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chore: 添加Stock-Prediction-Models项目文件

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添加了Stock-Prediction-Models项目的多个文件，包括数据集、模型代码、README文档和CSS样式文件。这些文件用于股票预测模型的训练和展示，涵盖了LSTM、GRU等深度学习模型的应用。
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2025-04-27 16:28:06 +08:00
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5.课程代码/4.Stock-Prediction-Models/使用文档/Stock-Prediction-Models-master/dataset/MTDR.csv Normal file
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Date,Open,High,Low,Close,Adj Close,Volume
2018-05-23,31.610001,32.000000,30.870001,31.059999,31.059999,1499700
2018-05-24,30.510000,30.879999,29.770000,29.790001,29.790001,1831300
2018-05-25,28.820000,29.100000,28.200001,28.670000,28.670000,2599900
2018-05-29,28.370001,28.879999,28.020000,28.480000,28.480000,1868700
2018-05-30,28.790001,29.260000,28.580000,29.059999,29.059999,1941900
2018-05-31,28.760000,29.309999,28.040001,28.070000,28.070000,2092000
2018-06-01,28.070000,28.270000,25.570000,26.400000,26.400000,3859100
2018-06-04,26.450001,26.650000,25.530001,25.780001,25.780001,2426600
2018-06-05,25.570000,26.120001,25.469999,25.930000,25.930000,1845400
2018-06-06,26.200001,26.270000,25.650000,25.910000,25.910000,1948100
2018-06-07,26.040001,27.129999,26.040001,26.930000,26.930000,1887700
2018-06-08,26.930000,27.150000,25.719999,25.969999,25.969999,2083700
2018-06-11,25.879999,26.309999,25.670000,25.910000,25.910000,1346700
2018-06-12,25.910000,26.760000,25.709999,26.629999,26.629999,2097000
2018-06-13,26.530001,26.990000,26.370001,26.610001,26.610001,1487000
2018-06-14,27.030001,27.080000,26.270000,26.430000,26.430000,1385400
2018-06-15,26.209999,26.410000,25.799999,26.129999,26.129999,3438400
2018-06-18,26.190001,26.850000,26.180000,26.299999,26.299999,1562200
2018-06-19,25.799999,27.750000,25.790001,27.690001,27.690001,2623000
2018-06-20,27.950001,28.580000,27.700001,28.440001,28.440001,2600100
2018-06-21,28.070000,28.430000,26.870001,27.020000,27.020000,2158200
2018-06-22,28.389999,28.600000,27.620001,27.860001,27.860001,2175900
2018-06-25,27.900000,28.030001,27.219999,27.400000,27.400000,1367100
2018-06-26,27.520000,28.920000,27.290001,28.809999,28.809999,2166000
2018-06-27,29.190001,30.299999,29.120001,30.059999,30.059999,2816500
2018-06-28,30.139999,30.379999,29.680000,30.139999,30.139999,2197500
2018-06-29,30.480000,31.410000,30.000000,30.049999,30.049999,2761400
2018-07-02,29.760000,29.770000,29.000000,29.209999,29.209999,1384700
2018-07-03,30.049999,30.299999,29.280001,29.650000,29.650000,1132100
2018-07-05,29.830000,30.020000,29.190001,29.879999,29.879999,1599100
2018-07-06,29.629999,31.389999,29.580000,30.940001,30.940001,2125700
2018-07-09,31.350000,32.619999,31.270000,32.520000,32.520000,2248800
2018-07-10,32.919998,33.430000,32.700001,32.990002,32.990002,1932700
2018-07-11,32.369999,33.180000,31.620001,31.730000,31.730000,1928400
2018-07-12,31.879999,32.259998,31.209999,31.930000,31.930000,1773300
2018-07-13,31.870001,32.599998,31.709999,31.809999,31.809999,943400
2018-07-16,31.049999,31.770000,30.910000,31.670000,31.670000,1013800
2018-07-17,31.520000,32.259998,31.340000,32.020000,32.020000,693200
2018-07-18,31.709999,32.040001,31.030001,31.740000,31.740000,1187700
2018-07-19,31.440001,32.400002,31.420000,32.330002,32.330002,1222300
2018-07-20,32.410000,32.720001,31.809999,31.980000,31.980000,1304300
2018-07-23,31.990000,32.299999,31.709999,31.940001,31.940001,1221200
2018-07-24,32.480000,32.869999,32.209999,32.349998,32.349998,1098400
2018-07-25,32.330002,32.910000,31.920000,32.830002,32.830002,1171200
2018-07-26,32.970001,33.349998,32.759998,32.980000,32.980000,978700
2018-07-27,32.770000,33.599998,32.700001,32.820000,32.820000,1240500
2018-07-30,33.349998,33.860001,33.099998,33.529999,33.529999,1815300
2018-07-31,33.470001,33.720001,32.820000,33.500000,33.500000,1345700
2018-08-01,33.049999,33.410000,32.580002,33.189999,33.189999,1568000
2018-08-02,32.150002,34.439999,31.700001,32.779999,32.779999,3111200
2018-08-03,32.669998,33.080002,31.090000,31.139999,31.139999,2989500
2018-08-06,31.290001,31.860001,31.000000,31.330000,31.330000,1450000
2018-08-07,31.590000,32.529999,31.420000,31.980000,31.980000,1902600
2018-08-08,31.750000,31.980000,31.090000,31.570000,31.570000,1681000
2018-08-09,31.600000,32.410000,31.549999,32.009998,32.009998,1537200
2018-08-10,31.950001,32.849998,31.889999,32.720001,32.720001,1065600
2018-08-13,32.650002,32.840000,31.400000,31.420000,31.420000,1409000
2018-08-14,31.820000,32.330002,31.400000,31.650000,31.650000,1176200
2018-08-15,30.900000,31.370001,29.370001,29.790001,29.790001,1948800
2018-08-16,30.030001,30.450001,29.870001,30.090000,30.090000,991800
2018-08-17,30.219999,31.480000,30.219999,30.590000,30.590000,1029300
2018-08-20,30.559999,31.020000,30.389999,30.520000,30.520000,700900
2018-08-21,31.000000,31.940001,30.910000,31.670000,31.670000,1416600
2018-08-22,32.000000,32.669998,31.889999,32.560001,32.560001,858000
2018-08-23,32.310001,32.520000,31.990000,32.200001,32.200001,899500
2018-08-24,32.590000,33.009998,32.400002,32.610001,32.610001,654200
2018-08-27,32.650002,32.939999,32.560001,32.580002,32.580002,828000
2018-08-28,32.630001,32.900002,32.009998,32.230000,32.230000,722500
2018-08-29,32.459999,32.970001,32.259998,32.830002,32.830002,945200
2018-08-30,32.849998,33.669998,32.820000,33.520000,33.520000,1031900
2018-08-31,33.299999,33.430000,32.570000,32.740002,32.740002,991900
2018-09-04,32.900002,33.080002,31.889999,31.980000,31.980000,972100
2018-09-05,31.750000,31.850000,31.080000,31.809999,31.809999,1168600
2018-09-06,31.860001,31.910000,31.150000,31.290001,31.290001,1264200
2018-09-07,30.969999,31.200001,30.530001,30.820000,30.820000,1103400
2018-09-10,31.059999,31.360001,30.740000,30.850000,30.850000,824500
2018-09-11,30.690001,32.410000,30.690001,32.080002,32.080002,1062500
2018-09-12,32.599998,33.570000,32.470001,33.459999,33.459999,1332900
2018-09-13,32.470001,32.939999,30.809999,31.129999,31.129999,3468900
2018-09-14,30.990000,31.459999,30.730000,31.049999,31.049999,1830600
2018-09-17,31.150000,31.690001,30.629999,30.879999,30.879999,1261000
2018-09-18,31.230000,31.870001,31.129999,31.740000,31.740000,1311600
2018-09-19,31.850000,32.669998,31.820000,32.419998,32.419998,1039000
2018-09-20,32.639999,32.820000,31.850000,32.110001,32.110001,813900
2018-09-21,32.150002,32.669998,31.870001,32.520000,32.520000,2323100
2018-09-24,33.209999,33.680000,32.389999,33.189999,33.189999,1279300
2018-09-25,32.650002,33.509998,32.430000,32.860001,32.860001,1635200
2018-09-26,32.480000,33.099998,32.020000,32.060001,32.060001,1021200
2018-09-27,32.570000,33.240002,32.209999,33.009998,33.009998,1269000
2018-09-28,32.880001,33.549999,32.880001,33.049999,33.049999,1029800
2018-10-01,33.279999,33.450001,32.680000,33.000000,33.000000,1028200
2018-10-02,33.099998,33.720001,32.939999,33.110001,33.110001,972900
2018-10-03,33.279999,34.240002,33.029999,34.220001,34.220001,968900
2018-10-04,34.040001,34.910000,33.849998,33.910000,33.910000,1554300
2018-10-05,33.860001,34.220001,33.080002,33.509998,33.509998,1034600
2018-10-08,33.130001,33.330002,32.509998,32.849998,32.849998,903400
2018-10-09,33.049999,34.090000,32.950001,33.630001,33.630001,969200
2018-10-10,33.660000,33.750000,31.790001,32.160000,32.160000,1684600
2018-10-11,31.750000,31.790001,30.270000,30.299999,30.299999,2048400
2018-10-12,30.980000,31.190001,30.129999,31.100000,31.100000,1460000
2018-10-15,31.360001,31.770000,30.629999,31.559999,31.559999,850500
2018-10-16,31.770000,32.220001,31.459999,32.070000,32.070000,959300
2018-10-17,31.809999,32.130001,31.309999,31.980000,31.980000,1143400
2018-10-18,31.500000,32.160000,31.260000,31.690001,31.690001,1279900
2018-10-19,31.840000,32.529999,31.389999,31.740000,31.740000,1265600
2018-10-22,31.620001,31.730000,30.930000,31.510000,31.510000,858400
2018-10-23,30.820000,30.879999,29.440001,29.790001,29.790001,1893500
2018-10-24,30.059999,30.370001,27.870001,27.879999,27.879999,1762400
2018-10-25,28.330000,29.059999,27.820000,28.850000,28.850000,1260400
2018-10-26,28.280001,29.370001,27.719999,28.840000,28.840000,1089000
2018-10-29,28.940001,29.110001,27.379999,27.879999,27.879999,1834600
2018-10-30,27.530001,28.889999,27.219999,28.840000,28.840000,1399200
2018-10-31,29.299999,29.610001,28.750000,28.840000,28.840000,2103100
2018-11-01,29.350000,30.000000,28.090000,28.920000,28.920000,3087600
2018-11-02,28.969999,29.020000,27.230000,27.379999,27.379999,3000500
2018-11-05,28.389999,28.389999,27.520000,28.129999,28.129999,1918200
2018-11-06,28.170000,28.340000,27.410000,27.549999,27.549999,1018700
2018-11-07,28.299999,28.790001,27.990000,28.690001,28.690001,1377400
2018-11-08,28.610001,28.760000,26.700001,26.990000,26.990000,1534200
2018-11-09,26.410000,26.750000,25.660000,26.559999,26.559999,1969100
2018-11-12,26.900000,26.940001,24.760000,24.790001,24.790001,1675800
2018-11-13,24.650000,25.080000,23.740000,23.830000,23.830000,2076100
2018-11-14,24.400000,24.910000,23.840000,23.900000,23.900000,1851800
2018-11-15,23.680000,24.850000,23.660000,24.680000,24.680000,1370900
2018-11-16,24.530001,25.480000,24.450001,24.709999,24.709999,2441700
2018-11-19,24.000000,24.750000,23.910000,24.450001,24.450001,1645000
2018-11-20,23.879999,23.889999,22.600000,22.990000,22.990000,2149300
2018-11-21,23.580000,23.790001,23.180000,23.389999,23.389999,1063900
2018-11-23,22.230000,23.040001,22.200001,22.299999,22.299999,738200
2018-11-26,22.799999,23.379999,22.530001,22.740000,22.740000,1646100
2018-11-27,22.639999,22.799999,21.889999,21.940001,21.940001,1653900
2018-11-28,22.139999,22.730000,21.430000,22.730000,22.730000,1846800
2018-11-29,22.820000,23.600000,22.750000,23.340000,23.340000,1959500
2018-11-30,22.969999,23.200001,22.379999,22.799999,22.799999,2318500
2018-12-03,23.930000,24.660000,23.760000,24.360001,24.360001,2709400
2018-12-04,24.360001,24.430000,23.340000,23.370001,23.370001,2100600
2018-12-06,22.799999,22.799999,21.340000,21.740000,21.740000,2257900
2018-12-07,22.200001,22.400000,21.250000,21.290001,21.290001,2365500
2018-12-10,20.879999,21.410000,19.430000,19.690001,19.690001,2600900
2018-12-11,19.760000,20.150000,18.980000,19.080000,19.080000,3237900
2018-12-12,19.370001,19.900000,18.980000,19.090000,19.090000,3078400
2018-12-13,18.940001,19.280001,18.340000,18.570000,18.570000,2852600
2018-12-14,18.309999,18.430000,17.219999,17.370001,17.370001,3092700
2018-12-17,17.200001,17.510000,16.670000,16.780001,16.780001,2342600
2018-12-18,16.870001,17.250000,16.370001,16.490000,16.490000,2793400
2018-12-19,16.520000,17.010000,15.930000,16.139999,16.139999,2146800
2018-12-20,15.710000,16.270000,15.610000,15.640000,15.640000,2391400
2018-12-21,15.560000,15.560000,14.570000,14.760000,14.760000,5661400
2018-12-24,14.470000,14.750000,14.000000,14.120000,14.120000,1167100
2018-12-26,14.340000,15.940000,13.970000,15.890000,15.890000,3433800
2018-12-27,15.500000,15.840000,15.070000,15.830000,15.830000,2380700
2018-12-28,15.920000,16.020000,15.440000,15.490000,15.490000,1809500
2018-12-31,15.650000,15.830000,15.240000,15.530000,15.530000,1730900
2019-01-02,15.080000,16.110001,14.800000,16.070000,16.070000,2266300
2019-01-03,16.090000,16.430000,15.480000,15.930000,15.930000,2089900
2019-01-04,16.370001,17.160000,16.100000,17.030001,17.030001,3369500
2019-01-07,17.049999,18.450001,16.780001,18.260000,18.260000,3888100
2019-01-08,18.650000,19.010000,18.219999,18.900000,18.900000,3145300
2019-01-09,19.270000,19.799999,18.780001,19.760000,19.760000,2722500
2019-01-10,19.410000,20.030001,19.230000,19.780001,19.780001,2355100
2019-01-11,19.389999,19.480000,18.980000,19.340000,19.340000,2266100
2019-01-14,18.950001,19.280001,18.469999,18.950001,18.950001,1899000
2019-01-15,19.170000,19.620001,18.980000,19.430000,19.430000,1913900
2019-01-16,19.219999,19.820000,19.219999,19.510000,19.510000,1581100
2019-01-17,19.270000,19.469999,18.920000,19.410000,19.410000,1785900
2019-01-18,19.700001,19.940001,19.299999,19.920000,19.920000,1552000
2019-01-22,19.600000,19.600000,18.730000,18.809999,18.809999,2052300
2019-01-23,19.030001,19.129999,18.320000,18.520000,18.520000,1795000
2019-01-24,18.459999,18.799999,18.320000,18.719999,18.719999,1353000
2019-01-25,18.830000,19.549999,18.799999,19.290001,19.290001,1976600
2019-01-28,19.040001,19.040001,18.410000,18.889999,18.889999,1834900
2019-01-29,19.080000,19.410000,18.730000,19.240000,19.240000,2004100
2019-01-30,19.309999,19.900000,19.020000,19.860001,19.860001,1984900
2019-01-31,20.070000,20.180000,19.280001,19.500000,19.500000,2414600
2019-02-01,19.570000,19.820000,19.350000,19.660000,19.660000,1611400
2019-02-04,19.400000,19.590000,19.209999,19.580000,19.580000,927100
2019-02-05,19.530001,19.629999,18.840000,18.870001,18.870001,1731900
2019-02-06,18.690001,18.980000,18.500000,18.590000,18.590000,1553500
2019-02-07,18.389999,18.430000,17.200001,17.540001,17.540001,2794500
2019-02-08,17.450001,17.680000,16.740000,17.260000,17.260000,2808200
2019-02-11,17.100000,17.459999,16.840000,17.410000,17.410000,1507800
2019-02-12,17.780001,18.049999,17.360001,17.639999,17.639999,1761500
2019-02-13,17.790001,18.230000,17.660000,17.870001,17.870001,2321200
2019-02-14,17.830000,18.420000,17.650000,18.219999,18.219999,1484400
2019-02-15,18.500000,19.320000,18.389999,19.309999,19.309999,2972500
2019-02-19,19.350000,19.540001,18.650000,18.700001,18.700001,1733800
2019-02-20,18.700001,19.020000,18.459999,18.940001,18.940001,1868600
2019-02-21,18.889999,18.990000,18.000000,18.059999,18.059999,2098300
2019-02-22,18.280001,18.820000,18.209999,18.700001,18.700001,2014500
2019-02-25,18.520000,18.959999,18.420000,18.850000,18.850000,2277300
2019-02-26,18.930000,19.320000,17.809999,17.910000,17.910000,4242400
2019-02-27,19.340000,19.879999,18.299999,18.990000,18.990000,5300300
2019-02-28,19.059999,19.209999,18.570000,18.600000,18.600000,3536000
2019-03-01,18.780001,19.160000,17.870001,18.030001,18.030001,3544400
2019-03-04,18.219999,18.320000,17.629999,17.990000,17.990000,2658600
2019-03-05,18.040001,18.350000,17.600000,18.320000,18.320000,2244000
2019-03-06,18.180000,18.180000,17.320000,17.469999,17.469999,2802900
2019-03-07,17.510000,17.629999,17.110001,17.180000,17.180000,1525100
2019-03-08,17.000000,17.000000,16.379999,16.700001,16.700001,1805000
2019-03-11,16.930000,17.340000,16.709999,17.170000,17.170000,1623100
2019-03-12,17.320000,18.250000,17.209999,18.190001,18.190001,3135000
2019-03-13,18.510000,19.059999,18.299999,18.600000,18.600000,3540400
2019-03-14,18.540001,18.830000,18.480000,18.530001,18.530001,1879000
2019-03-15,18.219999,18.860001,18.180000,18.690001,18.690001,3377500
2019-03-18,18.690001,19.200001,18.639999,19.129999,19.129999,3175600
2019-03-19,19.320000,19.480000,18.959999,19.059999,19.059999,3023300
2019-03-20,18.959999,20.080000,18.900000,19.650000,19.650000,2775600
2019-03-21,19.590000,20.260000,19.520000,20.000000,20.000000,2815100
2019-03-22,19.629999,19.690001,18.590000,18.910000,18.910000,2727300
2019-03-25,18.799999,18.940001,18.260000,18.840000,18.840000,1872500
2019-03-26,19.280001,19.980000,19.170000,19.510000,19.510000,2142600
2019-03-27,19.549999,19.959999,19.350000,19.620001,19.620001,2107500
2019-03-28,19.440001,20.030001,19.400000,19.690001,19.690001,3751900
2019-03-29,20.049999,20.129999,19.139999,19.330000,19.330000,2271100
2019-04-01,19.590000,19.740000,19.320000,19.600000,19.600000,1413200
2019-04-02,19.610001,19.930000,19.290001,19.459999,19.459999,2247900
2019-04-03,19.520000,19.660000,17.930000,17.969999,17.969999,3014600
2019-04-04,17.920000,18.660000,17.910000,18.480000,18.480000,3069100
2019-04-05,18.540001,19.770000,18.540001,19.540001,19.540001,2691000
2019-04-08,19.639999,20.379999,19.639999,19.940001,19.940001,2536900
2019-04-09,19.920000,20.320000,19.610001,19.950001,19.950001,3005600
2019-04-10,20.219999,20.350000,19.850000,20.280001,20.280001,1947400
2019-04-11,20.070000,20.180000,18.750000,19.420000,19.420000,3460600
2019-04-12,20.500000,21.000000,20.410000,20.950001,20.950001,3636400
2019-04-15,20.780001,21.059999,20.500000,20.820000,20.820000,2207400
2019-04-16,20.950001,21.200001,20.590000,21.049999,21.049999,1503000
2019-04-17,21.250000,21.299999,20.760000,20.930000,20.930000,1458200
2019-04-18,20.850000,21.070000,20.700001,20.820000,20.820000,1523100
2019-04-22,21.200001,21.930000,20.930000,21.889999,21.889999,2105100
2019-04-23,21.780001,22.250000,21.389999,21.799999,21.799999,1741000
2019-04-24,22.000000,22.010000,21.190001,21.200001,21.200001,1594600
2019-04-25,21.200001,21.370001,20.719999,20.730000,20.730000,1418400
2019-04-26,20.400000,20.450001,19.450001,19.719999,19.719999,2245600
2019-04-29,19.620001,19.930000,19.350000,19.780001,19.780001,1470700
2019-04-30,20.049999,20.100000,19.299999,19.690001,19.690001,1680800
2019-05-01,19.750000,19.900000,18.740000,18.740000,18.740000,3363700
2019-05-02,18.549999,18.799999,17.760000,18.440001,18.440001,3526200
2019-05-03,18.709999,19.230000,18.389999,19.150000,19.150000,1924400
2019-05-06,18.570000,19.620001,18.450001,19.480000,19.480000,1713700
2019-05-07,19.059999,19.180000,18.590000,19.020000,19.020000,1733000
2019-05-08,19.090000,19.860001,19.080000,19.650000,19.650000,2025300
2019-05-09,19.430000,20.090000,19.240000,19.930000,19.930000,1972500
2019-05-10,19.750000,20.020000,19.230000,19.920000,19.920000,1598300
2019-05-13,19.680000,19.959999,19.270000,19.330000,19.330000,2206800
2019-05-14,19.490000,20.280001,19.370001,20.010000,20.010000,2359500
2019-05-15,19.719999,20.820000,19.620001,20.620001,20.620001,1477800
2019-05-16,20.780001,21.190001,20.540001,20.799999,20.799999,1627700
2019-05-17,20.440001,20.590000,19.990000,20.000000,20.000000,1246600
2019-05-20,19.990000,20.260000,19.850000,20.010000,20.010000,1166200
2019-05-21,20.170000,20.750000,19.990000,20.709999,20.709999,1096500
2019-05-22,20.549999,20.750000,19.629999,19.660000,19.660000,1844400
2019-05-23,19.110001,19.110001,17.730000,17.799999,17.799999,2256823
1 Date Open High Low Close Adj Close Volume
2 2018-05-23 31.610001 32.000000 30.870001 31.059999 31.059999 1499700
3 2018-05-24 30.510000 30.879999 29.770000 29.790001 29.790001 1831300
4 2018-05-25 28.820000 29.100000 28.200001 28.670000 28.670000 2599900
5 2018-05-29 28.370001 28.879999 28.020000 28.480000 28.480000 1868700
6 2018-05-30 28.790001 29.260000 28.580000 29.059999 29.059999 1941900
7 2018-05-31 28.760000 29.309999 28.040001 28.070000 28.070000 2092000
8 2018-06-01 28.070000 28.270000 25.570000 26.400000 26.400000 3859100
9 2018-06-04 26.450001 26.650000 25.530001 25.780001 25.780001 2426600
10 2018-06-05 25.570000 26.120001 25.469999 25.930000 25.930000 1845400
11 2018-06-06 26.200001 26.270000 25.650000 25.910000 25.910000 1948100
12 2018-06-07 26.040001 27.129999 26.040001 26.930000 26.930000 1887700
13 2018-06-08 26.930000 27.150000 25.719999 25.969999 25.969999 2083700
14 2018-06-11 25.879999 26.309999 25.670000 25.910000 25.910000 1346700
15 2018-06-12 25.910000 26.760000 25.709999 26.629999 26.629999 2097000
16 2018-06-13 26.530001 26.990000 26.370001 26.610001 26.610001 1487000
17 2018-06-14 27.030001 27.080000 26.270000 26.430000 26.430000 1385400
18 2018-06-15 26.209999 26.410000 25.799999 26.129999 26.129999 3438400
19 2018-06-18 26.190001 26.850000 26.180000 26.299999 26.299999 1562200
20 2018-06-19 25.799999 27.750000 25.790001 27.690001 27.690001 2623000
21 2018-06-20 27.950001 28.580000 27.700001 28.440001 28.440001 2600100
22 2018-06-21 28.070000 28.430000 26.870001 27.020000 27.020000 2158200
23 2018-06-22 28.389999 28.600000 27.620001 27.860001 27.860001 2175900
24 2018-06-25 27.900000 28.030001 27.219999 27.400000 27.400000 1367100
25 2018-06-26 27.520000 28.920000 27.290001 28.809999 28.809999 2166000
26 2018-06-27 29.190001 30.299999 29.120001 30.059999 30.059999 2816500
27 2018-06-28 30.139999 30.379999 29.680000 30.139999 30.139999 2197500
28 2018-06-29 30.480000 31.410000 30.000000 30.049999 30.049999 2761400
29 2018-07-02 29.760000 29.770000 29.000000 29.209999 29.209999 1384700
30 2018-07-03 30.049999 30.299999 29.280001 29.650000 29.650000 1132100
31 2018-07-05 29.830000 30.020000 29.190001 29.879999 29.879999 1599100
32 2018-07-06 29.629999 31.389999 29.580000 30.940001 30.940001 2125700
33 2018-07-09 31.350000 32.619999 31.270000 32.520000 32.520000 2248800
34 2018-07-10 32.919998 33.430000 32.700001 32.990002 32.990002 1932700
35 2018-07-11 32.369999 33.180000 31.620001 31.730000 31.730000 1928400
36 2018-07-12 31.879999 32.259998 31.209999 31.930000 31.930000 1773300
37 2018-07-13 31.870001 32.599998 31.709999 31.809999 31.809999 943400
38 2018-07-16 31.049999 31.770000 30.910000 31.670000 31.670000 1013800
39 2018-07-17 31.520000 32.259998 31.340000 32.020000 32.020000 693200
40 2018-07-18 31.709999 32.040001 31.030001 31.740000 31.740000 1187700
41 2018-07-19 31.440001 32.400002 31.420000 32.330002 32.330002 1222300
42 2018-07-20 32.410000 32.720001 31.809999 31.980000 31.980000 1304300
43 2018-07-23 31.990000 32.299999 31.709999 31.940001 31.940001 1221200
44 2018-07-24 32.480000 32.869999 32.209999 32.349998 32.349998 1098400
45 2018-07-25 32.330002 32.910000 31.920000 32.830002 32.830002 1171200
46 2018-07-26 32.970001 33.349998 32.759998 32.980000 32.980000 978700
47 2018-07-27 32.770000 33.599998 32.700001 32.820000 32.820000 1240500
48 2018-07-30 33.349998 33.860001 33.099998 33.529999 33.529999 1815300
49 2018-07-31 33.470001 33.720001 32.820000 33.500000 33.500000 1345700
50 2018-08-01 33.049999 33.410000 32.580002 33.189999 33.189999 1568000
51 2018-08-02 32.150002 34.439999 31.700001 32.779999 32.779999 3111200
52 2018-08-03 32.669998 33.080002 31.090000 31.139999 31.139999 2989500
53 2018-08-06 31.290001 31.860001 31.000000 31.330000 31.330000 1450000
54 2018-08-07 31.590000 32.529999 31.420000 31.980000 31.980000 1902600
55 2018-08-08 31.750000 31.980000 31.090000 31.570000 31.570000 1681000
56 2018-08-09 31.600000 32.410000 31.549999 32.009998 32.009998 1537200
57 2018-08-10 31.950001 32.849998 31.889999 32.720001 32.720001 1065600
58 2018-08-13 32.650002 32.840000 31.400000 31.420000 31.420000 1409000
59 2018-08-14 31.820000 32.330002 31.400000 31.650000 31.650000 1176200
60 2018-08-15 30.900000 31.370001 29.370001 29.790001 29.790001 1948800
61 2018-08-16 30.030001 30.450001 29.870001 30.090000 30.090000 991800
62 2018-08-17 30.219999 31.480000 30.219999 30.590000 30.590000 1029300
63 2018-08-20 30.559999 31.020000 30.389999 30.520000 30.520000 700900
64 2018-08-21 31.000000 31.940001 30.910000 31.670000 31.670000 1416600
65 2018-08-22 32.000000 32.669998 31.889999 32.560001 32.560001 858000
66 2018-08-23 32.310001 32.520000 31.990000 32.200001 32.200001 899500
67 2018-08-24 32.590000 33.009998 32.400002 32.610001 32.610001 654200
68 2018-08-27 32.650002 32.939999 32.560001 32.580002 32.580002 828000
69 2018-08-28 32.630001 32.900002 32.009998 32.230000 32.230000 722500
70 2018-08-29 32.459999 32.970001 32.259998 32.830002 32.830002 945200
71 2018-08-30 32.849998 33.669998 32.820000 33.520000 33.520000 1031900
72 2018-08-31 33.299999 33.430000 32.570000 32.740002 32.740002 991900
73 2018-09-04 32.900002 33.080002 31.889999 31.980000 31.980000 972100
74 2018-09-05 31.750000 31.850000 31.080000 31.809999 31.809999 1168600
75 2018-09-06 31.860001 31.910000 31.150000 31.290001 31.290001 1264200
76 2018-09-07 30.969999 31.200001 30.530001 30.820000 30.820000 1103400
77 2018-09-10 31.059999 31.360001 30.740000 30.850000 30.850000 824500
78 2018-09-11 30.690001 32.410000 30.690001 32.080002 32.080002 1062500
79 2018-09-12 32.599998 33.570000 32.470001 33.459999 33.459999 1332900
80 2018-09-13 32.470001 32.939999 30.809999 31.129999 31.129999 3468900
81 2018-09-14 30.990000 31.459999 30.730000 31.049999 31.049999 1830600
82 2018-09-17 31.150000 31.690001 30.629999 30.879999 30.879999 1261000
83 2018-09-18 31.230000 31.870001 31.129999 31.740000 31.740000 1311600
84 2018-09-19 31.850000 32.669998 31.820000 32.419998 32.419998 1039000
85 2018-09-20 32.639999 32.820000 31.850000 32.110001 32.110001 813900
86 2018-09-21 32.150002 32.669998 31.870001 32.520000 32.520000 2323100
87 2018-09-24 33.209999 33.680000 32.389999 33.189999 33.189999 1279300
88 2018-09-25 32.650002 33.509998 32.430000 32.860001 32.860001 1635200
89 2018-09-26 32.480000 33.099998 32.020000 32.060001 32.060001 1021200
90 2018-09-27 32.570000 33.240002 32.209999 33.009998 33.009998 1269000
91 2018-09-28 32.880001 33.549999 32.880001 33.049999 33.049999 1029800
92 2018-10-01 33.279999 33.450001 32.680000 33.000000 33.000000 1028200
93 2018-10-02 33.099998 33.720001 32.939999 33.110001 33.110001 972900
94 2018-10-03 33.279999 34.240002 33.029999 34.220001 34.220001 968900
95 2018-10-04 34.040001 34.910000 33.849998 33.910000 33.910000 1554300
96 2018-10-05 33.860001 34.220001 33.080002 33.509998 33.509998 1034600
97 2018-10-08 33.130001 33.330002 32.509998 32.849998 32.849998 903400
98 2018-10-09 33.049999 34.090000 32.950001 33.630001 33.630001 969200
99 2018-10-10 33.660000 33.750000 31.790001 32.160000 32.160000 1684600
100 2018-10-11 31.750000 31.790001 30.270000 30.299999 30.299999 2048400
101 2018-10-12 30.980000 31.190001 30.129999 31.100000 31.100000 1460000
102 2018-10-15 31.360001 31.770000 30.629999 31.559999 31.559999 850500
103 2018-10-16 31.770000 32.220001 31.459999 32.070000 32.070000 959300
104 2018-10-17 31.809999 32.130001 31.309999 31.980000 31.980000 1143400
105 2018-10-18 31.500000 32.160000 31.260000 31.690001 31.690001 1279900
106 2018-10-19 31.840000 32.529999 31.389999 31.740000 31.740000 1265600
107 2018-10-22 31.620001 31.730000 30.930000 31.510000 31.510000 858400
108 2018-10-23 30.820000 30.879999 29.440001 29.790001 29.790001 1893500
109 2018-10-24 30.059999 30.370001 27.870001 27.879999 27.879999 1762400
110 2018-10-25 28.330000 29.059999 27.820000 28.850000 28.850000 1260400
111 2018-10-26 28.280001 29.370001 27.719999 28.840000 28.840000 1089000
112 2018-10-29 28.940001 29.110001 27.379999 27.879999 27.879999 1834600
113 2018-10-30 27.530001 28.889999 27.219999 28.840000 28.840000 1399200
114 2018-10-31 29.299999 29.610001 28.750000 28.840000 28.840000 2103100
115 2018-11-01 29.350000 30.000000 28.090000 28.920000 28.920000 3087600
116 2018-11-02 28.969999 29.020000 27.230000 27.379999 27.379999 3000500
117 2018-11-05 28.389999 28.389999 27.520000 28.129999 28.129999 1918200
118 2018-11-06 28.170000 28.340000 27.410000 27.549999 27.549999 1018700
119 2018-11-07 28.299999 28.790001 27.990000 28.690001 28.690001 1377400
120 2018-11-08 28.610001 28.760000 26.700001 26.990000 26.990000 1534200
121 2018-11-09 26.410000 26.750000 25.660000 26.559999 26.559999 1969100
122 2018-11-12 26.900000 26.940001 24.760000 24.790001 24.790001 1675800
123 2018-11-13 24.650000 25.080000 23.740000 23.830000 23.830000 2076100
124 2018-11-14 24.400000 24.910000 23.840000 23.900000 23.900000 1851800
125 2018-11-15 23.680000 24.850000 23.660000 24.680000 24.680000 1370900
126 2018-11-16 24.530001 25.480000 24.450001 24.709999 24.709999 2441700
127 2018-11-19 24.000000 24.750000 23.910000 24.450001 24.450001 1645000
128 2018-11-20 23.879999 23.889999 22.600000 22.990000 22.990000 2149300
129 2018-11-21 23.580000 23.790001 23.180000 23.389999 23.389999 1063900
130 2018-11-23 22.230000 23.040001 22.200001 22.299999 22.299999 738200
131 2018-11-26 22.799999 23.379999 22.530001 22.740000 22.740000 1646100
132 2018-11-27 22.639999 22.799999 21.889999 21.940001 21.940001 1653900
133 2018-11-28 22.139999 22.730000 21.430000 22.730000 22.730000 1846800
134 2018-11-29 22.820000 23.600000 22.750000 23.340000 23.340000 1959500
135 2018-11-30 22.969999 23.200001 22.379999 22.799999 22.799999 2318500
136 2018-12-03 23.930000 24.660000 23.760000 24.360001 24.360001 2709400
137 2018-12-04 24.360001 24.430000 23.340000 23.370001 23.370001 2100600
138 2018-12-06 22.799999 22.799999 21.340000 21.740000 21.740000 2257900
139 2018-12-07 22.200001 22.400000 21.250000 21.290001 21.290001 2365500
140 2018-12-10 20.879999 21.410000 19.430000 19.690001 19.690001 2600900
141 2018-12-11 19.760000 20.150000 18.980000 19.080000 19.080000 3237900
142 2018-12-12 19.370001 19.900000 18.980000 19.090000 19.090000 3078400
143 2018-12-13 18.940001 19.280001 18.340000 18.570000 18.570000 2852600
144 2018-12-14 18.309999 18.430000 17.219999 17.370001 17.370001 3092700
145 2018-12-17 17.200001 17.510000 16.670000 16.780001 16.780001 2342600
146 2018-12-18 16.870001 17.250000 16.370001 16.490000 16.490000 2793400
147 2018-12-19 16.520000 17.010000 15.930000 16.139999 16.139999 2146800
148 2018-12-20 15.710000 16.270000 15.610000 15.640000 15.640000 2391400
149 2018-12-21 15.560000 15.560000 14.570000 14.760000 14.760000 5661400
150 2018-12-24 14.470000 14.750000 14.000000 14.120000 14.120000 1167100
151 2018-12-26 14.340000 15.940000 13.970000 15.890000 15.890000 3433800
152 2018-12-27 15.500000 15.840000 15.070000 15.830000 15.830000 2380700
153 2018-12-28 15.920000 16.020000 15.440000 15.490000 15.490000 1809500
154 2018-12-31 15.650000 15.830000 15.240000 15.530000 15.530000 1730900
155 2019-01-02 15.080000 16.110001 14.800000 16.070000 16.070000 2266300
156 2019-01-03 16.090000 16.430000 15.480000 15.930000 15.930000 2089900
157 2019-01-04 16.370001 17.160000 16.100000 17.030001 17.030001 3369500
158 2019-01-07 17.049999 18.450001 16.780001 18.260000 18.260000 3888100
159 2019-01-08 18.650000 19.010000 18.219999 18.900000 18.900000 3145300
160 2019-01-09 19.270000 19.799999 18.780001 19.760000 19.760000 2722500
161 2019-01-10 19.410000 20.030001 19.230000 19.780001 19.780001 2355100
162 2019-01-11 19.389999 19.480000 18.980000 19.340000 19.340000 2266100
163 2019-01-14 18.950001 19.280001 18.469999 18.950001 18.950001 1899000
164 2019-01-15 19.170000 19.620001 18.980000 19.430000 19.430000 1913900
165 2019-01-16 19.219999 19.820000 19.219999 19.510000 19.510000 1581100
166 2019-01-17 19.270000 19.469999 18.920000 19.410000 19.410000 1785900
167 2019-01-18 19.700001 19.940001 19.299999 19.920000 19.920000 1552000
168 2019-01-22 19.600000 19.600000 18.730000 18.809999 18.809999 2052300
169 2019-01-23 19.030001 19.129999 18.320000 18.520000 18.520000 1795000
170 2019-01-24 18.459999 18.799999 18.320000 18.719999 18.719999 1353000
171 2019-01-25 18.830000 19.549999 18.799999 19.290001 19.290001 1976600
172 2019-01-28 19.040001 19.040001 18.410000 18.889999 18.889999 1834900
173 2019-01-29 19.080000 19.410000 18.730000 19.240000 19.240000 2004100
174 2019-01-30 19.309999 19.900000 19.020000 19.860001 19.860001 1984900
175 2019-01-31 20.070000 20.180000 19.280001 19.500000 19.500000 2414600
176 2019-02-01 19.570000 19.820000 19.350000 19.660000 19.660000 1611400
177 2019-02-04 19.400000 19.590000 19.209999 19.580000 19.580000 927100
178 2019-02-05 19.530001 19.629999 18.840000 18.870001 18.870001 1731900
179 2019-02-06 18.690001 18.980000 18.500000 18.590000 18.590000 1553500
180 2019-02-07 18.389999 18.430000 17.200001 17.540001 17.540001 2794500
181 2019-02-08 17.450001 17.680000 16.740000 17.260000 17.260000 2808200
182 2019-02-11 17.100000 17.459999 16.840000 17.410000 17.410000 1507800
183 2019-02-12 17.780001 18.049999 17.360001 17.639999 17.639999 1761500
184 2019-02-13 17.790001 18.230000 17.660000 17.870001 17.870001 2321200
185 2019-02-14 17.830000 18.420000 17.650000 18.219999 18.219999 1484400
186 2019-02-15 18.500000 19.320000 18.389999 19.309999 19.309999 2972500
187 2019-02-19 19.350000 19.540001 18.650000 18.700001 18.700001 1733800
188 2019-02-20 18.700001 19.020000 18.459999 18.940001 18.940001 1868600
189 2019-02-21 18.889999 18.990000 18.000000 18.059999 18.059999 2098300
190 2019-02-22 18.280001 18.820000 18.209999 18.700001 18.700001 2014500
191 2019-02-25 18.520000 18.959999 18.420000 18.850000 18.850000 2277300
192 2019-02-26 18.930000 19.320000 17.809999 17.910000 17.910000 4242400
193 2019-02-27 19.340000 19.879999 18.299999 18.990000 18.990000 5300300
194 2019-02-28 19.059999 19.209999 18.570000 18.600000 18.600000 3536000
195 2019-03-01 18.780001 19.160000 17.870001 18.030001 18.030001 3544400
196 2019-03-04 18.219999 18.320000 17.629999 17.990000 17.990000 2658600
197 2019-03-05 18.040001 18.350000 17.600000 18.320000 18.320000 2244000
198 2019-03-06 18.180000 18.180000 17.320000 17.469999 17.469999 2802900
199 2019-03-07 17.510000 17.629999 17.110001 17.180000 17.180000 1525100
200 2019-03-08 17.000000 17.000000 16.379999 16.700001 16.700001 1805000
201 2019-03-11 16.930000 17.340000 16.709999 17.170000 17.170000 1623100
202 2019-03-12 17.320000 18.250000 17.209999 18.190001 18.190001 3135000
203 2019-03-13 18.510000 19.059999 18.299999 18.600000 18.600000 3540400
204 2019-03-14 18.540001 18.830000 18.480000 18.530001 18.530001 1879000
205 2019-03-15 18.219999 18.860001 18.180000 18.690001 18.690001 3377500
206 2019-03-18 18.690001 19.200001 18.639999 19.129999 19.129999 3175600
207 2019-03-19 19.320000 19.480000 18.959999 19.059999 19.059999 3023300
208 2019-03-20 18.959999 20.080000 18.900000 19.650000 19.650000 2775600
209 2019-03-21 19.590000 20.260000 19.520000 20.000000 20.000000 2815100
210 2019-03-22 19.629999 19.690001 18.590000 18.910000 18.910000 2727300
211 2019-03-25 18.799999 18.940001 18.260000 18.840000 18.840000 1872500
212 2019-03-26 19.280001 19.980000 19.170000 19.510000 19.510000 2142600
213 2019-03-27 19.549999 19.959999 19.350000 19.620001 19.620001 2107500
214 2019-03-28 19.440001 20.030001 19.400000 19.690001 19.690001 3751900
215 2019-03-29 20.049999 20.129999 19.139999 19.330000 19.330000 2271100
216 2019-04-01 19.590000 19.740000 19.320000 19.600000 19.600000 1413200
217 2019-04-02 19.610001 19.930000 19.290001 19.459999 19.459999 2247900
218 2019-04-03 19.520000 19.660000 17.930000 17.969999 17.969999 3014600
219 2019-04-04 17.920000 18.660000 17.910000 18.480000 18.480000 3069100
220 2019-04-05 18.540001 19.770000 18.540001 19.540001 19.540001 2691000
221 2019-04-08 19.639999 20.379999 19.639999 19.940001 19.940001 2536900
222 2019-04-09 19.920000 20.320000 19.610001 19.950001 19.950001 3005600
223 2019-04-10 20.219999 20.350000 19.850000 20.280001 20.280001 1947400
224 2019-04-11 20.070000 20.180000 18.750000 19.420000 19.420000 3460600
225 2019-04-12 20.500000 21.000000 20.410000 20.950001 20.950001 3636400
226 2019-04-15 20.780001 21.059999 20.500000 20.820000 20.820000 2207400
227 2019-04-16 20.950001 21.200001 20.590000 21.049999 21.049999 1503000
228 2019-04-17 21.250000 21.299999 20.760000 20.930000 20.930000 1458200
229 2019-04-18 20.850000 21.070000 20.700001 20.820000 20.820000 1523100
230 2019-04-22 21.200001 21.930000 20.930000 21.889999 21.889999 2105100
231 2019-04-23 21.780001 22.250000 21.389999 21.799999 21.799999 1741000
232 2019-04-24 22.000000 22.010000 21.190001 21.200001 21.200001 1594600
233 2019-04-25 21.200001 21.370001 20.719999 20.730000 20.730000 1418400
234 2019-04-26 20.400000 20.450001 19.450001 19.719999 19.719999 2245600
235 2019-04-29 19.620001 19.930000 19.350000 19.780001 19.780001 1470700
236 2019-04-30 20.049999 20.100000 19.299999 19.690001 19.690001 1680800
237 2019-05-01 19.750000 19.900000 18.740000 18.740000 18.740000 3363700
238 2019-05-02 18.549999 18.799999 17.760000 18.440001 18.440001 3526200
239 2019-05-03 18.709999 19.230000 18.389999 19.150000 19.150000 1924400
240 2019-05-06 18.570000 19.620001 18.450001 19.480000 19.480000 1713700
241 2019-05-07 19.059999 19.180000 18.590000 19.020000 19.020000 1733000
242 2019-05-08 19.090000 19.860001 19.080000 19.650000 19.650000 2025300
243 2019-05-09 19.430000 20.090000 19.240000 19.930000 19.930000 1972500
244 2019-05-10 19.750000 20.020000 19.230000 19.920000 19.920000 1598300
245 2019-05-13 19.680000 19.959999 19.270000 19.330000 19.330000 2206800
246 2019-05-14 19.490000 20.280001 19.370001 20.010000 20.010000 2359500
247 2019-05-15 19.719999 20.820000 19.620001 20.620001 20.620001 1477800
248 2019-05-16 20.780001 21.190001 20.540001 20.799999 20.799999 1627700
249 2019-05-17 20.440001 20.590000 19.990000 20.000000 20.000000 1246600
250 2019-05-20 19.990000 20.260000 19.850000 20.010000 20.010000 1166200
251 2019-05-21 20.170000 20.750000 19.990000 20.709999 20.709999 1096500
252 2019-05-22 20.549999 20.750000 19.629999 19.660000 19.660000 1844400
253 2019-05-23 19.110001 19.110001 17.730000 17.799999 17.799999 2256823