├── .gitignore ├── README.md ├── data ├── AAPL.csv ├── AMZN.csv ├── CSCO.csv ├── FB.csv ├── GOOGL.csv ├── INTC.csv ├── MSFT.csv ├── ORCL.csv ├── S&P500.csv └── TSLA.csv ├── model.ipynb ├── model.jpg └── model_toy.h5 /.gitignore: -------------------------------------------------------------------------------- 1 | *.DS_Store 2 | *.ipynb_checkpoints 3 | *.pyc 4 | *.npy 5 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Quantopian 2 | Algorithmic Trading via Deep Learning 3 | 4 | Data Source: [Yahoo Finance](https://finance.yahoo.com/) -------------------------------------------------------------------------------- /data/FB.csv: -------------------------------------------------------------------------------- 1 | Date,Open,High,Low,Close,Volume,Adj Close 2 | 2016-11-11,119.529999,120.699997,118.150002,119.019997,32804000,119.019997 3 | 2016-11-10,123.93,124.18,115.269997,120.800003,67822800,120.800003 4 | 2016-11-09,121.50,123.809998,120.510002,123.18,31856100,123.18 5 | 2016-11-08,122.029999,124.610001,121.540001,124.220001,19367800,124.220001 6 | 2016-11-07,122.830002,123.209999,121.349998,122.150002,23008900,122.150002 7 | 2016-11-04,119.589996,121.93,119.25,120.75,30545500,120.75 8 | 2016-11-03,122.00,123.279999,119.50,120.00,63766300,120.00 9 | 2016-11-02,130.229996,130.229996,126.279999,127.169998,39640900,127.169998 10 | 2016-11-01,131.410004,131.940002,128.649994,129.50,22077800,129.50 11 | 2016-10-31,132.009995,132.119995,130.880005,130.990005,15669000,130.990005 12 | 2016-10-28,130.50,132.970001,129.929993,131.289993,24545500,131.289993 13 | 2016-10-27,131.740005,131.800003,129.270004,129.690002,16741400,129.690002 14 | 2016-10-26,131.639999,132.259995,130.940002,131.039993,13084700,131.039993 15 | 2016-10-25,133.50,133.50,132.220001,132.289993,13336800,132.289993 16 | 2016-10-24,132.720001,133.410004,132.149994,133.279999,17470200,133.279999 17 | 2016-10-21,129.779999,132.130005,129.699997,132.070007,19088800,132.070007 18 | 2016-10-20,130.070007,130.660004,129.50,130.00,13167500,130.00 19 | 2016-10-19,128.740005,130.470001,128.600006,130.110001,16752300,130.110001 20 | 2016-10-18,128.679993,129.389999,128.009995,128.570007,13504000,128.570007 21 | 2016-10-17,128.199997,128.470001,127.32,127.540001,11351700,127.540001 22 | 2016-10-14,128.490005,128.949997,127.580002,127.879997,13345300,127.879997 23 | 2016-10-13,128.210007,128.25,126.75,127.82,17139300,127.82 24 | 2016-10-12,129.009995,129.660004,128.460007,129.050003,11073000,129.050003 25 | 2016-10-11,130.229996,130.639999,128.229996,128.880005,17537900,128.880005 26 | 2016-10-10,129.679993,130.699997,129.199997,130.240005,15138700,130.240005 27 | 2016-10-07,129.039993,129.25,128.330002,128.990005,12804400,128.990005 28 | 2016-10-06,128.429993,129.059998,128.080002,128.740005,11682700,128.740005 29 | 2016-10-05,128.25,128.800003,127.830002,128.470001,12386800,128.470001 30 | 2016-10-04,129.169998,129.279999,127.550003,128.190002,14307500,128.190002 31 | 2016-10-03,128.380005,129.089996,127.800003,128.770004,13156900,128.770004 32 | 2016-09-30,128.029999,128.589996,127.449997,128.270004,18402900,128.270004 33 | 2016-09-29,129.179993,129.289993,127.550003,128.089996,14532200,128.089996 34 | 2016-09-28,129.210007,129.470001,128.399994,129.229996,12047600,129.229996 35 | 2016-09-27,127.610001,129.009995,127.43,128.690002,15637100,128.690002 36 | 2016-09-26,127.370003,128.160004,126.800003,127.309998,15064900,127.309998 37 | 2016-09-23,127.559998,128.600006,127.300003,127.959999,28326300,127.959999 38 | 2016-09-22,130.50,130.729996,129.559998,130.080002,15538300,130.080002 39 | 2016-09-21,129.130005,130.009995,128.389999,129.940002,14068300,129.940002 40 | 2016-09-20,128.649994,129.169998,128.029999,128.639999,11083800,128.639999 41 | 2016-09-19,129.910004,129.940002,128.259995,128.649994,14958800,128.649994 42 | 2016-09-16,128.199997,129.179993,128.199997,129.070007,24119200,129.070007 43 | 2016-09-15,127.980003,129.100006,127.669998,128.350006,15077200,128.350006 44 | 2016-09-14,126.889999,128.800003,126.889999,127.769997,15691100,127.769997 45 | 2016-09-13,128.029999,128.350006,126.660004,127.209999,18016200,127.209999 46 | 2016-09-12,125.959999,128.759995,125.75,128.690002,21252800,128.690002 47 | 2016-09-09,129.710007,129.949997,127.099998,127.099998,27100700,127.099998 48 | 2016-09-08,130.919998,131.080002,129.809998,130.270004,15676600,130.270004 49 | 2016-09-07,130.039993,131.979996,129.949997,131.050003,27990800,131.050003 50 | 2016-09-06,126.669998,129.940002,126.470001,129.729996,26278400,129.729996 51 | 2016-09-02,126.849998,126.860001,126.00,126.510002,12118800,126.510002 52 | 2016-09-01,126.379997,126.629997,125.599998,126.169998,13536100,126.169998 53 | 2016-08-31,125.599998,126.220001,125.099998,126.120003,14200600,126.120003 54 | 2016-08-30,126.599998,126.599998,125.150002,125.839996,17804300,125.839996 55 | 2016-08-29,124.349998,126.730003,124.349998,126.540001,15925900,126.540001 56 | 2016-08-26,124.050003,125.190002,123.910004,124.959999,17504800,124.959999 57 | 2016-08-25,123.120003,124.370003,123.099998,123.889999,10730800,123.889999 58 | 2016-08-24,124.470001,124.690002,123.089996,123.480003,12243700,123.480003 59 | 2016-08-23,124.510002,125.089996,124.25,124.370003,13309500,124.370003 60 | 2016-08-22,123.330002,124.830002,123.110001,124.150002,14386400,124.150002 61 | 2016-08-19,123.599998,124.160004,123.279999,123.559998,11688300,123.559998 62 | 2016-08-18,124.010002,124.260002,123.639999,123.910004,12400800,123.910004 63 | 2016-08-17,123.660004,124.379997,122.849998,124.370003,13794200,124.370003 64 | 2016-08-16,123.50,123.919998,122.779999,123.300003,14222400,123.300003 65 | 2016-08-15,124.910004,124.919998,123.699997,123.900002,19295100,123.900002 66 | 2016-08-12,124.699997,125.00,124.18,124.879997,12159000,124.879997 67 | 2016-08-11,125.199997,125.379997,124.75,124.900002,11729500,124.900002 68 | 2016-08-10,125.07,125.480003,124.540001,124.879997,10670100,124.879997 69 | 2016-08-09,125.339996,126.089996,124.529999,125.059998,19621000,125.059998 70 | 2016-08-08,125.25,125.449997,124.550003,125.260002,15233900,125.260002 71 | 2016-08-05,124.980003,125.839996,124.620003,125.150002,20184000,125.150002 72 | 2016-08-04,122.940002,124.790001,122.510002,124.360001,21066000,124.360001 73 | 2016-08-03,123.089996,123.919998,122.309998,122.510002,18525300,122.510002 74 | 2016-08-02,124.059998,124.800003,122.07,123.089996,23968400,123.089996 75 | 2016-08-01,123.849998,124.580002,122.860001,124.309998,25006900,124.309998 76 | 2016-07-29,124.650002,125.839996,123.709999,123.940002,35058800,123.940002 77 | 2016-07-28,127.519997,128.330002,123.629997,125.00,78955800,125.00 78 | 2016-07-27,122.419998,125.00,121.510002,123.339996,52654200,123.339996 79 | 2016-07-26,122.00,122.07,120.75,121.220001,17612000,121.220001 80 | 2016-07-25,121.389999,121.849998,117.779999,121.629997,18487400,121.629997 81 | 2016-07-22,119.900002,121.010002,119.309998,121.00,18422400,121.00 82 | 2016-07-21,121.919998,122.099998,120.25,120.610001,17801700,120.610001 83 | 2016-07-20,121.25,122.199997,120.559998,121.919998,20046500,121.919998 84 | 2016-07-19,118.989998,120.849998,118.660004,120.610001,21541300,120.610001 85 | 2016-07-18,117.32,119.610001,116.889999,119.370003,20868400,119.370003 86 | 2016-07-15,117.739998,118.279999,116.580002,116.860001,16646000,116.860001 87 | 2016-07-14,117.50,117.639999,116.699997,117.290001,14579700,117.290001 88 | 2016-07-13,118.389999,118.400002,116.68,116.779999,16207700,116.779999 89 | 2016-07-12,118.629997,118.720001,117.57,117.93,15217700,117.93 90 | 2016-07-11,117.709999,118.699997,117.50,117.870003,17711600,117.870003 91 | 2016-07-08,116.43,117.50,115.849998,117.239998,18142600,117.239998 92 | 2016-07-07,116.629997,116.970001,115.360001,115.849998,16630200,115.849998 93 | 2016-07-06,113.360001,116.790001,112.970001,116.699997,24337600,116.699997 94 | 2016-07-05,113.940002,114.199997,112.970001,114.199997,14207000,114.199997 95 | 2016-07-01,114.199997,115.129997,113.809998,114.190002,14980000,114.190002 96 | 2016-06-30,114.669998,115.18,113.669998,114.279999,23192700,114.279999 97 | 2016-06-29,113.370003,114.25,113.040001,114.160004,20968300,114.160004 98 | 2016-06-28,110.629997,112.75,110.550003,112.699997,26813800,112.699997 99 | 2016-06-27,111.57,111.57,108.230003,108.970001,36130400,108.970001 100 | 2016-06-24,111.010002,113.68,111.00,112.080002,40643100,112.080002 101 | 2016-06-23,114.370003,115.089996,113.540001,115.080002,16176900,115.080002 102 | 2016-06-22,114.650002,114.739998,113.610001,113.910004,14846300,113.910004 103 | 2016-06-21,114.120003,115.209999,113.970001,114.379997,19166300,114.379997 104 | 2016-06-20,113.769997,114.720001,112.75,113.370003,20785400,113.370003 105 | 2016-06-17,114.419998,114.43,112.559998,113.019997,24644300,113.019997 106 | 2016-06-16,113.870003,114.50,112.940002,114.389999,19236300,114.389999 107 | 2016-06-15,115.300003,115.440002,114.07,114.599998,19819400,114.599998 108 | 2016-06-14,114.07,114.949997,113.580002,114.940002,17618500,114.940002 109 | 2016-06-13,115.00,115.480003,113.309998,113.949997,31718200,113.949997 110 | 2016-06-10,117.540001,118.110001,116.260002,116.620003,18510800,116.620003 111 | 2016-06-09,118.129997,118.68,117.709999,118.559998,13859200,118.559998 112 | 2016-06-08,117.760002,118.599998,117.269997,118.389999,14505600,118.389999 113 | 2016-06-07,119.239998,119.300003,117.669998,117.760002,17103000,117.760002 114 | 2016-06-06,118.620003,119.43,118.360001,118.790001,12744700,118.790001 115 | 2016-06-03,118.980003,118.980003,117.860001,118.470001,14135100,118.470001 116 | 2016-06-02,118.690002,119.440002,118.220001,118.93,13228300,118.93 117 | 2016-06-01,118.50,119.080002,117.82,118.779999,15029500,118.779999 118 | 2016-05-31,119.459999,120.099998,118.120003,118.809998,23547600,118.809998 119 | 2016-05-27,119.559998,119.849998,119.010002,119.379997,13464400,119.379997 120 | 2016-05-26,118.239998,119.760002,117.919998,119.470001,18481300,119.470001 121 | 2016-05-25,118.129997,118.669998,117.379997,117.889999,20019800,117.889999 122 | 2016-05-24,116.239998,117.730003,116.120003,117.699997,20183600,117.699997 123 | 2016-05-23,117.419998,117.599998,115.940002,115.970001,20441000,115.970001 124 | 2016-05-20,116.959999,117.989998,116.949997,117.349998,18944800,117.349998 125 | 2016-05-19,117.050003,117.489998,115.879997,116.809998,20544100,116.809998 126 | 2016-05-18,116.800003,118.269997,116.730003,117.650002,21642300,117.650002 127 | 2016-05-17,118.82,119.010002,117.199997,117.349998,21328600,117.349998 128 | 2016-05-16,119.379997,119.610001,117.349998,118.669998,31247800,118.669998 129 | 2016-05-13,120.379997,120.639999,119.68,119.809998,18124300,119.809998 130 | 2016-05-12,119.980003,120.839996,118.900002,120.279999,22035500,120.279999 131 | 2016-05-11,120.410004,121.080002,119.419998,119.519997,22038400,119.519997 132 | 2016-05-10,119.620003,120.50,119.00,120.50,23220000,120.50 133 | 2016-05-09,119.540001,120.279999,118.900002,119.239998,21138100,119.239998 134 | 2016-05-06,117.160004,119.639999,117.110001,119.489998,26216200,119.489998 135 | 2016-05-05,118.040001,118.980003,117.25,117.809998,22056700,117.809998 136 | 2016-05-04,116.610001,118.300003,116.57,118.059998,23448400,118.059998 137 | 2016-05-03,117.519997,118.160004,117.019997,117.43,24117500,117.43 138 | 2016-05-02,117.830002,118.730003,116.57,118.57,28095200,118.57 139 | 2016-04-29,116.82,117.839996,115.839996,117.580002,37140600,117.580002 140 | 2016-04-28,119.580002,120.790001,116.230003,116.730003,87110100,116.730003 141 | 2016-04-27,107.940002,108.940002,106.309998,108.889999,52213100,108.889999 142 | 2016-04-26,110.489998,110.50,108.150002,108.760002,22521500,108.760002 143 | 2016-04-25,109.870003,110.669998,109.07,110.099998,21017900,110.099998 144 | 2016-04-22,111.209999,111.75,109.010002,110.559998,38458200,110.559998 145 | 2016-04-21,112.550003,114.040001,112.309998,113.440002,20875200,113.440002 146 | 2016-04-20,112.43,113.269997,111.559998,112.419998,21027900,112.419998 147 | 2016-04-19,111.099998,112.449997,109.160004,112.290001,30210500,112.290001 148 | 2016-04-18,109.739998,110.809998,109.199997,110.449997,21092700,110.449997 149 | 2016-04-15,110.790001,110.970001,109.199997,109.639999,20922800,109.639999 150 | 2016-04-14,110.620003,112.040001,110.260002,110.839996,28473300,110.839996 151 | 2016-04-13,112.230003,112.650002,106.519997,110.510002,88227400,110.510002 152 | 2016-04-12,109.339996,111.160004,108.989998,110.610001,26248100,110.610001 153 | 2016-04-11,110.699997,110.910004,108.769997,108.989998,39762300,108.989998 154 | 2016-04-08,114.25,114.330002,109.900002,110.629997,48497800,110.629997 155 | 2016-04-07,113.790001,114.889999,113.07,113.639999,20714500,113.639999 156 | 2016-04-06,112.470001,113.809998,112.419998,113.709999,20814600,113.709999 157 | 2016-04-05,112.110001,113.32,111.900002,112.220001,22962400,112.220001 158 | 2016-04-04,114.07,114.550003,111.610001,112.550003,48487900,112.550003 159 | 2016-04-01,113.75,116.169998,113.349998,116.059998,24760500,116.059998 160 | 2016-03-31,114.699997,115.010002,113.769997,114.099998,21207500,114.099998 161 | 2016-03-30,116.730003,116.989998,114.360001,114.699997,33235200,114.699997 162 | 2016-03-29,113.830002,116.32,113.639999,116.139999,29825300,116.139999 163 | 2016-03-28,113.32,114.589996,112.949997,113.690002,21351800,113.690002 164 | 2016-03-24,112.129997,113.089996,111.68,113.050003,17839100,113.050003 165 | 2016-03-23,112.010002,113.190002,112.00,112.540001,18562000,112.540001 166 | 2016-03-22,111.360001,112.879997,111.169998,112.25,19001100,112.25 167 | 2016-03-21,111.660004,112.370003,111.029999,111.849998,18448000,111.849998 168 | 2016-03-18,111.559998,112.419998,110.269997,111.449997,36256900,111.449997 169 | 2016-03-17,112.150002,112.690002,110.730003,111.019997,24241200,111.019997 170 | 2016-03-16,110.489998,112.50,110.099998,112.18,24744800,112.18 171 | 2016-03-15,109.110001,110.830002,108.839996,110.669998,17618500,110.669998 172 | 2016-03-14,109.279999,110.330002,108.769997,109.889999,17249400,109.889999 173 | 2016-03-11,108.480003,109.419998,107.919998,109.410004,20697600,109.410004 174 | 2016-03-10,107.910004,108.660004,105.769997,107.32,24854300,107.32 175 | 2016-03-09,106.699997,107.510002,105.489998,107.510002,20493300,107.510002 176 | 2016-03-08,104.779999,107.370003,104.400002,105.93,25617000,105.93 177 | 2016-03-07,108.07,108.07,104.720001,105.730003,31436400,105.730003 178 | 2016-03-04,110.050003,110.050003,107.93,108.389999,24938900,108.389999 179 | 2016-03-03,110.25,110.300003,108.540001,109.580002,21353100,109.580002 180 | 2016-03-02,109.68,110.550003,108.769997,109.949997,25670200,109.949997 181 | 2016-03-01,107.830002,109.82,107.599998,109.82,26817300,109.82 182 | 2016-02-29,107.599998,108.910004,106.75,106.919998,32779000,106.919998 183 | 2016-02-26,108.699997,109.449997,107.160004,107.919998,26686200,107.919998 184 | 2016-02-25,107.110001,108.07,105.610001,108.07,29906300,108.07 185 | 2016-02-24,104.209999,106.949997,102.739998,106.879997,34412400,106.879997 186 | 2016-02-23,106.849998,107.470001,105.120003,105.459999,25319300,105.459999 187 | 2016-02-22,105.489998,108.25,105.339996,107.160004,35709700,107.160004 188 | 2016-02-19,102.550003,105.019997,102.059998,104.57,32404500,104.57 189 | 2016-02-18,105.800003,106.00,103.029999,103.470001,29593500,103.470001 190 | 2016-02-17,102.019997,105.720001,100.400002,105.199997,44073400,105.199997 191 | 2016-02-16,103.800003,103.93,100.239998,101.610001,45687200,101.610001 192 | 2016-02-12,103.739998,104.239998,101.089996,102.010002,36176800,102.010002 193 | 2016-02-11,99.599998,105.110001,98.879997,101.910004,43670600,101.910004 194 | 2016-02-10,101.550003,103.25,100.239998,101.00,45179400,101.00 195 | 2016-02-09,97.139999,102.400002,96.82,99.540001,62709000,99.540001 196 | 2016-02-08,100.410004,102.68,97.459999,99.75,71229700,99.75 197 | 2016-02-05,109.510002,109.580002,103.18,104.07,76894700,104.07 198 | 2016-02-04,111.800003,111.940002,109.25,110.489998,38890200,110.489998 199 | 2016-02-03,115.269997,115.339996,109.75,112.690002,56919300,112.690002 200 | 2016-02-02,114.800003,117.589996,113.199997,114.610001,59778600,114.610001 201 | 2016-02-01,112.269997,115.720001,112.010002,115.089996,46132700,115.089996 202 | 2016-01-29,108.989998,112.839996,108.839996,112.209999,62739500,112.209999 203 | 2016-01-28,107.199997,110.339996,104.809998,109.110001,107475300,109.110001 204 | 2016-01-27,97.790001,97.849998,94.230003,94.449997,58699400,94.449997 205 | 2016-01-26,97.760002,97.879997,95.660004,97.339996,26877100,97.339996 206 | 2016-01-25,98.720001,99.480003,96.93,97.010002,32482000,97.010002 207 | 2016-01-22,96.410004,98.07,95.489998,97.940002,30495400,97.940002 208 | 2016-01-21,94.910004,95.989998,92.620003,94.160004,30518900,94.160004 209 | 2016-01-20,92.830002,95.00,89.370003,94.349998,59051400,94.349998 210 | 2016-01-19,96.529999,97.419998,93.919998,95.260002,30998300,95.260002 211 | 2016-01-15,93.980003,96.379997,93.540001,94.970001,45935600,94.970001 212 | 2016-01-14,95.849998,98.870003,92.449997,98.370003,48658600,98.370003 213 | 2016-01-13,100.580002,100.580002,95.209999,95.440002,33410600,95.440002 214 | 2016-01-12,99.00,99.959999,97.550003,99.370003,28395400,99.370003 215 | 2016-01-11,97.910004,98.599998,95.389999,97.510002,29932400,97.510002 216 | 2016-01-08,99.879997,100.50,97.029999,97.330002,35402300,97.330002 217 | 2016-01-07,100.50,101.43,97.300003,97.919998,45172900,97.919998 218 | 2016-01-06,101.129997,103.769997,100.900002,102.970001,25096200,102.970001 219 | 2016-01-05,102.889999,103.709999,101.669998,102.730003,23258200,102.730003 220 | 2016-01-04,101.949997,102.239998,99.75,102.220001,37912400,102.220001 221 | 2015-12-31,106.00,106.169998,104.620003,104.660004,18298700,104.660004 222 | 2015-12-30,107.00,107.25,106.059998,106.220001,13115000,106.220001 223 | 2015-12-29,106.419998,107.739998,106.25,107.260002,17179900,107.260002 224 | 2015-12-28,105.019997,105.980003,104.529999,105.93,13069700,105.93 225 | 2015-12-24,104.739998,105.32,104.50,105.019997,6501800,105.019997 226 | 2015-12-23,105.889999,106.110001,103.860001,104.629997,19599700,104.629997 227 | 2015-12-22,105.220001,105.660004,104.809998,105.510002,14597100,105.510002 228 | 2015-12-21,104.910004,105.150002,103.599998,104.769997,16138800,104.769997 229 | 2015-12-18,106.080002,106.589996,103.970001,104.040001,35994200,104.040001 230 | 2015-12-17,107.489998,107.75,106.129997,106.220001,21675700,106.220001 231 | 2015-12-16,105.370003,107.089996,104.190002,106.790001,22680500,106.790001 232 | 2015-12-15,105.300003,105.800003,104.279999,104.550003,21764300,104.550003 233 | 2015-12-14,102.290001,104.739998,101.459999,104.660004,24648100,104.660004 234 | 2015-12-11,104.150002,104.339996,101.910004,102.120003,26427700,102.120003 235 | 2015-12-10,105.050003,106.400002,104.410004,105.419998,17414500,105.419998 236 | 2015-12-09,106.18,106.440002,103.550003,104.599998,23517300,104.599998 237 | 2015-12-08,104.00,106.910004,103.949997,106.489998,20401800,106.489998 238 | 2015-12-07,106.480003,106.830002,104.660004,105.610001,15474900,105.610001 239 | 2015-12-04,104.809998,107.730003,104.110001,106.18,21224700,106.18 240 | 2015-12-03,106.269997,106.849998,103.349998,104.379997,23236500,104.379997 241 | 2015-12-02,107.00,107.919998,105.790001,106.07,24429100,106.07 242 | 2015-12-01,104.830002,107.150002,104.50,107.120003,22781900,107.120003 243 | 2015-11-30,105.839996,106.099998,103.75,104.239998,20383200,104.239998 244 | 2015-11-27,105.779999,105.959999,104.860001,105.449997,5913100,105.449997 245 | 2015-11-25,106.330002,106.599998,105.099998,105.410004,15150800,105.410004 246 | 2015-11-24,106.00,106.489998,104.389999,105.739998,23577300,105.739998 247 | 2015-11-23,107.190002,107.470001,106.080002,106.949997,19897200,106.949997 248 | 2015-11-20,106.839996,107.870003,106.620003,107.32,22129600,107.32 249 | 2015-11-19,107.360001,107.730003,105.949997,106.260002,25520600,106.260002 250 | 2015-11-18,105.800003,107.879997,105.389999,107.769997,23836500,107.769997 251 | 2015-11-17,104.620003,106.199997,104.139999,105.129997,26807200,105.129997 252 | 2015-11-16,103.32,104.169998,100.470001,104.040001,49309200,104.040001 253 | 2015-11-13,107.709999,108.25,103.830002,103.949997,30278400,103.949997 254 | 2015-11-12,108.480003,109.389999,108.00,108.019997,20924700,108.019997 255 | 2015-11-11,108.269997,109.870003,107.110001,109.010002,25057100,109.010002 256 | 2015-11-10,105.959999,108.150002,105.239998,107.910004,25031700,107.910004 257 | 2015-11-09,107.00,108.25,105.860001,106.489998,26383500,106.489998 258 | 2015-11-06,108.040001,108.739998,105.910004,107.099998,35084300,107.099998 259 | 2015-11-05,108.800003,110.650002,107.949997,108.760002,63232900,108.760002 260 | 2015-11-04,103.190002,104.139999,102.480003,103.940002,43469300,103.940002 261 | 2015-11-03,103.220001,103.650002,102.400002,102.580002,21242300,102.580002 262 | 2015-11-02,101.720001,103.470001,101.18,103.309998,24003900,103.309998 263 | 2015-10-30,104.510002,104.720001,101.650002,101.970001,33487100,101.970001 264 | 2015-10-29,103.959999,105.120003,103.519997,104.879997,20316700,104.879997 265 | 2015-10-28,103.900002,104.480003,102.919998,104.199997,24081500,104.199997 266 | 2015-10-27,102.940002,104.099998,102.400002,103.699997,23795500,103.699997 267 | 2015-10-26,102.199997,103.809998,101.550003,103.769997,25961200,103.769997 268 | 2015-10-23,101.910004,102.849998,100.160004,102.190002,42809700,102.190002 269 | 2015-10-22,97.790001,99.730003,97.550003,99.669998,26392100,99.669998 270 | 2015-10-21,97.370003,98.18,96.470001,97.110001,21917800,97.110001 271 | 2015-10-20,98.730003,99.589996,96.559998,97.00,30700500,97.00 272 | 2015-10-19,97.18,98.57,96.919998,98.470001,23729900,98.470001 273 | 2015-10-16,96.18,97.589996,95.349998,97.540001,25412900,97.540001 274 | 2015-10-15,94.989998,96.300003,94.900002,95.959999,27557500,95.959999 275 | 2015-10-14,94.080002,95.199997,93.610001,94.07,19253400,94.07 276 | 2015-10-13,93.660004,95.370003,93.550003,94.120003,19480300,94.120003 277 | 2015-10-12,93.32,94.599998,92.669998,94.260002,18449600,94.260002 278 | 2015-10-09,92.900002,93.739998,92.239998,93.239998,20012900,93.239998 279 | 2015-10-08,91.889999,93.220001,90.470001,92.470001,27290500,92.470001 280 | 2015-10-07,93.110001,93.660004,91.370003,92.400002,24129300,92.400002 281 | 2015-10-06,94.080002,94.169998,92.339996,92.800003,22172800,92.800003 282 | 2015-10-05,92.940002,94.269997,92.660004,94.010002,27292500,94.010002 283 | 2015-10-02,88.900002,92.199997,88.370003,92.07,37881700,92.07 284 | 2015-10-01,90.050003,90.949997,88.360001,90.949997,29283700,90.949997 285 | 2015-09-30,88.440002,90.019997,88.010002,89.900002,36169100,89.900002 286 | 2015-09-29,89.099998,90.059998,85.720001,86.669998,42281800,86.669998 287 | 2015-09-28,92.080002,92.290001,88.18,89.209999,41199900,89.209999 288 | 2015-09-25,95.790001,95.849998,92.059998,92.769997,28961600,92.769997 289 | 2015-09-24,93.059998,94.769997,92.239998,94.410004,29106000,94.410004 290 | 2015-09-23,93.400002,94.32,92.800003,93.970001,21701400,93.970001 291 | 2015-09-22,93.769997,94.68,91.919998,92.959999,36888900,92.959999 292 | 2015-09-21,94.620003,96.489998,94.519997,95.550003,28790000,95.550003 293 | 2015-09-18,93.199997,95.190002,93.050003,94.400002,62300000,94.400002 294 | 2015-09-17,93.370003,95.510002,92.900002,94.339996,27841800,94.339996 295 | 2015-09-16,92.900002,93.599998,92.629997,93.449997,16321200,93.449997 296 | 2015-09-15,92.370003,93.25,91.790001,92.900002,18859400,92.900002 297 | 2015-09-14,92.309998,92.620003,91.599998,92.309998,20127900,92.309998 298 | 2015-09-11,91.68,92.080002,91.129997,92.050003,21185000,92.050003 299 | 2015-09-10,90.07,92.059998,89.629997,91.980003,26437400,91.980003 300 | 2015-09-09,90.779999,91.980003,90.169998,90.440002,32551100,90.440002 301 | 2015-09-08,89.690002,90.239998,88.830002,89.529999,27012500,89.529999 302 | 2015-09-04,87.199997,88.389999,86.699997,88.260002,27328700,88.260002 303 | 2015-09-03,89.760002,89.82,87.730003,88.150002,27048200,88.150002 304 | 2015-09-02,88.809998,89.889999,87.629997,89.889999,27190500,89.889999 305 | 2015-09-01,86.849998,89.389999,86.50,87.230003,36097400,87.230003 306 | 2015-08-31,90.599998,91.050003,88.889999,89.43,32850700,89.43 307 | 2015-08-28,89.879997,91.480003,89.790001,91.010002,33215900,91.010002 308 | 2015-08-27,89.099998,90.059998,87.190002,89.730003,42431400,89.730003 309 | 2015-08-26,85.949997,87.459999,83.260002,87.190002,45124300,87.190002 310 | 2015-08-25,86.949997,87.669998,83.00,83.00,52021200,83.00 311 | 2015-08-24,77.029999,82.089996,72.00,82.089996,83710700,82.089996 312 | 2015-08-21,87.519997,89.18,85.610001,86.059998,62778700,86.059998 313 | 2015-08-20,93.540001,94.769997,90.459999,90.559998,44598200,90.559998 314 | 2015-08-19,94.629997,96.099998,94.160004,95.309998,23156500,95.309998 315 | 2015-08-18,94.080002,95.849998,94.040001,95.169998,22278800,95.169998 316 | 2015-08-17,94.419998,94.459999,93.389999,93.93,18313500,93.93 317 | 2015-08-14,93.540001,94.720001,93.209999,94.419998,15929700,94.419998 318 | 2015-08-13,94.050003,94.730003,93.349998,93.43,17451800,93.43 319 | 2015-08-12,92.699997,94.440002,91.190002,94.190002,27050500,94.190002 320 | 2015-08-11,93.730003,94.760002,92.900002,93.620003,22491000,93.620003 321 | 2015-08-10,95.68,95.900002,93.629997,94.150002,21624200,94.150002 322 | 2015-08-07,95.379997,95.400002,93.610001,94.300003,23199100,94.300003 323 | 2015-08-06,97.18,98.739998,94.419998,95.120003,42271300,95.120003 324 | 2015-08-05,95.25,97.089996,95.18,96.440002,29813200,96.440002 325 | 2015-08-04,93.790001,94.730003,93.330002,94.059998,20136000,94.059998 326 | 2015-08-03,93.529999,95.080002,92.800003,94.139999,29343100,94.139999 327 | 2015-07-31,94.949997,96.330002,93.949997,94.010002,46509000,94.010002 328 | 2015-07-30,94.910004,95.809998,91.800003,95.209999,86211300,95.209999 329 | 2015-07-29,96.32,97.279999,94.739998,96.989998,64648300,96.989998 330 | 2015-07-28,94.839996,95.559998,93.309998,95.290001,35236000,95.290001 331 | 2015-07-27,96.580002,96.610001,93.830002,94.169998,38585400,94.169998 332 | 2015-07-24,97.349998,97.760002,95.879997,96.949997,33444900,96.949997 333 | 2015-07-23,96.959999,97.449997,94.809998,95.440002,29418800,95.440002 334 | 2015-07-22,96.739998,97.580002,95.919998,97.040001,28299500,97.040001 335 | 2015-07-21,98.949997,99.239998,97.139999,98.389999,39453300,98.389999 336 | 2015-07-20,95.849998,98.599998,95.360001,97.910004,54860500,97.910004 337 | 2015-07-17,92.550003,95.389999,92.540001,94.970001,54001600,94.970001 338 | 2015-07-16,90.279999,90.860001,89.769997,90.849998,21804100,90.849998 339 | 2015-07-15,90.00,90.989998,89.419998,89.760002,30886600,89.760002 340 | 2015-07-14,90.459999,90.800003,89.650002,89.68,26627800,89.68 341 | 2015-07-13,88.660004,90.220001,88.419998,90.099998,29976700,90.099998 342 | 2015-07-10,87.349998,88.220001,86.769997,87.949997,23245900,87.949997 343 | 2015-07-09,86.730003,87.599998,85.650002,85.879997,23144200,85.879997 344 | 2015-07-08,86.290001,86.75,85.449997,85.650002,24399300,85.650002 345 | 2015-07-07,87.800003,87.849998,85.230003,87.220001,33059900,87.220001 346 | 2015-07-06,86.489998,88.190002,86.389999,87.550003,24635900,87.550003 347 | 2015-07-02,87.400002,87.440002,86.339996,87.290001,16908800,87.290001 348 | 2015-07-01,86.769997,87.949997,86.489998,86.910004,25260000,86.910004 349 | 2015-06-30,86.599998,86.699997,85.57,85.769997,23016500,85.769997 350 | 2015-06-29,86.610001,87.50,85.730003,85.800003,35957900,85.800003 351 | 2015-06-26,88.120003,88.339996,86.830002,88.010002,38214600,88.010002 352 | 2015-06-25,89.260002,89.400002,87.839996,87.980003,27302000,87.980003 353 | 2015-06-24,87.660004,89.25,87.449997,88.860001,41370200,88.860001 354 | 2015-06-23,84.959999,87.970001,84.760002,87.879997,50667900,87.879997 355 | 2015-06-22,83.410004,84.970001,83.309998,84.739998,29383100,84.739998 356 | 2015-06-19,82.830002,82.980003,82.120003,82.510002,23353200,82.510002 357 | 2015-06-18,81.639999,83.190002,81.57,82.910004,26782600,82.910004 358 | 2015-06-17,81.760002,82.220001,81.339996,81.790001,18350300,81.790001 359 | 2015-06-16,80.82,81.510002,80.449997,81.059998,13693700,81.059998 360 | 2015-06-15,80.550003,80.93,80.07,80.709999,18805100,80.709999 361 | 2015-06-12,81.370003,82.089996,81.199997,81.529999,11417900,81.529999 362 | 2015-06-11,82.309998,82.900002,81.360001,81.830002,18656800,81.830002 363 | 2015-06-10,80.830002,82.599998,80.809998,82.160004,21531200,82.160004 364 | 2015-06-09,80.599998,81.190002,79.32,80.669998,16497500,80.669998 365 | 2015-06-08,81.82,82.00,80.129997,80.669998,16915500,80.669998 366 | 2015-06-05,81.870003,82.459999,81.510002,82.139999,16143100,82.139999 367 | 2015-06-04,82.139999,82.949997,81.510002,82.050003,20863900,82.050003 368 | 2015-06-03,81.349998,82.529999,81.25,82.440002,31594700,82.440002 369 | 2015-06-02,79.760002,81.349998,79.559998,80.440002,18923300,80.440002 370 | 2015-06-01,79.300003,80.379997,78.660004,80.290001,18119000,80.290001 371 | 2015-05-29,79.949997,80.07,78.879997,79.190002,16134600,79.190002 372 | 2015-05-28,80.25,81.07,80.00,80.150002,11982000,80.150002 373 | 2015-05-27,79.599998,80.660004,79.43,80.550003,14160900,80.550003 374 | 2015-05-26,80.43,80.599998,79.080002,79.330002,16321300,79.330002 375 | 2015-05-22,80.349998,81.309998,80.25,80.540001,19567900,80.540001 376 | 2015-05-21,80.190002,80.919998,80.080002,80.480003,13402700,80.480003 377 | 2015-05-20,80.470001,81.099998,79.459999,80.550003,23056900,80.550003 378 | 2015-05-19,81.25,81.690002,80.550003,80.629997,17955400,80.629997 379 | 2015-05-18,80.330002,81.379997,80.230003,80.879997,21613700,80.879997 380 | 2015-05-15,81.410004,81.519997,80.18,80.419998,27069900,80.419998 381 | 2015-05-14,78.940002,81.849998,78.669998,81.370003,49438000,81.370003 382 | 2015-05-13,77.720001,78.529999,77.650002,78.440002,21512300,78.440002 383 | 2015-05-12,77.870003,77.889999,76.790001,77.459999,21285300,77.459999 384 | 2015-05-11,78.480003,79.029999,77.93,78.010002,18874100,78.010002 385 | 2015-05-08,79.099998,79.230003,78.029999,78.510002,19943600,78.510002 386 | 2015-05-07,78.00,78.940002,77.559998,78.43,19749400,78.43 387 | 2015-05-06,77.970001,78.809998,77.050003,78.099998,28663000,78.099998 388 | 2015-05-05,78.550003,78.800003,77.220001,77.559998,22311300,77.559998 389 | 2015-05-04,79.330002,79.690002,78.629997,78.809998,14692000,78.809998 390 | 2015-05-01,79.239998,79.760002,78.110001,78.989998,24136400,78.989998 391 | 2015-04-30,80.010002,80.959999,78.32,78.769997,28999000,78.769997 392 | 2015-04-29,80.010002,81.389999,79.519997,80.470001,26430300,80.470001 393 | 2015-04-28,81.830002,81.900002,80.230003,80.68,23775300,80.68 394 | 2015-04-27,81.870003,82.93,81.629997,81.910004,25446000,81.910004 395 | 2015-04-24,82.769997,82.940002,81.480003,81.529999,29660400,81.529999 396 | 2015-04-23,84.099998,85.589996,82.410004,82.410004,73728100,82.410004 397 | 2015-04-22,84.32,84.739998,83.650002,84.629997,45548000,84.629997 398 | 2015-04-21,84.00,84.489998,83.540001,83.620003,27171900,83.620003 399 | 2015-04-20,81.540001,83.150002,81.239998,83.089996,28796800,83.089996 400 | 2015-04-17,81.480003,82.110001,80.370003,80.779999,24215000,80.779999 401 | 2015-04-16,82.470001,83.07,82.150002,82.309998,13769700,82.309998 402 | 2015-04-15,83.550003,83.660004,82.269997,82.709999,22390900,82.709999 403 | 2015-04-14,83.169998,83.690002,82.440002,83.519997,19634200,83.519997 404 | 2015-04-13,81.93,83.940002,81.919998,83.010002,26883100,83.010002 405 | 2015-04-10,82.209999,82.610001,81.910004,82.040001,12529700,82.040001 406 | 2015-04-09,82.50,82.800003,81.709999,82.169998,15927300,82.169998 407 | 2015-04-08,82.629997,83.099998,81.839996,82.279999,18966700,82.279999 408 | 2015-04-07,82.650002,83.419998,82.220001,82.32,17467000,82.32 409 | 2015-04-06,80.800003,82.809998,80.800003,82.440002,19062900,82.440002 410 | 2015-04-02,82.25,82.559998,81.440002,81.559998,19664100,81.559998 411 | 2015-04-01,82.50,82.720001,80.870003,81.669998,22058200,81.669998 412 | 2015-03-31,82.900002,83.50,82.209999,82.220001,19734300,82.220001 413 | 2015-03-30,83.809998,84.339996,82.410004,83.199997,24527700,83.199997 414 | 2015-03-27,83.379997,83.949997,82.879997,83.300003,18372600,83.300003 415 | 2015-03-26,82.720001,83.769997,82.139999,83.010002,32794800,83.010002 416 | 2015-03-25,85.50,85.519997,82.919998,82.919998,37436100,82.919998 417 | 2015-03-24,84.709999,86.07,84.519997,85.309998,32576500,85.309998 418 | 2015-03-23,83.919998,84.959999,83.300003,84.43,27357300,84.43 419 | 2015-03-20,83.389999,84.599998,83.07,83.800003,44466300,83.800003 420 | 2015-03-19,81.120003,83.00,81.00,82.75,42099500,82.75 421 | 2015-03-18,79.25,81.239998,79.169998,80.910004,36912400,80.910004 422 | 2015-03-17,78.360001,79.779999,78.339996,79.360001,22170000,79.360001 423 | 2015-03-16,77.959999,78.120003,77.360001,78.07,19305400,78.07 424 | 2015-03-13,78.599998,79.379997,77.68,78.050003,18557300,78.050003 425 | 2015-03-12,78.099998,79.050003,77.910004,78.93,16093300,78.93 426 | 2015-03-11,77.800003,78.43,77.260002,77.57,20215700,77.57 427 | 2015-03-10,78.50,79.260002,77.550003,77.550003,23067100,77.550003 428 | 2015-03-09,79.68,79.910004,78.629997,79.440002,18925100,79.440002 429 | 2015-03-06,80.900002,81.330002,79.830002,80.010002,24488600,80.010002 430 | 2015-03-05,81.230003,81.989998,81.050003,81.209999,27825700,81.209999 431 | 2015-03-04,79.300003,81.150002,78.849998,80.900002,28126700,80.900002 432 | 2015-03-03,79.610001,79.699997,78.519997,79.599998,18635000,79.599998 433 | 2015-03-02,79.00,79.860001,78.519997,79.75,21662500,79.75 434 | 2015-02-27,80.68,81.230003,78.620003,78.970001,30739200,78.970001 435 | 2015-02-26,79.879997,81.370003,79.720001,80.410004,31111900,80.410004 436 | 2015-02-25,78.50,80.199997,78.50,79.559998,25593800,79.559998 437 | 2015-02-24,78.50,79.480003,78.099998,78.449997,18897100,78.449997 438 | 2015-02-23,79.959999,80.190002,78.379997,78.839996,24139100,78.839996 439 | 2015-02-20,79.550003,80.339996,79.199997,79.900002,36931700,79.900002 440 | 2015-02-19,76.989998,79.839996,76.949997,79.419998,45851200,79.419998 441 | 2015-02-18,75.940002,76.900002,75.449997,76.709999,22426400,76.709999 442 | 2015-02-17,75.300003,76.910004,75.080002,75.599998,25254400,75.599998 443 | 2015-02-13,76.459999,76.480003,75.50,75.739998,18621900,75.739998 444 | 2015-02-12,76.860001,76.870003,75.889999,76.230003,17235000,76.230003 445 | 2015-02-11,75.089996,76.75,75.029999,76.510002,20877400,76.510002 446 | 2015-02-10,74.849998,75.339996,74.50,75.190002,15811300,75.190002 447 | 2015-02-09,74.050003,74.830002,73.449997,74.440002,16194300,74.440002 448 | 2015-02-06,75.68,75.699997,74.25,74.470001,21211000,74.470001 449 | 2015-02-05,75.709999,75.980003,75.209999,75.610001,15062600,75.610001 450 | 2015-02-04,75.089996,76.349998,75.010002,75.629997,20277400,75.629997 451 | 2015-02-03,75.190002,75.580002,73.860001,75.400002,26957700,75.400002 452 | 2015-02-02,76.110001,76.139999,73.75,74.989998,41955300,74.989998 453 | 2015-01-30,78.00,78.160004,75.75,75.910004,42649500,75.910004 454 | 2015-01-29,76.849998,78.019997,74.209999,78.00,61293500,78.00 455 | 2015-01-28,76.900002,77.639999,76.00,76.239998,53306400,76.239998 456 | 2015-01-27,76.709999,76.879997,75.629997,75.779999,20110000,75.779999 457 | 2015-01-26,77.980003,78.470001,77.290001,77.50,19260800,77.50 458 | 2015-01-23,77.650002,78.190002,77.040001,77.830002,16746500,77.830002 459 | 2015-01-22,77.169998,77.75,76.68,77.650002,19519500,77.650002 460 | 2015-01-21,76.160004,77.300003,75.849998,76.739998,25096700,76.739998 461 | 2015-01-20,75.720001,76.309998,74.82,76.239998,22821600,76.239998 462 | 2015-01-16,74.040001,75.32,73.839996,75.18,21791500,75.18 463 | 2015-01-15,76.400002,76.57,73.540001,74.050003,34134000,74.050003 464 | 2015-01-14,76.419998,77.199997,76.029999,76.279999,25741000,76.279999 465 | 2015-01-13,77.230003,78.080002,75.849998,76.449997,25179600,76.449997 466 | 2015-01-12,77.839996,78.00,76.209999,76.720001,19190200,76.720001 467 | 2015-01-09,78.199997,78.620003,77.199997,77.739998,21157000,77.739998 468 | 2015-01-08,76.739998,78.230003,76.080002,78.18,23961000,78.18 469 | 2015-01-07,76.760002,77.360001,75.82,76.150002,22045300,76.150002 470 | 2015-01-06,77.230003,77.589996,75.360001,76.150002,27399300,76.150002 471 | 2015-01-05,77.980003,79.25,76.860001,77.190002,26452200,77.190002 472 | 2015-01-02,78.580002,78.93,77.699997,78.449997,18177500,78.449997 473 | 2014-12-31,79.540001,79.800003,77.860001,78.019997,19935400,78.019997 474 | 2014-12-30,79.849998,80.589996,79.099998,79.220001,14370800,79.220001 475 | 2014-12-29,80.489998,80.959999,79.709999,80.019997,14134700,80.019997 476 | 2014-12-26,81.019997,81.279999,80.510002,80.779999,10647400,80.779999 477 | 2014-12-24,81.029999,81.43,80.75,80.769997,7685500,80.769997 478 | 2014-12-23,82.019997,82.169998,80.400002,80.610001,19865800,80.610001 479 | 2014-12-22,80.080002,81.889999,80.00,81.449997,31395800,81.449997 480 | 2014-12-19,78.75,80.00,78.330002,79.879997,43335000,79.879997 481 | 2014-12-18,76.889999,78.400002,76.510002,78.400002,34222100,78.400002 482 | 2014-12-17,75.010002,76.410004,74.900002,76.110001,29203900,76.110001 483 | 2014-12-16,76.190002,77.389999,74.589996,74.690002,31554600,74.690002 484 | 2014-12-15,78.459999,78.580002,76.559998,76.989998,29396500,76.989998 485 | 2014-12-12,77.160004,78.879997,77.019997,77.830002,28091600,77.830002 486 | 2014-12-11,76.519997,78.519997,76.480003,77.730003,33462100,77.730003 487 | 2014-12-10,76.650002,77.550003,76.07,76.18,32210500,76.18 488 | 2014-12-09,75.199997,76.93,74.779999,76.839996,25358600,76.839996 489 | 2014-12-08,76.18,77.25,75.400002,76.519997,25733900,76.519997 490 | 2014-12-05,75.800003,76.760002,75.360001,76.360001,24306400,76.360001 491 | 2014-12-04,74.830002,75.550003,74.660004,75.239998,14362800,75.239998 492 | 2014-12-03,75.379997,75.730003,74.400002,74.879997,16689900,74.879997 493 | 2014-12-02,75.330002,75.910004,75.040001,75.459999,16773900,75.459999 494 | 2014-12-01,77.260002,77.309998,74.800003,75.099998,31789900,75.099998 495 | 2014-11-28,77.669998,78.269997,77.230003,77.699997,15992000,77.699997 496 | 2014-11-26,75.529999,77.779999,75.510002,77.620003,32695300,77.620003 497 | 2014-11-25,74.209999,75.739998,74.129997,75.629997,32250200,75.629997 498 | 2014-11-24,73.540001,74.349998,73.349998,74.010002,22103800,74.010002 499 | 2014-11-21,74.50,74.50,73.50,73.75,23060400,73.75 500 | 2014-11-20,72.800003,73.989998,72.510002,73.599998,19154900,73.599998 501 | 2014-11-19,74.010002,74.540001,73.110001,73.330002,25441200,73.330002 502 | 2014-11-18,74.449997,74.800003,73.900002,74.339996,20690500,74.339996 503 | 2014-11-17,74.879997,75.660004,73.879997,74.239998,28701200,74.239998 504 | 2014-11-14,74.269997,74.93,74.040001,74.879997,19476900,74.879997 505 | 2014-11-13,74.739998,75.239998,73.639999,74.25,26448500,74.25 506 | 2014-11-12,74.279999,75.139999,73.540001,74.720001,26536600,74.720001 507 | 2014-11-11,74.949997,74.980003,74.029999,74.610001,18715700,74.610001 508 | 2014-11-10,75.360001,75.480003,74.610001,75.00,21575100,75.00 509 | 2014-11-07,75.389999,75.860001,75.019997,75.599998,20774000,75.599998 510 | 2014-11-06,74.889999,75.599998,74.309998,75.260002,21383000,75.260002 511 | 2014-11-05,76.510002,76.800003,74.419998,74.830002,35913000,74.830002 512 | 2014-11-04,74.230003,75.769997,73.650002,75.760002,39326000,75.760002 513 | 2014-11-03,75.470001,75.519997,73.699997,73.879997,40727000,73.879997 514 | 2014-10-31,74.93,75.699997,74.449997,74.989998,44544000,74.989998 515 | 2014-10-30,75.050003,75.349998,72.900002,74.110001,83270000,74.110001 516 | 2014-10-29,75.449997,76.879997,74.779999,75.860001,106120000,75.860001 517 | 2014-10-28,80.18,81.160004,79.57,80.769997,74212000,80.769997 518 | 2014-10-27,80.739998,80.800003,79.760002,80.279999,30169000,80.279999 519 | 2014-10-24,80.199997,80.82,79.32,80.669998,32248000,80.669998 520 | 2014-10-23,79.379997,80.629997,79.010002,80.040001,35056000,80.040001 521 | 2014-10-22,78.82,79.849998,78.010002,78.370003,41862000,78.370003 522 | 2014-10-21,77.559998,78.739998,77.150002,78.690002,32252000,78.690002 523 | 2014-10-20,75.599998,77.089996,75.379997,76.949997,34701000,76.949997 524 | 2014-10-17,74.230003,76.00,73.75,75.949997,76342000,75.949997 525 | 2014-10-16,70.790001,73.349998,70.580002,72.629997,53529000,72.629997 526 | 2014-10-15,71.690002,73.800003,70.32,73.209999,61528000,73.209999 527 | 2014-10-14,74.00,74.18,72.050003,73.589996,50299000,73.589996 528 | 2014-10-13,73.230003,74.779999,72.519997,72.989998,43938000,72.989998 529 | 2014-10-10,75.589996,76.50,72.760002,72.910004,52146000,72.910004 530 | 2014-10-09,77.279999,77.760002,75.849998,75.910004,32487000,75.910004 531 | 2014-10-08,76.18,77.709999,75.099998,77.519997,32976000,77.519997 532 | 2014-10-07,77.050003,77.949997,76.239998,76.290001,25317000,76.290001 533 | 2014-10-06,77.190002,77.889999,76.849998,77.559998,25729000,77.559998 534 | 2014-10-03,77.760002,78.059998,77.260002,77.440002,23340000,77.440002 535 | 2014-10-02,76.57,77.480003,75.639999,77.080002,36488000,77.080002 536 | 2014-10-01,78.779999,78.82,75.900002,76.550003,55090000,76.550003 537 | 2014-09-30,79.349998,79.709999,78.599998,79.040001,35899000,79.040001 538 | 2014-09-29,78.120003,79.199997,77.910004,79.00,34031000,79.00 539 | 2014-09-26,77.589996,78.839996,77.330002,78.790001,28872000,78.790001 540 | 2014-09-25,78.599998,78.940002,77.129997,77.220001,37533000,77.220001 541 | 2014-09-24,78.099998,78.620003,77.510002,78.540001,30680000,78.540001 542 | 2014-09-23,76.330002,78.629997,76.040001,78.290001,36814000,78.290001 543 | 2014-09-22,77.00,77.529999,75.949997,76.800003,31961000,76.800003 544 | 2014-09-19,77.400002,78.300003,76.440002,77.910004,76671000,77.910004 545 | 2014-09-18,76.769997,77.330002,76.519997,77.00,23031000,77.00 546 | 2014-09-17,75.959999,77.25,75.57,76.43,28693000,76.43 547 | 2014-09-16,73.519997,76.230003,73.07,76.080002,37742000,76.080002 548 | 2014-09-15,77.150002,77.25,73.43,74.580002,49679000,74.580002 549 | 2014-09-12,78.019997,78.300003,77.099998,77.480003,26676800,77.480003 550 | 2014-09-11,77.129997,78.360001,77.050003,77.919998,32219000,77.919998 551 | 2014-09-10,76.519997,77.949997,76.510002,77.43,29909000,77.43 552 | 2014-09-09,77.589996,78.169998,76.199997,76.669998,28882000,76.669998 553 | 2014-09-08,77.260002,78.169998,77.010002,77.889999,28183000,77.889999 554 | 2014-09-05,76.099998,77.379997,75.599998,77.260002,29476000,77.260002 555 | 2014-09-04,75.889999,76.93,75.529999,75.949997,26676000,75.949997 556 | 2014-09-03,77.139999,77.480003,75.599998,75.830002,32389000,75.830002 557 | 2014-09-02,75.010002,76.699997,74.82,76.68,34979000,76.68 558 | 2014-08-29,74.300003,74.82,74.010002,74.82,26241000,74.82 559 | 2014-08-28,74.00,74.43,73.730003,73.860001,21947000,73.860001 560 | 2014-08-27,75.269997,75.489998,74.459999,74.629997,36323000,74.629997 561 | 2014-08-26,75.00,75.989998,74.730003,75.959999,23993000,75.959999 562 | 2014-08-25,74.940002,75.279999,74.790001,75.019997,19734000,75.019997 563 | 2014-08-22,74.339996,74.730003,73.57,74.57,20897000,74.57 564 | 2014-08-21,74.919998,75.190002,74.410004,74.57,20102000,74.57 565 | 2014-08-20,74.970001,75.18,74.620003,74.809998,22917000,74.809998 566 | 2014-08-19,74.809998,75.580002,74.510002,75.290001,26679000,75.290001 567 | 2014-08-18,74.00,74.720001,73.959999,74.589996,23974000,74.589996 568 | 2014-08-15,74.32,74.650002,73.00,73.629997,38846600,73.629997 569 | 2014-08-14,73.970001,74.379997,73.690002,74.300003,22207000,74.300003 570 | 2014-08-13,73.120003,74.25,73.050003,73.769997,29266000,73.769997 571 | 2014-08-12,73.089996,73.330002,72.220001,72.830002,27419000,72.830002 572 | 2014-08-11,73.459999,73.910004,73.059998,73.440002,24591000,73.440002 573 | 2014-08-08,73.400002,73.43,72.559998,73.059998,27202000,73.059998 574 | 2014-08-07,73.00,74.00,72.699997,73.169998,38141000,73.169998 575 | 2014-08-06,72.019997,73.720001,71.790001,72.470001,30986000,72.470001 576 | 2014-08-05,73.199997,73.589996,72.18,72.690002,34986000,72.690002 577 | 2014-08-04,72.360001,73.879997,72.360001,73.510002,30777000,73.510002 578 | 2014-08-01,72.220001,73.220001,71.550003,72.360001,43535000,72.360001 579 | 2014-07-31,74.00,74.169998,72.440002,72.650002,43992000,72.650002 580 | 2014-07-30,74.209999,75.190002,74.129997,74.68,36853000,74.68 581 | 2014-07-29,74.720001,74.919998,73.419998,73.709999,41324000,73.709999 582 | 2014-07-28,75.169998,75.50,73.849998,74.919998,41725000,74.919998 583 | 2014-07-25,74.989998,75.669998,74.660004,75.190002,45917000,75.190002 584 | 2014-07-24,75.959999,76.739998,74.510002,74.980003,124168000,74.980003 585 | 2014-07-23,69.739998,71.330002,69.610001,71.290001,78435000,71.290001 586 | 2014-07-22,69.760002,69.769997,68.610001,69.269997,40398000,69.269997 587 | 2014-07-21,68.809998,69.959999,68.50,69.400002,49539000,69.400002 588 | 2014-07-18,66.800003,68.459999,66.160004,68.419998,42456000,68.419998 589 | 2014-07-17,67.029999,67.849998,66.040001,66.410004,38188000,66.410004 590 | 2014-07-16,67.540001,67.940002,67.07,67.660004,29541600,67.660004 591 | 2014-07-15,67.959999,68.089996,66.260002,67.169998,44213200,67.169998 592 | 2014-07-14,67.129997,68.169998,66.900002,67.900002,38537000,67.900002 593 | 2014-07-11,65.279999,66.589996,64.790001,66.339996,39212000,66.339996 594 | 2014-07-10,63.310001,65.339996,63.049999,64.870003,44422000,64.870003 595 | 2014-07-09,63.41,65.120003,63.150002,64.970001,51432000,64.970001 596 | 2014-07-08,65.059998,65.559998,62.209999,62.759998,68926000,62.759998 597 | 2014-07-07,66.300003,66.57,65.120003,65.290001,28745000,65.290001 598 | 2014-07-03,66.860001,67.00,65.760002,66.290001,25203200,66.290001 599 | 2014-07-02,68.040001,68.300003,65.790001,66.449997,41895000,66.449997 600 | 2014-07-01,67.580002,68.440002,67.389999,68.059998,33243000,68.059998 601 | 2014-06-30,67.459999,67.919998,67.129997,67.290001,27102800,67.290001 602 | 2014-06-27,67.309998,67.699997,66.839996,67.599998,46461000,67.599998 603 | 2014-06-26,68.00,68.00,66.900002,67.129997,47714000,67.129997 604 | 2014-06-25,65.580002,67.480003,65.57,67.440002,44308000,67.440002 605 | 2014-06-24,65.360001,67.169998,65.269997,65.720001,57335000,65.720001 606 | 2014-06-23,64.32,65.660004,64.220001,65.370003,34560000,65.370003 607 | 2014-06-20,64.459999,64.809998,63.349998,64.50,46466000,64.50 608 | 2014-06-19,65.459999,65.580002,64.209999,64.339996,34245000,64.339996 609 | 2014-06-18,64.489998,65.75,64.050003,65.599998,35570000,65.599998 610 | 2014-06-17,64.099998,64.879997,63.93,64.400002,27715000,64.400002 611 | 2014-06-16,64.160004,64.879997,63.75,64.190002,31046000,64.190002 612 | 2014-06-13,64.699997,64.970001,63.830002,64.50,29419000,64.50 613 | 2014-06-12,65.849998,66.470001,64.059998,64.290001,55730000,64.290001 614 | 2014-06-11,65.32,65.800003,64.900002,65.779999,44242000,65.779999 615 | 2014-06-10,63.529999,65.82,63.50,65.769997,69338000,65.769997 616 | 2014-06-09,62.400002,63.34,61.790001,62.880001,37617000,62.880001 617 | 2014-06-06,63.369999,63.48,62.150002,62.50,42442000,62.50 618 | 2014-06-05,63.66,64.360001,62.82,63.189999,47352000,63.189999 619 | 2014-06-04,62.450001,63.59,62.07,63.34,36514000,63.34 620 | 2014-06-03,62.619999,63.419998,62.32,62.869999,32217000,62.869999 621 | 2014-06-02,63.23,63.59,62.049999,63.080002,35996000,63.080002 622 | 2014-05-30,63.950001,64.169998,62.560001,63.299999,45253500,63.299999 623 | 2014-05-29,63.84,64.300003,63.509998,63.830002,42700000,63.830002 624 | 2014-05-28,63.389999,64.139999,62.619999,63.509998,47795000,63.509998 625 | 2014-05-27,61.619999,63.509998,61.57,63.48,55682000,63.48 626 | 2014-05-23,60.41,61.450001,60.150002,61.349998,38294000,61.349998 627 | 2014-05-22,60.939999,61.48,60.400002,60.52,54200000,60.52 628 | 2014-05-21,58.560001,60.50,58.25,60.490002,58992000,60.490002 629 | 2014-05-20,59.50,60.189999,58.18,58.560001,53931000,58.560001 630 | 2014-05-19,57.889999,59.560001,57.57,59.209999,43034000,59.209999 631 | 2014-05-16,58.310001,58.450001,57.310001,58.02,47933000,58.02 632 | 2014-05-15,59.259998,59.380001,57.52,57.919998,56814000,57.919998 633 | 2014-05-14,59.529999,60.450001,58.950001,59.23,47429000,59.23 634 | 2014-05-13,59.66,60.889999,59.509998,59.830002,48525000,59.830002 635 | 2014-05-12,57.98,59.900002,57.98,59.830002,48575000,59.830002 636 | 2014-05-09,56.849998,57.650002,56.380001,57.240002,52584000,57.240002 637 | 2014-05-08,57.23,58.82,56.50,56.759998,61251000,56.759998 638 | 2014-05-07,58.77,59.299999,56.259998,57.389999,78587000,57.389999 639 | 2014-05-06,60.98,61.150002,58.490002,58.529999,55901000,58.529999 640 | 2014-05-05,59.669998,61.349998,59.18,61.220001,46057000,61.220001 641 | 2014-05-02,61.299999,61.889999,60.18,60.459999,54189000,60.459999 642 | 2014-05-01,60.43,62.279999,60.209999,61.150002,82429000,61.150002 643 | 2014-04-30,57.580002,59.849998,57.16,59.779999,76093000,59.779999 644 | 2014-04-29,56.09,58.279999,55.84,58.150002,75557000,58.150002 645 | 2014-04-28,58.049999,58.310001,54.66,56.139999,107758000,56.139999 646 | 2014-04-25,59.970001,60.009998,57.57,57.709999,92502000,57.709999 647 | 2014-04-24,63.599998,63.650002,59.77,60.869999,138769000,60.869999 648 | 2014-04-23,63.450001,63.48,61.259998,61.360001,95908700,61.360001 649 | 2014-04-22,62.650002,63.439999,62.220001,63.029999,60631000,63.029999 650 | 2014-04-21,59.459999,61.240002,59.150002,61.240002,60364000,61.240002 651 | 2014-04-17,59.299999,60.580002,58.720001,58.939999,88040000,58.939999 652 | 2014-04-16,59.790001,60.189999,57.740002,59.720001,78774000,59.720001 653 | 2014-04-15,59.290001,59.68,55.880001,59.09,108623000,59.09 654 | 2014-04-14,60.09,60.450001,57.779999,58.889999,72325000,58.889999 655 | 2014-04-11,57.599998,60.310001,57.310001,58.529999,91452000,58.529999 656 | 2014-04-10,63.080002,63.18,58.68,59.16,114988000,59.16 657 | 2014-04-09,59.630001,62.459999,59.189999,62.41,100215000,62.41 658 | 2014-04-08,57.68,58.709999,57.169998,58.189999,78836000,58.189999 659 | 2014-04-07,55.900002,58.00,55.439999,56.950001,108488000,56.950001 660 | 2014-04-04,59.939999,60.200001,56.32,56.75,125214400,56.75 661 | 2014-04-03,62.549999,63.169998,59.130001,59.490002,83859000,59.490002 662 | 2014-04-02,63.209999,63.91,62.209999,62.720001,66277000,62.720001 663 | 2014-04-01,60.459999,62.66,60.240002,62.619999,59291000,62.619999 664 | 2014-03-31,60.779999,61.52,59.869999,60.240002,53011000,60.240002 665 | 2014-03-28,61.34,61.950001,59.34,60.009998,67052000,60.009998 666 | 2014-03-27,60.509998,61.900002,57.98,60.970001,112650000,60.970001 667 | 2014-03-26,64.739998,64.949997,60.369999,60.389999,97503900,60.389999 668 | 2014-03-25,64.889999,66.190002,63.779999,64.889999,68786000,64.889999 669 | 2014-03-24,67.190002,67.360001,63.360001,64.099998,85696000,64.099998 670 | 2014-03-21,67.529999,67.919998,66.18,67.239998,59999900,67.239998 671 | 2014-03-20,68.010002,68.230003,66.82,66.970001,44439000,66.970001 672 | 2014-03-19,69.169998,69.290001,67.470001,68.239998,43981000,68.239998 673 | 2014-03-18,68.760002,69.599998,68.300003,69.190002,40827000,69.190002 674 | 2014-03-17,68.18,68.949997,66.620003,68.739998,52197000,68.739998 675 | 2014-03-14,68.489998,69.43,67.459999,67.720001,48227000,67.720001 676 | 2014-03-13,71.290001,71.349998,68.150002,68.830002,57091000,68.830002 677 | 2014-03-12,69.860001,71.349998,69.00,70.879997,46340500,70.879997 678 | 2014-03-11,72.50,72.589996,69.959999,70.099998,59408300,70.099998 679 | 2014-03-10,70.769997,72.150002,70.510002,72.029999,59871600,72.029999 680 | 2014-03-07,71.080002,71.18,69.470001,69.800003,38927000,69.800003 681 | 2014-03-06,71.879997,71.889999,70.25,70.839996,46026500,70.839996 682 | 2014-03-05,69.690002,71.970001,69.620003,71.57,74567700,71.57 683 | 2014-03-04,68.660004,68.900002,67.620003,68.800003,42013500,68.800003 684 | 2014-03-03,66.959999,68.050003,66.510002,67.410004,56824100,67.410004 685 | 2014-02-28,69.470001,69.879997,67.379997,68.459999,66783700,68.459999 686 | 2014-02-27,69.339996,70.010002,68.870003,68.940002,41653700,68.940002 687 | 2014-02-26,70.190002,71.220001,68.849998,69.260002,55322700,69.260002 688 | 2014-02-25,70.949997,71.00,69.449997,69.849998,52077000,69.849998 689 | 2014-02-24,68.739998,71.440002,68.540001,70.779999,76620300,70.779999 690 | 2014-02-21,69.690002,69.959999,68.449997,68.589996,70932400,68.589996 691 | 2014-02-20,67.730003,70.110001,65.730003,69.629997,130928900,69.629997 692 | 2014-02-19,67.050003,69.080002,67.00,68.059998,62087100,68.059998 693 | 2014-02-18,66.940002,67.540001,66.07,67.300003,43809900,67.300003 694 | 2014-02-14,67.50,67.580002,66.720001,67.089996,36694900,67.089996 695 | 2014-02-13,64.18,67.330002,64.050003,67.330002,61911700,67.330002 696 | 2014-02-12,64.919998,65.059998,64.050003,64.449997,47282100,64.449997 697 | 2014-02-11,63.75,65.00,63.349998,64.849998,45675600,64.849998 698 | 2014-02-10,64.300003,64.489998,63.470001,63.549999,43666100,63.549999 699 | 2014-02-07,62.27,64.57,62.220001,64.32,60704300,64.32 700 | 2014-02-06,61.459999,62.779999,61.459999,62.16,42086500,62.16 701 | 2014-02-05,62.740002,63.16,61.27,62.189999,51685100,62.189999 702 | 2014-02-04,62.049999,63.139999,61.82,62.75,45985500,62.75 703 | 2014-02-03,63.029999,63.77,60.700001,61.48,74866600,61.48 704 | 2014-01-31,60.470001,63.369999,60.169998,62.57,87794600,62.57 705 | 2014-01-30,62.119999,62.50,60.459999,61.080002,150178900,61.080002 706 | 2014-01-29,54.610001,54.950001,53.189999,53.529999,92995600,53.529999 707 | 2014-01-28,54.02,55.279999,54.00,55.139999,48191200,55.139999 708 | 2014-01-27,54.73,54.939999,51.849998,53.549999,73924100,53.549999 709 | 2014-01-24,56.150002,56.419998,54.400002,54.450001,55200700,54.450001 710 | 2014-01-23,56.369999,56.68,55.689999,56.630001,47951800,56.630001 711 | 2014-01-22,58.849998,59.310001,57.099998,57.509998,61352900,57.509998 712 | 2014-01-21,56.599998,58.580002,56.50,58.509998,48669200,58.509998 713 | 2014-01-17,57.299999,57.82,56.07,56.299999,40849200,56.299999 714 | 2014-01-16,57.259998,58.02,56.830002,57.189999,34541800,57.189999 715 | 2014-01-15,57.98,58.57,57.27,57.599998,33663400,57.599998 716 | 2014-01-14,56.459999,57.779999,56.099998,57.740002,37503600,57.740002 717 | 2014-01-13,57.91,58.25,55.380001,55.91,63010900,55.91 718 | 2014-01-10,57.130001,58.299999,57.060001,57.939999,42449500,57.939999 719 | 2014-01-09,58.650002,58.959999,56.650002,57.220001,92253300,57.220001 720 | 2014-01-08,57.599998,58.41,57.23,58.23,56682400,58.23 721 | 2014-01-07,57.700001,58.549999,57.220001,57.919998,77207400,57.919998 722 | 2014-01-06,54.419998,57.259998,54.049999,57.200001,68852600,57.200001 723 | 2014-01-03,55.02,55.650002,54.529999,54.560001,38246200,54.560001 724 | 2014-01-02,54.830002,55.220001,54.189999,54.709999,43195500,54.709999 725 | 2013-12-31,54.119999,54.860001,53.91,54.650002,43076200,54.650002 726 | 2013-12-30,54.93,55.18,53.43,53.709999,68307000,53.709999 727 | 2013-12-27,57.48,57.68,55.25,55.439999,60466000,55.439999 728 | 2013-12-26,58.32,58.380001,57.369999,57.73,55101000,57.73 729 | 2013-12-24,58.27,58.580002,56.91,57.959999,46617800,57.959999 730 | 2013-12-23,55.50,58.32,55.450001,57.77,98297000,57.77 731 | 2013-12-20,54.93,55.150002,54.23,55.119999,239824000,55.119999 732 | 2013-12-19,54.330002,55.189999,53.950001,55.049999,89753200,55.049999 733 | 2013-12-18,54.860001,55.889999,53.75,55.57,76003000,55.57 734 | 2013-12-17,54.759998,55.18,54.240002,54.860001,78751000,54.860001 735 | 2013-12-16,53.25,54.50,52.91,53.810001,85119000,53.810001 736 | 2013-12-13,51.66,53.50,51.34,53.32,82641000,53.32 737 | 2013-12-12,51.049999,52.07,50.66,51.830002,92723000,51.830002 738 | 2013-12-11,50.549999,50.77,49.009998,49.380001,65776000,49.380001 739 | 2013-12-10,48.639999,50.77,48.540001,50.25,68479000,50.25 740 | 2013-12-09,48.09,48.970001,47.740002,48.84,36056000,48.84 741 | 2013-12-06,48.98,49.389999,47.709999,47.939999,42938000,47.939999 742 | 2013-12-05,48.150002,48.700001,47.869999,48.34,43855000,48.34 743 | 2013-12-04,46.459999,48.77,46.259998,48.619999,60890000,48.619999 744 | 2013-12-03,46.75,47.200001,46.290001,46.73,32086000,46.73 745 | 2013-12-02,46.900002,47.540001,46.259998,47.060001,50774000,47.060001 746 | 2013-11-29,46.75,47.209999,46.50,47.009998,22953900,47.009998 747 | 2013-11-27,45.970001,46.669998,45.529999,46.490002,44993000,46.490002 748 | 2013-11-26,44.66,46.169998,43.549999,45.889999,82016000,45.889999 749 | 2013-11-25,46.360001,46.650002,44.040001,44.82,82565000,44.82 750 | 2013-11-22,47.040001,47.27,45.959999,46.23,40545000,46.23 751 | 2013-11-21,46.990002,47.459999,46.689999,46.700001,34886000,46.700001 752 | 2013-11-20,46.610001,47.549999,46.310001,46.43,53933000,46.43 753 | 2013-11-19,46.259998,47.00,45.720001,46.360001,75602000,46.360001 754 | 2013-11-18,48.470001,48.84,45.799999,45.830002,85910000,45.830002 755 | 2013-11-15,49.110001,49.48,48.709999,49.009998,42453000,49.009998 756 | 2013-11-14,48.700001,49.57,48.029999,48.990002,75117000,48.990002 757 | 2013-11-13,46.23,48.740002,46.060001,48.709999,79245000,48.709999 758 | 2013-11-12,46.00,47.369999,45.830002,46.610001,68196000,46.610001 759 | 2013-11-11,47.040001,47.529999,45.73,46.200001,80910000,46.200001 760 | 2013-11-08,47.810001,48.650002,47.25,47.529999,70731000,47.529999 761 | 2013-11-07,49.240002,49.869999,47.299999,47.560001,97128000,47.560001 762 | 2013-11-06,50.259998,50.450001,48.709999,49.119999,67889000,49.119999 763 | 2013-11-05,47.790001,50.18,47.509998,50.110001,76835000,50.110001 764 | 2013-11-04,49.369999,49.75,48.02,48.220001,80371000,48.220001 765 | 2013-11-01,50.849998,52.09,49.720001,49.75,95033000,49.75 766 | 2013-10-31,47.16,52.00,46.50,50.209999,248809000,50.209999 767 | 2013-10-30,50.00,50.209999,48.75,49.009998,127073000,49.009998 768 | 2013-10-29,50.73,50.790001,49.25,49.400002,102143000,49.400002 769 | 2013-10-28,51.540001,51.700001,49.610001,50.23,73472000,50.23 770 | 2013-10-25,53.18,53.240002,51.880001,51.950001,45085000,51.950001 771 | 2013-10-24,52.380001,52.84,51.59,52.450001,46775000,52.450001 772 | 2013-10-23,51.75,52.25,51.130001,51.900002,57207000,51.900002 773 | 2013-10-22,54.330002,54.759998,52.200001,52.68,83204000,52.68 774 | 2013-10-21,54.68,54.810001,53.509998,53.849998,58235000,53.849998 775 | 2013-10-18,54.18,54.830002,53.599998,54.220001,88260000,54.220001 776 | 2013-10-17,51.119999,52.220001,50.950001,52.209999,71522000,52.209999 777 | 2013-10-16,50.040001,51.240002,49.900002,51.139999,64678000,51.139999 778 | 2013-10-15,49.990002,51.00,49.18,49.50,81167000,49.50 779 | 2013-10-14,48.310001,49.630001,47.91,49.509998,68781000,49.509998 780 | 2013-10-11,49.18,49.869999,48.790001,49.110001,58428000,49.110001 781 | 2013-10-10,47.869999,49.68,47.830002,49.049999,99774000,49.049999 782 | 2013-10-09,47.380001,47.84,45.259998,46.77,147297000,46.77 783 | 2013-10-08,50.599998,50.599998,47.080002,47.139999,136081000,47.139999 784 | 2013-10-07,50.73,51.290001,50.400002,50.52,57204000,50.52 785 | 2013-10-04,49.77,51.16,49.57,51.040001,74447000,51.040001 786 | 2013-10-03,50.470001,50.720001,49.060001,49.18,82045000,49.18 787 | 2013-10-02,50.130001,51.099998,49.950001,50.279999,62834000,50.279999 788 | 2013-10-01,49.970001,51.029999,49.450001,50.419998,98114000,50.419998 789 | 2013-09-30,50.139999,51.599998,49.799999,50.23,100095000,50.23 790 | 2013-09-27,50.290001,51.279999,49.860001,51.240002,81410500,51.240002 791 | 2013-09-26,50.009998,50.599998,49.50,50.389999,98220100,50.389999 792 | 2013-09-25,49.23,49.540001,48.459999,49.459999,87879700,49.459999 793 | 2013-09-24,48.509998,49.66,48.16,48.450001,136716100,48.450001 794 | 2013-09-23,47.279999,47.549999,46.290001,47.189999,75177000,47.189999 795 | 2013-09-20,46.32,47.599998,45.740002,47.490002,115508400,47.490002 796 | 2013-09-19,45.509998,46.049999,45.23,45.98,63972400,45.98 797 | 2013-09-18,44.84,45.470001,44.400002,45.23,79317000,45.23 798 | 2013-09-17,42.50,45.439999,42.43,45.07,91934600,45.07 799 | 2013-09-16,44.849998,44.939999,42.43,42.509998,70424200,42.509998 800 | 2013-09-13,45.040001,45.080002,43.93,44.310001,52765300,44.310001 801 | 2013-09-12,45.529999,45.619999,44.650002,44.75,68072300,44.75 802 | 2013-09-11,43.389999,45.09,43.110001,45.040001,72328300,45.040001 803 | 2013-09-10,44.240002,44.259998,43.23,43.599998,54540300,43.599998 804 | 2013-09-09,44.360001,44.790001,43.700001,44.040001,75794700,44.040001 805 | 2013-09-06,43.09,44.610001,42.400002,43.950001,117535700,43.950001 806 | 2013-09-05,41.790001,42.77,41.77,42.66,50035400,42.66 807 | 2013-09-04,42.009998,42.169998,41.439999,41.779999,42581900,41.779999 808 | 2013-09-03,41.84,42.16,41.509998,41.869999,48774900,41.869999 809 | 2013-08-30,42.02,42.259998,41.060001,41.290001,67735100,41.290001 810 | 2013-08-29,40.889999,41.779999,40.799999,41.279999,58303400,41.279999 811 | 2013-08-28,39.959999,40.849998,39.880001,40.549999,57918200,40.549999 812 | 2013-08-27,40.68,41.200001,39.419998,39.639999,72695100,39.639999 813 | 2013-08-26,40.900002,41.939999,40.619999,41.34,94162400,41.34 814 | 2013-08-23,39.00,40.630001,38.93,40.549999,86442300,40.549999 815 | 2013-08-22,38.369999,38.75,38.34,38.549999,21931200,38.549999 816 | 2013-08-21,38.380001,38.849998,38.150002,38.32,46116900,38.32 817 | 2013-08-20,38.349998,38.580002,37.689999,38.41,57995200,38.41 818 | 2013-08-19,37.43,38.279999,37.139999,37.810001,57609600,37.810001 819 | 2013-08-16,36.970001,37.490002,36.900002,37.080002,45840800,37.080002 820 | 2013-08-15,36.360001,37.07,36.02,36.560001,56521100,36.560001 821 | 2013-08-14,36.830002,37.549999,36.619999,36.650002,48423900,36.650002 822 | 2013-08-13,38.240002,38.32,36.77,37.02,65379200,37.02 823 | 2013-08-12,38.200001,38.50,38.099998,38.220001,31161000,38.220001 824 | 2013-08-09,38.59,38.740002,38.009998,38.50,43532300,38.50 825 | 2013-08-08,39.130001,39.189999,38.43,38.540001,41301000,38.540001 826 | 2013-08-07,38.610001,38.939999,37.700001,38.869999,68854800,38.869999 827 | 2013-08-06,39.110001,39.25,37.939999,38.549999,63950800,38.549999 828 | 2013-08-05,38.43,39.32,38.25,39.189999,79994800,39.189999 829 | 2013-08-02,37.66,38.490002,37.50,38.049999,73058500,38.049999 830 | 2013-08-01,37.299999,38.290001,36.919998,37.490002,106066500,37.490002 831 | 2013-07-31,37.959999,38.310001,36.330002,36.799999,154828700,36.799999 832 | 2013-07-30,35.650002,37.959999,35.32,37.630001,173582800,37.630001 833 | 2013-07-29,34.07,35.630001,34.009998,35.43,124718800,35.43 834 | 2013-07-26,33.77,34.73,33.560001,34.009998,136028900,34.009998 835 | 2013-07-25,33.540001,34.880001,32.75,34.360001,365457900,34.360001 836 | 2013-07-24,26.32,26.530001,26.049999,26.51,82635600,26.51 837 | 2013-07-23,26.10,26.299999,25.969999,26.129999,28221600,26.129999 838 | 2013-07-22,25.99,26.129999,25.719999,26.049999,27526300,26.049999 839 | 2013-07-19,25.82,26.110001,25.60,25.879999,46539700,25.879999 840 | 2013-07-18,26.75,26.77,26.120001,26.18,24806900,26.18 841 | 2013-07-17,26.370001,26.780001,26.299999,26.65,21518500,26.65 842 | 2013-07-16,26.389999,26.75,26.01,26.32,30817600,26.32 843 | 2013-07-15,25.93,26.43,25.65,26.280001,24234000,26.280001 844 | 2013-07-12,25.74,25.93,25.549999,25.91,16537900,25.91 845 | 2013-07-11,25.959999,26.00,25.450001,25.809999,26777400,25.809999 846 | 2013-07-10,25.58,25.83,25.469999,25.799999,26721800,25.799999 847 | 2013-07-09,25.07,25.49,25.030001,25.48,30387900,25.48 848 | 2013-07-08,24.469999,25.040001,24.42,24.709999,27064600,24.709999 849 | 2013-07-05,24.65,24.66,24.200001,24.370001,20229500,24.370001 850 | 2013-07-03,24.219999,24.709999,24.15,24.52,10404400,24.52 851 | 2013-07-02,24.700001,24.77,24.299999,24.41,18394100,24.41 852 | 2013-07-01,24.969999,25.059999,24.620001,24.809999,20582200,24.809999 853 | 2013-06-28,24.68,24.98,24.42,24.879999,96778900,24.879999 854 | 2013-06-27,24.24,24.84,24.209999,24.66,34694100,24.66 855 | 2013-06-26,24.51,24.65,23.99,24.16,29890300,24.16 856 | 2013-06-25,24.139999,24.43,24.040001,24.25,24713200,24.25 857 | 2013-06-24,23.950001,24.110001,23.379999,23.940001,40626000,23.940001 858 | 2013-06-21,24.59,24.700001,24.049999,24.530001,45833900,24.530001 859 | 2013-06-20,24.280001,24.75,23.65,23.90,42765600,23.90 860 | 2013-06-19,24.200001,25.190001,24.10,24.309999,31790600,24.309999 861 | 2013-06-18,24.09,24.690001,24.08,24.209999,36709100,24.209999 862 | 2013-06-17,23.91,24.25,23.75,24.02,33664500,24.02 863 | 2013-06-14,23.559999,23.889999,23.26,23.629999,30677100,23.629999 864 | 2013-06-13,23.719999,23.83,23.27,23.73,31189300,23.73 865 | 2013-06-12,24.16,24.26,23.58,23.77,26445800,23.77 866 | 2013-06-11,24.030001,24.35,24.00,24.030001,29885900,24.030001 867 | 2013-06-10,24.059999,24.60,23.99,24.33,58393000,24.33 868 | 2013-06-07,23.030001,23.40,22.860001,23.290001,38699200,23.290001 869 | 2013-06-06,22.99,23.09,22.67,22.969999,31260700,22.969999 870 | 2013-06-05,23.35,23.709999,22.790001,22.90,53819700,22.90 871 | 2013-06-04,23.889999,23.93,23.32,23.52,34760800,23.52 872 | 2013-06-03,24.27,24.32,23.709999,23.85,35733800,23.85 873 | 2013-05-31,24.629999,24.950001,24.27,24.35,35925000,24.35 874 | 2013-05-30,24.129999,24.780001,23.93,24.549999,60733200,24.549999 875 | 2013-05-29,23.790001,23.809999,23.26,23.32,64237800,23.32 876 | 2013-05-28,24.540001,24.540001,23.92,24.10,50079700,24.10 877 | 2013-05-24,24.969999,24.969999,24.08,24.309999,58727900,24.309999 878 | 2013-05-23,24.799999,25.530001,24.77,25.059999,37663100,25.059999 879 | 2013-05-22,25.65,25.85,24.92,25.16,45314500,25.16 880 | 2013-05-21,25.870001,26.08,25.59,25.66,26261300,25.66 881 | 2013-05-20,26.18,26.190001,25.690001,25.76,42402900,25.76 882 | 2013-05-17,26.40,26.60,26.200001,26.25,29462700,26.25 883 | 2013-05-16,26.48,26.549999,25.90,26.129999,35499100,26.129999 884 | 2013-05-15,26.92,26.99,26.40,26.60,30299800,26.60 885 | 2013-05-14,26.889999,27.280001,26.82,27.07,24930300,27.07 886 | 2013-05-13,26.60,27.33,26.530001,26.82,29068800,26.82 887 | 2013-05-10,27.139999,27.299999,26.57,26.68,30847100,26.68 888 | 2013-05-09,27.08,27.549999,26.85,27.040001,33457200,27.040001 889 | 2013-05-08,26.879999,27.299999,26.65,27.120001,34654900,27.120001 890 | 2013-05-07,27.549999,27.85,26.85,26.889999,41259100,26.889999 891 | 2013-05-06,28.33,28.459999,27.48,27.57,43939400,27.57 892 | 2013-05-03,29.040001,29.07,28.15,28.309999,58506400,28.309999 893 | 2013-05-02,28.01,29.02,27.98,28.969999,104257000,28.969999 894 | 2013-05-01,27.85,27.92,27.309999,27.43,64567600,27.43 895 | 2013-04-30,27.129999,27.85,27.01,27.77,36245700,27.77 896 | 2013-04-29,27.16,27.41,26.860001,26.98,29201100,26.98 897 | 2013-04-26,26.60,27.620001,26.60,26.85,33018000,26.85 898 | 2013-04-25,26.07,26.40,26.00,26.139999,17150000,26.139999 899 | 2013-04-24,25.93,26.40,25.799999,26.110001,19729900,26.110001 900 | 2013-04-23,26.219999,26.33,25.77,25.98,25191500,25.98 901 | 2013-04-22,25.809999,26.360001,25.700001,25.969999,25687600,25.969999 902 | 2013-04-19,25.620001,25.959999,25.33,25.73,20380900,25.73 903 | 2013-04-18,26.82,26.82,25.15,25.690001,39059000,25.690001 904 | 2013-04-17,26.65,27.200001,26.389999,26.629999,26440600,26.629999 905 | 2013-04-16,26.809999,27.110001,26.40,26.92,27365900,26.92 906 | 2013-04-15,27.16,27.48,26.360001,26.52,30275400,26.52 907 | 2013-04-12,28.00,28.00,27.24,27.40,28697400,27.40 908 | 2013-04-11,27.48,28.10,27.25,28.02,33368500,28.02 909 | 2013-04-10,27.01,27.84,26.90,27.57,45949400,27.57 910 | 2013-04-09,26.58,26.889999,26.42,26.59,21311100,26.59 911 | 2013-04-08,27.190001,27.200001,26.629999,26.85,27256000,26.85 912 | 2013-04-05,26.860001,27.799999,26.610001,27.389999,64566600,27.389999 913 | 2013-04-04,26.620001,27.23,26.110001,27.07,82016800,27.07 914 | 2013-04-03,25.83,26.389999,25.700001,26.25,48195200,26.25 915 | 2013-04-02,25.77,26.120001,25.299999,25.42,35153300,25.42 916 | 2013-04-01,25.629999,25.889999,25.280001,25.530001,22249300,25.530001 917 | 2013-03-28,26.09,26.17,25.52,25.58,28585700,25.58 918 | 2013-03-27,25.00,26.280001,24.719999,26.09,52297400,26.09 919 | 2013-03-26,25.08,25.48,25.030001,25.209999,26957200,25.209999 920 | 2013-03-25,25.75,25.799999,25.08,25.129999,39199000,25.129999 921 | 2013-03-22,25.799999,26.01,25.629999,25.73,18456300,25.73 922 | 2013-03-21,25.66,26.110001,25.559999,25.74,24336100,25.74 923 | 2013-03-20,26.68,26.690001,25.780001,25.860001,44006500,25.860001 924 | 2013-03-19,26.530001,26.90,26.209999,26.549999,25254200,26.549999 925 | 2013-03-18,26.370001,26.790001,25.780001,26.49,26653700,26.49 926 | 2013-03-15,27.030001,27.059999,26.559999,26.65,31597400,26.65 927 | 2013-03-14,27.10,27.43,26.83,27.040001,27646400,27.040001 928 | 2013-03-13,27.620001,27.65,26.92,27.08,39619500,27.08 929 | 2013-03-12,28.10,28.32,27.60,27.83,27569600,27.83 930 | 2013-03-11,28.01,28.639999,27.83,28.139999,35642100,28.139999 931 | 2013-03-08,28.43,28.469999,27.73,27.959999,44198900,27.959999 932 | 2013-03-07,27.57,28.68,27.469999,28.58,74540200,28.58 933 | 2013-03-06,28.10,28.129999,27.35,27.450001,33532600,27.450001 934 | 2013-03-05,27.879999,28.18,27.209999,27.52,40622200,27.52 935 | 2013-03-04,27.76,28.059999,27.440001,27.719999,32400700,27.719999 936 | 2013-03-01,27.049999,28.120001,26.809999,27.780001,54064800,27.780001 937 | 2013-02-28,26.84,27.299999,26.34,27.25,83027800,27.25 938 | 2013-02-27,27.34,27.34,26.629999,26.870001,44319700,26.870001 939 | 2013-02-26,27.360001,27.459999,26.700001,27.389999,31611700,27.389999 940 | 2013-02-25,27.16,27.639999,27.15,27.27,34652000,27.27 941 | 2013-02-22,27.620001,27.629999,26.82,27.129999,36350200,27.129999 942 | 2013-02-21,28.280001,28.549999,27.15,27.280001,49642300,27.280001 943 | 2013-02-20,28.92,29.049999,28.33,28.459999,42098200,28.459999 944 | 2013-02-19,28.23,29.08,28.120001,28.93,49396400,28.93 945 | 2013-02-15,28.52,28.75,28.09,28.32,33109300,28.32 946 | 2013-02-14,28.02,28.629999,28.01,28.50,35615800,28.50 947 | 2013-02-13,27.360001,28.32,27.309999,27.91,50164000,27.91 948 | 2013-02-12,27.67,28.16,27.10,27.370001,93498700,27.370001 949 | 2013-02-11,28.610001,28.68,28.040001,28.26,37361800,28.26 950 | 2013-02-08,28.889999,29.17,28.51,28.549999,37708800,28.549999 951 | 2013-02-07,29.110001,29.15,28.27,28.65,34540100,28.65 952 | 2013-02-06,28.74,29.290001,28.66,29.049999,38375900,29.049999 953 | 2013-02-05,28.26,28.959999,28.040001,28.639999,47948200,28.639999 954 | 2013-02-04,29.059999,29.200001,28.01,28.110001,92362200,28.110001 955 | 2013-02-01,31.01,31.02,29.629999,29.73,85856700,29.73 956 | 2013-01-31,29.15,31.469999,28.74,30.98,190744900,30.98 957 | 2013-01-30,30.98,31.49,30.879999,31.24,87682100,31.24 958 | 2013-01-29,32.00,32.07,30.709999,30.790001,72976500,30.790001 959 | 2013-01-28,31.879999,32.509998,31.809999,32.470001,59682500,32.470001 960 | 2013-01-25,31.41,31.93,31.129999,31.540001,54363600,31.540001 961 | 2013-01-24,31.27,31.49,30.809999,31.08,43845100,31.08 962 | 2013-01-23,31.10,31.50,30.799999,30.82,48899800,30.82 963 | 2013-01-22,29.75,30.889999,29.74,30.73,55243300,30.73 964 | 2013-01-18,30.309999,30.440001,29.27,29.66,49631500,29.66 965 | 2013-01-17,30.08,30.42,30.030001,30.139999,40256700,30.139999 966 | 2013-01-16,30.209999,30.35,29.530001,29.85,75332700,29.85 967 | 2013-01-15,30.639999,31.709999,29.879999,30.10,173242600,30.10 968 | 2013-01-14,32.080002,32.209999,30.620001,30.950001,98892800,30.950001 969 | 2013-01-11,31.280001,31.959999,31.10,31.719999,89598000,31.719999 970 | 2013-01-10,30.60,31.450001,30.280001,31.299999,95316400,31.299999 971 | 2013-01-09,29.67,30.60,29.49,30.59,104787700,30.59 972 | 2013-01-08,29.51,29.60,28.860001,29.059999,45871300,29.059999 973 | 2013-01-07,28.690001,29.790001,28.65,29.42,83781800,29.42 974 | 2013-01-04,28.01,28.93,27.83,28.76,72715400,28.76 975 | 2013-01-03,27.879999,28.469999,27.59,27.77,63140600,27.77 976 | 2013-01-02,27.440001,28.18,27.42,28.00,69846400,28.00 977 | 2012-12-31,26.200001,26.99,26.110001,26.620001,60374500,26.620001 978 | 2012-12-28,25.48,26.110001,25.15,25.91,56574800,25.91 979 | 2012-12-27,26.549999,26.799999,25.52,26.049999,43481700,26.049999 980 | 2012-12-26,27.030001,27.18,26.379999,26.51,33175400,26.51 981 | 2012-12-24,26.50,26.959999,26.200001,26.93,28230100,26.93 982 | 2012-12-21,26.66,27.01,26.120001,26.26,54555200,26.26 983 | 2012-12-20,27.49,27.60,27.129999,27.360001,35574800,27.360001 984 | 2012-12-19,27.83,28.219999,26.950001,27.41,61390300,27.41 985 | 2012-12-18,26.959999,27.91,26.90,27.709999,60512900,27.709999 986 | 2012-12-17,26.77,27.00,26.32,26.75,57742500,26.75 987 | 2012-12-14,28.18,28.33,26.76,26.809999,91631600,26.809999 988 | 2012-12-13,27.59,28.75,27.43,28.24,81051600,28.24 989 | 2012-12-12,28.00,28.139999,27.370001,27.58,46704200,27.58 990 | 2012-12-11,28.07,28.24,27.66,27.98,77099100,27.98 991 | 2012-12-10,27.17,28.17,27.10,27.84,50608500,27.84 992 | 2012-12-07,27.07,27.780001,26.84,27.49,51751900,27.49 993 | 2012-12-06,27.68,27.75,26.82,26.969999,46001500,26.969999 994 | 2012-12-05,27.75,27.90,27.26,27.709999,58976300,27.709999 995 | 2012-12-04,27.059999,27.76,26.68,27.459999,72869200,27.459999 996 | 2012-12-03,28.00,28.879999,26.98,27.040001,123526100,27.040001 997 | 2012-11-30,27.26,28.00,26.76,28.00,127049600,28.00 998 | 2012-11-29,26.50,27.52,26.16,27.32,88759700,27.32 999 | 2012-11-28,25.940001,26.49,25.75,26.360001,49205600,26.360001 1000 | 2012-11-27,26.040001,26.50,25.459999,26.15,85760600,26.15 1001 | 2012-11-26,24.940001,26.09,24.809999,25.940001,123865000,25.940001 1002 | 2012-11-23,24.58,24.68,23.879999,24.00,29520900,24.00 1003 | 2012-11-21,23.219999,24.530001,23.049999,24.32,89862400,24.32 1004 | 2012-11-20,22.73,23.90,22.700001,23.10,46655300,23.10 1005 | 2012-11-19,23.959999,24.120001,22.82,22.92,85021300,22.92 1006 | 2012-11-16,22.25,23.93,22.18,23.559999,107182200,23.559999 1007 | 2012-11-15,22.34,22.50,21.65,22.17,78857700,22.17 1008 | 2012-11-14,20.10,22.50,19.93,22.360001,229751000,22.360001 1009 | 2012-11-13,19.610001,20.110001,19.559999,19.860001,71775100,19.860001 1010 | 2012-11-12,19.15,20.17,18.870001,20.07,67349200,20.07 1011 | 2012-11-09,19.959999,20.00,19.129999,19.209999,42295500,19.209999 1012 | 2012-11-08,20.52,20.73,19.98,19.99,34254600,19.99 1013 | 2012-11-07,20.85,20.950001,20.370001,20.469999,33396800,20.469999 1014 | 2012-11-06,21.24,21.370001,20.99,21.17,29062700,21.17 1015 | 2012-11-05,21.10,21.48,20.92,21.25,31806700,21.25 1016 | 2012-11-02,21.26,21.690001,21.07,21.18,38344400,21.18 1017 | 2012-11-01,21.08,21.440001,21.01,21.209999,37713900,21.209999 1018 | 2012-10-31,20.82,21.50,20.73,21.110001,99378200,21.110001 1019 | 2012-10-26,22.40,22.879999,21.879999,21.940001,73175800,21.940001 1020 | 2012-10-25,23.290001,23.309999,22.469999,22.559999,76142000,22.559999 1021 | 2012-10-24,24.129999,24.25,22.85,23.23,228949900,23.23 1022 | 2012-10-23,19.25,19.799999,19.10,19.50,78381200,19.50 1023 | 2012-10-22,19.200001,19.43,19.049999,19.32,32447300,19.32 1024 | 2012-10-19,19.00,19.059999,18.799999,19.00,34835000,19.00 1025 | 2012-10-18,19.700001,19.790001,18.889999,18.98,52157400,18.98 1026 | 2012-10-17,19.50,20.48,19.370001,19.879999,44074500,19.879999 1027 | 2012-10-16,19.68,19.690001,19.299999,19.48,21834700,19.48 1028 | 2012-10-15,19.68,19.879999,19.49,19.52,20189700,19.52 1029 | 2012-10-12,19.75,19.799999,19.48,19.52,18809400,19.52 1030 | 2012-10-11,19.879999,19.959999,19.610001,19.75,21817300,19.75 1031 | 2012-10-10,19.93,19.940001,19.450001,19.639999,39321800,19.639999 1032 | 2012-10-09,20.389999,20.549999,19.969999,20.23,27161800,20.23 1033 | 2012-10-08,20.40,20.75,20.16,20.40,32236700,20.40 1034 | 2012-10-05,21.49,21.629999,20.879999,20.91,40529300,20.91 1035 | 2012-10-04,22.32,22.40,21.41,21.950001,46892100,21.950001 1036 | 2012-10-03,22.299999,22.49,21.799999,21.83,32000100,21.83 1037 | 2012-10-02,22.08,22.49,21.82,22.27,29341400,22.27 1038 | 2012-10-01,22.08,22.59,21.73,21.99,51262700,21.99 1039 | 2012-09-28,20.57,21.950001,20.50,21.66,65486000,21.66 1040 | 2012-09-27,20.99,21.00,20.16,20.32,30215900,20.32 1041 | 2012-09-26,20.15,20.780001,19.799999,20.620001,38271900,20.620001 1042 | 2012-09-25,21.200001,21.209999,20.219999,20.280001,46291700,20.280001 1043 | 2012-09-24,21.780001,21.98,20.360001,20.790001,79106500,20.790001 1044 | 2012-09-21,22.969999,23.24,22.60,22.860001,51218100,22.860001 1045 | 2012-09-20,23.02,23.24,22.540001,22.59,57248900,22.59 1046 | 2012-09-19,21.99,23.370001,21.77,23.290001,78782800,23.290001 1047 | 2012-09-18,21.60,21.98,21.370001,21.870001,36760500,21.870001 1048 | 2012-09-17,22.67,22.75,21.50,21.52,50667600,21.52 1049 | 2012-09-14,21.129999,22.08,20.90,22.00,72819800,22.00 1050 | 2012-09-13,20.959999,21.48,20.610001,20.709999,65041600,20.709999 1051 | 2012-09-12,20.76,21.16,20.280001,20.93,121584000,20.93 1052 | 2012-09-11,18.92,19.58,18.85,19.43,50508200,19.43 1053 | 2012-09-10,19.059999,19.200001,18.549999,18.809999,24797800,18.809999 1054 | 2012-09-07,19.10,19.42,18.780001,18.98,36371700,18.98 1055 | 2012-09-06,18.74,19.26,18.719999,18.959999,46066500,18.959999 1056 | 2012-09-05,18.27,18.75,18.18,18.58,60781800,18.58 1057 | 2012-09-04,18.08,18.27,17.549999,17.73,46622400,17.73 1058 | 2012-08-31,18.68,18.700001,18.030001,18.059999,58764200,18.059999 1059 | 2012-08-30,19.27,19.450001,19.059999,19.09,30647500,19.09 1060 | 2012-08-29,19.32,19.379999,19.07,19.10,16124700,19.10 1061 | 2012-08-28,19.10,19.379999,18.950001,19.34,25417000,19.34 1062 | 2012-08-27,19.49,19.530001,19.10,19.15,20704000,19.15 1063 | 2012-08-24,19.52,19.68,19.25,19.41,29622200,19.41 1064 | 2012-08-23,19.50,19.73,19.360001,19.440001,32813700,19.440001 1065 | 2012-08-22,19.360001,19.530001,18.959999,19.440001,49892200,19.440001 1066 | 2012-08-21,19.58,19.98,19.09,19.16,70640600,19.16 1067 | 2012-08-20,19.049999,20.129999,18.75,20.01,101186600,20.01 1068 | 2012-08-17,20.01,20.08,19.00,19.049999,129293400,19.049999 1069 | 2012-08-16,20.440001,20.48,19.690001,19.870001,157565300,19.870001 1070 | 2012-08-15,20.639999,21.41,20.40,21.200001,47861100,21.200001 1071 | 2012-08-14,21.41,21.60,20.25,20.379999,39308800,20.379999 1072 | 2012-08-13,22.15,22.450001,21.40,21.60,24973100,21.60 1073 | 2012-08-10,21.41,21.82,21.129999,21.809999,25794700,21.809999 1074 | 2012-08-09,20.75,21.17,20.610001,21.01,15610700,21.01 1075 | 2012-08-08,20.709999,21.15,20.219999,20.719999,29537400,20.719999 1076 | 2012-08-07,22.200001,22.450001,20.50,20.719999,36782900,20.719999 1077 | 2012-08-06,21.389999,22.15,21.299999,21.92,27778900,21.92 1078 | 2012-08-03,20.360001,22.16,19.90,21.09,80647000,21.09 1079 | 2012-08-02,20.77,20.84,19.82,20.040001,56374500,20.040001 1080 | 2012-08-01,21.50,21.58,20.84,20.879999,44604400,20.879999 1081 | 2012-07-31,23.370001,23.370001,21.610001,21.709999,56179400,21.709999 1082 | 2012-07-30,24.00,24.040001,23.030001,23.15,29285900,23.15 1083 | 2012-07-27,23.190001,24.540001,22.280001,23.709999,123102300,23.709999 1084 | 2012-07-26,27.75,28.23,26.73,26.85,64597400,26.85 1085 | 2012-07-25,28.389999,29.49,28.08,29.34,17230200,29.34 1086 | 2012-07-24,28.82,29.450001,28.10,28.450001,11539800,28.450001 1087 | 2012-07-23,28.120001,29.00,28.01,28.75,12390700,28.75 1088 | 2012-07-20,29.00,29.469999,28.719999,28.76,11869100,28.76 1089 | 2012-07-19,29.41,29.50,28.629999,29.00,13685100,29.00 1090 | 2012-07-18,28.309999,29.290001,28.15,29.110001,16841800,29.110001 1091 | 2012-07-17,28.48,28.59,27.15,28.09,30438600,28.09 1092 | 2012-07-16,30.50,30.50,28.209999,28.25,24672100,28.25 1093 | 2012-07-13,31.040001,31.07,30.559999,30.719999,8108300,30.719999 1094 | 2012-07-12,30.700001,31.40,30.60,30.809999,11300700,30.809999 1095 | 2012-07-11,31.48,31.559999,30.549999,30.969999,13030300,30.969999 1096 | 2012-07-10,32.43,32.48,31.16,31.469999,14269500,31.469999 1097 | 2012-07-09,32.099998,32.880001,31.99,32.169998,17785200,32.169998 1098 | 2012-07-06,31.440001,31.90,31.26,31.73,10945600,31.73 1099 | 2012-07-05,31.32,31.629999,31.02,31.469999,10032100,31.469999 1100 | 2012-07-03,30.91,31.440001,30.799999,31.200001,8763600,31.200001 1101 | 2012-07-02,31.25,31.73,30.549999,30.77,14122000,30.77 1102 | 2012-06-29,31.92,31.99,30.76,31.10,19526900,31.10 1103 | 2012-06-28,31.959999,32.189999,30.90,31.360001,17713300,31.360001 1104 | 2012-06-27,32.459999,32.900002,31.90,32.23,28568000,32.23 1105 | 2012-06-26,32.689999,33.439999,32.50,33.099998,24858700,33.099998 1106 | 2012-06-25,32.860001,33.02,31.549999,32.060001,24352900,32.060001 1107 | 2012-06-22,32.41,33.450001,32.060001,33.049999,74834000,33.049999 1108 | 2012-06-21,31.67,32.50,31.51,31.84,21875300,31.84 1109 | 2012-06-20,31.92,31.93,31.15,31.60,15553600,31.60 1110 | 2012-06-19,31.540001,32.18,30.700001,31.91,30849000,31.91 1111 | 2012-06-18,29.959999,32.080002,29.41,31.41,42978900,31.41 1112 | 2012-06-15,28.51,30.10,28.35,30.01,43563800,30.01 1113 | 2012-06-14,27.65,28.32,27.379999,28.290001,16855000,28.290001 1114 | 2012-06-13,27.66,28.10,27.10,27.27,17102800,27.27 1115 | 2012-06-12,27.48,27.77,26.959999,27.40,15816800,27.40 1116 | 2012-06-11,27.18,28.07,26.84,27.01,28219600,27.01 1117 | 2012-06-08,26.549999,27.76,26.440001,27.10,38034000,27.10 1118 | 2012-06-07,27.00,27.35,26.15,26.309999,26159500,26.309999 1119 | 2012-06-06,26.07,27.17,25.52,26.809999,61489200,26.809999 1120 | 2012-06-05,26.700001,27.76,25.75,25.870001,42473400,25.870001 1121 | 2012-06-04,27.200001,27.65,26.440001,26.90,35230300,26.90 1122 | 2012-06-01,28.889999,29.15,27.389999,27.719999,41855500,27.719999 1123 | 2012-05-31,28.549999,29.67,26.83,29.60,111639200,29.60 1124 | 2012-05-30,28.700001,29.549999,27.860001,28.190001,57267900,28.190001 1125 | 2012-05-29,31.48,31.690001,28.65,28.84,78063400,28.84 1126 | 2012-05-25,32.900002,32.950001,31.110001,31.91,37149800,31.91 1127 | 2012-05-24,32.950001,33.209999,31.77,33.029999,50237200,33.029999 1128 | 2012-05-23,31.370001,32.50,31.360001,32.00,73600000,32.00 1129 | 2012-05-22,32.610001,33.59,30.940001,31.00,101786600,31.00 1130 | 2012-05-21,36.529999,36.66,33.00,34.029999,168192700,34.029999 1131 | 2012-05-18,42.049999,45.00,38.00,38.23,573576400,38.23 1132 | -------------------------------------------------------------------------------- /data/TSLA.csv: -------------------------------------------------------------------------------- 1 | Date,Open,High,Low,Close,Volume,Adj Close 2 | 2016-11-11,184.240005,188.880005,183.00,188.559998,3984400,188.559998 3 | 2016-11-10,191.050003,191.610001,180.419998,185.350006,6748500,185.350006 4 | 2016-11-09,186.880005,192.00,183.949997,190.059998,8158800,190.059998 5 | 2016-11-08,193.789993,197.490005,191.259995,194.940002,3251400,194.940002 6 | 2016-11-07,193.589996,194.289993,190.050003,193.210007,3852000,193.210007 7 | 2016-11-04,189.00,193.460007,185.960007,190.559998,5140900,190.559998 8 | 2016-11-03,189.00,191.470001,187.039993,187.419998,2641400,187.419998 9 | 2016-11-02,190.050003,192.699997,187.509995,188.020004,4208700,188.020004 10 | 2016-11-01,198.039993,198.50,188.110001,190.789993,7014900,190.789993 11 | 2016-10-31,202.490005,202.490005,195.809998,197.729996,4685100,197.729996 12 | 2016-10-28,204.00,205.320007,199.830002,199.970001,4255500,199.970001 13 | 2016-10-27,211.339996,213.699997,201.649994,204.009995,13066400,204.009995 14 | 2016-10-26,201.00,203.190002,200.100006,202.240005,4647800,202.240005 15 | 2016-10-25,202.899994,204.690002,201.199997,202.339996,2445000,202.339996 16 | 2016-10-24,201.00,203.949997,200.25,202.759995,2751600,202.759995 17 | 2016-10-21,198.600006,201.570007,197.410004,200.089996,2943400,200.089996 18 | 2016-10-20,202.119995,203.00,197.050003,199.100006,5072900,199.100006 19 | 2016-10-19,199.740005,206.660004,198.059998,203.559998,6991200,203.559998 20 | 2016-10-18,195.990005,199.470001,193.259995,199.100006,5680500,199.100006 21 | 2016-10-17,197.050003,198.389999,192.00,193.960007,4554100,193.960007 22 | 2016-10-14,200.660004,201.429993,196.300003,196.509995,4269900,196.509995 23 | 2016-10-13,200.50,200.899994,197.050003,200.240005,2494600,200.240005 24 | 2016-10-12,200.949997,203.880005,200.419998,201.509995,1970700,201.509995 25 | 2016-10-11,201.850006,202.199997,198.309998,200.100006,2328400,200.100006 26 | 2016-10-10,201.350006,204.139999,199.660004,200.949997,3316300,200.949997 27 | 2016-10-07,201.00,201.320007,195.800003,196.610001,3493000,196.610001 28 | 2016-10-06,202.460007,204.210007,200.210007,201.00,4703400,201.00 29 | 2016-10-05,212.240005,213.149994,208.119995,208.460007,1877500,208.460007 30 | 2016-10-04,213.100006,213.320007,208.820007,211.410004,3541500,211.410004 31 | 2016-10-03,212.300003,215.669998,208.25,213.699997,5999900,213.699997 32 | 2016-09-30,202.210007,204.979996,199.550003,204.029999,2586300,204.029999 33 | 2016-09-29,205.600006,207.330002,200.580002,200.699997,2727000,200.699997 34 | 2016-09-28,207.509995,208.25,205.259995,206.270004,2088400,206.270004 35 | 2016-09-27,209.649994,209.979996,204.610001,205.809998,3373200,205.809998 36 | 2016-09-26,206.50,211.00,206.50,208.990005,2394400,208.990005 37 | 2016-09-23,205.990005,210.179993,205.669998,207.449997,2905200,207.449997 38 | 2016-09-22,206.399994,207.279999,203.00,206.429993,2382900,206.429993 39 | 2016-09-21,206.369995,207.00,201.559998,205.220001,2633500,205.220001 40 | 2016-09-20,206.850006,207.75,203.910004,204.639999,2410500,204.639999 41 | 2016-09-19,207.00,209.429993,205.00,206.339996,2299500,206.339996 42 | 2016-09-16,200.419998,205.699997,199.00,205.399994,3107800,205.399994 43 | 2016-09-15,196.490005,202.520004,196.399994,200.419998,3077200,200.419998 44 | 2016-09-14,195.75,197.919998,194.860001,196.410004,2254500,196.410004 45 | 2016-09-13,197.059998,198.490005,193.449997,196.050003,3589400,196.050003 46 | 2016-09-12,195.00,201.369995,194.100006,198.300003,3715200,198.300003 47 | 2016-09-09,199.089996,199.919998,193.699997,194.470001,3757000,194.470001 48 | 2016-09-08,199.550003,199.889999,196.360001,197.360001,3377900,197.360001 49 | 2016-09-07,205.50,206.50,200.710007,201.710007,3640900,201.710007 50 | 2016-09-06,199.020004,203.25,199.00,202.830002,4390600,202.830002 51 | 2016-09-02,202.330002,203.199997,196.199997,197.779999,5977400,197.779999 52 | 2016-09-01,209.009995,211.100006,200.50,200.770004,7943100,200.770004 53 | 2016-08-31,210.429993,212.600006,208.649994,212.009995,3276500,212.009995 54 | 2016-08-30,216.110001,216.110001,210.520004,211.339996,3168900,211.339996 55 | 2016-08-29,220.149994,220.399994,215.00,215.199997,3266300,215.199997 56 | 2016-08-26,222.139999,222.860001,218.820007,219.990005,2239000,219.990005 57 | 2016-08-25,223.110001,223.800003,220.770004,220.960007,1762500,220.960007 58 | 2016-08-24,227.050003,227.149994,222.220001,222.619995,2570700,222.619995 59 | 2016-08-23,224.320007,228.490005,222.800003,224.839996,4784400,224.839996 60 | 2016-08-22,224.169998,225.110001,222.679993,222.929993,2065500,222.929993 61 | 2016-08-19,223.539993,225.169998,222.529999,225.00,1659500,225.00 62 | 2016-08-18,223.820007,225.660004,222.289993,223.509995,1714500,223.509995 63 | 2016-08-17,224.330002,224.830002,222.800003,223.240005,1787100,223.240005 64 | 2016-08-16,225.490005,227.190002,223.410004,223.610001,2267100,223.610001 65 | 2016-08-15,226.020004,229.50,224.929993,225.589996,2034300,225.589996 66 | 2016-08-12,225.410004,226.649994,224.039993,225.610001,1813500,225.610001 67 | 2016-08-11,226.169998,227.570007,223.410004,224.910004,1880900,224.910004 68 | 2016-08-10,228.240005,229.869995,224.619995,225.649994,2338300,225.649994 69 | 2016-08-09,226.820007,231.539993,226.649994,229.080002,2207800,229.080002 70 | 2016-08-08,228.00,229.600006,226.089996,226.160004,2263600,226.160004 71 | 2016-08-05,230.00,232.00,227.399994,230.029999,3205200,230.029999 72 | 2016-08-04,225.690002,230.860001,222.050003,230.610001,4147000,230.610001 73 | 2016-08-03,227.369995,229.699997,224.210007,225.789993,3887800,225.789993 74 | 2016-08-02,229.369995,229.869995,221.399994,227.199997,3934400,227.199997 75 | 2016-08-01,235.50,236.630005,229.380005,230.009995,4016300,230.009995 76 | 2016-07-29,230.699997,235.279999,230.240005,234.789993,3070800,234.789993 77 | 2016-07-28,227.949997,230.759995,226.600006,230.610001,2419100,230.610001 78 | 2016-07-27,229.339996,233.360001,226.919998,228.490005,2889000,228.490005 79 | 2016-07-26,227.690002,230.00,225.300003,229.509995,3430000,229.509995 80 | 2016-07-25,222.270004,231.389999,221.369995,230.009995,4490700,230.009995 81 | 2016-07-22,221.990005,224.50,218.880005,222.270004,2579700,222.270004 82 | 2016-07-21,226.00,227.850006,219.100006,220.50,4428700,220.50 83 | 2016-07-20,226.470001,229.800003,225.00,228.360001,2568500,228.360001 84 | 2016-07-19,225.00,229.100006,224.75,225.259995,3115100,225.259995 85 | 2016-07-18,219.639999,227.089996,218.300003,226.25,3412100,226.25 86 | 2016-07-15,222.520004,222.75,219.639999,220.399994,2234200,220.399994 87 | 2016-07-14,223.119995,224.940002,221.050003,221.529999,2675800,221.529999 88 | 2016-07-13,225.50,225.589996,220.289993,222.529999,3567100,222.529999 89 | 2016-07-12,224.100006,227.50,223.220001,224.649994,4571300,224.649994 90 | 2016-07-11,219.960007,226.779999,219.509995,224.779999,5429800,224.779999 91 | 2016-07-08,217.800003,219.809998,214.50,216.779999,4074800,216.779999 92 | 2016-07-07,213.100006,218.119995,213.009995,215.940002,3612000,215.940002 93 | 2016-07-06,210.00,215.229996,209.00,214.440002,4919900,214.440002 94 | 2016-07-05,209.729996,214.539993,208.00,213.979996,5175300,213.979996 95 | 2016-07-01,206.139999,218.240005,206.00,216.50,5400000,216.50 96 | 2016-06-30,212.970001,213.50,209.020004,212.279999,4843100,212.279999 97 | 2016-06-29,205.130005,211.779999,203.00,210.190002,5994900,210.190002 98 | 2016-06-28,201.889999,204.050003,199.410004,201.789993,6212400,201.789993 99 | 2016-06-27,190.860001,198.809998,187.869995,198.550003,7205400,198.550003 100 | 2016-06-24,190.050003,195.119995,189.729996,193.149994,7026500,193.149994 101 | 2016-06-23,195.690002,197.550003,192.130005,196.399994,10130700,196.399994 102 | 2016-06-22,199.470001,205.949997,195.75,196.660004,23742400,196.660004 103 | 2016-06-21,220.679993,222.570007,218.809998,219.610001,4529000,219.610001 104 | 2016-06-20,219.50,223.75,218.229996,219.699997,3555500,219.699997 105 | 2016-06-17,217.809998,219.990005,214.50,215.470001,3112600,215.470001 106 | 2016-06-16,217.419998,218.039993,213.50,217.929993,2440300,217.929993 107 | 2016-06-15,216.949997,221.899994,215.130005,217.699997,2908500,217.699997 108 | 2016-06-14,218.880005,222.199997,212.529999,214.960007,3580200,214.960007 109 | 2016-06-13,219.50,225.770004,217.660004,217.869995,4193000,217.869995 110 | 2016-06-10,227.389999,227.970001,218.419998,218.789993,6026600,218.789993 111 | 2016-06-09,234.979996,235.330002,227.059998,229.360001,4492100,229.360001 112 | 2016-06-08,233.800003,240.850006,232.610001,235.520004,5972000,235.520004 113 | 2016-06-07,222.240005,234.440002,221.520004,232.339996,6213600,232.339996 114 | 2016-06-06,218.00,220.899994,215.449997,220.679993,2249500,220.679993 115 | 2016-06-03,220.00,221.940002,218.009995,218.990005,2229000,218.990005 116 | 2016-06-02,219.589996,219.910004,217.110001,218.960007,2032800,218.960007 117 | 2016-06-01,221.479996,222.399994,216.889999,219.559998,2982700,219.559998 118 | 2016-05-31,223.039993,224.75,221.50,223.229996,2789000,223.229996 119 | 2016-05-27,224.990005,225.929993,220.75,223.039993,3642700,223.039993 120 | 2016-05-26,220.50,225.259995,219.050003,225.119995,4072400,225.119995 121 | 2016-05-25,217.910004,221.360001,216.509995,219.580002,3126800,219.580002 122 | 2016-05-24,216.600006,218.740005,215.179993,217.910004,3013800,217.910004 123 | 2016-05-23,219.869995,222.600006,215.860001,216.220001,5102500,216.220001 124 | 2016-05-20,216.990005,220.550003,216.350006,220.279999,9007100,220.279999 125 | 2016-05-19,213.619995,216.789993,207.300003,215.210007,6866300,215.210007 126 | 2016-05-18,209.149994,215.309998,207.75,211.169998,5617500,211.169998 127 | 2016-05-17,209.050003,209.820007,204.020004,204.660004,2843600,204.660004 128 | 2016-05-16,208.149994,213.149994,207.919998,208.289993,2949400,208.289993 129 | 2016-05-13,207.779999,211.199997,206.699997,207.610001,2822800,207.610001 130 | 2016-05-12,211.440002,211.669998,203.660004,207.279999,3650500,207.279999 131 | 2016-05-11,207.589996,215.479996,206.050003,208.960007,5161900,208.960007 132 | 2016-05-10,207.550003,209.470001,205.00,208.690002,4070600,208.690002 133 | 2016-05-09,215.720001,216.149994,206.800003,208.919998,4776400,208.919998 134 | 2016-05-06,210.869995,216.369995,208.110001,214.929993,5681100,214.929993 135 | 2016-05-05,228.460007,228.639999,209.789993,211.529999,11254800,211.529999 136 | 2016-05-04,230.289993,234.460007,220.399994,222.559998,8700500,222.559998 137 | 2016-05-03,237.360001,238.910004,231.619995,232.320007,4302200,232.320007 138 | 2016-05-02,241.50,243.190002,234.820007,241.800003,3843900,241.800003 139 | 2016-04-29,248.139999,248.429993,237.809998,240.759995,5413800,240.759995 140 | 2016-04-28,249.850006,253.429993,247.440002,247.710007,2519000,247.710007 141 | 2016-04-27,252.75,255.00,249.399994,251.470001,3205800,251.470001 142 | 2016-04-26,252.050003,255.729996,249.389999,253.740005,3223800,253.740005 143 | 2016-04-25,253.009995,257.380005,250.759995,251.820007,3670300,251.820007 144 | 2016-04-22,248.889999,254.00,245.710007,253.75,3786300,253.75 145 | 2016-04-21,248.990005,250.899994,246.910004,248.289993,2783100,248.289993 146 | 2016-04-20,246.259995,253.660004,241.50,249.970001,5194100,249.970001 147 | 2016-04-19,253.119995,254.369995,241.25,247.369995,6357500,247.369995 148 | 2016-04-18,252.229996,258.309998,251.660004,253.880005,4261800,253.880005 149 | 2016-04-15,251.309998,254.600006,249.119995,254.509995,3752400,254.509995 150 | 2016-04-14,253.00,256.839996,251.050003,251.860001,4132200,251.860001 151 | 2016-04-13,248.509995,255.50,247.330002,254.529999,4925600,254.529999 152 | 2016-04-12,249.50,251.800003,243.630005,247.820007,5763200,247.820007 153 | 2016-04-11,251.00,258.98999,245.300003,249.919998,9161700,249.919998 154 | 2016-04-08,260.50,260.820007,248.020004,250.070007,7363900,250.070007 155 | 2016-04-07,266.450012,269.339996,254.509995,257.200012,8856200,257.200012 156 | 2016-04-06,253.970001,267.73999,253.449997,265.420013,11705500,265.420013 157 | 2016-04-05,240.50,256.559998,240.00,255.470001,9948700,255.470001 158 | 2016-04-04,249.119995,252.119995,243.639999,246.990005,13475300,246.990005 159 | 2016-04-01,244.830002,247.899994,233.25,237.589996,15997500,237.589996 160 | 2016-03-31,229.339996,237.419998,225.009995,229.770004,8012900,229.770004 161 | 2016-03-30,235.089996,235.50,226.50,226.889999,4033000,226.889999 162 | 2016-03-29,229.889999,232.380005,225.330002,230.130005,4014300,230.130005 163 | 2016-03-28,231.610001,234.809998,225.00,230.259995,3925700,230.259995 164 | 2016-03-24,215.779999,228.889999,215.00,227.75,4960900,227.75 165 | 2016-03-23,232.369995,234.729996,222.029999,222.580002,4948800,222.580002 166 | 2016-03-22,237.210007,238.990005,232.559998,234.240005,4316000,234.240005 167 | 2016-03-21,235.339996,239.880005,235.00,238.320007,5307800,238.320007 168 | 2016-03-18,229.100006,234.479996,228.059998,232.740005,4711800,232.740005 169 | 2016-03-17,221.470001,228.50,220.00,226.380005,3782900,226.380005 170 | 2016-03-16,218.00,222.580002,217.020004,221.929993,3516700,221.929993 171 | 2016-03-15,214.270004,218.970001,211.50,218.339996,3180500,218.339996 172 | 2016-03-14,212.649994,216.720001,210.639999,215.149994,4065700,215.149994 173 | 2016-03-11,207.929993,209.419998,205.330002,207.50,3343100,207.50 174 | 2016-03-10,210.00,213.289993,200.669998,205.179993,5192500,205.179993 175 | 2016-03-09,204.520004,209.369995,202.789993,208.720001,3208600,208.720001 176 | 2016-03-08,203.50,207.50,202.199997,202.600006,4178700,202.600006 177 | 2016-03-07,197.679993,209.699997,197.399994,205.289993,5329400,205.289993 178 | 2016-03-04,198.00,204.029999,197.50,201.039993,6489100,201.039993 179 | 2016-03-03,188.279999,197.419998,184.220001,195.740005,4829000,195.740005 180 | 2016-03-02,183.729996,188.520004,181.50,188.339996,4862400,188.339996 181 | 2016-03-01,194.25,195.949997,182.699997,186.350006,6712200,186.350006 182 | 2016-02-29,192.399994,196.350006,189.220001,191.929993,4499000,191.929993 183 | 2016-02-26,188.699997,192.00,185.00,190.339996,6065100,190.339996 184 | 2016-02-25,178.649994,188.520004,175.199997,187.429993,5750700,187.429993 185 | 2016-02-24,172.75,179.50,167.839996,179.00,5395600,179.00 186 | 2016-02-23,176.160004,181.729996,173.679993,177.210007,5984400,177.210007 187 | 2016-02-22,170.119995,178.910004,169.850006,177.740005,5060100,177.740005 188 | 2016-02-19,163.660004,167.490005,162.50,166.580002,2959400,166.580002 189 | 2016-02-18,172.419998,172.949997,164.770004,166.770004,3887600,166.770004 190 | 2016-02-17,159.00,169.339996,156.679993,168.679993,5825200,168.679993 191 | 2016-02-16,158.699997,162.949997,154.110001,155.169998,5593800,155.169998 192 | 2016-02-12,155.00,157.009995,143.699997,151.039993,7235800,151.039993 193 | 2016-02-11,152.00,163.259995,147.00,150.470001,14252400,150.470001 194 | 2016-02-10,150.50,154.970001,141.740005,143.669998,10406500,143.669998 195 | 2016-02-09,142.320007,159.789993,141.050003,148.25,8651600,148.25 196 | 2016-02-08,157.100006,157.149994,146.00,147.990005,9313000,147.990005 197 | 2016-02-05,171.300003,173.00,157.740005,162.600006,9437600,162.600006 198 | 2016-02-04,170.699997,175.979996,166.990005,175.330002,4385400,175.330002 199 | 2016-02-03,183.589996,183.940002,170.179993,173.479996,7931400,173.479996 200 | 2016-02-02,192.419998,193.119995,180.229996,182.779999,5773600,182.779999 201 | 2016-02-01,188.759995,199.520004,182.75,196.940002,5297600,196.940002 202 | 2016-01-29,189.949997,193.740005,188.080002,191.199997,2852300,191.199997 203 | 2016-01-28,190.789993,191.279999,182.410004,189.699997,4592800,189.699997 204 | 2016-01-27,192.380005,193.259995,185.770004,188.070007,3617200,188.070007 205 | 2016-01-26,196.699997,197.820007,188.880005,193.559998,4964200,193.559998 206 | 2016-01-25,200.059998,203.570007,195.880005,196.380005,2698700,196.380005 207 | 2016-01-22,204.800003,205.50,199.029999,202.550003,3124100,202.550003 208 | 2016-01-21,201.550003,203.229996,195.020004,199.970001,3166200,199.970001 209 | 2016-01-20,199.399994,201.279999,191.25,198.699997,5838600,198.699997 210 | 2016-01-19,208.710007,210.470001,200.779999,204.720001,4038700,204.720001 211 | 2016-01-15,198.970001,205.070007,197.25,204.990005,5322200,204.990005 212 | 2016-01-14,202.210007,210.00,193.380005,206.179993,6490700,206.179993 213 | 2016-01-13,212.009995,212.649994,200.00,200.309998,4126400,200.309998 214 | 2016-01-12,211.600006,213.740005,205.309998,209.970001,3091900,209.970001 215 | 2016-01-11,214.009995,214.449997,203.00,207.850006,4091400,207.850006 216 | 2016-01-08,217.860001,220.440002,210.770004,211.00,3628100,211.00 217 | 2016-01-07,214.190002,218.440002,213.669998,215.649994,3554300,215.649994 218 | 2016-01-06,220.00,220.050003,215.979996,219.039993,3779100,219.039993 219 | 2016-01-05,226.360001,226.889999,220.00,223.429993,3186800,223.429993 220 | 2016-01-04,230.720001,231.380005,219.00,223.410004,6827100,223.410004 221 | 2015-12-31,238.509995,243.449997,238.369995,240.009995,2683200,240.009995 222 | 2015-12-30,236.600006,243.630005,235.669998,238.089996,3697900,238.089996 223 | 2015-12-29,230.059998,237.720001,229.550003,237.190002,2406300,237.190002 224 | 2015-12-28,231.490005,231.979996,225.539993,228.949997,1901300,228.949997 225 | 2015-12-24,230.559998,231.880005,228.279999,230.570007,708000,230.570007 226 | 2015-12-23,232.179993,233.449997,228.130005,229.699997,1555000,229.699997 227 | 2015-12-22,234.990005,236.550003,229.630005,229.949997,1961500,229.949997 228 | 2015-12-21,231.690002,235.830002,231.080002,232.559998,1953200,232.559998 229 | 2015-12-18,232.889999,235.899994,229.289993,230.460007,3014200,230.460007 230 | 2015-12-17,233.940002,237.759995,229.809998,233.389999,3298600,233.389999 231 | 2015-12-16,222.100006,234.880005,220.729996,234.509995,5104300,234.509995 232 | 2015-12-15,221.820007,222.220001,218.00,221.089996,2244400,221.089996 233 | 2015-12-14,217.509995,220.919998,214.869995,218.580002,2827100,218.580002 234 | 2015-12-11,225.240005,225.75,216.639999,217.020004,3268700,217.020004 235 | 2015-12-10,224.710007,228.490005,223.639999,227.070007,2067000,227.070007 236 | 2015-12-09,226.699997,227.50,220.720001,224.520004,3057800,224.520004 237 | 2015-12-08,227.520004,228.800003,224.199997,226.720001,2687600,226.720001 238 | 2015-12-07,227.699997,235.630005,226.149994,231.130005,3144200,231.130005 239 | 2015-12-04,232.460007,233.270004,227.660004,230.380005,2573600,230.380005 240 | 2015-12-03,235.479996,237.449997,230.00,232.710007,2939600,232.710007 241 | 2015-12-02,237.00,238.600006,231.229996,231.990005,2981500,231.990005 242 | 2015-12-01,231.059998,238.00,231.050003,237.190002,3734000,237.190002 243 | 2015-11-30,231.789993,234.279999,229.080002,230.259995,2659800,230.259995 244 | 2015-11-27,231.059998,232.25,227.009995,231.610001,1949400,231.610001 245 | 2015-11-25,221.339996,230.830002,220.380005,229.639999,3990800,229.639999 246 | 2015-11-24,215.369995,221.00,215.00,218.25,2480300,218.25 247 | 2015-11-23,217.350006,219.179993,214.679993,217.75,2526200,217.75 248 | 2015-11-20,223.490005,225.00,213.580002,220.009995,4400700,220.009995 249 | 2015-11-19,220.539993,226.190002,220.300003,221.800003,2504400,221.800003 250 | 2015-11-18,214.50,221.380005,212.520004,221.070007,2811900,221.070007 251 | 2015-11-17,215.199997,216.00,211.399994,214.00,2148700,214.00 252 | 2015-11-16,206.089996,214.979996,205.800003,214.309998,2925400,214.309998 253 | 2015-11-13,212.949997,212.990005,206.520004,207.190002,3430300,207.190002 254 | 2015-11-12,217.850006,219.00,212.660004,212.940002,2915900,212.940002 255 | 2015-11-11,217.770004,219.479996,213.630005,219.080002,3347800,219.080002 256 | 2015-11-10,223.479996,223.699997,216.080002,216.50,4617000,216.50 257 | 2015-11-09,232.990005,232.990005,224.309998,225.330002,3850900,225.330002 258 | 2015-11-06,230.699997,233.360001,229.50,232.360001,2445300,232.360001 259 | 2015-11-05,230.580002,234.580002,229.190002,231.770004,4496800,231.770004 260 | 2015-11-04,227.00,232.740005,225.199997,231.630005,12726400,231.630005 261 | 2015-11-03,213.850006,214.440002,207.75,208.350006,8332500,208.350006 262 | 2015-11-02,208.919998,215.800003,207.220001,213.789993,3927900,213.789993 263 | 2015-10-30,210.399994,211.630005,203.889999,206.929993,4438900,206.929993 264 | 2015-10-29,211.75,213.75,210.639999,211.630005,1805000,211.630005 265 | 2015-10-28,211.309998,213.449997,208.300003,212.960007,2728600,212.960007 266 | 2015-10-27,214.839996,217.100006,207.509995,210.350006,3519400,210.350006 267 | 2015-10-26,211.380005,215.880005,210.00,215.259995,3391400,215.259995 268 | 2015-10-23,215.00,215.350006,207.690002,209.089996,4235500,209.089996 269 | 2015-10-22,211.559998,215.75,209.399994,211.720001,2825200,211.720001 270 | 2015-10-21,211.990005,214.809998,208.800003,210.089996,4151500,210.089996 271 | 2015-10-20,227.720001,228.600006,202.00,213.029999,14863300,213.029999 272 | 2015-10-19,226.50,231.149994,224.940002,228.100006,2507900,228.100006 273 | 2015-10-16,223.039993,230.479996,222.869995,227.009995,4334500,227.009995 274 | 2015-10-15,216.429993,221.729996,213.699997,221.309998,2844200,221.309998 275 | 2015-10-14,220.669998,220.949997,215.429993,216.880005,3104400,216.880005 276 | 2015-10-13,213.279999,222.520004,211.130005,219.25,5171500,219.25 277 | 2015-10-12,222.990005,223.00,215.270004,215.580002,3836300,215.580002 278 | 2015-10-09,220.929993,224.369995,218.360001,220.690002,6158400,220.690002 279 | 2015-10-08,230.080002,230.720001,221.309998,226.720001,6133200,226.720001 280 | 2015-10-07,236.630005,237.699997,229.119995,231.960007,6814000,231.960007 281 | 2015-10-06,240.00,243.029999,235.580002,241.460007,5225200,241.460007 282 | 2015-10-05,248.839996,249.839996,244.130005,246.149994,3689900,246.149994 283 | 2015-10-02,235.600006,247.699997,234.929993,247.570007,4424000,247.570007 284 | 2015-10-01,247.509995,248.50,237.130005,239.880005,4573000,239.880005 285 | 2015-09-30,252.00,252.399994,242.339996,248.399994,4929600,248.399994 286 | 2015-09-29,250.460007,254.729996,245.460007,246.649994,3703200,246.649994 287 | 2015-09-28,257.350006,259.790009,246.610001,248.429993,4901100,248.429993 288 | 2015-09-25,266.609985,266.910004,256.149994,256.910004,3773400,256.910004 289 | 2015-09-24,259.529999,263.450012,256.209991,263.119995,3448200,263.119995 290 | 2015-09-23,261.950012,262.079987,257.579987,261.059998,2600800,261.059998 291 | 2015-09-22,259.029999,262.649994,255.869995,260.940002,3664400,260.940002 292 | 2015-09-21,263.980011,271.570007,255.800003,264.200012,6120200,264.200012 293 | 2015-09-18,257.959991,263.820007,257.50,260.619995,3763100,260.619995 294 | 2015-09-17,263.959991,265.50,260.690002,262.070007,3585800,262.070007 295 | 2015-09-16,253.039993,262.880005,252.880005,262.25,4417100,262.25 296 | 2015-09-15,252.75,254.600006,249.50,253.570007,2933500,253.570007 297 | 2015-09-14,251.100006,254.25,249.669998,253.190002,2890900,253.190002 298 | 2015-09-11,247.639999,250.240005,244.729996,250.240005,2350800,250.240005 299 | 2015-09-10,247.229996,250.720001,245.330002,248.479996,2709000,248.479996 300 | 2015-09-09,252.050003,254.25,248.300003,248.910004,3390800,248.910004 301 | 2015-09-08,245.050003,249.160004,244.050003,248.169998,3138200,248.169998 302 | 2015-09-04,240.889999,244.089996,238.199997,241.929993,3689200,241.929993 303 | 2015-09-03,252.059998,252.080002,245.00,245.570007,4194800,245.570007 304 | 2015-09-02,245.300003,247.880005,239.779999,247.690002,4629200,247.690002 305 | 2015-09-01,240.339996,246.00,236.970001,238.630005,5454800,238.630005 306 | 2015-08-31,245.619995,254.949997,245.509995,249.059998,4700200,249.059998 307 | 2015-08-28,241.860001,251.449997,241.570007,248.479996,5513700,248.479996 308 | 2015-08-27,231.00,244.75,230.809998,242.990005,7656000,242.990005 309 | 2015-08-26,227.929993,228.00,215.509995,224.839996,4963000,224.839996 310 | 2015-08-25,230.520004,230.899994,219.119995,220.029999,4327300,220.029999 311 | 2015-08-24,202.789993,231.399994,195.00,218.869995,9581600,218.869995 312 | 2015-08-21,236.00,243.800003,230.509995,230.770004,6590200,230.770004 313 | 2015-08-20,252.059998,254.559998,241.899994,242.179993,4905800,242.179993 314 | 2015-08-19,260.329987,260.649994,255.020004,255.25,3596200,255.25 315 | 2015-08-18,255.380005,260.950012,253.559998,260.720001,4195000,260.720001 316 | 2015-08-17,255.559998,256.589996,250.509995,254.990005,7176700,254.990005 317 | 2015-08-14,247.240005,247.929993,241.770004,243.149994,4364800,243.149994 318 | 2015-08-13,239.860001,246.479996,239.119995,242.509995,4689200,242.509995 319 | 2015-08-12,235.00,239.770004,232.740005,238.169998,3728000,238.169998 320 | 2015-08-11,237.149994,239.300003,234.440002,237.369995,4264900,237.369995 321 | 2015-08-10,238.149994,242.970001,236.050003,241.139999,4185900,241.139999 322 | 2015-08-07,243.580002,243.729996,238.389999,242.509995,5073400,242.509995 323 | 2015-08-06,249.539993,255.00,236.119995,246.130005,14623800,246.130005 324 | 2015-08-05,263.579987,271.00,260.399994,270.130005,6214300,270.130005 325 | 2015-08-04,260.01001,266.720001,258.339996,266.279999,2352500,266.279999 326 | 2015-08-03,266.290009,266.709991,257.070007,259.98999,2553500,259.98999 327 | 2015-07-31,267.600006,269.359985,265.119995,266.149994,2222600,266.149994 328 | 2015-07-30,262.690002,266.940002,262.109985,266.790009,2034600,266.790009 329 | 2015-07-29,264.269989,267.890015,262.00,263.820007,2790100,263.820007 330 | 2015-07-28,255.75,265.399994,251.839996,264.820007,3895800,264.820007 331 | 2015-07-27,262.429993,264.429993,250.789993,253.009995,4694200,253.009995 332 | 2015-07-24,267.380005,271.089996,263.920013,265.410004,2836500,265.410004 333 | 2015-07-23,269.649994,269.899994,265.269989,267.200012,2227200,267.200012 334 | 2015-07-22,261.269989,269.440002,260.859985,267.869995,3105000,267.869995 335 | 2015-07-21,270.049988,273.50,266.549988,266.769989,6108700,266.769989 336 | 2015-07-20,275.00,286.649994,272.540009,282.26001,4978500,282.26001 337 | 2015-07-17,272.50,275.540009,268.25,274.660004,5004100,274.660004 338 | 2015-07-16,264.220001,267.200012,263.160004,266.679993,1616000,266.679993 339 | 2015-07-15,266.73999,267.48999,262.079987,263.140015,2021600,263.140015 340 | 2015-07-14,262.100006,265.98999,260.51001,265.649994,1907600,265.649994 341 | 2015-07-13,262.25,262.549988,256.049988,262.160004,2960300,262.160004 342 | 2015-07-10,262.220001,263.00,257.820007,259.149994,2610900,259.149994 343 | 2015-07-09,259.079987,262.950012,256.790009,257.920013,3325100,257.920013 344 | 2015-07-08,259.320007,260.799988,254.309998,254.960007,6221100,254.960007 345 | 2015-07-07,275.00,275.200012,260.769989,267.880005,6105100,267.880005 346 | 2015-07-06,278.880005,281.690002,276.299988,279.720001,4121900,279.720001 347 | 2015-07-02,280.200012,282.450012,273.309998,280.019989,7163900,280.019989 348 | 2015-07-01,271.109985,272.619995,267.850006,269.149994,2101200,269.149994 349 | 2015-06-30,264.799988,270.920013,264.00,268.26001,3086900,268.26001 350 | 2015-06-29,261.950012,265.950012,260.700012,262.019989,3478900,262.019989 351 | 2015-06-26,268.890015,269.109985,266.00,267.089996,3838400,267.089996 352 | 2015-06-25,266.450012,271.410004,265.25,268.790009,2849200,268.790009 353 | 2015-06-24,266.980011,267.350006,263.720001,265.170013,2412300,265.170013 354 | 2015-06-23,260.320007,268.00,258.570007,267.670013,3870800,267.670013 355 | 2015-06-22,262.149994,264.399994,255.690002,259.790009,4561100,259.790009 356 | 2015-06-19,262.399994,263.799988,260.100006,262.51001,2463000,262.51001 357 | 2015-06-18,262.00,263.459991,260.019989,261.890015,2782700,261.890015 358 | 2015-06-17,252.169998,264.359985,252.020004,260.410004,5512900,260.410004 359 | 2015-06-16,250.130005,253.440002,249.100006,253.119995,1984700,253.119995 360 | 2015-06-15,249.699997,251.279999,246.009995,250.380005,2186200,250.380005 361 | 2015-06-12,250.210007,253.460007,250.210007,250.690002,1422300,250.690002 362 | 2015-06-11,253.259995,254.369995,250.429993,251.410004,2044100,251.410004 363 | 2015-06-10,251.899994,254.00,248.50,250.699997,3454500,250.699997 364 | 2015-06-09,255.399994,257.73999,254.139999,256.00,2611100,256.00 365 | 2015-06-08,250.850006,258.75,250.309998,256.290009,5017000,256.290009 366 | 2015-06-05,246.00,249.699997,245.679993,249.139999,3022000,249.139999 367 | 2015-06-04,247.50,249.300003,245.710007,245.919998,2453600,245.919998 368 | 2015-06-03,248.199997,250.720001,247.009995,248.990005,1775500,248.990005 369 | 2015-06-02,248.919998,249.399994,246.300003,248.350006,2134800,248.350006 370 | 2015-06-01,251.410004,251.600006,247.470001,249.449997,2505100,249.449997 371 | 2015-05-29,251.00,252.869995,249.429993,250.800003,3789300,250.800003 372 | 2015-05-28,247.029999,251.800003,245.050003,251.449997,3647300,251.449997 373 | 2015-05-27,248.509995,249.50,245.550003,247.429993,3408200,247.429993 374 | 2015-05-26,247.679993,252.00,246.50,247.460007,3498700,247.460007 375 | 2015-05-22,245.380005,248.600006,245.009995,247.729996,2223100,247.729996 376 | 2015-05-21,243.029999,246.619995,242.360001,245.619995,1970600,245.619995 377 | 2015-05-20,247.130005,247.740005,241.369995,244.350006,3755600,244.350006 378 | 2015-05-19,248.429993,251.00,246.149994,247.139999,3674200,247.139999 379 | 2015-05-18,247.00,249.899994,246.00,248.75,3353200,248.75 380 | 2015-05-15,243.929993,249.399994,242.50,248.839996,4527600,248.839996 381 | 2015-05-14,244.820007,244.889999,241.25,244.100006,2895900,244.100006 382 | 2015-05-13,247.610001,248.300003,242.25,243.179993,5440200,243.179993 383 | 2015-05-12,240.110001,246.350006,238.190002,244.740005,6363400,244.740005 384 | 2015-05-11,236.289993,242.880005,235.309998,239.490005,5672300,239.490005 385 | 2015-05-08,235.990005,238.410004,233.699997,236.610001,4668200,236.610001 386 | 2015-05-07,221.00,237.479996,220.25,236.800003,9455900,236.800003 387 | 2015-05-06,234.100006,234.470001,228.199997,230.429993,5270900,230.429993 388 | 2015-05-05,237.759995,239.50,229.130005,232.949997,5796900,232.949997 389 | 2015-05-04,228.179993,234.729996,227.110001,230.509995,4434600,230.509995 390 | 2015-05-01,229.940002,231.770004,220.410004,226.029999,5281700,226.029999 391 | 2015-04-30,230.389999,232.889999,225.169998,226.050003,3911900,226.050003 392 | 2015-04-29,230.050003,234.970001,227.630005,232.449997,3936100,232.449997 393 | 2015-04-28,234.75,235.50,228.029999,230.479996,6085400,230.479996 394 | 2015-04-27,222.559998,238.75,222.00,231.550003,11672600,231.550003 395 | 2015-04-24,220.50,220.800003,218.009995,218.429993,2427800,218.429993 396 | 2015-04-23,218.270004,221.479996,217.149994,218.600006,4411200,218.600006 397 | 2015-04-22,212.50,221.880005,211.690002,219.440002,7863000,219.440002 398 | 2015-04-21,205.800003,210.75,204.309998,209.410004,3432500,209.410004 399 | 2015-04-20,206.779999,207.850006,203.850006,205.270004,2559300,205.270004 400 | 2015-04-17,204.990005,206.880005,203.50,206.789993,2469900,206.789993 401 | 2015-04-16,207.699997,209.169998,206.289993,206.699997,1659100,206.699997 402 | 2015-04-15,207.460007,209.589996,206.600006,207.830002,1952400,207.830002 403 | 2015-04-14,208.570007,209.490005,205.50,207.460007,3026000,207.460007 404 | 2015-04-13,210.440002,213.00,209.050003,209.779999,3758200,209.779999 405 | 2015-04-10,209.850006,211.649994,209.00,210.899994,4067700,210.899994 406 | 2015-04-09,208.429993,210.369995,206.119995,210.089996,3800200,210.089996 407 | 2015-04-08,208.199997,210.899994,205.869995,207.669998,6303100,207.669998 408 | 2015-04-07,202.509995,205.059998,201.139999,203.25,4347900,203.25 409 | 2015-04-06,198.00,207.75,197.50,203.100006,12455800,203.100006 410 | 2015-04-02,190.229996,193.229996,190.00,191.00,5010400,191.00 411 | 2015-04-01,188.699997,192.300003,186.050003,187.589996,3794600,187.589996 412 | 2015-03-31,193.529999,193.759995,188.410004,188.770004,5026600,188.770004 413 | 2015-03-30,185.850006,192.25,181.800003,190.570007,10089500,190.570007 414 | 2015-03-27,189.070007,189.289993,181.399994,185.00,8604900,185.00 415 | 2015-03-26,193.919998,194.789993,189.699997,190.410004,4128000,190.410004 416 | 2015-03-25,198.270004,198.589996,192.699997,194.300003,5730400,194.300003 417 | 2015-03-24,201.580002,203.789993,199.75,201.720001,3649900,201.720001 418 | 2015-03-23,198.50,200.50,197.470001,199.630005,2631600,199.630005 419 | 2015-03-20,197.449997,198.990005,195.619995,198.080002,4269500,198.080002 420 | 2015-03-19,202.00,204.589996,194.529999,195.649994,8475200,195.649994 421 | 2015-03-18,194.960007,200.880005,193.110001,200.710007,4820900,200.710007 422 | 2015-03-17,195.429993,198.710007,193.940002,194.729996,4894100,194.729996 423 | 2015-03-16,192.00,195.910004,189.800003,195.699997,5628800,195.699997 424 | 2015-03-13,188.949997,191.75,187.320007,188.679993,5434300,188.679993 425 | 2015-03-12,193.75,194.449997,189.75,191.070007,4149300,191.070007 426 | 2015-03-11,191.149994,196.179993,191.009995,193.740005,4974900,193.740005 427 | 2015-03-10,188.460007,193.50,187.600006,190.320007,5579700,190.320007 428 | 2015-03-09,194.389999,194.490005,188.25,190.880005,6736700,190.880005 429 | 2015-03-06,199.210007,200.75,192.149994,193.880005,6712400,193.880005 430 | 2015-03-05,202.850006,206.190002,200.149994,200.630005,4877000,200.630005 431 | 2015-03-04,199.25,202.520004,197.210007,202.440002,4222000,202.440002 432 | 2015-03-03,196.809998,200.240005,195.320007,199.559998,4432300,199.559998 433 | 2015-03-02,202.699997,203.339996,195.830002,197.330002,7922100,197.330002 434 | 2015-02-27,206.899994,208.550003,202.800003,203.339996,3882100,203.339996 435 | 2015-02-26,204.00,211.089996,202.220001,207.190002,6472900,207.190002 436 | 2015-02-25,204.940002,207.139999,202.580002,203.759995,3909500,203.759995 437 | 2015-02-24,207.289993,207.289993,201.699997,204.110001,6603600,204.110001 438 | 2015-02-23,215.660004,218.199997,206.330002,207.339996,8499800,207.339996 439 | 2015-02-20,210.779999,217.600006,209.809998,217.110001,5982100,217.110001 440 | 2015-02-19,205.00,212.440002,203.75,211.710007,5154100,211.710007 441 | 2015-02-18,204.169998,206.169998,202.600006,204.460007,2713600,204.460007 442 | 2015-02-17,205.699997,205.699997,201.50,204.350006,3979600,204.350006 443 | 2015-02-13,202.899994,205.990005,200.910004,203.770004,6191000,203.770004 444 | 2015-02-12,193.570007,203.089996,193.279999,202.880005,15649600,202.880005 445 | 2015-02-11,212.210007,214.740005,207.279999,212.800003,9769100,212.800003 446 | 2015-02-10,217.550003,220.50,215.00,216.289993,5390500,216.289993 447 | 2015-02-09,215.380005,217.929993,211.990005,217.479996,3472400,217.479996 448 | 2015-02-06,222.00,223.399994,216.50,217.360001,3243900,217.360001 449 | 2015-02-05,219.880005,225.479996,219.639999,220.990005,3522900,220.990005 450 | 2015-02-04,218.289993,221.479996,216.800003,218.550003,3305400,218.550003 451 | 2015-02-03,213.220001,220.369995,211.270004,218.360001,4826200,218.360001 452 | 2015-02-02,203.970001,211.949997,203.300003,210.940002,4149200,210.940002 453 | 2015-01-30,203.960007,207.470001,203.00,203.600006,3007000,203.600006 454 | 2015-01-29,201.070007,205.979996,196.50,205.199997,3548100,205.199997 455 | 2015-01-28,206.110001,206.369995,198.419998,199.369995,3149600,199.369995 456 | 2015-01-27,204.419998,208.029999,203.300003,205.979996,2781000,205.979996 457 | 2015-01-26,201.830002,208.619995,201.050003,206.550003,3234500,206.550003 458 | 2015-01-23,200.289993,203.50,198.330002,201.289993,3438600,201.289993 459 | 2015-01-22,197.00,203.240005,195.199997,201.619995,4116900,201.619995 460 | 2015-01-21,189.550003,198.679993,189.509995,196.570007,4153000,196.570007 461 | 2015-01-20,193.869995,194.119995,187.039993,191.929993,4503200,191.929993 462 | 2015-01-16,190.699997,194.490005,189.649994,193.070007,3603200,193.070007 463 | 2015-01-15,194.490005,195.75,190.00,191.869995,5216500,191.869995 464 | 2015-01-14,185.830002,195.199997,185.00,192.690002,11513900,192.690002 465 | 2015-01-13,203.320007,207.610001,200.910004,204.25,4477300,204.25 466 | 2015-01-12,203.050003,204.470001,199.25,202.210007,5950300,202.210007 467 | 2015-01-09,208.919998,209.979996,204.960007,206.660004,4668300,206.660004 468 | 2015-01-08,212.809998,213.800003,210.009995,210.619995,3442500,210.619995 469 | 2015-01-07,213.350006,214.779999,209.779999,210.949997,2968400,210.949997 470 | 2015-01-06,210.059998,214.199997,204.210007,211.279999,6261900,211.279999 471 | 2015-01-05,214.550003,216.50,207.160004,210.089996,5368500,210.089996 472 | 2015-01-02,222.869995,223.25,213.259995,219.309998,4764400,219.309998 473 | 2014-12-31,223.089996,225.679993,222.25,222.410004,2297500,222.410004 474 | 2014-12-30,223.990005,225.649994,221.399994,222.229996,2903200,222.229996 475 | 2014-12-29,226.899994,227.910004,224.020004,225.710007,2802500,225.710007 476 | 2014-12-26,221.509995,228.50,221.50,227.820007,3327000,227.820007 477 | 2014-12-24,219.770004,222.50,219.25,222.259995,1332200,222.259995 478 | 2014-12-23,223.809998,224.320007,219.520004,220.970001,4505700,220.970001 479 | 2014-12-22,220.00,224.059998,218.259995,222.600006,4799400,222.600006 480 | 2014-12-19,220.190002,220.399994,214.50,219.289993,6910500,219.289993 481 | 2014-12-18,212.380005,218.440002,211.800003,218.259995,7483300,218.259995 482 | 2014-12-17,193.059998,206.649994,192.649994,205.820007,7367800,205.820007 483 | 2014-12-16,200.889999,203.679993,195.369995,197.809998,8426100,197.809998 484 | 2014-12-15,209.289993,209.800003,202.669998,204.039993,5218300,204.039993 485 | 2014-12-12,204.820007,211.679993,204.50,207.00,7173800,207.00 486 | 2014-12-11,210.529999,215.429993,208.229996,208.880005,6694400,208.880005 487 | 2014-12-10,214.130005,216.770004,207.699997,209.839996,7314100,209.839996 488 | 2014-12-09,209.339996,217.729996,204.270004,216.889999,9431500,216.889999 489 | 2014-12-08,221.539993,224.860001,212.339996,214.360001,9225600,214.360001 490 | 2014-12-05,228.669998,229.389999,222.259995,223.710007,6063600,223.710007 491 | 2014-12-04,228.600006,230.899994,227.809998,228.279999,3855600,228.279999 492 | 2014-12-03,226.25,229.720001,225.50,229.300003,5307700,229.300003 493 | 2014-12-02,234.570007,234.880005,228.00,231.429993,5887000,231.429993 494 | 2014-12-01,241.160004,242.470001,229.009995,231.639999,8619400,231.639999 495 | 2014-11-28,245.350006,246.690002,242.520004,244.520004,2119700,244.520004 496 | 2014-11-26,248.339996,249.00,246.600006,248.440002,1981200,248.440002 497 | 2014-11-25,247.350006,249.720001,246.089996,248.089996,3159800,248.089996 498 | 2014-11-24,245.199997,247.600006,240.639999,246.720001,4789700,246.720001 499 | 2014-11-21,252.210007,252.779999,242.169998,242.779999,7485100,242.779999 500 | 2014-11-20,247.949997,250.929993,246.00,248.710007,3587200,248.710007 501 | 2014-11-19,250.610001,251.880005,245.600006,247.740005,7918500,247.740005 502 | 2014-11-18,255.860001,259.98999,255.509995,257.700012,4473000,257.700012 503 | 2014-11-17,257.48999,259.00,252.020004,253.979996,4025700,253.979996 504 | 2014-11-14,250.00,258.850006,248.50,258.679993,6101100,258.679993 505 | 2014-11-13,250.619995,255.75,250.25,251.699997,6236000,251.699997 506 | 2014-11-12,249.720001,252.339996,245.580002,249.100006,5870800,249.100006 507 | 2014-11-11,242.550003,251.820007,242.00,251.080002,7948800,251.080002 508 | 2014-11-10,239.110001,242.880005,236.800003,241.929993,4577200,241.929993 509 | 2014-11-07,242.190002,242.839996,237.199997,240.199997,5161000,240.199997 510 | 2014-11-06,234.490005,246.690002,228.50,241.220001,15354700,241.220001 511 | 2014-11-05,241.00,241.360001,230.529999,230.970001,9045900,230.970001 512 | 2014-11-04,240.490005,242.350006,236.529999,238.929993,3682600,238.929993 513 | 2014-11-03,243.00,247.559998,241.320007,242.589996,4203800,242.589996 514 | 2014-10-31,242.509995,243.119995,238.75,241.699997,3775300,241.699997 515 | 2014-10-30,238.139999,240.50,235.059998,238.660004,3228400,238.660004 516 | 2014-10-29,241.130005,241.50,235.639999,238.100006,4962500,238.100006 517 | 2014-10-28,229.600006,244.600006,228.25,242.770004,10516300,242.770004 518 | 2014-10-27,234.25,234.610001,220.309998,221.669998,9553300,221.669998 519 | 2014-10-24,236.270004,237.800003,231.199997,235.240005,3463300,235.240005 520 | 2014-10-23,234.660004,236.279999,232.00,235.289993,3492400,235.289993 521 | 2014-10-22,233.190002,237.389999,230.559998,231.100006,4116600,231.100006 522 | 2014-10-21,234.270004,235.389999,230.800003,235.339996,4130300,235.339996 523 | 2014-10-20,226.720001,232.399994,225.509995,230.470001,3494400,230.470001 524 | 2014-10-17,233.380005,234.770004,226.550003,227.479996,10549400,227.479996 525 | 2014-10-16,219.720001,229.919998,219.100006,226.350006,5399300,226.350006 526 | 2014-10-15,220.00,230.990005,217.320007,229.699997,9147300,229.699997 527 | 2014-10-14,228.25,232.470001,223.00,227.059998,7105300,227.059998 528 | 2014-10-13,238.570007,238.960007,221.00,224.589996,11268700,224.589996 529 | 2014-10-10,244.639999,245.889999,235.199997,236.910004,12888300,236.910004 530 | 2014-10-09,262.25,265.540009,254.399994,257.01001,7361300,257.01001 531 | 2014-10-08,260.100006,262.880005,252.639999,259.279999,5055100,259.279999 532 | 2014-10-07,258.529999,261.459991,255.729996,259.570007,4485500,259.570007 533 | 2014-10-06,259.130005,262.48999,257.799988,260.619995,7713300,260.619995 534 | 2014-10-03,253.059998,256.50,251.029999,255.210007,5406300,255.210007 535 | 2014-10-02,250.199997,252.789993,245.360001,251.419998,8998200,251.419998 536 | 2014-10-01,242.199997,242.660004,235.649994,240.240005,5941700,240.240005 537 | 2014-09-30,246.919998,247.649994,240.119995,242.679993,4238300,242.679993 538 | 2014-09-29,244.00,248.639999,241.380005,245.259995,4852700,245.259995 539 | 2014-09-26,248.25,249.729996,246.070007,246.600006,3795400,246.600006 540 | 2014-09-25,252.520004,254.960007,246.100006,246.949997,4834200,246.949997 541 | 2014-09-24,251.119995,252.839996,247.039993,252.139999,3749500,252.139999 542 | 2014-09-23,245.220001,253.800003,245.00,250.410004,5658700,250.410004 543 | 2014-09-22,255.00,256.019989,244.710007,250.029999,8214100,250.029999 544 | 2014-09-19,257.98999,261.429993,255.270004,259.320007,6810900,259.320007 545 | 2014-09-18,263.359985,265.600006,262.320007,263.820007,3692600,263.820007 546 | 2014-09-17,262.410004,264.700012,259.50,261.380005,5177700,261.380005 547 | 2014-09-16,255.149994,262.459991,252.419998,260.73999,8300100,260.73999 548 | 2014-09-15,274.369995,274.399994,249.130005,253.860001,16455400,253.860001 549 | 2014-09-12,280.50,282.390015,277.00,279.200012,3324600,279.200012 550 | 2014-09-11,280.459991,284.790009,278.630005,280.309998,3766100,280.309998 551 | 2014-09-10,279.50,281.410004,273.660004,281.100006,3781300,281.100006 552 | 2014-09-09,282.98999,285.48999,277.00,278.480011,4558800,278.480011 553 | 2014-09-08,277.619995,284.880005,277.519989,282.109985,5501600,282.109985 554 | 2014-09-05,282.549988,282.899994,272.51001,277.390015,11169900,277.390015 555 | 2014-09-04,284.01001,291.420013,280.399994,286.040009,8341700,286.040009 556 | 2014-09-03,287.670013,288.00,280.100006,281.190002,6772300,281.190002 557 | 2014-09-02,275.50,284.890015,274.299988,284.119995,9852400,284.119995 558 | 2014-08-29,268.700012,272.00,267.51001,269.700012,6447100,269.700012 559 | 2014-08-28,261.890015,264.480011,261.640015,263.859985,2844900,263.859985 560 | 2014-08-27,263.50,264.23999,260.290009,263.25,2985100,263.25 561 | 2014-08-26,264.980011,265.50,261.660004,261.73999,3818000,261.73999 562 | 2014-08-25,258.190002,263.679993,258.190002,262.549988,4318100,262.549988 563 | 2014-08-22,254.539993,256.950012,252.610001,256.779999,2833400,256.779999 564 | 2014-08-21,256.519989,258.799988,253.259995,254.339996,2915600,254.339996 565 | 2014-08-20,254.669998,258.73999,253.00,255.710007,3027900,255.710007 566 | 2014-08-19,258.869995,259.329987,251.619995,256.76001,5334800,256.76001 567 | 2014-08-18,263.25,267.26001,259.75,259.940002,5849200,259.940002 568 | 2014-08-15,261.480011,262.089996,258.50,262.01001,3867900,262.01001 569 | 2014-08-14,262.48999,263.00,256.50,261.380005,4126600,261.380005 570 | 2014-08-13,262.01001,265.640015,259.609985,260.309998,6932600,260.309998 571 | 2014-08-12,258.079987,260.299988,254.580002,259.959991,6382300,259.959991 572 | 2014-08-11,255.479996,263.73999,255.00,259.320007,8101300,259.320007 573 | 2014-08-08,251.160004,251.759995,246.50,248.130005,5090100,248.130005 574 | 2014-08-07,250.119995,256.690002,249.119995,252.389999,7478900,252.389999 575 | 2014-08-06,238.899994,251.419998,238.580002,248.929993,9249300,248.929993 576 | 2014-08-05,237.470001,242.990005,235.690002,238.490005,5388600,238.490005 577 | 2014-08-04,234.380005,240.50,233.270004,238.520004,5959700,238.520004 578 | 2014-08-01,226.089996,237.50,226.00,233.270004,11895800,233.270004 579 | 2014-07-31,229.259995,231.399994,221.50,223.300003,7749100,223.300003 580 | 2014-07-30,221.919998,229.600006,221.039993,228.919998,4927800,228.919998 581 | 2014-07-29,226.610001,228.300003,224.860001,225.009995,3382400,225.009995 582 | 2014-07-28,224.25,232.00,221.399994,224.820007,6514300,224.820007 583 | 2014-07-25,222.720001,226.970001,221.75,223.570007,3087100,223.570007 584 | 2014-07-24,223.25,225.100006,220.800003,223.539993,3245500,223.539993 585 | 2014-07-23,220.009995,224.75,219.429993,222.490005,3083300,222.490005 586 | 2014-07-22,222.190002,223.300003,219.110001,219.580002,2730000,219.580002 587 | 2014-07-21,217.25,223.210007,216.720001,220.539993,3822200,220.539993 588 | 2014-07-18,215.949997,221.210007,215.929993,220.020004,4253700,220.020004 589 | 2014-07-17,216.160004,220.550003,213.600006,215.399994,4649400,215.399994 590 | 2014-07-16,221.820007,224.800003,216.820007,217.160004,4044500,217.160004 591 | 2014-07-15,226.729996,227.649994,218.100006,219.580002,5718500,219.580002 592 | 2014-07-14,219.990005,228.789993,215.449997,226.699997,7203200,226.699997 593 | 2014-07-11,220.610001,221.600006,217.600006,218.130005,3302300,218.130005 594 | 2014-07-10,217.179993,222.220001,216.039993,219.460007,4863900,219.460007 595 | 2014-07-09,221.270004,224.220001,219.210007,223.059998,4115400,223.059998 596 | 2014-07-08,218.649994,220.960007,214.270004,219.070007,7836200,219.070007 597 | 2014-07-07,227.50,229.779999,220.399994,222.660004,5893700,222.660004 598 | 2014-07-03,231.289993,231.899994,224.00,229.25,5166700,229.25 599 | 2014-07-02,240.660004,242.330002,227.070007,229.429993,8027400,229.429993 600 | 2014-07-01,242.460007,243.440002,238.699997,239.720001,4336100,239.720001 601 | 2014-06-30,239.550003,244.490005,239.00,240.059998,4828600,240.059998 602 | 2014-06-27,234.690002,240.00,234.50,239.059998,5635000,239.059998 603 | 2014-06-26,237.169998,240.399994,234.210007,235.600006,5121400,235.600006 604 | 2014-06-25,233.050003,237.550003,230.240005,236.889999,5801600,236.889999 605 | 2014-06-24,238.970001,241.880005,231.630005,232.50,8075900,232.50 606 | 2014-06-23,229.509995,238.990005,228.220001,237.220001,7791100,237.220001 607 | 2014-06-20,228.520004,231.289993,226.199997,229.589996,4903900,229.589996 608 | 2014-06-19,228.880005,235.309998,227.00,227.789993,8793100,227.789993 609 | 2014-06-18,231.50,231.710007,226.119995,227.119995,6940200,227.119995 610 | 2014-06-17,224.110001,235.539993,222.850006,231.669998,13304900,231.669998 611 | 2014-06-16,206.759995,225.490005,206.259995,224.610001,13246400,224.610001 612 | 2014-06-13,204.779999,206.789993,201.580002,206.419998,3544300,206.419998 613 | 2014-06-12,205.100006,209.880005,202.710007,203.520004,5993700,203.520004 614 | 2014-06-11,201.50,205.00,199.25,204.470001,3977500,204.470001 615 | 2014-06-10,204.429993,206.970001,201.550003,202.300003,3514700,202.300003 616 | 2014-06-09,207.949997,209.990005,204.199997,205.309998,2805700,205.309998 617 | 2014-06-06,209.75,210.809998,207.179993,208.169998,3073800,208.169998 618 | 2014-06-05,204.470001,209.199997,204.050003,206.899994,4054600,206.899994 619 | 2014-06-04,204.350006,206.259995,200.399994,203.990005,3427400,203.990005 620 | 2014-06-03,203.490005,208.00,202.589996,204.940002,3860800,204.940002 621 | 2014-06-02,207.330002,209.350006,201.669998,204.699997,4668100,204.699997 622 | 2014-05-30,210.300003,214.800003,207.020004,207.770004,5581100,207.770004 623 | 2014-05-29,210.570007,212.490005,207.720001,210.240005,3692500,210.240005 624 | 2014-05-28,210.020004,212.770004,205.259995,210.240005,5495100,210.240005 625 | 2014-05-27,208.520004,213.869995,207.699997,211.559998,5341100,211.559998 626 | 2014-05-23,204.529999,207.759995,202.50,207.300003,4006800,207.300003 627 | 2014-05-22,200.350006,206.880005,199.559998,204.880005,6214500,204.880005 628 | 2014-05-21,196.179993,199.869995,194.789993,199.449997,5285400,199.449997 629 | 2014-05-20,196.940002,199.330002,193.070007,195.300003,5546100,195.300003 630 | 2014-05-19,190.720001,196.889999,190.00,196.089996,4571700,196.089996 631 | 2014-05-16,188.949997,192.039993,187.720001,191.559998,4487700,191.559998 632 | 2014-05-15,189.979996,192.660004,185.300003,188.589996,6040400,188.589996 633 | 2014-05-14,188.949997,193.479996,187.100006,190.619995,5406700,190.619995 634 | 2014-05-13,183.759995,191.339996,183.00,190.160004,7097200,190.160004 635 | 2014-05-12,183.869995,187.190002,179.880005,184.669998,7002300,184.669998 636 | 2014-05-09,179.860001,183.399994,177.220001,182.259995,8495200,182.259995 637 | 2014-05-08,182.00,194.399994,178.00,178.589996,20056600,178.589996 638 | 2014-05-07,209.639999,210.199997,197.25,201.350006,10179300,201.350006 639 | 2014-05-06,216.600006,218.660004,206.850006,207.279999,5636700,207.279999 640 | 2014-05-05,209.479996,217.690002,208.520004,216.610001,5147000,216.610001 641 | 2014-05-02,208.600006,211.360001,206.520004,210.910004,4086800,210.910004 642 | 2014-05-01,207.080002,214.020004,205.690002,207.729996,5439900,207.729996 643 | 2014-04-30,203.600006,208.160004,201.279999,207.889999,4440600,207.889999 644 | 2014-04-29,198.210007,207.149994,195.529999,206.919998,5779100,206.919998 645 | 2014-04-28,200.00,203.789993,190.50,198.509995,7042000,198.509995 646 | 2014-04-25,202.00,206.699997,197.649994,199.850006,6996700,199.850006 647 | 2014-04-24,210.809998,212.800003,203.199997,207.860001,5495200,207.860001 648 | 2014-04-23,216.330002,216.740005,207.00,207.990005,7295600,207.990005 649 | 2014-04-22,206.360001,219.330002,205.009995,218.639999,9804700,218.639999 650 | 2014-04-21,197.080002,206.199997,194.00,204.380005,5258200,204.380005 651 | 2014-04-17,199.610001,202.289993,194.080002,198.119995,5926800,198.119995 652 | 2014-04-16,197.00,199.990005,190.820007,199.110001,7202200,199.110001 653 | 2014-04-15,199.089996,199.289993,184.320007,193.910004,13659300,193.910004 654 | 2014-04-14,207.600006,208.440002,194.410004,198.089996,7703000,198.089996 655 | 2014-04-11,200.610001,207.00,198.600006,203.779999,9067200,203.779999 656 | 2014-04-10,216.820007,217.50,203.789993,204.190002,7211500,204.190002 657 | 2014-04-09,216.759995,218.449997,210.889999,216.929993,5157900,216.929993 658 | 2014-04-08,210.050003,216.490005,206.419998,215.460007,6889300,215.460007 659 | 2014-04-07,205.809998,216.199997,203.509995,207.520004,9855500,207.520004 660 | 2014-04-04,226.009995,228.270004,211.25,212.229996,11345600,212.229996 661 | 2014-04-03,230.300003,235.729996,222.00,225.399994,10923700,225.399994 662 | 2014-04-02,220.00,230.889999,218.050003,230.289993,10782300,230.289993 663 | 2014-04-01,209.020004,218.160004,208.580002,216.970001,7371400,216.970001 664 | 2014-03-31,216.50,216.75,206.389999,208.449997,8380000,208.449997 665 | 2014-03-28,212.800003,216.720001,210.270004,212.369995,9684800,212.369995 666 | 2014-03-27,212.369995,213.600006,203.00,207.320007,9495700,207.320007 667 | 2014-03-26,221.949997,222.600006,211.350006,212.960007,6907300,212.960007 668 | 2014-03-25,224.139999,227.050003,217.899994,220.440002,7865400,220.440002 669 | 2014-03-24,229.75,229.899994,210.270004,220.169998,11328800,220.169998 670 | 2014-03-21,236.020004,236.199997,227.50,228.889999,8216900,228.889999 671 | 2014-03-20,236.160004,239.25,233.360001,234.910004,3817900,234.910004 672 | 2014-03-19,241.389999,241.550003,233.509995,235.839996,5071300,235.839996 673 | 2014-03-18,236.949997,241.50,235.020004,240.039993,6242300,240.039993 674 | 2014-03-17,234.949997,237.929993,230.50,233.979996,5912600,233.979996 675 | 2014-03-14,235.289993,236.940002,228.320007,230.970001,8289700,230.970001 676 | 2014-03-13,243.789993,244.190002,234.00,237.789993,6236300,237.789993 677 | 2014-03-12,231.50,247.50,231.110001,241.490005,9754400,241.490005 678 | 2014-03-11,236.50,244.600006,232.429993,234.410004,8810100,234.410004 679 | 2014-03-10,242.699997,243.00,236.059998,238.839996,7728100,238.839996 680 | 2014-03-07,252.940002,254.850006,244.410004,246.210007,7812300,246.210007 681 | 2014-03-06,254.139999,257.50,249.449997,252.940002,7361100,252.940002 682 | 2014-03-05,256.720001,256.98999,251.800003,252.660004,5935700,252.660004 683 | 2014-03-04,258.480011,260.00,252.830002,254.839996,8745600,254.839996 684 | 2014-03-03,237.259995,251.649994,234.990005,250.559998,13089300,250.559998 685 | 2014-02-28,249.649994,252.679993,242.550003,244.809998,14589800,244.809998 686 | 2014-02-27,261.25,261.899994,248.330002,252.539993,17945800,252.539993 687 | 2014-02-26,258.579987,265.00,247.50,253.00,24604600,253.00 688 | 2014-02-25,230.00,259.200012,228.449997,248.00,32681700,248.00 689 | 2014-02-24,208.759995,218.360001,208.320007,217.649994,8278400,217.649994 690 | 2014-02-21,211.639999,213.979996,209.190002,209.600006,7818800,209.600006 691 | 2014-02-20,215.009995,215.210007,206.270004,209.970001,18002300,209.970001 692 | 2014-02-19,203.699997,203.699997,193.410004,193.639999,16169000,193.639999 693 | 2014-02-18,205.240005,206.00,201.360001,203.699997,9332800,203.699997 694 | 2014-02-14,198.100006,201.880005,197.00,198.229996,6158000,198.229996 695 | 2014-02-13,193.339996,202.720001,193.25,199.630005,8029300,199.630005 696 | 2014-02-12,195.779999,198.270004,194.320007,195.320007,5173700,195.320007 697 | 2014-02-11,198.970001,202.199997,192.699997,196.619995,10709900,196.619995 698 | 2014-02-10,189.339996,199.300003,189.320007,196.559998,12970700,196.559998 699 | 2014-02-07,181.009995,186.630005,179.600006,186.529999,8928500,186.529999 700 | 2014-02-06,176.300003,180.110001,176.00,178.380005,5841600,178.380005 701 | 2014-02-05,178.300003,180.589996,169.360001,174.419998,7268000,174.419998 702 | 2014-02-04,180.699997,181.600006,176.199997,178.729996,4686300,178.729996 703 | 2014-02-03,182.889999,184.880005,175.160004,177.110001,6764900,177.110001 704 | 2014-01-31,178.850006,186.00,178.509995,181.410004,6508800,181.410004 705 | 2014-01-30,178.00,184.779999,177.009995,182.839996,8565000,182.839996 706 | 2014-01-29,175.300003,179.089996,173.130005,175.229996,5935500,175.229996 707 | 2014-01-28,171.50,178.979996,171.00,178.380005,6093400,178.380005 708 | 2014-01-27,175.160004,177.919998,164.710007,169.619995,8716400,169.619995 709 | 2014-01-24,177.850006,180.479996,173.529999,174.600006,7664300,174.600006 710 | 2014-01-23,177.229996,182.380005,173.419998,181.50,7867400,181.50 711 | 2014-01-22,177.809998,180.320007,174.759995,178.559998,7022600,178.559998 712 | 2014-01-21,171.240005,177.289993,170.809998,176.679993,9734700,176.679993 713 | 2014-01-17,170.190002,173.199997,167.949997,170.009995,9206200,170.009995 714 | 2014-01-16,162.50,172.699997,162.399994,170.970001,11959400,170.970001 715 | 2014-01-15,168.449997,172.229996,162.100006,164.130005,20465600,164.130005 716 | 2014-01-14,140.50,162.00,136.669998,161.270004,27607000,161.270004 717 | 2014-01-13,145.779999,147.00,137.820007,139.339996,6316100,139.339996 718 | 2014-01-10,148.460007,148.899994,142.25,145.720001,7446100,145.720001 719 | 2014-01-09,152.50,153.429993,146.850006,147.529999,5382000,147.529999 720 | 2014-01-08,148.850006,153.699997,148.759995,151.279999,6163200,151.279999 721 | 2014-01-07,147.619995,150.399994,145.25,149.360001,5034100,149.360001 722 | 2014-01-06,150.00,150.399994,145.240005,147.00,5361100,147.00 723 | 2014-01-03,150.00,152.190002,148.600006,149.559998,4695000,149.559998 724 | 2014-01-02,149.800003,152.479996,146.550003,150.100006,6188400,150.100006 725 | 2013-12-31,152.320007,153.199997,148.660004,150.429993,4262400,150.429993 726 | 2013-12-30,151.119995,154.809998,150.75,152.440002,4467500,152.440002 727 | 2013-12-27,155.300003,155.50,150.800003,151.119995,5460200,151.119995 728 | 2013-12-26,155.039993,158.00,154.289993,155.50,7129500,155.50 729 | 2013-12-24,150.00,154.970001,149.820007,151.410004,9941500,151.410004 730 | 2013-12-23,144.850006,146.240005,142.600006,143.550003,5385500,143.550003 731 | 2013-12-20,141.580002,144.350006,141.580002,143.240005,7412600,143.240005 732 | 2013-12-19,146.899994,147.00,139.100006,140.720001,12740000,140.720001 733 | 2013-12-18,152.240005,154.899994,145.949997,147.979996,11581900,147.979996 734 | 2013-12-17,147.580002,154.630005,146.320007,152.460007,10495000,152.460007 735 | 2013-12-16,148.479996,150.429993,146.100006,147.940002,6675300,147.940002 736 | 2013-12-13,148.050003,151.800003,147.320007,147.649994,10591900,147.649994 737 | 2013-12-12,139.699997,148.240005,138.529999,147.470001,10767800,147.470001 738 | 2013-12-11,141.880005,143.050003,139.490005,139.649994,7137800,139.649994 739 | 2013-12-10,140.050003,145.869995,139.860001,142.190002,10748200,142.190002 740 | 2013-12-09,137.00,141.699997,134.210007,141.600006,9061500,141.600006 741 | 2013-12-06,141.509995,142.490005,136.300003,137.360001,7909600,137.360001 742 | 2013-12-05,140.149994,143.350006,139.50,140.479996,9288400,140.479996 743 | 2013-12-04,144.320007,144.429993,137.130005,138.949997,13147700,138.949997 744 | 2013-12-03,132.679993,144.940002,131.589996,144.699997,25682400,144.699997 745 | 2013-12-02,126.349998,128.550003,123.93,124.169998,7751200,124.169998 746 | 2013-11-29,129.770004,130.589996,126.980003,127.279999,9716200,127.279999 747 | 2013-11-27,121.309998,126.949997,119.519997,126.940002,12367600,126.940002 748 | 2013-11-26,119.379997,122.720001,116.099998,120.50,13885500,120.50 749 | 2013-11-25,124.50,125.839996,120.300003,120.839996,10267300,120.839996 750 | 2013-11-22,121.580002,122.75,117.93,121.379997,11096700,121.379997 751 | 2013-11-21,122.889999,124.790001,120.25,122.099998,11903800,122.099998 752 | 2013-11-20,126.080002,127.449997,119.059998,121.110001,13849600,121.110001 753 | 2013-11-19,119.43,129.00,119.220001,126.089996,19816200,126.089996 754 | 2013-11-18,135.270004,135.449997,119.610001,121.580002,23138200,121.580002 755 | 2013-11-15,136.850006,137.949997,134.350006,135.449997,9900200,135.449997 756 | 2013-11-14,138.919998,140.399994,134.110001,137.600006,12203700,137.600006 757 | 2013-11-13,140.839996,142.369995,136.339996,138.699997,12658300,138.699997 758 | 2013-11-12,144.690002,144.699997,136.179993,137.800003,14985200,137.800003 759 | 2013-11-11,141.00,145.419998,137.100006,144.699997,13997600,144.699997 760 | 2013-11-08,136.479996,140.600006,132.320007,137.949997,22477900,137.949997 761 | 2013-11-07,144.190002,145.649994,137.619995,139.770004,22284700,139.770004 762 | 2013-11-06,154.809998,160.729996,146.350006,151.160004,31071700,151.160004 763 | 2013-11-05,180.00,181.429993,171.360001,176.809998,22467100,176.809998 764 | 2013-11-04,165.00,175.389999,164.220001,175.199997,13120400,175.199997 765 | 2013-11-01,163.00,165.899994,160.410004,162.169998,7180600,162.169998 766 | 2013-10-31,155.669998,162.440002,153.300003,159.940002,9333800,159.940002 767 | 2013-10-30,164.630005,167.679993,158.169998,159.220001,8401800,159.220001 768 | 2013-10-29,162.759995,165.449997,153.00,164.470001,14111700,164.470001 769 | 2013-10-28,170.179993,170.50,162.199997,162.860001,7841700,162.860001 770 | 2013-10-25,174.210007,174.50,166.800003,169.660004,7595500,169.660004 771 | 2013-10-24,165.00,174.50,162.830002,173.149994,10825700,173.149994 772 | 2013-10-23,168.910004,171.809998,160.149994,164.50,13320400,164.50 773 | 2013-10-22,170.50,177.779999,166.110001,171.539993,11386700,171.539993 774 | 2013-10-21,183.279999,183.389999,171.00,172.600006,11532100,172.600006 775 | 2013-10-18,184.149994,185.960007,182.520004,183.399994,5930800,183.399994 776 | 2013-10-17,183.539993,184.800003,180.990005,182.800003,6705000,182.800003 777 | 2013-10-16,184.899994,187.300003,182.089996,183.559998,8205400,183.559998 778 | 2013-10-15,185.279999,188.789993,183.179993,183.940002,10978500,183.940002 779 | 2013-10-14,175.00,182.50,174.149994,179.720001,7769600,179.720001 780 | 2013-10-11,172.75,179.289993,171.199997,178.699997,8311100,178.699997 781 | 2013-10-10,173.089996,175.75,169.690002,172.929993,8883900,172.929993 782 | 2013-10-09,174.729996,174.990005,161.50,168.779999,15316500,168.779999 783 | 2013-10-08,184.399994,185.929993,173.210007,174.729996,13757200,174.729996 784 | 2013-10-07,182.460007,186.729996,180.259995,183.070007,11485600,183.070007 785 | 2013-10-04,176.399994,181.179993,172.649994,180.979996,14414000,180.979996 786 | 2013-10-03,175.050003,179.690002,168.00,173.309998,23816500,173.309998 787 | 2013-10-02,188.589996,191.830002,175.399994,180.949997,20775400,180.949997 788 | 2013-10-01,193.960007,194.229996,188.369995,193.00,7755900,193.00 789 | 2013-09-30,189.00,194.50,188.00,193.369995,8924700,193.369995 790 | 2013-09-27,187.520004,191.279999,186.429993,190.899994,5916400,190.899994 791 | 2013-09-26,186.699997,189.679993,185.610001,188.639999,6614400,188.639999 792 | 2013-09-25,183.559998,186.300003,180.50,185.240005,8252700,185.240005 793 | 2013-09-24,179.139999,184.960007,177.649994,182.330002,6273400,182.330002 794 | 2013-09-23,184.479996,185.479996,177.110001,181.110001,8173400,181.110001 795 | 2013-09-20,178.899994,185.830002,178.559998,183.389999,13401700,183.389999 796 | 2013-09-19,170.800003,180.470001,169.080002,177.919998,15594600,177.919998 797 | 2013-09-18,167.070007,167.449997,164.199997,166.220001,5439700,166.220001 798 | 2013-09-17,165.080002,168.419998,163.360001,166.229996,5496900,166.229996 799 | 2013-09-16,168.00,170.850006,165.850006,166.580002,7574900,166.580002 800 | 2013-09-13,162.770004,166.369995,162.160004,165.539993,5401200,165.539993 801 | 2013-09-12,164.00,166.759995,160.509995,164.929993,6160000,164.929993 802 | 2013-09-11,166.410004,167.899994,162.130005,163.520004,5832500,163.520004 803 | 2013-09-10,161.449997,167.50,160.630005,166.369995,8967800,166.369995 804 | 2013-09-09,163.119995,164.50,158.509995,160.699997,14344500,160.699997 805 | 2013-09-06,168.570007,169.699997,165.149994,166.970001,8619700,166.970001 806 | 2013-09-05,170.100006,171.50,168.25,169.929993,6685300,169.929993 807 | 2013-09-04,169.770004,171.619995,165.559998,170.619995,11475700,170.619995 808 | 2013-09-03,173.399994,173.699997,166.399994,168.940002,12061100,168.940002 809 | 2013-08-30,166.369995,169.210007,163.960007,169.00,11028400,169.00 810 | 2013-08-29,164.220001,167.75,162.509995,166.059998,9436000,166.059998 811 | 2013-08-28,169.059998,171.50,163.25,166.449997,14740100,166.449997 812 | 2013-08-27,162.300003,168.800003,160.949997,167.009995,17566900,167.009995 813 | 2013-08-26,165.149994,173.00,160.25,164.220001,24171100,164.220001 814 | 2013-08-23,157.00,162.300003,155.00,161.839996,12931900,161.839996 815 | 2013-08-22,149.220001,157.479996,148.139999,157.100006,10592400,157.100006 816 | 2013-08-21,150.00,150.309998,146.25,147.860001,6266300,147.860001 817 | 2013-08-20,148.649994,149.779999,147.00,149.580002,6418200,149.580002 818 | 2013-08-19,143.429993,147.380005,142.830002,144.899994,8037700,144.899994 819 | 2013-08-16,141.630005,143.910004,140.970001,142.00,7108100,142.00 820 | 2013-08-15,136.429993,143.600006,135.00,139.669998,10179200,139.669998 821 | 2013-08-14,142.720001,144.839996,138.050003,139.360001,11693800,139.360001 822 | 2013-08-13,149.50,149.839996,144.449997,145.429993,8748900,145.429993 823 | 2013-08-12,149.429993,150.50,142.050003,147.380005,14912200,147.380005 824 | 2013-08-09,152.399994,155.949997,151.25,153.00,8927700,153.00 825 | 2013-08-08,154.350006,158.880005,150.460007,153.479996,27246800,153.479996 826 | 2013-08-07,141.889999,141.949997,132.360001,134.229996,18212200,134.229996 827 | 2013-08-06,144.75,145.729996,141.100006,142.149994,9254500,142.149994 828 | 2013-08-05,140.009995,144.889999,139.649994,144.679993,10200700,144.679993 829 | 2013-08-02,134.589996,138.25,133.610001,138.00,6269900,138.00 830 | 2013-08-01,135.00,136.520004,132.630005,135.550003,5323600,135.550003 831 | 2013-07-31,132.570007,134.970001,131.449997,134.279999,6351700,134.279999 832 | 2013-07-30,134.800003,137.490005,128.179993,131.740005,13127000,131.740005 833 | 2013-07-29,129.320007,135.369995,128.25,134.619995,9678900,134.619995 834 | 2013-07-26,128.139999,130.679993,126.610001,129.389999,9633100,129.389999 835 | 2013-07-25,120.400002,124.75,120.190002,124.07,5284300,124.07 836 | 2013-07-24,124.470001,124.50,119.559998,121.699997,6869000,121.699997 837 | 2013-07-23,124.00,125.559998,121.82,122.739998,7736400,122.739998 838 | 2013-07-22,119.889999,126.68,119.879997,122.43,9797800,122.43 839 | 2013-07-19,118.50,120.550003,116.510002,119.68,5890300,119.68 840 | 2013-07-18,120.970001,122.730003,116.18,119.029999,11398100,119.029999 841 | 2013-07-17,106.519997,121.620003,104.50,120.25,26029000,120.25 842 | 2013-07-16,126.279999,126.32,107.300003,109.050003,32371900,109.050003 843 | 2013-07-15,133.029999,133.259995,126.82,127.260002,9922400,127.260002 844 | 2013-07-12,125.50,129.940002,124.510002,129.899994,11344000,129.899994 845 | 2013-07-11,124.879997,126.089996,122.349998,125.610001,7483600,125.610001 846 | 2013-07-10,123.190002,123.25,120.790001,122.269997,5600100,122.269997 847 | 2013-07-09,124.639999,125.32,121.910004,123.449997,8603300,123.449997 848 | 2013-07-08,121.370003,122.18,118.82,121.610001,7814200,121.610001 849 | 2013-07-05,118.32,120.279999,115.699997,120.089996,6818700,120.089996 850 | 2013-07-03,118.00,119.25,114.269997,115.239998,4806700,115.239998 851 | 2013-07-02,118.25,121.889999,115.50,117.82,12064100,117.82 852 | 2013-07-01,109.360001,117.769997,109.150002,117.18,10903600,117.18 853 | 2013-06-28,108.57,109.440002,106.709999,107.360001,5748600,107.360001 854 | 2013-06-27,106.75,110.25,106.129997,109.25,8744900,109.25 855 | 2013-06-26,103.800003,105.870003,102.660004,105.720001,6602600,105.720001 856 | 2013-06-25,103.099998,104.199997,100.550003,102.400002,5848700,102.400002 857 | 2013-06-24,96.50,102.870003,95.300003,101.489998,7119800,101.489998 858 | 2013-06-21,103.699997,103.699997,97.50,99.550003,11718600,99.550003 859 | 2013-06-20,104.650002,107.129997,99.449997,100.650002,10106500,100.650002 860 | 2013-06-19,102.059998,106.669998,102.010002,104.68,8578900,104.68 861 | 2013-06-18,101.75,103.980003,99.199997,103.389999,8795300,103.389999 862 | 2013-06-17,103.599998,104.75,101.199997,102.199997,7066200,102.199997 863 | 2013-06-14,100.00,102.519997,99.330002,100.300003,6564700,100.300003 864 | 2013-06-13,99.00,99.279999,95.120003,98.18,5961600,98.18 865 | 2013-06-12,96.800003,100.480003,95.75,97.730003,9192700,97.730003 866 | 2013-06-11,98.18,98.68,94.050003,94.470001,7394000,94.470001 867 | 2013-06-10,98.93,102.519997,98.57,100.050003,9228600,100.050003 868 | 2013-06-07,98.00,102.900002,96.699997,102.040001,10711600,102.040001 869 | 2013-06-06,95.25,99.269997,95.110001,97.349998,9510900,97.349998 870 | 2013-06-05,93.660004,97.970001,89.110001,95.370003,12224800,95.370003 871 | 2013-06-04,92.75,96.419998,92.400002,94.839996,8856100,94.839996 872 | 2013-06-03,97.620003,97.620003,88.25,92.589996,19139600,92.589996 873 | 2013-05-31,106.260002,106.440002,97.730003,97.760002,15172000,97.760002 874 | 2013-05-30,102.459999,109.540001,101.199997,104.949997,16133700,104.949997 875 | 2013-05-29,113.550003,114.900002,99.00,104.629997,25099500,104.629997 876 | 2013-05-28,101.550003,110.75,100.300003,110.330002,19691900,110.330002 877 | 2013-05-24,92.599998,97.949997,92.00,97.080002,16124200,97.080002 878 | 2013-05-23,84.809998,93.010002,83.050003,92.730003,12022200,92.730003 879 | 2013-05-22,86.370003,90.959999,85.50,87.239998,8568000,87.239998 880 | 2013-05-21,88.50,89.989998,85.279999,87.589996,8998200,87.589996 881 | 2013-05-20,91.120003,92.50,88.629997,89.940002,8348400,89.940002 882 | 2013-05-17,92.50,94.440002,87.50,91.50,19002200,91.50 883 | 2013-05-16,94.699997,95.00,88.660004,92.25,21614000,92.25 884 | 2013-05-15,81.800003,86.879997,78.110001,84.839996,16878700,84.839996 885 | 2013-05-14,94.220001,97.120003,81.150002,83.239998,37163900,83.239998 886 | 2013-05-13,80.989998,88.00,79.150002,87.800003,22416900,87.800003 887 | 2013-05-10,69.650002,81.00,69.25,76.760002,25082600,76.760002 888 | 2013-05-09,70.120003,75.769997,63.689999,69.400002,28605000,69.400002 889 | 2013-05-08,57.50,58.200001,55.709999,55.790001,6769900,55.790001 890 | 2013-05-07,62.00,62.369999,55.119999,55.509998,9991000,55.509998 891 | 2013-05-06,56.389999,59.66,55.50,59.50,4366700,59.50 892 | 2013-05-03,56.470001,56.470001,54.50,54.549999,3378700,54.549999 893 | 2013-05-02,53.849998,55.27,53.700001,54.110001,3050400,54.110001 894 | 2013-05-01,55.990002,55.990002,53.00,53.279999,2742800,53.279999 895 | 2013-04-30,56.00,58.18,53.759998,53.990002,5522600,53.990002 896 | 2013-04-29,51.759998,54.990002,51.200001,54.939999,3639700,54.939999 897 | 2013-04-26,53.130001,53.740002,50.619999,51.200001,3622100,51.200001 898 | 2013-04-25,50.50,52.400002,50.50,52.00,2795900,52.00 899 | 2013-04-24,50.900002,51.049999,48.98,50.43,2630000,50.43 900 | 2013-04-23,51.00,52.919998,50.66,51.009998,3733800,51.009998 901 | 2013-04-22,48.599998,50.200001,47.75,50.189999,3939400,50.189999 902 | 2013-04-19,47.459999,49.880001,47.07,47.830002,3011700,47.830002 903 | 2013-04-18,45.98,47.599998,45.389999,46.970001,3367900,46.970001 904 | 2013-04-17,45.50,45.950001,44.540001,45.450001,2118500,45.450001 905 | 2013-04-16,44.189999,46.139999,43.91,45.59,3180400,45.59 906 | 2013-04-15,43.50,43.799999,42.509998,43.299999,1681400,43.299999 907 | 2013-04-12,43.25,45.139999,43.049999,43.75,3149400,43.75 908 | 2013-04-11,42.060001,44.549999,41.75,43.59,3447400,43.59 909 | 2013-04-10,40.700001,42.009998,40.610001,41.860001,2121100,41.860001 910 | 2013-04-09,41.799999,41.830002,40.330002,40.50,1696100,40.50 911 | 2013-04-08,41.970001,42.549999,41.509998,41.830002,1679000,41.830002 912 | 2013-04-05,42.00,42.00,40.50,41.369999,1552400,41.369999 913 | 2013-04-04,41.110001,42.25,40.810001,42.009998,2264800,42.009998 914 | 2013-04-03,43.099998,43.470001,40.209999,41.099998,5643600,41.099998 915 | 2013-04-02,43.599998,45.50,43.509998,44.34,6652400,44.34 916 | 2013-04-01,42.360001,46.68,41.700001,43.93,14098500,43.93 917 | 2013-03-28,38.23,38.240002,37.75,37.889999,1158700,37.889999 918 | 2013-03-27,37.939999,38.380001,37.310001,38.16,1296300,38.16 919 | 2013-03-26,37.98,38.220001,37.66,37.860001,1808200,37.860001 920 | 2013-03-25,37.099998,38.52,36.77,37.529999,2378800,37.529999 921 | 2013-03-22,36.200001,36.799999,36.200001,36.619999,440200,36.619999 922 | 2013-03-21,35.950001,37.060001,35.740002,36.009998,1146300,36.009998 923 | 2013-03-20,35.259998,36.07,35.16,35.950001,1423000,35.950001 924 | 2013-03-19,35.25,35.599998,34.939999,35.080002,1098500,35.080002 925 | 2013-03-18,35.299999,36.060001,34.919998,35.150002,1316100,35.150002 926 | 2013-03-15,36.639999,36.650002,35.209999,35.290001,3279600,35.290001 927 | 2013-03-14,38.900002,38.91,36.77,36.849998,2021000,36.849998 928 | 2013-03-13,39.00,39.490002,38.810001,38.98,822000,38.98 929 | 2013-03-12,38.900002,39.380001,38.849998,39.119999,1275100,39.119999 930 | 2013-03-11,38.869999,39.439999,38.650002,39.099998,1579500,39.099998 931 | 2013-03-08,38.060001,39.439999,37.360001,38.470001,912100,38.470001 932 | 2013-03-07,37.73,38.650002,36.880001,38.23,1158300,38.23 933 | 2013-03-06,37.009998,37.880001,36.970001,37.689999,1150000,37.689999 934 | 2013-03-05,36.00,36.919998,35.790001,36.650002,2087000,36.650002 935 | 2013-03-04,34.77,35.830002,34.700001,35.580002,1757700,35.580002 936 | 2013-03-01,35.00,35.080002,34.25,34.650002,1546600,34.650002 937 | 2013-02-28,35.889999,36.099998,34.369999,34.830002,1964900,34.830002 938 | 2013-02-27,34.41,35.41,34.400002,35.099998,1959200,35.099998 939 | 2013-02-26,34.459999,34.959999,33.799999,34.43,2762900,34.43 940 | 2013-02-25,36.150002,36.75,34.34,34.380001,2889400,34.380001 941 | 2013-02-22,35.720001,36.389999,35.599998,36.110001,2547300,36.110001 942 | 2013-02-21,36.490002,37.389999,34.540001,35.16,9037800,35.16 943 | 2013-02-20,39.299999,39.650002,38.459999,38.540001,3122000,38.540001 944 | 2013-02-19,37.360001,39.290001,37.310001,39.279999,2701400,39.279999 945 | 2013-02-15,38.50,38.509998,36.950001,37.040001,2017600,37.040001 946 | 2013-02-14,38.639999,38.75,38.209999,38.27,990700,38.27 947 | 2013-02-13,38.299999,39.00,38.049999,38.450001,966800,38.450001 948 | 2013-02-12,38.450001,38.869999,37.290001,37.889999,2261300,37.889999 949 | 2013-02-11,37.98,39.150002,37.50,38.419998,3266300,38.419998 950 | 2013-02-08,39.450001,40.00,39.139999,39.240002,1139800,39.240002 951 | 2013-02-07,39.189999,39.68,38.950001,39.48,1196600,39.48 952 | 2013-02-06,38.18,39.389999,37.900002,39.169998,1893200,39.169998 953 | 2013-02-05,38.00,38.650002,37.68,38.130001,1310200,38.130001 954 | 2013-02-04,38.400002,38.419998,37.59,37.740002,1128000,37.740002 955 | 2013-02-01,38.169998,38.50,37.619999,38.299999,1100600,38.299999 956 | 2013-01-31,37.869999,37.869999,36.93,37.509998,901400,37.509998 957 | 2013-01-30,37.849998,38.00,37.43,37.52,968100,37.52 958 | 2013-01-29,38.099998,38.439999,37.130001,37.950001,1426600,37.950001 959 | 2013-01-28,36.860001,38.709999,36.860001,38.029999,1986000,38.029999 960 | 2013-01-25,37.00,37.540001,36.799999,36.98,1287800,36.98 961 | 2013-01-24,36.00,37.720001,35.84,36.990002,1970400,36.990002 962 | 2013-01-23,35.02,36.240002,34.959999,36.00,1564300,36.00 963 | 2013-01-22,34.560001,35.549999,34.259998,35.189999,1920200,35.189999 964 | 2013-01-18,34.740002,34.779999,33.82,34.52,3555100,34.52 965 | 2013-01-17,34.16,34.849998,33.919998,34.380001,1436700,34.380001 966 | 2013-01-16,33.849998,34.23,33.73,34.099998,1378200,34.099998 967 | 2013-01-15,33.110001,34.25,33.080002,33.900002,1624200,33.900002 968 | 2013-01-14,33.080002,33.380001,32.849998,33.259998,925100,33.259998 969 | 2013-01-11,34.040001,34.040001,32.110001,32.91,1563200,32.91 970 | 2013-01-10,33.869999,33.990002,33.380001,33.529999,922500,33.529999 971 | 2013-01-09,34.009998,34.189999,33.400002,33.639999,698000,33.639999 972 | 2013-01-08,34.50,34.50,33.110001,33.68,1284000,33.68 973 | 2013-01-07,34.799999,34.799999,33.900002,34.34,442000,34.34 974 | 2013-01-04,34.799999,34.799999,33.919998,34.400002,674000,34.400002 975 | 2013-01-03,35.18,35.450001,34.75,34.77,742000,34.77 976 | 2013-01-02,35.00,35.450001,34.709999,35.360001,1194800,35.360001 977 | 2012-12-31,33.00,33.970001,33.00,33.869999,594900,33.869999 978 | 2012-12-28,33.380001,33.650002,33.02,33.220001,414100,33.220001 979 | 2012-12-27,33.50,33.91,33.00,33.689999,561100,33.689999 980 | 2012-12-26,33.959999,34.50,33.50,33.59,601400,33.59 981 | 2012-12-24,33.639999,34.349998,33.549999,34.279999,375800,34.279999 982 | 2012-12-21,33.939999,34.169998,33.580002,34.00,1492400,34.00 983 | 2012-12-20,34.509998,34.790001,34.049999,34.43,921200,34.43 984 | 2012-12-19,34.75,35.259998,34.52,34.610001,1298800,34.610001 985 | 2012-12-18,34.259998,35.07,34.259998,34.59,1553900,34.59 986 | 2012-12-17,33.77,34.50,33.75,34.400002,824900,34.400002 987 | 2012-12-14,33.779999,34.400002,33.59,33.810001,1023000,33.810001 988 | 2012-12-13,35.259998,35.299999,32.75,33.610001,2151300,33.610001 989 | 2012-12-12,35.209999,35.799999,34.950001,35.259998,2063800,35.259998 990 | 2012-12-11,34.599998,35.50,34.459999,35.279999,1572600,35.279999 991 | 2012-12-10,34.43,34.799999,34.18,34.57,929800,34.57 992 | 2012-12-07,34.299999,34.490002,33.849998,34.169998,664400,34.169998 993 | 2012-12-06,33.82,34.799999,33.50,33.900002,660400,33.900002 994 | 2012-12-05,33.82,34.189999,33.580002,33.709999,661500,33.709999 995 | 2012-12-04,34.080002,34.799999,33.549999,33.900002,1263300,33.900002 996 | 2012-12-03,33.889999,35.00,33.50,34.619999,2085700,34.619999 997 | 2012-11-30,33.630001,34.279999,33.009998,33.82,1420300,33.82 998 | 2012-11-29,33.439999,34.00,32.869999,33.689999,1103400,33.689999 999 | 2012-11-28,32.00,34.290001,31.91,33.23,1525200,33.23 1000 | 2012-11-27,32.130001,32.66,31.52,32.150002,910800,32.150002 1001 | 2012-11-26,32.099998,32.299999,31.620001,32.27,495800,32.27 1002 | 2012-11-23,32.599998,32.830002,31.700001,32.130001,430300,32.130001 1003 | 2012-11-21,32.610001,33.470001,32.290001,32.470001,963200,32.470001 1004 | 2012-11-20,32.799999,33.099998,31.91,33.00,922500,33.00 1005 | 2012-11-19,32.07,33.25,31.84,32.919998,1392400,32.919998 1006 | 2012-11-16,31.15,32.00,30.59,31.84,908700,31.84 1007 | 2012-11-15,31.299999,31.440001,30.50,30.82,984000,30.82 1008 | 2012-11-14,31.959999,32.119999,31.200001,31.379999,871300,31.379999 1009 | 2012-11-13,31.290001,32.00,30.719999,31.610001,998300,31.610001 1010 | 2012-11-12,30.290001,31.42,30.16,31.07,555900,31.07 1011 | 2012-11-09,30.60,30.93,29.85,30.32,863000,30.32 1012 | 2012-11-08,31.01,31.879999,30.940001,31.309999,1274000,31.309999 1013 | 2012-11-07,31.00,32.049999,30.809999,31.540001,1714500,31.540001 1014 | 2012-11-06,30.610001,31.200001,29.950001,31.15,2324000,31.15 1015 | 2012-11-05,29.799999,31.58,29.33,31.50,2048900,31.50 1016 | 2012-11-02,29.27,29.549999,28.549999,28.92,1030300,28.92 1017 | 2012-11-01,28.25,29.49,28.200001,29.25,1024100,29.25 1018 | 2012-10-31,27.700001,28.35,27.370001,28.129999,775200,28.129999 1019 | 2012-10-26,27.530001,27.799999,27.02,27.379999,477400,27.379999 1020 | 2012-10-25,27.799999,27.799999,27.450001,27.52,577700,27.52 1021 | 2012-10-24,28.52,28.52,27.25,27.42,1016400,27.42 1022 | 2012-10-23,27.379999,28.559999,27.370001,28.389999,749000,28.389999 1023 | 2012-10-22,27.99,28.00,27.360001,27.85,470200,27.85 1024 | 2012-10-19,27.83,28.200001,27.299999,27.74,1027400,27.74 1025 | 2012-10-18,28.99,28.99,27.780001,28.040001,741000,28.040001 1026 | 2012-10-17,28.25,28.84,27.799999,28.82,668000,28.82 1027 | 2012-10-16,27.67,28.09,27.34,28.059999,479300,28.059999 1028 | 2012-10-15,28.02,28.049999,26.860001,27.33,1468700,27.33 1029 | 2012-10-12,28.32,28.73,27.50,27.639999,987600,27.639999 1030 | 2012-10-11,28.940001,28.98,28.25,28.32,450600,28.32 1031 | 2012-10-10,28.389999,28.719999,28.01,28.40,503600,28.40 1032 | 2012-10-09,29.120001,29.120001,28.25,28.370001,1193000,28.370001 1033 | 2012-10-08,28.860001,29.40,28.610001,29.25,889700,29.25 1034 | 2012-10-05,29.700001,29.809999,28.68,28.889999,938600,28.889999 1035 | 2012-10-04,30.00,30.10,28.65,29.40,1541300,29.40 1036 | 2012-10-03,29.75,29.950001,29.24,29.299999,1052800,29.299999 1037 | 2012-10-02,29.280001,29.889999,29.00,29.799999,729000,29.799999 1038 | 2012-10-01,29.50,29.889999,29.00,29.16,884400,29.16 1039 | 2012-09-28,28.73,29.889999,28.610001,29.280001,4343400,29.280001 1040 | 2012-09-27,27.82,28.540001,27.60,28.49,1758600,28.49 1041 | 2012-09-26,27.66,28.40,27.48,27.540001,1527200,27.540001 1042 | 2012-09-25,28.620001,29.48,27.530001,27.66,5680400,27.66 1043 | 2012-09-24,29.51,31.030001,29.40,30.66,1301900,30.66 1044 | 2012-09-21,31.10,31.49,29.540001,30.02,1870000,30.02 1045 | 2012-09-20,30.93,31.50,30.68,30.90,912400,30.90 1046 | 2012-09-19,31.00,31.74,30.940001,31.049999,1048500,31.049999 1047 | 2012-09-18,31.879999,31.90,30.68,31.34,1788500,31.34 1048 | 2012-09-17,32.349998,32.779999,31.51,32.540001,3212800,32.540001 1049 | 2012-09-14,30.00,30.65,29.65,30.389999,1536600,30.389999 1050 | 2012-09-13,28.57,29.50,28.48,29.48,1484700,29.48 1051 | 2012-09-12,27.90,28.58,27.799999,28.280001,1145200,28.280001 1052 | 2012-09-11,27.76,28.16,27.40,27.799999,1014900,27.799999 1053 | 2012-09-10,29.200001,29.35,27.299999,27.370001,1483300,27.370001 1054 | 2012-09-07,28.549999,29.57,28.50,29.35,953200,29.35 1055 | 2012-09-06,28.00,28.90,27.90,28.549999,841700,28.549999 1056 | 2012-09-05,28.01,28.50,27.809999,27.940001,639300,27.940001 1057 | 2012-09-04,28.52,28.99,27.90,28.139999,752500,28.139999 1058 | 2012-08-31,28.610001,28.84,28.200001,28.52,539800,28.52 1059 | 2012-08-30,28.60,28.74,28.10,28.41,656400,28.41 1060 | 2012-08-29,28.49,28.639999,28.02,28.41,838900,28.41 1061 | 2012-08-28,28.40,29.379999,28.00,28.690001,1402700,28.690001 1062 | 2012-08-27,29.57,29.700001,28.17,28.32,1350400,28.32 1063 | 2012-08-24,30.059999,30.24,29.41,29.50,1429400,29.50 1064 | 2012-08-23,30.00,30.85,29.65,30.73,1471000,30.73 1065 | 2012-08-22,29.01,30.040001,29.01,29.950001,775500,29.950001 1066 | 2012-08-21,29.58,30.00,29.00,29.110001,761600,29.110001 1067 | 2012-08-20,30.15,30.389999,29.10,29.51,1179100,29.51 1068 | 2012-08-17,30.290001,30.709999,29.98,30.01,508200,30.01 1069 | 2012-08-16,29.530001,30.389999,29.50,30.299999,669000,30.299999 1070 | 2012-08-15,29.389999,29.700001,28.809999,29.40,525400,29.40 1071 | 2012-08-14,30.75,31.17,29.26,29.42,793400,29.42 1072 | 2012-08-13,29.690001,31.299999,29.10,31.17,870100,31.17 1073 | 2012-08-10,29.309999,29.940001,29.309999,29.940001,707400,29.940001 1074 | 2012-08-09,29.52,30.00,29.129999,29.41,672600,29.41 1075 | 2012-08-08,29.90,30.00,28.59,29.09,1308900,29.09 1076 | 2012-08-07,28.77,30.90,28.50,30.25,2387200,30.25 1077 | 2012-08-06,27.549999,28.700001,27.549999,28.27,1528200,28.27 1078 | 2012-08-03,26.90,27.549999,26.74,27.27,1209500,27.27 1079 | 2012-08-02,26.84,26.85,25.52,26.10,1305100,26.10 1080 | 2012-08-01,27.99,27.99,26.030001,26.25,1592300,26.25 1081 | 2012-07-31,27.540001,27.969999,27.35,27.42,1575100,27.42 1082 | 2012-07-30,29.51,30.25,27.209999,27.35,2065200,27.35 1083 | 2012-07-27,28.709999,29.66,28.10,29.51,1673000,29.51 1084 | 2012-07-26,29.90,30.00,27.639999,28.129999,2262300,28.129999 1085 | 2012-07-25,29.92,29.98,28.75,28.950001,2842200,28.950001 1086 | 2012-07-24,30.66,31.040001,29.620001,29.84,1500300,29.84 1087 | 2012-07-23,31.049999,31.299999,30.620001,30.66,1386800,30.66 1088 | 2012-07-20,32.07,32.25,31.25,31.790001,1568500,31.790001 1089 | 2012-07-19,32.720001,33.150002,32.040001,32.27,1435900,32.27 1090 | 2012-07-18,31.42,33.669998,31.059999,32.150002,2881900,32.150002 1091 | 2012-07-17,35.00,35.209999,32.380001,33.349998,2569300,33.349998 1092 | 2012-07-16,34.32,36.00,33.900002,35.959999,1744000,35.959999 1093 | 2012-07-13,32.970001,34.400002,32.830002,34.25,1304800,34.25 1094 | 2012-07-12,31.290001,33.009998,30.799999,32.700001,1125700,32.700001 1095 | 2012-07-11,31.57,31.68,31.01,31.51,638600,31.51 1096 | 2012-07-10,31.540001,32.48,30.889999,31.27,758400,31.27 1097 | 2012-07-09,30.940001,31.83,30.67,31.49,910500,31.49 1098 | 2012-07-06,30.99,31.73,30.799999,30.99,784500,30.99 1099 | 2012-07-05,30.809999,31.67,30.799999,31.23,1253800,31.23 1100 | 2012-07-03,30.60,31.00,30.40,30.66,947000,30.66 1101 | 2012-07-02,31.35,31.799999,30.190001,30.40,1315600,30.40 1102 | 2012-06-29,32.799999,32.799999,31.00,31.290001,1125800,31.290001 1103 | 2012-06-28,31.90,32.110001,30.620001,31.41,914100,31.41 1104 | 2012-06-27,31.90,32.450001,31.57,31.959999,1047200,31.959999 1105 | 2012-06-26,32.049999,32.349998,31.389999,31.610001,2613900,31.610001 1106 | 2012-06-25,33.939999,34.119999,32.75,33.110001,1498500,33.110001 1107 | 2012-06-22,32.599998,33.98,32.459999,33.790001,3046600,33.790001 1108 | 2012-06-21,34.259998,34.279999,31.84,32.189999,1891900,32.189999 1109 | 2012-06-20,33.50,34.50,33.209999,33.779999,3422400,33.779999 1110 | 2012-06-19,32.02,32.66,31.50,32.09,911100,32.09 1111 | 2012-06-18,29.940001,32.330002,29.50,31.84,1256800,31.84 1112 | 2012-06-15,29.389999,29.950001,28.809999,29.91,646800,29.91 1113 | 2012-06-14,30.18,30.65,28.620001,29.389999,872200,29.389999 1114 | 2012-06-13,29.549999,30.639999,29.469999,29.77,844100,29.77 1115 | 2012-06-12,29.23,29.84,28.809999,29.66,569000,29.66 1116 | 2012-06-11,30.309999,31.00,28.959999,29.120001,636000,29.120001 1117 | 2012-06-08,28.860001,30.190001,28.15,30.08,881100,30.08 1118 | 2012-06-07,29.809999,29.870001,28.85,28.93,492100,28.93 1119 | 2012-06-06,28.200001,29.450001,28.139999,29.219999,909900,29.219999 1120 | 2012-06-05,27.84,28.389999,27.559999,27.91,630900,27.91 1121 | 2012-06-04,28.030001,28.41,27.110001,27.879999,1030900,27.879999 1122 | 2012-06-01,28.530001,29.16,27.76,28.15,885800,28.15 1123 | 2012-05-31,30.07,30.290001,28.75,29.50,1118700,29.50 1124 | 2012-05-30,31.08,31.42,30.24,30.41,1307200,30.41 1125 | 2012-05-29,30.01,31.93,30.01,31.690001,1650000,31.690001 1126 | 2012-05-25,30.16,30.41,29.200001,29.809999,757000,29.809999 1127 | 2012-05-24,31.25,31.25,29.690001,30.280001,1075600,30.280001 1128 | 2012-05-23,30.559999,31.049999,29.50,31.02,1220400,31.02 1129 | 2012-05-22,30.10,31.34,30.00,30.799999,2366200,30.799999 1130 | 2012-05-21,27.58,29.26,27.120001,28.77,1475200,28.77 1131 | 2012-05-18,28.370001,28.459999,26.83,27.559999,1616500,27.559999 1132 | 2012-05-17,29.299999,29.790001,28.24,28.57,1149000,28.57 1133 | 2012-05-16,29.58,30.18,28.879999,29.18,1257100,29.18 1134 | 2012-05-15,30.26,30.959999,29.219999,29.43,1585700,29.43 1135 | 2012-05-14,31.92,32.130001,30.049999,30.059999,1380900,30.059999 1136 | 2012-05-11,32.490002,33.439999,32.16,32.25,1221300,32.25 1137 | 2012-05-10,32.970001,34.68,32.400002,32.959999,5556300,32.959999 1138 | 2012-05-09,30.299999,30.77,29.76,30.059999,1947900,30.059999 1139 | 2012-05-08,32.50,32.73,29.370001,30.190001,3097200,30.190001 1140 | 2012-05-07,31.959999,32.580002,31.610001,32.470001,1158000,32.470001 1141 | 2012-05-04,32.32,32.459999,31.40,31.83,1247500,31.83 1142 | 2012-05-03,33.91,34.00,32.130001,32.459999,841300,32.459999 1143 | 2012-05-02,33.50,34.389999,33.389999,33.939999,497300,33.939999 1144 | 2012-05-01,33.130001,34.209999,33.130001,33.779999,659000,33.779999 1145 | 2012-04-30,33.27,33.360001,32.580002,33.130001,413900,33.130001 1146 | 2012-04-27,33.599998,33.630001,32.91,33.34,591000,33.34 1147 | 2012-04-26,32.959999,33.52,32.91,33.490002,425300,33.490002 1148 | 2012-04-25,32.07,32.990002,32.07,32.91,712200,32.91 1149 | 2012-04-24,31.82,32.200001,31.00,31.82,674500,31.82 1150 | 2012-04-23,32.860001,32.970001,31.709999,31.940001,890800,31.940001 1151 | 2012-04-20,33.139999,33.73,32.939999,33.16,821800,33.16 1152 | 2012-04-19,32.75,33.43,32.50,33.16,774900,33.16 1153 | 2012-04-18,32.09,32.75,31.530001,32.66,823100,32.66 1154 | 2012-04-17,32.43,33.07,32.040001,32.240002,1115500,32.240002 1155 | 2012-04-16,33.41,33.700001,32.09,32.25,1099600,32.25 1156 | 2012-04-13,33.939999,34.040001,32.849998,33.59,649600,33.59 1157 | 2012-04-12,33.77,34.48,32.919998,33.439999,1033900,33.439999 1158 | 2012-04-11,33.240002,33.290001,32.009998,33.09,1105500,33.09 1159 | 2012-04-10,33.150002,33.849998,32.099998,32.459999,1847700,32.459999 1160 | 2012-04-09,34.099998,34.290001,33.099998,33.150002,1655700,33.150002 1161 | 2012-04-05,35.099998,35.439999,34.41,34.48,1509400,34.48 1162 | 2012-04-04,35.27,35.490002,34.689999,35.00,4481800,35.00 1163 | 2012-04-03,36.700001,38.470001,36.669998,38.009998,1098100,38.009998 1164 | 2012-04-02,37.330002,37.970001,36.529999,36.580002,1028600,36.580002 1165 | 2012-03-30,37.52,37.939999,36.68,37.240002,886400,37.240002 1166 | 2012-03-29,38.189999,38.189999,37.029999,37.330002,796400,37.330002 1167 | 2012-03-28,37.779999,38.439999,37.110001,37.849998,955000,37.849998 1168 | 2012-03-27,37.16,39.950001,37.029999,37.939999,2539200,37.939999 1169 | 2012-03-26,35.59,38.09,35.040001,37.400002,3140500,37.400002 1170 | 2012-03-23,34.259998,34.630001,33.150002,34.080002,1170600,34.080002 1171 | 2012-03-22,34.970001,35.150002,34.299999,34.400002,522400,34.400002 1172 | 2012-03-21,34.939999,35.299999,34.599998,35.150002,607200,35.150002 1173 | 2012-03-20,34.98,35.200001,34.57,34.959999,567000,34.959999 1174 | 2012-03-19,35.259998,35.32,34.540001,34.98,1015600,34.98 1175 | 2012-03-16,34.900002,35.889999,34.830002,35.32,729300,35.32 1176 | 2012-03-15,35.279999,35.48,34.779999,35.00,571600,35.00 1177 | 2012-03-14,36.00,36.00,34.799999,35.290001,851500,35.290001 1178 | 2012-03-13,36.509998,36.59,35.50,36.09,1001600,36.09 1179 | 2012-03-12,34.689999,36.290001,34.599998,36.009998,1963300,36.009998 1180 | 2012-03-09,33.200001,35.310001,33.200001,34.740002,1553400,34.740002 1181 | 2012-03-08,33.110001,33.490002,33.040001,33.07,633300,33.07 1182 | 2012-03-07,33.119999,33.310001,32.91,33.119999,364900,33.119999 1183 | 2012-03-06,33.25,33.279999,32.619999,33.110001,573800,33.110001 1184 | 2012-03-05,34.349998,34.400002,33.459999,33.77,467000,33.77 1185 | 2012-03-02,34.400002,34.50,33.709999,34.040001,550000,34.040001 1186 | 2012-03-01,33.509998,34.50,33.310001,34.41,703500,34.41 1187 | 2012-02-29,33.810001,34.119999,33.139999,33.41,535700,33.41 1188 | 2012-02-28,33.639999,34.439999,33.169998,33.810001,612200,33.810001 1189 | 2012-02-27,33.41,34.00,33.00,33.619999,606000,33.619999 1190 | 2012-02-24,34.23,34.52,33.27,33.75,959900,33.75 1191 | 2012-02-23,33.990002,34.970001,33.560001,34.529999,820400,34.529999 1192 | 2012-02-22,34.50,34.720001,32.50,34.220001,1654600,34.220001 1193 | 2012-02-21,34.869999,34.869999,33.810001,34.50,1135800,34.50 1194 | 2012-02-17,33.990002,34.970001,33.50,34.970001,1376700,34.970001 1195 | 2012-02-16,33.50,34.509998,32.540001,34.18,2219700,34.18 1196 | 2012-02-15,33.099998,34.41,32.27,33.599998,2761800,33.599998 1197 | 2012-02-14,31.74,33.790001,31.40,33.169998,1810800,33.169998 1198 | 2012-02-13,31.549999,32.060001,30.90,31.49,1157900,31.49 1199 | 2012-02-10,32.259998,32.27,29.84,31.10,1874200,31.10 1200 | 2012-02-09,32.00,32.900002,31.43,32.580002,1277100,32.580002 1201 | 2012-02-08,31.60,32.009998,31.290001,31.93,623700,31.93 1202 | 2012-02-07,31.799999,31.799999,30.82,31.60,1021600,31.60 1203 | 2012-02-06,31.10,31.90,31.049999,31.799999,652100,31.799999 1204 | 2012-02-03,30.41,31.33,30.25,31.15,764500,31.15 1205 | 2012-02-02,29.719999,30.879999,29.610001,30.25,805700,30.25 1206 | 2012-02-01,29.07,29.700001,29.00,29.58,523200,29.58 1207 | 2012-01-31,29.90,30.00,28.870001,29.07,956400,29.07 1208 | 2012-01-30,29.49,29.610001,28.530001,29.57,729000,29.57 1209 | 2012-01-27,28.50,29.719999,28.50,29.33,748400,29.33 1210 | 2012-01-26,28.07,29.58,28.00,28.940001,1271100,28.940001 1211 | 2012-01-25,27.27,28.01,27.049999,27.969999,611200,27.969999 1212 | 2012-01-24,26.629999,27.68,26.440001,27.42,858000,27.42 1213 | 2012-01-23,26.809999,27.209999,26.60,26.77,594600,26.77 1214 | 2012-01-20,26.90,27.00,26.40,26.60,662300,26.60 1215 | 2012-01-19,27.190001,27.74,26.610001,26.76,1246300,26.76 1216 | 2012-01-18,26.690001,26.879999,26.25,26.809999,1260200,26.809999 1217 | 2012-01-17,26.620001,27.34,26.41,26.60,4651600,26.60 1218 | 2012-01-13,28.40,28.50,22.639999,22.790001,5500400,22.790001 1219 | 2012-01-12,28.48,28.620001,27.809999,28.25,729300,28.25 1220 | 2012-01-11,27.620001,28.379999,27.299999,28.23,672300,28.23 1221 | 2012-01-10,27.440001,27.76,27.25,27.620001,671800,27.620001 1222 | 2012-01-09,27.00,27.49,26.120001,27.25,897000,27.25 1223 | 2012-01-06,27.200001,27.790001,26.41,26.91,986300,26.91 1224 | 2012-01-05,27.76,27.93,26.85,27.120001,1005500,27.120001 1225 | 2012-01-04,28.209999,28.67,27.50,27.709999,630100,27.709999 1226 | 2012-01-03,28.940001,29.50,27.65,28.08,928100,28.08 1227 | 2011-12-30,28.49,28.98,28.25,28.559999,339800,28.559999 1228 | 2011-12-29,28.59,29.34,28.549999,28.73,488200,28.73 1229 | 2011-12-28,28.99,29.24,28.040001,28.51,575200,28.51 1230 | 2011-12-27,27.66,28.77,27.639999,28.57,777500,28.57 1231 | 2011-12-23,28.00,28.00,27.52,27.90,591400,27.90 1232 | 2011-12-22,27.60,28.049999,27.299999,27.77,1009400,27.77 1233 | 2011-12-21,27.91,28.07,26.030001,27.57,1705500,27.57 1234 | 2011-12-20,28.049999,28.450001,27.719999,27.90,843300,27.90 1235 | 2011-12-19,28.09,28.50,27.370001,27.75,987000,27.75 1236 | 2011-12-16,28.790001,28.93,27.98,28.00,1029700,28.00 1237 | 2011-12-15,28.67,29.17,28.120001,28.620001,700300,28.620001 1238 | 2011-12-14,29.50,29.68,28.00,28.530001,1163900,28.530001 1239 | 2011-12-13,30.57,30.93,28.91,29.450001,994100,29.450001 1240 | 2011-12-12,30.440001,30.620001,30.02,30.41,758700,30.41 1241 | 2011-12-09,30.540001,31.120001,30.280001,31.040001,1239500,31.040001 1242 | 2011-12-08,30.84,31.65,29.610001,30.889999,3305800,30.889999 1243 | 2011-12-07,34.630001,34.889999,33.799999,34.189999,674300,34.189999 1244 | 2011-12-06,34.200001,34.98,34.029999,34.869999,951800,34.869999 1245 | 2011-12-05,33.529999,35.00,33.43,34.419998,1160100,34.419998 1246 | 2011-12-02,32.830002,33.689999,32.400002,33.299999,802800,33.299999 1247 | 2011-12-01,32.57,33.990002,31.98,32.599998,1030200,32.599998 1248 | 2011-11-30,32.50,32.93,32.220001,32.740002,760300,32.740002 1249 | 2011-11-29,32.490002,33.07,31.629999,31.75,591100,31.75 1250 | 2011-11-28,32.00,33.279999,31.809999,32.560001,681200,32.560001 1251 | 2011-11-25,31.549999,32.41,31.08,31.66,239600,31.66 1252 | 2011-11-23,31.76,32.049999,31.25,31.450001,451800,31.450001 1253 | 2011-11-22,31.76,32.790001,31.049999,32.07,732600,32.07 1254 | 2011-11-21,32.439999,32.439999,31.049999,31.76,1031600,31.76 1255 | 2011-11-18,33.639999,34.110001,32.540001,32.599998,902800,32.599998 1256 | 2011-11-17,34.50,34.900002,33.189999,33.68,1349300,33.68 1257 | 2011-11-16,33.48,35.00,33.400002,34.939999,1833200,34.939999 1258 | 2011-11-15,32.919998,34.400002,32.73,33.93,891000,33.93 1259 | 2011-11-14,33.00,33.540001,32.619999,33.220001,1325700,33.220001 1260 | 2011-11-11,31.90,34.50,30.57,33.639999,3868300,33.639999 1261 | 2011-11-10,30.940001,31.50,30.65,31.33,747300,31.33 1262 | 2011-11-09,30.870001,31.49,30.299999,30.879999,953700,30.879999 1263 | 2011-11-08,31.370001,32.00,30.719999,31.84,1167900,31.84 1264 | 2011-11-07,31.639999,32.00,30.75,31.27,1266300,31.27 1265 | 2011-11-04,31.459999,32.400002,30.51,32.310001,3032900,32.310001 1266 | 2011-11-03,30.00,32.490002,29.530001,32.459999,2509700,32.459999 1267 | 2011-11-02,29.00,29.26,28.25,28.709999,875300,28.709999 1268 | 2011-11-01,28.389999,28.92,28.00,28.879999,635200,28.879999 1269 | 2011-10-31,29.50,29.51,28.75,29.370001,1134000,29.370001 1270 | 2011-10-28,28.50,30.00,28.01,29.870001,1264000,29.870001 1271 | 2011-10-27,28.34,28.950001,28.110001,28.76,869400,28.76 1272 | 2011-10-26,28.190001,28.370001,27.40,27.98,510500,27.98 1273 | 2011-10-25,28.23,28.860001,27.799999,28.25,654400,28.25 1274 | 2011-10-24,27.870001,28.889999,27.75,28.549999,940600,28.549999 1275 | 2011-10-21,27.40,28.299999,27.01,28.030001,1142600,28.030001 1276 | 2011-10-20,27.440001,27.469999,27.00,27.34,999700,27.34 1277 | 2011-10-19,28.02,28.059999,27.299999,27.57,792900,27.57 1278 | 2011-10-18,27.299999,28.43,26.709999,28.34,999700,28.34 1279 | 2011-10-17,27.860001,28.00,27.26,27.42,754500,27.42 1280 | 2011-10-14,28.00,28.549999,27.26,28.049999,1400500,28.049999 1281 | 2011-10-13,27.629999,28.469999,27.440001,27.940001,1043500,27.940001 1282 | 2011-10-12,27.25,28.00,27.200001,27.799999,1123400,27.799999 1283 | 2011-10-11,27.51,27.77,27.09,27.610001,575700,27.610001 1284 | 2011-10-10,27.309999,28.18,27.00,27.879999,923500,27.879999 1285 | 2011-10-07,26.98,27.60,26.049999,26.99,1311600,26.99 1286 | 2011-10-06,25.370001,27.60,25.02,26.959999,1769100,26.959999 1287 | 2011-10-05,24.030001,25.84,23.35,25.370001,1229500,25.370001 1288 | 2011-10-04,23.290001,24.32,22.93,23.66,1200300,23.66 1289 | 2011-10-03,24.950001,25.00,23.25,23.73,1023200,23.73 1290 | 2011-09-30,24.799999,24.889999,23.49,24.389999,1336100,24.389999 1291 | 2011-09-29,25.719999,25.82,23.549999,24.120001,929600,24.120001 1292 | 2011-09-28,26.00,26.50,24.51,24.59,723300,24.59 1293 | 2011-09-27,26.00,26.99,25.57,26.190001,674500,26.190001 1294 | 2011-09-26,26.52,26.52,24.90,25.52,934800,25.52 1295 | 2011-09-23,25.49,26.620001,25.35,26.379999,1156400,26.379999 1296 | 2011-09-22,25.639999,26.110001,24.879999,25.629999,775800,25.629999 1297 | 2011-09-21,25.950001,26.950001,25.700001,25.85,987600,25.85 1298 | 2011-09-20,25.98,26.60,25.67,26.01,1180400,26.01 1299 | 2011-09-19,24.950001,25.809999,23.82,25.77,1157400,25.77 1300 | 2011-09-16,24.780001,25.84,24.49,25.799999,1417100,25.799999 1301 | 2011-09-15,24.58,24.93,24.33,24.82,562600,24.82 1302 | 2011-09-14,24.25,24.84,23.790001,24.34,830800,24.34 1303 | 2011-09-13,23.01,24.10,22.75,24.08,726500,24.08 1304 | 2011-09-12,22.50,23.309999,22.450001,22.879999,566600,22.879999 1305 | 2011-09-09,23.370001,23.57,22.549999,22.969999,669300,22.969999 1306 | 2011-09-08,23.58,24.030001,23.280001,23.610001,505700,23.610001 1307 | 2011-09-07,23.389999,24.00,23.280001,23.84,459200,23.84 1308 | 2011-09-06,22.50,23.200001,22.290001,22.940001,809800,22.940001 1309 | 2011-09-02,23.66,23.99,22.68,23.07,769900,23.07 1310 | 2011-09-01,24.66,24.870001,23.84,24.00,848100,24.00 1311 | 2011-08-31,24.799999,25.50,24.280001,24.74,823800,24.74 1312 | 2011-08-30,24.50,24.77,24.09,24.629999,366200,24.629999 1313 | 2011-08-29,24.219999,24.85,24.02,24.709999,803400,24.709999 1314 | 2011-08-26,22.709999,23.950001,22.07,23.73,761800,23.73 1315 | 2011-08-25,23.870001,23.870001,22.90,23.110001,679800,23.110001 1316 | 2011-08-24,23.10,23.93,22.83,23.870001,684300,23.870001 1317 | 2011-08-23,21.93,23.110001,21.50,22.959999,869000,22.959999 1318 | 2011-08-22,23.110001,23.799999,21.68,21.950001,986100,21.950001 1319 | 2011-08-19,23.860001,24.219999,22.00,22.299999,1375300,22.299999 1320 | 2011-08-18,25.00,25.15,23.469999,24.26,1056600,24.26 1321 | 2011-08-17,26.389999,26.65,25.51,25.83,643700,25.83 1322 | 2011-08-16,26.129999,26.540001,25.83,26.10,537700,26.10 1323 | 2011-08-15,26.620001,26.75,25.93,26.23,738600,26.23 1324 | 2011-08-12,25.60,27.139999,25.360001,26.309999,1009100,26.309999 1325 | 2011-08-11,24.040001,25.75,24.00,25.299999,836500,25.299999 1326 | 2011-08-10,25.440001,25.440001,23.629999,23.82,1564200,23.82 1327 | 2011-08-09,24.15,25.450001,23.700001,25.059999,1333400,25.059999 1328 | 2011-08-08,23.10,24.440001,23.10,23.639999,2608500,23.639999 1329 | 2011-08-05,24.99,25.379999,22.83,24.24,1964400,24.24 1330 | 2011-08-04,26.51,26.889999,24.67,24.75,3064500,24.75 1331 | 2011-08-03,27.50,27.83,26.34,27.200001,1794500,27.200001 1332 | 2011-08-02,28.690001,29.200001,27.27,27.34,1549400,27.34 1333 | 2011-08-01,28.67,28.98,28.209999,28.77,1164900,28.77 1334 | 2011-07-29,27.799999,28.40,27.50,28.17,948200,28.17 1335 | 2011-07-28,27.60,28.549999,27.540001,28.17,938700,28.17 1336 | 2011-07-27,28.50,28.50,27.51,27.639999,958500,27.639999 1337 | 2011-07-26,28.309999,28.77,27.969999,28.00,760600,28.00 1338 | 2011-07-25,29.01,29.25,28.440001,28.49,673300,28.49 1339 | 2011-07-22,28.700001,29.540001,28.549999,29.290001,583500,29.290001 1340 | 2011-07-21,28.91,29.16,28.10,28.700001,1011500,28.700001 1341 | 2011-07-20,28.00,30.440001,27.799999,28.690001,3048300,28.690001 1342 | 2011-07-19,27.58,28.110001,27.540001,27.889999,1026100,27.889999 1343 | 2011-07-18,27.34,27.450001,26.629999,27.23,851900,27.23 1344 | 2011-07-15,27.790001,27.83,27.40,27.58,709000,27.58 1345 | 2011-07-14,28.530001,28.959999,27.25,27.610001,1159000,27.610001 1346 | 2011-07-13,28.43,29.030001,27.90,28.639999,1066000,28.639999 1347 | 2011-07-12,28.370001,29.09,28.00,28.17,1045400,28.17 1348 | 2011-07-11,28.40,28.530001,28.00,28.35,975800,28.35 1349 | 2011-07-08,29.889999,29.889999,28.59,28.809999,1240600,28.809999 1350 | 2011-07-07,29.139999,30.00,29.01,29.73,1327900,29.73 1351 | 2011-07-06,29.139999,29.139999,28.549999,28.959999,926900,28.959999 1352 | 2011-07-05,29.02,29.52,28.709999,29.139999,996000,29.139999 1353 | 2011-07-01,29.07,29.60,28.799999,29.02,854900,29.02 1354 | 2011-06-30,28.50,29.33,28.40,29.129999,946700,29.129999 1355 | 2011-06-29,28.50,29.09,28.07,28.290001,1461800,28.290001 1356 | 2011-06-28,27.790001,28.25,27.67,28.110001,889200,28.110001 1357 | 2011-06-27,27.73,28.280001,27.309999,27.459999,1809400,27.459999 1358 | 2011-06-24,27.639999,27.969999,27.26,27.57,3608500,27.57 1359 | 2011-06-23,27.200001,27.719999,26.209999,27.709999,1170000,27.709999 1360 | 2011-06-22,27.370001,28.25,27.10,27.209999,1475600,27.209999 1361 | 2011-06-21,26.24,27.73,26.00,27.530001,1496000,27.530001 1362 | 2011-06-20,26.290001,26.459999,25.50,26.01,1537800,26.01 1363 | 2011-06-17,26.870001,27.700001,26.139999,26.50,1714000,26.50 1364 | 2011-06-16,27.67,28.00,25.74,26.50,1842200,26.50 1365 | 2011-06-15,28.440001,28.450001,27.07,27.32,1345000,27.32 1366 | 2011-06-14,28.540001,29.700001,28.52,28.60,1573400,28.60 1367 | 2011-06-13,28.07,28.879999,27.879999,28.43,1713400,28.43 1368 | 2011-06-10,27.52,28.299999,27.35,27.860001,1566600,27.860001 1369 | 2011-06-09,27.43,28.10,27.10,27.620001,1603200,27.620001 1370 | 2011-06-08,28.440001,28.60,27.02,27.120001,1695900,27.120001 1371 | 2011-06-07,28.940001,29.389999,28.26,28.370001,1222100,28.370001 1372 | 2011-06-06,30.10,30.129999,28.26,28.700001,2331100,28.700001 1373 | 2011-06-03,29.950001,31.50,29.50,30.129999,6209200,30.129999 1374 | 2011-06-02,28.52,29.32,28.51,28.76,986300,28.76 1375 | 2011-06-01,30.00,30.10,28.379999,28.52,1529900,28.52 1376 | 2011-05-31,29.690001,30.280001,29.549999,30.139999,3290500,30.139999 1377 | 2011-05-27,29.540001,29.67,28.82,29.549999,1687100,29.549999 1378 | 2011-05-26,28.82,29.76,28.10,29.48,3336900,29.48 1379 | 2011-05-25,26.90,29.01,26.17,28.98,4693100,28.98 1380 | 2011-05-24,27.02,27.50,26.60,26.719999,613700,26.719999 1381 | 2011-05-23,27.620001,27.620001,26.620001,26.82,863600,26.82 1382 | 2011-05-20,28.26,28.280001,27.35,27.969999,842500,27.969999 1383 | 2011-05-19,27.030001,28.440001,26.60,28.200001,2655100,28.200001 1384 | 2011-05-18,26.10,26.469999,25.52,26.35,729500,26.35 1385 | 2011-05-17,27.00,27.00,25.719999,25.959999,1234200,25.959999 1386 | 2011-05-16,27.99,27.99,26.549999,26.60,755700,26.60 1387 | 2011-05-13,28.00,28.190001,27.299999,27.549999,661500,27.549999 1388 | 2011-05-12,27.07,27.74,26.65,27.67,628000,27.67 1389 | 2011-05-11,28.200001,28.299999,26.92,27.07,962500,27.07 1390 | 2011-05-10,28.24,28.950001,27.91,28.33,1535300,28.33 1391 | 2011-05-09,27.00,28.00,26.85,27.91,916400,27.91 1392 | 2011-05-06,26.90,27.700001,26.620001,27.120001,981700,27.120001 1393 | 2011-05-05,27.200001,27.440001,26.17,26.440001,1218500,26.440001 1394 | 2011-05-04,26.780001,27.00,25.75,26.690001,1044500,26.690001 1395 | 2011-05-03,27.379999,27.389999,26.50,26.870001,913900,26.870001 1396 | 2011-05-02,27.60,27.799999,27.059999,27.450001,784600,27.450001 1397 | 2011-04-29,27.690001,27.870001,27.42,27.60,726000,27.60 1398 | 2011-04-28,27.07,27.690001,26.719999,27.66,1600000,27.66 1399 | 2011-04-27,26.93,27.360001,26.629999,27.08,996900,27.08 1400 | 2011-04-26,26.66,27.25,26.309999,26.93,1400000,26.93 1401 | 2011-04-25,26.700001,26.73,25.969999,26.389999,800900,26.389999 1402 | 2011-04-21,25.85,26.98,25.59,26.74,1386100,26.74 1403 | 2011-04-20,25.700001,26.09,25.299999,25.75,837200,25.75 1404 | 2011-04-19,25.26,25.26,24.65,25.16,548700,25.16 1405 | 2011-04-18,25.129999,25.620001,24.360001,25.030001,1033900,25.030001 1406 | 2011-04-15,25.65,26.18,25.41,25.58,943500,25.58 1407 | 2011-04-14,24.870001,25.280001,24.200001,25.139999,983400,25.139999 1408 | 2011-04-13,25.129999,25.690001,24.809999,24.93,1211500,24.93 1409 | 2011-04-12,25.08,25.209999,24.299999,24.65,1357400,24.65 1410 | 2011-04-11,26.469999,26.530001,25.02,25.27,1369400,25.27 1411 | 2011-04-08,27.58,27.60,26.360001,26.49,1946400,26.49 1412 | 2011-04-07,26.85,27.940001,26.450001,27.24,2810300,27.24 1413 | 2011-04-06,26.99,27.01,25.799999,26.49,1288300,26.49 1414 | 2011-04-05,25.90,27.00,25.690001,26.700001,3180900,26.700001 1415 | 2011-04-04,26.83,27.00,25.23,25.83,2609300,25.83 1416 | 2011-04-01,27.450001,28.18,26.57,26.66,2864800,26.66 1417 | 2011-03-31,26.549999,28.709999,26.50,27.75,11517800,27.75 1418 | 2011-03-30,24.110001,24.49,23.01,23.709999,1223300,23.709999 1419 | 2011-03-29,23.299999,24.00,23.209999,23.92,755400,23.92 1420 | 2011-03-28,22.700001,23.540001,22.549999,23.25,1058100,23.25 1421 | 2011-03-25,22.43,23.00,22.40,22.75,568000,22.75 1422 | 2011-03-24,22.139999,22.379999,21.98,22.33,462200,22.33 1423 | 2011-03-23,22.110001,22.27,21.77,22.209999,422800,22.209999 1424 | 2011-03-22,22.73,22.860001,22.00,22.190001,582900,22.190001 1425 | 2011-03-21,23.049999,23.049999,22.540001,22.73,411700,22.73 1426 | 2011-03-18,23.190001,23.190001,22.51,22.959999,687900,22.959999 1427 | 2011-03-17,23.24,23.43,22.639999,22.809999,922600,22.809999 1428 | 2011-03-16,22.860001,23.25,22.690001,22.82,1169700,22.82 1429 | 2011-03-15,22.200001,22.959999,21.799999,22.950001,1318800,22.950001 1430 | 2011-03-14,23.82,24.00,23.200001,23.25,1166000,23.25 1431 | 2011-03-11,23.85,24.25,23.530001,24.07,930800,24.07 1432 | 2011-03-10,24.440001,24.49,23.73,24.01,1017000,24.01 1433 | 2011-03-09,24.66,24.99,24.27,24.719999,924800,24.719999 1434 | 2011-03-08,24.60,24.959999,24.00,24.66,1399900,24.66 1435 | 2011-03-07,24.93,25.40,24.700001,24.940001,2033600,24.940001 1436 | 2011-03-04,24.48,24.99,23.780001,24.950001,1580100,24.950001 1437 | 2011-03-03,24.48,24.790001,24.059999,24.360001,640200,24.360001 1438 | 2011-03-02,23.82,24.280001,23.73,24.02,663300,24.02 1439 | 2011-03-01,24.049999,24.32,23.700001,23.940001,1106400,23.940001 1440 | 2011-02-28,23.74,24.10,23.50,23.889999,1051200,23.889999 1441 | 2011-02-25,22.809999,23.85,22.690001,23.610001,1346300,23.610001 1442 | 2011-02-24,21.780001,22.58,21.50,22.530001,1055300,22.530001 1443 | 2011-02-23,22.18,22.50,21.110001,21.83,1605600,21.83 1444 | 2011-02-22,22.879999,23.00,21.780001,21.870001,2064600,21.870001 1445 | 2011-02-18,23.33,23.49,22.959999,23.18,2370700,23.18 1446 | 2011-02-17,24.629999,25.49,23.549999,23.60,2618400,23.60 1447 | 2011-02-16,23.10,24.969999,23.07,24.73,4115100,24.73 1448 | 2011-02-15,23.01,23.17,22.559999,22.84,953700,22.84 1449 | 2011-02-14,23.639999,24.139999,23.049999,23.08,1283100,23.08 1450 | 2011-02-11,23.25,23.75,22.940001,23.25,634500,23.25 1451 | 2011-02-10,23.26,23.639999,22.809999,23.219999,836100,23.219999 1452 | 2011-02-09,24.129999,24.18,22.790001,23.209999,2635600,23.209999 1453 | 2011-02-08,23.780001,25.25,23.00,24.49,3504900,24.49 1454 | 2011-02-07,23.26,23.26,22.879999,23.07,895100,23.07 1455 | 2011-02-04,23.440001,23.67,23.219999,23.459999,544000,23.459999 1456 | 2011-02-03,23.82,23.90,23.15,23.629999,512000,23.629999 1457 | 2011-02-02,24.16,24.18,23.67,23.940001,569500,23.940001 1458 | 2011-02-01,24.309999,24.73,23.540001,23.91,707800,23.91 1459 | 2011-01-31,24.049999,24.120001,23.50,24.10,830300,24.10 1460 | 2011-01-28,24.879999,24.879999,23.75,24.01,1048400,24.01 1461 | 2011-01-27,24.74,25.08,24.530001,24.92,895700,24.92 1462 | 2011-01-26,24.709999,24.879999,24.10,24.75,1079900,24.75 1463 | 2011-01-25,24.65,24.889999,24.02,24.68,1271500,24.68 1464 | 2011-01-24,23.530001,24.809999,23.23,24.49,1645100,24.49 1465 | 2011-01-21,23.120001,23.59,22.709999,23.040001,1217000,23.040001 1466 | 2011-01-20,24.030001,24.450001,22.370001,22.620001,2279900,22.620001 1467 | 2011-01-19,25.27,25.469999,23.75,24.030001,2371500,24.030001 1468 | 2011-01-18,25.48,25.639999,24.75,25.639999,1621700,25.639999 1469 | 2011-01-14,26.15,26.58,25.610001,25.75,1192000,25.75 1470 | 2011-01-13,26.959999,26.969999,26.16,26.219999,723600,26.219999 1471 | 2011-01-12,27.01,27.40,26.52,26.959999,964400,26.959999 1472 | 2011-01-11,28.59,28.709999,26.92,26.959999,1710200,26.959999 1473 | 2011-01-10,28.17,28.68,28.049999,28.450001,1342700,28.450001 1474 | 2011-01-07,28.00,28.58,27.90,28.24,2247900,28.24 1475 | 2011-01-06,26.83,28.00,26.809999,27.879999,2061200,27.879999 1476 | 2011-01-05,26.48,26.90,26.190001,26.83,1446700,26.83 1477 | 2011-01-04,26.66,26.950001,26.02,26.67,1187400,26.67 1478 | 2011-01-03,26.84,27.00,25.90,26.620001,1283000,26.620001 1479 | 2010-12-31,26.57,27.25,26.50,26.629999,1417900,26.629999 1480 | 2010-12-30,27.700001,27.90,26.379999,26.50,2041100,26.50 1481 | 2010-12-29,27.030001,28.01,26.50,27.73,3319200,27.73 1482 | 2010-12-28,25.85,26.75,25.00,26.41,4056300,26.41 1483 | 2010-12-27,28.02,28.58,25.059999,25.549999,9301900,25.549999 1484 | 2010-12-23,31.26,32.48,29.92,30.09,1552600,30.09 1485 | 2010-12-22,32.25,32.860001,31.700001,32.630001,833300,32.630001 1486 | 2010-12-21,31.799999,32.689999,31.709999,32.259998,777700,32.259998 1487 | 2010-12-20,31.639999,32.189999,31.26,31.700001,523400,31.700001 1488 | 2010-12-17,31.34,31.540001,30.709999,31.360001,813000,31.360001 1489 | 2010-12-16,30.00,30.91,29.65,30.809999,790100,30.809999 1490 | 2010-12-15,28.67,29.969999,28.530001,29.60,742900,29.60 1491 | 2010-12-14,30.290001,30.389999,27.76,28.530001,1765700,28.530001 1492 | 2010-12-13,31.639999,31.77,30.40,30.549999,410400,30.549999 1493 | 2010-12-10,32.049999,32.919998,31.129999,31.52,429400,31.52 1494 | 2010-12-09,32.509998,32.720001,31.65,32.049999,406000,32.049999 1495 | 2010-12-08,32.48,32.490002,31.52,32.369999,660000,32.369999 1496 | 2010-12-07,30.49,32.400002,30.049999,31.559999,1311300,31.559999 1497 | 2010-12-06,31.35,31.450001,29.559999,30.309999,1274400,30.309999 1498 | 2010-12-03,32.009998,32.25,30.870001,31.49,1160100,31.49 1499 | 2010-12-02,34.009998,34.299999,31.200001,32.349998,2007000,32.349998 1500 | 2010-12-01,35.869999,36.419998,33.450001,34.349998,1299200,34.349998 1501 | 2010-11-30,33.740002,35.330002,33.41,35.330002,2222600,35.330002 1502 | 2010-11-29,35.41,35.950001,33.330002,34.330002,1145600,34.330002 1503 | 2010-11-26,35.599998,36.00,34.75,35.32,350600,35.32 1504 | 2010-11-24,35.27,35.970001,34.330002,35.470001,1425000,35.470001 1505 | 2010-11-23,33.290001,35.68,32.189999,34.57,1577800,34.57 1506 | 2010-11-22,31.57,33.450001,31.50,33.400002,1529700,33.400002 1507 | 2010-11-19,30.16,31.370001,29.700001,30.99,1150500,30.99 1508 | 2010-11-18,30.67,30.74,28.92,29.889999,956100,29.889999 1509 | 2010-11-17,30.200001,30.75,28.610001,29.49,750000,29.49 1510 | 2010-11-16,31.00,31.40,28.42,29.67,1347600,29.67 1511 | 2010-11-15,30.219999,32.939999,30.219999,30.799999,2622900,30.799999 1512 | 2010-11-12,28.25,30.50,28.07,29.84,2729100,29.84 1513 | 2010-11-11,28.60,29.10,27.33,28.040001,1945300,28.040001 1514 | 2010-11-10,24.48,29.969999,24.049999,29.360001,3060500,29.360001 1515 | 2010-11-09,25.00,25.690001,24.049999,24.629999,956400,24.629999 1516 | 2010-11-08,24.50,25.00,24.030001,24.98,509500,24.98 1517 | 2010-11-05,24.870001,24.969999,23.719999,24.440001,1011000,24.440001 1518 | 2010-11-04,22.60,25.33,22.15,24.90,1874000,24.90 1519 | 2010-11-03,21.280001,22.50,21.16,21.77,372600,21.77 1520 | 2010-11-02,21.68,21.879999,21.049999,21.25,322500,21.25 1521 | 2010-11-01,21.940001,22.75,21.309999,21.41,455800,21.41 1522 | 2010-10-29,21.139999,21.85,21.049999,21.84,280600,21.84 1523 | 2010-10-28,21.389999,21.50,20.959999,21.190001,224200,21.190001 1524 | 2010-10-27,21.25,21.379999,20.65,21.00,356500,21.00 1525 | 2010-10-26,20.799999,21.870001,20.51,21.360001,660900,21.360001 1526 | 2010-10-25,20.940001,20.98,20.73,20.85,118500,20.85 1527 | 2010-10-22,20.68,20.93,20.549999,20.719999,161100,20.719999 1528 | 2010-10-21,20.610001,20.950001,20.450001,20.75,417100,20.75 1529 | 2010-10-20,20.16,20.690001,20.040001,20.65,312500,20.65 1530 | 2010-10-19,20.200001,20.41,20.00,20.049999,245200,20.049999 1531 | 2010-10-18,20.52,20.639999,20.219999,20.23,162800,20.23 1532 | 2010-10-15,20.889999,20.90,20.25,20.540001,284700,20.540001 1533 | 2010-10-14,21.00,21.030001,20.40,20.75,294800,20.75 1534 | 2010-10-13,20.639999,20.85,20.360001,20.540001,318200,20.540001 1535 | 2010-10-12,20.200001,20.280001,20.030001,20.24,244000,20.24 1536 | 2010-10-11,20.440001,20.700001,20.07,20.24,171200,20.24 1537 | 2010-10-08,20.43,20.790001,20.389999,20.43,267800,20.43 1538 | 2010-10-07,20.57,20.639999,20.34,20.43,141000,20.43 1539 | 2010-10-06,21.059999,21.26,20.32,20.459999,313400,20.459999 1540 | 2010-10-05,21.15,21.280001,21.01,21.120001,332000,21.120001 1541 | 2010-10-04,20.43,21.17,20.299999,20.99,643600,20.99 1542 | 2010-10-01,20.690001,20.75,20.309999,20.60,597700,20.60 1543 | 2010-09-30,22.00,22.15,20.190001,20.41,2195800,20.41 1544 | 2010-09-29,21.190001,22.030001,21.129999,21.98,1969300,21.98 1545 | 2010-09-28,21.040001,21.49,20.76,21.40,1214500,21.40 1546 | 2010-09-27,20.40,20.809999,20.049999,20.530001,418600,20.530001 1547 | 2010-09-24,19.950001,20.190001,19.65,20.10,578900,20.10 1548 | 2010-09-23,19.889999,20.139999,19.50,19.559999,668100,19.559999 1549 | 2010-09-22,20.870001,20.950001,19.799999,19.870001,962900,19.870001 1550 | 2010-09-21,20.889999,21.549999,20.67,20.77,796000,20.77 1551 | 2010-09-20,20.67,21.35,20.16,21.059999,947500,21.059999 1552 | 2010-09-17,21.02,21.32,19.799999,20.23,1198500,20.23 1553 | 2010-09-16,22.15,23.16,20.84,20.940001,2684500,20.940001 1554 | 2010-09-15,20.98,22.00,20.790001,21.98,684600,21.98 1555 | 2010-09-14,20.540001,21.60,20.530001,21.120001,654700,21.120001 1556 | 2010-09-13,20.889999,20.90,20.50,20.719999,360800,20.719999 1557 | 2010-09-10,20.75,20.93,19.76,20.17,386600,20.17 1558 | 2010-09-09,21.00,21.049999,20.690001,20.709999,376200,20.709999 1559 | 2010-09-08,20.66,20.950001,20.60,20.90,288400,20.90 1560 | 2010-09-07,20.610001,21.00,20.50,20.540001,243400,20.540001 1561 | 2010-09-03,20.870001,21.299999,20.66,21.049999,434600,21.049999 1562 | 2010-09-02,20.370001,21.24,20.309999,21.059999,487100,21.059999 1563 | 2010-09-01,19.620001,20.690001,19.60,20.450001,494900,20.450001 1564 | 2010-08-31,19.66,19.790001,19.33,19.48,201100,19.48 1565 | 2010-08-30,19.700001,20.190001,19.610001,19.870001,732800,19.870001 1566 | 2010-08-27,19.75,19.870001,19.50,19.700001,379600,19.700001 1567 | 2010-08-26,19.889999,20.27,19.60,19.75,433800,19.75 1568 | 2010-08-25,19.16,19.98,18.559999,19.90,503300,19.90 1569 | 2010-08-24,19.25,19.709999,18.950001,19.200001,673100,19.200001 1570 | 2010-08-23,19.09,20.389999,19.00,20.129999,1088100,20.129999 1571 | 2010-08-20,18.65,19.110001,18.51,19.10,296000,19.10 1572 | 2010-08-19,18.540001,19.25,18.33,18.790001,579100,18.790001 1573 | 2010-08-18,19.59,19.59,18.60,18.77,601300,18.77 1574 | 2010-08-17,18.959999,19.40,18.780001,19.15,447900,19.15 1575 | 2010-08-16,18.450001,18.799999,18.26,18.780001,485800,18.780001 1576 | 2010-08-13,18.18,18.450001,17.66,18.32,634000,18.32 1577 | 2010-08-12,17.799999,17.90,17.389999,17.60,691000,17.60 1578 | 2010-08-11,18.690001,18.879999,17.85,17.90,797600,17.90 1579 | 2010-08-10,19.65,19.65,18.82,19.030001,1281300,19.030001 1580 | 2010-08-09,19.90,19.98,19.450001,19.60,812700,19.60 1581 | 2010-08-06,20.10,20.16,19.52,19.59,741900,19.59 1582 | 2010-08-05,21.540001,21.549999,20.049999,20.450001,796200,20.450001 1583 | 2010-08-04,21.950001,22.18,20.85,21.26,913000,21.26 1584 | 2010-08-03,21.00,21.950001,20.82,21.950001,1230500,21.950001 1585 | 2010-08-02,20.50,20.969999,20.33,20.92,718100,20.92 1586 | 2010-07-30,20.200001,20.440001,19.549999,19.940001,426900,19.940001 1587 | 2010-07-29,20.77,20.879999,20.00,20.35,616000,20.35 1588 | 2010-07-28,20.549999,20.90,20.51,20.719999,467200,20.719999 1589 | 2010-07-27,20.91,21.18,20.26,20.549999,619700,20.549999 1590 | 2010-07-26,21.50,21.50,20.299999,20.950001,922200,20.950001 1591 | 2010-07-23,21.190001,21.559999,21.059999,21.290001,653600,21.290001 1592 | 2010-07-22,20.50,21.25,20.370001,21.00,957800,21.00 1593 | 2010-07-21,20.66,20.90,19.50,20.219999,1252500,20.219999 1594 | 2010-07-20,21.85,21.85,20.049999,20.299999,1825300,20.299999 1595 | 2010-07-19,21.370001,22.25,20.92,21.91,2486500,21.91 1596 | 2010-07-16,20.700001,21.299999,20.049999,20.639999,2621300,20.639999 1597 | 2010-07-15,19.940001,21.50,19.00,19.889999,3739800,19.889999 1598 | 2010-07-14,17.940001,20.15,17.76,19.84,4195200,19.84 1599 | 2010-07-13,17.389999,18.639999,16.90,18.139999,2680100,18.139999 1600 | 2010-07-12,17.950001,18.07,17.00,17.049999,2202500,17.049999 1601 | 2010-07-09,17.58,17.90,16.549999,17.40,4050600,17.40 1602 | 2010-07-08,16.139999,17.52,15.57,17.459999,7711400,17.459999 1603 | 2010-07-07,16.40,16.629999,14.98,15.80,6921700,15.80 1604 | 2010-07-06,20.00,20.00,15.83,16.110001,6866900,16.110001 1605 | 2010-07-02,23.00,23.10,18.709999,19.200001,5139800,19.200001 1606 | 2010-07-01,25.00,25.92,20.27,21.959999,8218800,21.959999 1607 | 2010-06-30,25.790001,30.42,23.299999,23.83,17187100,23.83 1608 | 2010-06-29,19.00,25.00,17.540001,23.889999,18766300,23.889999 1609 | -------------------------------------------------------------------------------- /model.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "markdown", 5 | "metadata": {}, 6 | "source": [ 7 | "# Maximizing Stock Portfolio ROI using Deep Learning " 8 | ] 9 | }, 10 | { 11 | "cell_type": "markdown", 12 | "metadata": {}, 13 | "source": [ 14 | "## Toy Model" 15 | ] 16 | }, 17 | { 18 | "cell_type": "markdown", 19 | "metadata": {}, 20 | "source": [ 21 | "### Data" 22 | ] 23 | }, 24 | { 25 | "cell_type": "markdown", 26 | "metadata": {}, 27 | "source": [ 28 | "- Portfolio of stocks.\n", 29 | "- Every stock goes on a sequence of increasing or decreasing for X (fixed) days straight.\n", 30 | "- Each sequence is linear, w/ a random fixed % change $\\in (-1,1)$, with Gaussian noise added." 31 | ] 32 | }, 33 | { 34 | "cell_type": "code", 35 | "execution_count": 38, 36 | "metadata": { 37 | "collapsed": true 38 | }, 39 | "outputs": [], 40 | "source": [ 41 | "import numpy as np" 42 | ] 43 | }, 44 | { 45 | "cell_type": "code", 46 | "execution_count": 39, 47 | "metadata": { 48 | "collapsed": true 49 | }, 50 | "outputs": [], 51 | "source": [ 52 | "def generate_dataset(num_stocks, num_days):\n", 53 | " starting_price = 500.\n", 54 | " seq_length = 5\n", 55 | " day_of_year = 0\n", 56 | " data = np.array([np.append(np.array([1 for stock in range(num_stocks)])*starting_price,\n", 57 | " day_of_year)])\n", 58 | " labels = np.zeros(num_stocks+1)\n", 59 | " for _ in range(int(num_days/seq_length)):\n", 60 | " percent_change = 2.*np.random.rand(num_stocks) - 1.\n", 61 | " new_label = np.zeros(num_stocks+1)\n", 62 | " if np.max(percent_change) > 0:\n", 63 | " new_label[np.argmax(percent_change)] = 1\n", 64 | " else:\n", 65 | " new_label[-1] = 1\n", 66 | " for day in range(seq_length):\n", 67 | " price_change = 1 + 0.01*percent_change + .1/100.*np.random.randn(4)\n", 68 | " day_of_year = (day_of_year+1)%365\n", 69 | " new_data = np.append(data[-1,:-1]*price_change, day_of_year)\n", 70 | " data = np.vstack((data, new_data))\n", 71 | " labels = np.vstack((labels, new_label))\n", 72 | " return data, labels " 73 | ] 74 | }, 75 | { 76 | "cell_type": "code", 77 | "execution_count": 50, 78 | "metadata": { 79 | "collapsed": false 80 | }, 81 | "outputs": [], 82 | "source": [ 83 | "X_train_toy, Y_train_toy = generate_dataset(4, 5000)" 84 | ] 85 | }, 86 | { 87 | "cell_type": "code", 88 | "execution_count": 51, 89 | "metadata": { 90 | "collapsed": false 91 | }, 92 | "outputs": [], 93 | "source": [ 94 | "np.save('X_train_toy',X_train_toy)\n", 95 | "np.save('Y_train_toy',Y_train_toy)" 96 | ] 97 | }, 98 | { 99 | "cell_type": "markdown", 100 | "metadata": {}, 101 | "source": [ 102 | "### Training" 103 | ] 104 | }, 105 | { 106 | "cell_type": "code", 107 | "execution_count": 42, 108 | "metadata": { 109 | "collapsed": false 110 | }, 111 | "outputs": [], 112 | "source": [ 113 | "import numpy as np\n", 114 | "from keras.models import Sequential\n", 115 | "from keras.optimizers import RMSprop\n", 116 | "from keras.layers import Dense, Dropout, Activation\n", 117 | "from keras.layers import LSTM, TimeDistributed" 118 | ] 119 | }, 120 | { 121 | "cell_type": "code", 122 | "execution_count": 52, 123 | "metadata": { 124 | "collapsed": true 125 | }, 126 | "outputs": [], 127 | "source": [ 128 | "X_train_toy = np.load('X_train_toy.npy')\n", 129 | "Y_train_toy = np.load('Y_train_toy.npy')\n", 130 | "\n", 131 | "mean = X_train_toy.mean(axis=0)\n", 132 | "std = X_train_toy.std(axis=0)\n", 133 | "\n", 134 | "X_train_norm = (X_train_toy - mean)/std" 135 | ] 136 | }, 137 | { 138 | "cell_type": "code", 139 | "execution_count": 53, 140 | "metadata": { 141 | "collapsed": false 142 | }, 143 | "outputs": [ 144 | { 145 | "data": { 146 | "text/plain": [ 147 | "(array([ 420.61761852, 1163.27369089, 1182.39914984, 405.73446034,\n", 148 | " 179.21015797]),\n", 149 | " array([ 133.54786501, 508.11372297, 352.16508521, 83.10877008,\n", 150 | " 104.6781473 ]))" 151 | ] 152 | }, 153 | "execution_count": 53, 154 | "metadata": {}, 155 | "output_type": "execute_result" 156 | } 157 | ], 158 | "source": [ 159 | "mean, std" 160 | ] 161 | }, 162 | { 163 | "cell_type": "code", 164 | "execution_count": 54, 165 | "metadata": { 166 | "collapsed": false 167 | }, 168 | "outputs": [], 169 | "source": [ 170 | "timesteps = 10\n", 171 | "\n", 172 | "X_train_seq = []\n", 173 | "for batch_start in range(timesteps, X_train_norm.shape[0]):\n", 174 | " X_train_seq.append(X_train_norm[batch_start-timesteps:batch_start,:])\n", 175 | "X_train_seq = np.vstack(([np.array([seq]) for seq in X_train_seq]))\n", 176 | "Y_train_seq = Y_train_toy[timesteps:]" 177 | ] 178 | }, 179 | { 180 | "cell_type": "code", 181 | "execution_count": 55, 182 | "metadata": { 183 | "collapsed": true 184 | }, 185 | "outputs": [], 186 | "source": [ 187 | "dataset_size = X_train_seq.shape[0]\n", 188 | "split = dataset_size//5\n", 189 | "\n", 190 | "X_test_seq = X_train_seq[:split]\n", 191 | "Y_test_seq = Y_train_seq[:split]\n", 192 | "X_train_seq = X_train_seq[split:]\n", 193 | "Y_train_seq = Y_train_seq[split:]" 194 | ] 195 | }, 196 | { 197 | "cell_type": "code", 198 | "execution_count": 56, 199 | "metadata": { 200 | "collapsed": true 201 | }, 202 | "outputs": [], 203 | "source": [ 204 | "data_dim = 5 # [stock1, stock2, stock3, stock4, day_of_year]\n", 205 | "nb_classes = 5 # [buy1, buy2, buy3, buy4, sell_all]\n", 206 | "\n", 207 | "model = Sequential()\n", 208 | "model.add(TimeDistributed(Dense(42, activation='relu'), input_shape=(timesteps, data_dim)))\n", 209 | "model.add(LSTM(42, return_sequences=True))\n", 210 | "model.add(LSTM(42, return_sequences=False))\n", 211 | "model.add(Dense(5, activation='softmax'))\n", 212 | "\n", 213 | "model.compile(loss='categorical_crossentropy',\n", 214 | " optimizer='rmsprop',\n", 215 | " metrics=['categorical_accuracy'])" 216 | ] 217 | }, 218 | { 219 | "cell_type": "code", 220 | "execution_count": 57, 221 | "metadata": { 222 | "collapsed": false, 223 | "scrolled": false 224 | }, 225 | "outputs": [ 226 | { 227 | "name": "stdout", 228 | "output_type": "stream", 229 | "text": [ 230 | "Epoch 1/10\n", 231 | "3993/3993 [==============================] - 8s - loss: 1.5147 - categorical_accuracy: 0.2695 \n", 232 | "Epoch 2/10\n", 233 | "3993/3993 [==============================] - 7s - loss: 1.4803 - categorical_accuracy: 0.3023 \n", 234 | "Epoch 3/10\n", 235 | "3993/3993 [==============================] - 7s - loss: 1.4540 - categorical_accuracy: 0.3208 \n", 236 | "Epoch 4/10\n", 237 | "3993/3993 [==============================] - 8s - loss: 1.4282 - categorical_accuracy: 0.3428 \n", 238 | "Epoch 5/10\n", 239 | "3993/3993 [==============================] - 7s - loss: 1.4076 - categorical_accuracy: 0.3554 \n", 240 | "Epoch 6/10\n", 241 | "3993/3993 [==============================] - 7s - loss: 1.3832 - categorical_accuracy: 0.3711 \n", 242 | "Epoch 7/10\n", 243 | "3993/3993 [==============================] - 7s - loss: 1.3603 - categorical_accuracy: 0.3944 \n", 244 | "Epoch 8/10\n", 245 | "3993/3993 [==============================] - 7s - loss: 1.3365 - categorical_accuracy: 0.4097 \n", 246 | "Epoch 9/10\n", 247 | "3993/3993 [==============================] - 7s - loss: 1.3195 - categorical_accuracy: 0.4155 \n", 248 | "Epoch 10/10\n", 249 | "3993/3993 [==============================] - 7s - loss: 1.3035 - categorical_accuracy: 0.4185 \n" 250 | ] 251 | }, 252 | { 253 | "data": { 254 | "text/plain": [ 255 | "" 256 | ] 257 | }, 258 | "execution_count": 57, 259 | "metadata": {}, 260 | "output_type": "execute_result" 261 | } 262 | ], 263 | "source": [ 264 | "model.fit(X_train_seq, Y_train_seq, batch_size=50, nb_epoch=10)" 265 | ] 266 | }, 267 | { 268 | "cell_type": "code", 269 | "execution_count": 58, 270 | "metadata": { 271 | "collapsed": false 272 | }, 273 | "outputs": [ 274 | { 275 | "name": "stdout", 276 | "output_type": "stream", 277 | "text": [ 278 | "3993/3993 [==============================] - 2s \n" 279 | ] 280 | }, 281 | { 282 | "data": { 283 | "text/plain": [ 284 | "0.43901828199348858" 285 | ] 286 | }, 287 | "execution_count": 58, 288 | "metadata": {}, 289 | "output_type": "execute_result" 290 | } 291 | ], 292 | "source": [ 293 | "predictions = np.argmax(model.predict_proba(X_train_seq),axis=1)\n", 294 | "truth = np.argmax(Y_train_seq,axis=1)\n", 295 | "np.mean(predictions==truth)" 296 | ] 297 | }, 298 | { 299 | "cell_type": "code", 300 | "execution_count": 59, 301 | "metadata": { 302 | "collapsed": false 303 | }, 304 | "outputs": [ 305 | { 306 | "name": "stdout", 307 | "output_type": "stream", 308 | "text": [ 309 | "998/998 [==============================] - 0s \n" 310 | ] 311 | }, 312 | { 313 | "data": { 314 | "text/plain": [ 315 | "0.28356713426853708" 316 | ] 317 | }, 318 | "execution_count": 59, 319 | "metadata": {}, 320 | "output_type": "execute_result" 321 | } 322 | ], 323 | "source": [ 324 | "predictions = np.argmax(model.predict_proba(X_test_seq),axis=1)\n", 325 | "truth = np.argmax(Y_test_seq,axis=1)\n", 326 | "np.mean(predictions==truth)" 327 | ] 328 | }, 329 | { 330 | "cell_type": "code", 331 | "execution_count": 60, 332 | "metadata": { 333 | "collapsed": false 334 | }, 335 | "outputs": [], 336 | "source": [ 337 | "from keras.models import load_model\n", 338 | "\n", 339 | "model.save('model_toy.h5')\n", 340 | "#model = load_model('model_toy.h5')" 341 | ] 342 | }, 343 | { 344 | "cell_type": "markdown", 345 | "metadata": {}, 346 | "source": [ 347 | "## Curriculum Learning" 348 | ] 349 | }, 350 | { 351 | "cell_type": "markdown", 352 | "metadata": {}, 353 | "source": [ 354 | "### Hierarchical Dataset Generation" 355 | ] 356 | }, 357 | { 358 | "cell_type": "code", 359 | "execution_count": null, 360 | "metadata": { 361 | "collapsed": true 362 | }, 363 | "outputs": [], 364 | "source": [] 365 | }, 366 | { 367 | "cell_type": "markdown", 368 | "metadata": {}, 369 | "source": [ 370 | "### Training" 371 | ] 372 | }, 373 | { 374 | "cell_type": "code", 375 | "execution_count": null, 376 | "metadata": { 377 | "collapsed": true 378 | }, 379 | "outputs": [], 380 | "source": [] 381 | }, 382 | { 383 | "cell_type": "markdown", 384 | "metadata": {}, 385 | "source": [ 386 | "## Full Model" 387 | ] 388 | }, 389 | { 390 | "cell_type": "markdown", 391 | "metadata": {}, 392 | "source": [ 393 | "### Data" 394 | ] 395 | }, 396 | { 397 | "cell_type": "code", 398 | "execution_count": 57, 399 | "metadata": { 400 | "collapsed": true 401 | }, 402 | "outputs": [], 403 | "source": [ 404 | "import numpy as np\n", 405 | "import glob\n", 406 | "import datetime" 407 | ] 408 | }, 409 | { 410 | "cell_type": "code", 411 | "execution_count": 58, 412 | "metadata": { 413 | "collapsed": false 414 | }, 415 | "outputs": [], 416 | "source": [ 417 | "dataset = []\n", 418 | "for idx in glob.glob(\"data/*.csv\"):\n", 419 | " if idx == 'data/S&P500.csv': continue\n", 420 | " stock = np.genfromtxt(idx,skip_header=1,usecols=(0,1),delimiter=',',dtype=[\"S10\",\"f8\"])\n", 421 | " data = np.zeros((stock.shape[0],2))\n", 422 | " data[:,0] = np.array([datetime.datetime.strptime(entry[0], \"%Y-%m-%d\").date().timetuple().tm_yday for entry in stock])\n", 423 | " data[:,1] = np.array([entry[1] for entry in stock])\n", 424 | " dataset.append((idx,data))" 425 | ] 426 | }, 427 | { 428 | "cell_type": "code", 429 | "execution_count": 59, 430 | "metadata": { 431 | "collapsed": false, 432 | "scrolled": false 433 | }, 434 | "outputs": [], 435 | "source": [ 436 | "num_stocks = 4\n", 437 | "data_batches = []\n", 438 | "idxs = []\n", 439 | "\n", 440 | "for stock1 in range(0,len(dataset)):\n", 441 | " for stock2 in range(stock1+1,len(dataset)):\n", 442 | " for stock3 in range(stock2+1,len(dataset)):\n", 443 | " for stock4 in range(stock3+1,len(dataset)):\n", 444 | " size = np.min([dataset[stock1][1].shape[0],dataset[stock2][1].shape[0],dataset[stock3][1].shape[0],dataset[stock4][1].shape[0]])\n", 445 | " data_batch = np.hstack((dataset[stock1][1][0:size,:],dataset[stock2][1][0:size,:],dataset[stock3][1][0:size,:],dataset[stock4][1][0:size,:]))\n", 446 | " data_batches.append(data_batch)\n", 447 | " if not idxs:\n", 448 | " idxs.append(data_batch.shape[0]-2)\n", 449 | " else:\n", 450 | " idxs.append(idxs[-1] + data_batch.shape[0] - 1)" 451 | ] 452 | }, 453 | { 454 | "cell_type": "code", 455 | "execution_count": 60, 456 | "metadata": { 457 | "collapsed": false 458 | }, 459 | "outputs": [], 460 | "source": [ 461 | "def label(current, future):\n", 462 | " label = np.zeros(5) # [stock1, stock2, stock3, stock4, Cash]\n", 463 | " profit = np.true_divide(future - current, current)\n", 464 | " idx = np.argmax(profit)\n", 465 | " if profit[idx] <= 0: idx = -1\n", 466 | " label[idx] = 1\n", 467 | " return label" 468 | ] 469 | }, 470 | { 471 | "cell_type": "code", 472 | "execution_count": 61, 473 | "metadata": { 474 | "collapsed": false 475 | }, 476 | "outputs": [], 477 | "source": [ 478 | "label_batches = []\n", 479 | "\n", 480 | "for batch in data_batches:\n", 481 | " label_batch = np.zeros((batch.shape[0]-1,5))\n", 482 | " for idx in range(batch.shape[0]-1):\n", 483 | " current, future = batch[idx+1][[1,3,5,7]], batch[idx][[1,3,5,7]]\n", 484 | " label_batch[idx] = label(current,future)\n", 485 | " label_batches.append(label_batch)" 486 | ] 487 | }, 488 | { 489 | "cell_type": "code", 490 | "execution_count": 62, 491 | "metadata": { 492 | "collapsed": true 493 | }, 494 | "outputs": [], 495 | "source": [ 496 | "X_train = np.vstack((batch[1:,:] for batch in data_batches))" 497 | ] 498 | }, 499 | { 500 | "cell_type": "code", 501 | "execution_count": 63, 502 | "metadata": { 503 | "collapsed": false 504 | }, 505 | "outputs": [ 506 | { 507 | "data": { 508 | "text/plain": [ 509 | "(264809, 8)" 510 | ] 511 | }, 512 | "execution_count": 63, 513 | "metadata": {}, 514 | "output_type": "execute_result" 515 | } 516 | ], 517 | "source": [ 518 | "X_train.shape" 519 | ] 520 | }, 521 | { 522 | "cell_type": "code", 523 | "execution_count": 64, 524 | "metadata": { 525 | "collapsed": true 526 | }, 527 | "outputs": [], 528 | "source": [ 529 | "Y_train = np.vstack(np.vstack((label for label in label_batch)) for label_batch in label_batches)" 530 | ] 531 | }, 532 | { 533 | "cell_type": "code", 534 | "execution_count": 65, 535 | "metadata": { 536 | "collapsed": false 537 | }, 538 | "outputs": [ 539 | { 540 | "data": { 541 | "text/plain": [ 542 | "(264809, 5)" 543 | ] 544 | }, 545 | "execution_count": 65, 546 | "metadata": {}, 547 | "output_type": "execute_result" 548 | } 549 | ], 550 | "source": [ 551 | "Y_train.shape" 552 | ] 553 | }, 554 | { 555 | "cell_type": "code", 556 | "execution_count": 66, 557 | "metadata": { 558 | "collapsed": false 559 | }, 560 | "outputs": [], 561 | "source": [ 562 | "np.save('X_train',X_train)\n", 563 | "np.save('Y_train',Y_train)" 564 | ] 565 | }, 566 | { 567 | "cell_type": "markdown", 568 | "metadata": { 569 | "collapsed": false 570 | }, 571 | "source": [ 572 | "### Training" 573 | ] 574 | }, 575 | { 576 | "cell_type": "code", 577 | "execution_count": 3, 578 | "metadata": { 579 | "collapsed": false 580 | }, 581 | "outputs": [], 582 | "source": [ 583 | "import numpy as np\n", 584 | "from keras.models import Sequential\n", 585 | "from keras.optimizers import RMSprop\n", 586 | "from keras.layers import Dense, Dropout, Activation, LSTM, TimeDistributed\n", 587 | "from keras.layers.normalization import BatchNormalization" 588 | ] 589 | }, 590 | { 591 | "cell_type": "code", 592 | "execution_count": 3, 593 | "metadata": { 594 | "collapsed": false 595 | }, 596 | "outputs": [], 597 | "source": [ 598 | "X_train = np.load('X_train.npy')\n", 599 | "Y_train = np.load('Y_train.npy')\n", 600 | "\n", 601 | "mean = X_train.mean(axis=0)\n", 602 | "std = X_train.std(axis=0)\n", 603 | "\n", 604 | "X_train_norm = (X_train - mean)/std" 605 | ] 606 | }, 607 | { 608 | "cell_type": "code", 609 | "execution_count": 70, 610 | "metadata": { 611 | "collapsed": false 612 | }, 613 | "outputs": [], 614 | "source": [ 615 | "input_dim = X_train.shape[1]\n", 616 | "output_dim = Y_train.shape[1]\n", 617 | "T = 100\n", 618 | "X_train_seq = []\n", 619 | "Y_train_seq = []\n", 620 | "for i in range(len(idxs)):\n", 621 | " if i == 0:\n", 622 | " start_idx = 0\n", 623 | " else:\n", 624 | " start_idx = idxs[i-1] + 1\n", 625 | " end_idx = idxs[i]\n", 626 | " for j in range(start_idx + T - 1, end_idx+1):\n", 627 | " tX = X_train_norm[j - (T - 1): j + 1]\n", 628 | " tY = Y_train[j]\n", 629 | " X_train_seq.append(tX[None,:,:])\n", 630 | " Y_train_seq.append(tY[None,:])\n", 631 | " del tX\n", 632 | " del tY\n", 633 | "\n", 634 | "X_train_seq = np.concatenate(X_train_seq, axis=0)\n", 635 | "Y_train_seq = np.concatenate(Y_train_seq, axis=0)" 636 | ] 637 | }, 638 | { 639 | "cell_type": "code", 640 | "execution_count": null, 641 | "metadata": { 642 | "collapsed": true 643 | }, 644 | "outputs": [], 645 | "source": [ 646 | "data_dim = 8\n", 647 | "timesteps = 15\n", 648 | "\n", 649 | "model = Sequential()\n", 650 | "model.add(TimeDistributed(Dense(100), input_shape=(timesteps, data_dim)))\n", 651 | "model.add(BatchNormalization())\n", 652 | "model.add(Activation('tanh'))\n", 653 | "model.add(Dropout(0.5))\n", 654 | "model.add(LSTM(100, return_sequences=True, W_regularizer=None, U_regularizer=None, b_regularizer=None, dropout_W=0.5, dropout_U=0.5))\n", 655 | "model.add(LSTM(100, return_sequences=False, W_regularizer=None, U_regularizer=None, b_regularizer=None, dropout_W=0.5, dropout_U=0.5))\n", 656 | "model.add(Dense(100))\n", 657 | "model.add(BatchNormalization())\n", 658 | "model.add(Activation('tanh'))\n", 659 | "model.add(Dropout(0.5))\n", 660 | "model.add(Dense(1, activation='sigmoid'))" 661 | ] 662 | }, 663 | { 664 | "cell_type": "code", 665 | "execution_count": null, 666 | "metadata": { 667 | "collapsed": true 668 | }, 669 | "outputs": [], 670 | "source": [ 671 | "model.compile(loss='binary_crossentropy',\n", 672 | " optimizer='rmsprop',\n", 673 | " metrics=['accuracy'])" 674 | ] 675 | }, 676 | { 677 | "cell_type": "code", 678 | "execution_count": 4, 679 | "metadata": { 680 | "collapsed": false, 681 | "scrolled": false 682 | }, 683 | "outputs": [], 684 | "source": [ 685 | "#model.fit(X_train_seq[:20], Y_train_seq[:20], batch_size=20, nb_epoch=20)\n", 686 | "#score = model.evaluate(X_test, Y_test, batch_size=16)" 687 | ] 688 | }, 689 | { 690 | "cell_type": "code", 691 | "execution_count": 5, 692 | "metadata": { 693 | "collapsed": false 694 | }, 695 | "outputs": [ 696 | { 697 | "name": "stdout", 698 | "output_type": "stream", 699 | "text": [ 700 | "____________________________________________________________________________________________________\n", 701 | "Layer (type) Output Shape Param # Connected to \n", 702 | "====================================================================================================\n", 703 | "timedistributed_1 (TimeDistribute(None, 15, 100) 900 timedistributed_input_1[0][0] \n", 704 | "____________________________________________________________________________________________________\n", 705 | "batchnormalization_1 (BatchNormal(None, 15, 100) 200 timedistributed_1[0][0] \n", 706 | "____________________________________________________________________________________________________\n", 707 | "activation_1 (Activation) (None, 15, 100) 0 batchnormalization_1[0][0] \n", 708 | "____________________________________________________________________________________________________\n", 709 | "dropout_1 (Dropout) (None, 15, 100) 0 activation_1[0][0] \n", 710 | "____________________________________________________________________________________________________\n", 711 | "lstm_1 (LSTM) (None, 15, 100) 80400 dropout_1[0][0] \n", 712 | "____________________________________________________________________________________________________\n", 713 | "lstm_2 (LSTM) (None, 100) 80400 lstm_1[0][0] \n", 714 | "____________________________________________________________________________________________________\n", 715 | "dense_2 (Dense) (None, 100) 10100 lstm_2[0][0] \n", 716 | "____________________________________________________________________________________________________\n", 717 | "batchnormalization_2 (BatchNormal(None, 100) 200 dense_2[0][0] \n", 718 | "____________________________________________________________________________________________________\n", 719 | "activation_2 (Activation) (None, 100) 0 batchnormalization_2[0][0] \n", 720 | "____________________________________________________________________________________________________\n", 721 | "dropout_2 (Dropout) (None, 100) 0 activation_2[0][0] \n", 722 | "____________________________________________________________________________________________________\n", 723 | "dense_3 (Dense) (None, 1) 101 dropout_2[0][0] \n", 724 | "====================================================================================================\n", 725 | "Total params: 172301\n", 726 | "____________________________________________________________________________________________________\n" 727 | ] 728 | } 729 | ], 730 | "source": [ 731 | "model.summary()" 732 | ] 733 | }, 734 | { 735 | "cell_type": "markdown", 736 | "metadata": {}, 737 | "source": [ 738 | "## Control Algorithm" 739 | ] 740 | }, 741 | { 742 | "cell_type": "code", 743 | "execution_count": null, 744 | "metadata": { 745 | "collapsed": true 746 | }, 747 | "outputs": [], 748 | "source": [] 749 | } 750 | ], 751 | "metadata": { 752 | "kernelspec": { 753 | "display_name": "Python 2", 754 | "language": "python", 755 | "name": "python2" 756 | }, 757 | "language_info": { 758 | "codemirror_mode": { 759 | "name": "ipython", 760 | "version": 2 761 | }, 762 | "file_extension": ".py", 763 | "mimetype": "text/x-python", 764 | "name": "python", 765 | "nbconvert_exporter": "python", 766 | "pygments_lexer": "ipython2", 767 | "version": "2.7.12" 768 | } 769 | }, 770 | "nbformat": 4, 771 | "nbformat_minor": 1 772 | } 773 | -------------------------------------------------------------------------------- /model.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mkanwal/Quantopian/b2e709d7f6821026ecc2f6892343ab4c121856b3/model.jpg -------------------------------------------------------------------------------- /model_toy.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mkanwal/Quantopian/b2e709d7f6821026ecc2f6892343ab4c121856b3/model_toy.h5 --------------------------------------------------------------------------------