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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/GWR.csv Normal file
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Date,Open,High,Low,Close,Adj Close,Volume
2018-05-23,76.459999,76.970001,76.019997,76.860001,76.860001,498100
2018-05-24,77.320000,78.620003,77.150002,78.120003,78.120003,379300
2018-05-25,78.050003,78.129997,77.489998,77.720001,77.720001,173000
2018-05-29,76.879997,78.000000,76.790001,77.800003,77.800003,305500
2018-05-30,78.480003,80.269997,78.269997,79.610001,79.610001,493500
2018-05-31,79.449997,79.849998,77.639999,78.110001,78.110001,319300
2018-06-01,78.879997,79.410004,78.410004,79.019997,79.019997,321000
2018-06-04,79.199997,79.660004,77.860001,78.290001,78.290001,296600
2018-06-05,78.129997,79.160004,77.680000,78.290001,78.290001,357100
2018-06-06,78.449997,79.019997,77.870003,78.949997,78.949997,251300
2018-06-07,79.110001,79.610001,78.809998,79.529999,79.529999,240300
2018-06-08,79.540001,80.220001,78.190002,80.129997,80.129997,276800
2018-06-11,79.970001,80.690002,79.849998,80.440002,80.440002,271300
2018-06-12,80.470001,80.849998,80.040001,80.169998,80.169998,216100
2018-06-13,80.199997,80.459999,78.510002,78.550003,78.550003,411800
2018-06-14,79.510002,80.620003,79.000000,80.559998,80.559998,483100
2018-06-15,80.470001,82.180000,79.900002,81.930000,81.930000,730400
2018-06-18,81.489998,82.629997,80.809998,82.389999,82.389999,378700
2018-06-19,81.279999,82.309998,80.160004,82.089996,82.089996,649600
2018-06-20,82.910004,82.910004,82.019997,82.599998,82.599998,326500
2018-06-21,82.349998,82.970001,81.080002,81.330002,81.330002,629500
2018-06-22,82.169998,82.290001,81.769997,82.029999,82.029999,534900
2018-06-25,81.599998,81.599998,79.860001,80.260002,80.260002,357900
2018-06-26,80.309998,81.230003,79.779999,80.949997,80.949997,344500
2018-06-27,81.190002,82.099998,80.180000,80.190002,80.190002,280600
2018-06-28,80.010002,80.769997,79.599998,80.480003,80.480003,318300
2018-06-29,80.949997,81.870003,80.739998,81.320000,81.320000,380500
2018-07-02,80.820000,81.860001,80.500000,81.489998,81.489998,326000
2018-07-03,82.000000,82.250000,80.730003,81.019997,81.019997,118300
2018-07-05,81.529999,81.570000,80.540001,81.480003,81.480003,695100
2018-07-06,81.459999,83.680000,81.459999,83.279999,83.279999,465100
2018-07-09,83.849998,84.809998,83.489998,84.589996,84.589996,411800
2018-07-10,85.000000,85.099998,83.269997,84.070000,84.070000,244600
2018-07-11,83.809998,83.809998,82.330002,82.589996,82.589996,266500
2018-07-12,83.500000,84.330002,82.260002,82.839996,82.839996,500000
2018-07-13,82.709999,84.160004,82.709999,83.459999,83.459999,277800
2018-07-16,83.760002,84.010002,81.489998,81.610001,81.610001,426300
2018-07-17,81.029999,82.099998,80.470001,80.709999,80.709999,996000
2018-07-18,81.500000,82.629997,81.400002,82.330002,82.330002,891100
2018-07-19,81.809998,83.080002,81.610001,82.769997,82.769997,433700
2018-07-20,82.449997,83.699997,82.339996,83.629997,83.629997,454300
2018-07-23,83.580002,84.160004,83.449997,83.790001,83.790001,330200
2018-07-24,84.309998,84.650002,82.639999,83.070000,83.070000,790000
2018-07-25,82.949997,85.599998,82.370003,85.470001,85.470001,616900
2018-07-26,85.500000,85.910004,84.160004,84.230003,84.230003,486400
2018-07-27,84.559998,84.559998,82.150002,83.169998,83.169998,883700
2018-07-30,82.599998,83.370003,81.750000,82.709999,82.709999,815700
2018-07-31,83.050003,86.110001,82.949997,86.000000,86.000000,845300
2018-08-01,85.750000,86.559998,84.690002,85.940002,85.940002,1088300
2018-08-02,85.769997,88.220001,85.769997,88.220001,88.220001,538800
2018-08-03,88.410004,88.680000,87.820000,88.400002,88.400002,685300
2018-08-06,88.440002,89.709999,88.440002,88.940002,88.940002,678100
2018-08-07,89.040001,89.580002,87.860001,88.480003,88.480003,723200
2018-08-08,88.029999,89.209999,87.910004,88.790001,88.790001,694200
2018-08-09,87.889999,88.620003,87.419998,87.449997,87.449997,942000
2018-08-10,86.910004,87.480003,86.669998,87.080002,87.080002,565800
2018-08-13,87.559998,88.360001,86.870003,87.680000,87.680000,419600
2018-08-14,87.879997,88.580002,87.690002,87.930000,87.930000,443900
2018-08-15,87.459999,87.680000,85.800003,86.269997,86.269997,514800
2018-08-16,86.720001,88.070000,86.629997,87.360001,87.360001,298000
2018-08-17,87.349998,87.989998,86.930000,87.610001,87.610001,406300
2018-08-20,88.000000,88.370003,87.500000,88.209999,88.209999,239800
2018-08-21,88.470001,89.000000,88.050003,88.230003,88.230003,570300
2018-08-22,87.879997,88.099998,87.519997,87.820000,87.820000,466700
2018-08-23,87.559998,88.050003,87.160004,87.489998,87.489998,216900
2018-08-24,88.010002,88.559998,87.559998,88.099998,88.099998,331600
2018-08-27,88.650002,89.620003,88.650002,89.599998,89.599998,357800
2018-08-28,90.190002,90.190002,88.949997,88.989998,88.989998,325700
2018-08-29,89.250000,89.250000,87.760002,87.889999,87.889999,411200
2018-08-30,87.599998,88.290001,87.199997,88.070000,88.070000,267600
2018-08-31,87.769997,88.480003,87.650002,87.889999,87.889999,285200
2018-09-04,87.790001,88.290001,86.519997,87.129997,87.129997,329600
2018-09-05,87.000000,88.400002,86.980003,88.080002,88.080002,901800
2018-09-06,88.269997,88.919998,88.029999,88.059998,88.059998,202000
2018-09-07,87.730003,89.080002,87.730003,88.099998,88.099998,170600
2018-09-10,88.489998,88.889999,88.260002,88.269997,88.269997,185300
2018-09-11,88.180000,88.779999,87.540001,88.160004,88.160004,128500
2018-09-12,88.309998,88.599998,87.879997,88.410004,88.410004,161100
2018-09-13,88.820000,88.820000,87.930000,87.989998,87.989998,260900
2018-09-14,88.250000,89.089996,87.790001,89.050003,89.050003,409900
2018-09-17,89.180000,89.510002,88.010002,88.650002,88.650002,696300
2018-09-18,89.239998,90.660004,88.820000,90.440002,90.440002,318200
2018-09-19,90.339996,90.559998,89.279999,89.940002,89.940002,304200
2018-09-20,90.349998,91.209999,89.389999,91.010002,91.010002,525500
2018-09-21,91.050003,91.860001,90.660004,91.400002,91.400002,885800
2018-09-24,91.699997,91.730003,90.180000,90.650002,90.650002,715200
2018-09-25,91.000000,91.449997,90.279999,90.720001,90.720001,498200
2018-09-26,90.889999,91.970001,90.550003,90.910004,90.910004,252000
2018-09-27,91.360001,92.589996,91.010002,91.610001,91.610001,901300
2018-09-28,91.250000,92.010002,90.800003,90.989998,90.989998,757000
2018-10-01,92.059998,92.910004,90.750000,92.589996,92.589996,331200
2018-10-02,92.449997,92.769997,90.820000,90.949997,90.949997,266100
2018-10-03,91.489998,92.029999,91.279999,91.459999,91.459999,239000
2018-10-04,91.870003,92.320000,90.519997,91.540001,91.540001,248900
2018-10-05,91.510002,91.919998,90.489998,90.709999,90.709999,283800
2018-10-08,90.570000,91.040001,89.559998,90.000000,90.000000,262900
2018-10-09,90.000000,90.000000,88.139999,88.330002,88.330002,374500
2018-10-10,88.239998,88.330002,82.379997,82.570000,82.570000,1031800
2018-10-11,82.260002,84.309998,81.889999,82.440002,82.440002,839500
2018-10-12,82.550003,84.059998,82.120003,83.320000,83.320000,950900
2018-10-15,83.230003,84.519997,83.230003,84.070000,84.070000,379400
2018-10-16,84.639999,86.070000,83.940002,85.769997,85.769997,316800
2018-10-17,85.900002,86.180000,84.290001,84.809998,84.809998,1040900
2018-10-18,83.660004,84.800003,81.370003,81.570000,81.570000,675700
2018-10-19,81.839996,82.480003,80.639999,81.139999,81.139999,412400
2018-10-22,79.540001,80.309998,78.400002,79.669998,79.669998,529200
2018-10-23,78.000000,78.519997,76.410004,77.309998,77.309998,765500
2018-10-24,77.709999,78.400002,74.459999,74.760002,74.760002,901100
2018-10-25,75.339996,76.940002,75.169998,76.190002,76.190002,591300
2018-10-26,75.500000,76.650002,75.199997,76.320000,76.320000,511000
2018-10-29,77.300003,78.519997,75.500000,76.519997,76.519997,1205400
2018-10-30,78.199997,82.339996,77.000000,80.550003,80.550003,1146600
2018-10-31,80.790001,81.879997,79.089996,79.230003,79.230003,622700
2018-11-01,79.339996,81.650002,79.339996,81.139999,81.139999,441400
2018-11-02,79.769997,80.760002,78.209999,78.989998,78.989998,743700
2018-11-05,79.410004,80.709999,79.410004,79.699997,79.699997,761700
2018-11-06,79.629997,80.820000,79.629997,80.800003,80.800003,472200
2018-11-07,81.589996,82.430000,80.519997,82.290001,82.290001,499500
2018-11-08,82.050003,82.599998,81.580002,82.129997,82.129997,350600
2018-11-09,81.379997,81.599998,80.199997,81.089996,81.089996,722600
2018-11-12,80.839996,81.110001,78.989998,79.230003,79.230003,500800
2018-11-13,79.389999,80.570000,78.839996,79.000000,79.000000,406000
2018-11-14,79.750000,80.370003,78.309998,79.230003,79.230003,491800
2018-11-15,78.730003,80.989998,78.389999,80.470001,80.470001,632100
2018-11-16,80.320000,81.620003,80.279999,80.790001,80.790001,388700
2018-11-19,80.370003,81.209999,80.150002,80.500000,80.500000,731100
2018-11-20,78.980003,79.050003,77.019997,77.370003,77.370003,894500
2018-11-21,77.949997,80.029999,77.669998,79.400002,79.400002,314400
2018-11-23,78.389999,80.099998,78.389999,79.180000,79.180000,218200
2018-11-26,79.849998,80.639999,79.309998,79.669998,79.669998,397000
2018-11-27,79.279999,80.389999,78.989998,80.139999,80.139999,438800
2018-11-28,80.589996,82.760002,79.790001,82.620003,82.620003,448600
2018-11-29,82.480003,83.010002,81.889999,82.320000,82.320000,267600
2018-11-30,82.000000,83.769997,81.699997,83.279999,83.279999,398400
2018-12-03,84.699997,85.510002,83.120003,83.220001,83.220001,336600
2018-12-04,83.110001,83.110001,79.809998,80.209999,80.209999,440400
2018-12-06,78.489998,80.250000,76.959999,80.190002,80.190002,573100
2018-12-07,80.220001,81.660004,78.400002,78.449997,78.449997,764500
2018-12-10,78.019997,79.120003,76.940002,78.610001,78.610001,754600
2018-12-11,80.059998,80.610001,78.760002,79.419998,79.419998,571400
2018-12-12,80.870003,81.820000,80.480003,80.849998,80.849998,519700
2018-12-13,81.410004,81.410004,77.550003,77.739998,77.739998,1440000
2018-12-14,76.949997,77.470001,74.949997,75.099998,75.099998,545500
2018-12-17,74.760002,75.089996,73.330002,73.769997,73.769997,728900
2018-12-18,74.370003,75.489998,74.139999,74.889999,74.889999,561100
2018-12-19,74.680000,75.660004,71.970001,72.360001,72.360001,615100
2018-12-20,71.970001,72.910004,70.190002,71.099998,71.099998,865200
2018-12-21,71.150002,72.309998,69.940002,70.269997,70.269997,1463200
2018-12-24,69.720001,70.190002,68.269997,68.379997,68.379997,332200
2018-12-26,68.800003,72.410004,68.559998,72.360001,72.360001,416200
2018-12-27,70.980003,73.599998,70.849998,73.570000,73.570000,524900
2018-12-28,73.949997,74.570000,73.059998,73.800003,73.800003,546200
2018-12-31,74.489998,74.559998,72.860001,74.019997,74.019997,295800
2019-01-02,72.400002,74.529999,72.199997,73.900002,73.900002,290900
2019-01-03,72.849998,73.160004,70.150002,71.080002,71.080002,405500
2019-01-04,72.559998,74.180000,71.750000,73.989998,73.989998,533400
2019-01-07,73.889999,75.209999,72.919998,74.650002,74.650002,405100
2019-01-08,75.500000,76.919998,75.110001,76.430000,76.430000,351500
2019-01-09,76.459999,77.169998,74.500000,77.050003,77.050003,639100
2019-01-10,76.650002,78.169998,76.010002,77.889999,77.889999,422200
2019-01-11,77.889999,78.570000,77.419998,77.949997,77.949997,239100
2019-01-14,77.430000,77.919998,76.769997,77.550003,77.550003,310800
2019-01-15,77.940002,77.940002,76.360001,76.790001,76.790001,401800
2019-01-16,76.959999,77.779999,76.430000,76.639999,76.639999,393700
2019-01-17,76.070000,77.430000,73.800003,77.059998,77.059998,754400
2019-01-18,78.059998,79.300003,77.660004,78.480003,78.480003,715600
2019-01-22,77.580002,77.800003,76.160004,76.820000,76.820000,536100
2019-01-23,77.099998,77.430000,75.580002,76.370003,76.370003,441700
2019-01-24,76.949997,77.930000,76.510002,77.169998,77.169998,371100
2019-01-25,78.000000,78.910004,77.169998,78.260002,78.260002,328700
2019-01-28,77.290001,77.980003,77.019997,77.919998,77.919998,220000
2019-01-29,78.099998,79.120003,77.949997,78.290001,78.290001,497500
2019-01-30,79.019997,79.599998,77.779999,79.000000,79.000000,293600
2019-01-31,79.019997,79.019997,77.919998,78.519997,78.519997,427900
2019-02-01,78.440002,79.239998,78.129997,79.029999,79.029999,425500
2019-02-04,78.660004,80.019997,78.650002,79.750000,79.750000,384500
2019-02-05,79.760002,80.589996,79.760002,80.500000,80.500000,528300
2019-02-06,84.440002,84.940002,81.430000,82.449997,82.449997,843300
2019-02-07,81.589996,82.430000,79.760002,80.230003,80.230003,540000
2019-02-08,79.769997,80.230003,79.160004,80.180000,80.180000,430800
2019-02-11,80.690002,81.639999,79.709999,79.930000,79.930000,292000
2019-02-12,80.379997,82.389999,80.379997,81.910004,81.910004,351500
2019-02-13,81.820000,82.339996,81.029999,82.190002,82.190002,324400
2019-02-14,81.809998,82.559998,81.809998,82.080002,82.080002,271200
2019-02-15,82.580002,82.949997,81.320000,82.730003,82.730003,221700
2019-02-19,82.339996,83.769997,82.260002,83.110001,83.110001,223100
2019-02-20,83.489998,84.209999,82.930000,83.879997,83.879997,300800
2019-02-21,83.639999,83.769997,82.809998,83.320000,83.320000,232900
2019-02-22,83.400002,84.089996,83.199997,84.000000,84.000000,338000
2019-02-25,84.129997,84.500000,83.349998,83.400002,83.400002,279300
2019-02-26,83.239998,83.320000,82.680000,82.760002,82.760002,208000
2019-02-27,82.709999,83.309998,82.339996,82.849998,82.849998,181800
2019-02-28,82.639999,82.639999,81.720001,82.000000,82.000000,194100
2019-03-01,82.760002,83.010002,80.669998,81.970001,81.970001,425900
2019-03-04,82.239998,83.379997,80.989998,82.769997,82.769997,493200
2019-03-05,82.889999,82.889999,81.269997,81.349998,81.349998,246200
2019-03-06,81.349998,81.790001,80.959999,81.059998,81.059998,286100
2019-03-07,81.000000,81.309998,80.190002,80.940002,80.940002,230300
2019-03-08,80.320000,80.400002,79.160004,80.279999,80.279999,226500
2019-03-11,80.300003,89.389999,79.940002,87.529999,87.529999,3109400
2019-03-12,87.559998,87.650002,85.220001,85.809998,85.809998,738700
2019-03-13,86.000000,86.750000,85.339996,85.790001,85.790001,501000
2019-03-14,85.879997,86.129997,84.379997,84.919998,84.919998,440500
2019-03-15,84.940002,86.889999,84.480003,85.459999,85.459999,1035300
2019-03-18,85.459999,87.309998,85.400002,87.150002,87.150002,466800
2019-03-19,87.220001,87.260002,85.449997,85.860001,85.860001,364400
2019-03-20,85.650002,86.540001,84.959999,85.639999,85.639999,351400
2019-03-21,85.000000,87.589996,85.000000,87.029999,87.029999,326900
2019-03-22,86.389999,86.389999,84.769997,85.000000,85.000000,567800
2019-03-25,85.000000,85.940002,84.540001,85.080002,85.080002,359900
2019-03-26,85.830002,85.980003,84.019997,85.849998,85.849998,555700
2019-03-27,85.949997,86.500000,85.440002,85.739998,85.739998,521400
2019-03-28,85.980003,86.980003,85.760002,86.879997,86.879997,284400
2019-03-29,87.500000,87.720001,86.639999,87.139999,87.139999,270500
2019-04-01,87.900002,89.739998,87.870003,89.489998,89.489998,548300
2019-04-02,89.580002,89.580002,88.410004,89.220001,89.220001,290000
2019-04-03,89.669998,90.000000,88.440002,88.760002,88.760002,342900
2019-04-04,88.730003,89.599998,88.230003,89.279999,89.279999,164700
2019-04-05,89.430000,89.779999,87.599998,88.989998,88.989998,230400
2019-04-08,89.029999,89.029999,88.220001,88.860001,88.860001,342900
2019-04-09,88.519997,88.879997,87.669998,88.800003,88.800003,291500
2019-04-10,89.019997,89.980003,88.589996,89.459999,89.459999,276900
2019-04-11,89.309998,89.680000,88.889999,89.250000,89.250000,133300
2019-04-12,89.820000,90.330002,89.330002,89.940002,89.940002,248700
2019-04-15,89.930000,89.930000,88.720001,89.010002,89.010002,468800
2019-04-16,88.980003,88.980003,86.320000,86.589996,86.589996,548200
2019-04-17,86.959999,87.870003,86.370003,86.599998,86.599998,520200
2019-04-18,87.160004,87.790001,86.309998,87.019997,87.019997,232700
2019-04-22,86.620003,86.930000,86.230003,86.589996,86.589996,428600
2019-04-23,86.769997,88.239998,86.269997,88.150002,88.150002,250000
2019-04-24,88.099998,89.300003,88.089996,88.209999,88.209999,225800
2019-04-25,87.650002,87.690002,86.099998,86.730003,86.730003,252300
2019-04-26,86.639999,88.339996,86.639999,88.250000,88.250000,286500
2019-04-29,88.199997,88.199997,86.430000,87.589996,87.589996,455500
2019-04-30,83.529999,88.889999,83.440002,88.650002,88.650002,587800
2019-05-01,87.709999,88.300003,86.099998,87.320000,87.320000,436400
2019-05-02,87.099998,88.919998,86.639999,88.830002,88.830002,231200
2019-05-03,89.290001,90.980003,89.139999,90.010002,90.010002,240900
2019-05-06,88.230003,89.489998,88.230003,88.949997,88.949997,358400
2019-05-07,87.760002,88.849998,85.739998,86.930000,86.930000,540600
2019-05-08,86.430000,87.029999,85.250000,85.430000,85.430000,317200
2019-05-09,84.800003,85.889999,84.000000,85.660004,85.660004,266700
2019-05-10,85.339996,86.529999,84.379997,86.410004,86.410004,231900
2019-05-13,84.550003,85.110001,83.809998,84.080002,84.080002,235700
2019-05-14,84.250000,86.529999,84.250000,85.699997,85.699997,301400
2019-05-15,85.220001,86.550003,85.199997,86.279999,86.279999,187300
2019-05-16,86.750000,87.669998,86.449997,86.680000,86.680000,262400
2019-05-17,85.599998,86.430000,84.959999,85.459999,85.459999,307500
2019-05-20,85.059998,85.489998,84.709999,85.290001,85.290001,516100
2019-05-21,85.860001,86.209999,85.129997,85.830002,85.830002,321800
2019-05-22,85.410004,86.500000,84.639999,86.070000,86.070000,346400
2019-05-23,85.019997,95.809998,84.352203,94.019997,94.019997,2341847
1 Date Open High Low Close Adj Close Volume
2 2018-05-23 76.459999 76.970001 76.019997 76.860001 76.860001 498100
3 2018-05-24 77.320000 78.620003 77.150002 78.120003 78.120003 379300
4 2018-05-25 78.050003 78.129997 77.489998 77.720001 77.720001 173000
5 2018-05-29 76.879997 78.000000 76.790001 77.800003 77.800003 305500
6 2018-05-30 78.480003 80.269997 78.269997 79.610001 79.610001 493500
7 2018-05-31 79.449997 79.849998 77.639999 78.110001 78.110001 319300
8 2018-06-01 78.879997 79.410004 78.410004 79.019997 79.019997 321000
9 2018-06-04 79.199997 79.660004 77.860001 78.290001 78.290001 296600
10 2018-06-05 78.129997 79.160004 77.680000 78.290001 78.290001 357100
11 2018-06-06 78.449997 79.019997 77.870003 78.949997 78.949997 251300
12 2018-06-07 79.110001 79.610001 78.809998 79.529999 79.529999 240300
13 2018-06-08 79.540001 80.220001 78.190002 80.129997 80.129997 276800
14 2018-06-11 79.970001 80.690002 79.849998 80.440002 80.440002 271300
15 2018-06-12 80.470001 80.849998 80.040001 80.169998 80.169998 216100
16 2018-06-13 80.199997 80.459999 78.510002 78.550003 78.550003 411800
17 2018-06-14 79.510002 80.620003 79.000000 80.559998 80.559998 483100
18 2018-06-15 80.470001 82.180000 79.900002 81.930000 81.930000 730400
19 2018-06-18 81.489998 82.629997 80.809998 82.389999 82.389999 378700
20 2018-06-19 81.279999 82.309998 80.160004 82.089996 82.089996 649600
21 2018-06-20 82.910004 82.910004 82.019997 82.599998 82.599998 326500
22 2018-06-21 82.349998 82.970001 81.080002 81.330002 81.330002 629500
23 2018-06-22 82.169998 82.290001 81.769997 82.029999 82.029999 534900
24 2018-06-25 81.599998 81.599998 79.860001 80.260002 80.260002 357900
25 2018-06-26 80.309998 81.230003 79.779999 80.949997 80.949997 344500
26 2018-06-27 81.190002 82.099998 80.180000 80.190002 80.190002 280600
27 2018-06-28 80.010002 80.769997 79.599998 80.480003 80.480003 318300
28 2018-06-29 80.949997 81.870003 80.739998 81.320000 81.320000 380500
29 2018-07-02 80.820000 81.860001 80.500000 81.489998 81.489998 326000
30 2018-07-03 82.000000 82.250000 80.730003 81.019997 81.019997 118300
31 2018-07-05 81.529999 81.570000 80.540001 81.480003 81.480003 695100
32 2018-07-06 81.459999 83.680000 81.459999 83.279999 83.279999 465100
33 2018-07-09 83.849998 84.809998 83.489998 84.589996 84.589996 411800
34 2018-07-10 85.000000 85.099998 83.269997 84.070000 84.070000 244600
35 2018-07-11 83.809998 83.809998 82.330002 82.589996 82.589996 266500
36 2018-07-12 83.500000 84.330002 82.260002 82.839996 82.839996 500000
37 2018-07-13 82.709999 84.160004 82.709999 83.459999 83.459999 277800
38 2018-07-16 83.760002 84.010002 81.489998 81.610001 81.610001 426300
39 2018-07-17 81.029999 82.099998 80.470001 80.709999 80.709999 996000
40 2018-07-18 81.500000 82.629997 81.400002 82.330002 82.330002 891100
41 2018-07-19 81.809998 83.080002 81.610001 82.769997 82.769997 433700
42 2018-07-20 82.449997 83.699997 82.339996 83.629997 83.629997 454300
43 2018-07-23 83.580002 84.160004 83.449997 83.790001 83.790001 330200
44 2018-07-24 84.309998 84.650002 82.639999 83.070000 83.070000 790000
45 2018-07-25 82.949997 85.599998 82.370003 85.470001 85.470001 616900
46 2018-07-26 85.500000 85.910004 84.160004 84.230003 84.230003 486400
47 2018-07-27 84.559998 84.559998 82.150002 83.169998 83.169998 883700
48 2018-07-30 82.599998 83.370003 81.750000 82.709999 82.709999 815700
49 2018-07-31 83.050003 86.110001 82.949997 86.000000 86.000000 845300
50 2018-08-01 85.750000 86.559998 84.690002 85.940002 85.940002 1088300
51 2018-08-02 85.769997 88.220001 85.769997 88.220001 88.220001 538800
52 2018-08-03 88.410004 88.680000 87.820000 88.400002 88.400002 685300
53 2018-08-06 88.440002 89.709999 88.440002 88.940002 88.940002 678100
54 2018-08-07 89.040001 89.580002 87.860001 88.480003 88.480003 723200
55 2018-08-08 88.029999 89.209999 87.910004 88.790001 88.790001 694200
56 2018-08-09 87.889999 88.620003 87.419998 87.449997 87.449997 942000
57 2018-08-10 86.910004 87.480003 86.669998 87.080002 87.080002 565800
58 2018-08-13 87.559998 88.360001 86.870003 87.680000 87.680000 419600
59 2018-08-14 87.879997 88.580002 87.690002 87.930000 87.930000 443900
60 2018-08-15 87.459999 87.680000 85.800003 86.269997 86.269997 514800
61 2018-08-16 86.720001 88.070000 86.629997 87.360001 87.360001 298000
62 2018-08-17 87.349998 87.989998 86.930000 87.610001 87.610001 406300
63 2018-08-20 88.000000 88.370003 87.500000 88.209999 88.209999 239800
64 2018-08-21 88.470001 89.000000 88.050003 88.230003 88.230003 570300
65 2018-08-22 87.879997 88.099998 87.519997 87.820000 87.820000 466700
66 2018-08-23 87.559998 88.050003 87.160004 87.489998 87.489998 216900
67 2018-08-24 88.010002 88.559998 87.559998 88.099998 88.099998 331600
68 2018-08-27 88.650002 89.620003 88.650002 89.599998 89.599998 357800
69 2018-08-28 90.190002 90.190002 88.949997 88.989998 88.989998 325700
70 2018-08-29 89.250000 89.250000 87.760002 87.889999 87.889999 411200
71 2018-08-30 87.599998 88.290001 87.199997 88.070000 88.070000 267600
72 2018-08-31 87.769997 88.480003 87.650002 87.889999 87.889999 285200
73 2018-09-04 87.790001 88.290001 86.519997 87.129997 87.129997 329600
74 2018-09-05 87.000000 88.400002 86.980003 88.080002 88.080002 901800
75 2018-09-06 88.269997 88.919998 88.029999 88.059998 88.059998 202000
76 2018-09-07 87.730003 89.080002 87.730003 88.099998 88.099998 170600
77 2018-09-10 88.489998 88.889999 88.260002 88.269997 88.269997 185300
78 2018-09-11 88.180000 88.779999 87.540001 88.160004 88.160004 128500
79 2018-09-12 88.309998 88.599998 87.879997 88.410004 88.410004 161100
80 2018-09-13 88.820000 88.820000 87.930000 87.989998 87.989998 260900
81 2018-09-14 88.250000 89.089996 87.790001 89.050003 89.050003 409900
82 2018-09-17 89.180000 89.510002 88.010002 88.650002 88.650002 696300
83 2018-09-18 89.239998 90.660004 88.820000 90.440002 90.440002 318200
84 2018-09-19 90.339996 90.559998 89.279999 89.940002 89.940002 304200
85 2018-09-20 90.349998 91.209999 89.389999 91.010002 91.010002 525500
86 2018-09-21 91.050003 91.860001 90.660004 91.400002 91.400002 885800
87 2018-09-24 91.699997 91.730003 90.180000 90.650002 90.650002 715200
88 2018-09-25 91.000000 91.449997 90.279999 90.720001 90.720001 498200
89 2018-09-26 90.889999 91.970001 90.550003 90.910004 90.910004 252000
90 2018-09-27 91.360001 92.589996 91.010002 91.610001 91.610001 901300
91 2018-09-28 91.250000 92.010002 90.800003 90.989998 90.989998 757000
92 2018-10-01 92.059998 92.910004 90.750000 92.589996 92.589996 331200
93 2018-10-02 92.449997 92.769997 90.820000 90.949997 90.949997 266100
94 2018-10-03 91.489998 92.029999 91.279999 91.459999 91.459999 239000
95 2018-10-04 91.870003 92.320000 90.519997 91.540001 91.540001 248900
96 2018-10-05 91.510002 91.919998 90.489998 90.709999 90.709999 283800
97 2018-10-08 90.570000 91.040001 89.559998 90.000000 90.000000 262900
98 2018-10-09 90.000000 90.000000 88.139999 88.330002 88.330002 374500
99 2018-10-10 88.239998 88.330002 82.379997 82.570000 82.570000 1031800
100 2018-10-11 82.260002 84.309998 81.889999 82.440002 82.440002 839500
101 2018-10-12 82.550003 84.059998 82.120003 83.320000 83.320000 950900
102 2018-10-15 83.230003 84.519997 83.230003 84.070000 84.070000 379400
103 2018-10-16 84.639999 86.070000 83.940002 85.769997 85.769997 316800
104 2018-10-17 85.900002 86.180000 84.290001 84.809998 84.809998 1040900
105 2018-10-18 83.660004 84.800003 81.370003 81.570000 81.570000 675700
106 2018-10-19 81.839996 82.480003 80.639999 81.139999 81.139999 412400
107 2018-10-22 79.540001 80.309998 78.400002 79.669998 79.669998 529200
108 2018-10-23 78.000000 78.519997 76.410004 77.309998 77.309998 765500
109 2018-10-24 77.709999 78.400002 74.459999 74.760002 74.760002 901100
110 2018-10-25 75.339996 76.940002 75.169998 76.190002 76.190002 591300
111 2018-10-26 75.500000 76.650002 75.199997 76.320000 76.320000 511000
112 2018-10-29 77.300003 78.519997 75.500000 76.519997 76.519997 1205400
113 2018-10-30 78.199997 82.339996 77.000000 80.550003 80.550003 1146600
114 2018-10-31 80.790001 81.879997 79.089996 79.230003 79.230003 622700
115 2018-11-01 79.339996 81.650002 79.339996 81.139999 81.139999 441400
116 2018-11-02 79.769997 80.760002 78.209999 78.989998 78.989998 743700
117 2018-11-05 79.410004 80.709999 79.410004 79.699997 79.699997 761700
118 2018-11-06 79.629997 80.820000 79.629997 80.800003 80.800003 472200
119 2018-11-07 81.589996 82.430000 80.519997 82.290001 82.290001 499500
120 2018-11-08 82.050003 82.599998 81.580002 82.129997 82.129997 350600
121 2018-11-09 81.379997 81.599998 80.199997 81.089996 81.089996 722600
122 2018-11-12 80.839996 81.110001 78.989998 79.230003 79.230003 500800
123 2018-11-13 79.389999 80.570000 78.839996 79.000000 79.000000 406000
124 2018-11-14 79.750000 80.370003 78.309998 79.230003 79.230003 491800
125 2018-11-15 78.730003 80.989998 78.389999 80.470001 80.470001 632100
126 2018-11-16 80.320000 81.620003 80.279999 80.790001 80.790001 388700
127 2018-11-19 80.370003 81.209999 80.150002 80.500000 80.500000 731100
128 2018-11-20 78.980003 79.050003 77.019997 77.370003 77.370003 894500
129 2018-11-21 77.949997 80.029999 77.669998 79.400002 79.400002 314400
130 2018-11-23 78.389999 80.099998 78.389999 79.180000 79.180000 218200
131 2018-11-26 79.849998 80.639999 79.309998 79.669998 79.669998 397000
132 2018-11-27 79.279999 80.389999 78.989998 80.139999 80.139999 438800
133 2018-11-28 80.589996 82.760002 79.790001 82.620003 82.620003 448600
134 2018-11-29 82.480003 83.010002 81.889999 82.320000 82.320000 267600
135 2018-11-30 82.000000 83.769997 81.699997 83.279999 83.279999 398400
136 2018-12-03 84.699997 85.510002 83.120003 83.220001 83.220001 336600
137 2018-12-04 83.110001 83.110001 79.809998 80.209999 80.209999 440400
138 2018-12-06 78.489998 80.250000 76.959999 80.190002 80.190002 573100
139 2018-12-07 80.220001 81.660004 78.400002 78.449997 78.449997 764500
140 2018-12-10 78.019997 79.120003 76.940002 78.610001 78.610001 754600
141 2018-12-11 80.059998 80.610001 78.760002 79.419998 79.419998 571400
142 2018-12-12 80.870003 81.820000 80.480003 80.849998 80.849998 519700
143 2018-12-13 81.410004 81.410004 77.550003 77.739998 77.739998 1440000
144 2018-12-14 76.949997 77.470001 74.949997 75.099998 75.099998 545500
145 2018-12-17 74.760002 75.089996 73.330002 73.769997 73.769997 728900
146 2018-12-18 74.370003 75.489998 74.139999 74.889999 74.889999 561100
147 2018-12-19 74.680000 75.660004 71.970001 72.360001 72.360001 615100
148 2018-12-20 71.970001 72.910004 70.190002 71.099998 71.099998 865200
149 2018-12-21 71.150002 72.309998 69.940002 70.269997 70.269997 1463200
150 2018-12-24 69.720001 70.190002 68.269997 68.379997 68.379997 332200
151 2018-12-26 68.800003 72.410004 68.559998 72.360001 72.360001 416200
152 2018-12-27 70.980003 73.599998 70.849998 73.570000 73.570000 524900
153 2018-12-28 73.949997 74.570000 73.059998 73.800003 73.800003 546200
154 2018-12-31 74.489998 74.559998 72.860001 74.019997 74.019997 295800
155 2019-01-02 72.400002 74.529999 72.199997 73.900002 73.900002 290900
156 2019-01-03 72.849998 73.160004 70.150002 71.080002 71.080002 405500
157 2019-01-04 72.559998 74.180000 71.750000 73.989998 73.989998 533400
158 2019-01-07 73.889999 75.209999 72.919998 74.650002 74.650002 405100
159 2019-01-08 75.500000 76.919998 75.110001 76.430000 76.430000 351500
160 2019-01-09 76.459999 77.169998 74.500000 77.050003 77.050003 639100
161 2019-01-10 76.650002 78.169998 76.010002 77.889999 77.889999 422200
162 2019-01-11 77.889999 78.570000 77.419998 77.949997 77.949997 239100
163 2019-01-14 77.430000 77.919998 76.769997 77.550003 77.550003 310800
164 2019-01-15 77.940002 77.940002 76.360001 76.790001 76.790001 401800
165 2019-01-16 76.959999 77.779999 76.430000 76.639999 76.639999 393700
166 2019-01-17 76.070000 77.430000 73.800003 77.059998 77.059998 754400
167 2019-01-18 78.059998 79.300003 77.660004 78.480003 78.480003 715600
168 2019-01-22 77.580002 77.800003 76.160004 76.820000 76.820000 536100
169 2019-01-23 77.099998 77.430000 75.580002 76.370003 76.370003 441700
170 2019-01-24 76.949997 77.930000 76.510002 77.169998 77.169998 371100
171 2019-01-25 78.000000 78.910004 77.169998 78.260002 78.260002 328700
172 2019-01-28 77.290001 77.980003 77.019997 77.919998 77.919998 220000
173 2019-01-29 78.099998 79.120003 77.949997 78.290001 78.290001 497500
174 2019-01-30 79.019997 79.599998 77.779999 79.000000 79.000000 293600
175 2019-01-31 79.019997 79.019997 77.919998 78.519997 78.519997 427900
176 2019-02-01 78.440002 79.239998 78.129997 79.029999 79.029999 425500
177 2019-02-04 78.660004 80.019997 78.650002 79.750000 79.750000 384500
178 2019-02-05 79.760002 80.589996 79.760002 80.500000 80.500000 528300
179 2019-02-06 84.440002 84.940002 81.430000 82.449997 82.449997 843300
180 2019-02-07 81.589996 82.430000 79.760002 80.230003 80.230003 540000
181 2019-02-08 79.769997 80.230003 79.160004 80.180000 80.180000 430800
182 2019-02-11 80.690002 81.639999 79.709999 79.930000 79.930000 292000
183 2019-02-12 80.379997 82.389999 80.379997 81.910004 81.910004 351500
184 2019-02-13 81.820000 82.339996 81.029999 82.190002 82.190002 324400
185 2019-02-14 81.809998 82.559998 81.809998 82.080002 82.080002 271200
186 2019-02-15 82.580002 82.949997 81.320000 82.730003 82.730003 221700
187 2019-02-19 82.339996 83.769997 82.260002 83.110001 83.110001 223100
188 2019-02-20 83.489998 84.209999 82.930000 83.879997 83.879997 300800
189 2019-02-21 83.639999 83.769997 82.809998 83.320000 83.320000 232900
190 2019-02-22 83.400002 84.089996 83.199997 84.000000 84.000000 338000
191 2019-02-25 84.129997 84.500000 83.349998 83.400002 83.400002 279300
192 2019-02-26 83.239998 83.320000 82.680000 82.760002 82.760002 208000
193 2019-02-27 82.709999 83.309998 82.339996 82.849998 82.849998 181800
194 2019-02-28 82.639999 82.639999 81.720001 82.000000 82.000000 194100
195 2019-03-01 82.760002 83.010002 80.669998 81.970001 81.970001 425900
196 2019-03-04 82.239998 83.379997 80.989998 82.769997 82.769997 493200
197 2019-03-05 82.889999 82.889999 81.269997 81.349998 81.349998 246200
198 2019-03-06 81.349998 81.790001 80.959999 81.059998 81.059998 286100
199 2019-03-07 81.000000 81.309998 80.190002 80.940002 80.940002 230300
200 2019-03-08 80.320000 80.400002 79.160004 80.279999 80.279999 226500
201 2019-03-11 80.300003 89.389999 79.940002 87.529999 87.529999 3109400
202 2019-03-12 87.559998 87.650002 85.220001 85.809998 85.809998 738700
203 2019-03-13 86.000000 86.750000 85.339996 85.790001 85.790001 501000
204 2019-03-14 85.879997 86.129997 84.379997 84.919998 84.919998 440500
205 2019-03-15 84.940002 86.889999 84.480003 85.459999 85.459999 1035300
206 2019-03-18 85.459999 87.309998 85.400002 87.150002 87.150002 466800
207 2019-03-19 87.220001 87.260002 85.449997 85.860001 85.860001 364400
208 2019-03-20 85.650002 86.540001 84.959999 85.639999 85.639999 351400
209 2019-03-21 85.000000 87.589996 85.000000 87.029999 87.029999 326900
210 2019-03-22 86.389999 86.389999 84.769997 85.000000 85.000000 567800
211 2019-03-25 85.000000 85.940002 84.540001 85.080002 85.080002 359900
212 2019-03-26 85.830002 85.980003 84.019997 85.849998 85.849998 555700
213 2019-03-27 85.949997 86.500000 85.440002 85.739998 85.739998 521400
214 2019-03-28 85.980003 86.980003 85.760002 86.879997 86.879997 284400
215 2019-03-29 87.500000 87.720001 86.639999 87.139999 87.139999 270500
216 2019-04-01 87.900002 89.739998 87.870003 89.489998 89.489998 548300
217 2019-04-02 89.580002 89.580002 88.410004 89.220001 89.220001 290000
218 2019-04-03 89.669998 90.000000 88.440002 88.760002 88.760002 342900
219 2019-04-04 88.730003 89.599998 88.230003 89.279999 89.279999 164700
220 2019-04-05 89.430000 89.779999 87.599998 88.989998 88.989998 230400
221 2019-04-08 89.029999 89.029999 88.220001 88.860001 88.860001 342900
222 2019-04-09 88.519997 88.879997 87.669998 88.800003 88.800003 291500
223 2019-04-10 89.019997 89.980003 88.589996 89.459999 89.459999 276900
224 2019-04-11 89.309998 89.680000 88.889999 89.250000 89.250000 133300
225 2019-04-12 89.820000 90.330002 89.330002 89.940002 89.940002 248700
226 2019-04-15 89.930000 89.930000 88.720001 89.010002 89.010002 468800
227 2019-04-16 88.980003 88.980003 86.320000 86.589996 86.589996 548200
228 2019-04-17 86.959999 87.870003 86.370003 86.599998 86.599998 520200
229 2019-04-18 87.160004 87.790001 86.309998 87.019997 87.019997 232700
230 2019-04-22 86.620003 86.930000 86.230003 86.589996 86.589996 428600
231 2019-04-23 86.769997 88.239998 86.269997 88.150002 88.150002 250000
232 2019-04-24 88.099998 89.300003 88.089996 88.209999 88.209999 225800
233 2019-04-25 87.650002 87.690002 86.099998 86.730003 86.730003 252300
234 2019-04-26 86.639999 88.339996 86.639999 88.250000 88.250000 286500
235 2019-04-29 88.199997 88.199997 86.430000 87.589996 87.589996 455500
236 2019-04-30 83.529999 88.889999 83.440002 88.650002 88.650002 587800
237 2019-05-01 87.709999 88.300003 86.099998 87.320000 87.320000 436400
238 2019-05-02 87.099998 88.919998 86.639999 88.830002 88.830002 231200
239 2019-05-03 89.290001 90.980003 89.139999 90.010002 90.010002 240900
240 2019-05-06 88.230003 89.489998 88.230003 88.949997 88.949997 358400
241 2019-05-07 87.760002 88.849998 85.739998 86.930000 86.930000 540600
242 2019-05-08 86.430000 87.029999 85.250000 85.430000 85.430000 317200
243 2019-05-09 84.800003 85.889999 84.000000 85.660004 85.660004 266700
244 2019-05-10 85.339996 86.529999 84.379997 86.410004 86.410004 231900
245 2019-05-13 84.550003 85.110001 83.809998 84.080002 84.080002 235700
246 2019-05-14 84.250000 86.529999 84.250000 85.699997 85.699997 301400
247 2019-05-15 85.220001 86.550003 85.199997 86.279999 86.279999 187300
248 2019-05-16 86.750000 87.669998 86.449997 86.680000 86.680000 262400
249 2019-05-17 85.599998 86.430000 84.959999 85.459999 85.459999 307500
250 2019-05-20 85.059998 85.489998 84.709999 85.290001 85.290001 516100
251 2019-05-21 85.860001 86.209999 85.129997 85.830002 85.830002 321800
252 2019-05-22 85.410004 86.500000 84.639999 86.070000 86.070000 346400
253 2019-05-23 85.019997 95.809998 84.352203 94.019997 94.019997 2341847