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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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zhoujie2104231
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/realtime-agent/CPRT.csv Normal file
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Date,Open,High,Low,Close,Adj Close,Volume
2018-05-23,52.970001,53.200001,52.560001,52.959999,52.959999,2586900
2018-05-24,52.669998,54.509998,52.150002,52.709999,52.709999,2724400
2018-05-25,53.000000,54.380001,52.849998,54.250000,54.250000,2191500
2018-05-29,54.160000,55.549999,54.119999,55.419998,55.419998,2786800
2018-05-30,55.570000,56.490002,55.389999,56.160000,56.160000,2414700
2018-05-31,56.310001,56.549999,54.630001,54.830002,54.830002,13684500
2018-06-01,55.180000,56.070000,54.900002,55.570000,55.570000,1597400
2018-06-04,55.630001,56.150002,55.470001,56.110001,56.110001,2478800
2018-06-05,55.950001,57.330002,55.950001,57.290001,57.290001,2570800
2018-06-06,57.139999,57.410000,56.630001,57.150002,57.150002,1651300
2018-06-07,57.419998,57.419998,56.430000,57.070000,57.070000,1415200
2018-06-08,56.980000,57.730000,56.910000,57.630001,57.630001,1162900
2018-06-11,57.830002,58.000000,57.290001,57.570000,57.570000,1747300
2018-06-12,57.580002,57.799999,57.340000,57.610001,57.610001,1147100
2018-06-13,57.799999,58.240002,57.570000,57.700001,57.700001,1688200
2018-06-14,57.720001,58.189999,57.330002,58.080002,58.080002,2254300
2018-06-15,57.980000,58.320000,57.330002,58.220001,58.220001,3610600
2018-06-18,57.919998,58.959999,57.770000,58.820000,58.820000,2302000
2018-06-19,58.270000,59.540001,58.189999,59.430000,59.430000,2536000
2018-06-20,59.639999,60.400002,59.049999,60.200001,60.200001,1634200
2018-06-21,60.189999,60.430000,59.240002,59.570000,59.570000,1293200
2018-06-22,60.230000,60.299999,59.740002,59.910000,59.910000,2535500
2018-06-25,60.000000,60.009998,57.790001,58.299999,58.299999,1528400
2018-06-26,57.450001,57.750000,55.779999,56.279999,56.279999,3904900
2018-06-27,56.560001,56.560001,55.130001,55.169998,55.169998,2704700
2018-06-28,55.240002,56.080002,54.630001,56.009998,56.009998,2661900
2018-06-29,56.080002,57.040001,55.779999,56.560001,56.560001,53422600
2018-07-02,56.570000,56.880001,55.700001,56.840000,56.840000,2523000
2018-07-03,57.450001,57.799999,56.840000,57.340000,57.340000,1487000
2018-07-05,57.389999,57.790001,56.139999,57.160000,57.160000,2537600
2018-07-06,57.299999,58.259998,57.029999,58.009998,58.009998,1697500
2018-07-09,58.110001,58.820000,58.090000,58.750000,58.750000,1611400
2018-07-10,59.020000,59.500000,58.369999,58.709999,58.709999,1319400
2018-07-11,57.139999,58.610001,56.930000,58.320000,58.320000,1989800
2018-07-12,58.750000,59.150002,58.509998,58.880001,58.880001,1903400
2018-07-13,59.020000,59.520000,58.759998,59.310001,59.310001,1089900
2018-07-16,59.310001,59.660000,58.320000,58.430000,58.430000,2197800
2018-07-17,58.090000,59.290001,57.849998,59.160000,59.160000,1569100
2018-07-18,59.160000,59.389999,58.490002,59.320000,59.320000,1557200
2018-07-19,59.049999,59.459999,58.980000,59.130001,59.130001,854200
2018-07-20,59.009998,59.360001,58.959999,58.980000,58.980000,922800
2018-07-23,59.000000,59.029999,58.070000,58.259998,58.259998,1723000
2018-07-24,58.639999,58.720001,57.060001,57.369999,57.369999,2259300
2018-07-25,57.389999,58.400002,56.779999,58.330002,58.330002,1333500
2018-07-26,57.970001,58.709999,57.730000,58.119999,58.119999,1193800
2018-07-27,58.230000,58.450001,56.680000,56.939999,56.939999,816600
2018-07-30,56.860001,56.919998,55.860001,56.209999,56.209999,1045000
2018-07-31,56.400002,57.610001,56.310001,57.389999,57.389999,1613500
2018-08-01,55.959999,57.799999,55.880001,57.570000,57.570000,1008800
2018-08-02,57.610001,57.950001,57.340000,57.799999,57.799999,1191400
2018-08-03,57.709999,57.830002,56.720001,57.430000,57.430000,754300
2018-08-06,57.570000,58.580002,57.360001,58.509998,58.509998,988100
2018-08-07,58.509998,59.369999,58.470001,59.160000,59.160000,1004900
2018-08-08,59.099998,59.680000,59.040001,59.369999,59.369999,730000
2018-08-09,59.410000,60.320000,59.410000,60.000000,60.000000,656200
2018-08-10,59.700001,60.720001,59.650002,60.230000,60.230000,752000
2018-08-13,60.349998,60.619999,59.259998,59.299999,59.299999,1329000
2018-08-14,59.410000,59.840000,59.099998,59.509998,59.509998,1146500
2018-08-15,59.209999,60.139999,58.799999,60.060001,60.060001,1040700
2018-08-16,60.270000,60.930000,60.049999,60.820000,60.820000,885100
2018-08-17,60.830002,61.099998,60.180000,60.980000,60.980000,777700
2018-08-20,61.119999,62.220001,60.990002,61.669998,61.669998,1076200
2018-08-21,62.009998,62.759998,61.709999,62.470001,62.470001,1114000
2018-08-22,62.380001,63.250000,62.259998,63.000000,63.000000,687100
2018-08-23,62.939999,63.290001,62.770000,62.990002,62.990002,736200
2018-08-24,63.150002,63.500000,62.419998,62.730000,62.730000,1147500
2018-08-27,63.049999,64.120003,62.860001,63.790001,63.790001,995100
2018-08-28,63.820000,64.610001,63.799999,64.070000,64.070000,1101000
2018-08-29,64.279999,64.779999,64.019997,64.120003,64.120003,1705600
2018-08-30,64.110001,64.760002,64.059998,64.389999,64.389999,1110900
2018-08-31,64.260002,64.540001,64.120003,64.309998,64.309998,1261100
2018-09-04,64.709999,65.059998,64.360001,64.900002,64.900002,1684300
2018-09-05,64.769997,64.790001,63.740002,64.680000,64.680000,1518200
2018-09-06,64.660004,65.500000,64.480003,65.099998,65.099998,1296700
2018-09-07,65.169998,65.769997,65.059998,65.529999,65.529999,1098100
2018-09-10,65.910004,66.370003,65.820000,65.910004,65.910004,1037500
2018-09-11,65.820000,66.480003,65.730003,66.449997,66.449997,1742700
2018-09-12,66.430000,66.699997,65.470001,66.239998,66.239998,1387500
2018-09-13,66.389999,67.080002,65.930000,66.029999,66.029999,830700
2018-09-14,66.260002,66.769997,64.650002,64.830002,64.830002,1651700
2018-09-17,64.970001,65.199997,63.560001,63.730000,63.730000,1613000
2018-09-18,63.689999,64.260002,63.680000,64.169998,64.169998,2340700
2018-09-19,54.529999,56.900002,50.070000,55.580002,55.580002,14660400
2018-09-20,56.439999,58.209999,55.700001,56.130001,56.130001,6410300
2018-09-21,54.619999,55.939999,52.369999,52.580002,52.580002,7464500
2018-09-24,52.250000,52.810001,50.950001,51.419998,51.419998,4644600
2018-09-25,51.689999,51.849998,50.880001,51.520000,51.520000,4467900
2018-09-26,51.680000,51.900002,50.639999,51.650002,51.650002,3006100
2018-09-27,51.810001,51.970001,50.970001,51.119999,51.119999,2084500
2018-09-28,51.290001,51.680000,51.180000,51.529999,51.529999,2445200
2018-10-01,51.480000,52.830002,50.980000,52.630001,52.630001,4551800
2018-10-02,52.360001,52.549999,50.950001,51.230000,51.230000,5333700
2018-10-03,51.130001,53.220001,51.130001,52.759998,52.759998,5287800
2018-10-04,52.400002,52.750000,51.230000,51.740002,51.740002,5146000
2018-10-05,51.840000,52.480000,51.400002,51.889999,51.889999,4077000
2018-10-08,51.759998,52.310001,50.660000,51.259998,51.259998,1860400
2018-10-09,51.110001,51.509998,50.720001,51.459999,51.459999,2205000
2018-10-10,51.230000,51.490002,49.880001,49.959999,49.959999,3433100
2018-10-11,49.500000,50.330002,48.849998,49.049999,49.049999,2754800
2018-10-12,49.740002,50.509998,49.459999,50.380001,50.380001,2159900
2018-10-15,50.150002,50.709999,49.900002,50.220001,50.220001,1729800
2018-10-16,50.630001,51.169998,50.180000,51.080002,51.080002,1721000
2018-10-17,50.910000,51.119999,50.180000,50.990002,50.990002,1213800
2018-10-18,50.869999,50.900002,49.459999,49.759998,49.759998,1405300
2018-10-19,49.889999,50.230000,48.950001,49.279999,49.279999,1776000
2018-10-22,49.340000,50.660000,49.340000,50.480000,50.480000,1698400
2018-10-23,49.730000,50.060001,48.720001,49.849998,49.849998,1695800
2018-10-24,49.889999,50.000000,46.279999,46.330002,46.330002,4482500
2018-10-25,46.509998,48.610001,46.400002,48.410000,48.410000,2421300
2018-10-26,47.529999,48.169998,46.599998,47.259998,47.259998,2317500
2018-10-29,48.099998,48.410000,46.410000,47.040001,47.040001,1654900
2018-10-30,47.110001,48.549999,46.910000,48.500000,48.500000,1195200
2018-10-31,49.029999,49.450001,48.480000,48.910000,48.910000,1548400
2018-11-01,49.099998,50.240002,48.799999,50.160000,50.160000,1356200
2018-11-02,50.630001,50.939999,49.820000,50.290001,50.290001,1155900
2018-11-05,50.320000,50.500000,49.310001,50.360001,50.360001,937000
2018-11-06,50.560001,51.020000,49.900002,50.029999,50.029999,1267100
2018-11-07,50.470001,50.950001,49.720001,50.799999,50.799999,1531800
2018-11-08,50.680000,50.950001,50.139999,50.439999,50.439999,948700
2018-11-09,50.189999,50.599998,49.560001,50.270000,50.270000,1377500
2018-11-12,50.320000,50.349998,49.180000,49.270000,49.270000,1367500
2018-11-13,49.290001,49.990002,48.349998,48.820000,48.820000,4433900
2018-11-14,49.150002,50.400002,49.130001,49.820000,49.820000,2024800
2018-11-15,49.650002,50.830002,49.009998,50.799999,50.799999,1602800
2018-11-16,50.419998,51.230000,50.270000,51.009998,51.009998,1653000
2018-11-19,51.000000,51.000000,48.389999,48.540001,48.540001,1782900
2018-11-20,47.820000,48.380001,46.849998,47.299999,47.299999,2147800
2018-11-21,50.020000,50.580002,48.209999,50.090000,50.090000,3099900
2018-11-23,49.340000,49.830002,48.450001,48.730000,48.730000,960200
2018-11-26,49.419998,50.470001,49.290001,50.189999,50.189999,1533200
2018-11-27,49.779999,50.209999,49.430000,49.990002,49.990002,1611600
2018-11-28,50.099998,51.750000,49.860001,51.740002,51.740002,1437700
2018-11-29,51.650002,52.040001,51.099998,51.709999,51.709999,1300500
2018-11-30,51.730000,52.189999,50.980000,51.180000,51.180000,2610700
2018-12-03,51.939999,52.180000,50.320000,50.740002,50.740002,3089600
2018-12-04,50.740002,51.070000,49.040001,49.279999,49.279999,1902300
2018-12-06,48.540001,49.220001,47.689999,49.040001,49.040001,1766400
2018-12-07,48.810001,49.610001,46.939999,47.279999,47.279999,1277500
2018-12-10,47.090000,48.689999,47.090000,48.340000,48.340000,2499600
2018-12-11,48.990002,49.220001,48.380001,48.560001,48.560001,2035000
2018-12-12,49.200001,50.160000,48.980000,49.259998,49.259998,1219100
2018-12-13,49.320000,49.730000,48.939999,49.380001,49.380001,1353100
2018-12-14,48.860001,49.380001,47.919998,48.040001,48.040001,2241700
2018-12-17,47.990002,48.529999,46.900002,47.189999,47.189999,2082700
2018-12-18,47.540001,47.730000,46.200001,46.959999,46.959999,2664400
2018-12-19,47.180000,48.730000,46.799999,47.040001,47.040001,2217600
2018-12-20,46.660000,47.570000,46.490002,46.860001,46.860001,3426800
2018-12-21,47.080002,47.779999,45.759998,45.900002,45.900002,3929600
2018-12-24,45.680000,46.439999,44.610001,44.939999,44.939999,1084700
2018-12-26,45.189999,47.480000,45.189999,47.430000,47.430000,1571700
2018-12-27,46.770000,48.009998,46.150002,47.820000,47.820000,2644400
2018-12-28,47.980000,48.349998,46.849998,47.520000,47.520000,1482100
2018-12-31,47.820000,48.000000,47.230000,47.779999,47.779999,1828400
2019-01-02,46.900002,47.959999,46.689999,47.680000,47.680000,1369900
2019-01-03,47.209999,47.759998,46.650002,46.889999,46.889999,2128600
2019-01-04,47.619999,48.700001,47.430000,48.560001,48.560001,1819900
2019-01-07,48.790001,49.310001,48.110001,48.830002,48.830002,1485200
2019-01-08,49.160000,49.680000,48.590000,49.630001,49.630001,1117500
2019-01-09,49.730000,50.709999,49.700001,50.299999,50.299999,1254200
2019-01-10,50.090000,50.639999,49.750000,50.599998,50.599998,729100
2019-01-11,50.270000,50.840000,49.650002,50.660000,50.660000,872000
2019-01-14,50.299999,50.680000,49.869999,49.919998,49.919998,771900
2019-01-15,50.029999,50.200001,49.169998,49.360001,49.360001,2173600
2019-01-16,49.209999,49.549999,49.080002,49.320000,49.320000,1671300
2019-01-17,49.040001,49.980000,48.880001,49.740002,49.740002,1920500
2019-01-18,50.250000,50.450001,49.880001,50.060001,50.060001,865700
2019-01-22,49.840000,50.369999,49.330002,49.639999,49.639999,878800
2019-01-23,49.849998,49.910000,48.880001,49.270000,49.270000,881000
2019-01-24,49.250000,49.740002,49.180000,49.509998,49.509998,816400
2019-01-25,49.910000,50.369999,49.570000,50.080002,50.080002,677500
2019-01-28,49.669998,50.009998,49.380001,49.840000,49.840000,1118100
2019-01-29,49.849998,49.939999,49.330002,49.580002,49.580002,728900
2019-01-30,49.900002,50.320000,49.470001,50.139999,50.139999,834400
2019-01-31,50.209999,50.740002,49.930000,50.630001,50.630001,1732600
2019-02-01,50.520000,50.990002,50.119999,50.919998,50.919998,872500
2019-02-04,50.980000,51.650002,50.810001,51.529999,51.529999,755900
2019-02-05,51.490002,51.930000,51.430000,51.840000,51.840000,731600
2019-02-06,51.750000,51.990002,51.200001,51.930000,51.930000,809600
2019-02-07,51.500000,51.849998,51.029999,51.290001,51.290001,598800
2019-02-08,51.099998,51.740002,51.020000,51.730000,51.730000,595600
2019-02-11,51.939999,52.270000,51.330002,52.189999,52.189999,878700
2019-02-12,52.529999,53.320000,52.490002,53.259998,53.259998,924700
2019-02-13,53.380001,53.700001,53.080002,53.410000,53.410000,927900
2019-02-14,53.080002,54.119999,53.080002,53.930000,53.930000,1082200
2019-02-15,54.290001,54.290001,53.619999,54.029999,54.029999,1301100
2019-02-19,54.000000,54.070000,53.099998,53.320000,53.320000,1218600
2019-02-20,53.439999,53.480000,51.990002,53.480000,53.480000,1996100
2019-02-21,53.889999,57.070000,53.750000,56.529999,56.529999,4453000
2019-02-22,56.419998,58.700001,56.150002,58.290001,58.290001,3662400
2019-02-25,58.439999,59.320000,58.290001,59.209999,59.209999,2566500
2019-02-26,59.389999,59.810001,58.840000,58.910000,58.910000,2044000
2019-02-27,58.799999,58.939999,58.090000,58.480000,58.480000,872900
2019-02-28,58.520000,59.490002,58.130001,58.669998,58.669998,1799100
2019-03-01,58.880001,59.029999,57.959999,58.400002,58.400002,1403200
2019-03-04,59.270000,59.270000,57.500000,58.080002,58.080002,1392200
2019-03-05,57.860001,58.759998,57.860001,58.110001,58.110001,974700
2019-03-06,58.080002,58.299999,57.650002,57.740002,57.740002,1151000
2019-03-07,57.919998,58.320000,57.540001,58.270000,58.270000,2062100
2019-03-08,57.860001,58.259998,57.720001,58.240002,58.240002,1312900
2019-03-11,58.270000,59.080002,58.270000,58.919998,58.919998,1295700
2019-03-12,58.880001,59.389999,58.590000,59.160000,59.160000,863100
2019-03-13,59.439999,60.340000,59.200001,59.669998,59.669998,1603600
2019-03-14,59.680000,59.680000,59.009998,59.200001,59.200001,889500
2019-03-15,59.000000,59.750000,58.639999,59.029999,59.029999,2936600
2019-03-18,59.110001,59.500000,58.619999,59.090000,59.090000,1186000
2019-03-19,58.990002,59.380001,58.669998,58.869999,58.869999,938400
2019-03-20,58.939999,59.820000,58.759998,59.150002,59.150002,839100
2019-03-21,58.919998,60.180000,58.700001,59.759998,59.759998,1382400
2019-03-22,59.630001,59.910000,58.770000,59.250000,59.250000,1025900
2019-03-25,59.279999,59.799999,58.860001,59.529999,59.529999,789800
2019-03-26,59.560001,60.290001,59.189999,60.259998,60.259998,1058600
2019-03-27,60.139999,60.410000,59.369999,59.700001,59.700001,842500
2019-03-28,59.730000,60.250000,59.709999,59.869999,59.869999,1071100
2019-03-29,60.250000,60.650002,60.080002,60.590000,60.590000,1235000
2019-04-01,60.959999,62.310001,60.959999,62.180000,62.180000,1544600
2019-04-02,62.220001,63.419998,62.220001,63.160000,63.160000,1638600
2019-04-03,63.410000,64.080002,63.150002,63.730000,63.730000,1237100
2019-04-04,63.759998,63.880001,62.939999,62.990002,62.990002,1091700
2019-04-05,63.070000,63.970001,62.660000,63.950001,63.950001,1521000
2019-04-08,63.919998,64.669998,63.880001,64.639999,64.639999,1685100
2019-04-09,64.489998,64.639999,64.059998,64.239998,64.239998,1357900
2019-04-10,64.500000,65.559998,64.059998,64.269997,64.269997,2669900
2019-04-11,64.389999,64.930000,64.220001,64.889999,64.889999,613300
2019-04-12,65.139999,65.400002,64.830002,65.370003,65.370003,580400
2019-04-15,65.459999,65.540001,64.959999,65.209999,65.209999,680400
2019-04-16,65.529999,65.949997,65.129997,65.180000,65.180000,2509500
2019-04-17,65.550003,65.650002,64.800003,64.800003,64.800003,1181700
2019-04-18,64.809998,65.489998,64.440002,65.059998,65.059998,1301900
2019-04-22,64.839996,65.629997,64.570000,64.989998,64.989998,809900
2019-04-23,65.129997,65.989998,64.959999,65.860001,65.860001,790000
2019-04-24,65.940002,66.699997,65.750000,66.529999,66.529999,1159600
2019-04-25,66.239998,66.470001,65.529999,65.760002,65.760002,870800
2019-04-26,65.980003,66.860001,65.430000,66.860001,66.860001,972100
2019-04-29,66.879997,67.300003,66.370003,67.080002,67.080002,980800
2019-04-30,67.160004,67.540001,67.040001,67.320000,67.320000,2196800
2019-05-01,67.269997,67.489998,65.989998,66.010002,66.010002,1079200
2019-05-02,66.050003,66.800003,65.800003,66.739998,66.739998,981900
2019-05-03,66.959999,67.230003,66.750000,67.110001,67.110001,801800
2019-05-06,66.129997,67.080002,65.430000,67.019997,67.019997,832400
2019-05-07,66.480003,66.779999,65.470001,66.000000,66.000000,978200
2019-05-08,65.800003,66.589996,65.800003,66.220001,66.220001,1295000
2019-05-09,65.769997,66.550003,65.150002,66.349998,66.349998,1202900
2019-05-10,66.120003,67.019997,65.050003,66.870003,66.870003,892100
2019-05-13,65.720001,66.269997,65.019997,65.230003,65.230003,957800
2019-05-14,65.349998,66.300003,65.349998,65.800003,65.800003,776900
2019-05-15,65.529999,66.459999,65.400002,66.309998,66.309998,774400
2019-05-16,66.470001,67.410004,66.470001,67.070000,67.070000,959500
2019-05-17,65.879997,66.099998,65.379997,65.599998,65.599998,1115200
2019-05-20,65.120003,66.129997,65.000000,65.360001,65.360001,1617300
2019-05-21,65.750000,66.489998,65.660004,65.940002,65.940002,1500600
2019-05-22,66.220001,66.300003,64.699997,64.790001,64.790001,2309600
2019-05-23,67.650002,70.470001,67.650002,69.614998,69.614998,3372071
1 Date Open High Low Close Adj Close Volume
2 2018-05-23 52.970001 53.200001 52.560001 52.959999 52.959999 2586900
3 2018-05-24 52.669998 54.509998 52.150002 52.709999 52.709999 2724400
4 2018-05-25 53.000000 54.380001 52.849998 54.250000 54.250000 2191500
5 2018-05-29 54.160000 55.549999 54.119999 55.419998 55.419998 2786800
6 2018-05-30 55.570000 56.490002 55.389999 56.160000 56.160000 2414700
7 2018-05-31 56.310001 56.549999 54.630001 54.830002 54.830002 13684500
8 2018-06-01 55.180000 56.070000 54.900002 55.570000 55.570000 1597400
9 2018-06-04 55.630001 56.150002 55.470001 56.110001 56.110001 2478800
10 2018-06-05 55.950001 57.330002 55.950001 57.290001 57.290001 2570800
11 2018-06-06 57.139999 57.410000 56.630001 57.150002 57.150002 1651300
12 2018-06-07 57.419998 57.419998 56.430000 57.070000 57.070000 1415200
13 2018-06-08 56.980000 57.730000 56.910000 57.630001 57.630001 1162900
14 2018-06-11 57.830002 58.000000 57.290001 57.570000 57.570000 1747300
15 2018-06-12 57.580002 57.799999 57.340000 57.610001 57.610001 1147100
16 2018-06-13 57.799999 58.240002 57.570000 57.700001 57.700001 1688200
17 2018-06-14 57.720001 58.189999 57.330002 58.080002 58.080002 2254300
18 2018-06-15 57.980000 58.320000 57.330002 58.220001 58.220001 3610600
19 2018-06-18 57.919998 58.959999 57.770000 58.820000 58.820000 2302000
20 2018-06-19 58.270000 59.540001 58.189999 59.430000 59.430000 2536000
21 2018-06-20 59.639999 60.400002 59.049999 60.200001 60.200001 1634200
22 2018-06-21 60.189999 60.430000 59.240002 59.570000 59.570000 1293200
23 2018-06-22 60.230000 60.299999 59.740002 59.910000 59.910000 2535500
24 2018-06-25 60.000000 60.009998 57.790001 58.299999 58.299999 1528400
25 2018-06-26 57.450001 57.750000 55.779999 56.279999 56.279999 3904900
26 2018-06-27 56.560001 56.560001 55.130001 55.169998 55.169998 2704700
27 2018-06-28 55.240002 56.080002 54.630001 56.009998 56.009998 2661900
28 2018-06-29 56.080002 57.040001 55.779999 56.560001 56.560001 53422600
29 2018-07-02 56.570000 56.880001 55.700001 56.840000 56.840000 2523000
30 2018-07-03 57.450001 57.799999 56.840000 57.340000 57.340000 1487000
31 2018-07-05 57.389999 57.790001 56.139999 57.160000 57.160000 2537600
32 2018-07-06 57.299999 58.259998 57.029999 58.009998 58.009998 1697500
33 2018-07-09 58.110001 58.820000 58.090000 58.750000 58.750000 1611400
34 2018-07-10 59.020000 59.500000 58.369999 58.709999 58.709999 1319400
35 2018-07-11 57.139999 58.610001 56.930000 58.320000 58.320000 1989800
36 2018-07-12 58.750000 59.150002 58.509998 58.880001 58.880001 1903400
37 2018-07-13 59.020000 59.520000 58.759998 59.310001 59.310001 1089900
38 2018-07-16 59.310001 59.660000 58.320000 58.430000 58.430000 2197800
39 2018-07-17 58.090000 59.290001 57.849998 59.160000 59.160000 1569100
40 2018-07-18 59.160000 59.389999 58.490002 59.320000 59.320000 1557200
41 2018-07-19 59.049999 59.459999 58.980000 59.130001 59.130001 854200
42 2018-07-20 59.009998 59.360001 58.959999 58.980000 58.980000 922800
43 2018-07-23 59.000000 59.029999 58.070000 58.259998 58.259998 1723000
44 2018-07-24 58.639999 58.720001 57.060001 57.369999 57.369999 2259300
45 2018-07-25 57.389999 58.400002 56.779999 58.330002 58.330002 1333500
46 2018-07-26 57.970001 58.709999 57.730000 58.119999 58.119999 1193800
47 2018-07-27 58.230000 58.450001 56.680000 56.939999 56.939999 816600
48 2018-07-30 56.860001 56.919998 55.860001 56.209999 56.209999 1045000
49 2018-07-31 56.400002 57.610001 56.310001 57.389999 57.389999 1613500
50 2018-08-01 55.959999 57.799999 55.880001 57.570000 57.570000 1008800
51 2018-08-02 57.610001 57.950001 57.340000 57.799999 57.799999 1191400
52 2018-08-03 57.709999 57.830002 56.720001 57.430000 57.430000 754300
53 2018-08-06 57.570000 58.580002 57.360001 58.509998 58.509998 988100
54 2018-08-07 58.509998 59.369999 58.470001 59.160000 59.160000 1004900
55 2018-08-08 59.099998 59.680000 59.040001 59.369999 59.369999 730000
56 2018-08-09 59.410000 60.320000 59.410000 60.000000 60.000000 656200
57 2018-08-10 59.700001 60.720001 59.650002 60.230000 60.230000 752000
58 2018-08-13 60.349998 60.619999 59.259998 59.299999 59.299999 1329000
59 2018-08-14 59.410000 59.840000 59.099998 59.509998 59.509998 1146500
60 2018-08-15 59.209999 60.139999 58.799999 60.060001 60.060001 1040700
61 2018-08-16 60.270000 60.930000 60.049999 60.820000 60.820000 885100
62 2018-08-17 60.830002 61.099998 60.180000 60.980000 60.980000 777700
63 2018-08-20 61.119999 62.220001 60.990002 61.669998 61.669998 1076200
64 2018-08-21 62.009998 62.759998 61.709999 62.470001 62.470001 1114000
65 2018-08-22 62.380001 63.250000 62.259998 63.000000 63.000000 687100
66 2018-08-23 62.939999 63.290001 62.770000 62.990002 62.990002 736200
67 2018-08-24 63.150002 63.500000 62.419998 62.730000 62.730000 1147500
68 2018-08-27 63.049999 64.120003 62.860001 63.790001 63.790001 995100
69 2018-08-28 63.820000 64.610001 63.799999 64.070000 64.070000 1101000
70 2018-08-29 64.279999 64.779999 64.019997 64.120003 64.120003 1705600
71 2018-08-30 64.110001 64.760002 64.059998 64.389999 64.389999 1110900
72 2018-08-31 64.260002 64.540001 64.120003 64.309998 64.309998 1261100
73 2018-09-04 64.709999 65.059998 64.360001 64.900002 64.900002 1684300
74 2018-09-05 64.769997 64.790001 63.740002 64.680000 64.680000 1518200
75 2018-09-06 64.660004 65.500000 64.480003 65.099998 65.099998 1296700
76 2018-09-07 65.169998 65.769997 65.059998 65.529999 65.529999 1098100
77 2018-09-10 65.910004 66.370003 65.820000 65.910004 65.910004 1037500
78 2018-09-11 65.820000 66.480003 65.730003 66.449997 66.449997 1742700
79 2018-09-12 66.430000 66.699997 65.470001 66.239998 66.239998 1387500
80 2018-09-13 66.389999 67.080002 65.930000 66.029999 66.029999 830700
81 2018-09-14 66.260002 66.769997 64.650002 64.830002 64.830002 1651700
82 2018-09-17 64.970001 65.199997 63.560001 63.730000 63.730000 1613000
83 2018-09-18 63.689999 64.260002 63.680000 64.169998 64.169998 2340700
84 2018-09-19 54.529999 56.900002 50.070000 55.580002 55.580002 14660400
85 2018-09-20 56.439999 58.209999 55.700001 56.130001 56.130001 6410300
86 2018-09-21 54.619999 55.939999 52.369999 52.580002 52.580002 7464500
87 2018-09-24 52.250000 52.810001 50.950001 51.419998 51.419998 4644600
88 2018-09-25 51.689999 51.849998 50.880001 51.520000 51.520000 4467900
89 2018-09-26 51.680000 51.900002 50.639999 51.650002 51.650002 3006100
90 2018-09-27 51.810001 51.970001 50.970001 51.119999 51.119999 2084500
91 2018-09-28 51.290001 51.680000 51.180000 51.529999 51.529999 2445200
92 2018-10-01 51.480000 52.830002 50.980000 52.630001 52.630001 4551800
93 2018-10-02 52.360001 52.549999 50.950001 51.230000 51.230000 5333700
94 2018-10-03 51.130001 53.220001 51.130001 52.759998 52.759998 5287800
95 2018-10-04 52.400002 52.750000 51.230000 51.740002 51.740002 5146000
96 2018-10-05 51.840000 52.480000 51.400002 51.889999 51.889999 4077000
97 2018-10-08 51.759998 52.310001 50.660000 51.259998 51.259998 1860400
98 2018-10-09 51.110001 51.509998 50.720001 51.459999 51.459999 2205000
99 2018-10-10 51.230000 51.490002 49.880001 49.959999 49.959999 3433100
100 2018-10-11 49.500000 50.330002 48.849998 49.049999 49.049999 2754800
101 2018-10-12 49.740002 50.509998 49.459999 50.380001 50.380001 2159900
102 2018-10-15 50.150002 50.709999 49.900002 50.220001 50.220001 1729800
103 2018-10-16 50.630001 51.169998 50.180000 51.080002 51.080002 1721000
104 2018-10-17 50.910000 51.119999 50.180000 50.990002 50.990002 1213800
105 2018-10-18 50.869999 50.900002 49.459999 49.759998 49.759998 1405300
106 2018-10-19 49.889999 50.230000 48.950001 49.279999 49.279999 1776000
107 2018-10-22 49.340000 50.660000 49.340000 50.480000 50.480000 1698400
108 2018-10-23 49.730000 50.060001 48.720001 49.849998 49.849998 1695800
109 2018-10-24 49.889999 50.000000 46.279999 46.330002 46.330002 4482500
110 2018-10-25 46.509998 48.610001 46.400002 48.410000 48.410000 2421300
111 2018-10-26 47.529999 48.169998 46.599998 47.259998 47.259998 2317500
112 2018-10-29 48.099998 48.410000 46.410000 47.040001 47.040001 1654900
113 2018-10-30 47.110001 48.549999 46.910000 48.500000 48.500000 1195200
114 2018-10-31 49.029999 49.450001 48.480000 48.910000 48.910000 1548400
115 2018-11-01 49.099998 50.240002 48.799999 50.160000 50.160000 1356200
116 2018-11-02 50.630001 50.939999 49.820000 50.290001 50.290001 1155900
117 2018-11-05 50.320000 50.500000 49.310001 50.360001 50.360001 937000
118 2018-11-06 50.560001 51.020000 49.900002 50.029999 50.029999 1267100
119 2018-11-07 50.470001 50.950001 49.720001 50.799999 50.799999 1531800
120 2018-11-08 50.680000 50.950001 50.139999 50.439999 50.439999 948700
121 2018-11-09 50.189999 50.599998 49.560001 50.270000 50.270000 1377500
122 2018-11-12 50.320000 50.349998 49.180000 49.270000 49.270000 1367500
123 2018-11-13 49.290001 49.990002 48.349998 48.820000 48.820000 4433900
124 2018-11-14 49.150002 50.400002 49.130001 49.820000 49.820000 2024800
125 2018-11-15 49.650002 50.830002 49.009998 50.799999 50.799999 1602800
126 2018-11-16 50.419998 51.230000 50.270000 51.009998 51.009998 1653000
127 2018-11-19 51.000000 51.000000 48.389999 48.540001 48.540001 1782900
128 2018-11-20 47.820000 48.380001 46.849998 47.299999 47.299999 2147800
129 2018-11-21 50.020000 50.580002 48.209999 50.090000 50.090000 3099900
130 2018-11-23 49.340000 49.830002 48.450001 48.730000 48.730000 960200
131 2018-11-26 49.419998 50.470001 49.290001 50.189999 50.189999 1533200
132 2018-11-27 49.779999 50.209999 49.430000 49.990002 49.990002 1611600
133 2018-11-28 50.099998 51.750000 49.860001 51.740002 51.740002 1437700
134 2018-11-29 51.650002 52.040001 51.099998 51.709999 51.709999 1300500
135 2018-11-30 51.730000 52.189999 50.980000 51.180000 51.180000 2610700
136 2018-12-03 51.939999 52.180000 50.320000 50.740002 50.740002 3089600
137 2018-12-04 50.740002 51.070000 49.040001 49.279999 49.279999 1902300
138 2018-12-06 48.540001 49.220001 47.689999 49.040001 49.040001 1766400
139 2018-12-07 48.810001 49.610001 46.939999 47.279999 47.279999 1277500
140 2018-12-10 47.090000 48.689999 47.090000 48.340000 48.340000 2499600
141 2018-12-11 48.990002 49.220001 48.380001 48.560001 48.560001 2035000
142 2018-12-12 49.200001 50.160000 48.980000 49.259998 49.259998 1219100
143 2018-12-13 49.320000 49.730000 48.939999 49.380001 49.380001 1353100
144 2018-12-14 48.860001 49.380001 47.919998 48.040001 48.040001 2241700
145 2018-12-17 47.990002 48.529999 46.900002 47.189999 47.189999 2082700
146 2018-12-18 47.540001 47.730000 46.200001 46.959999 46.959999 2664400
147 2018-12-19 47.180000 48.730000 46.799999 47.040001 47.040001 2217600
148 2018-12-20 46.660000 47.570000 46.490002 46.860001 46.860001 3426800
149 2018-12-21 47.080002 47.779999 45.759998 45.900002 45.900002 3929600
150 2018-12-24 45.680000 46.439999 44.610001 44.939999 44.939999 1084700
151 2018-12-26 45.189999 47.480000 45.189999 47.430000 47.430000 1571700
152 2018-12-27 46.770000 48.009998 46.150002 47.820000 47.820000 2644400
153 2018-12-28 47.980000 48.349998 46.849998 47.520000 47.520000 1482100
154 2018-12-31 47.820000 48.000000 47.230000 47.779999 47.779999 1828400
155 2019-01-02 46.900002 47.959999 46.689999 47.680000 47.680000 1369900
156 2019-01-03 47.209999 47.759998 46.650002 46.889999 46.889999 2128600
157 2019-01-04 47.619999 48.700001 47.430000 48.560001 48.560001 1819900
158 2019-01-07 48.790001 49.310001 48.110001 48.830002 48.830002 1485200
159 2019-01-08 49.160000 49.680000 48.590000 49.630001 49.630001 1117500
160 2019-01-09 49.730000 50.709999 49.700001 50.299999 50.299999 1254200
161 2019-01-10 50.090000 50.639999 49.750000 50.599998 50.599998 729100
162 2019-01-11 50.270000 50.840000 49.650002 50.660000 50.660000 872000
163 2019-01-14 50.299999 50.680000 49.869999 49.919998 49.919998 771900
164 2019-01-15 50.029999 50.200001 49.169998 49.360001 49.360001 2173600
165 2019-01-16 49.209999 49.549999 49.080002 49.320000 49.320000 1671300
166 2019-01-17 49.040001 49.980000 48.880001 49.740002 49.740002 1920500
167 2019-01-18 50.250000 50.450001 49.880001 50.060001 50.060001 865700
168 2019-01-22 49.840000 50.369999 49.330002 49.639999 49.639999 878800
169 2019-01-23 49.849998 49.910000 48.880001 49.270000 49.270000 881000
170 2019-01-24 49.250000 49.740002 49.180000 49.509998 49.509998 816400
171 2019-01-25 49.910000 50.369999 49.570000 50.080002 50.080002 677500
172 2019-01-28 49.669998 50.009998 49.380001 49.840000 49.840000 1118100
173 2019-01-29 49.849998 49.939999 49.330002 49.580002 49.580002 728900
174 2019-01-30 49.900002 50.320000 49.470001 50.139999 50.139999 834400
175 2019-01-31 50.209999 50.740002 49.930000 50.630001 50.630001 1732600
176 2019-02-01 50.520000 50.990002 50.119999 50.919998 50.919998 872500
177 2019-02-04 50.980000 51.650002 50.810001 51.529999 51.529999 755900
178 2019-02-05 51.490002 51.930000 51.430000 51.840000 51.840000 731600
179 2019-02-06 51.750000 51.990002 51.200001 51.930000 51.930000 809600
180 2019-02-07 51.500000 51.849998 51.029999 51.290001 51.290001 598800
181 2019-02-08 51.099998 51.740002 51.020000 51.730000 51.730000 595600
182 2019-02-11 51.939999 52.270000 51.330002 52.189999 52.189999 878700
183 2019-02-12 52.529999 53.320000 52.490002 53.259998 53.259998 924700
184 2019-02-13 53.380001 53.700001 53.080002 53.410000 53.410000 927900
185 2019-02-14 53.080002 54.119999 53.080002 53.930000 53.930000 1082200
186 2019-02-15 54.290001 54.290001 53.619999 54.029999 54.029999 1301100
187 2019-02-19 54.000000 54.070000 53.099998 53.320000 53.320000 1218600
188 2019-02-20 53.439999 53.480000 51.990002 53.480000 53.480000 1996100
189 2019-02-21 53.889999 57.070000 53.750000 56.529999 56.529999 4453000
190 2019-02-22 56.419998 58.700001 56.150002 58.290001 58.290001 3662400
191 2019-02-25 58.439999 59.320000 58.290001 59.209999 59.209999 2566500
192 2019-02-26 59.389999 59.810001 58.840000 58.910000 58.910000 2044000
193 2019-02-27 58.799999 58.939999 58.090000 58.480000 58.480000 872900
194 2019-02-28 58.520000 59.490002 58.130001 58.669998 58.669998 1799100
195 2019-03-01 58.880001 59.029999 57.959999 58.400002 58.400002 1403200
196 2019-03-04 59.270000 59.270000 57.500000 58.080002 58.080002 1392200
197 2019-03-05 57.860001 58.759998 57.860001 58.110001 58.110001 974700
198 2019-03-06 58.080002 58.299999 57.650002 57.740002 57.740002 1151000
199 2019-03-07 57.919998 58.320000 57.540001 58.270000 58.270000 2062100
200 2019-03-08 57.860001 58.259998 57.720001 58.240002 58.240002 1312900
201 2019-03-11 58.270000 59.080002 58.270000 58.919998 58.919998 1295700
202 2019-03-12 58.880001 59.389999 58.590000 59.160000 59.160000 863100
203 2019-03-13 59.439999 60.340000 59.200001 59.669998 59.669998 1603600
204 2019-03-14 59.680000 59.680000 59.009998 59.200001 59.200001 889500
205 2019-03-15 59.000000 59.750000 58.639999 59.029999 59.029999 2936600
206 2019-03-18 59.110001 59.500000 58.619999 59.090000 59.090000 1186000
207 2019-03-19 58.990002 59.380001 58.669998 58.869999 58.869999 938400
208 2019-03-20 58.939999 59.820000 58.759998 59.150002 59.150002 839100
209 2019-03-21 58.919998 60.180000 58.700001 59.759998 59.759998 1382400
210 2019-03-22 59.630001 59.910000 58.770000 59.250000 59.250000 1025900
211 2019-03-25 59.279999 59.799999 58.860001 59.529999 59.529999 789800
212 2019-03-26 59.560001 60.290001 59.189999 60.259998 60.259998 1058600
213 2019-03-27 60.139999 60.410000 59.369999 59.700001 59.700001 842500
214 2019-03-28 59.730000 60.250000 59.709999 59.869999 59.869999 1071100
215 2019-03-29 60.250000 60.650002 60.080002 60.590000 60.590000 1235000
216 2019-04-01 60.959999 62.310001 60.959999 62.180000 62.180000 1544600
217 2019-04-02 62.220001 63.419998 62.220001 63.160000 63.160000 1638600
218 2019-04-03 63.410000 64.080002 63.150002 63.730000 63.730000 1237100
219 2019-04-04 63.759998 63.880001 62.939999 62.990002 62.990002 1091700
220 2019-04-05 63.070000 63.970001 62.660000 63.950001 63.950001 1521000
221 2019-04-08 63.919998 64.669998 63.880001 64.639999 64.639999 1685100
222 2019-04-09 64.489998 64.639999 64.059998 64.239998 64.239998 1357900
223 2019-04-10 64.500000 65.559998 64.059998 64.269997 64.269997 2669900
224 2019-04-11 64.389999 64.930000 64.220001 64.889999 64.889999 613300
225 2019-04-12 65.139999 65.400002 64.830002 65.370003 65.370003 580400
226 2019-04-15 65.459999 65.540001 64.959999 65.209999 65.209999 680400
227 2019-04-16 65.529999 65.949997 65.129997 65.180000 65.180000 2509500
228 2019-04-17 65.550003 65.650002 64.800003 64.800003 64.800003 1181700
229 2019-04-18 64.809998 65.489998 64.440002 65.059998 65.059998 1301900
230 2019-04-22 64.839996 65.629997 64.570000 64.989998 64.989998 809900
231 2019-04-23 65.129997 65.989998 64.959999 65.860001 65.860001 790000
232 2019-04-24 65.940002 66.699997 65.750000 66.529999 66.529999 1159600
233 2019-04-25 66.239998 66.470001 65.529999 65.760002 65.760002 870800
234 2019-04-26 65.980003 66.860001 65.430000 66.860001 66.860001 972100
235 2019-04-29 66.879997 67.300003 66.370003 67.080002 67.080002 980800
236 2019-04-30 67.160004 67.540001 67.040001 67.320000 67.320000 2196800
237 2019-05-01 67.269997 67.489998 65.989998 66.010002 66.010002 1079200
238 2019-05-02 66.050003 66.800003 65.800003 66.739998 66.739998 981900
239 2019-05-03 66.959999 67.230003 66.750000 67.110001 67.110001 801800
240 2019-05-06 66.129997 67.080002 65.430000 67.019997 67.019997 832400
241 2019-05-07 66.480003 66.779999 65.470001 66.000000 66.000000 978200
242 2019-05-08 65.800003 66.589996 65.800003 66.220001 66.220001 1295000
243 2019-05-09 65.769997 66.550003 65.150002 66.349998 66.349998 1202900
244 2019-05-10 66.120003 67.019997 65.050003 66.870003 66.870003 892100
245 2019-05-13 65.720001 66.269997 65.019997 65.230003 65.230003 957800
246 2019-05-14 65.349998 66.300003 65.349998 65.800003 65.800003 776900
247 2019-05-15 65.529999 66.459999 65.400002 66.309998 66.309998 774400
248 2019-05-16 66.470001 67.410004 66.470001 67.070000 67.070000 959500
249 2019-05-17 65.879997 66.099998 65.379997 65.599998 65.599998 1115200
250 2019-05-20 65.120003 66.129997 65.000000 65.360001 65.360001 1617300
251 2019-05-21 65.750000 66.489998 65.660004 65.940002 65.940002 1500600
252 2019-05-22 66.220001 66.300003 64.699997 64.790001 64.790001 2309600
253 2019-05-23 67.650002 70.470001 67.650002 69.614998 69.614998 3372071