5332974800,0.005528126
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+sh000001,2002/12/3,1391.72,1408.84,1388.51,1409.89,5220099000,4218664700,0.009429095
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+sh000001,2002/12/12,1378.82,1383.91,1378.81,1399.77,4379944000,3791909400,0.003415023
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+sh000001,2002/12/17,1409.17,1416.1,1403.58,1418.21,5818918000,4765673100,0.005381535
+sh000001,2002/12/18,1416.67,1411.72,1409.84,1424.48,6354158000,5286673500,-0.003093002
+sh000001,2002/12/19,1411.28,1413.6,1402.64,1414.29,4825848000,4208861800,0.001331709
+sh000001,2002/12/20,1414.35,1427.94,1410.46,1431.36,6343387000,5348770300,0.010144312
+sh000001,2002/12/23,1429.95,1430.2,1429.29,1439.85,6385503000,5474167500,0.0015827
+sh000001,2002/12/24,1429.53,1430.83,1420.38,1431.12,5306865000,4605115500,0.000440498
+sh000001,2002/12/25,1431.59,1421.52,1420.93,1433.79,5434681000,4680032400,-0.006506713
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+sh000001,2003/1/2,1347.43,1320.63,1317.47,1351.34,5065689000,3883362100,-0.027267705
+sh000001,2003/1/3,1317.58,1319.87,1312.8,1323.63,3649264000,2723884200,-0.000575483
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+sh000001,2003/1/7,1335.63,1332.06,1326.19,1346.82,6547075000,4412252200,-0.001963017
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+sh000001,2003/1/9,1374.62,1397.38,1365.37,1402.29,16185726000,11212998100,0.018446581
+sh000001,2003/1/10,1398.38,1384.86,1384.63,1411.37,14639156000,10557969800,-0.008959624
+sh000001,2003/1/13,1381.87,1386.31,1378.65,1391.19,7876154000,5873750500,0.001047037
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+sh000001,2003/1/16,1458.87,1485.62,1454.55,1486.06,21343311000,15741847000,0.017603704
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+sh000001,2003/1/29,1501.29,1499.82,1498.37,1508.59,9905541000,8114116700,-0.000546434
+sh000001,2003/2/10,1499.17,1480.17,1477.52,1499.64,6672527000,5042780400,-0.013101572
+sh000001,2003/2/11,1478.05,1492.76,1476.87,1492.89,5374874000,4380750100,0.00850578
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+sh000001,2003/2/14,1503.37,1510.95,1500.98,1515.26,8174311000,6995609000,0.004393953
+sh000001,2003/2/17,1510.64,1496.52,1490.92,1514.64,9384170000,7749922200,-0.009550283
+sh000001,2003/2/18,1495.14,1496.47,1488.83,1500.29,6594281000,5473906800,-3.34E-05
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+sh000001,2003/2/21,1508.08,1478.87,1476.42,1508.13,9751429000,7980211200,-0.020284997
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+sh000001,2003/2/25,1481.11,1511.28,1481.11,1511.65,9689512000,8477911400,0.019798372
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+sh000001,2003/2/27,1514.02,1513.7,1508.75,1524.75,7603759000,6662132600,0.000343647
+sh000001,2003/2/28,1512.87,1511.93,1501.42,1514.5,6465782000,5963188600,-0.00116932
+sh000001,2003/3/3,1511.59,1525.48,1511.05,1525.7,8775379000,8064160700,0.008962055
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+sh000001,2003/3/10,1492.21,1468.92,1467.64,1496.16,7470473000,6220774400,-0.016187906
+sh000001,2003/3/11,1467.55,1469.55,1463.58,1473.96,5155646000,4598943700,0.000428887
+sh000001,2003/3/12,1468.75,1475.01,1458.5,1475.29,5293373000,4574538800,0.003715423
+sh000001,2003/3/13,1475.04,1464.65,1463.33,1477.86,5328616000,4667211700,-0.007023681
+sh000001,2003/3/14,1464.99,1466.04,1461.35,1471.5,4847301000,4276278200,0.000949032
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+sh000001,2003/3/25,1478.05,1462.4,1461.75,1478.41,5722314000,4974811800,-0.010400807
+sh000001,2003/3/26,1461.32,1456.27,1452.89,1465.43,5582878000,4953536100,-0.00419174
+sh000001,2003/3/27,1455.44,1499.35,1447.01,1507.67,13495381000,10967467900,0.029582426
+sh000001,2003/3/28,1498.46,1491.94,1488.6,1508.26,13165153000,11082297400,-0.004942142
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+sh000001,2003/4/1,1513,1522.55,1508.84,1525.24,13331738000,11606546800,0.007924109
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+sh000001,2003/4/7,1521.9,1515.13,1512.5,1530.37,11865767000,9653115400,-0.003944436
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+sh000001,2003/4/9,1519.99,1543.67,1510.34,1545.34,28844480000,18579366400,0.015205024
+sh000001,2003/4/10,1546.51,1551.18,1541.29,1559.87,31617163000,24850131400,0.004865029
+sh000001,2003/4/11,1552,1576.86,1548.53,1581.7,29422313000,22233283000,0.016555139
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+sh000001,2003/4/15,1619.95,1631.47,1606.73,1632.09,32116771000,27446242400,0.00952929
+sh000001,2003/4/16,1633.53,1606.24,1598.83,1649.6,39099127000,33015484400,-0.015464581
+sh000001,2003/4/17,1606.23,1613.6,1595.63,1621.23,28400576000,22997552000,0.00458213
+sh000001,2003/4/18,1616.91,1603.08,1596.67,1620.81,24447294000,19536118600,-0.006519584
+sh000001,2003/4/21,1598.5,1571.71,1557.12,1598.58,21553215000,17399156300,-0.01956858
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+sh000001,2003/4/28,1483.47,1537.69,1473.27,1538.59,23881942000,19275407000,0.033984467
+sh000001,2003/4/29,1535.88,1509.31,1508.32,1535.88,18539429000,15653447100,-0.018456256
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+sh000001,2003/5/12,1522.98,1531.87,1511.87,1536.89,15497409000,13076392200,0.006855348
+sh000001,2003/5/13,1533.08,1485.31,1481.75,1534.8,22539507000,17609896900,-0.030394224
+sh000001,2003/5/14,1480.11,1522.92,1477.25,1523.32,18176061000,13519935600,0.025321313
+sh000001,2003/5/15,1524.5,1555.29,1516.43,1555.56,22898624000,18266327500,0.02125522
+sh000001,2003/5/16,1555.91,1554.45,1543.17,1560.72,16035489000,13674729200,-0.000540092
+sh000001,2003/5/19,1557.29,1555.45,1546.75,1563.11,13477658000,11261229800,0.000643314
+sh000001,2003/5/20,1553.69,1535.52,1530.67,1553.85,11330971000,9169082100,-0.012813012
+sh000001,2003/5/21,1534.6,1533.48,1530.05,1547.31,9087032000,7594697400,-0.00132854
+sh000001,2003/5/22,1532.19,1546.11,1522.19,1546.39,9593903000,8130460700,0.008236169
+sh000001,2003/5/23,1547.16,1560.96,1547.09,1571.69,18271094000,15318020500,0.00960475
+sh000001,2003/5/26,1563.21,1569.51,1561.04,1574.39,15253620000,12322333200,0.005477399
+sh000001,2003/5/27,1572.31,1568.34,1558.13,1575.63,14119050000,11943883600,-0.000745456
+sh000001,2003/5/28,1569.33,1551.81,1549.06,1576.62,15015503000,12327754800,-0.010539806
+sh000001,2003/5/29,1549.05,1568.16,1543.34,1568.54,14814318000,13201451400,0.010536084
+sh000001,2003/5/30,1570.92,1576.26,1567.28,1581.61,16146876000,14361624600,0.005165289
+sh000001,2003/6/2,1577.99,1576.53,1564.61,1578.87,11668304000,10435779800,0.000171292
+sh000001,2003/6/3,1577.08,1562.24,1561.08,1582.41,11103011000,9857029200,-0.009064211
+sh000001,2003/6/4,1560.67,1574.11,1546.62,1574.77,14275344000,11358710300,0.007598064
+sh000001,2003/6/5,1575.31,1556.25,1555.45,1575.64,11849874000,9372022800,-0.011346094
+sh000001,2003/6/6,1553.2,1538.92,1538.1,1557.76,10520041000,8939566300,-0.011135743
+sh000001,2003/6/9,1536.27,1530.22,1527.84,1548.14,9827438000,7675308800,-0.005653315
+sh000001,2003/6/10,1529.53,1538.76,1529.52,1541.39,6790688000,5763121200,0.005580897
+sh000001,2003/6/11,1540.72,1565.84,1540.7,1566.9,13117542000,9219856200,0.017598586
+sh000001,2003/6/12,1566.92,1562.11,1556.53,1569.13,8207297000,6731850700,-0.002382108
+sh000001,2003/6/13,1562.61,1566.77,1560.3,1572.41,9681259000,7773022500,0.002983145
+sh000001,2003/6/16,1568.19,1559.71,1555.37,1569.55,8040941000,6785720400,-0.004506086
+sh000001,2003/6/17,1559.12,1557.18,1552.43,1564.95,7191659000,6256299100,-0.001622096
+sh000001,2003/6/18,1556.89,1553.88,1552.83,1565.92,8728932000,6960588600,-0.002119216
+sh000001,2003/6/19,1554.02,1538.75,1530.38,1557.38,9937412000,7680199300,-0.009736917
+sh000001,2003/6/20,1537.5,1529.47,1528.3,1542.42,6648795000,5497994800,-0.006030869
+sh000001,2003/6/23,1524.58,1511.37,1509.43,1524.91,7339544000,5783696000,-0.011834165
+sh000001,2003/6/24,1509.11,1512.43,1504.72,1515.84,6369449000,5143549600,0.00070135
+sh000001,2003/6/25,1512.49,1502.08,1498.96,1515.92,6822326000,5521081400,-0.006843292
+sh000001,2003/6/26,1500.34,1515.38,1486.08,1517.21,9300099000,7819104600,0.008854389
+sh000001,2003/6/27,1516.81,1497.05,1494.45,1516.87,7687069000,6391161400,-0.012095976
+sh000001,2003/6/30,1493.69,1486.02,1483.69,1500.97,5780420000,4709755300,-0.007367823
+sh000001,2003/7/1,1485.52,1484.7,1482.82,1502.57,6633158000,5431241100,-0.000888279
+sh000001,2003/7/2,1485.45,1499.68,1477.87,1499.97,6749176000,5600177200,0.01008958
+sh000001,2003/7/3,1501.9,1504.44,1497.74,1507.71,6513916000,5884867300,0.00317401
+sh000001,2003/7/4,1504.6,1502.35,1497.46,1510.17,6312989000,5511205800,-0.001389221
+sh000001,2003/7/7,1500.85,1501.48,1490.97,1503.81,5951198000,5218392700,-0.000579093
+sh000001,2003/7/8,1501.62,1512.02,1500.98,1513.55,6519082000,5518777300,0.007019741
+sh000001,2003/7/9,1512.34,1503.31,1499.34,1513.28,5481261000,4668417800,-0.005760506
+sh000001,2003/7/10,1503.51,1531.93,1501.71,1532.19,13329220000,11007500900,0.01903799
+sh000001,2003/7/11,1532.64,1528.85,1523.24,1535.98,8742444000,7879258300,-0.002010536
+sh000001,2003/7/14,1528.39,1521.41,1519.12,1529.33,6120113000,5530841400,-0.004866403
+sh000001,2003/7/15,1521.56,1525.44,1516.89,1531,7112901000,6279063100,0.002648859
+sh000001,2003/7/16,1525.5,1529.49,1520.41,1529.82,7085177000,6059993800,0.002654972
+sh000001,2003/7/17,1529.97,1539.36,1529.36,1540.19,12873545000,10785932600,0.006453131
+sh000001,2003/7/18,1539.05,1507.16,1506.49,1539.06,11380175000,9507637300,-0.020917784
+sh000001,2003/7/21,1501.39,1495.89,1483.57,1504.71,10109184000,8170413600,-0.00747764
+sh000001,2003/7/22,1499.89,1498.49,1485.46,1510.31,8850905000,7503321500,0.001738096
+sh000001,2003/7/23,1499.31,1502.15,1491.66,1505.31,6846210000,5782129200,0.002442459
+sh000001,2003/7/24,1503.06,1493.45,1491.2,1503.38,6494278000,5308249000,-0.005791699
+sh000001,2003/7/25,1494.58,1477.65,1471.29,1502.64,14458264000,9167774200,-0.010579531
+sh000001,2003/7/28,1474.74,1470.39,1464.87,1474.74,6522745000,4889320300,-0.004913207
+sh000001,2003/7/29,1470.39,1477.3,1469.93,1480.58,5497814000,4320293300,0.004699433
+sh000001,2003/7/30,1477.41,1479.65,1468.82,1483.07,6552081000,4799666100,0.00159074
+sh000001,2003/7/31,1480.01,1476.74,1474.14,1482.6,5565849000,4421883100,-0.001966681
+sh000001,2003/8/1,1476.47,1476.97,1464.98,1478.36,6298086000,5162564800,0.000155748
+sh000001,2003/8/4,1476.82,1494.37,1471.89,1494.42,7451970000,6153817200,0.011780876
+sh000001,2003/8/5,1494.49,1494.31,1488.97,1497.01,5691341000,4665759200,-4.02E-05
+sh000001,2003/8/6,1493.03,1486.25,1482.69,1493.39,5508649000,4448954500,-0.005393794
+sh000001,2003/8/7,1485.74,1487.37,1485.06,1497.1,5672163000,4594459600,0.000753574
+sh000001,2003/8/8,1487.17,1471.27,1468.44,1487.41,7130078000,5593953400,-0.010824475
+sh000001,2003/8/11,1469.26,1474.41,1462.72,1474.72,4533118000,3638653800,0.002134211
+sh000001,2003/8/12,1473.99,1479.28,1472.39,1484.59,4075157000,3366786600,0.003303016
+sh000001,2003/8/13,1479.67,1465.83,1465.06,1481.12,4722499000,3832808700,-0.009092261
+sh000001,2003/8/14,1464.38,1455.9,1451.61,1475.02,7064504000,6022836900,-0.006774319
+sh000001,2003/8/15,1454.68,1450.2,1447.11,1457.63,6682511000,5501424400,-0.003915104
+sh000001,2003/8/18,1449.67,1445.09,1442.48,1451.67,4995868000,3794832400,-0.003523652
+sh000001,2003/8/19,1444.66,1449.71,1444.23,1453.45,4658548000,3740258100,0.003197033
+sh000001,2003/8/20,1449.5,1441.66,1432.75,1450.47,5563704000,4274520600,-0.005552835
+sh000001,2003/8/21,1441.78,1441.09,1434.31,1442.86,5794253000,4459391200,-0.000395378
+sh000001,2003/8/22,1438.79,1438.88,1436.9,1446.28,5118951000,4231810100,-0.001533561
+sh000001,2003/8/25,1434.21,1422.18,1419.26,1434.21,5632052000,4526771700,-0.011606249
+sh000001,2003/8/26,1420.85,1425.21,1417.83,1428.41,4924593000,3931834800,0.002130532
+sh000001,2003/8/27,1425.15,1425.36,1420.35,1432.35,4446615000,3588760800,0.000105248
+sh000001,2003/8/28,1425.73,1415.69,1414.88,1428.35,4748495000,4064544900,-0.006784251
+sh000001,2003/8/29,1414.41,1421.98,1406.68,1422.35,5714023000,4651512200,0.004443063
+sh000001,2003/9/1,1423.35,1449.82,1420.12,1450.04,8989750000,7521634500,0.019578334
+sh000001,2003/9/2,1450.51,1446.51,1442.01,1456.55,8981599000,8253647500,-0.002283042
+sh000001,2003/9/3,1446.28,1447.85,1438.69,1451.23,7372544000,6436390500,0.000926368
+sh000001,2003/9/4,1447.77,1447.43,1443.38,1453.43,7245873000,6053828700,-0.000290085
+sh000001,2003/9/5,1446.94,1431.53,1424.17,1446.98,8093249000,6868727900,-0.010984987
+sh000001,2003/9/8,1429.46,1425.73,1421.14,1429.56,6056046000,4938645000,-0.004051609
+sh000001,2003/9/9,1424.69,1420.07,1414.88,1429.71,6255375000,4910830000,-0.003969896
+sh000001,2003/9/10,1419.52,1423.18,1415.72,1424.77,5064554000,4221440600,0.002190033
+sh000001,2003/9/11,1422.9,1423.96,1421.82,1429.56,4372182000,3698296700,0.000548068
+sh000001,2003/9/12,1426.34,1409.16,1407.95,1426.81,10065167000,7723812500,-0.01039355
+sh000001,2003/9/15,1407.81,1397.54,1394.27,1416.08,7086654000,5490225200,-0.008246047
+sh000001,2003/9/16,1396.75,1406.1,1389.49,1406.72,6664018000,5166491000,0.006125048
+sh000001,2003/9/17,1406.25,1389.82,1386.78,1406.37,6088602000,4689274300,-0.011578124
+sh000001,2003/9/18,1388.09,1390.49,1383.4,1395.2,5806954000,4463281900,0.000482077
+sh000001,2003/9/19,1390.84,1391.37,1383.72,1395.6,5498417000,4206400700,0.00063287
+sh000001,2003/9/22,1392.9,1381.44,1378.32,1395.07,4888187000,3898377900,-0.007136851
+sh000001,2003/9/23,1380.85,1390.17,1372.85,1390.35,5968934000,4643057200,0.006319493
+sh000001,2003/9/24,1391.4,1394.23,1386.79,1396.95,5919522000,4575963800,0.002920506
+sh000001,2003/9/25,1394.49,1376.29,1374.79,1394.74,4780969000,3790629100,-0.012867317
+sh000001,2003/9/26,1374.6,1370.84,1367.75,1377.87,4542889000,3656181300,-0.003959921
+sh000001,2003/9/29,1369.44,1355.34,1353.25,1369.48,4879508000,3754180500,-0.011306936
+sh000001,2003/9/30,1354.65,1367.16,1348.22,1371.07,6059607000,4514469200,0.008721059
+sh000001,2003/10/8,1366.2,1371.69,1359.5,1373.08,4324805000,3015619100,0.003313438
+sh000001,2003/10/9,1371.68,1369.17,1367.65,1379.99,5569159000,3687240600,-0.00183715
+sh000001,2003/10/10,1369,1404.01,1367.11,1406,12611992000,8584679500,0.025446073
+sh000001,2003/10/13,1405.33,1399.66,1397.69,1411.88,8464995000,6112852800,-0.003098269
+sh000001,2003/10/14,1399.84,1388.17,1382.48,1400.75,6367490000,4539976700,-0.008209137
+sh000001,2003/10/15,1388.25,1383.1,1380.81,1401.54,6710173000,4772951000,-0.00365229
+sh000001,2003/10/16,1381.46,1365.51,1362.98,1382.53,5858875000,4463240900,-0.012717808
+sh000001,2003/10/17,1365.31,1370.58,1362.42,1375.66,5285548000,3893038800,0.003712898
+sh000001,2003/10/20,1369.71,1359.5,1355.55,1370.49,5357229000,3759461600,-0.008084169
+sh000001,2003/10/21,1359.51,1364.3,1350.21,1364.61,6978882000,4787531300,0.00353071
+sh000001,2003/10/22,1366.11,1398.01,1363.09,1403.1,14991770000,10377948300,0.024708642
+sh000001,2003/10/23,1398.59,1386.65,1384.64,1407.39,10067611000,7122411400,-0.008125836
+sh000001,2003/10/24,1385.9,1381.83,1376.71,1389.88,8802022000,6222542400,-0.003476003
+sh000001,2003/10/27,1381.84,1369.46,1361.19,1383.6,7986507000,5789548900,-0.008951897
+sh000001,2003/10/28,1366,1369.33,1356.49,1382.6,10144264000,6789754800,-9.49E-05
+sh000001,2003/10/29,1372.35,1361.49,1344.42,1375.91,13159073000,9378462700,-0.005725428
+sh000001,2003/10/30,1360.02,1344.63,1340.29,1360.07,8787059000,5985314900,-0.012383492
+sh000001,2003/10/31,1341.5,1348.3,1334.78,1364.66,9987478000,6598744700,0.002729375
+sh000001,2003/11/3,1346.48,1364.06,1339.96,1367.34,10537930000,6758509800,0.011688793
+sh000001,2003/11/4,1363.96,1389.55,1363.9,1412.91,23878401000,15740351600,0.018686861
+sh000001,2003/11/5,1389.72,1385.11,1375.99,1396.86,14604982000,9346963500,-0.003195279
+sh000001,2003/11/6,1384.67,1356.79,1351.1,1385.84,16505217000,10778479900,-0.02044603
+sh000001,2003/11/7,1353.43,1335.21,1323.12,1353.45,14484250000,9370418500,-0.015905188
+sh000001,2003/11/10,1330.96,1340.1,1322.05,1340.87,8309790000,5548321500,0.003662345
+sh000001,2003/11/11,1340.32,1343.62,1331.12,1350.39,9039080000,5906508400,0.00262667
+sh000001,2003/11/12,1341.57,1317.79,1316.85,1341.58,9514887000,6200651600,-0.019224185
+sh000001,2003/11/13,1313.93,1319.61,1307.4,1324.98,8370391000,5456608500,0.0013811
+sh000001,2003/11/14,1318.72,1331.05,1312.79,1331.42,7507954000,4940258700,0.008669228
+sh000001,2003/11/17,1330.49,1328.1,1323.68,1333.41,5861500000,3907009500,-0.002216295
+sh000001,2003/11/18,1334.65,1316.56,1314.99,1336.1,14755359000,9385899800,-0.008689105
+sh000001,2003/11/19,1313.84,1338.87,1312.56,1341.56,10208003000,6767137500,0.016945677
+sh000001,2003/11/20,1338.6,1376.51,1336.14,1377.12,20390415000,13279890900,0.02811326
+sh000001,2003/11/21,1379.94,1361.56,1359.9,1394.57,20088345000,13213181200,-0.0108608
+sh000001,2003/11/24,1360.33,1404.01,1360.23,1404.25,18450591000,12336724800,0.031177473
+sh000001,2003/11/25,1407.76,1408.42,1400.9,1423.58,25213533000,17502878800,0.003141003
+sh000001,2003/11/26,1407.3,1411.91,1398.03,1413.77,16574547000,11468125200,0.002477954
+sh000001,2003/11/27,1412.31,1389.1,1387.79,1415.74,14961349000,10217130300,-0.016155421
+sh000001,2003/11/28,1388.31,1397.23,1385.82,1401.46,12004909000,8451705700,0.00585271
+sh000001,2003/12/1,1398.71,1432.7,1398.71,1432.82,18134167000,12584203000,0.025385942
+sh000001,2003/12/2,1437.24,1435.31,1430.24,1444.57,19446542000,13336005100,0.001821735
+sh000001,2003/12/3,1434.7,1445.03,1424.35,1462.07,21456555000,14797767700,0.006772056
+sh000001,2003/12/4,1445.4,1452.81,1440.82,1454.32,18295454000,13368887000,0.005383971
+sh000001,2003/12/5,1454.41,1451.12,1440.79,1456.87,14946759000,10633741000,-0.001163263
+sh000001,2003/12/8,1452.11,1436.66,1435.14,1459.48,13265913000,9186330800,-0.009964717
+sh000001,2003/12/9,1435.1,1443.37,1429.06,1443.61,10902273000,7874664900,0.004670555
+sh000001,2003/12/10,1449.57,1469.42,1448.5,1469.71,19950479000,14227133400,0.01804804
+sh000001,2003/12/11,1472.39,1470.02,1460.19,1475.38,18492372000,13753307700,0.000408324
+sh000001,2003/12/12,1469.7,1470.79,1459.55,1472.86,14712021000,10809049700,0.000523802
+sh000001,2003/12/15,1471.24,1470.36,1465.51,1474.67,11016232000,8211120000,-0.00029236
+sh000001,2003/12/16,1469.12,1466.34,1441.06,1469.12,16081470000,11365396000,-0.002734024
+sh000001,2003/12/17,1465.61,1454,1453.88,1480.43,16846909000,12189970100,-0.008415511
+sh000001,2003/12/18,1450.85,1457.3,1445.08,1458.67,13999332000,10424715500,0.002269601
+sh000001,2003/12/19,1463.45,1446.29,1429.71,1470.21,23648083000,16958311700,-0.007555068
+sh000001,2003/12/22,1444.17,1492.96,1441.59,1493.54,26469778000,19673211100,0.03226877
+sh000001,2003/12/23,1497.57,1500.64,1487.12,1507.04,24395818000,17459588300,0.005144143
+sh000001,2003/12/24,1501.36,1513.83,1498.98,1514.32,20473786000,15566224500,0.008789583
+sh000001,2003/12/25,1514.93,1512.6,1504.25,1525.3,20516744000,15161349300,-0.000812509
+sh000001,2003/12/26,1513.11,1514.78,1504.13,1516.48,15737384000,12143883700,0.001441227
+sh000001,2003/12/29,1509.28,1496.43,1495.54,1512.98,14073034000,10447007000,-0.01211397
+sh000001,2003/12/30,1495.67,1511.69,1495.39,1513.73,15176575000,11547472700,0.010197604
+sh000001,2003/12/31,1513.62,1497.04,1491.25,1516.52,14562384000,11149813600,-0.00969114
+sh000001,2004/1/2,1492.72,1517.19,1491.69,1526.24,16680528000,12531961000,0.013459894
+sh000001,2004/1/5,1516.8,1568.35,1516.7,1568.82,28573006000,21464334800,0.033720233
+sh000001,2004/1/6,1568.9,1574.52,1557.93,1589.08,32698229000,24071373000,0.003934071
+sh000001,2004/1/7,1574.1,1587.2,1565.09,1595,30530408000,23081933900,0.008053248
+sh000001,2004/1/8,1587.45,1610.13,1582.88,1616.58,28440593000,22109284300,0.014446825
+sh000001,2004/1/9,1612.39,1581.47,1579.69,1618.76,32068668000,25029921800,-0.017799805
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+sh000001,2005/6/10,1130.55,1108.29,1101.83,1130.55,28410801000,13613185600,-0.020122895
+sh000001,2005/6/13,1105.96,1106.29,1085.87,1112.1,19203779000,8942353000,-0.001804582
+sh000001,2005/6/14,1108.34,1093.46,1092.4,1119.68,18368255000,8745408900,-0.011597321
+sh000001,2005/6/15,1090.46,1072.84,1070.07,1090.46,15267633000,7353765100,-0.018857571
+sh000001,2005/6/16,1071.77,1086.01,1064.03,1086.35,14483083000,7028492900,0.012275829
+sh000001,2005/6/17,1090.11,1085.61,1079.08,1094.67,16752562000,8420848200,-0.000368321
+sh000001,2005/6/20,1087.85,1115.62,1073.41,1115.86,21468619000,10148733500,0.027643445
+sh000001,2005/6/21,1115.67,1101.49,1098.9,1115.67,15478090000,7335782300,-0.012665603
+sh000001,2005/6/22,1098.96,1102.03,1090.75,1103.25,12351453000,5901879100,0.000490245
+sh000001,2005/6/23,1100.56,1093.7,1092.48,1106.75,11484886000,5472687600,-0.007558778
+sh000001,2005/6/24,1091.99,1101.88,1087.69,1102.23,11121075000,5084831500,0.007479199
+sh000001,2005/6/27,1108.47,1124.64,1108.47,1129.96,21842381000,10530160600,0.020655607
+sh000001,2005/6/28,1120.95,1108.59,1105.34,1120.95,13458431000,6311797700,-0.014271233
+sh000001,2005/6/29,1111.67,1104.99,1103.91,1113.52,13469379000,6542253100,-0.003247368
+sh000001,2005/6/30,1103.48,1080.94,1078.1,1103.48,13785959000,6406963200,-0.021764903
+sh000001,2005/7/1,1077.31,1055.59,1053.63,1077.31,13597814000,6137893200,-0.02345181
+sh000001,2005/7/4,1050.24,1047.28,1030.18,1050.24,12275958000,5092031900,-0.007872375
+sh000001,2005/7/5,1043.88,1039.04,1032.52,1047.82,10494885000,5146902400,-0.007868001
+sh000001,2005/7/6,1040.7,1033.55,1028.22,1044.78,9196428000,4259548400,-0.005283723
+sh000001,2005/7/7,1033.22,1038.6,1030.5,1044.05,8570426000,3675447800,0.004886072
+sh000001,2005/7/8,1036.41,1017.98,1015.4,1036.41,10337367000,4339924400,-0.019853649
+sh000001,2005/7/11,1026.79,1011.5,1009.04,1043.21,11330361000,4783909300,-0.006365547
+sh000001,2005/7/12,1007.9,1046.16,1004.08,1048.92,18457805000,8182997700,0.034265942
+sh000001,2005/7/13,1044.58,1037.39,1033.81,1045.94,12821974000,5622988100,-0.008383039
+sh000001,2005/7/14,1035.53,1040.42,1033.17,1049.88,12571093000,5531865000,0.002920792
+sh000001,2005/7/15,1039.61,1026.12,1021.99,1046.36,12750514000,5238358900,-0.013744449
+sh000001,2005/7/18,1023.38,1012.1,1008.52,1023.38,10964842000,4263923100,-0.013663119
+sh000001,2005/7/19,1011.01,1014.36,1004.66,1020.68,9882316000,3987357600,0.002232981
+sh000001,2005/7/20,1013.98,1021.05,1008.68,1025.1,10568559000,4443606900,0.006595292
+sh000001,2005/7/21,1020.69,1020.63,1009.99,1022.04,11140360000,4828597700,-0.000411341
+sh000001,2005/7/22,1026.13,1046.32,1024,1054.64,25488349000,10988269700,0.025170728
+sh000001,2005/7/25,1045.27,1045.4,1040.59,1048.97,14134108000,6133576300,-0.000879272
+sh000001,2005/7/26,1046.54,1072.81,1046.54,1078.06,25577510000,10988613300,0.026219629
+sh000001,2005/7/27,1072.56,1089.91,1068.5,1090.19,23812348000,10151048400,0.015939449
+sh000001,2005/7/28,1090.11,1086.55,1083.36,1097.63,24695847000,10644640200,-0.003082823
+sh000001,2005/7/29,1084.97,1083.03,1077.12,1088.48,17683944000,7214533100,-0.003239612
+sh000001,2005/8/1,1082.8,1088.95,1081.12,1094.15,14731551000,6157191000,0.005466146
+sh000001,2005/8/2,1089.53,1104.04,1084.8,1104.04,19015019000,7692844600,0.013857386
+sh000001,2005/8/3,1106.32,1107.7,1103.9,1120.68,31436454000,12776479100,0.003315097
+sh000001,2005/8/4,1104.91,1102.59,1099.13,1108.16,19436798000,7868619800,-0.004613162
+sh000001,2005/8/5,1102.62,1128.74,1102.6,1129.07,27096069000,12420792600,0.023716885
+sh000001,2005/8/8,1131.8,1138.88,1131.8,1146.73,30237526000,13802876400,0.008983468
+sh000001,2005/8/9,1139.12,1152.53,1130.59,1152.94,27154091000,12046498200,0.011985459
+sh000001,2005/8/10,1153.21,1165.03,1144.95,1165.13,31427115000,13534192000,0.010845705
+sh000001,2005/8/11,1165.44,1183.58,1164.1,1184.26,36967037000,16887080000,0.015922337
+sh000001,2005/8/12,1185.27,1167.92,1161.79,1192.05,40478755000,18050448600,-0.013231045
+sh000001,2005/8/15,1167.03,1187.01,1163.85,1187.8,30319519000,14789329100,0.016345298
+sh000001,2005/8/16,1188.02,1177.28,1170.11,1192.92,33155379000,15905673700,-0.008197067
+sh000001,2005/8/17,1175.18,1192.83,1160.08,1193.57,32307341000,14750159900,0.013208413
+sh000001,2005/8/18,1194.44,1148.04,1146.56,1201.76,49201496000,22157494700,-0.037549357
+sh000001,2005/8/19,1144.46,1150.18,1132.87,1157.37,31501185000,13643291200,0.001864047
+sh000001,2005/8/22,1148.97,1158.6,1142.68,1162.04,24033198000,10541833500,0.007320593
+sh000001,2005/8/23,1158.83,1149.96,1139.24,1159.63,21840708000,9541762900,-0.007457276
+sh000001,2005/8/24,1151.45,1167.14,1151.45,1171.43,22674109000,9988171100,0.01493965
+sh000001,2005/8/25,1168,1172.48,1157.18,1172.69,24232098000,10524238100,0.004575287
+sh000001,2005/8/26,1173.01,1171.86,1163.99,1174.54,24296356000,10435816300,-0.000528794
+sh000001,2005/8/29,1172,1154.43,1147.93,1172.01,24333195000,10038648700,-0.01487379
+sh000001,2005/8/30,1151.62,1146.39,1145.27,1153.77,18551862000,8143989900,-0.006964476
+sh000001,2005/8/31,1145.81,1162.8,1140.1,1163.52,21676099000,9602700100,0.0143145
+sh000001,2005/9/1,1163.7,1184.93,1160.05,1185.76,33830475000,15061854200,0.019031648
+sh000001,2005/9/2,1187.06,1188.85,1179.11,1188.91,28920490000,12859547700,0.003308212
+sh000001,2005/9/5,1189.07,1196.22,1184.01,1196.87,26700066000,11748627400,0.006199268
+sh000001,2005/9/6,1197.23,1173.32,1172.06,1201.82,33685273000,15305132500,-0.019143636
+sh000001,2005/9/7,1170.77,1194.31,1168.58,1194.59,28602851000,13196057600,0.017889408
+sh000001,2005/9/8,1196.27,1194.41,1184.79,1201.46,30528056000,14509460100,8.37E-05
+sh000001,2005/9/9,1194.5,1189.63,1184.42,1204.46,22155746000,10145676800,-0.004001976
+sh000001,2005/9/12,1189.75,1188.21,1181.43,1191.93,17096689000,7740564000,-0.001193648
+sh000001,2005/9/13,1188.25,1207.16,1186.22,1207.4,25913705000,11717912700,0.015948359
+sh000001,2005/9/14,1209.27,1217.26,1204.55,1217.41,32243761000,14981766100,0.008366745
+sh000001,2005/9/15,1217.52,1217.28,1210.72,1218.94,27217492000,12897080400,1.64E-05
+sh000001,2005/9/16,1217.42,1212.95,1208.56,1217.76,22397225000,10462806800,-0.003557111
+sh000001,2005/9/19,1213.49,1220.63,1210.19,1220.97,24656893000,11635692400,0.006331671
+sh000001,2005/9/20,1222.26,1212.62,1204.87,1223.57,32300692000,15130012500,-0.006562185
+sh000001,2005/9/21,1210.85,1187.99,1186.98,1210.85,31799464000,14256992900,-0.020311392
+sh000001,2005/9/22,1185.69,1159.96,1147.19,1185.69,28602274000,13184536900,-0.023594475
+sh000001,2005/9/23,1157.3,1151.98,1149.75,1164.6,18774394000,8582252800,-0.006879548
+sh000001,2005/9/26,1150.93,1155.04,1147.27,1155.6,14538133000,6863233500,0.002656296
+sh000001,2005/9/27,1155.05,1133.24,1132.53,1157.8,18093629000,8530863400,-0.018873805
+sh000001,2005/9/28,1131.32,1131.77,1129.05,1142.49,14751543000,6830650100,-0.001297166
+sh000001,2005/9/29,1134.44,1155.49,1134.44,1155.78,18536992000,8633593100,0.020958322
+sh000001,2005/9/30,1156.77,1155.61,1150.63,1158.7,14493481000,6959506600,0.000103852
+sh000001,2005/10/10,1153.67,1138.95,1137.29,1153.67,11720065000,5461397800,-0.014416628
+sh000001,2005/10/11,1137.95,1157.19,1133.9,1157.3,13426560000,6399253900,0.01601475
+sh000001,2005/10/12,1157.49,1161.85,1152.25,1165.67,18467231000,9335207500,0.004026996
+sh000001,2005/10/13,1162.02,1152.61,1152.09,1165.36,16905239000,8600493500,-0.007952834
+sh000001,2005/10/14,1152.37,1139.55,1135.51,1154.32,15145999000,7740778300,-0.011330806
+sh000001,2005/10/17,1138.38,1131.38,1121.97,1138.38,15135238000,7421971700,-0.007169497
+sh000001,2005/10/18,1131.26,1141.2,1129.67,1142.04,18928090000,9264639200,0.008679666
+sh000001,2005/10/19,1141.05,1134.61,1132.48,1150.59,18908399000,9088381800,-0.005774623
+sh000001,2005/10/20,1133.45,1135.95,1119.38,1136.31,17371817000,8498979300,0.001181023
+sh000001,2005/10/21,1135.61,1141.32,1132.36,1145.99,18011154000,8653627200,0.004727321
+sh000001,2005/10/24,1141.33,1141.17,1133.92,1143.46,17275913000,8118829000,-0.000131427
+sh000001,2005/10/25,1140.17,1121.92,1121.29,1140.17,16929914000,8050067400,-0.016868652
+sh000001,2005/10/26,1119.43,1097.16,1094.57,1119.43,19211835000,8706265900,-0.02206931
+sh000001,2005/10/27,1093.93,1097.78,1087.48,1101.27,17203742000,8081971100,0.000565095
+sh000001,2005/10/28,1097.59,1080.87,1067.41,1102.02,17973929000,8018876000,-0.015403815
+sh000001,2005/10/31,1079.04,1092.82,1078.29,1096.15,14835142000,6516479300,0.011055909
+sh000001,2005/11/1,1091.68,1089.95,1074.3,1094.15,13985501000,6325525600,-0.002626233
+sh000001,2005/11/2,1090,1104.79,1090,1108.88,18764779000,8157757400,0.013615303
+sh000001,2005/11/3,1104.59,1095.27,1090.82,1111.44,16862694000,7510888300,-0.008617022
+sh000001,2005/11/4,1094.26,1100.05,1087.85,1100.43,12783138000,5950850800,0.004364221
+sh000001,2005/11/7,1099.53,1100.65,1089.83,1100.95,12082279000,5464935500,0.00054543
+sh000001,2005/11/8,1099.94,1110.15,1092.54,1111.12,15311164000,6723296300,0.008631263
+sh000001,2005/11/9,1110.55,1108.15,1107.64,1117.06,16725453000,7503735600,-0.001801558
+sh000001,2005/11/10,1106.94,1088.3,1086.1,1106.94,16155985000,7112323800,-0.017912737
+sh000001,2005/11/11,1085.69,1090.2,1078.58,1094.31,12560032000,5378455800,0.001745842
+sh000001,2005/11/14,1089.56,1088.65,1083.02,1089.71,9202688000,3894572900,-0.001421757
+sh000001,2005/11/15,1088.51,1087.51,1082.51,1099.03,12215753000,5351842100,-0.001047169
+sh000001,2005/11/16,1086.83,1095.89,1075.43,1096.3,12608646000,5363158700,0.007705676
+sh000001,2005/11/17,1094.88,1095.31,1090.36,1098.68,11961802000,5135462900,-0.00052925
+sh000001,2005/11/18,1095.52,1117,1093.53,1122.61,22480629000,9760979100,0.019802613
+sh000001,2005/11/21,1117.78,1119.94,1114.24,1122.88,15543906000,6496171900,0.00263205
+sh000001,2005/11/22,1119.69,1098.66,1098.5,1119.69,14646805000,5958941200,-0.019001018
+sh000001,2005/11/23,1096.56,1105.75,1093.95,1106.48,12601919000,4988739500,0.006453316
+sh000001,2005/11/24,1105.34,1113.37,1103.76,1117.94,17140958000,7054042700,0.00689125
+sh000001,2005/11/25,1113.28,1114.92,1107.21,1115.08,15509150000,6240716700,0.00139217
+sh000001,2005/11/28,1113.83,1110.82,1106.94,1119.35,12852408000,5410846100,-0.003677394
+sh000001,2005/11/29,1109.57,1096.99,1095.34,1110.31,11879938000,4850380700,-0.012450262
+sh000001,2005/11/30,1095.3,1099.26,1090.72,1099.58,10875975000,4617599500,0.002069299
+sh000001,2005/12/1,1098.78,1098.75,1094.44,1104.56,8932119000,4050471400,-0.000463948
+sh000001,2005/12/2,1099.76,1094.29,1089.56,1102.76,10636974000,4672796800,-0.004059158
+sh000001,2005/12/5,1093.1,1079.2,1077.41,1093.1,11224965000,4817780000,-0.013789763
+sh000001,2005/12/6,1077.58,1087.79,1074.01,1089.59,11052745000,4877158000,0.0079596
+sh000001,2005/12/7,1087.74,1099.62,1086.73,1100.05,10389383000,4594163300,0.010875261
+sh000001,2005/12/8,1100.69,1098.32,1092.99,1106.34,10398709000,4671671000,-0.001182227
+sh000001,2005/12/9,1097.52,1113.48,1094.74,1114.58,13487010000,6071547000,0.013802899
+sh000001,2005/12/12,1115.75,1116.37,1109.08,1118.53,11944637000,5462027500,0.002595466
+sh000001,2005/12/13,1115.77,1117.85,1106.75,1119.42,11376092000,5192940100,0.001325725
+sh000001,2005/12/14,1117.47,1125.39,1110.21,1127.63,15022124000,7022886800,0.006745091
+sh000001,2005/12/15,1125.67,1123.56,1121.56,1134.85,16824259000,7606544000,-0.001626103
+sh000001,2005/12/16,1122.73,1127.51,1118.94,1127.94,12610777000,5810025400,0.003515611
+sh000001,2005/12/19,1127.84,1131.75,1123.5,1134.5,12228678000,5214816900,0.003760499
+sh000001,2005/12/20,1131.8,1136.34,1126.99,1136.39,11712710000,5224166600,0.004055666
+sh000001,2005/12/21,1135.98,1130.76,1128.94,1142.39,12292322000,5550112800,-0.004910502
+sh000001,2005/12/22,1129.56,1135.24,1125.95,1136,11121539000,5187955200,0.003961937
+sh000001,2005/12/23,1135.71,1144.87,1135.07,1144.94,14472553000,6620143400,0.008482788
+sh000001,2005/12/26,1145.77,1156.82,1145.34,1159.78,18653133000,8583105000,0.010437866
+sh000001,2005/12/27,1157.49,1154.29,1149.85,1158.16,15673883000,7091742300,-0.00218703
+sh000001,2005/12/28,1155.12,1157.03,1149.27,1157.2,14680286000,6585027600,0.002373754
+sh000001,2005/12/29,1157.51,1169.86,1157.51,1169.87,21803399000,10681224400,0.011088736
+sh000001,2005/12/30,1171.58,1161.06,1158.97,1173.06,20027934000,10196713900,-0.007522268
+sh000001,2006/1/4,1163.88,1180.96,1161.91,1181,23258542000,11970425100,0.01713951
+sh000001,2006/1/5,1183.31,1197.27,1180.45,1197.84,29484479000,14767201400,0.013810798
+sh000001,2006/1/6,1198.81,1209.42,1191.61,1215.54,34342856000,17130467100,0.010148087
+sh000001,2006/1/9,1210.32,1215.67,1205.25,1217.31,28706657000,14206400300,0.005167766
+sh000001,2006/1/10,1215.85,1220.62,1203.65,1220.76,26794547000,13496372600,0.004071829
+sh000001,2006/1/11,1219.81,1211.05,1204.04,1223.56,30631464000,15082314700,-0.007840278
+sh000001,2006/1/12,1208.77,1226.7,1205.28,1227.3,27018916000,12903535200,0.01292267
+sh000001,2006/1/13,1228.16,1221.46,1214.88,1231.22,27708578000,13205628800,-0.004271623
+sh000001,2006/1/16,1221.11,1202.87,1202.59,1221.39,25274318000,11984845900,-0.015219491
+sh000001,2006/1/17,1200.26,1208.44,1198.84,1209.02,19726462000,9452655600,0.004630592
+sh000001,2006/1/18,1207.53,1233.35,1206.36,1234.53,26667854000,12458427100,0.020613353
+sh000001,2006/1/19,1235.08,1251.58,1230.85,1251.96,33617749000,15371377900,0.014780881
+sh000001,2006/1/20,1251.41,1255.31,1247.21,1258.7,33203923000,16220854900,0.002980233
+sh000001,2006/1/23,1254.78,1255.77,1244.27,1257.35,29028660000,14114136700,0.000366443
+sh000001,2006/1/24,1256.01,1252.06,1247.01,1262.09,29671421000,15779296200,-0.002954363
+sh000001,2006/1/25,1251.27,1258.05,1245.92,1260.17,26558660000,13682169600,0.004784116
+sh000001,2006/2/6,1263,1287.63,1263,1287.67,29177507000,14910754800,0.023512579
+sh000001,2006/2/7,1289.45,1282.1,1270.4,1297.4,38404741000,19670593200,-0.004294712
+sh000001,2006/2/8,1282.12,1290.06,1276.02,1291.74,32857299000,16340287500,0.006208564
+sh000001,2006/2/9,1288.97,1269.45,1266.81,1288.97,29079091000,14199096200,-0.015976001
+sh000001,2006/2/10,1269.54,1282.66,1266.23,1284.1,26314211000,13158590300,0.010406081
+sh000001,2006/2/13,1283.78,1279.64,1267.56,1284.95,26131772000,12998010700,-0.002354482
+sh000001,2006/2/14,1279.63,1286.33,1275.85,1286.42,22541704000,11114639700,0.005228033
+sh000001,2006/2/15,1289.14,1299.17,1288.64,1301,30147904000,14778787100,0.009981886
+sh000001,2006/2/16,1298.5,1270.63,1268.56,1298.5,32352607000,15711529900,-0.021967872
+sh000001,2006/2/17,1269.4,1267.41,1265.14,1280.04,25903067000,12612954600,-0.002534176
+sh000001,2006/2/20,1268.11,1267.54,1265.38,1279.42,21542797000,10469048200,0.000102571
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+sh000001,2006/4/11,1360.98,1362.23,1350.32,1366.52,43870408000,22753839600,0.002317744
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+sh000001,2006/4/14,1330.1,1359.54,1328.44,1360.09,37871219000,17964278800,0.020422868
+sh000001,2006/4/17,1360.64,1378.61,1353.4,1383.65,42219761000,20238073700,0.014026803
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+sh000001,2006/4/19,1389.13,1396.7,1378.8,1399.55,40578163000,21447388300,0.008367566
+sh000001,2006/4/20,1398.1,1385.9,1376.96,1404.19,43303288000,23759758600,-0.007732512
+sh000001,2006/4/21,1385.92,1416.79,1383.45,1419.89,45569103000,24823370100,0.022288765
+sh000001,2006/4/24,1423.41,1409.79,1402.27,1429.06,52015803000,28552131600,-0.004940746
+sh000001,2006/4/25,1405.9,1399.77,1386.13,1409.27,43248836000,24511654300,-0.007107442
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+sh000001,2006/4/27,1418.9,1416.73,1407.14,1424.47,37608444000,21064881100,-0.000529108
+sh000001,2006/4/28,1403.52,1440.22,1389.35,1444.71,44562043000,25076312400,0.016580435
+sh000001,2006/5/8,1446.99,1497.1,1446.99,1497.2,51620655000,29260804800,0.039493966
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+sh000001,2006/5/11,1547.56,1537.38,1536.29,1583.76,73218335000,42935467100,-0.00537624
+sh000001,2006/5/12,1532.88,1602.83,1531.23,1603.21,68393752000,41492555000,0.042572428
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+sh000001,2006/5/17,1613.23,1625.15,1592.19,1640.7,70980534000,42970463900,0.007376414
+sh000001,2006/5/18,1611.66,1617.28,1582.96,1630.07,60585107000,35559097700,-0.00484263
+sh000001,2006/5/19,1620.21,1659.55,1610.04,1664.61,77086291000,41434527400,0.026136476
+sh000001,2006/5/22,1656.75,1657.69,1646.68,1674.22,77258873000,43695717400,-0.001120786
+sh000001,2006/5/23,1647.96,1604.55,1597.1,1648.53,69900145000,38919582100,-0.032056657
+sh000001,2006/5/24,1609.74,1590.92,1562.39,1634.59,57270432000,32875831900,-0.008494593
+sh000001,2006/5/25,1585.47,1591.43,1563.86,1598.56,41049372000,23023859700,0.000320569
+sh000001,2006/5/26,1596.57,1613.89,1593.09,1614.55,43722532000,24308642700,0.014113093
+sh000001,2006/5/29,1622.11,1648.54,1609.01,1648.84,51715168000,29314321500,0.021469865
+sh000001,2006/5/30,1654.98,1657.29,1634.9,1663.93,53087733000,31990664200,0.005307727
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+sh000001,2006/6/1,1639.67,1684.2,1635.75,1684.71,67843864000,38465780700,0.026137818
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+sh000001,2006/6/9,1583.96,1551.38,1550.2,1594.44,47003917000,25969107000,-0.025202797
+sh000001,2006/6/12,1540.22,1552.8,1529.5,1566.45,31496274000,18350032500,0.000915314
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+sh000001,2006/6/14,1540.64,1531.33,1512.52,1540.64,32438103000,17489724100,-0.01108815
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+sh000001,2006/6/16,1540.19,1574.47,1540.19,1574.48,33572612000,18773707600,0.02639539
+sh000001,2006/6/19,1559.99,1586.29,1544.93,1591.85,35562047000,20635199200,0.007507288
+sh000001,2006/6/20,1583.87,1592.33,1572.58,1592.83,35537111000,20658725000,0.003807627
+sh000001,2006/6/21,1590.61,1598.12,1570.08,1617.71,39705880000,22426544900,0.003636181
+sh000001,2006/6/22,1593.1,1596.07,1587.8,1605.25,32465888000,18310093400,-0.001282757
+sh000001,2006/6/23,1594.5,1605.71,1582.02,1608.11,35026778000,20932009500,0.006039835
+sh000001,2006/6/26,1607.79,1633.45,1607.79,1635.8,39499250000,23927245400,0.017275847
+sh000001,2006/6/27,1636.7,1639.55,1627.59,1642.57,36451784000,21481437600,0.003734427
+sh000001,2006/6/28,1638.23,1639.29,1627.07,1642.35,33220601000,18652269300,-0.00015858
+sh000001,2006/6/29,1641.93,1671.62,1641.93,1672.1,51799028000,29018734700,0.019721953
+sh000001,2006/6/30,1679.72,1672.21,1662.28,1690.95,49837076000,28588342400,0.000352951
+sh000001,2006/7/3,1677.31,1697.28,1670.02,1697.83,48636592000,28446545700,0.014992136
+sh000001,2006/7/4,1700.32,1681.55,1670.13,1702.66,54316492000,32718658200,-0.00926777
+sh000001,2006/7/5,1755.22,1718.56,1703.59,1757.47,60720806000,32521556400,0.022009456
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+sh000001,2006/7/10,1730.7,1734.33,1715.83,1737.03,39049526000,23793270400,0.002392801
+sh000001,2006/7/11,1736.99,1745.81,1725.23,1746.72,40085450000,24372507900,0.006619271
+sh000001,2006/7/12,1745.88,1740,1738,1753.28,48785891000,30494774600,-0.003327968
+sh000001,2006/7/13,1736.21,1655.77,1654.49,1737.6,67471589000,39610593000,-0.048408046
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+sh000001,2006/7/25,1668.14,1685.46,1668.14,1690.61,34237801000,19580630100,0.011717109
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+sh000001,2006/7/27,1685.35,1675.17,1665.39,1701.61,36201831000,20668131600,-0.006806391
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+sh000001,2006/7/31,1659.54,1612.73,1611.16,1659.54,33654486000,19558733700,-0.029662521
+sh000001,2006/8/1,1619.64,1600.61,1596.66,1625.04,32310660000,17900862600,-0.007515207
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+sh000001,2006/8/3,1599.75,1601.06,1587.12,1609.43,20822293000,11909137100,0.000118685
+sh000001,2006/8/4,1601.61,1570.15,1567.25,1612.1,25867054000,14401225400,-0.01930596
+sh000001,2006/8/7,1561.8,1547.44,1541.41,1570.05,24099206000,12761218100,-0.014463586
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+sh000001,2006/8/11,1605.6,1605.93,1596.22,1610.76,23451467000,12306050000,-8.72E-05
+sh000001,2006/8/14,1605.2,1570.74,1566.72,1611.66,25655050000,13783639500,-0.021912537
+sh000001,2006/8/15,1568.27,1595.66,1564.4,1596.65,20259214000,10942039800,0.015865134
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+sh000001,2006/8/17,1612.41,1603.33,1592.85,1612.41,23391904000,12166972200,-0.008092006
+sh000001,2006/8/18,1601.57,1598.02,1596.56,1614.37,23974248000,11727798700,-0.003311857
+sh000001,2006/8/21,1565.46,1601.15,1558.1,1602.13,23374318000,11999189700,0.001958674
+sh000001,2006/8/22,1601.52,1613.36,1598.78,1619.07,26701211000,15163018100,0.007625769
+sh000001,2006/8/23,1614.39,1612.4,1608.74,1621.4,27212907000,15455406500,-0.000595031
+sh000001,2006/8/24,1612.7,1623.02,1601.89,1623.17,25061297000,13593692300,0.006586455
+sh000001,2006/8/25,1622.48,1623.03,1619.74,1630.05,27821614000,15295238100,6.16E-06
+sh000001,2006/8/28,1627.12,1650.44,1624.28,1651.29,39341243000,21633007200,0.016888166
+sh000001,2006/8/29,1652.67,1651.02,1649.59,1667.53,48050411000,27063623000,0.000351421
+sh000001,2006/8/30,1648.35,1655.2,1640.28,1656.23,31442858000,17230948800,0.002531768
+sh000001,2006/8/31,1655.9,1658.64,1650,1661.47,35135016000,19087552000,0.002078299
+sh000001,2006/9/1,1658.66,1636.69,1634.03,1660.52,35954575000,19724461600,-0.013233734
+sh000001,2006/9/4,1635.33,1657.52,1635.12,1657.69,33093426000,17623874100,0.012726906
+sh000001,2006/9/5,1659.74,1664.08,1657.05,1669.9,40533493000,21946288100,0.00395772
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+sh000001,2006/9/7,1683.78,1661.19,1655.41,1683.89,31522754000,17524649400,-0.006536612
+sh000001,2006/9/8,1659.7,1667.98,1658.67,1671.31,26552028000,14102795500,0.004087431
+sh000001,2006/9/11,1668.16,1674.97,1653.01,1675.09,30590529000,16797590000,0.004190698
+sh000001,2006/9/12,1675.2,1695.86,1673.44,1699.59,37390453000,19830545500,0.012471865
+sh000001,2006/9/13,1695.35,1689.39,1687.05,1713.99,43045691000,22716904900,-0.003815173
+sh000001,2006/9/14,1689.63,1689.69,1672.88,1696.62,33888258000,18576806100,0.000177579
+sh000001,2006/9/15,1689.61,1721.05,1689.51,1722.66,47032307000,24114644100,0.018559617
+sh000001,2006/9/18,1727.92,1732.99,1719.16,1733.41,44840062000,23708204900,0.006937625
+sh000001,2006/9/19,1735.3,1735.24,1728.29,1743.02,43455330000,23210633100,0.001298334
+sh000001,2006/9/20,1733.64,1732.45,1720.84,1737.73,38836571000,20820855400,-0.001607847
+sh000001,2006/9/21,1731.59,1740.9,1731.22,1743.63,39533146000,21484098200,0.004877486
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+sh000001,2006/9/25,1722.74,1722.37,1709.77,1732.28,40168093000,22960247700,-0.001732972
+sh000001,2006/9/26,1720.78,1712.64,1704.77,1721.58,33134530000,18519170800,-0.005649193
+sh000001,2006/9/27,1711.51,1725.04,1709.77,1725.5,29247158000,16391910500,0.007240284
+sh000001,2006/9/28,1725.52,1736.96,1722.22,1740.79,33979858000,19916525600,0.006909985
+sh000001,2006/9/29,1740.06,1752.42,1740.06,1755.69,41236285000,23462273300,0.008900608
+sh000001,2006/10/9,1768.14,1785.39,1763.11,1786.11,52935143000,29082450000,0.018813983
+sh000001,2006/10/10,1784.22,1784.86,1771.86,1793.14,55136493000,31459190800,-0.000296854
+sh000001,2006/10/11,1784.52,1790.1,1771.02,1792.76,49283882000,26310183700,0.002935804
+sh000001,2006/10/12,1790.63,1778.18,1774.14,1792.24,53169046000,28132397500,-0.006658846
+sh000001,2006/10/13,1776.51,1784.66,1773.23,1792.87,42539842000,23393103000,0.003644176
+sh000001,2006/10/16,1787.7,1771.3,1766.31,1789.18,46766160000,24779036400,-0.00748602
+sh000001,2006/10/17,1768.63,1763.9,1758.31,1777.6,39262344000,21755132300,-0.004177723
+sh000001,2006/10/18,1762.4,1787.19,1760.88,1787.74,36810563000,20404556400,0.013203696
+sh000001,2006/10/19,1788.58,1792.25,1784.35,1799.29,41490607000,22721449400,0.00283126
+sh000001,2006/10/20,1792.6,1790.36,1786.34,1801.33,41461599000,23549793800,-0.00105454
+sh000001,2006/10/23,1789.65,1759.39,1753.49,1797.43,44441085000,24576748200,-0.017298197
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+sh000001,2009/6/26,2930.5,2928.21,2910.35,2937.61,1.10E+11,1.15E+11,0.001080323
+sh000001,2009/6/29,2930.31,2975.31,2918.39,2976.92,1.29E+11,1.37E+11,0.016084912
+sh000001,2009/6/30,2990.12,2959.36,2953.36,2997.27,1.26E+11,1.44E+11,-0.005360786
+sh000001,2009/7/1,2950.17,3008.15,2947.69,3009.71,1.38E+11,1.54E+11,0.016486673
+sh000001,2009/7/2,3015.08,3060.25,3015.08,3062.56,1.62E+11,1.81E+11,0.017319615
+sh000001,2009/7/3,3035.81,3088.37,3029.55,3088.86,1.59E+11,1.77E+11,0.009188792
+sh000001,2009/7/6,3091.48,3124.67,3090.1,3128.31,1.83E+11,2.04E+11,0.011753773
+sh000001,2009/7/7,3118.27,3089.45,3077.48,3130.07,1.79E+11,1.88E+11,-0.01127159
+sh000001,2009/7/8,3057.46,3080.77,3011.21,3097.96,1.55E+11,1.71E+11,-0.002809562
+sh000001,2009/7/9,3073.52,3123.04,3064.21,3123.51,1.67E+11,1.84E+11,0.013720596
+sh000001,2009/7/10,3124.79,3113.93,3099.99,3140.04,1.61E+11,1.78E+11,-0.00291703
+sh000001,2009/7/13,3098.96,3080.56,3076.3,3112.88,1.57E+11,1.73E+11,-0.010716362
+sh000001,2009/7/14,3088.58,3145.16,3088.58,3147.59,1.62E+11,1.78E+11,0.020970213
+sh000001,2009/7/15,3156.63,3188.55,3156.63,3188.91,1.96E+11,2.18E+11,0.013795801
+sh000001,2009/7/16,3209.78,3183.74,3175.96,3221.07,1.91E+11,2.18E+11,-0.001508523
+sh000001,2009/7/17,3181.06,3189.74,3158.57,3197.23,1.65E+11,1.87E+11,0.001884576
+sh000001,2009/7/20,3203.89,3266.92,3192.9,3269.18,1.99E+11,2.34E+11,0.024196329
+sh000001,2009/7/21,3275.67,3213.21,3207.5,3279.59,1.98E+11,2.32E+11,-0.016440562
+sh000001,2009/7/22,3207.99,3296.62,3207.26,3301.43,1.68E+11,2.06E+11,0.025958465
+sh000001,2009/7/23,3301.1,3328.49,3289.22,3331.06,1.66E+11,1.95E+11,0.009667478
+sh000001,2009/7/24,3343.76,3372.6,3306.91,3398.05,1.90E+11,2.24E+11,0.013252256
+sh000001,2009/7/27,3377.72,3435.21,3376.29,3435.93,1.98E+11,2.41E+11,0.018564312
+sh000001,2009/7/28,3434.32,3438.37,3392.43,3439.92,2.04E+11,2.44E+11,0.000919886
+sh000001,2009/7/29,3419.99,3266.43,3174.21,3454.02,2.76E+11,2.97E+11,-0.050006253
+sh000001,2009/7/30,3281.2,3321.56,3215.75,3336.64,1.98E+11,2.20E+11,0.016877753
+sh000001,2009/7/31,3354.68,3412.06,3333.72,3414.15,1.94E+11,2.24E+11,0.027246234
+sh000001,2009/8/3,3429.69,3462.59,3398.45,3465.17,2.01E+11,2.36E+11,0.014809235
+sh000001,2009/8/4,3477.11,3471.44,3404.82,3478.01,2.11E+11,2.51E+11,0.00255589
+sh000001,2009/8/5,3467.05,3428.5,3385.42,3468.1,2.03E+11,2.41E+11,-0.012369507
+sh000001,2009/8/6,3401.48,3356.33,3309.61,3419.74,1.75E+11,2.17E+11,-0.021050022
+sh000001,2009/8/7,3352.66,3260.69,3244.1,3374.46,1.53E+11,1.85E+11,-0.02849541
+sh000001,2009/8/10,3287.76,3249.76,3201.06,3307.89,1.27E+11,1.53E+11,-0.003352051
+sh000001,2009/8/11,3261.41,3264.73,3222.71,3273.02,1.04E+11,1.23E+11,0.004606494
+sh000001,2009/8/12,3255.99,3112.72,3104.57,3255.99,1.34E+11,1.58E+11,-0.046561278
+sh000001,2009/8/13,3112.57,3140.56,3060.12,3150.37,1.17E+11,1.39E+11,0.008943946
+sh000001,2009/8/14,3138.15,3046.97,3039.31,3146.01,1.26E+11,1.46E+11,-0.029800418
+sh000001,2009/8/17,2994.87,2870.63,2867.39,3020.26,1.25E+11,1.38E+11,-0.057873888
+sh000001,2009/8/18,2845.34,2910.88,2827.11,2920.64,1.06E+11,1.18E+11,0.014021312
+sh000001,2009/8/19,2916.1,2785.58,2761.4,2929.06,1.14E+11,1.22E+11,-0.043045402
+sh000001,2009/8/20,2798.37,2911.58,2798.37,2914.64,1.10E+11,1.22E+11,0.04523295
+sh000001,2009/8/21,2905.05,2960.77,2883.27,2969.52,1.27E+11,1.38E+11,0.016894607
+sh000001,2009/8/24,2982.19,2993.43,2944.92,3004.9,1.23E+11,1.39E+11,0.011030914
+sh000001,2009/8/25,2980.1,2915.8,2823.64,2980.1,1.45E+11,1.61E+11,-0.025933461
+sh000001,2009/8/26,2889.74,2967.6,2872.26,2995.8,1.30E+11,1.44E+11,0.017765279
+sh000001,2009/8/27,2947.83,2946.4,2909.89,2988.03,1.37E+11,1.45E+11,-0.00714382
+sh000001,2009/8/28,2938.42,2860.69,2843.11,2949.43,1.23E+11,1.34E+11,-0.029089737
+sh000001,2009/8/31,2817.63,2667.75,2663,2817.63,1.18E+11,1.25E+11,-0.067445267
+sh000001,2009/9/1,2649.17,2683.72,2639.76,2727.08,98042585000,1.02E+11,0.005986318
+sh000001,2009/9/2,2681.33,2714.97,2669.22,2729.71,83934714000,88188217100,0.011644285
+sh000001,2009/9/3,2722.31,2845.02,2715.62,2854.16,1.30E+11,1.39E+11,0.047901082
+sh000001,2009/9/4,2841.17,2861.61,2827.58,2875.98,1.29E+11,1.42E+11,0.005831242
+sh000001,2009/9/7,2877.62,2881.12,2860,2919.35,1.31E+11,1.47E+11,0.00681784
+sh000001,2009/9/8,2865.7,2930.48,2831.85,2931.23,1.28E+11,1.49E+11,0.017132226
+sh000001,2009/9/9,2944.17,2946.26,2900.11,2962.29,1.31E+11,1.53E+11,0.005384783
+sh000001,2009/9/10,2934.96,2924.88,2911.21,2958.95,1.06E+11,1.17E+11,-0.007256658
+sh000001,2009/9/11,2917.19,2989.79,2915.9,2999.33,1.23E+11,1.38E+11,0.022192363
+sh000001,2009/9/14,2990.93,3026.74,2984.84,3033.08,1.44E+11,1.57E+11,0.012358728
+sh000001,2009/9/15,3029.1,3033.73,2999.43,3050.43,1.44E+11,1.60E+11,0.002309415
+sh000001,2009/9/16,3027.51,2999.71,2960.59,3028.56,1.47E+11,1.68E+11,-0.011213918
+sh000001,2009/9/17,3015.59,3060.26,3015.59,3064.23,1.61E+11,1.78E+11,0.020185285
+sh000001,2009/9/18,3063.31,2962.67,2940.83,3068.03,1.68E+11,1.81E+11,-0.031889447
+sh000001,2009/9/21,2937.93,2967.01,2871.65,2968.7,1.36E+11,1.46E+11,0.001464895
+sh000001,2009/9/22,2956.13,2897.55,2896.94,2982.9,1.24E+11,1.38E+11,-0.023410774
+sh000001,2009/9/23,2897.81,2842.72,2825.86,2924.2,1.08E+11,1.17E+11,-0.018922883
+sh000001,2009/9/24,2824.58,2853.55,2783.11,2886.26,1.03E+11,1.11E+11,0.003809732
+sh000001,2009/9/25,2836.7,2838.84,2812.92,2864.08,75167601000,81071372400,-0.005154982
+sh000001,2009/9/28,2844.37,2763.53,2752.77,2857.95,71874586000,75489556700,-0.026528441
+sh000001,2009/9/29,2763.76,2754.54,2712.3,2779.69,73565539000,74303751700,-0.003253086
+sh000001,2009/9/30,2772.57,2779.43,2763.71,2803.86,64833254000,68136299900,0.009035991
+sh000001,2009/10/9,2840.13,2911.72,2834.62,2912.55,85546555000,93167970400,0.04759609
+sh000001,2009/10/12,2927.02,2894.48,2893.57,2932.08,88186631000,99951801200,-0.005920899
+sh000001,2009/10/13,2889.79,2936.19,2886.96,2937.82,79997904000,88547887500,0.014410188
+sh000001,2009/10/14,2945.67,2970.53,2943.74,3010.61,1.30E+11,1.42E+11,0.011695428
+sh000001,2009/10/15,2994.89,2979.79,2967.11,3014.26,98617587000,1.10E+11,0.003117289
+sh000001,2009/10/16,2992.75,2976.63,2931.92,3008.18,92222799000,1.05E+11,-0.001060477
+sh000001,2009/10/19,2974.64,3038.27,2962.31,3039.61,1.21E+11,1.41E+11,0.020707982
+sh000001,2009/10/20,3062.55,3084.45,3053.64,3084.94,1.44E+11,1.67E+11,0.015199439
+sh000001,2009/10/21,3080.52,3070.59,3062.56,3105.51,1.35E+11,1.55E+11,-0.004493508
+sh000001,2009/10/22,3068.68,3051.41,3045.03,3080.66,1.03E+11,1.20E+11,-0.006246357
+sh000001,2009/10/23,3057.39,3107.85,3057.39,3123.46,1.39E+11,1.57E+11,0.018496367
+sh000001,2009/10/26,3114.29,3109.57,3083.18,3123.36,1.15E+11,1.31E+11,0.000553437
+sh000001,2009/10/27,3086.09,3021.46,3020.49,3086.09,1.21E+11,1.40E+11,-0.028335107
+sh000001,2009/10/28,3014.18,3031.33,2974.26,3038.06,1.01E+11,1.14E+11,0.003266633
+sh000001,2009/10/29,2975.2,2960.47,2952.01,2993.44,1.10E+11,1.17E+11,-0.023375878
+sh000001,2009/10/30,3007.25,2995.85,2983.93,3027.13,1.05E+11,1.17E+11,0.011950805
+sh000001,2009/11/2,2933.82,3076.65,2923.53,3077.91,1.37E+11,1.55E+11,0.026970643
+sh000001,2009/11/3,3085.74,3114.23,3078.94,3121.2,1.51E+11,1.70E+11,0.012214584
+sh000001,2009/11/4,3119.31,3128.54,3096.35,3141.45,1.45E+11,1.64E+11,0.004595036
+sh000001,2009/11/5,3133.51,3155.05,3122.52,3158.72,1.45E+11,1.55E+11,0.008473601
+sh000001,2009/11/6,3176.14,3164.04,3156.99,3183.57,1.63E+11,1.81E+11,0.0028494
+sh000001,2009/11/9,3162.15,3175.59,3141.77,3176.66,1.39E+11,1.59E+11,0.003650396
+sh000001,2009/11/10,3203.17,3178.61,3176.26,3211.11,1.42E+11,1.63E+11,0.000951004
+sh000001,2009/11/11,3176.31,3175.19,3149.07,3186.6,1.27E+11,1.44E+11,-0.001075942
+sh000001,2009/11/12,3181.46,3172.95,3163.08,3199.87,1.38E+11,1.53E+11,-0.00070547
+sh000001,2009/11/13,3164.65,3187.65,3127.5,3189.09,1.51E+11,1.66E+11,0.004632913
+sh000001,2009/11/16,3206.43,3275.05,3206.43,3275.55,2.00E+11,2.28E+11,0.027418318
+sh000001,2009/11/17,3291.04,3282.89,3275.31,3298.38,1.66E+11,1.95E+11,0.002393857
+sh000001,2009/11/18,3287.27,3303.23,3274.21,3315.87,1.59E+11,1.82E+11,0.00619576
+sh000001,2009/11/19,3311.19,3320.61,3285.81,3329.03,1.75E+11,1.95E+11,0.005261517
+sh000001,2009/11/20,3309.38,3308.35,3280.18,3332.53,1.76E+11,2.01E+11,-0.003692093
+sh000001,2009/11/23,3312.97,3338.66,3305.5,3339.31,1.70E+11,2.04E+11,0.009161667
+sh000001,2009/11/24,3352.22,3223.53,3214.03,3361.39,2.50E+11,2.91E+11,-0.034483895
+sh000001,2009/11/25,3214.82,3290.17,3188.02,3291.17,1.89E+11,2.18E+11,0.020672989
+sh000001,2009/11/26,3296.01,3170.98,3160.35,3305.33,2.18E+11,2.54E+11,-0.036226092
+sh000001,2009/11/27,3137.3,3096.27,3080.89,3169.76,1.49E+11,1.72E+11,-0.02356054
+sh000001,2009/11/30,3114.29,3195.3,3114.29,3195.88,1.39E+11,1.60E+11,0.031983645
+sh000001,2009/12/1,3191.06,3235.36,3173.42,3240.66,1.65E+11,1.91E+11,0.012537164
+sh000001,2009/12/2,3252.98,3269.75,3245.96,3278.27,1.75E+11,2.04E+11,0.01062942
+sh000001,2009/12/3,3268,3264.63,3227.77,3270.37,1.59E+11,1.89E+11,-0.001565869
+sh000001,2009/12/4,3256.61,3317.04,3214.84,3319.13,2.16E+11,2.57E+11,0.016053887
+sh000001,2009/12/7,3313.06,3331.9,3302.13,3334.01,1.40E+11,1.72E+11,0.004479898
+sh000001,2009/12/8,3330.33,3296.66,3260.67,3330.38,1.37E+11,1.63E+11,-0.010576548
+sh000001,2009/12/9,3258,3239.57,3228.2,3284.65,1.15E+11,1.36E+11,-0.017317527
+sh000001,2009/12/10,3258.35,3254.26,3225.56,3276.13,94306516000,1.13E+11,0.004534552
+sh000001,2009/12/11,3260.45,3247.32,3242.37,3280.94,91542945000,1.08E+11,-0.002132589
+sh000001,2009/12/14,3246.95,3302.9,3178.23,3315.03,1.18E+11,1.39E+11,0.017115652
+sh000001,2009/12/15,3283.6,3274.46,3267.94,3303.18,1.01E+11,1.26E+11,-0.008610615
+sh000001,2009/12/16,3262.86,3255.21,3246.61,3299.33,1.04E+11,1.23E+11,-0.005878832
+sh000001,2009/12/17,3261.61,3179.08,3176.63,3272.98,1.06E+11,1.24E+11,-0.023387124
+sh000001,2009/12/18,3154.82,3113.89,3108.03,3169.58,1.02E+11,1.17E+11,-0.020505933
+sh000001,2009/12/21,3108.07,3122.97,3088,3123.99,74568126000,90229874500,0.002915967
+sh000001,2009/12/22,3126.62,3050.52,3039.86,3129.31,85080787000,99479570500,-0.02319907
+sh000001,2009/12/23,3048.2,3073.78,3041.35,3078.84,80058134000,90894879400,0.00762493
+sh000001,2009/12/24,3080.87,3153.41,3075.11,3156.53,1.02E+11,1.23E+11,0.025906213
+sh000001,2009/12/25,3149.23,3141.35,3128.15,3154.77,84545783000,1.01E+11,-0.003824431
+sh000001,2009/12/28,3148.86,3188.79,3148.86,3202.09,91211608000,1.11E+11,0.015101787
+sh000001,2009/12/29,3190.17,3211.76,3166.76,3212.52,1.03E+11,1.17E+11,0.007203359
+sh000001,2009/12/30,3211.83,3262.6,3206.22,3267,1.29E+11,1.58E+11,0.015829327
+sh000001,2009/12/31,3265,3277.14,3250.03,3282.21,1.17E+11,1.39E+11,0.004456568
+sh000001,2010/1/4,3289.75,3243.76,3243.32,3295.28,1.09E+11,1.34E+11,-0.010185711
+sh000001,2010/1/5,3254.47,3282.18,3221.46,3290.51,1.26E+11,1.62E+11,0.011844279
+sh000001,2010/1/6,3277.52,3254.22,3253.04,3295.87,1.24E+11,1.58E+11,-0.008518728
+sh000001,2010/1/7,3253.99,3192.78,3176.71,3268.82,1.29E+11,1.57E+11,-0.0188801
+sh000001,2010/1/8,3177.26,3196,3149.02,3198.92,98377147000,1.22E+11,0.001008525
+sh000001,2010/1/11,3301.61,3212.75,3197.33,3306.75,1.36E+11,1.78E+11,0.005240926
+sh000001,2010/1/12,3205.71,3273.97,3180.09,3275.2,1.41E+11,1.74E+11,0.019055326
+sh000001,2010/1/13,3204.98,3172.66,3165.49,3232.82,1.58E+11,1.97E+11,-0.030944083
+sh000001,2010/1/14,3183.38,3215.55,3165.6,3219.02,1.36E+11,1.68E+11,0.013518625
+sh000001,2010/1/15,3217.19,3224.15,3197.22,3241.82,1.21E+11,1.51E+11,0.002674504
+sh000001,2010/1/18,3213.64,3237.1,3202.21,3238.24,1.35E+11,1.70E+11,0.004016563
+sh000001,2010/1/19,3242.22,3246.87,3236.84,3268.81,1.30E+11,1.63E+11,0.003018134
+sh000001,2010/1/20,3252.04,3151.85,3148.33,3255.13,1.58E+11,1.93E+11,-0.029265108
+sh000001,2010/1/21,3154.19,3158.86,3126.9,3176.15,1.14E+11,1.42E+11,0.002224091
+sh000001,2010/1/22,3118.72,3128.59,3062.63,3147.83,1.38E+11,1.64E+11,-0.009582571
+sh000001,2010/1/25,3103.32,3094.41,3092.93,3137,78361862000,95145982300,-0.010925049
+sh000001,2010/1/26,3094.85,3019.39,3001.96,3107.2,93507092000,1.09E+11,-0.024243717
+sh000001,2010/1/27,3020.54,2986.61,2972.63,3028.65,76552214000,90324580800,-0.010856498
+sh000001,2010/1/28,2985.21,2994.14,2963.89,3006.04,73365767000,85654271700,0.002521253
+sh000001,2010/1/29,2979.74,2989.29,2968.45,3024.85,80475875000,95656890400,-0.001619831
+sh000001,2010/2/1,2981.37,2941.36,2912.89,2981.37,88147114000,1.04E+11,-0.016033908
+sh000001,2010/2/2,2955.75,2934.71,2930.56,2990.75,82485789000,97685864700,-0.002260859
+sh000001,2010/2/3,2945.03,3003.84,2890.02,3005.13,1.01E+11,1.19E+11,0.02355599
+sh000001,2010/2/4,2983.05,2995.31,2968.68,3015.13,99918364000,1.15E+11,-0.002839699
+sh000001,2010/2/5,2936.2,2939.4,2918.91,2959.23,97274989000,1.11E+11,-0.018665848
+sh000001,2010/2/8,2936.45,2935.17,2922.19,2954.27,63299582000,73159984000,-0.001439069
+sh000001,2010/2/9,2932.09,2948.84,2929.21,2957.47,62282207000,68112416200,0.004657311
+sh000001,2010/2/10,2967.14,2982.5,2958.22,2983.18,55588005000,67017903300,0.011414658
+sh000001,2010/2/11,2985.08,2985.5,2976.08,3001.64,56646305000,64892509400,0.001005868
+sh000001,2010/2/12,2996.09,3018.13,2993.44,3018.86,56092124000,66931569800,0.010929493
+sh000001,2010/2/22,3016.7,3003.4,3002.81,3026.66,68505143000,78744835900,-0.004880505
+sh000001,2010/2/23,2998.91,2982.58,2938.75,2998.91,80392858000,98223524200,-0.006932144
+sh000001,2010/2/24,2964.98,3022.18,2955.07,3023.74,92918962000,1.06E+11,0.013277096
+sh000001,2010/2/25,3026.66,3060.62,3022.37,3063,1.20E+11,1.39E+11,0.012719295
+sh000001,2010/2/26,3053.5,3051.94,3041.69,3067.53,1.01E+11,1.21E+11,-0.002836027
+sh000001,2010/3/1,3057.01,3087.84,3054.55,3093.1,1.11E+11,1.31E+11,0.01176301
+sh000001,2010/3/2,3089.71,3073.11,3060.96,3095.99,1.05E+11,1.25E+11,-0.004770325
+sh000001,2010/3/3,3074.1,3097.01,3061.47,3098.46,1.17E+11,1.37E+11,0.007777138
+sh000001,2010/3/4,3098.07,3023.37,3016.22,3102.4,1.26E+11,1.45E+11,-0.023777773
+sh000001,2010/3/5,3026.64,3031.07,3011.09,3044.17,92259665000,1.06E+11,0.002546827
+sh000001,2010/3/8,3036.42,3053.23,3030.91,3058.83,81011950000,92751540600,0.00731095
+sh000001,2010/3/9,3053.26,3069.14,3028.69,3084.85,92381803000,1.07E+11,0.005210875
+sh000001,2010/3/10,3067.15,3048.93,3034.74,3085.99,84612953000,98755804100,-0.006584907
+sh000001,2010/3/11,3050.64,3051.28,3025.31,3070.94,79872195000,96185690100,0.000770762
+sh000001,2010/3/12,3051.47,3013.41,3011.97,3057.52,71418912000,84352943900,-0.012411185
+sh000001,2010/3/15,3010.72,2976.94,2963.49,3013.52,63749768000,74779819300,-0.012102568
+sh000001,2010/3/16,2974.49,2992.84,2963.44,2993.84,59627991000,69931647600,0.005341055
+sh000001,2010/3/17,2999.82,3050.48,2994.89,3050.76,87085699000,1.05E+11,0.019259299
+sh000001,2010/3/18,3053.16,3046.09,3035.02,3063.59,91379124000,1.09E+11,-0.001439118
+sh000001,2010/3/19,3046.75,3067.75,3031.02,3069.66,88481189000,1.03E+11,0.007110755
+sh000001,2010/3/22,3069.66,3074.58,3061.76,3083.35,96499411000,1.13E+11,0.002226387
+sh000001,2010/3/23,3076.96,3053.13,3051.21,3082.97,92867190000,1.09E+11,-0.006976563
+sh000001,2010/3/24,3058.93,3056.81,3052.21,3076.75,89266365000,1.04E+11,0.00120532
+sh000001,2010/3/25,3051.36,3019.18,3012.31,3051.36,90190542000,1.05E+11,-0.012310219
+sh000001,2010/3/26,3017.22,3059.72,3009.91,3067.71,93077716000,1.09E+11,0.013427487
+sh000001,2010/3/29,3076.05,3123.8,3071.69,3130.28,1.32E+11,1.55E+11,0.020943093
+sh000001,2010/3/30,3123.83,3128.47,3113.77,3132.58,1.02E+11,1.25E+11,0.001494974
+sh000001,2010/3/31,3129.57,3109.11,3101.76,3130.11,1.01E+11,1.23E+11,-0.006188328
+sh000001,2010/4/1,3111.94,3147.42,3111.94,3148.34,1.27E+11,1.54E+11,0.012321854
+sh000001,2010/4/2,3154.77,3157.96,3141.87,3159.6,1.23E+11,1.50E+11,0.003348775
+sh000001,2010/4/6,3170.61,3158.68,3141.93,3177.97,1.17E+11,1.44E+11,0.000227995
+sh000001,2010/4/7,3156.31,3148.22,3132.24,3161.08,10352157000,1.27E+11,-0.003310877
+sh000001,2010/4/8,3143.45,3118.71,3110.26,3143.83,11464338900,1.42E+11,-0.009374498
+sh000001,2010/4/9,3118.93,3145.35,3114.79,3146.46,10542596000,1.34E+11,0.008541355
+sh000001,2010/4/12,3151.89,3129.26,3111.9,3156.21,13796270100,1.75E+11,-0.005113585
+sh000001,2010/4/13,3129.69,3161.25,3101.48,3173.63,14398204000,1.85E+11,0.010222215
+sh000001,2010/4/14,3161.55,3166.18,3145.56,3167.66,10643584700,1.38E+11,0.001560142
+sh000001,2010/4/15,3168.14,3164.97,3135.99,3181.66,10626390800,1.37E+11,-0.000384374
+sh000001,2010/4/16,3159.67,3130.3,3121.37,3159.67,8093491800,1.03E+11,-0.010952408
+sh000001,2010/4/19,3096.79,2980.3,2977.77,3096.79,12936050500,1.56E+11,-0.047920297
+sh000001,2010/4/20,2980.08,2979.53,2941.35,2998.91,10173224900,1.25E+11,-0.00025635
+sh000001,2010/4/21,2984.62,3033.28,2972.1,3034.33,11630851400,1.46E+11,0.018038062
+sh000001,2010/4/22,3021.29,2999.48,2978.46,3023.64,12172666400,1.53E+11,-0.011141082
+sh000001,2010/4/23,2995.57,2983.54,2966.79,3015.63,10351871300,1.36E+11,-0.005316581
+sh000001,2010/4/26,2988.08,2969.5,2965.83,2996.83,8914667500,1.16E+11,-0.004703813
+sh000001,2010/4/27,2962.15,2907.93,2866.34,2962.15,10827127300,1.31E+11,-0.020735793
+sh000001,2010/4/28,2883.17,2900.33,2865.47,2916.68,8374941100,1.05E+11,-0.002612513
+sh000001,2010/4/29,2912.2,2868.43,2867.94,2928.93,8934443400,1.12E+11,-0.0109984
+sh000001,2010/4/30,2867.65,2870.61,2820.95,2875.81,8873444400,1.06E+11,0.000759648
+sh000001,2010/5/4,2821.35,2835.28,2809.13,2862.56,6607984400,78762912103,-0.012308878
+sh000001,2010/5/5,2804.51,2857.15,2770.33,2857.29,9534057800,1.14E+11,0.007714943
+sh000001,2010/5/6,2838.95,2739.7,2735,2838.95,9264931600,1.13E+11,-0.041107033
+sh000001,2010/5/7,2685.99,2688.38,2665.81,2732.18,9202626000,1.09E+11,-0.018731599
+sh000001,2010/5/10,2690.86,2698.76,2646.59,2713.06,8185405000,95439351168,0.003858825
+sh000001,2010/5/11,2745.6,2647.57,2638.53,2751.07,8789710700,1.01E+11,-0.018965398
+sh000001,2010/5/12,2628.02,2655.71,2604.2,2668.12,8254416000,90582042080,0.003074513
+sh000001,2010/5/13,2653.58,2710.51,2646.9,2711.07,8307773300,90736116133,0.020632116
+sh000001,2010/5/14,2692.1,2696.63,2677.19,2712.86,7336802400,82576727209,-0.005120075
+sh000001,2010/5/17,2663.88,2559.93,2557.24,2663.88,8264832600,88207607272,-0.050692179
+sh000001,2010/5/18,2555.14,2594.78,2529.63,2603.32,8279238600,84659769222,0.013614429
+sh000001,2010/5/19,2581.63,2587.81,2554.98,2623.96,7137218600,76631733602,-0.002688471
+sh000001,2010/5/20,2571.54,2555.94,2551.45,2609.64,6639004400,71961660671,-0.012314288
+sh000001,2010/5/21,2492.58,2583.52,2481.97,2584.45,8385609000,86998295723,0.010791333
+sh000001,2010/5/24,2596.32,2673.42,2596.32,2680.49,11249727200,1.22E+11,0.034797846
+sh000001,2010/5/25,2654.36,2622.63,2609.09,2659.74,9326905000,1.02E+11,-0.018999238
+sh000001,2010/5/26,2620.85,2625.79,2610.51,2644.94,6871046400,75195627889,0.001206041
+sh000001,2010/5/27,2615.11,2655.92,2583.55,2662.08,8788356900,96516279204,0.011472725
+sh000001,2010/5/28,2680.4,2655.77,2641.41,2686.54,8694799800,98648768130,-5.69E-05
+sh000001,2010/5/31,2647.87,2592.15,2591.54,2665.39,7874388200,87203750751,-0.023955415
+sh000001,2010/6/1,2577.76,2568.28,2534.27,2598.9,7466611300,79814661762,-0.009206268
+sh000001,2010/6/2,2548.54,2571.42,2521.06,2572.34,6486663400,69692518811,0.001222607
+sh000001,2010/6/3,2575.77,2552.66,2551.53,2596.14,6950232800,74462434052,-0.007298294
+sh000001,2010/6/4,2536.23,2553.59,2527.87,2556.97,5651849500,60645956510,0.000367069
+sh000001,2010/6/7,2508.33,2511.73,2491.66,2527.1,6569798800,70153783991,-0.016394155
+sh000001,2010/6/8,2510.08,2513.95,2491.65,2531.88,6303246800,69342653328,0.000883057
+sh000001,2010/6/9,2523.88,2583.87,2501.12,2589.47,9603098400,1.03E+11,0.027814031
+sh000001,2010/6/10,2561.55,2562.58,2554.79,2581.05,7458396400,80569289041,-0.008239579
+sh000001,2010/6/11,2574.9,2569.94,2566.62,2590.98,6651928000,73920367262,0.002872886
+sh000001,2010/6/17,2588.97,2560.25,2559.72,2595.51,5495703900,61650699806,-0.003773237
+sh000001,2010/6/18,2556.6,2513.22,2505.33,2568.86,6721845300,72840913127,-0.018366602
+sh000001,2010/6/21,2517.29,2586.21,2504.32,2587.34,7855442500,81694028138,0.029041605
+sh000001,2010/6/22,2579.63,2588.7,2572.96,2598.35,6368145900,65898436608,0.000962026
+sh000001,2010/6/23,2576.34,2569.87,2546.52,2593.67,5877682200,61894821152,-0.007272382
+sh000001,2010/6/24,2563.64,2566.75,2554.34,2586.9,4885657100,51020728773,-0.001216792
+sh000001,2010/6/25,2556.54,2552.82,2534.27,2572.83,5007885200,51687997766,-0.005426328
+sh000001,2010/6/28,2550.65,2535.28,2528.39,2561.49,4320393800,45257330900,-0.006870449
+sh000001,2010/6/29,2534.5,2427.05,2425.93,2541.14,7374490400,71361871448,-0.042687626
+sh000001,2010/6/30,2409.54,2398.37,2382.36,2411.44,5521056900,51154351342,-0.011818036
+sh000001,2010/7/1,2393.95,2373.79,2371.78,2410.77,4996768600,46415158479,-0.010247793
+sh000001,2010/7/2,2371.32,2382.9,2319.74,2386.4,6832957000,61545270259,0.00383732
+sh000001,2010/7/5,2358.76,2363.95,2335.57,2378.09,4799645200,42999668092,-0.00795417
+sh000001,2010/7/6,2358.28,2409.42,2356.55,2409.78,6136429500,55618257338,0.019237741
+sh000001,2010/7/7,2407.67,2421.12,2392.57,2421.68,5611070000,52493745444,0.004853027
+sh000001,2010/7/8,2429.68,2415.15,2402,2436.28,5448595400,50449202545,-0.002464565
+sh000001,2010/7/9,2416.58,2470.92,2398.68,2485.6,8589014800,81834661782,0.023092976
+sh000001,2010/7/12,2468.54,2490.72,2455.81,2501.02,8292234900,81580605524,0.008011176
+sh000001,2010/7/13,2468.69,2450.29,2439.24,2468.69,6632701900,63392043165,-0.01623307
+sh000001,2010/7/14,2456.1,2470.44,2456.1,2494.59,7294614500,70221217634,0.008225162
+sh000001,2010/7/15,2465.99,2424.3,2423.65,2487.24,10553923900,72186340168,-0.018675216
+sh000001,2010/7/16,2414.68,2424.27,2389.07,2428.46,7079330300,55992242757,-1.36E-05
+sh000001,2010/7/19,2399.58,2475.42,2392.27,2484.19,8883896200,79475296793,0.021099126
+sh000001,2010/7/20,2477.75,2528.73,2477.46,2530.33,11859837400,1.12E+11,0.021535327
+sh000001,2010/7/21,2529.62,2535.39,2520.15,2553.45,11424783200,1.06E+11,0.002635315
+sh000001,2010/7/22,2525.98,2562.41,2522.2,2563.24,10593421700,95754900535,0.010653965
+sh000001,2010/7/23,2566.85,2572.03,2549.24,2579.52,11437314900,1.01E+11,0.003755065
+sh000001,2010/7/26,2576.37,2588.68,2556.47,2589.48,9332648600,88588775158,0.006475435
+sh000001,2010/7/27,2581.59,2575.37,2565.64,2588,8660523600,85156951249,-0.005143542
+sh000001,2010/7/28,2574.32,2633.66,2564.16,2636,12897953800,1.22E+11,0.0226356
+sh000001,2010/7/29,2635.05,2648.12,2623.94,2656.41,13912360500,1.31E+11,0.005487794
+sh000001,2010/7/30,2642.85,2637.5,2614.73,2643.04,9477378800,94120939833,-0.004007755
+sh000001,2010/8/2,2635.81,2672.52,2633.65,2675.76,11294463300,1.10E+11,0.013275056
+sh000001,2010/8/3,2678.79,2627,2626.72,2681.79,12797109400,1.30E+11,-0.017030394
+sh000001,2010/8/4,2620.5,2638.52,2589.99,2638.9,11212373700,1.13E+11,0.004385227
+sh000001,2010/8/5,2636.24,2620.76,2606.62,2640.59,11351438200,1.15E+11,-0.006732936
+sh000001,2010/8/6,2618.71,2658.39,2598.91,2659.41,12092728600,1.23E+11,0.014360355
+sh000001,2010/8/9,2656.36,2672.53,2650.4,2676.09,11996475000,1.27E+11,0.005319381
+sh000001,2010/8/10,2672.79,2595.27,2594.34,2675.31,12701002100,1.30E+11,-0.02890853
+sh000001,2010/8/11,2587.62,2607.5,2586.02,2618.45,8694146100,88751831976,0.004709715
+sh000001,2010/8/12,2584.92,2575.48,2570.96,2608.76,9267520300,96005861113,-0.012280743
+sh000001,2010/8/13,2576.69,2606.7,2564.84,2607.03,8882045000,91342498292,0.012123977
+sh000001,2010/8/16,2603.79,2661.71,2596.77,2665.31,12586282300,1.31E+11,0.021102543
+sh000001,2010/8/17,2663.18,2671.89,2654.01,2677.57,12263829400,1.29E+11,0.00382649
+sh000001,2010/8/18,2674.5,2666.3,2654.41,2687.76,13625434800,1.29E+11,-0.002092898
+sh000001,2010/8/19,2669.43,2687.98,2659.3,2701.93,12844161300,1.33E+11,0.008130365
+sh000001,2010/8/20,2677.02,2642.31,2636.91,2683.29,11617218400,1.20E+11,-0.016991204
+sh000001,2010/8/23,2637.82,2639.37,2629.71,2656.12,8813653900,91492887897,-0.001113043
+sh000001,2010/8/24,2636.53,2650.31,2614.56,2667.17,10724363900,1.06E+11,0.004145314
+sh000001,2010/8/25,2634.95,2596.58,2595.73,2645.5,10969582800,1.08E+11,-0.020271991
+sh000001,2010/8/26,2604.88,2603.48,2590.61,2616.96,8031385700,81805454775,0.002657727
+sh000001,2010/8/27,2602.5,2610.74,2588.64,2613.49,7046609400,75183467792,0.002788958
+sh000001,2010/8/30,2622.27,2652.66,2620.19,2656.36,11047952500,1.21E+11,0.016057504
+sh000001,2010/8/31,2644.79,2638.8,2626.79,2647.25,11089024500,1.25E+11,-0.005227198
+sh000001,2010/9/1,2641.05,2622.88,2604.49,2662.88,12716494000,1.38E+11,-0.006031534
+sh000001,2010/9/2,2646.89,2655.78,2636.42,2659.98,12407623800,1.42E+11,0.012541167
+sh000001,2010/9/3,2658.13,2655.39,2631.85,2660.54,12945652600,1.46E+11,-0.000143837
+sh000001,2010/9/6,2667.2,2696.25,2664.24,2698.6,14420906600,1.60E+11,0.015386041
+sh000001,2010/9/7,2698.22,2698.36,2679.02,2704.93,11223153900,1.24E+11,0.000783681
+sh000001,2010/9/8,2687.71,2695.29,2674.32,2695.85,11351940900,1.31E+11,-0.001138468
+sh000001,2010/9/9,2698.64,2656.35,2651.6,2698.64,13298943400,1.56E+11,-0.014447049
+sh000001,2010/9/10,2657.24,2663.21,2628.83,2667.84,11304115100,1.34E+11,0.00258136
+sh000001,2010/9/13,2665.66,2688.32,2660.61,2696.67,11791891400,1.41E+11,0.009428851
+sh000001,2010/9/14,2694.07,2688.52,2678.97,2703.78,12071241000,1.41E+11,7.51E-05
+sh000001,2010/9/15,2688.39,2652.5,2645.86,2688.49,12203981500,1.38E+11,-0.013397324
+sh000001,2010/9/16,2646.92,2602.47,2583.34,2653.27,11899820000,1.29E+11,-0.018864446
+sh000001,2010/9/17,2607.55,2598.69,2592.54,2615.08,8317135700,94655424363,-0.001450932
+sh000001,2010/9/20,2601.48,2588.71,2573.63,2607.35,7946951900,89768763346,-0.003838859
+sh000001,2010/9/21,2593.76,2591.55,2580.18,2601.1,5810140600,66352718904,0.001095911
+sh000001,2010/9/27,2600.54,2627.97,2597.14,2629.05,7684465800,90540412831,0.014052208
+sh000001,2010/9/28,2625.33,2611.35,2607.02,2625.33,9311743000,1.15E+11,-0.006321617
+sh000001,2010/9/29,2608.92,2610.68,2603.93,2634.12,8861866300,1.06E+11,-0.00025887
+sh000001,2010/9/30,2599.72,2655.66,2597.6,2656,8958036100,1.07E+11,0.017229241
+sh000001,2010/10/8,2681.25,2738.74,2677.99,2747.81,13575954300,1.68E+11,0.031286408
+sh000001,2010/10/11,2755.03,2806.94,2755.03,2823.6,20753526500,2.53E+11,0.024901196
+sh000001,2010/10/12,2795.76,2841.41,2782.34,2843.43,16742832700,2.12E+11,0.012278487
+sh000001,2010/10/13,2842.14,2861.36,2826.22,2862.04,18528167100,2.28E+11,0.007022577
+sh000001,2010/10/14,2881.55,2879.64,2864.52,2919.41,22946170900,2.65E+11,0.006386821
+sh000001,2010/10/15,2863.74,2971.16,2858.22,2971.16,23656855800,2.73E+11,0.031783184
+sh000001,2010/10/18,2985.46,2955.23,2944.72,3026.1,26331693800,3.01E+11,-0.005362552
+sh000001,2010/10/19,2949.63,3001.85,2931.91,3002.37,17066782800,2.00E+11,0.015777468
+sh000001,2010/10/20,2947.51,3003.95,2942.51,3041.15,20780442400,2.62E+11,0.000698902
+sh000001,2010/10/21,3009.23,2983.53,2958.55,3018.24,16143614100,2.05E+11,-0.006797048
+sh000001,2010/10/22,2976.75,2975.04,2954.62,2997.62,14707988100,1.95E+11,-0.00284562
+sh000001,2010/10/25,2979.71,3051.42,2959.3,3051.54,19211424300,2.52E+11,0.025672234
+sh000001,2010/10/26,3065.84,3041.54,3017.82,3073.38,19877890800,2.60E+11,-0.003236527
+sh000001,2010/10/27,3031.65,2997.05,2988.87,3056.4,17626828000,2.30E+11,-0.014629088
+sh000001,2010/10/28,2989.29,2992.58,2969.3,3007.01,14353793300,1.86E+11,-0.001491134
+sh000001,2010/10/29,2993.3,2978.84,2955.48,2996.77,14710975400,1.95E+11,-0.004592694
+sh000001,2010/11/1,2986.89,3054.02,2986.89,3054.05,18624318000,2.51E+11,0.025240069
+sh000001,2010/11/2,3061.63,3045.43,3029.32,3089.57,22494728300,3.07E+11,-0.002811703
+sh000001,2010/11/3,3044.02,3030.99,3017.1,3069.07,18984803200,2.44E+11,-0.004743495
+sh000001,2010/11/4,3035.37,3086.94,3035.37,3087.42,17685709600,2.28E+11,0.018459657
+sh000001,2010/11/5,3129.87,3129.5,3105.92,3142.59,21195580300,2.73E+11,0.013786473
+sh000001,2010/11/8,3140.4,3159.51,3124.09,3160.7,20541796000,2.59E+11,0.009590998
+sh000001,2010/11/9,3159.02,3135,3110.34,3159.02,19245574600,2.48E+11,-0.00775816
+sh000001,2010/11/10,3120.44,3115.36,3093.88,3124.26,18505242300,2.49E+11,-0.006266029
+sh000001,2010/11/11,3108.51,3147.74,3102.77,3186.72,21027474300,2.87E+11,0.010396244
+sh000001,2010/11/12,3121.92,2985.44,2975.16,3150.15,23308495800,2.98E+11,-0.051563596
+sh000001,2010/11/15,2984.87,3014.41,2939.68,3016.13,15315244800,1.97E+11,0.009706458
+sh000001,2010/11/16,3007.64,2894.54,2885.75,3007.64,17108937300,2.22E+11,-0.039767278
+sh000001,2010/11/17,2852.48,2838.86,2824.12,2891.05,12378026100,1.59E+11,-0.019236576
+sh000001,2010/11/18,2855.61,2865.45,2827.18,2873.7,10222618200,1.28E+11,0.009368207
+sh000001,2010/11/19,2879.66,2888.57,2806.64,2888.75,12377846000,1.56E+11,0.008066441
+sh000001,2010/11/22,2861.61,2884.37,2852.77,2904.97,12711771600,1.63E+11,-0.001452278
+sh000001,2010/11/23,2872.17,2828.28,2791.58,2872.17,11631195600,1.45E+11,-0.019445834
+sh000001,2010/11/24,2794.86,2859.94,2794.86,2861.49,11615623800,1.48E+11,0.011191953
+sh000001,2010/11/25,2875.86,2898.26,2856.96,2901.68,13160845300,1.67E+11,0.01340065
+sh000001,2010/11/26,2890.29,2871.7,2851.96,2894.42,11086619100,1.44E+11,-0.009165151
+sh000001,2010/11/29,2861.15,2866.36,2841.8,2878.83,10245254200,1.34E+11,-0.001860223
+sh000001,2010/11/30,2863.41,2820.18,2758.92,2881.16,13932486300,1.73E+11,-0.016109304
+sh000001,2010/12/1,2810.54,2823.45,2795.81,2834.2,8126329600,1.04E+11,0.001158791
+sh000001,2010/12/2,2860.46,2843.61,2841.47,2870.81,10419575500,1.32E+11,0.007139495
+sh000001,2010/12/3,2846.73,2842.43,2822.74,2853.4,8352101000,1.06E+11,-0.000413559
+sh000001,2010/12/6,2850.38,2857.18,2831.7,2871.41,8977305500,1.11E+11,0.005188165
+sh000001,2010/12/7,2843.77,2875.86,2809.11,2884.53,8678549700,1.11E+11,0.00653897
+sh000001,2010/12/8,2868.73,2848.55,2843.94,2880.56,8670737900,1.10E+11,-0.009498025
+sh000001,2010/12/9,2837.62,2810.95,2808.51,2854.7,9462255200,1.09E+11,-0.013198663
+sh000001,2010/12/10,2798.74,2841.04,2792.52,2850.42,8049610800,98203063221,0.010704926
+sh000001,2010/12/13,2850.33,2922.95,2847.66,2923.77,12887846800,1.60E+11,0.028832399
+sh000001,2010/12/14,2928.3,2927.08,2912.42,2933.41,12094493600,1.53E+11,0.001410559
+sh000001,2010/12/15,2927.26,2911.41,2905.65,2939.05,10946248900,1.43E+11,-0.005351072
+sh000001,2010/12/16,2908.87,2898.14,2891.86,2921.28,8760631300,1.10E+11,-0.004559984
+sh000001,2010/12/17,2896.77,2893.74,2881,2898.81,7367713600,93857086844,-0.001517526
+sh000001,2010/12/20,2901.47,2852.92,2804.56,2911.56,11375549500,1.47E+11,-0.014107695
+sh000001,2010/12/21,2857.59,2904.12,2846.63,2908.17,10682562300,1.36E+11,0.0179462
+sh000001,2010/12/22,2910.73,2877.9,2867.05,2917.2,9832555700,1.26E+11,-0.009026846
+sh000001,2010/12/23,2874.2,2855.22,2849.84,2893.71,8900248800,1.09E+11,-0.007880746
+sh000001,2010/12/24,2841.35,2835.16,2813.5,2853.49,8121684800,95886756272,-0.007026779
+sh000001,2010/12/27,2842.81,2781.4,2774.54,2876.81,9780727800,1.23E+11,-0.018960149
+sh000001,2010/12/28,2768.03,2732.99,2730.41,2775.15,8433263200,96990632639,-0.017405611
+sh000001,2010/12/29,2735.48,2751.53,2721.48,2753.03,6394127800,76202882886,0.006782681
+sh000001,2010/12/30,2751.97,2759.58,2724.54,2768.13,7317204600,86056703442,0.002924921
+sh000001,2010/12/31,2759.16,2808.08,2758.13,2808.93,8335021400,1.08E+11,0.017575895
+sh000001,2011/1/4,2825.33,2852.65,2810.11,2855.4,11007279100,1.46E+11,0.015872428
+sh000001,2011/1/5,2833.12,2838.59,2824.3,2850.49,10441528200,1.35E+11,-0.004927001
+sh000001,2011/1/6,2838.44,2824.2,2816.95,2853.88,8470561600,1.13E+11,-0.005071527
+sh000001,2011/1/7,2820.67,2838.8,2807.87,2868.01,11312956800,1.37E+11,0.005171027
+sh000001,2011/1/10,2832.62,2791.81,2786.86,2847.36,9078087200,1.11E+11,-0.016553467
+sh000001,2011/1/11,2783.48,2804.05,2770.34,2810.76,8055378000,94484834019,0.004383538
+sh000001,2011/1/12,2811.79,2821.31,2788.13,2828.47,7924611700,88093030257,0.006154676
+sh000001,2011/1/13,2830.53,2827.71,2810.87,2837.53,7488626500,87930916308,0.002271289
+sh000001,2011/1/14,2817.05,2791.34,2780.44,2817.05,7675388000,90644705327,-0.012861631
+sh000001,2011/1/17,2772.45,2706.66,2698.78,2780.94,9251911300,1.05E+11,-0.030338074
+sh000001,2011/1/18,2696.15,2708.98,2683.37,2715.41,6037727600,67738468876,0.000856776
+sh000001,2011/1/19,2707.82,2758.1,2700.81,2759.6,7849316900,89943624643,0.018131554
+sh000001,2011/1/20,2752.8,2677.65,2676.13,2752.8,8604719100,95850318766,-0.029166849
+sh000001,2011/1/21,2668.68,2715.29,2667.29,2746.18,9563903800,1.03E+11,0.014057839
+sh000001,2011/1/24,2716.52,2695.72,2690.65,2736.11,8792080700,96191099725,-0.007208796
+sh000001,2011/1/25,2691.69,2677.43,2661.45,2701.04,6948141200,75578247319,-0.006784087
+sh000001,2011/1/26,2677.17,2708.81,2676.77,2710.74,6075089900,67295416034,0.011720933
+sh000001,2011/1/27,2690.83,2749.15,2677.21,2753,10556916300,1.15E+11,0.01489065
+sh000001,2011/1/28,2741.31,2752.75,2733.29,2759.44,8542799200,98480283957,0.001309496
+sh000001,2011/1/31,2751.53,2790.69,2748.54,2790.92,9150281400,1.07E+11,0.013784034
+sh000001,2011/2/1,2795.07,2798.96,2785.3,2805.05,7335009200,90093971270,0.002961987
+sh000001,2011/2/9,2778.7,2774.07,2764.87,2804.21,8725778800,1.05E+11,-0.008894375
+sh000001,2011/2/10,2769.65,2818.16,2760.18,2819.06,9791976300,1.17E+11,0.015896527
+sh000001,2011/2/11,2815.12,2827.33,2807.61,2835.41,10775817100,1.28E+11,0.003252118
+sh000001,2011/2/14,2828.57,2899.13,2828.57,2906.26,15424297000,1.80E+11,0.025397124
+sh000001,2011/2/15,2900.43,2899.24,2892.64,2934.47,15244989800,1.87E+11,3.55E-05
+sh000001,2011/2/16,2893.68,2923.9,2882.55,2924.19,12780569700,1.60E+11,0.008505341
+sh000001,2011/2/17,2929.26,2926.96,2905.03,2939.28,13041549800,1.69E+11,0.001049285
+sh000001,2011/2/18,2924.23,2899.79,2890.26,2924.23,11377546300,1.42E+11,-0.009283339
+sh000001,2011/2/21,2886.54,2932.25,2884.19,2932.82,11885588300,1.46E+11,0.011191837
+sh000001,2011/2/22,2941.32,2855.52,2851.62,2944.41,15300462200,1.92E+11,-0.026167654
+sh000001,2011/2/23,2844.99,2862.63,2839.2,2868.48,11108305900,1.38E+11,0.002492719
+sh000001,2011/2/24,2861.39,2878.6,2854.56,2881.54,10977258800,1.37E+11,0.005578429
+sh000001,2011/2/25,2876.78,2878.57,2848.65,2890.32,10009403900,1.24E+11,-1.32E-05
+sh000001,2011/2/28,2880.17,2905.05,2861.82,2906.17,11870576300,1.48E+11,0.009201807
+sh000001,2011/3/1,2906.29,2918.92,2901.55,2931.58,13655504800,1.72E+11,0.004773407
+sh000001,2011/3/2,2905.51,2913.81,2883.57,2924.96,13344225800,1.65E+11,-0.001751333
+sh000001,2011/3/3,2918.73,2902.98,2900.76,2937.56,15048888400,1.78E+11,-0.003716786
+sh000001,2011/3/4,2902.19,2942.31,2898.08,2944.46,11827724100,1.44E+11,0.013547467
+sh000001,2011/3/7,2952.72,2996.21,2952.72,3000.43,16010588400,2.08E+11,0.018320664
+sh000001,2011/3/8,2996.73,2999.94,2976.6,3001.62,12668115400,1.69E+11,0.001245239
+sh000001,2011/3/9,3002.55,3002.15,2989.34,3012.04,12479073500,1.65E+11,0.000737348
+sh000001,2011/3/10,2995.77,2957.14,2954.37,2995.77,12379988900,1.66E+11,-0.014992902
+sh000001,2011/3/11,2942.42,2933.8,2927.68,2966.98,11599448000,1.53E+11,-0.00789512
+sh000001,2011/3/14,2923.98,2937.63,2914.46,2939.65,11691061800,1.53E+11,0.001305817
+sh000001,2011/3/15,2927.98,2896.26,2850.95,2927.98,15495195100,1.88E+11,-0.014083136
+sh000001,2011/3/16,2894.25,2930.8,2894.25,2934.02,13077723700,1.66E+11,0.011928504
+sh000001,2011/3/17,2906.96,2897.3,2885.65,2935.63,13779782700,1.71E+11,-0.011432358
+sh000001,2011/3/18,2920.81,2906.89,2900.87,2930.61,10063733500,1.27E+11,0.00330929
+sh000001,2011/3/21,2913.91,2909.14,2895.15,2927.07,9676027500,1.22E+11,0.000774368
+sh000001,2011/3/22,2917.69,2919.14,2884.75,2923.39,9511745700,1.20E+11,0.003439164
+sh000001,2011/3/23,2919.02,2948.48,2911.63,2950.42,11260347500,1.38E+11,0.010049186
+sh000001,2011/3/24,2949.85,2946.71,2942.13,2958.66,10895597900,1.37E+11,-0.000600649
+sh000001,2011/3/25,2948.54,2977.81,2946.7,2985.08,13639636700,1.71E+11,0.010556873
+sh000001,2011/3/28,2985.36,2984.01,2979.2,3005.78,15601687800,1.96E+11,0.002079042
+sh000001,2011/3/29,2979.87,2958.08,2953.54,2994.17,16854324600,2.00E+11,-0.008688993
+sh000001,2011/3/30,2955.45,2955.77,2935.75,2968.18,12649354800,1.53E+11,-0.000779561
+sh000001,2011/3/31,2954.65,2928.11,2914.38,2961.63,10893561100,1.34E+11,-0.009357964
+sh000001,2011/4/1,2932.48,2967.41,2924.39,2967.85,9984409400,1.26E+11,0.013421281
+sh000001,2011/4/6,2964.21,3001.36,2963.9,3005.24,14165061300,1.76E+11,0.011440954
+sh000001,2011/4/7,3003.2,3007.91,2990.31,3012.29,12473459100,1.53E+11,0.002182011
+sh000001,2011/4/8,3005.37,3030.02,2998.34,3031.1,11433779400,1.47E+11,0.007351286
+sh000001,2011/4/11,3037.91,3022.75,3019.89,3059.57,14718957600,1.83E+11,-0.002400973
+sh000001,2011/4/12,3012.8,3021.37,3003.45,3039.12,14599054700,1.66E+11,-0.000455546
+sh000001,2011/4/13,3006.83,3050.4,2994.47,3050.4,12820265500,1.47E+11,0.009607896
+sh000001,2011/4/14,3049.67,3042.64,3036.73,3058.24,12948710700,1.49E+11,-0.002544914
+sh000001,2011/4/15,3036.35,3050.53,3020.16,3062.53,12853098900,1.49E+11,0.002593476
+sh000001,2011/4/18,3040.53,3057.33,3037.19,3067.46,13748873900,1.61E+11,0.002230107
+sh000001,2011/4/19,3038.81,2999.04,2996.22,3038.81,14189639400,1.66E+11,-0.019065007
+sh000001,2011/4/20,3005.98,3007.04,2992.67,3019.12,11974165700,1.44E+11,0.002666186
+sh000001,2011/4/21,3021.77,3026.67,3012.54,3035.47,12151066400,1.47E+11,0.006528353
+sh000001,2011/4/22,3025.7,3010.52,3004.47,3032.97,11852561300,1.37E+11,-0.005336231
+sh000001,2011/4/25,3003.03,2964.95,2964.64,3003.61,11731662200,1.41E+11,-0.015135606
+sh000001,2011/4/26,2956.95,2938.98,2931.5,2970.28,9515481900,1.12E+11,-0.008758998
+sh000001,2011/4/27,2946.33,2925.41,2907.66,2961.13,10549247500,1.15E+11,-0.004618267
+sh000001,2011/4/28,2937.95,2887.04,2884.84,2953.19,10523087500,1.16E+11,-0.013114068
+sh000001,2011/4/29,2886.63,2911.51,2871.01,2913.56,8753425500,93221530229,0.008474758
+sh000001,2011/5/3,2911.51,2932.19,2890.23,2933.46,9640272200,1.03E+11,0.007101811
+sh000001,2011/5/4,2916.85,2866.02,2860.08,2916.97,11148113100,1.25E+11,-0.022567107
+sh000001,2011/5/5,2854.77,2872.4,2849.91,2880.13,9108442700,98812236389,0.002228528
+sh000001,2011/5/6,2842.77,2863.89,2834.46,2881.71,9106390900,1.05E+11,-0.00296546
+sh000001,2011/5/9,2868.24,2872.46,2861.42,2885.18,8157615500,94006376498,0.002993834
+sh000001,2011/5/10,2876.98,2890.63,2865.1,2891.03,8129717600,96056705123,0.006326981
+sh000001,2011/5/11,2890.35,2883.42,2868.35,2897.14,9247712200,1.07E+11,-0.002495646
+sh000001,2011/5/12,2864.98,2844.08,2843.1,2876.45,10024096100,1.14E+11,-0.01364248
+sh000001,2011/5/13,2846.31,2871.03,2832.25,2871.99,9323881500,1.04E+11,0.00947511
+sh000001,2011/5/16,2864.38,2849.07,2846.31,2877.09,8464825100,95786245699,-0.007650213
+sh000001,2011/5/17,2846.45,2852.77,2821.2,2869.23,9481984700,1.10E+11,0.001300777
+sh000001,2011/5/18,2846.73,2872.77,2843.68,2877.43,7682697000,90328330045,0.007010021
+sh000001,2011/5/19,2879.39,2859.57,2856.83,2884.14,7699453800,91205057076,-0.004593822
+sh000001,2011/5/20,2858.31,2858.46,2850.45,2866.76,7074378600,84003220756,-0.000389918
+sh000001,2011/5/23,2853.29,2774.57,2771.12,2853.29,9862204500,1.11E+11,-0.029347981
+sh000001,2011/5/24,2766.06,2767.06,2744.78,2771.75,7485289800,88842176414,-0.002707808
+sh000001,2011/5/25,2764.56,2741.74,2737.33,2771.18,7440653400,86236385809,-0.009148713
+sh000001,2011/5/26,2755.39,2736.53,2734.54,2764.89,7874131500,92594926319,-0.001901711
+sh000001,2011/5/27,2739.39,2709.95,2708.55,2746.84,8252105200,91901555969,-0.009713041
+sh000001,2011/5/30,2704.49,2706.36,2689.21,2728.06,6517438800,71116809685,-0.001323273
+sh000001,2011/5/31,2707.56,2743.47,2702.1,2744.93,6790038300,77797110767,0.013712509
+sh000001,2011/6/1,2737.06,2743.57,2726.5,2744.56,6855550100,77624943889,3.65E-05
+sh000001,2011/6/2,2715.32,2705.18,2676.54,2728,8602115800,94278924971,-0.013993072
+sh000001,2011/6/3,2701.77,2728.02,2701.25,2732.43,6798394500,78273698792,0.008442688
+sh000001,2011/6/7,2720.97,2744.3,2717.31,2745.77,6502129300,79144376103,0.005967698
+sh000001,2011/6/8,2742.04,2750.29,2715.25,2754.12,7429466100,87503873943,0.002181977
+sh000001,2011/6/9,2743.54,2703.35,2702.7,2747.33,8346926800,95128112398,-0.017068394
+sh000001,2011/6/10,2696.13,2705.14,2672.32,2707.74,7340029400,83170621045,0.000665102
+sh000001,2011/6/13,2687.65,2700.38,2669.4,2703.42,6306945900,73168505455,-0.00176109
+sh000001,2011/6/14,2696.22,2730.04,2691.67,2735.55,8309751400,95202692908,0.010984014
+sh000001,2011/6/15,2717.68,2705.43,2705.07,2730.48,7485694500,85433282733,-0.009014154
+sh000001,2011/6/16,2685.63,2664.28,2663.12,2691.94,7092787000,76584465459,-0.015209407
+sh000001,2011/6/17,2661.41,2642.82,2641.39,2675.03,6444263300,74389549410,-0.008056577
+sh000001,2011/6/20,2635.83,2621.25,2610.99,2637.88,6005986400,65210745084,-0.008159851
+sh000001,2011/6/21,2628.02,2646.48,2618.81,2648.02,6482187100,73287995236,0.009625168
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+sh000001,2011/6/28,2759.71,2759.2,2736.4,2763.28,8827745000,1.04E+11,0.0003524
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+sh000001,2011/6/30,2729.99,2762.08,2729.99,2774.37,9096712400,1.03E+11,0.01231197
+sh000001,2011/7/1,2767.83,2759.36,2752.97,2778.67,9207287800,1.05E+11,-0.000982594
+sh000001,2011/7/4,2770.94,2812.82,2770.94,2813.27,12196226000,1.44E+11,0.019372594
+sh000001,2011/7/5,2812.72,2816.36,2799.11,2818.14,11012422400,1.29E+11,0.001257458
+sh000001,2011/7/6,2811.82,2810.48,2780.73,2811.82,10310439300,1.22E+11,-0.002086385
+sh000001,2011/7/7,2813.19,2794.27,2793.89,2825.12,11651214300,1.40E+11,-0.005768412
+sh000001,2011/7/8,2797.03,2797.77,2784.13,2807.38,8621160900,1.03E+11,0.00125507
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+sh000001,2011/7/13,2756.03,2795.48,2756.03,2797.27,9192912800,1.08E+11,0.01484581
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+sh000001,2011/7/15,2803.59,2820.17,2794.16,2821.34,10747006400,1.28E+11,0.003460307
+sh000001,2011/7/18,2821.36,2816.69,2807.11,2826.96,10810862300,1.30E+11,-0.001234323
+sh000001,2011/7/19,2804.92,2796.98,2790.69,2809.32,9274088400,1.10E+11,-0.006995805
+sh000001,2011/7/20,2810.44,2794.21,2779.38,2817.29,8403061600,99677739096,-0.000993213
+sh000001,2011/7/21,2795.9,2765.89,2763.42,2799.85,8176058200,95769511827,-0.010132041
+sh000001,2011/7/22,2769.86,2770.79,2763.8,2782.17,7021183700,82498349719,0.001770133
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+sh000001,2011/7/26,2685.75,2703.03,2677.12,2704.94,7288145400,79482934662,0.005311026
+sh000001,2011/7/27,2690.14,2723.49,2680.43,2726.8,8040778100,92082368241,0.007571514
+sh000001,2011/7/28,2701.77,2708.78,2684.66,2712.09,7847491500,90451815581,-0.00540299
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+sh000001,2011/8/1,2697.58,2703.78,2688.53,2712.89,5900071100,66073995356,0.000760254
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+sh000001,2011/8/8,2599.29,2526.82,2497.92,2614.19,11030249600,1.18E+11,-0.037924965
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+sh000001,2011/8/12,2593.4,2593.17,2585.85,2605.45,9717120600,1.00E+11,0.004518677
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+sh000001,2011/8/17,2603.96,2601.26,2596.04,2617.17,7010914600,72200596507,-0.002647454
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+sh000001,2011/8/19,2519.65,2534.36,2513.75,2538.27,7060680100,73771901698,-0.00981218
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+sh000001,2011/8/25,2546.4,2615.26,2545.05,2616.3,10453797800,1.05E+11,0.02918825
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+sh000001,2011/8/29,2595.47,2576.41,2570.84,2595.47,7369609500,78406747865,-0.013695415
+sh000001,2011/8/30,2592.6,2566.6,2563.69,2615.14,7591068600,79541815163,-0.003810724
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+sh000001,2011/9/9,2506.97,2497.75,2487.15,2528.42,5125338000,53535159299,-0.000476201
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+sh000001,2011/9/27,2410.99,2415.05,2395.16,2423.91,5523143200,55315102091,0.009138875
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+sh000001,2011/10/12,2335.49,2420,2318.63,2421.69,9150856800,84438390265,0.030437945
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+sh000001,2011/10/19,2387.83,2377.51,2374.42,2401.69,5853463700,53173514652,-0.002505994
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+sh000001,2011/11/1,2450.33,2470.02,2445.53,2491.36,8889241700,85052779138,0.000716702
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+sh000001,2011/11/28,2383.89,2383.03,2372.16,2396.83,4606466600,46414831572,0.001180561
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+sh000001,2011/12/1,2392.49,2386.86,2376.92,2423.56,9865004600,95200516876,0.022904637
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+sh000001,2011/12/19,2208.07,2218.24,2164.89,2221.45,5781846400,49717681273,-0.002968753
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+sh000001,2012/1/4,2212,2169.39,2168.64,2217.52,4924553700,40632918502,-0.013652254
+sh000001,2012/1/5,2160.9,2148.45,2145.56,2183.4,5874344700,46603965319,-0.009651561
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+sh000001,2013/7/29,1997.84,1976.31,1969.85,1997.84,7868327400,65866980367,-0.017178805
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+sh000001,2013/9/2,2104.09,2098.45,2078.46,2108.68,14915852400,1.21E+11,3.15E-05
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+sh000001,2013/9/13,2251.46,2236.22,2228.48,2259.42,17198422900,1.41E+11,-0.008595477
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+sh000001,2013/9/17,2230.39,2185.56,2184.92,2230.93,15454255500,1.32E+11,-0.020543596
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+sh000001,2013/10/9,2191.39,2211.77,2185.18,2212.35,13087173700,1.18E+11,0.006173235
+sh000001,2013/10/10,2214.41,2190.93,2186.48,2214.59,14977589600,1.37E+11,-0.009422322
+sh000001,2013/10/11,2201.41,2228.15,2200.53,2228.87,15689217600,1.42E+11,0.016986858
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+sh000001,2014/1/16,2022.54,2023.7,2014.41,2034.71,7275571900,62829760799,0.000174463
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+sh000001,2014/3/17,2009.88,2023.67,1999.25,2024.37,8625037400,72017781997,0.009646073
+sh000001,2014/3/18,2026.22,2025.2,2020.41,2034.92,9677719300,83580456683,0.000752592
+sh000001,2014/3/19,2019.98,2021.73,2002.44,2022.18,9518079700,79473241174,-0.001709464
+sh000001,2014/3/20,2017.22,1993.48,1993,2030.85,11033304800,88630977588,-0.013975627
+sh000001,2014/3/21,1987.68,2047.62,1986.07,2052.47,14447765600,1.09E+11,0.02715855
+sh000001,2014/3/24,2050.83,2066.28,2043.33,2074.06,14770008500,1.10E+11,0.009113023
+sh000001,2014/3/25,2063.32,2067.31,2057.49,2079.55,13182223200,1.00E+11,0.000499449
+sh000001,2014/3/26,2070.57,2063.67,2057.65,2074.57,10261111600,80463446277,-0.001761225
+sh000001,2014/3/27,2060.81,2046.59,2042.71,2073.98,11914937400,94996460806,-0.008277486
+sh000001,2014/3/28,2046.85,2041.71,2035.24,2060.13,12168196500,94221958284,-0.002382502
+sh000001,2014/3/31,2043.05,2033.31,2024.19,2048.13,9435653600,71573688750,-0.004117133
+sh000001,2014/4/1,2031.01,2047.46,2028.1,2050.68,8328657600,64512636953,0.006961077
+sh000001,2014/4/2,2049.42,2058.99,2046.74,2060.78,10265852500,77940636053,0.005630391
+sh000001,2014/4/3,2063.5,2043.7,2037.45,2066.01,10861842100,79480900734,-0.007424035
+sh000001,2014/4/4,2037.55,2058.83,2035.22,2060.1,8318905600,66368648237,0.007402743
+sh000001,2014/4/8,2054.53,2098.28,2052.9,2102.45,13337098300,1.08E+11,0.019162816
+sh000001,2014/4/9,2100.65,2105.24,2095.64,2108.75,10534047100,87366776078,0.00331366
+sh000001,2014/4/10,2105.88,2134.3,2098.08,2146.67,15678960900,1.30E+11,0.013805097
+sh000001,2014/4/11,2130.37,2130.54,2120.18,2138.65,13176835900,1.12E+11,-0.001760765
+sh000001,2014/4/14,2127.41,2131.54,2116.61,2134.43,10207785300,86591714588,0.000467956
+sh000001,2014/4/15,2125.9,2101.6,2098.15,2125.9,10753115100,91135360828,-0.014045251
+sh000001,2014/4/16,2097.21,2105.12,2092.16,2112.05,8936165700,75099477740,0.001675389
+sh000001,2014/4/17,2108.95,2098.89,2095.71,2110.72,8989632500,74257033528,-0.002962774
+sh000001,2014/4/18,2091.48,2097.75,2081.19,2099.64,8815569500,72555982418,-0.000541716
+sh000001,2014/4/21,2085.98,2065.83,2065.23,2103.08,9637836900,81654552342,-0.015217271
+sh000001,2014/4/22,2062.79,2072.83,2047.33,2073.66,9871988200,82468105678,0.003390895
+sh000001,2014/4/23,2068.08,2067.38,2059.11,2076.35,7853152100,66156169573,-0.002628772
+sh000001,2014/4/24,2064.16,2057.03,2056.19,2075.76,7818595500,64407532370,-0.005005848
+sh000001,2014/4/25,2060.54,2036.52,2035.57,2065.64,9304233300,74155877478,-0.009972616
+sh000001,2014/4/28,2033.34,2003.49,2000.14,2035.99,8979526200,68541492566,-0.016219834
+sh000001,2014/4/29,2001.9,2020.34,1997.64,2021.68,7622127500,56776480980,0.008412333
+sh000001,2014/4/30,2020.44,2026.36,2016.58,2029.54,7452857800,57677357948,0.00297821
+sh000001,2014/5/5,2022.18,2027.35,2007.35,2028.96,7993339500,60093487736,0.000491029
+sh000001,2014/5/6,2024.26,2028.04,2021.49,2038.71,7460941100,57548110850,0.000337879
+sh000001,2014/5/7,2023.15,2010.08,2008.45,2024.63,7436019200,57558051925,-0.008853384
+sh000001,2014/5/8,2006.85,2015.27,2005.69,2036.94,7786539300,59529365546,0.00258248
+sh000001,2014/5/9,2016.5,2011.14,2001.3,2020.45,7622424400,57505383717,-0.002053815
+sh000001,2014/5/12,2022.93,2052.87,2016.64,2055.51,11574207700,88097002894,0.020752461
+sh000001,2014/5/13,2055.08,2050.73,2043.55,2061.06,9722338800,73741718051,-0.001043904
+sh000001,2014/5/14,2049.27,2047.91,2042.74,2056.57,7201112500,56455292293,-0.001374146
+sh000001,2014/5/15,2044.38,2024.97,2022.86,2047.32,7584515400,59773445331,-0.011199711
+sh000001,2014/5/16,2023.6,2026.5,2012.69,2027.76,6635366000,51625885302,0.000755565
+sh000001,2014/5/19,2023.01,2005.18,1996.02,2023.27,6532943800,52975245931,-0.010521075
+sh000001,2014/5/20,2011.85,2008.12,2002.76,2018.16,6134538200,49549015106,0.001464206
+sh000001,2014/5/21,2001.31,2024.95,1991.06,2025.19,6181154700,48415094175,0.008381973
+sh000001,2014/5/22,2023.15,2021.29,2018.88,2041.96,7472847400,59501663401,-0.001810414
+sh000001,2014/5/23,2020.12,2034.57,2017.74,2034.57,6348806500,51464939986,0.006572057
+sh000001,2014/5/26,2042.03,2041.48,2035.09,2045.38,7028122000,59840433362,0.003394822
+sh000001,2014/5/27,2039.79,2034.57,2032.84,2044.15,6757788900,55920518535,-0.003385296
+sh000001,2014/5/28,2034.56,2050.23,2029.34,2052.66,8133864200,68602224952,0.007698452
+sh000001,2014/5/29,2051.84,2040.6,2039.24,2057.08,8124292100,69472513686,-0.004698502
+sh000001,2014/5/30,2040.39,2039.21,2031.37,2046.96,7514889800,62353642382,-0.000677744
+sh000001,2014/6/3,2039.2,2038.77,2037.3,2049.58,7158412400,59296437014,-0.00021577
+sh000001,2014/6/4,2037.99,2024.83,2012.91,2038.48,7241277100,57467546430,-0.006836468
+sh000001,2014/6/5,2019.44,2040.88,2016.18,2041.7,6794953600,56376142155,0.007923613
+sh000001,2014/6/6,2040.86,2029.96,2022.16,2041.57,6602174400,55124242502,-0.005351618
+sh000001,2014/6/9,2024.94,2030.5,2023.2,2045.26,6478831700,55139842258,0.000268971
+sh000001,2014/6/10,2033.21,2052.53,2026.39,2052.77,7962371700,65406104835,0.010849534
+sh000001,2014/6/11,2049.13,2054.95,2045.41,2056.63,7444435400,63177390287,0.001177083
+sh000001,2014/6/12,2051.58,2051.71,2045.96,2057.11,8171118600,69306421819,-0.001574249
+sh000001,2014/6/13,2049.21,2070.72,2048.62,2073.6,9717480600,82546974059,0.009261529
+sh000001,2014/6/16,2070.7,2085.98,2069.44,2087.32,9593977000,79953076117,0.007373299
+sh000001,2014/6/17,2080.48,2066.7,2064.67,2080.48,8780048100,70923265343,-0.009245042
+sh000001,2014/6/18,2064.38,2055.52,2051.75,2066.91,8724535000,70472931939,-0.005409112
+sh000001,2014/6/19,2054.62,2023.74,2017.65,2059.26,9291427400,74628946056,-0.015462761
+sh000001,2014/6/20,2013.41,2026.67,2010.53,2027.15,6716724600,53224269342,0.001452265
+sh000001,2014/6/23,2026.23,2024.37,2022.92,2033.32,7048516200,57772730103,-0.001139305
+sh000001,2014/6/24,2023.7,2033.93,2021.75,2034.71,7121463400,61684910986,0.004725432
+sh000001,2014/6/25,2030.43,2025.5,2018.36,2030.62,6753961000,55989137975,-0.004144192
+sh000001,2014/6/26,2025.66,2038.68,2025.31,2040.75,8095577800,66534274736,0.00650456
+sh000001,2014/6/27,2031.91,2036.51,2025.07,2043.98,9759201700,76710586646,-0.001062944
+sh000001,2014/6/30,2038.61,2048.33,2038.53,2052.34,9666659800,80011169570,0.005802574
+sh000001,2014/7/1,2051.23,2050.38,2041.94,2052.64,9845740900,83499762384,0.00100277
+sh000001,2014/7/2,2049.49,2059.42,2044.04,2060.6,10955391100,89304983545,0.004407474
+sh000001,2014/7/3,2051.63,2063.23,2048.08,2066.64,12292658200,96182469062,0.001850523
+sh000001,2014/7/4,2062.36,2059.38,2054.22,2065.08,10500879200,83596436667,-0.001867946
+sh000001,2014/7/7,2058.13,2059.93,2050.89,2064.04,9716875400,81471314663,0.000268042
+sh000001,2014/7/8,2058.13,2064.02,2047.2,2064.43,9505339300,81584449261,0.001987449
+sh000001,2014/7/9,2061.64,2038.61,2037.6,2062.47,11330584100,97183492310,-0.012310437
+sh000001,2014/7/10,2036.54,2038.34,2034.96,2045.53,9794381900,84748630822,-0.000132443
+sh000001,2014/7/11,2033.87,2046.96,2033,2051.74,10508808300,86253717656,0.004228437
+sh000001,2014/7/14,2047.74,2066.65,2044.9,2067.34,11511974000,96357013657,0.009616695
+sh000001,2014/7/15,2065.9,2070.36,2059.68,2070.36,12448876800,1.03E+11,0.001795663
+sh000001,2014/7/16,2068.34,2067.28,2061.57,2075.49,13712802000,1.02E+11,-0.001488149
+sh000001,2014/7/17,2062.89,2055.59,2046.19,2062.89,10449181200,79106281032,-0.005652366
+sh000001,2014/7/18,2047.5,2059.07,2046,2067.23,10664109400,82510264416,0.001690998
+sh000001,2014/7/21,2057.77,2054.48,2049.18,2061.82,9385787000,75706180211,-0.002228194
+sh000001,2014/7/22,2050.5,2075.48,2049.82,2078.09,12319186800,98702436643,0.010222543
+sh000001,2014/7/23,2074.2,2078.49,2072.23,2088.19,13729221100,1.07E+11,0.001449303
+sh000001,2014/7/24,2079.63,2105.06,2079.63,2107.95,16567699600,1.29E+11,0.012784768
+sh000001,2014/7/25,2108.71,2126.61,2106.71,2127.22,14249582600,1.11E+11,0.010238178
+sh000001,2014/7/28,2135.25,2177.95,2135.25,2181.5,23618575200,1.80E+11,0.024138842
+sh000001,2014/7/29,2179.83,2183.19,2172.1,2193.52,20026425700,1.59E+11,0.002407771
+sh000001,2014/7/30,2178.18,2181.24,2177.24,2194.57,18492218700,1.50E+11,-0.00089273
+sh000001,2014/7/31,2179.54,2201.56,2173.9,2202.13,16469165400,1.32E+11,0.009315331
+sh000001,2014/8/1,2194.17,2185.3,2184.64,2218.79,19147504200,1.52E+11,-0.007385211
+sh000001,2014/8/4,2190.04,2223.33,2186.92,2224.07,17409740300,1.40E+11,0.017401706
+sh000001,2014/8/5,2224.63,2219.95,2206.85,2226.84,17538698700,1.41E+11,-0.00152294
+sh000001,2014/8/6,2212,2217.47,2192.99,2223.89,17771170700,1.40E+11,-0.001117145
+sh000001,2014/8/7,2216.66,2187.67,2185.76,2220.57,17523327400,1.37E+11,-0.013436965
+sh000001,2014/8/8,2188.71,2194.43,2180.6,2199.58,13518144300,1.10E+11,0.003088219
+sh000001,2014/8/11,2199.43,2224.65,2198.31,2225.96,15058342100,1.26E+11,0.013775363
+sh000001,2014/8/12,2222.7,2221.6,2210,2222.98,15479904600,1.32E+11,-0.001375045
+sh000001,2014/8/13,2223.05,2222.88,2202.44,2230.99,17806280600,1.46E+11,0.000577063
+sh000001,2014/8/14,2221.54,2206.47,2204.38,2230.89,17014912300,1.42E+11,-0.007382775
+sh000001,2014/8/15,2207.23,2226.73,2203.24,2230.87,14997869100,1.29E+11,0.00918573
+sh000001,2014/8/18,2229.8,2239.47,2228.13,2242.04,16392862600,1.41E+11,0.005717791
+sh000001,2014/8/19,2242.34,2245.33,2227.93,2246.02,17774459200,1.55E+11,0.002618481
+sh000001,2014/8/20,2241.66,2240.21,2233.89,2248.94,16765838300,1.40E+11,-0.002279843
+sh000001,2014/8/21,2239.57,2230.46,2211.63,2240.08,16573349800,1.41E+11,-0.004353608
+sh000001,2014/8/22,2228.97,2240.81,2225.27,2243.3,16011167200,1.40E+11,0.004642096
+sh000001,2014/8/25,2241.1,2229.27,2222.01,2241.55,16211957800,1.34E+11,-0.005149026
+sh000001,2014/8/26,2225.29,2207.11,2200.62,2232.79,16350742400,1.34E+11,-0.009944045
+sh000001,2014/8/27,2207.03,2209.47,2204.05,2216.67,12088588500,1.04E+11,0.00106882
+sh000001,2014/8/28,2210.48,2195.82,2194.86,2219.47,12422901400,1.09E+11,-0.006176608
+sh000001,2014/8/29,2198.95,2217.2,2193.26,2218.7,10520249600,93043872850,0.009737601
+sh000001,2014/9/1,2220.13,2235.51,2217.69,2236.29,12916658300,1.17E+11,0.008258614
+sh000001,2014/9/2,2239.68,2266.05,2234.38,2267.51,19212486900,1.71E+11,0.013659069
+sh000001,2014/9/3,2268.4,2288.63,2268.1,2290.55,21247899800,1.88E+11,0.009964935
+sh000001,2014/9/4,2290.03,2306.86,2283.28,2307.7,19948997800,1.79E+11,0.007967659
+sh000001,2014/9/5,2311.31,2326.43,2307.45,2327.56,21318191700,1.86E+11,0.008483386
+sh000001,2014/9/9,2328.43,2326.53,2315.89,2331.92,19699031800,1.73E+11,4.08E-05
+sh000001,2014/9/10,2318.5,2318.31,2306.42,2321.91,18982899100,1.63E+11,-0.003534023
+sh000001,2014/9/11,2315.73,2311.68,2304.6,2343.6,22222179800,1.97E+11,-0.002858123
+sh000001,2014/9/12,2308.35,2331.95,2302.78,2331.95,19347154000,1.62E+11,0.008768951
+sh000001,2014/9/15,2330.19,2339.14,2321.59,2340.45,21511241400,1.85E+11,0.003083257
+sh000001,2014/9/16,2341.03,2296.56,2293.87,2347.94,30269411100,2.38E+11,-0.018205409
+sh000001,2014/9/17,2298.98,2307.89,2282.8,2309.05,21084245300,1.59E+11,0.00493696
+sh000001,2014/9/18,2303.85,2315.93,2297.93,2319.88,18908904500,1.45E+11,0.003481531
+sh000001,2014/9/19,2312.98,2329.45,2305.52,2331.56,17464848700,1.44E+11,0.005839128
+sh000001,2014/9/22,2323.55,2289.87,2284.38,2323.55,17584235400,1.48E+11,-0.016993274
+sh000001,2014/9/23,2289.09,2309.72,2289.02,2311.53,15685516900,1.35E+11,0.008669503
+sh000001,2014/9/24,2302.23,2343.58,2297.88,2345.75,22252572500,1.86E+11,0.014658499
+sh000001,2014/9/25,2352.87,2345.1,2336.81,2365.15,22568832300,1.89E+11,0.000651995
+sh000001,2014/9/26,2339.29,2347.72,2329.96,2350.11,17474828500,1.48E+11,0.00111509
+sh000001,2014/9/29,2353.71,2357.71,2346.58,2363.06,20011102100,1.71E+11,0.004256474
+sh000001,2014/9/30,2361.32,2363.87,2354.27,2365.49,19391869000,1.67E+11,0.002612279
+sh000001,2014/10/8,2368.58,2382.79,2354.29,2382.79,20439732600,1.80E+11,0.008005516
+sh000001,2014/10/9,2383.86,2389.37,2367.11,2391.35,23592001000,2.00E+11,0.002760205
+sh000001,2014/10/10,2380.76,2374.54,2365.08,2386.28,22467112600,1.92E+11,-0.006207073
+sh000001,2014/10/13,2366.43,2366.01,2341.12,2366.86,20089931400,1.75E+11,-0.003592696
+sh000001,2014/10/14,2362.8,2359.48,2349.19,2380.52,19683141800,1.70E+11,-0.002761612
+sh000001,2014/10/15,2358.23,2373.67,2344.37,2374.81,20280491500,1.72E+11,0.006016169
+sh000001,2014/10/16,2361.13,2356.5,2353.41,2389.68,24820116800,2.04E+11,-0.007233946
+sh000001,2014/10/17,2352.78,2341.18,2312.83,2360.6,21230096200,1.79E+11,-0.006499048
+sh000001,2014/10/20,2346.05,2356.73,2340.46,2357.51,16002230500,1.42E+11,0.006639376
+sh000001,2014/10/21,2355.03,2339.66,2337.55,2361.65,16882828800,1.47E+11,-0.007243517
+sh000001,2014/10/22,2339.22,2326.55,2324.59,2352.12,15269842500,1.39E+11,-0.005600821
+sh000001,2014/10/23,2322.32,2302.42,2297.33,2329.93,16263630800,1.41E+11,-0.010373716
+sh000001,2014/10/24,2303.08,2302.28,2296.66,2314.88,13222528100,1.14E+11,-5.99E-05
+sh000001,2014/10/27,2293.57,2290.44,2279.84,2293.64,13026156800,1.13E+11,-0.005144031
+sh000001,2014/10/28,2294.01,2337.87,2294.01,2338.28,17859035700,1.58E+11,0.020709585
+sh000001,2014/10/29,2343.72,2373.03,2339.71,2381.64,26558868700,2.25E+11,0.015038897
+sh000001,2014/10/30,2371.89,2391.08,2365.92,2397.26,29464594300,2.27E+11,0.007604624
+sh000001,2014/10/31,2393.18,2420.18,2384.48,2423.6,32576352200,2.50E+11,0.01217109
+sh000001,2014/11/3,2425.23,2430.03,2418.17,2436.79,29882123500,2.27E+11,0.004071601
+sh000001,2014/11/4,2428.27,2430.68,2417.22,2435.22,30901303900,2.27E+11,0.000265429
+sh000001,2014/11/5,2432.17,2419.25,2415.5,2434.36,26360665400,2.02E+11,-0.004699514
+sh000001,2014/11/6,2419.62,2425.86,2401.75,2426.89,22200508800,1.80E+11,0.002732247
+sh000001,2014/11/7,2427.9,2418.17,2407.44,2454.42,29117224500,2.44E+11,-0.003171241
+sh000001,2014/11/10,2436.63,2473.67,2428.19,2474.16,30062820300,2.45E+11,0.022952058
+sh000001,2014/11/11,2483.65,2469.67,2445.96,2508.62,41190406500,3.31E+11,-0.001617029
+sh000001,2014/11/12,2454.6,2494.48,2444.81,2494.92,25293385200,2.16E+11,0.01004303
+sh000001,2014/11/13,2495,2485.61,2471.41,2507.74,29503705800,2.58E+11,-0.003555857
+sh000001,2014/11/14,2477.97,2478.82,2457.05,2481.03,22060761900,1.92E+11,-0.00272851
+sh000001,2014/11/17,2506.86,2474.01,2472.45,2508.77,21568780000,1.99E+11,-0.001942453
+sh000001,2014/11/18,2474.18,2456.37,2449.81,2477.05,20106257000,1.75E+11,-0.00713134
+sh000001,2014/11/19,2452.15,2450.99,2442.71,2461.49,18623577100,1.67E+11,-0.002190227
+sh000001,2014/11/20,2443.28,2452.66,2437.48,2458.32,16549521300,1.51E+11,0.00068299
+sh000001,2014/11/21,2452.64,2486.79,2446.65,2488.2,21223977400,1.98E+11,0.013915912
+sh000001,2014/11/24,2505.53,2532.88,2495.52,2546.75,36348583500,3.30E+11,0.018533122
+sh000001,2014/11/25,2532,2567.6,2527.08,2568.38,31431557200,2.82E+11,0.013706932
+sh000001,2014/11/26,2572.65,2604.35,2570.4,2605.07,33712724900,3.17E+11,0.014312215
+sh000001,2014/11/27,2615.37,2630.49,2599.11,2631.4,36407571900,3.39E+11,0.010037457
+sh000001,2014/11/28,2629.63,2682.84,2622.06,2683.18,46588003500,4.02E+11,0.019900885
+sh000001,2014/12/1,2691.73,2680.16,2668.84,2720.74,44679174100,4.01E+11,-0.000998943
+sh000001,2014/12/2,2667.82,2763.55,2665.69,2777.37,43773338100,3.97E+11,0.031113872
+sh000001,2014/12/3,2768.68,2779.53,2733.87,2824.18,56212028100,5.30E+11,0.005782428
+sh000001,2014/12/4,2783.47,2899.46,2772.43,2900.51,53268771800,5.09E+11,0.04314802
+sh000001,2014/12/5,2926.57,2937.65,2813.05,2978.03,64050029600,6.39E+11,0.013171781
+sh000001,2014/12/8,2907.82,3020.26,2879.85,3041.66,58757089000,5.93E+11,0.028121486
+sh000001,2014/12/9,2992.49,2856.27,2834.59,3091.32,77199837900,7.93E+11,-0.054296355
+sh000001,2014/12/10,2855.94,2940.01,2807.68,2946.71,51288691300,5.35E+11,0.029316917
+sh000001,2014/12/11,2912.35,2925.74,2892.61,2965.68,48263273300,4.80E+11,-0.004851351
+sh000001,2014/12/12,2929.36,2938.17,2914.96,2962.51,40948081100,4.20E+11,0.004248493
+sh000001,2014/12/15,2921.45,2953.42,2890.9,2960.23,40037169500,4.11E+11,0.00518962
+sh000001,2014/12/16,2953.81,3021.52,2943.91,3021.9,45384272300,4.93E+11,0.023056991
+sh000001,2014/12/17,3031.95,3061.02,2993.33,3076.6,54250317900,5.80E+11,0.013073561
+sh000001,2014/12/18,3062.8,3057.52,3030.32,3089.79,43590495200,4.67E+11,-0.001143083
+sh000001,2014/12/19,3053.08,3108.6,3018.42,3117.53,52107351100,5.16E+11,0.016704709
+sh000001,2014/12/22,3129.27,3127.45,3090.51,3189.87,67937191500,6.24E+11,0.006063509
+sh000001,2014/12/23,3085.08,3032.61,3025.67,3136.84,43776240000,4.19E+11,-0.030322835
+sh000001,2014/12/24,3039.21,2972.53,2934.91,3050.51,37680524600,3.79E+11,-0.019811305
+sh000001,2014/12/25,2992.46,3072.54,2969.87,3073.35,37694777600,3.79E+11,0.033642699
+sh000001,2014/12/26,3078.01,3157.6,3064.18,3164.16,46070093200,4.89E+11,0.02768625
+sh000001,2014/12/29,3212.56,3168.02,3126.94,3223.86,51011143900,5.56E+11,0.003297755
+sh000001,2014/12/30,3160.8,3165.82,3130.35,3190.3,39772532000,4.37E+11,-0.000694757
+sh000001,2014/12/31,3172.6,3234.68,3157.26,3239.36,40599852100,4.32E+11,0.021751745
+sh000001,2015/1/5,3258.63,3350.52,3253.88,3369.28,53135239100,5.50E+11,0.03581254
+sh000001,2015/1/6,3330.8,3351.45,3303.18,3394.22,50166169500,5.32E+11,0.000276674
+sh000001,2015/1/7,3326.65,3373.95,3312.21,3374.9,39191888000,4.36E+11,0.006715907
+sh000001,2015/1/8,3371.96,3293.46,3285.1,3381.57,37113117000,3.99E+11,-0.023858654
+sh000001,2015/1/9,3276.97,3285.41,3267.51,3404.83,41024087200,4.59E+11,-0.002442419
+sh000001,2015/1/12,3258.21,3229.32,3191.58,3275.19,32206467900,3.66E+11,-0.017074266
+sh000001,2015/1/13,3223.54,3235.3,3214.41,3259.39,23072575400,2.74E+11,0.001853334
+sh000001,2015/1/14,3242.34,3222.44,3193.98,3268.48,24019074700,2.67E+11,-0.003976137
+sh000001,2015/1/15,3224.07,3336.46,3207.55,3337.08,28254624000,3.31E+11,0.035382538
+sh000001,2015/1/16,3343.6,3376.5,3340.49,3400.32,33987675300,3.92E+11,0.012000761
+sh000001,2015/1/19,3189.73,3116.35,3095.07,3262.21,40109878900,4.10E+11,-0.077045575
+sh000001,2015/1/20,3114.56,3173.05,3100.48,3190.25,35708081100,4.16E+11,0.018194677
+sh000001,2015/1/21,3189.09,3323.61,3178.34,3337,41095602400,4.74E+11,0.04744927
+sh000001,2015/1/22,3327.32,3343.34,3293.98,3352.38,35338296100,4.08E+11,0.005937217
+sh000001,2015/1/23,3357.1,3351.76,3328.29,3406.79,36624924000,4.21E+11,0.002518437
+sh000001,2015/1/26,3347.26,3383.18,3321.32,3384.8,31754100700,3.58E+11,0.009373572
+sh000001,2015/1/27,3389.85,3352.96,3290.22,3390.22,37451755100,4.18E+11,-0.00893301
+sh000001,2015/1/28,3325.72,3305.74,3294.66,3354.8,30192709500,3.42E+11,-0.014083675
+sh000001,2015/1/29,3259,3262.31,3234.24,3286.79,27465861300,2.96E+11,-0.01313867
+sh000001,2015/1/30,3273.75,3210.36,3210.31,3288.5,25831254800,2.84E+11,-0.015921871
+sh000001,2015/2/2,3148.14,3128.3,3122.57,3175.13,25086162900,2.67E+11,-0.025561907
+sh000001,2015/2/3,3156.09,3204.91,3129.73,3207.94,24819216400,2.83E+11,0.02448838
+sh000001,2015/2/4,3212.82,3174.13,3171.14,3238.98,24909808600,2.90E+11,-0.009604335
+sh000001,2015/2/5,3251.21,3136.53,3135.82,3251.21,30613930500,3.48E+11,-0.011844205
+sh000001,2015/2/6,3120.09,3075.91,3052.94,3129.54,24674966600,2.67E+11,-0.01932836
+sh000001,2015/2/9,3063.51,3095.12,3049.11,3119.03,20610838300,2.41E+11,0.006247588
+sh000001,2015/2/10,3090.49,3141.59,3084.25,3142.1,19381713900,2.25E+11,0.015013615
+sh000001,2015/2/11,3145.77,3157.7,3139.05,3166.42,17284009400,2.11E+11,0.00512829
+sh000001,2015/2/12,3157.96,3173.42,3134.24,3181.77,19459230900,2.30E+11,0.004975767
+sh000001,2015/2/13,3186.81,3203.83,3182.79,3237.16,26129043600,2.93E+11,0.009583049
+sh000001,2015/2/16,3206.14,3222.36,3195.88,3228.85,22379742900,2.66E+11,0.005785581
+sh000001,2015/2/17,3230.88,3246.91,3230.77,3255.73,22833262400,2.63E+11,0.00761646
+sh000001,2015/2/25,3256.48,3228.84,3215.55,3257.22,23334809400,2.65E+11,-0.005563142
+sh000001,2015/2/26,3222.15,3298.36,3202.19,3300.62,30126387500,3.34E+11,0.021529693
+sh000001,2015/2/27,3296.83,3310.3,3291.01,3324.55,29916371700,3.35E+11,0.003621195
+sh000001,2015/3/2,3332.72,3336.29,3298.67,3336.76,34644567100,4.10E+11,0.007848828
+sh000001,2015/3/3,3317.7,3263.05,3260.43,3317.7,38204461900,4.42E+11,-0.021950463
+sh000001,2015/3/4,3264.18,3279.53,3250.48,3286.59,29363952200,3.47E+11,0.005050793
+sh000001,2015/3/5,3264.09,3248.48,3221.67,3266.64,32066358500,3.74E+11,-0.009469946
+sh000001,2015/3/6,3248.04,3241.19,3234.53,3266.93,28291579100,3.28E+11,-0.002243821
+sh000001,2015/3/9,3224.31,3302.41,3198.37,3307.7,32149544000,3.60E+11,0.01888845
+sh000001,2015/3/10,3289.09,3286.07,3277.1,3309.92,28581757600,3.30E+11,-0.004947905
+sh000001,2015/3/11,3289.59,3290.9,3278.47,3325.05,28298553500,3.28E+11,0.00147045
+sh000001,2015/3/12,3314.81,3349.32,3300.49,3360.05,35729510500,4.07E+11,0.017752894
+sh000001,2015/3/13,3359.49,3372.91,3352.15,3391.26,32841015400,3.74E+11,0.007042617
+sh000001,2015/3/16,3391.16,3449.31,3377.09,3449.31,39913243000,4.79E+11,0.022649278
+sh000001,2015/3/17,3469.6,3502.85,3459.69,3504.12,52093950600,6.02E+11,0.015522547
+sh000001,2015/3/18,3510.5,3577.3,3503.85,3577.66,54521714400,6.17E+11,0.021255282
+sh000001,2015/3/19,3576.02,3582.27,3546.84,3600.68,53734661400,6.12E+11,0.001389316
+sh000001,2015/3/20,3587.08,3617.32,3569.38,3632.34,51666166900,6.52E+11,0.009783459
+sh000001,2015/3/23,3640.1,3687.73,3635.49,3688.25,53606283200,6.62E+11,0.019464697
+sh000001,2015/3/24,3692.57,3691.41,3600.7,3715.87,63955466900,7.55E+11,0.000998447
+sh000001,2015/3/25,3680.95,3660.73,3634.56,3693.15,52188634800,6.45E+11,-0.008312
+sh000001,2015/3/26,3641.94,3682.1,3615.01,3707.32,48864720300,6.20E+11,0.005837092
+sh000001,2015/3/27,3686.13,3691.1,3656.83,3710.48,40894516500,5.09E+11,0.002444532
+sh000001,2015/3/30,3710.61,3786.57,3710.61,3795.94,56470235300,6.92E+11,0.025865488
+sh000001,2015/3/31,3822.99,3747.9,3737.04,3835.57,56167603700,7.21E+11,-0.01021215
+sh000001,2015/4/1,3748.34,3810.29,3742.21,3817.08,44745831900,5.92E+11,0.016647994
+sh000001,2015/4/2,3827.69,3825.78,3775.89,3835.45,47929967300,6.32E+11,0.004065303
+sh000001,2015/4/3,3803.38,3863.93,3792.21,3864.41,47303331100,6.36E+11,0.009970505
+sh000001,2015/4/7,3899.42,3961.38,3891.73,3961.67,57044753500,7.46E+11,0.025220184
+sh000001,2015/4/8,3976.53,3994.81,3903.65,4000.22,61808541900,8.39E+11,0.00843974
+sh000001,2015/4/9,4006.13,3957.53,3900.03,4016.4,58517682500,8.17E+11,-0.009331355
+sh000001,2015/4/10,3947.49,4034.31,3929.32,4040.35,48428361900,6.69E+11,0.01939996
+sh000001,2015/4/13,4072.72,4121.72,4057.29,4128.07,58981422700,7.82E+11,0.021665415
+sh000001,2015/4/14,4125.78,4135.57,4091.26,4168.35,61068354100,8.15E+11,0.003360252
+sh000001,2015/4/15,4135.65,4084.16,4069.01,4175.49,61300581200,7.73E+11,-0.012429257
+sh000001,2015/4/16,4055.92,4194.82,4031.24,4195.31,55124295600,7.12E+11,0.027094903
+sh000001,2015/4/17,4254.72,4287.3,4238.91,4317.22,70170620500,9.16E+11,0.022044553
+sh000001,2015/4/20,4301.35,4217.08,4190.68,4356,85713280700,1.15E+12,-0.016378389
+sh000001,2015/4/21,4212.19,4293.62,4188.57,4294.38,63447062700,8.62E+11,0.018151435
+sh000001,2015/4/22,4304.6,4398.49,4297.95,4400.19,68030508600,9.77E+11,0.024424827
+sh000001,2015/4/23,4414.49,4414.51,4358.84,4444.41,66734466100,9.63E+11,0.003640792
+sh000001,2015/4/24,4355.95,4393.69,4318.12,4416.38,62855499600,9.17E+11,-0.00471672
+sh000001,2015/4/27,4441.93,4527.4,4441.93,4529.74,67108852100,9.75E+11,0.030432307
+sh000001,2015/4/28,4527.64,4476.22,4432.9,4572.39,76767641600,1.06E+12,-0.011304732
+sh000001,2015/4/29,4446.12,4476.62,4398.64,4499.95,51983420200,7.52E+11,9.05E-05
+sh000001,2015/4/30,4483.01,4441.66,4441.05,4507.34,52672797500,7.74E+11,-0.00781058
+sh000001,2015/5/4,4441.34,4480.46,4387.43,4487.57,49417339800,7.18E+11,0.008737509
+sh000001,2015/5/5,4479.85,4298.71,4282.24,4488.87,57285859600,8.06E+11,-0.040566781
+sh000001,2015/5/6,4311.64,4229.27,4187.37,4376.35,48173299300,7.17E+11,-0.016153698
+sh000001,2015/5/7,4197.9,4112.21,4108.01,4213.76,39456665300,5.40E+11,-0.02767667
+sh000001,2015/5/8,4152.98,4205.92,4099.04,4206.86,39742809400,5.60E+11,0.022786509
+sh000001,2015/5/11,4231.27,4333.58,4187.82,4334.88,48875051500,7.15E+11,0.030354142
+sh000001,2015/5/12,4342.37,4401.22,4317.98,4402.31,52186640800,7.93E+11,0.015607174
+sh000001,2015/5/13,4402.38,4375.76,4342.48,4415.63,51049047500,7.81E+11,-0.005784534
+sh000001,2015/5/14,4372.82,4378.31,4329.04,4397.75,44907793500,6.70E+11,0.000582984
+sh000001,2015/5/15,4366.82,4308.69,4278.55,4366.82,43970619800,6.66E+11,-0.015901109
+sh000001,2015/5/18,4277.9,4283.49,4260.51,4324.83,38005745200,5.95E+11,-0.005848644
+sh000001,2015/5/19,4285.78,4417.55,4285.78,4418.4,43673522400,6.94E+11,0.031297136
+sh000001,2015/5/20,4434.98,4446.29,4432.28,4520.54,51410622300,8.06E+11,0.00650496
+sh000001,2015/5/21,4456.44,4529.42,4438.26,4530.48,46499652000,7.29E+11,0.018697394
+sh000001,2015/5/22,4584.98,4657.6,4562.99,4658.27,65559128700,1.01E+12,0.028298092
+sh000001,2015/5/25,4660.08,4813.8,4656.83,4814.67,68246139100,1.08E+12,0.033537044
+sh000001,2015/5/26,4854.85,4910.9,4779.08,4911.69,70489282900,1.14E+12,0.020170975
+sh000001,2015/5/27,4932.85,4941.71,4857.06,4958.16,68116537900,1.12E+12,0.006275228
+sh000001,2015/5/28,4943.74,4620.27,4614.24,4986.5,78296459200,1.25E+12,-0.065047876
+sh000001,2015/5/29,4603.47,4611.74,4431.56,4698.19,61126240900,9.55E+11,-0.001844483
+sh000001,2015/6/1,4633.1,4828.74,4615.23,4829.5,59338903500,9.34E+11,0.047052482
+sh000001,2015/6/2,4844.7,4910.53,4797.55,4911.57,62374809900,9.99E+11,0.016937966
+sh000001,2015/6/3,4924.38,4909.98,4822.44,4942.07,61145383900,1.01E+12,-0.000111801
+sh000001,2015/6/4,4912.95,4947.1,4647.41,4947.97,67495240200,1.05E+12,0.00756093
+sh000001,2015/6/5,5016.09,5023.1,4898.07,5051.63,77224081200,1.23E+12,0.015361317
+sh000001,2015/6/8,5045.69,5131.88,4997.48,5146.95,85503508500,1.31E+12,0.021656962
+sh000001,2015/6/9,5145.98,5113.53,5042.96,5147.45,72989381800,1.15E+12,-0.003575102
+sh000001,2015/6/10,5049.2,5106.04,5001.49,5164.16,59696900100,1.01E+12,-0.001466305
+sh000001,2015/6/11,5101.44,5121.59,5050.77,5122.46,56399052200,9.75E+11,0.003046786
+sh000001,2015/6/12,5143.34,5166.35,5103.4,5178.19,62562785400,1.06E+12,0.008738883
+sh000001,2015/6/15,5174.42,5062.99,5048.74,5176.8,63780398400,1.06E+12,-0.020005807
+sh000001,2015/6/16,5004.41,4887.43,4842.1,5029.68,55080140700,8.95E+11,-0.034675339
+sh000001,2015/6/17,4890.55,4967.9,4767.22,4983.66,53710116800,8.30E+11,0.016463861
+sh000001,2015/6/18,4942.52,4785.36,4780.87,4966.77,50744089900,7.86E+11,-0.036744313
+sh000001,2015/6/19,4689.93,4478.36,4476.5,4744.08,45268962600,6.85E+11,-0.064152385
+sh000001,2015/6/23,4471.61,4576.49,4264.77,4577.94,47352612800,6.94E+11,0.021911573
+sh000001,2015/6/24,4604.58,4690.15,4552.13,4691.77,54300370900,8.15E+11,0.024835179
+sh000001,2015/6/25,4711.76,4527.78,4483.55,4720.7,57279753300,8.65E+11,-0.034619575
+sh000001,2015/6/26,4399.93,4192.87,4139.53,4456.9,56521787400,7.88E+11,-0.073966949
+sh000001,2015/6/29,4289.77,4053.03,3875.05,4297.48,67378634900,9.04E+11,-0.033352548
+sh000001,2015/6/30,4006.75,4277.22,3847.88,4279.97,70917663300,9.42E+11,0.055314666
+sh000001,2015/7/1,4214.15,4053.7,4043.37,4317.05,59876942700,8.38E+11,-0.052258686
+sh000001,2015/7/2,4058.62,3912.77,3795.25,4080.39,58601561200,7.36E+11,-0.03476651
+sh000001,2015/7/3,3793.71,3686.92,3629.56,3927.13,54816311100,6.48E+11,-0.057721812
+sh000001,2015/7/6,3975.21,3775.91,3653.04,3975.21,83113928600,9.43E+11,0.024138609
+sh000001,2015/7/7,3654.78,3727.13,3585.4,3750.57,69881868800,7.76E+11,-0.012920587
+sh000001,2015/7/8,3467.4,3507.19,3421.53,3599.25,68035692200,7.00E+11,-0.059008753
+sh000001,2015/7/9,3432.45,3709.33,3373.54,3748.48,65691461200,6.73E+11,0.057635282
+sh000001,2015/7/10,3707.46,3877.8,3677.44,3959.22,58636425500,6.80E+11,0.045418714
+sh000001,2015/7/13,3918.99,3970.39,3858.64,4030.2,64348900700,7.82E+11,0.023875633
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diff --git a/figure/continue_predict_high_with_pytorch.png b/figure/continue_predict_high_with_pytorch.png
new file mode 100644
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diff --git a/main.py b/main.py
new file mode 100644
index 0000000..f306b93
--- /dev/null
+++ b/main.py
@@ -0,0 +1,193 @@
+import pandas as pd
+import numpy as np
+import os
+import matplotlib.pyplot as plt
+from sklearn.model_selection import train_test_split
+
+frame = "pytorch"
+if frame == "pytorch":
+	from model.model_pytorch import train, predict
+elif frame == "keras":
+	from model.model_keras import train, predict
+elif frame == "tensorflow":
+	from model.model_tensorflow import train, predict
+else:
+	raise Exception("Wrong frame seletion")
+
+
+class Config:
+	feature_columns = list(range(2, 9))
+	label_columns = [4, 5]
+	feature_and_label_columns = feature_columns + label_columns
+	label_in_feature_columns = (lambda x, y: [x.index(i) for i in y])(feature_columns, label_columns)
+
+	predict_day = 1
+
+	input_size = len(feature_columns)
+	output_size = len(label_columns)
+
+	hidden_size = 128
+	lstm_layers = 2
+	dropout_rate = 0.2
+	time_step = 20
+
+	do_train = True
+	do_predict = True
+	add_train = False
+	shuffle_train_data = True
+
+	train_data_rate = 0.95
+	valid_data_rate = 0.15
+
+	batch_size = 64
+	learning_rate = 0.001
+	epoch = 20
+	patience = 5
+	random_seed = 42
+
+	do_continue_train = False
+	continue_flag = ""
+	if do_continue_train:
+		shuffle_train_data = False
+		batch_size = 1
+		continue_flag = "continue_"
+
+	train_data_path = "./data/stock_data.csv"
+	model_save_path = "./checkpoint/"
+	figure_save_path = "./figure/"
+	do_figure_save = False
+	if not os.path.exists(model_save_path):
+		os.mkdir(model_save_path)
+	if not os.path.exists(figure_save_path):
+		os.mkdir(figure_save_path)
+
+	used_frame = frame
+	model_postfix = {"pytorch": ".pth", "keras": ".h5", "tensorflow": ".ckpt"}
+	model_name = "model_" + continue_flag + used_frame + model_postfix[used_frame]
+
+
+class Data:
+	def __init__(self, config):
+		self.config = config
+		self.data, self.data_column_name = self.read_data()
+
+		self.data_num = self.data.shape[0]
+		self.train_num = int(self.data_num * self.config.train_data_rate)
+
+		self.mean = np.mean(self.data, axis=0)
+		self.std = np.std(self.data, axis=0)
+		self.norm_data = (self.data - self.mean) / self.std
+
+		self.start_num_in_test = 0
+
+	def read_data(self):
+		init_data = pd.read_csv(self.config.train_data_path,
+		                        usecols=self.config.feature_and_label_columns)
+		return init_data.values, init_data.columns.tolist()
+
+	def get_train_and_valid_data(self):
+		feature_data = self.norm_data[:self.train_num]
+		label_data = self.norm_data[self.config.predict_day: self.config.predict_day + self.train_num,
+		             self.config.label_in_feature_columns]
+		if not self.config.do_continue_train:
+			train_x = [feature_data[i:i + self.config.time_step] for i in range(self.train_num - self.config.time_step)]
+			train_y = [label_data[i:i + self.config.time_step] for i in range(self.train_num - self.config.time_step)]
+		else:
+			train_x = [
+				feature_data[start_index + i * self.config.time_step: start_index + (i + 1) * self.config.time_step]
+				for start_index in range(self.config.time_step)
+				for i in range((self.train_num - start_index) // self.config.time_step)]
+			train_y = [
+				label_data[start_index + i * self.config.time_step: start_index + (i + 1) * self.config.time_step]
+				for start_index in range(self.config.time_step)
+				for i in range((self.train_num - start_index) // self.config.time_step)]
+
+		train_x, train_y = np.array(train_x), np.array(train_y)
+
+		train_x, valid_x, train_y, valid_y = train_test_split(train_x, train_y, test_size=self.config.valid_data_rate,
+		                                                      random_state=self.config.random_seed,
+		                                                      shuffle=self.config.shuffle_train_data)
+		return train_x, valid_x, train_y, valid_y
+
+	def get_test_data(self, return_label_data=False):
+		feature_data = self.norm_data[self.train_num:]
+		self.start_num_in_test = feature_data.shape[0] % self.config.time_step
+		time_step_size = feature_data.shape[0] // self.config.time_step
+
+		test_x = [feature_data[self.start_num_in_test + i * self.config.time_step: self.start_num_in_test + (
+				i + 1) * self.config.time_step]
+		          for i in range(time_step_size)]
+		if return_label_data:
+			label_data = self.norm_data[self.train_num + self.start_num_in_test:, self.config.label_in_feature_columns]
+			return np.array(test_x), label_data
+		return np.array(test_x)
+
+
+def draw(config: Config, origin_data: Data, predict_norm_data: np.ndarray):
+	label_norm_data = origin_data.norm_data[origin_data.train_num + origin_data.start_num_in_test:,
+	                  config.label_in_feature_columns]
+	assert label_norm_data.shape[0] == predict_norm_data.shape[
+		0], "The element number in origin and predicted data is different"
+
+	label_name = [origin_data.data_column_name[i] for i in config.label_in_feature_columns]
+	label_column_num = len(config.label_columns)
+
+	loss = np.mean((label_norm_data[config.predict_day:] - predict_norm_data[:-config.predict_day]) ** 2, axis=0)
+	print("The mean squared error of stock {} is ".format(label_name), loss)
+
+	label_X = range(origin_data.data_num - origin_data.train_num - origin_data.start_num_in_test)
+	predict_X = [x + config.predict_day for x in label_X]
+
+	label_data = label_norm_data * origin_data.std[config.label_in_feature_columns] + \
+	             origin_data.mean[config.label_in_feature_columns]
+
+	predict_data = predict_norm_data * origin_data.std[config.label_in_feature_columns] + \
+	               origin_data.mean[config.label_in_feature_columns]
+
+	for i in range(label_column_num):
+		plt.figure(i + 1)
+		plt.plot(label_X, label_data[:, i], label='label')
+		plt.plot(predict_X, predict_data[:, i], label='predict')
+		plt.legend(loc='upper right')
+		plt.xlabel("Day")
+		plt.ylabel("Price")
+		plt.title("Predict stock {} price with {}".format(label_name[i], config.used_frame))
+		print("The predicted stock {} for the next {} day(s) is: ".format(label_name[i], config.predict_day),
+		      np.squeeze(predict_data[-config.predict_day:, i]))
+		if config.do_figure_save:
+			plt.savefig(config.figure_save_path + "{}predict_{}_with_{}.png".format(config.continue_flag, label_name[i],
+			                                                                        config.used_frame))
+
+	plt.show()
+
+
+def main(config):
+	np.random.seed(config.random_seed)
+	data_gainer = Data(config)
+
+	if config.do_train:
+		train_X, valid_X, train_Y, valid_Y = data_gainer.get_train_and_valid_data()
+		train(config, train_X, train_Y, valid_X, valid_Y)
+
+	if config.do_predict:
+		test_X, test_Y = data_gainer.get_test_data(return_label_data=True)
+		pred_result = predict(config, test_X)
+		draw(config, data_gainer, pred_result)
+
+
+if __name__ == "__main__":
+	import argparse
+
+	parser = argparse.ArgumentParser()
+	# parser.add_argument("-t", "--do_train", default=False, type=bool, help="whether to train")
+	# parser.add_argument("-p", "--do_predict", default=True, type=bool, help="whether to train")
+	# parser.add_argument("-b", "--batch_size", default=64, type=int, help="batch size")
+	# parser.add_argument("-e", "--epoch", default=20, type=int, help="epochs num")
+	args = parser.parse_args()
+
+	con = Config()
+	for key in dir(args):
+		if not key.startswith("_"):
+			setattr(con, key, getattr(args, key))
+
+	main(con)
diff --git a/model/__init__.py b/model/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/model/model_keras.py b/model/model_keras.py
new file mode 100644
index 0000000..fd3ed76
--- /dev/null
+++ b/model/model_keras.py
@@ -0,0 +1,35 @@
+from keras.layers import Input, Dense, LSTM
+from keras.models import Model
+from keras.callbacks import ModelCheckpoint, EarlyStopping
+
+
+def get_keras_model(config):
+	input1 = Input(shape=(config.time_step, config.input_size))
+	lstm = input1
+	for i in range(config.lstm_layers):
+		lstm = LSTM(units=config.hidden_size, dropout=config.dropout_rate, return_sequences=True)(lstm)
+	output = Dense(config.output_size)(lstm)
+	model = Model(input1, output)
+	model.compile(loss='mse', optimizer='adam')
+	return model
+
+
+def train(config, train_X, train_Y, valid_X, valid_Y):
+	model = get_keras_model(config)
+	model.summary()
+	if config.add_train:
+		model.load_weights(config.model_save_path + config.model_name)
+
+	check_point = ModelCheckpoint(filepath=config.model_save_path + config.model_name, monitor='val_loss',
+	                              save_best_only=True, mode='auto')
+	early_stop = EarlyStopping(monitor='val_loss', patience=config.patience, mode='auto')
+	model.fit(train_X, train_Y, batch_size=config.batch_size, epochs=config.epoch, verbose=2,
+	          validation_data=(valid_X, valid_Y), callbacks=[check_point, early_stop])
+
+
+def predict(config, test_X):
+	model = get_keras_model(config)
+	model.load_weights(config.model_save_path + config.model_name)
+	result = model.predict(test_X, batch_size=1)
+	result = result.reshape((-1, config.output_size))
+	return result
diff --git a/model/model_pytorch.py b/model/model_pytorch.py
new file mode 100644
index 0000000..7a43c1e
--- /dev/null
+++ b/model/model_pytorch.py
@@ -0,0 +1,98 @@
+import torch
+from torch.nn import Module, LSTM, Linear
+from torch.utils.data import DataLoader, TensorDataset
+import numpy as np
+
+
+class Net(Module):
+	def __init__(self, config):
+		super(Net, self).__init__()
+		self.lstm = LSTM(input_size=config.input_size, hidden_size=config.hidden_size,
+		                 num_layers=config.lstm_layers, batch_first=True, dropout=config.dropout_rate)
+		self.linear = Linear(in_features=config.hidden_size, out_features=config.output_size)
+
+	def forward(self, x, hidden=None):
+		lstm_out, hidden = self.lstm(x, hidden)
+		linear_out = self.linear(lstm_out)
+		return linear_out, hidden
+
+
+def train(config, train_X, train_Y, valid_X, valid_Y):
+	train_X, train_Y = torch.from_numpy(train_X).float(), torch.from_numpy(train_Y).float()
+	train_loader = DataLoader(TensorDataset(train_X, train_Y), batch_size=config.batch_size)
+
+	valid_X, valid_Y = torch.from_numpy(valid_X).float(), torch.from_numpy(valid_Y).float()
+	valid_loader = DataLoader(TensorDataset(valid_X, valid_Y), batch_size=config.batch_size)
+
+	model = Net(config)
+	if config.add_train:
+		model.load_state_dict(torch.load(config.model_save_path + config.model_name))
+	optimizer = torch.optim.Adam(model.parameters(), lr=config.learning_rate)
+	criterion = torch.nn.MSELoss()
+
+	valid_loss_min = float("inf")
+	bad_epoch = 0
+	for epoch in range(config.epoch):
+		print("Epoch {}/{}".format(epoch, config.epoch))
+		model.train()
+		train_loss_array = []
+		hidden_train = None
+		for i, _data in enumerate(train_loader):
+			_train_X, _train_Y = _data
+			optimizer.zero_grad()
+			pred_Y, hidden_train = model(_train_X, hidden_train)
+
+			if not config.do_continue_train:
+				hidden_train = None
+			else:
+				h_0, c_0 = hidden_train
+				h_0.detach_(), c_0.detach_()
+				hidden_train = (h_0, c_0)
+			loss = criterion(pred_Y, _train_Y)
+			loss.backward()
+			optimizer.step()
+			train_loss_array.append(loss.item())
+
+		model.eval()
+		valid_loss_array = []
+		hidden_valid = None
+		for _valid_X, _valid_Y in valid_loader:
+			pred_Y, hidden_valid = model(_valid_X, hidden_valid)
+			if not config.do_continue_train: hidden_valid = None
+			loss = criterion(pred_Y, _valid_Y)
+			valid_loss_array.append(loss.item())
+
+		valid_loss_cur = np.mean(valid_loss_array)
+		print("The train loss is {:.4f}. ".format(np.mean(train_loss_array)),
+		      "The valid loss is {:.4f}.".format(valid_loss_cur))
+
+		if valid_loss_cur < valid_loss_min:
+			valid_loss_min = valid_loss_cur
+			bad_epoch = 0
+			torch.save(model.state_dict(), config.model_save_path + config.model_name)
+		else:
+			bad_epoch += 1
+			if bad_epoch >= config.patience:
+				print(" The training stops early in epoch {}".format(epoch))
+				break
+
+
+def predict(config, test_X):
+	test_X = torch.from_numpy(test_X).float()
+	test_set = TensorDataset(test_X)
+	test_loader = DataLoader(test_set, batch_size=1)
+
+	model = Net(config)
+	model.load_state_dict(torch.load(config.model_save_path + config.model_name))
+
+	result = torch.Tensor()
+
+	model.eval()
+	hidden_predict = None
+	for _data in test_loader:
+		data_X = _data[0]
+		pred_X, hidden_predict = model(data_X, hidden_predict)
+		cur_pred = torch.squeeze(pred_X, dim=0)
+		result = torch.cat((result, cur_pred), dim=0)
+
+	return result.detach().numpy()
diff --git a/model/model_tensorflow.py b/model/model_tensorflow.py
new file mode 100644
index 0000000..846a516
--- /dev/null
+++ b/model/model_tensorflow.py
@@ -0,0 +1,97 @@
+import tensorflow as tf
+import numpy as np
+
+
+class Model:
+	def __init__(self, config):
+		self.config = config
+
+		self.placeholders()
+		self.net()
+		self.operate()
+
+	def placeholders(self):
+		self.X = tf.placeholder(tf.float32, [None, self.config.time_step, self.config.input_size])
+		self.Y = tf.placeholder(tf.float32, [None, self.config.time_step, self.config.output_size])
+
+	def net(self):
+		def dropout_cell():
+			basicLstm = tf.nn.rnn_cell.LSTMCell(self.config.hidden_size)
+			dropoutLstm = tf.nn.rnn_cell.DropoutWrapper(basicLstm, output_keep_prob=1 - self.config.dropout_rate)
+			return dropoutLstm
+
+		cell = tf.nn.rnn_cell.MultiRNNCell([dropout_cell() for _ in range(self.config.lstm_layers)])
+
+		output_rnn, _ = tf.nn.dynamic_rnn(cell=cell, inputs=self.X, dtype=tf.float32)
+
+		# shape of output_rnn is: [batch_size, time_step, hidden_size]
+		self.pred = tf.layers.dense(inputs=output_rnn, units=self.config.output_size)
+
+	def operate(self):
+		self.loss = tf.reduce_mean(tf.square(tf.reshape(self.pred, [-1]) - tf.reshape(self.Y, [-1])))
+		self.optim = tf.train.AdamOptimizer(self.config.learning_rate).minimize(self.loss)
+		self.saver = tf.train.Saver(tf.global_variables())
+
+
+def train(config, train_X, train_Y, valid_X, valid_Y):
+	with tf.variable_scope("stock_predict"):
+		model = Model(config)
+
+	train_len = len(train_X)
+	valid_len = len(valid_X)
+	with tf.Session() as sess:
+		sess.run(tf.global_variables_initializer())
+
+		valid_loss_min = float("inf")
+		bad_epoch = 0
+		for epoch in range(config.epoch):
+			print("Epoch {}/{}".format(epoch, config.epoch))
+			# 训练
+			train_loss_array = []
+			for step in range(train_len // config.batch_size):
+				feed_dict = {model.X: train_X[step * config.batch_size: (step + 1) * config.batch_size],
+				             model.Y: train_Y[step * config.batch_size: (step + 1) * config.batch_size]}
+				train_loss, _ = sess.run([model.loss, model.optim], feed_dict=feed_dict)
+				train_loss_array.append(train_loss)
+
+			# 验证与早停
+			valid_loss_array = []
+			for step in range(valid_len // config.batch_size):
+				feed_dict = {model.X: valid_X[step * config.batch_size: (step + 1) * config.batch_size],
+				             model.Y: valid_Y[step * config.batch_size: (step + 1) * config.batch_size]}
+				valid_loss = sess.run(model.loss, feed_dict=feed_dict)
+				valid_loss_array.append(valid_loss)
+
+			valid_loss_cur = np.mean(valid_loss_array)
+			print("The train loss is {:.4f}. ".format(np.mean(train_loss_array)),
+			      "The valid loss is {:.4f}.".format(valid_loss_cur))
+
+			if valid_loss_cur < valid_loss_min:
+				valid_loss_min = valid_loss_cur
+				bad_epoch = 0
+				path = model.saver.save(sess, config.model_save_path + config.model_name)
+				print(path)
+			else:
+				bad_epoch += 1
+				if bad_epoch >= config.patience:
+					print(" The training stops early in epoch {}".format(epoch))
+					break
+
+
+def predict(config, test_X):
+	config.dropout_rate = 1
+
+	with tf.variable_scope("stock_predict", reuse=tf.AUTO_REUSE):
+		model = Model(config)
+
+	test_len = len(test_X)
+	with tf.Session() as sess:
+		module_file = tf.train.latest_checkpoint(config.model_save_path)
+		model.saver.restore(sess, module_file)
+
+		result = np.zeros((test_len * config.time_step, config.output_size))
+		for step in range(test_len):
+			feed_dict = {model.X: test_X[step: (step + 1)]}
+			test_pred = sess.run(model.pred, feed_dict=feed_dict)
+			result[step * config.time_step: (step + 1) * config.time_step] = test_pred[0, :, :]
+	return result
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000..b1e153c
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,9 @@
+sklearn
+pandas
+argparse
+keras==2.2.4
+tensorflow==1.15.2
+matplotlib>=3.0.2
+numpy>=1.14.6
+scipy>=1.1.0
+torch>=1.1.0
diff --git a/serve.py b/serve.py
new file mode 100644
index 0000000..6cfb959
--- /dev/null
+++ b/serve.py
@@ -0,0 +1,87 @@
+import tensorflow as tf
+import numpy as np
+import tushare as ts
+import pandas as pd
+from sklearn.preprocessing import MinMaxScaler
+
+timesteps = seq_length = 7
+data_dim = 5
+output_dim = 1
+
+stock_data = ts.get_k_data('600000', start='2015-01-01', end='2017-12-01')
+xy = stock_data[['open', 'close', 'high', 'low', 'volume']]
+
+# xy_new = pd.DataFrame()
+# scaler = MinMaxScaler()
+
+# scaler.fit(xy)
+# t = scaler.transform(xy)
+
+# for col in xy.columns:
+#	xy_new.ix[:, col] = t[col]
+
+x = xy
+y = xy[['close']]
+dataX = []
+dataY = []
+for i in range(0, len(y) - seq_length):
+	_x = x[i:i + seq_length]
+	_y = y.loc[i + seq_length]
+	#print(_x, "->", _y)
+	dataX.append(_x)
+	dataY.append(_y)
+
+x_real = np.vstack(dataX).reshape(-1, seq_length, data_dim)
+y_real = np.vstack(dataY).reshape(-1, output_dim)
+print(x_real.shape)
+print(y_real.shape)
+dataX = x_real
+dataY = y_real
+
+train_size = int(len(dataY) * 0.7)
+test_size = len(dataY) - train_size
+trainX, testX = np.array(dataX[0:train_size]), np.array(dataX[train_size:len(dataX)])
+trainY, testY = np.array(dataY[0:train_size]), np.array(dataY[train_size:len(dataY)])
+
+X = tf.placeholder(tf.float32, [None, seq_length, data_dim])
+Y = tf.placeholder(tf.float32, [None, 1])
+
+
+def add_layer(inputs, in_size, out_size, activation_function=None):
+	inputs = tf.reshape(inputs, [-1, in_size])
+	Weights = tf.Variable(tf.random_normal([in_size, out_size]))
+	biases = tf.Variable(tf.zeros([1, out_size]) + 0.1)
+	Wx_plus_b = tf.matmul(inputs, Weights) + biases
+	if activation_function is None:
+		outputs = Wx_plus_b
+	else:
+		outputs = activation_function(Wx_plus_b)
+	return outputs
+
+
+outsize_first = 5
+l1 = add_layer(X, data_dim, outsize_first, activation_function=tf.nn.relu)
+l1_output = tf.reshape(l1, [-1, seq_length, outsize_first])
+
+cell = tf.nn.rnn_cell.BasicLSTMCell(num_units=output_dim, state_is_tuple=True)
+outputs, _states = tf.nn.dynamic_rnn(cell, l1_output, dtype=tf.float32)
+Y_pred = outputs[:, -1]
+
+loss = tf.reduce_sum(tf.square(Y_pred - Y))
+
+optimizer = tf.train.GradientDescentOptimizer(0.01)
+train = optimizer.minimize(loss)
+
+sess = tf.Session()
+sess.run(tf.global_variables_initializer())
+for i in range(100):
+	_, l = sess.run(
+		[train, loss],
+		feed_dict={X: trainX, Y: trainY}
+	)
+	#print(i, l)
+
+testPredict = sess.run(Y_pred, feed_dict={X: testX})
+
+print(testY)
+print(testPredict)
diff --git a/test.py b/test.py
new file mode 100644
index 0000000..8da029a
--- /dev/null
+++ b/test.py
@@ -0,0 +1,111 @@
+import pandas as pd
+import numpy as np
+import tensorflow as tf
+import tushare as ts
+
+rnn_unit = 10
+input_size = 7
+output_size = 1
+lr = 0.0006
+
+stock_data = ts.get_k_data('600000', start='2015-01-01', end='2017-12-01')
+data = stock_data.iloc[:, 2:10].values
+
+
+# ——————————获取训练集——————————
+def get_train_data(batch_size=60, time_step=20, train_begin=0, train_end=5800):
+	batch_index = []
+	data_train = data[train_begin:train_end]
+	normalized_train_data = (data_train - np.mean(data_train, axis=0)) / np.std(data_train, axis=0)  # 标准化
+	train_x, train_y = [], []  # 训练集x和y初定义
+	for i in range(len(normalized_train_data) - time_step):
+		if i % batch_size == 0:
+			batch_index.append(i)
+		x = normalized_train_data[i:i + time_step, :7]
+		y = normalized_train_data[i:i + time_step, 7, np.newaxis]
+		train_x.append(x.tolist())
+		train_y.append(y.tolist())
+	batch_index.append((len(normalized_train_data) - time_step))
+	return batch_index, train_x, train_y
+
+
+# ——————————获取测试集——————————
+def get_test_data(time_step=20, test_begin=5800):
+	data_test = data[test_begin:]
+	mean = np.mean(data_test, axis=0)
+	std = np.std(data_test, axis=0)
+	normalized_test_data = (data_test - mean) / std  # 标准化
+	size = (len(normalized_test_data) + time_step - 1) // time_step  # 有size个sample
+	test_x, test_y = [], []
+	for i in range(size - 1):
+		x = normalized_test_data[i * time_step:(i + 1) * time_step, :7]
+		y = normalized_test_data[i * time_step:(i + 1) * time_step, 7]
+		test_x.append(x.tolist())
+		test_y.extend(y)
+	test_x.append((normalized_test_data[(i + 1) * time_step:, :7]).tolist())
+	test_y.extend((normalized_test_data[(i + 1) * time_step:, 7]).tolist())
+	return mean, std, test_x, test_y
+
+
+# ——————————————————定义神经网络变量——————————————————
+def lstm(X):
+	batch_size = tf.shape(X)[0]
+	time_step = tf.shape(X)[1]
+	w_in = weights['in']
+	b_in = biases['in']
+	input = tf.reshape(X, [-1, input_size])  # 需要将tensor转成2维进行计算，计算后的结果作为隐藏层的输入
+	input_rnn = tf.matmul(input, w_in) + b_in
+	input_rnn = tf.reshape(input_rnn, [-1, time_step, rnn_unit])  # 将tensor转成3维，作为lstm cell的输入
+	cell = tf.nn.rnn_cell.BasicLSTMCell(rnn_unit)
+	init_state = cell.zero_state(batch_size, dtype=tf.float32)
+	output_rnn, final_states = tf.nn.dynamic_rnn(cell, input_rnn, initial_state=init_state,
+	                                             dtype=tf.float32)  # output_rnn是记录lstm每个输出节点的结果，final_states是最后一个cell的结果
+	output = tf.reshape(output_rnn, [-1, rnn_unit])  # 作为输出层的输入
+	w_out = weights['out']
+	b_out = biases['out']
+	pred = tf.matmul(output, w_out) + b_out
+	return pred, final_states
+
+
+# ——————————————————训练模型——————————————————
+def train_lstm(batch_size=80, time_step=15, train_begin=0, train_end=5800):
+	X = tf.placeholder(tf.float32, shape=[None, time_step, input_size])
+	Y = tf.placeholder(tf.float32, shape=[None, time_step, output_size])
+	batch_index, train_x, train_y = get_train_data(batch_size, time_step, train_begin, train_end)
+	pred, _ = lstm(X)
+	# 损失函数
+	loss = tf.reduce_mean(tf.square(tf.reshape(pred, [-1]) - tf.reshape(Y, [-1])))
+	train_op = tf.train.AdamOptimizer(lr).minimize(loss)
+	saver = tf.train.Saver(tf.global_variables(), max_to_keep=15)
+	module_file = tf.train.latest_checkpoint()
+	with tf.Session() as sess:
+		# sess.run(tf.global_variables_initializer())
+		saver.restore(sess, module_file)
+		# 重复训练2000次
+		for i in range(2000):
+			for step in range(len(batch_index) - 1):
+				_, loss_ = sess.run([train_op, loss], feed_dict={X: train_x[batch_index[step]:batch_index[step + 1]],
+				                                                 Y: train_y[batch_index[step]:batch_index[step + 1]]})
+			print(i, loss_)
+			if i % 200 == 0:
+				print("保存模型：", saver.save(sess, 'stock2.model', global_step=i))
+
+
+# ————————————————预测模型————————————————————
+def prediction(time_step=20):
+	X = tf.placeholder(tf.float32, shape=[None, time_step, input_size])
+	mean, std, test_x, test_y = get_test_data(time_step)
+	pred, _ = lstm(X)
+	saver = tf.train.Saver(tf.global_variables())
+	with tf.Session() as sess:
+		# 参数恢复
+		module_file = tf.train.latest_checkpoint()
+		saver.restore(sess, module_file)
+		test_predict = []
+		for step in range(len(test_x) - 1):
+			prob = sess.run(pred, feed_dict={X: [test_x[step]]})
+			predict = prob.reshape((-1))
+			test_predict.extend(predict)
+		test_y = np.array(test_y) * std[7] + mean[7]
+		test_predict = np.array(test_predict) * std[7] + mean[7]
+		acc = np.average(np.abs(test_predict - test_y[:len(test_predict)]) / test_y[:len(test_predict)])
diff --git a/yao-optimizer.iml b/yao-optimizer.iml
new file mode 100644
index 0000000..8021953
--- /dev/null
+++ b/yao-optimizer.iml
@@ -0,0 +1,9 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<module type="WEB_MODULE" version="4">
+  <component name="NewModuleRootManager" inherit-compiler-output="true">
+    <exclude-output />
+    <content url="file://$MODULE_DIR$" />
+    <orderEntry type="inheritedJdk" />
+    <orderEntry type="sourceFolder" forTests="false" />
+  </component>
+</module>
\ No newline at end of file