# https://palomar.home.ece.ust.hk/MAFS6010R_lectures/Rsession_factor_models.html#final_comparison_of_covariance_matrix_estimations_via_different_factor_models
# https://systematicinvestor.wordpress.com/2012/03/19/backtesting-asset-allocation-portfolios/
rm(list = ls())
library(lubridate)
##
## Attaching package: 'lubridate'
## The following objects are masked from 'package:base':
##
## date, intersect, setdiff, union
library(timetk)
library(purrr)
library(quantmod)
## Loading required package: xts
## Loading required package: zoo
##
## Attaching package: 'zoo'
## The following objects are masked from 'package:base':
##
## as.Date, as.Date.numeric
## Loading required package: TTR
## Registered S3 method overwritten by 'quantmod':
## method from
## as.zoo.data.frame zoo
library(lpSolve)
#
devtools::install_github('joshuaulrich/xts', force = T)
## Downloading GitHub repo joshuaulrich/xts@HEAD
##
##
checking for file ‘/tmp/RtmpmqGIEE/remotes129405f264f/joshuaulrich-xts-2370446/DESCRIPTION’ ...
✓ checking for file ‘/tmp/RtmpmqGIEE/remotes129405f264f/joshuaulrich-xts-2370446/DESCRIPTION’
##
─ preparing ‘xts’:
## ✓ checking DESCRIPTION meta-information
## ─ cleaning src
##
─ checking for LF line-endings in source and make files and shell scripts
##
─ checking for empty or unneeded directories
##
─ looking to see if a ‘data/datalist’ file should be added
##
─ building ‘xts_0.12.1.1.tar.gz’
##
##
## Installing package into '/home/rstudio-user/R/x86_64-pc-linux-gnu-library/4.0'
## (as 'lib' is unspecified)
devtools::install_github('joshuaulrich/quantmod', force = T)
## Downloading GitHub repo joshuaulrich/quantmod@HEAD
##
##
checking for file ‘/tmp/RtmpmqGIEE/remotes1295100fbdf/joshuaulrich-quantmod-052c207/DESCRIPTION’ ...
✓ checking for file ‘/tmp/RtmpmqGIEE/remotes1295100fbdf/joshuaulrich-quantmod-052c207/DESCRIPTION’
##
─ preparing ‘quantmod’:
##
checking DESCRIPTION meta-information ...
✓ checking DESCRIPTION meta-information
##
─ installing the package to process help pages
##
─ saving partial Rd database (6.6s)
##
─ checking for LF line-endings in source and make files and shell scripts
## ─ checking for empty or unneeded directories
## ─ building ‘quantmod_0.4.18.1.tar.gz’
##
##
## Installing package into '/home/rstudio-user/R/x86_64-pc-linux-gnu-library/4.0'
## (as 'lib' is unspecified)
#
devtools::install_github('systematicinvestor/SIT.date', force = T)
## Downloading GitHub repo systematicinvestor/SIT.date@HEAD
##
##
checking for file ‘/tmp/RtmpmqGIEE/remotes12944f97e5c/systematicinvestor-SIT.date-6263da6/DESCRIPTION’ ...
✓ checking for file ‘/tmp/RtmpmqGIEE/remotes12944f97e5c/systematicinvestor-SIT.date-6263da6/DESCRIPTION’
##
─ preparing ‘SIT.date’:
##
checking DESCRIPTION meta-information ...
✓ checking DESCRIPTION meta-information
##
─ checking for LF line-endings in source and make files and shell scripts
##
─ checking for empty or unneeded directories
##
─ building ‘SIT.date_0.1.tar.gz’
##
##
## Installing package into '/home/rstudio-user/R/x86_64-pc-linux-gnu-library/4.0'
## (as 'lib' is unspecified)
curl::curl_download('https://github.com/systematicinvestor/SIT/raw/master/SIT.tar.gz', 'SIT.tar.gz',mode = 'wb',quiet=T)
install.packages('SIT.tar.gz', repos = NULL, type='source')
## Installing package into '/home/rstudio-user/R/x86_64-pc-linux-gnu-library/4.0'
## (as 'lib' is unspecified)
library(SIT)
## Loading required package: SIT.date
##
## Attaching package: 'SIT'
## The following object is masked from 'package:TTR':
##
## DVI
## The following object is masked from 'package:purrr':
##
## cross
## The following object is masked from 'package:base':
##
## close
library(PerformanceAnalytics)
##
## Attaching package: 'PerformanceAnalytics'
## The following object is masked from 'package:graphics':
##
## legend
library(xts)
library(tidyr)
#Import data
tickers = spl('AMC,SPY,F,AAPL,AMD,RACE,NLY,AMZN')
datas <- new.env()
getSymbols(tickers, src = 'yahoo', from = '2005-01-01', env = datas, auto.assign = T)
## pausing 1 second between requests for more than 5 symbols
## pausing 1 second between requests for more than 5 symbols
## pausing 1 second between requests for more than 5 symbols
## pausing 1 second between requests for more than 5 symbols
## [1] "AMC" "SPY" "F" "AAPL" "AMD" "RACE" "NLY" "AMZN"
for(i in ls(datas)) datas[[i]] = adjustOHLC(datas[[i]], use.Adjusted=T)
names(datas)
## [1] "AAPL" "F" "NLY" ".getSymbols" "AMC"
## [6] "AMD" "AMZN" "SPY" "RACE"
datas$AMZN
## AMZN.Open AMZN.High AMZN.Low AMZN.Close AMZN.Volume AMZN.Adjusted
## 2005-01-03 44.95 45.440 44.21 44.52 10446500 44.52
## 2005-01-04 42.67 43.260 41.50 42.14 19418500 42.14
## 2005-01-05 41.57 42.760 41.56 41.77 8354200 41.77
## 2005-01-06 41.81 42.250 40.90 41.05 8700900 41.05
## 2005-01-07 41.38 42.690 41.16 42.32 9836600 42.32
## 2005-01-10 41.94 42.960 41.71 41.84 7347900 41.84
## 2005-01-11 41.40 42.160 41.01 41.64 7920300 41.64
## 2005-01-12 41.49 42.480 40.82 42.30 8072300 42.30
## 2005-01-13 42.45 44.580 42.34 42.60 17393600 42.60
## 2005-01-14 42.90 44.660 42.36 44.55 12533000 44.55
## 2005-01-18 44.29 45.000 44.15 44.58 7131600 44.58
## 2005-01-19 44.47 44.740 43.43 43.96 7396700 43.96
## 2005-01-20 41.71 43.960 41.64 42.36 12830600 42.36
## 2005-01-21 41.99 42.550 41.02 41.16 10602700 41.16
## 2005-01-24 41.44 41.950 40.31 40.38 9695900 40.38
## 2005-01-25 40.64 41.440 40.45 40.94 9027900 40.94
## 2005-01-26 41.18 41.800 40.26 41.34 7714900 41.34
## 2005-01-27 41.27 42.400 41.14 42.31 8038400 42.31
## 2005-01-28 42.09 43.000 41.53 42.22 6152400 42.22
## 2005-01-31 42.44 43.420 42.43 43.22 6320300 43.22
## 2005-02-01 43.00 43.270 42.38 42.48 6761500 42.48
## 2005-02-02 43.05 43.540 40.86 41.88 26323600 41.88
## 2005-02-03 34.90 35.890 34.53 35.75 60518600 35.75
## 2005-02-04 35.65 35.980 35.19 35.72 17304700 35.72
## 2005-02-07 35.82 35.840 35.55 35.69 7112400 35.69
## 2005-02-08 35.54 36.520 35.53 36.30 9602500 36.30
## 2005-02-09 36.45 36.800 35.87 35.89 7938800 35.89
## 2005-02-10 36.07 36.110 35.53 35.78 7982400 35.78
## 2005-02-11 35.57 35.950 35.00 35.78 7841700 35.78
## 2005-02-14 35.65 36.630 35.50 36.03 6983100 36.03
## 2005-02-15 36.21 36.450 35.75 36.14 5177700 36.14
## 2005-02-16 35.93 36.350 35.58 35.66 5229800 35.66
## 2005-02-17 35.74 35.850 35.25 35.69 5298100 35.69
## 2005-02-18 35.61 35.750 35.10 35.31 4529700 35.31
## 2005-02-22 35.02 35.390 34.51 34.72 6855700 34.72
## 2005-02-23 34.95 34.970 33.20 34.14 10500400 34.14
## 2005-02-24 33.66 34.850 33.66 34.69 8389200 34.69
## 2005-02-25 34.72 35.230 34.48 34.99 5882300 34.99
## 2005-02-28 34.72 35.660 34.67 35.18 8422900 35.18
## 2005-03-01 35.06 35.410 34.82 35.39 5819000 35.39
## 2005-03-02 35.39 35.930 35.07 35.50 4871700 35.50
## 2005-03-03 35.50 35.960 35.40 35.65 5025600 35.65
## 2005-03-04 35.84 36.310 35.70 35.85 5545700 35.85
## 2005-03-07 35.94 36.400 35.81 36.32 3585900 36.32
## 2005-03-08 36.31 36.430 35.75 35.83 4792900 35.83
## 2005-03-09 35.74 35.930 34.90 35.40 7412300 35.40
## 2005-03-10 35.31 35.710 34.57 34.91 5872300 34.91
## 2005-03-11 34.81 34.870 34.05 34.75 8010300 34.75
## 2005-03-14 34.67 34.750 34.00 34.60 5433500 34.60
## 2005-03-15 34.58 34.850 33.90 34.18 5070600 34.18
## 2005-03-16 33.88 34.440 33.60 33.87 5370000 33.87
## 2005-03-17 33.58 34.440 33.58 33.97 4858000 33.97
## 2005-03-18 34.15 34.280 33.65 34.16 5294700 34.16
## 2005-03-21 34.21 34.630 33.54 33.67 6084400 33.67
## 2005-03-22 33.70 33.940 33.07 33.15 5490700 33.15
## 2005-03-23 33.09 33.840 32.82 33.18 6323700 33.18
## 2005-03-24 33.40 33.880 32.87 32.88 5337300 32.88
## 2005-03-28 33.10 33.650 33.02 33.39 4326600 33.39
## 2005-03-29 33.28 34.150 33.23 33.43 6137300 33.43
## 2005-03-30 33.59 34.520 33.51 34.32 5349800 34.32
## 2005-03-31 34.49 34.550 34.00 34.27 3554300 34.27
## 2005-04-01 34.63 34.710 33.78 34.01 5018400 34.01
## 2005-04-04 34.00 35.180 33.81 35.00 7342200 35.00
## 2005-04-05 35.23 35.340 34.99 35.28 4933000 35.28
## 2005-04-06 35.10 35.200 34.62 34.82 5276100 34.82
## 2005-04-07 34.68 34.920 34.50 34.90 3807300 34.90
## 2005-04-08 34.75 34.930 34.57 34.60 3013000 34.60
## 2005-04-11 34.60 35.000 34.36 34.60 3253100 34.60
## 2005-04-12 34.40 34.640 33.66 34.63 6197200 34.63
## 2005-04-13 34.35 34.710 34.15 34.30 4125100 34.30
## 2005-04-14 34.26 34.500 33.88 33.97 4178400 33.97
## 2005-04-15 33.96 34.000 33.02 33.02 5985000 33.02
## 2005-04-18 32.90 33.580 32.84 33.00 6917000 33.00
## 2005-04-19 33.18 33.370 32.01 32.78 6619400 32.78
## 2005-04-20 33.10 33.760 32.90 33.25 9215500 33.25
## 2005-04-21 33.50 33.890 32.89 33.73 7694700 33.73
## 2005-04-22 33.49 33.630 32.91 33.04 6392000 33.04
## 2005-04-25 33.13 33.590 33.05 33.53 4245400 33.53
## 2005-04-26 33.43 33.980 32.58 32.71 13969300 32.71
## 2005-04-27 30.84 31.740 30.60 31.72 29312900 31.72
## 2005-04-28 31.66 32.920 31.63 32.52 14472800 32.52
## 2005-04-29 32.86 32.890 31.52 32.36 10523500 32.36
## 2005-05-02 32.30 33.280 32.10 33.10 9098000 33.10
## 2005-05-03 32.94 33.560 32.89 33.21 6777900 33.21
## 2005-05-04 33.35 34.120 33.27 33.96 7756600 33.96
## 2005-05-05 33.96 34.180 33.59 33.96 4616900 33.96
## 2005-05-06 34.24 34.690 34.14 34.52 6713500 34.52
## 2005-05-09 34.40 34.800 34.25 34.64 4431600 34.64
## 2005-05-10 34.40 34.470 34.02 34.23 5475000 34.23
## 2005-05-11 34.30 34.510 33.65 33.82 6048000 33.82
## 2005-05-12 33.70 34.120 33.55 33.85 6005000 33.85
## 2005-05-13 33.99 34.350 33.80 33.90 3991800 33.90
## 2005-05-16 34.03 34.770 33.92 34.54 4280700 34.54
## 2005-05-17 34.45 34.820 34.09 34.73 3315700 34.73
## 2005-05-18 34.81 35.970 34.73 35.33 9557500 35.33
## 2005-05-19 35.37 35.910 35.33 35.59 5343500 35.59
## 2005-05-20 35.45 35.600 34.96 35.50 5042800 35.50
## 2005-05-23 35.57 36.020 35.39 35.68 5701400 35.68
## 2005-05-24 35.48 35.570 35.13 35.54 5914600 35.54
## 2005-05-25 35.27 35.450 35.19 35.25 3872900 35.25
## 2005-05-26 35.28 35.680 35.17 35.45 4787100 35.45
## 2005-05-27 35.22 35.550 35.15 35.50 3287100 35.50
## 2005-05-31 35.36 36.040 35.29 35.51 4930200 35.51
## 2005-06-01 35.57 36.990 35.44 36.50 10320200 36.50
## 2005-06-02 36.33 36.910 36.21 36.41 4768300 36.41
## 2005-06-03 36.46 36.500 35.32 35.59 4835900 35.59
## 2005-06-06 35.54 36.020 35.48 35.77 3881500 35.77
## 2005-06-07 35.91 36.200 35.29 35.35 4884800 35.35
## 2005-06-08 35.40 35.480 34.80 34.83 5314100 34.83
## 2005-06-09 34.93 35.280 34.40 35.20 3872500 35.20
## 2005-06-10 35.25 35.290 34.47 34.95 3467500 34.95
## 2005-06-13 34.67 35.410 34.65 34.87 3912000 34.87
## 2005-06-14 34.82 35.170 34.79 35.04 3634400 35.04
## 2005-06-15 35.34 35.410 34.52 35.24 5151800 35.24
## 2005-06-16 35.20 35.810 35.16 35.58 4205500 35.58
## 2005-06-17 35.89 36.070 35.16 35.31 4826100 35.31
## 2005-06-20 35.05 35.970 35.04 35.69 5097300 35.69
## 2005-06-21 35.60 35.810 35.28 35.38 4457100 35.38
## 2005-06-22 35.50 35.850 35.14 35.22 2507300 35.22
## 2005-06-23 35.14 35.560 35.10 35.43 5302200 35.43
## 2005-06-24 35.30 35.440 34.88 35.02 3675500 35.02
## 2005-06-27 34.91 35.050 34.17 34.50 4556300 34.50
## 2005-06-28 34.60 34.630 33.59 33.71 7034300 33.71
## 2005-06-29 33.70 34.070 33.27 33.35 4813300 33.35
## 2005-06-30 33.47 33.560 32.93 33.09 5715700 33.09
## 2005-07-01 33.24 33.270 32.79 32.91 2932700 32.91
## 2005-07-05 33.50 34.480 33.45 34.08 7383800 34.08
## 2005-07-06 34.01 34.400 33.86 34.06 4397200 34.06
## 2005-07-07 33.80 34.510 33.80 33.96 4242900 33.96
## 2005-07-08 34.11 34.750 33.85 34.74 4257000 34.74
## 2005-07-11 34.72 35.680 34.60 35.59 5166000 35.59
## 2005-07-12 35.49 36.540 35.46 36.31 5877200 36.31
## 2005-07-13 36.27 36.550 36.19 36.51 3201800 36.51
## 2005-07-14 37.19 37.420 36.88 37.19 5863300 37.19
## 2005-07-15 37.35 37.500 36.75 37.15 5209000 37.15
## 2005-07-18 36.95 37.190 36.76 37.19 2973300 37.19
## 2005-07-19 37.38 38.170 36.69 38.17 5840600 38.17
## 2005-07-20 37.49 38.250 37.30 38.17 6368400 38.17
## 2005-07-21 38.96 39.750 37.76 37.95 11055600 37.95
## 2005-07-22 37.89 38.230 37.24 37.95 5871100 37.95
## 2005-07-25 38.00 39.040 37.85 37.95 5470000 37.95
## 2005-07-26 38.22 38.750 37.72 37.74 14782300 37.74
## 2005-07-27 42.01 43.740 41.84 43.65 46075600 43.65
## 2005-07-28 43.54 45.810 43.37 45.68 25141500 45.68
## 2005-07-29 45.31 45.750 44.61 45.15 10491800 45.15
## 2005-08-01 44.88 45.190 44.35 44.93 7127200 44.93
## 2005-08-02 44.90 46.970 44.88 46.51 10836400 46.51
## 2005-08-03 46.01 46.180 45.84 46.11 4832500 46.11
## 2005-08-04 45.55 45.770 45.42 45.46 4977200 45.46
## 2005-08-05 45.25 45.710 45.17 45.27 4951500 45.27
## 2005-08-08 45.32 45.900 45.26 45.66 4454900 45.66
## 2005-08-09 45.76 46.440 45.75 45.93 4591200 45.93
## 2005-08-10 45.39 45.570 44.59 44.76 9921200 44.76
## 2005-08-11 44.62 45.210 44.50 45.21 5842200 45.21
## 2005-08-12 44.63 45.720 44.05 44.20 6474100 44.20
## 2005-08-15 43.93 45.350 43.88 45.04 5525100 45.04
## 2005-08-16 44.90 44.940 44.20 44.27 3625100 44.27
## 2005-08-17 44.19 44.430 44.12 44.12 3050400 44.12
## 2005-08-18 43.88 43.900 43.51 43.73 3604300 43.73
## 2005-08-19 43.60 43.770 43.33 43.72 3323900 43.72
## 2005-08-22 43.61 44.270 42.94 43.77 5374100 43.77
## 2005-08-23 43.74 43.970 43.22 43.42 3517700 43.42
## 2005-08-24 43.32 43.320 42.27 42.37 5871900 42.37
## 2005-08-25 42.54 42.800 42.08 42.31 3092200 42.31
## 2005-08-26 42.30 42.630 42.26 42.37 2860700 42.37
## 2005-08-29 41.91 43.000 41.91 42.79 3653900 42.79
## 2005-08-30 42.39 42.710 41.96 42.49 3874200 42.49
## 2005-08-31 42.44 42.810 42.04 42.70 3369200 42.70
## 2005-09-01 42.52 42.970 41.75 41.84 4429000 41.84
## 2005-09-02 42.00 42.050 41.04 41.51 4027100 41.51
## 2005-09-06 41.55 43.650 41.51 43.62 7939800 43.62
## 2005-09-07 43.50 44.300 43.45 43.73 6141500 43.73
## 2005-09-08 43.45 43.490 42.83 42.96 3884200 42.96
## 2005-09-09 42.99 43.200 42.81 42.95 3288700 42.95
## 2005-09-12 42.72 44.960 42.69 44.50 8779400 44.50
## 2005-09-13 44.17 44.380 43.44 43.93 4505200 43.93
## 2005-09-14 43.88 44.730 42.82 43.10 6318000 43.10
## 2005-09-15 43.20 43.590 42.65 42.71 4587900 42.71
## 2005-09-16 42.80 42.920 42.12 42.80 4111700 42.80
## 2005-09-19 42.63 43.430 42.17 42.75 3440300 42.75
## 2005-09-20 42.65 43.010 41.77 41.87 3472000 41.87
## 2005-09-21 41.85 42.640 41.25 41.25 5313800 41.25
## 2005-09-22 41.20 42.270 40.50 42.08 5838000 42.08
## 2005-09-23 41.97 42.620 41.55 42.19 3145400 42.19
## 2005-09-26 42.45 43.420 42.40 43.34 5616400 43.34
## 2005-09-27 43.26 43.730 42.82 43.16 4173500 43.16
## 2005-09-28 43.25 43.740 42.99 43.37 3239700 43.37
## 2005-09-29 43.38 44.800 43.13 44.79 6392800 44.79
## 2005-09-30 44.65 45.840 44.60 45.30 6056000 45.30
## 2005-10-03 45.33 46.590 45.16 46.01 5829200 46.01
## 2005-10-04 46.00 46.120 44.50 44.93 6521500 44.93
## 2005-10-05 44.91 45.290 43.89 44.49 6452700 44.49
## 2005-10-06 44.56 44.810 43.33 44.01 6192900 44.01
## 2005-10-07 44.27 44.610 43.38 43.72 3392500 43.72
## 2005-10-10 43.82 44.380 43.58 43.76 3680300 43.76
## 2005-10-11 43.92 44.320 43.23 43.40 5301800 43.40
## 2005-10-12 42.91 43.680 42.44 42.55 5704200 42.55
## 2005-10-13 42.43 42.980 41.90 42.62 3832800 42.62
## 2005-10-14 43.00 43.870 42.34 43.79 4577600 43.79
## 2005-10-17 43.63 45.020 43.62 45.02 5225000 45.02
## 2005-10-18 44.92 45.050 44.30 44.65 4457700 44.65
## 2005-10-19 44.54 45.860 44.28 45.86 6528500 45.86
## 2005-10-20 45.90 46.070 44.68 45.01 5929200 45.01
## 2005-10-21 45.67 46.050 45.15 45.95 4624800 45.95
## 2005-10-24 46.12 46.960 45.86 46.93 5475900 46.93
## 2005-10-25 46.88 47.000 46.04 46.17 11438700 46.17
## 2005-10-26 41.00 41.100 39.48 39.75 30104700 39.75
## 2005-10-27 39.64 39.900 38.86 39.06 8770300 39.06
## 2005-10-28 39.55 39.650 38.72 38.95 6159200 38.95
## 2005-10-31 39.35 40.390 39.12 39.86 6780600 39.86
## 2005-11-01 39.97 40.740 39.65 40.37 5383000 40.37
## 2005-11-02 40.29 41.230 39.80 40.75 4861800 40.75
## 2005-11-03 40.89 42.000 40.85 41.56 7000000 41.56
## 2005-11-04 41.49 41.800 40.91 41.09 4445400 41.09
## 2005-11-07 41.08 41.470 40.55 41.39 3386100 41.39
## 2005-11-08 41.33 42.110 41.03 41.95 4950800 41.95
## 2005-11-09 41.79 42.000 41.28 41.40 3471600 41.40
## 2005-11-10 41.47 42.450 40.86 42.18 5585500 42.18
## 2005-11-11 42.37 43.040 42.25 42.68 3982200 42.68
## 2005-11-14 42.52 43.000 42.34 42.53 3103100 42.53
## 2005-11-15 45.46 45.650 44.43 44.45 21277900 44.45
## 2005-11-16 44.27 45.400 44.24 45.30 7967000 45.30
## 2005-11-17 45.43 46.760 45.36 46.74 11687600 46.74
## 2005-11-18 46.90 48.000 46.66 47.98 59332800 47.98
## 2005-11-21 47.57 48.310 47.28 47.99 17869900 47.99
## 2005-11-22 47.50 49.010 47.34 48.85 12990700 48.85
## 2005-11-23 48.77 48.960 48.09 48.24 7483200 48.24
## 2005-11-25 48.05 48.480 47.62 48.06 2695800 48.06
## 2005-11-28 48.15 49.120 47.62 48.35 10670900 48.35
## 2005-11-29 48.31 49.430 48.12 48.55 10384400 48.55
## 2005-11-30 48.48 48.680 47.55 48.46 7925600 48.46
## 2005-12-01 48.88 49.400 48.63 49.00 7866700 49.00
## 2005-12-02 48.92 49.530 48.40 49.06 6451600 49.06
## 2005-12-05 48.86 49.350 48.75 48.83 5250900 48.83
## 2005-12-06 49.06 49.900 49.06 49.26 9581400 49.26
## 2005-12-07 49.31 49.470 48.29 48.83 6796800 48.83
## 2005-12-08 48.83 49.100 47.86 48.35 7144000 48.35
## 2005-12-09 48.65 49.040 48.25 48.74 4709000 48.74
## 2005-12-12 49.15 49.300 48.64 49.07 3424300 49.07
## 2005-12-13 48.54 49.670 48.48 49.50 5812800 49.50
## 2005-12-14 49.20 49.600 48.79 49.41 4965900 49.41
## 2005-12-15 49.50 49.950 49.05 49.48 5820500 49.48
## 2005-12-16 49.40 49.920 49.21 49.21 5626500 49.21
## 2005-12-19 48.99 50.000 48.32 48.37 8308700 48.37
## 2005-12-20 48.46 48.600 47.68 48.14 5535200 48.14
## 2005-12-21 48.29 49.060 47.78 48.97 7322500 48.97
## 2005-12-22 48.90 49.280 48.36 49.22 4421800 49.22
## 2005-12-23 49.09 49.390 48.72 49.22 3206500 49.22
## 2005-12-27 48.90 49.100 48.36 48.56 5818700 48.56
## 2005-12-28 48.49 48.550 47.90 48.06 4531800 48.06
## 2005-12-29 48.13 48.460 47.97 47.99 3171100 47.99
## 2005-12-30 47.73 48.200 47.14 47.15 5401100 47.15
## 2006-01-03 47.47 47.850 46.25 47.58 7582200 47.58
## 2006-01-04 47.49 47.730 46.69 47.25 7440900 47.25
## 2006-01-05 47.16 48.200 47.11 47.65 5417200 47.65
## 2006-01-06 47.97 48.580 47.32 47.87 6152900 47.87
## 2006-01-09 46.55 47.100 46.40 47.08 8943100 47.08
## 2006-01-10 46.41 46.750 45.36 45.65 9686100 45.65
## 2006-01-11 45.65 45.700 44.26 44.93 8497200 44.93
## 2006-01-12 44.79 45.090 44.09 44.36 5818300 44.36
## 2006-01-13 44.47 44.850 44.00 44.40 4432200 44.40
## 2006-01-17 43.95 44.320 43.66 44.00 5631000 44.00
## 2006-01-18 43.19 44.590 43.10 44.32 8743300 44.32
## 2006-01-19 44.49 45.240 44.30 44.45 5156900 44.45
## 2006-01-20 44.23 44.360 43.20 43.92 8307400 43.92
## 2006-01-23 44.18 44.750 43.50 43.73 5752800 43.73
## 2006-01-24 43.66 44.430 43.42 44.02 4342400 44.02
## 2006-01-25 44.05 44.470 43.34 43.60 4287100 43.60
## 2006-01-26 43.95 44.780 43.79 44.68 4889500 44.68
## 2006-01-27 44.55 45.220 44.53 45.22 4174000 45.22
## 2006-01-30 45.41 45.970 44.74 44.96 4099800 44.96
## 2006-01-31 44.76 45.210 44.25 44.82 4056000 44.82
## 2006-02-01 43.92 44.690 43.50 43.98 7501400 43.98
## 2006-02-02 43.84 44.040 39.80 42.74 23709300 42.74
## 2006-02-03 37.70 38.500 37.37 38.33 33531300 38.33
## 2006-02-06 38.34 38.340 37.77 37.95 8503200 37.95
## 2006-02-07 38.09 38.200 37.20 37.52 7403600 37.52
## 2006-02-08 37.70 38.390 37.11 38.17 7543700 38.17
## 2006-02-09 38.61 39.000 37.93 37.99 6932800 37.99
## 2006-02-10 37.98 38.520 37.37 38.52 5011800 38.52
## 2006-02-13 38.25 38.420 37.53 37.86 4750400 37.86
## 2006-02-14 38.04 38.490 37.38 38.25 4514200 38.25
## 2006-02-15 38.24 39.280 38.10 39.26 6902700 39.26
## 2006-02-16 39.37 40.000 38.83 39.15 5638000 39.15
## 2006-02-17 38.93 39.380 38.91 39.19 4581800 39.19
## 2006-02-21 39.01 39.110 38.26 38.29 5056100 38.29
## 2006-02-22 38.31 39.100 37.71 38.72 7356900 38.72
## 2006-02-23 38.62 38.750 37.87 37.90 9287500 37.90
## 2006-02-24 38.25 38.410 37.86 38.35 3720000 38.35
## 2006-02-27 38.40 38.780 37.93 38.01 4449100 38.01
## 2006-02-28 37.79 38.090 37.05 37.44 9150900 37.44
## 2006-03-01 37.45 37.690 36.85 37.12 6981500 37.12
## 2006-03-02 35.64 37.000 35.37 36.88 11583700 36.88
## 2006-03-03 36.89 37.830 36.67 37.21 6044900 37.21
## 2006-03-06 37.32 37.580 36.77 36.86 4258300 36.86
## 2006-03-07 36.71 37.420 36.70 36.93 4722300 36.93
## 2006-03-08 36.72 37.470 36.61 36.81 6236600 36.81
## 2006-03-09 36.80 36.960 35.90 36.12 7200100 36.12
## 2006-03-10 36.24 36.500 35.74 36.22 4972700 36.22
## 2006-03-13 36.31 36.630 35.97 36.19 3278100 36.19
## 2006-03-14 36.04 37.000 36.01 36.91 4185200 36.91
## 2006-03-15 36.95 37.000 36.43 36.89 2801500 36.89
## 2006-03-16 37.08 37.390 36.74 36.77 4822800 36.77
## 2006-03-17 36.88 36.980 35.85 35.99 6886200 35.99
## 2006-03-20 35.92 37.270 35.80 36.23 6170800 36.23
## 2006-03-21 35.92 36.730 35.66 35.92 6671600 35.92
## 2006-03-22 36.00 36.540 35.79 36.00 4300800 36.00
## 2006-03-23 35.96 36.340 35.48 35.68 4035900 35.68
## 2006-03-24 35.72 36.120 35.31 35.47 3682000 35.47
## 2006-03-27 35.50 35.660 35.14 35.25 3708500 35.25
## 2006-03-28 35.21 36.020 35.20 35.69 5727200 35.69
## 2006-03-29 35.69 36.810 35.31 36.32 7199200 36.32
## 2006-03-30 36.45 36.900 36.18 36.67 4049200 36.67
## 2006-03-31 36.68 36.770 36.48 36.53 2659000 36.53
## 2006-04-03 36.67 37.330 36.10 36.14 5054000 36.14
## 2006-04-04 36.14 37.100 36.02 36.77 3717800 36.77
## 2006-04-05 36.66 37.340 36.27 37.34 5559500 37.34
## 2006-04-06 37.20 38.840 37.13 38.51 9294600 38.51
## 2006-04-07 38.55 38.670 37.00 37.09 5704500 37.09
## 2006-04-10 37.15 37.280 36.22 36.61 4747500 36.61
## 2006-04-11 36.61 36.750 35.52 36.06 6605600 36.06
## 2006-04-12 35.91 36.440 35.91 36.13 2855800 36.13
## 2006-04-13 35.95 36.720 35.49 36.62 3715200 36.62
## 2006-04-17 36.47 36.620 35.05 35.27 4442200 35.27
## 2006-04-18 35.39 36.450 35.20 36.28 4595700 36.28
## 2006-04-19 36.12 36.960 35.89 36.89 4280500 36.89
## 2006-04-20 36.70 37.200 36.23 36.34 5387600 36.34
## 2006-04-21 36.62 36.780 35.72 36.03 4423500 36.03
## 2006-04-24 36.12 36.120 35.32 35.79 3087600 35.79
## 2006-04-25 35.59 35.770 35.01 35.55 12790500 35.55
## 2006-04-26 35.34 36.350 35.15 35.79 11071500 35.79
## 2006-04-27 35.51 35.870 35.30 35.74 5932500 35.74
## 2006-04-28 35.77 35.890 35.14 35.21 3492500 35.21
## 2006-05-01 35.19 35.570 34.44 34.59 7072700 34.59
## 2006-05-02 34.64 34.940 34.23 34.38 5857000 34.38
## 2006-05-03 34.29 34.390 33.51 33.96 7585900 33.96
## 2006-05-04 34.62 34.720 34.38 34.47 5997900 34.47
## 2006-05-05 34.65 35.040 34.15 35.04 5740900 35.04
## 2006-05-08 34.99 35.310 34.47 34.69 4236800 34.69
## 2006-05-09 34.42 35.260 34.21 34.84 5484700 34.84
## 2006-05-10 34.68 35.000 34.10 34.16 3300300 34.16
## 2006-05-11 34.12 34.150 33.08 33.53 7696000 33.53
## 2006-05-12 33.56 33.780 32.55 32.73 4873600 32.73
## 2006-05-15 32.55 32.850 32.21 32.78 4305000 32.78
## 2006-05-16 32.84 33.020 32.32 32.76 5221600 32.76
## 2006-05-17 32.45 32.700 31.53 31.61 6704100 31.61
## 2006-05-18 31.71 33.640 31.52 32.61 12027200 32.61
## 2006-05-19 32.66 34.000 32.03 33.94 9817200 33.94
## 2006-05-22 33.96 34.990 33.18 34.83 11122900 34.83
## 2006-05-23 35.00 36.000 33.76 33.76 8822700 33.76
## 2006-05-24 33.41 35.230 33.37 35.19 9542100 35.19
## 2006-05-25 35.36 35.690 34.60 35.63 5845700 35.63
## 2006-05-26 35.66 36.500 35.46 36.07 4524300 36.07
## 2006-05-30 35.73 35.750 34.44 34.64 5920800 34.64
## 2006-05-31 34.74 34.940 33.73 34.61 5196600 34.61
## 2006-06-01 34.63 35.450 34.30 35.07 5932000 35.07
## 2006-06-02 35.19 35.220 34.05 34.76 5442900 34.76
## 2006-06-05 34.46 34.540 33.27 33.49 5049400 33.49
## 2006-06-06 33.58 33.800 32.93 33.41 4276600 33.41
## 2006-06-07 33.40 34.540 32.91 33.77 5303800 33.77
## 2006-06-08 33.55 34.060 32.42 33.55 8311000 33.55
## 2006-06-09 33.50 34.350 33.45 33.78 5232600 33.78
## 2006-06-12 34.00 34.450 33.49 33.60 4195800 33.60
## 2006-06-13 33.49 34.170 33.13 33.47 5403000 33.47
## 2006-06-14 33.50 33.990 33.08 33.68 4869100 33.68
## 2006-06-15 33.84 35.170 33.67 34.96 6206100 34.96
## 2006-06-16 34.88 35.260 34.70 35.09 5135100 35.09
## 2006-06-19 35.20 35.480 35.04 35.07 4211600 35.07
## 2006-06-20 35.01 35.650 34.88 35.48 4465500 35.48
## 2006-06-21 35.34 37.050 35.34 36.65 7865300 36.65
## 2006-06-22 36.55 36.850 36.11 36.37 4732000 36.37
## 2006-06-23 36.46 36.650 36.02 36.55 3923400 36.55
## 2006-06-26 36.55 37.170 36.43 36.77 3605800 36.77
## 2006-06-27 36.72 37.500 36.17 36.48 5641000 36.48
## 2006-06-28 36.70 37.110 36.48 36.70 3751700 36.70
## 2006-06-29 36.82 38.570 36.70 38.52 6372500 38.52
## 2006-06-30 38.58 38.840 37.83 38.68 5191200 38.68
## 2006-07-03 38.52 38.620 38.23 38.61 1436300 38.61
## 2006-07-05 38.28 38.430 36.78 37.11 5734000 37.11
## 2006-07-06 37.07 37.740 36.52 36.80 4372700 36.80
## 2006-07-07 36.71 37.280 35.75 36.11 5004100 36.11
## 2006-07-10 36.30 36.700 35.40 35.79 3876700 35.79
## 2006-07-11 35.74 35.920 35.01 35.66 6088600 35.66
## 2006-07-12 35.60 35.900 34.57 34.63 4894700 34.63
## 2006-07-13 34.33 34.630 33.71 33.73 6455500 33.73
## 2006-07-14 33.51 33.730 32.80 32.92 8094800 32.92
## 2006-07-17 32.79 33.930 32.79 33.67 7197300 33.67
## 2006-07-18 33.65 34.290 32.96 33.49 5215000 33.49
## 2006-07-19 33.50 34.770 33.39 34.48 8866300 34.48
## 2006-07-20 34.39 34.810 33.83 34.18 5836200 34.18
## 2006-07-21 33.85 33.970 32.92 33.19 7136600 33.19
## 2006-07-24 33.35 34.680 33.34 34.31 7385400 34.31
## 2006-07-25 34.00 34.160 33.39 33.59 17230000 33.59
## 2006-07-26 28.76 29.000 25.96 26.26 76985200 26.26
## 2006-07-27 26.45 26.800 26.21 26.56 26393800 26.56
## 2006-07-28 26.80 27.180 26.57 27.17 12422000 27.17
## 2006-07-31 27.02 27.290 26.74 26.89 8038200 26.89
## 2006-08-01 26.55 26.640 25.84 26.32 13128800 26.32
## 2006-08-02 26.15 26.300 25.89 26.09 7810400 26.09
## 2006-08-03 26.09 26.900 25.90 26.69 6941100 26.69
## 2006-08-04 26.94 27.590 26.80 27.29 10252400 27.29
## 2006-08-07 27.19 27.290 26.59 26.78 5476400 26.78
## 2006-08-08 26.80 27.020 26.19 26.36 7260200 26.36
## 2006-08-09 26.54 26.700 26.00 26.21 6911200 26.21
## 2006-08-10 26.20 26.520 25.88 26.49 6405600 26.49
## 2006-08-11 26.43 26.430 25.76 26.07 5115900 26.07
## 2006-08-14 26.22 27.060 26.18 26.53 5128000 26.53
## 2006-08-15 26.97 27.860 26.62 27.77 8201600 27.77
## 2006-08-16 27.97 28.140 27.52 27.95 7636600 27.95
## 2006-08-17 27.96 29.750 27.83 29.09 9496300 29.09
## 2006-08-18 29.09 29.230 28.22 29.12 5998600 29.12
## 2006-08-21 28.70 28.980 27.97 28.13 5334900 28.13
## 2006-08-22 28.14 28.890 28.05 28.37 4587100 28.37
## 2006-08-23 28.56 28.890 27.77 28.14 4726400 28.14
## 2006-08-24 28.24 28.250 27.54 27.97 4516900 27.97
## 2006-08-25 27.79 28.230 27.62 28.03 3542600 28.03
## 2006-08-28 28.40 29.000 28.27 28.91 6067400 28.91
## 2006-08-29 28.97 29.720 28.75 29.52 7398100 29.52
## 2006-08-30 29.57 30.850 29.48 30.67 11303300 30.67
## 2006-08-31 30.75 30.990 30.47 30.83 5947000 30.83
## 2006-09-01 30.85 31.800 30.85 31.76 6563200 31.76
## 2006-09-05 31.61 32.300 31.24 32.23 7467700 32.23
## 2006-09-06 31.76 31.980 30.65 30.80 9114100 30.80
## 2006-09-07 30.57 30.640 29.68 29.73 8901700 29.73
## 2006-09-08 30.19 30.660 29.94 30.51 5227200 30.51
## 2006-09-11 30.23 31.130 29.72 30.79 7403800 30.79
## 2006-09-12 30.87 31.940 30.53 31.72 6527400 31.72
## 2006-09-13 31.73 31.960 31.37 31.67 4370400 31.67
## 2006-09-14 31.54 31.870 31.18 31.65 3705700 31.65
## 2006-09-15 31.90 32.740 31.58 32.52 10273700 32.52
## 2006-09-18 32.45 32.670 31.88 32.08 5123100 32.08
## 2006-09-19 32.24 32.300 30.82 31.58 8572000 31.58
## 2006-09-20 31.81 32.810 31.80 32.12 8548900 32.12
## 2006-09-21 32.24 32.560 30.07 30.22 15553700 30.22
## 2006-09-22 30.22 30.950 29.90 30.84 7249000 30.84
## 2006-09-25 31.05 31.970 30.74 31.79 6619600 31.79
## 2006-09-26 31.89 32.590 31.80 32.50 6601100 32.50
## 2006-09-27 32.28 32.460 31.93 32.33 5469800 32.33
## 2006-09-28 32.27 32.330 31.22 31.84 7499400 31.84
## 2006-09-29 32.01 32.340 31.54 32.12 5227200 32.12
## 2006-10-02 31.98 32.030 30.83 30.87 6815000 30.87
## 2006-10-03 30.90 32.000 30.58 31.70 8034000 31.70
## 2006-10-04 31.75 32.830 31.30 32.76 7064800 32.76
## 2006-10-05 32.68 33.400 32.40 33.32 8455900 33.32
## 2006-10-06 33.15 33.220 32.50 32.59 4219200 32.59
## 2006-10-09 32.49 33.480 32.45 33.38 5289200 33.38
## 2006-10-10 33.27 33.580 32.49 32.62 6333400 32.62
## 2006-10-11 32.61 33.150 32.27 32.91 6728500 32.91
## 2006-10-12 33.10 33.710 32.63 33.55 5989700 33.55
## 2006-10-13 33.35 33.580 33.08 33.32 4067300 33.32
## 2006-10-16 32.85 33.200 32.55 32.60 6769400 32.60
## 2006-10-17 32.20 32.610 31.75 32.47 6635700 32.47
## 2006-10-18 32.57 32.780 32.00 32.31 5349300 32.31
## 2006-10-19 32.17 32.840 32.10 32.54 4037600 32.54
## 2006-10-20 32.69 32.690 32.21 32.57 5839400 32.57
## 2006-10-23 32.47 32.910 32.14 32.88 8059300 32.88
## 2006-10-24 32.87 38.000 32.86 33.63 23155300 33.63
## 2006-10-25 37.30 37.980 36.04 37.68 46522500 37.68
## 2006-10-26 37.25 38.490 37.18 38.30 17073300 38.30
## 2006-10-27 38.15 38.380 37.66 38.24 9953400 38.24
## 2006-10-30 38.05 38.340 37.68 38.15 6882400 38.15
## 2006-10-31 38.22 38.590 37.80 38.09 6210400 38.09
## 2006-11-01 38.13 38.200 37.46 37.56 6668900 37.56
## 2006-11-02 37.33 37.770 37.11 37.45 5447300 37.45
## 2006-11-03 37.61 37.710 36.87 37.46 5124100 37.46
## 2006-11-06 37.64 38.350 37.53 38.21 4540900 38.21
## 2006-11-07 38.20 39.000 38.04 38.77 7745100 38.77
## 2006-11-08 38.58 39.480 38.46 39.47 8159900 39.47
## 2006-11-09 39.50 39.770 38.81 38.84 5807100 38.84
## 2006-11-10 38.79 39.360 38.76 39.26 4495100 39.26
## 2006-11-13 39.23 40.000 39.13 39.99 6944300 39.99
## 2006-11-14 40.11 41.670 39.62 41.51 10951300 41.51
## 2006-11-15 41.50 43.100 41.50 42.60 13556700 42.60
## 2006-11-16 42.45 42.950 42.40 42.84 11000800 42.84
## 2006-11-17 42.55 42.670 42.22 42.55 6530200 42.55
## 2006-11-20 42.35 42.550 41.94 42.44 5796400 42.44
## 2006-11-21 42.55 43.250 42.12 42.54 6984400 42.54
## 2006-11-22 42.50 42.980 42.18 42.96 4535600 42.96
## 2006-11-24 42.56 42.940 42.31 42.41 2241300 42.41
## 2006-11-27 42.18 42.800 40.72 40.85 8972800 40.85
## 2006-11-28 40.75 41.070 40.30 40.92 7099300 40.92
## 2006-11-29 40.48 41.100 40.00 40.63 7854600 40.63
## 2006-11-30 40.42 40.640 39.85 40.34 6346300 40.34
## 2006-12-01 40.26 40.540 39.09 39.41 8306100 39.41
## 2006-12-04 39.31 39.480 38.87 39.10 9720700 39.10
## 2006-12-05 39.13 39.300 38.72 38.98 5737700 38.98
## 2006-12-06 38.77 39.580 38.64 38.90 5776900 38.90
## 2006-12-07 38.93 39.090 38.05 38.12 6621500 38.12
## 2006-12-08 37.92 38.950 37.70 38.46 5139700 38.46
## 2006-12-11 38.22 39.150 38.08 38.69 4848600 38.69
## 2006-12-12 38.44 38.940 38.15 38.46 5083200 38.46
## 2006-12-13 38.61 39.190 38.19 38.50 4677800 38.50
## 2006-12-14 38.74 39.540 38.60 39.02 6296100 39.02
## 2006-12-15 39.38 40.190 39.23 40.01 8153500 40.01
## 2006-12-18 40.20 40.640 38.86 39.26 6486700 39.26
## 2006-12-19 38.78 39.720 38.23 39.42 7520000 39.42
## 2006-12-20 39.43 40.300 39.39 40.01 7784300 40.01
## 2006-12-21 39.87 40.340 39.65 39.89 6550200 39.89
## 2006-12-22 39.98 40.510 39.91 40.24 5585100 40.24
## 2006-12-26 40.13 40.130 39.42 39.80 4473600 39.80
## 2006-12-27 39.86 40.470 39.80 40.29 3536500 40.29
## 2006-12-28 40.38 40.630 39.92 40.21 4545500 40.21
## 2006-12-29 40.06 40.250 39.35 39.46 4197000 39.46
## 2007-01-03 38.68 39.060 38.05 38.70 12405100 38.70
## 2007-01-04 38.59 39.140 38.26 38.90 6318400 38.90
## 2007-01-05 38.72 38.790 37.60 38.37 6619700 38.37
## 2007-01-08 38.22 38.310 37.17 37.50 6783000 37.50
## 2007-01-09 37.60 38.060 37.34 37.78 5703000 37.78
## 2007-01-10 37.49 37.700 37.07 37.15 6527500 37.15
## 2007-01-11 37.17 38.000 37.17 37.40 6465600 37.40
## 2007-01-12 37.36 38.210 37.27 38.20 4466400 38.20
## 2007-01-16 38.40 38.890 37.97 38.66 5643700 38.66
## 2007-01-17 38.70 39.000 37.78 37.88 5026800 37.88
## 2007-01-18 37.50 37.650 36.72 36.98 9105000 36.98
## 2007-01-19 36.69 37.480 36.60 37.02 6095900 37.02
## 2007-01-22 37.65 37.900 36.80 36.95 8317000 36.95
## 2007-01-23 36.90 37.070 36.30 36.43 5313600 36.43
## 2007-01-24 36.51 37.360 36.50 37.26 5271700 37.26
## 2007-01-25 38.08 38.230 36.78 37.08 6747600 37.08
## 2007-01-26 37.26 37.260 36.30 36.85 4139300 36.85
## 2007-01-29 36.70 37.450 36.54 37.43 7395000 37.43
## 2007-01-30 37.29 37.420 36.63 37.05 4813500 37.05
## 2007-01-31 36.95 38.190 36.76 37.67 7277500 37.67
## 2007-02-01 37.95 39.300 37.85 38.70 26123100 38.70
## 2007-02-02 37.23 37.740 36.68 37.39 25850700 37.39
## 2007-02-05 37.25 37.420 36.77 37.16 6110900 37.16
## 2007-02-06 37.20 38.410 37.08 38.27 8612700 38.27
## 2007-02-07 38.49 39.520 38.40 38.98 10503200 38.98
## 2007-02-08 38.95 39.510 38.67 39.10 5483600 39.10
## 2007-02-09 39.19 39.310 38.66 38.72 5960100 38.72
## 2007-02-12 38.79 38.990 38.36 38.85 3835700 38.85
## 2007-02-13 38.85 39.610 38.85 39.31 4505500 39.31
## 2007-02-14 39.23 40.280 39.14 40.14 6814100 40.14
## 2007-02-15 40.14 40.320 39.86 40.06 5088200 40.06
## 2007-02-16 39.90 40.440 39.87 40.33 4679000 40.33
## 2007-02-20 40.13 41.740 40.00 41.51 8903400 41.51
## 2007-02-21 41.19 41.320 40.92 41.26 4508400 41.26
## 2007-02-22 41.40 42.000 40.89 41.00 4926100 41.00
## 2007-02-23 41.00 41.200 40.74 40.78 5497400 40.78
## 2007-02-26 40.86 41.200 40.40 40.88 4035200 40.88
## 2007-02-27 40.19 40.540 38.78 38.83 8850700 38.83
## 2007-02-28 38.91 39.580 38.08 39.14 7687400 39.14
## 2007-03-01 39.32 39.320 38.05 38.85 9255800 38.85
## 2007-03-02 38.32 38.870 37.69 37.69 7787800 37.69
## 2007-03-05 37.15 38.320 37.04 37.05 9565600 37.05
## 2007-03-06 37.69 38.660 37.41 38.58 12848200 38.58
## 2007-03-07 38.68 39.320 38.28 38.36 8644600 38.36
## 2007-03-08 38.77 39.220 37.98 38.10 7629300 38.10
## 2007-03-09 38.48 38.890 38.00 38.84 6200100 38.84
## 2007-03-12 38.64 39.050 38.38 38.81 4879000 38.81
## 2007-03-13 38.30 38.880 37.69 37.82 5204100 37.82
## 2007-03-14 37.76 38.220 37.26 38.08 8591100 38.08
## 2007-03-15 38.10 38.290 37.55 37.78 7265700 37.78
## 2007-03-16 37.72 38.080 37.52 37.85 6865500 37.85
## 2007-03-19 38.00 38.540 38.00 38.45 4226600 38.45
## 2007-03-20 38.53 38.690 38.23 38.58 3801300 38.58
## 2007-03-21 38.55 39.800 38.31 39.80 4996400 39.80
## 2007-03-22 39.48 39.720 38.91 39.49 5331500 39.49
## 2007-03-23 39.56 39.600 38.98 38.98 2941500 38.98
## 2007-03-26 38.98 39.050 38.43 39.01 3521100 39.01
## 2007-03-27 38.82 39.420 38.76 39.37 3993600 39.37
## 2007-03-28 39.09 39.510 38.74 39.34 6202200 39.34
## 2007-03-29 39.65 39.920 39.30 39.81 6405200 39.81
## 2007-03-30 39.75 40.240 39.42 39.79 5996900 39.79
## 2007-04-02 39.85 40.470 39.55 40.42 7091300 40.42
## 2007-04-03 40.42 41.380 40.40 41.19 5968200 41.19
## 2007-04-04 41.22 41.550 40.92 41.53 4064700 41.53
## 2007-04-05 41.57 41.760 41.44 41.68 3288400 41.68
## 2007-04-09 41.72 42.140 41.61 41.66 4182700 41.66
## 2007-04-10 41.57 41.960 41.46 41.86 3421800 41.86
## 2007-04-11 41.73 41.870 41.24 41.68 5078400 41.68
## 2007-04-12 41.73 42.370 41.40 42.27 4754500 42.27
## 2007-04-13 42.19 42.500 41.93 42.41 3610000 42.41
## 2007-04-16 43.77 45.300 43.67 45.20 13444000 45.20
## 2007-04-17 45.28 45.320 44.75 45.07 7398900 45.07
## 2007-04-18 44.80 45.150 44.63 44.99 4996400 44.99
## 2007-04-19 44.61 45.150 44.41 44.64 4809700 44.64
## 2007-04-20 45.09 45.170 44.52 44.95 5980500 44.95
## 2007-04-23 44.27 44.810 44.16 44.77 7088600 44.77
## 2007-04-24 44.75 45.000 44.43 44.75 19887600 44.75
## 2007-04-25 53.12 57.180 52.95 56.81 104329200 56.81
## 2007-04-26 56.50 63.040 56.07 62.78 62179500 62.78
## 2007-04-27 61.24 63.840 60.62 62.60 50733400 62.60
## 2007-04-30 61.91 62.440 61.18 61.33 23979200 61.33
## 2007-05-01 61.12 62.040 60.28 62.04 18519000 62.04
## 2007-05-02 61.68 62.250 60.90 61.18 14427200 61.18
## 2007-05-03 61.08 62.540 60.76 62.19 13482000 62.19
## 2007-05-04 62.39 63.750 62.35 63.23 14299300 63.23
## 2007-05-07 62.43 63.230 60.71 60.82 14808300 60.82
## 2007-05-08 60.54 61.840 59.70 61.83 13551100 61.83
## 2007-05-09 62.00 62.950 61.30 62.85 8874900 62.85
## 2007-05-10 62.44 62.650 60.85 60.92 10052000 60.92
## 2007-05-11 60.96 61.600 60.56 61.56 7919100 61.56
## 2007-05-14 61.68 61.740 60.60 61.70 7760400 61.70
## 2007-05-15 61.40 61.970 60.52 60.58 8702100 60.58
## 2007-05-16 61.02 63.340 60.10 63.22 14485400 63.22
## 2007-05-17 62.88 63.520 62.02 62.17 11870900 62.17
## 2007-05-18 62.48 63.300 62.28 63.30 9799200 63.30
## 2007-05-21 63.58 68.680 63.30 68.30 36468800 68.30
## 2007-05-22 68.48 69.070 67.21 68.88 17211300 68.88
## 2007-05-23 69.21 73.310 68.79 69.00 42582500 69.00
## 2007-05-24 69.04 70.420 67.71 69.35 23824600 69.35
## 2007-05-25 69.69 69.700 68.25 68.55 9987200 68.55
## 2007-05-29 68.43 69.780 67.72 69.63 11730800 69.63
## 2007-05-30 69.06 70.080 68.86 69.86 10576100 69.86
## 2007-05-31 70.68 70.740 68.57 69.14 9310200 69.14
## 2007-06-01 68.90 69.300 68.35 68.58 7014500 68.58
## 2007-06-04 68.25 70.650 67.65 70.42 11380500 70.42
## 2007-06-05 71.10 74.240 70.86 73.65 30442500 73.65
## 2007-06-06 73.14 73.750 71.86 72.29 15591000 72.29
## 2007-06-07 72.57 74.720 70.88 72.04 24138200 72.04
## 2007-06-08 72.47 73.240 71.05 73.24 10204500 73.24
## 2007-06-11 73.00 73.050 71.00 71.17 11159100 71.17
## 2007-06-12 70.44 70.760 69.42 70.07 11829500 70.07
## 2007-06-13 70.90 71.890 69.25 70.89 11917900 70.89
## 2007-06-14 70.90 72.120 70.80 71.94 8245300 71.94
## 2007-06-15 72.85 72.870 71.19 72.40 9833200 72.40
## 2007-06-18 72.34 72.640 71.40 71.83 7813600 71.83
## 2007-06-19 71.55 71.660 69.68 69.81 11871000 69.81
## 2007-06-20 70.25 70.500 69.05 69.10 9172600 69.10
## 2007-06-21 69.16 69.770 68.66 69.67 7609700 69.67
## 2007-06-22 69.55 69.880 68.42 68.86 8382600 68.86
## 2007-06-25 69.35 69.630 68.30 68.66 7593500 68.66
## 2007-06-26 68.53 68.630 67.38 67.48 11247800 67.48
## 2007-06-27 66.96 68.210 66.71 68.14 8242900 68.14
## 2007-06-28 68.46 70.230 68.15 68.89 9782200 68.89
## 2007-06-29 69.03 69.190 68.15 68.41 5316600 68.41
## 2007-07-02 68.81 69.710 68.20 69.61 4906100 69.61
## 2007-07-03 70.04 70.050 69.02 69.45 2223500 69.45
## 2007-07-05 69.36 69.650 68.06 68.73 4487900 68.73
## 2007-07-06 68.75 69.300 68.01 68.97 4615300 68.97
## 2007-07-09 69.38 72.350 69.02 72.07 14816900 72.07
## 2007-07-10 71.65 71.940 70.07 70.28 8885400 70.28
## 2007-07-11 70.58 71.650 70.15 70.73 6593600 70.73
## 2007-07-12 71.31 73.570 70.73 72.79 11451600 72.79
## 2007-07-13 73.08 75.350 72.97 75.10 12502000 75.10
## 2007-07-16 74.73 74.840 73.00 73.69 8334900 73.69
## 2007-07-17 74.39 74.520 73.59 73.79 6084400 73.79
## 2007-07-18 73.27 73.490 72.25 73.32 6289700 73.32
## 2007-07-19 74.24 74.320 73.12 73.35 5273500 73.35
## 2007-07-20 72.62 72.960 70.50 71.63 9130700 71.63
## 2007-07-23 71.78 72.670 70.85 71.74 9267800 71.74
## 2007-07-24 71.04 72.160 68.85 69.25 25342300 69.25
## 2007-07-25 84.66 88.800 83.65 86.18 60452400 86.18
## 2007-07-26 85.02 89.000 83.43 84.01 23267100 84.01
## 2007-07-27 84.27 85.330 82.48 84.04 13942600 84.04
## 2007-07-30 83.00 84.050 81.51 82.70 12855600 82.70
## 2007-07-31 83.70 83.730 78.00 78.54 14104500 78.54
## 2007-08-01 78.10 78.150 75.06 77.31 16918000 77.31
## 2007-08-02 77.86 79.760 76.12 79.71 10361600 79.71
## 2007-08-03 79.54 80.750 76.71 76.80 7987500 76.80
## 2007-08-06 77.06 79.000 76.60 79.00 9002900 79.00
## 2007-08-07 78.55 80.000 77.89 79.14 8059300 79.14
## 2007-08-08 79.77 79.880 76.56 77.78 8244800 77.78
## 2007-08-09 76.40 77.260 74.11 74.11 8348400 74.11
## 2007-08-10 73.15 76.500 72.37 74.78 9067600 74.78
## 2007-08-13 76.09 76.320 74.70 74.87 6068600 74.87
## 2007-08-14 74.79 74.790 72.92 73.45 5946200 73.45
## 2007-08-15 73.02 75.150 72.26 72.38 6375900 72.38
## 2007-08-16 72.00 73.240 70.05 72.79 10787300 72.79
## 2007-08-17 74.49 75.040 73.11 75.02 7240600 75.02
## 2007-08-20 74.98 75.280 73.80 74.70 5916100 74.70
## 2007-08-21 74.21 77.830 74.09 77.49 8429100 77.49
## 2007-08-22 78.24 79.490 77.84 78.50 6848100 78.50
## 2007-08-23 78.94 79.000 76.51 77.30 5665000 77.30
## 2007-08-24 76.80 79.400 76.69 79.25 5665700 79.25
## 2007-08-27 80.56 80.800 78.42 78.65 6951300 78.65
## 2007-08-28 77.86 78.650 76.08 76.22 5767000 76.22
## 2007-08-29 76.96 79.050 76.86 79.05 5076800 79.05
## 2007-08-30 78.40 80.110 78.30 78.68 4628800 78.68
## 2007-08-31 80.00 80.530 79.70 79.91 6157400 79.91
## 2007-09-04 79.90 83.530 79.73 82.70 8266000 82.70
## 2007-09-05 82.24 84.890 82.22 83.75 9062200 83.75
## 2007-09-06 84.50 86.460 82.85 86.21 8826900 86.21
## 2007-09-07 84.70 84.970 83.21 84.52 8231200 84.52
## 2007-09-10 84.93 85.160 82.51 83.34 5366900 83.34
## 2007-09-11 84.17 86.610 83.53 86.28 6859800 86.28
## 2007-09-12 86.07 88.890 85.97 87.30 9030300 87.30
## 2007-09-13 87.95 88.070 86.50 87.26 5983500 87.26
## 2007-09-14 86.41 88.090 86.31 87.77 3954700 87.77
## 2007-09-17 86.98 87.340 85.98 86.91 4484500 86.91
## 2007-09-18 87.38 91.600 86.71 88.75 8924400 88.75
## 2007-09-19 89.52 89.820 88.26 89.00 6458700 89.00
## 2007-09-20 88.90 90.420 88.82 89.65 5780800 89.65
## 2007-09-21 90.29 91.900 89.65 91.30 6524500 91.30
## 2007-09-24 91.30 93.750 90.81 92.59 5321800 92.59
## 2007-09-25 91.99 93.500 90.95 93.48 5800300 93.48
## 2007-09-26 94.04 94.260 92.29 93.43 5770300 93.43
## 2007-09-27 94.07 94.110 93.11 93.38 2812700 93.38
## 2007-09-28 92.77 93.600 91.70 93.15 4813700 93.15
## 2007-10-01 93.42 94.100 92.83 93.41 5397400 93.41
## 2007-10-02 93.86 93.900 91.40 92.36 4867200 92.36
## 2007-10-03 92.19 92.800 91.78 92.46 5052200 92.46
## 2007-10-04 92.55 92.570 91.45 92.26 3318300 92.26
## 2007-10-05 93.55 93.710 92.34 93.43 5523500 93.43
## 2007-10-08 94.22 95.850 94.00 95.85 7428400 95.85
## 2007-10-09 96.59 96.730 94.75 95.32 7144600 95.32
## 2007-10-10 95.50 95.750 94.37 94.66 5567800 94.66
## 2007-10-11 95.33 95.740 88.13 89.34 9822400 89.34
## 2007-10-12 89.42 92.390 88.92 92.37 8359900 92.37
## 2007-10-15 91.80 92.120 90.10 90.53 5608800 90.53
## 2007-10-16 88.69 90.050 88.50 89.53 8511500 89.53
## 2007-10-17 91.90 91.900 89.06 90.55 7678700 90.55
## 2007-10-18 89.37 90.430 89.15 89.85 5329500 89.85
## 2007-10-19 89.93 90.650 89.32 89.76 9126200 89.76
## 2007-10-22 89.25 91.690 89.02 91.29 9868400 91.29
## 2007-10-23 95.28 101.090 94.21 100.82 41761800 100.82
## 2007-10-24 90.87 90.880 83.27 88.73 41617400 88.73
## 2007-10-25 88.23 89.500 86.32 88.21 11630900 88.21
## 2007-10-26 89.00 90.880 87.70 90.00 8826200 90.00
## 2007-10-29 90.41 91.470 89.48 90.10 7097200 90.10
## 2007-10-30 89.67 90.650 88.05 88.24 5405400 88.24
## 2007-10-31 88.05 89.600 87.00 89.15 7044800 89.15
## 2007-11-01 87.75 89.580 86.50 87.65 8265700 87.65
## 2007-11-02 87.97 88.120 83.50 85.98 10230500 85.98
## 2007-11-05 84.35 86.020 82.76 84.37 7453100 84.37
## 2007-11-06 84.61 87.500 84.37 87.27 7934000 87.27
## 2007-11-07 86.41 89.160 86.16 87.04 8397800 87.04
## 2007-11-08 86.80 86.960 81.40 83.58 11803200 83.58
## 2007-11-09 82.42 82.420 78.84 78.89 11620200 78.89
## 2007-11-12 78.26 80.090 76.50 77.00 9396900 77.00
## 2007-11-13 77.91 80.050 77.80 79.86 9496300 79.86
## 2007-11-14 80.40 81.150 78.15 78.51 8427400 78.51
## 2007-11-15 79.43 79.730 76.70 77.85 7831500 77.85
## 2007-11-16 77.01 78.990 76.63 78.60 7114100 78.60
## 2007-11-19 78.83 79.750 77.94 79.18 8649800 79.18
## 2007-11-20 79.86 82.000 78.31 80.39 11610000 80.39
## 2007-11-21 79.24 80.860 78.65 79.76 6678300 79.76
## 2007-11-23 80.11 81.450 78.98 81.43 2780900 81.43
## 2007-11-26 82.30 84.490 81.14 81.30 8610500 81.30
## 2007-11-27 82.92 85.650 82.21 85.59 8634200 85.59
## 2007-11-28 87.55 90.570 86.75 90.30 11403400 90.30
## 2007-11-29 89.89 91.470 88.68 89.15 6977100 89.15
## 2007-11-30 90.56 91.080 88.31 90.56 6881600 90.56
## 2007-12-03 90.03 92.250 89.77 90.91 6000500 90.91
## 2007-12-04 90.04 94.560 90.04 94.41 7337900 94.41
## 2007-12-05 94.99 94.990 91.98 93.19 6608600 93.19
## 2007-12-06 93.28 95.000 92.83 94.21 5472700 94.21
## 2007-12-07 94.56 94.680 92.91 94.31 3934800 94.31
## 2007-12-10 94.31 94.350 92.30 93.02 5180600 93.02
## 2007-12-11 93.10 95.940 90.75 90.75 10269600 90.75
## 2007-12-12 92.84 93.750 89.32 91.28 7228100 91.28
## 2007-12-13 91.05 93.000 90.63 92.40 6046300 92.40
## 2007-12-14 90.77 91.240 88.93 89.08 6002300 89.08
## 2007-12-17 89.01 89.060 84.99 85.09 7697700 85.09
## 2007-12-18 85.83 87.460 83.86 86.89 7266100 86.89
## 2007-12-19 86.94 89.950 86.83 89.38 7616200 89.38
## 2007-12-20 90.14 90.750 89.09 90.58 5879800 90.58
## 2007-12-21 91.47 92.280 90.39 91.26 6604900 91.26
## 2007-12-24 91.05 91.560 90.30 91.01 2017100 91.01
## 2007-12-26 91.48 93.940 90.50 92.85 5442200 92.85
## 2007-12-27 92.67 95.290 92.50 94.25 7113700 94.25
## 2007-12-28 95.27 95.900 92.10 94.45 7587900 94.45
## 2007-12-31 93.81 94.370 92.45 92.64 5755200 92.64
## 2008-01-02 95.35 97.430 94.70 96.25 13858700 96.25
## 2008-01-03 96.06 97.250 94.52 95.21 9122500 95.21
## 2008-01-04 93.26 93.400 88.50 88.79 10270000 88.79
## 2008-01-07 88.62 90.570 85.47 88.82 9981600 88.82
## 2008-01-08 87.55 91.830 86.93 87.88 12283300 87.88
## 2008-01-09 87.56 87.800 80.24 85.22 16410900 85.22
## 2008-01-10 83.98 85.970 82.97 84.26 11609900 84.26
## 2008-01-11 84.03 84.030 80.29 81.08 10624300 81.08
## 2008-01-14 82.18 83.320 78.87 82.87 9056100 82.87
## 2008-01-15 80.49 81.010 78.51 80.24 9655900 80.24
## 2008-01-16 79.58 82.360 78.44 80.35 12407000 80.35
## 2008-01-17 80.16 82.250 79.54 80.12 9900900 80.12
## 2008-01-18 79.93 82.310 78.04 79.76 13364300 79.76
## 2008-01-22 73.58 79.720 72.22 78.48 12822200 78.48
## 2008-01-23 75.60 76.800 69.95 73.97 20405700 73.97
## 2008-01-24 74.53 77.880 74.19 77.67 9886600 77.67
## 2008-01-25 78.69 81.430 76.33 77.60 10027600 77.60
## 2008-01-28 76.91 77.400 74.34 75.82 8505300 75.82
## 2008-01-29 75.77 75.900 72.06 73.95 9958000 73.95
## 2008-01-30 73.54 77.420 73.25 74.21 25298700 74.21
## 2008-01-31 68.91 78.870 68.84 77.70 42885900 77.70
## 2008-02-01 79.02 79.400 73.37 74.63 16361000 74.63
## 2008-02-04 74.50 76.660 73.90 73.95 9155200 73.95
## 2008-02-05 72.80 74.210 72.00 72.09 9633900 72.09
## 2008-02-06 72.30 72.430 68.17 68.49 12399500 68.49
## 2008-02-07 67.37 72.710 67.22 70.91 14501700 70.91
## 2008-02-08 73.40 74.600 72.52 73.50 11700400 73.50
## 2008-02-11 73.14 75.960 72.77 75.19 7763700 75.19
## 2008-02-12 75.43 77.050 73.79 74.45 9449000 74.45
## 2008-02-13 74.99 78.850 73.27 77.73 11070300 77.73
## 2008-02-14 77.73 77.880 75.18 75.80 7497200 75.80
## 2008-02-15 75.00 75.190 71.94 72.96 11120100 72.96
## 2008-02-19 73.54 74.000 71.55 72.08 7109200 72.08
## 2008-02-20 71.90 73.880 71.10 73.64 6450700 73.64
## 2008-02-21 73.94 74.210 69.37 69.90 13150800 69.90
## 2008-02-22 70.54 72.210 69.86 72.08 12342700 72.08
## 2008-02-25 72.35 73.500 71.41 73.27 7858200 73.27
## 2008-02-26 71.91 73.500 70.28 71.69 9891300 71.69
## 2008-02-27 70.68 71.480 69.57 70.87 8930500 70.87
## 2008-02-28 70.30 70.600 67.11 67.85 13167800 67.85
## 2008-02-29 67.01 67.500 63.97 64.47 11664600 64.47
## 2008-03-03 63.59 64.490 61.20 62.43 13721100 62.43
## 2008-03-04 61.67 66.600 61.23 65.34 16703600 65.34
## 2008-03-05 65.66 66.340 63.82 64.99 11126400 64.99
## 2008-03-06 64.75 65.460 62.50 62.74 8343300 62.74
## 2008-03-07 62.20 64.870 62.01 64.09 10438100 64.09
## 2008-03-10 63.90 65.150 62.91 63.47 9321000 63.47
## 2008-03-11 65.95 67.170 63.71 67.15 9742900 67.15
## 2008-03-12 66.77 68.230 65.64 66.51 7748800 66.51
## 2008-03-13 65.11 69.550 64.37 68.32 10707500 68.32
## 2008-03-14 68.61 70.680 66.06 68.22 12420700 68.22
## 2008-03-17 65.72 67.790 64.92 66.53 9709100 66.53
## 2008-03-18 68.25 71.930 67.59 71.70 9550700 71.70
## 2008-03-19 71.10 74.000 70.17 70.17 11041900 70.17
## 2008-03-20 70.17 73.490 69.38 73.19 11410700 73.19
## 2008-03-24 73.82 76.930 72.75 75.95 9395400 75.95
## 2008-03-25 75.83 76.290 74.05 75.17 6327500 75.17
## 2008-03-26 74.14 75.120 73.24 73.80 6285100 73.80
## 2008-03-27 74.37 74.690 70.80 70.80 7942400 70.80
## 2008-03-28 71.00 72.210 69.26 69.76 5279100 69.76
## 2008-03-31 70.25 71.640 69.63 71.30 5470300 71.30
## 2008-04-01 72.99 77.090 72.76 76.70 9734000 76.70
## 2008-04-02 77.08 79.000 76.12 77.37 8592400 77.37
## 2008-04-03 75.15 76.010 73.81 74.94 8149900 74.94
## 2008-04-04 75.26 77.830 74.28 76.87 7152800 76.87
## 2008-04-07 77.36 78.430 76.00 76.90 6672400 76.90
## 2008-04-08 76.40 77.610 75.50 77.30 4966000 77.30
## 2008-04-09 76.56 76.670 73.66 74.39 6660300 74.39
## 2008-04-10 74.48 75.490 72.73 74.83 6255500 74.83
## 2008-04-11 73.84 74.300 71.62 71.99 6785600 71.99
## 2008-04-14 71.70 74.000 71.29 72.61 4354500 72.61
## 2008-04-15 72.97 73.980 70.65 72.50 6813100 72.50
## 2008-04-16 73.02 75.000 72.94 74.59 6746800 74.59
## 2008-04-17 74.18 75.020 73.61 74.04 6220000 74.04
## 2008-04-18 76.48 82.000 76.32 80.10 16791300 80.10
## 2008-04-21 80.03 81.340 79.06 80.18 9335400 80.18
## 2008-04-22 79.94 79.940 77.54 79.60 7245000 79.60
## 2008-04-23 80.30 82.640 78.74 81.00 19250400 81.00
## 2008-04-24 77.71 80.530 76.93 77.69 21073500 77.69
## 2008-04-25 77.81 81.320 77.26 80.86 9456500 80.86
## 2008-04-28 80.64 82.500 80.12 81.97 10991900 81.97
## 2008-04-29 81.42 81.770 79.86 80.74 6726400 80.74
## 2008-04-30 80.90 81.340 77.92 78.63 7875700 78.63
## 2008-05-01 78.40 80.010 77.97 79.36 7197000 79.36
## 2008-05-02 80.30 81.200 76.40 77.31 8154900 77.31
## 2008-05-05 77.27 77.770 75.87 75.92 5647400 75.92
## 2008-05-06 75.51 76.770 75.05 75.71 6545700 75.71
## 2008-05-07 75.26 76.640 73.09 73.18 8376600 73.18
## 2008-05-08 73.73 74.160 71.56 72.79 8131300 72.79
## 2008-05-09 72.20 73.340 71.66 72.41 4243500 72.41
## 2008-05-12 73.00 74.930 71.78 74.53 7215400 74.53
## 2008-05-13 74.57 74.960 73.31 74.56 5020800 74.56
## 2008-05-14 74.92 75.750 73.98 74.20 4589200 74.20
## 2008-05-15 73.89 76.320 73.55 76.12 6917700 76.12
## 2008-05-16 76.42 76.830 74.86 76.46 6206700 76.46
## 2008-05-19 79.01 84.750 78.86 82.29 18684800 82.29
## 2008-05-20 82.17 82.700 80.03 80.72 7912200 80.72
## 2008-05-21 80.37 81.150 77.50 78.30 7070500 78.30
## 2008-05-22 78.68 79.690 78.00 79.26 5390600 79.26
## 2008-05-23 78.55 78.870 77.43 78.35 6331900 78.35
## 2008-05-27 78.26 80.900 77.97 80.62 10108200 80.62
## 2008-05-28 80.73 80.790 78.99 80.08 6700600 80.08
## 2008-05-29 80.61 81.960 80.17 80.35 6857600 80.35
## 2008-05-30 80.58 81.770 80.30 81.62 5270600 81.62
## 2008-06-02 81.15 81.570 80.05 80.23 6215200 80.23
## 2008-06-03 80.71 81.890 79.26 80.11 5870000 80.11
## 2008-06-04 80.11 81.820 79.72 81.50 6458300 81.50
## 2008-06-05 82.11 84.880 81.80 84.51 8938700 84.51
## 2008-06-06 83.24 83.640 80.56 80.63 7843700 80.63
## 2008-06-09 81.19 81.530 78.12 79.43 6537300 79.43
## 2008-06-10 78.20 81.040 78.20 79.62 6065600 79.62
## 2008-06-11 79.35 80.000 77.03 77.28 5874500 77.28
## 2008-06-12 78.02 79.050 75.01 76.15 6204400 76.15
## 2008-06-13 76.70 80.000 76.70 79.17 5974500 79.17
## 2008-06-16 78.42 82.530 78.41 81.70 5754400 81.70
## 2008-06-17 83.15 84.300 82.80 82.97 8802400 82.97
## 2008-06-18 82.00 83.170 81.32 82.52 6846600 82.52
## 2008-06-19 82.21 84.470 81.50 84.26 6717300 84.26
## 2008-06-20 83.10 83.460 80.51 81.10 6588900 81.10
## 2008-06-23 81.30 82.150 79.55 80.68 7425800 80.68
## 2008-06-24 79.55 80.790 77.63 79.64 7140100 79.64
## 2008-06-25 80.45 82.150 79.52 80.51 7393300 80.51
## 2008-06-26 79.10 79.890 76.00 76.30 11310100 76.30
## 2008-06-27 75.59 76.070 72.62 74.66 11840500 74.66
## 2008-06-30 75.03 76.120 73.21 73.33 7104100 73.33
## 2008-07-01 72.24 74.230 70.52 73.62 10292500 73.62
## 2008-07-02 74.16 74.410 71.38 71.44 7044400 71.44
## 2008-07-03 72.51 73.840 70.52 72.00 4248200 72.00
## 2008-07-07 72.37 74.400 70.76 72.49 7355500 72.49
## 2008-07-08 72.38 75.490 71.75 75.04 7916000 75.04
## 2008-07-09 74.56 74.900 70.48 70.61 6912100 70.61
## 2008-07-10 70.70 71.770 67.99 70.63 9941600 70.63
## 2008-07-11 69.40 69.990 66.74 68.54 7930000 68.54
## 2008-07-14 69.31 69.500 65.59 66.28 9021300 66.28
## 2008-07-15 65.87 68.620 62.99 67.03 11342100 67.03
## 2008-07-16 66.94 72.750 66.84 71.84 12038900 71.84
## 2008-07-17 71.20 72.380 67.74 72.11 9597400 72.11
## 2008-07-18 69.94 70.840 68.40 69.12 8298000 69.12
## 2008-07-21 69.52 69.800 66.30 68.48 6896900 68.48
## 2008-07-22 67.09 69.140 65.88 67.97 8795800 67.97
## 2008-07-23 67.46 72.070 67.46 70.54 17916200 70.54
## 2008-07-24 76.30 82.380 76.29 78.72 30996600 78.72
## 2008-07-25 79.63 80.940 78.12 78.31 9150700 78.31
## 2008-07-28 77.09 78.310 74.86 75.98 10480200 75.98
## 2008-07-29 76.49 78.800 76.16 78.21 6770900 78.21
## 2008-07-30 78.36 79.850 76.42 78.21 7567300 78.21
## 2008-07-31 76.75 78.170 76.10 76.34 5300700 76.34
## 2008-08-01 76.36 76.490 74.05 75.75 4774500 75.75
## 2008-08-04 75.99 77.300 75.01 75.71 4498200 75.71
## 2008-08-05 76.92 79.520 76.52 79.11 7794600 79.11
## 2008-08-06 78.55 78.630 76.73 78.09 6406100 78.09
## 2008-08-07 77.01 78.050 76.00 76.95 5444800 76.95
## 2008-08-08 76.78 81.210 76.29 80.51 9162700 80.51
## 2008-08-11 80.18 91.750 79.78 88.09 25070200 88.09
## 2008-08-12 87.32 88.480 86.10 87.25 8026500 87.25
## 2008-08-13 86.28 88.250 84.54 86.69 7208800 86.69
## 2008-08-14 85.71 88.750 85.22 88.03 6901700 88.03
## 2008-08-15 88.28 89.530 86.26 86.40 6871600 86.40
## 2008-08-18 86.09 86.280 83.04 83.11 6547400 83.11
## 2008-08-19 83.09 83.510 81.06 81.29 6630400 81.29
## 2008-08-20 82.00 83.250 81.20 82.13 5950600 82.13
## 2008-08-21 81.41 83.770 80.98 83.26 6157800 83.26
## 2008-08-22 84.27 85.460 83.93 85.26 4677800 85.26
## 2008-08-25 84.63 84.640 82.45 82.85 4356400 82.85
## 2008-08-26 82.74 83.120 81.25 81.76 4374200 81.76
## 2008-08-27 81.44 82.740 81.00 81.73 5627300 81.73
## 2008-08-28 82.21 83.650 81.80 83.42 7834100 83.42
## 2008-08-29 82.90 82.900 80.50 80.81 4728700 80.81
## 2008-09-02 83.16 84.500 81.21 81.41 6000800 81.41
## 2008-09-03 81.40 82.000 80.02 80.77 5742600 80.77
## 2008-09-04 80.60 80.810 78.02 78.03 8316500 78.03
## 2008-09-05 77.34 80.720 77.08 79.19 8069100 79.19
## 2008-09-08 82.25 83.750 78.85 81.16 9490600 81.16
## 2008-09-09 80.76 81.960 78.99 79.04 5821800 79.04
## 2008-09-10 80.01 80.220 76.15 76.74 9444700 76.74
## 2008-09-11 75.27 79.800 75.10 79.51 7813600 79.51
## 2008-09-12 78.81 79.600 76.62 78.30 6480100 78.30
## 2008-09-15 76.86 79.880 76.30 77.34 8980800 77.34
## 2008-09-16 76.80 79.630 76.67 78.73 13092200 78.73
## 2008-09-17 77.68 78.240 71.24 71.54 13165600 71.54
## 2008-09-18 73.08 77.500 70.08 76.50 12397200 76.50
## 2008-09-19 80.12 86.770 76.50 81.00 14772200 81.00
## 2008-09-22 81.13 81.630 74.32 74.93 7037700 74.93
## 2008-09-23 75.79 76.290 70.77 71.76 8594200 71.76
## 2008-09-24 72.30 73.650 68.94 69.96 9372400 69.96
## 2008-09-25 70.66 72.750 70.01 72.08 6073000 72.08
## 2008-09-26 69.52 71.050 68.08 70.70 6747100 70.70
## 2008-09-29 68.41 69.370 61.32 63.35 12004300 63.35
## 2008-09-30 65.84 73.120 65.32 72.76 13046900 72.76
## 2008-10-01 71.78 71.990 68.41 69.58 9622200 69.58
## 2008-10-02 67.63 68.960 65.41 67.36 8726100 67.36
## 2008-10-03 69.42 70.950 66.59 67.00 11228100 67.00
## 2008-10-06 64.06 65.890 60.47 65.23 13385500 65.23
## 2008-10-07 65.79 66.430 58.50 58.52 12756000 58.52
## 2008-10-08 55.64 62.750 55.35 61.02 14324500 61.02
## 2008-10-09 61.97 63.500 56.00 56.00 13930900 56.00
## 2008-10-10 52.99 59.750 51.05 56.25 18021700 56.25
## 2008-10-13 58.96 62.210 57.37 62.02 11194800 62.02
## 2008-10-14 63.50 64.000 54.80 55.86 17306600 55.86
## 2008-10-15 54.46 54.690 48.35 48.72 16257600 48.72
## 2008-10-16 46.40 50.700 43.39 50.29 22081100 50.29
## 2008-10-17 48.83 62.330 48.41 50.65 12946400 50.65
## 2008-10-20 52.17 53.100 49.91 52.97 8452100 52.97
## 2008-10-21 51.86 52.950 49.92 50.23 8669600 50.23
## 2008-10-22 50.05 52.470 47.90 49.99 19513200 49.99
## 2008-10-23 43.37 50.910 43.31 50.32 32601900 50.32
## 2008-10-24 44.75 52.320 44.50 48.96 19605900 48.96
## 2008-10-27 49.00 52.590 48.43 49.58 11759200 49.58
## 2008-10-28 51.50 56.300 49.07 56.04 14834700 56.04
## 2008-10-29 55.53 59.790 54.52 56.89 15196300 56.89
## 2008-10-30 58.76 59.890 55.08 56.71 11125700 56.71
## 2008-10-31 56.01 57.250 55.01 57.24 8534600 57.24
## 2008-11-03 56.35 57.250 55.02 55.77 7170100 55.77
## 2008-11-04 57.16 58.730 55.22 58.45 7663800 58.45
## 2008-11-05 57.47 58.000 51.62 51.98 11498400 51.98
## 2008-11-06 49.80 51.040 46.30 47.22 15487800 47.22
## 2008-11-07 47.76 49.790 47.01 49.21 7439600 49.21
## 2008-11-10 49.98 50.680 46.86 48.46 8964900 48.46
## 2008-11-11 47.10 48.060 44.81 46.30 9939200 46.30
## 2008-11-12 43.99 45.440 40.90 41.56 14768600 41.56
## 2008-11-13 41.40 45.000 38.48 44.93 16935300 44.93
## 2008-11-14 43.61 44.500 41.50 41.75 11949700 41.75
## 2008-11-17 39.91 41.260 39.07 39.69 10711800 39.69
## 2008-11-18 39.73 40.660 36.08 38.44 15049200 38.44
## 2008-11-19 37.97 39.000 35.75 35.84 12521100 35.84
## 2008-11-20 35.29 39.720 34.68 35.03 18423900 35.03
## 2008-11-21 36.39 39.000 35.72 37.87 15042700 37.87
## 2008-11-24 38.79 43.440 38.70 42.50 14549700 42.50
## 2008-11-25 42.09 42.890 39.61 42.19 13015000 42.19
## 2008-11-26 40.87 44.000 40.29 43.96 13439700 43.96
## 2008-11-28 44.03 44.100 42.22 42.70 3481000 42.70
## 2008-12-01 42.00 43.260 40.38 40.47 11178900 40.47
## 2008-12-02 41.39 41.710 38.82 41.19 8713700 41.19
## 2008-12-03 40.16 45.880 40.05 45.21 15675600 45.21
## 2008-12-04 45.94 50.500 45.75 47.32 19782300 47.32
## 2008-12-05 45.89 48.490 43.30 48.26 14608800 48.26
## 2008-12-08 49.15 52.140 47.36 51.41 10940700 51.41
## 2008-12-09 49.81 54.480 49.70 51.25 13314800 51.25
## 2008-12-10 51.46 51.500 48.34 49.70 7753800 49.70
## 2008-12-11 49.33 50.490 48.17 48.25 7583600 48.25
## 2008-12-12 47.52 51.380 47.52 51.25 8664800 51.25
## 2008-12-15 50.65 50.950 48.15 48.85 7285400 48.85
## 2008-12-16 49.62 52.960 49.29 52.63 8862900 52.63
## 2008-12-17 52.26 54.770 51.53 53.18 9183100 53.18
## 2008-12-18 53.00 54.850 51.20 52.08 7518100 52.08
## 2008-12-19 51.59 52.990 50.92 51.56 10963200 51.56
## 2008-12-22 51.60 52.150 48.47 49.84 8925000 49.84
## 2008-12-23 50.12 51.610 50.12 51.08 5845400 51.08
## 2008-12-24 51.66 51.950 51.01 51.44 1645500 51.44
## 2008-12-26 53.79 53.950 51.55 51.78 6847300 51.78
## 2008-12-29 51.43 51.770 48.56 49.40 6507900 49.40
## 2008-12-30 49.51 51.210 48.74 50.76 6601300 50.76
## 2008-12-31 50.74 51.690 49.91 51.28 7792200 51.28
## 2009-01-02 51.35 54.530 51.07 54.36 7296400 54.36
## 2009-01-05 55.73 55.740 53.03 54.06 9509800 54.06
## 2009-01-06 54.55 58.220 53.75 57.36 11080100 57.36
## 2009-01-07 56.29 56.950 55.35 56.20 7942700 56.20
## 2009-01-08 54.99 57.320 54.58 57.16 6577900 57.16
## 2009-01-09 56.92 57.000 54.70 55.51 6684100 55.51
## 2009-01-12 54.12 54.300 50.87 51.92 9556300 51.92
## 2009-01-13 50.96 53.290 50.75 51.45 7883200 51.45
## 2009-01-14 50.10 50.100 48.14 48.49 10442600 48.49
## 2009-01-15 48.56 52.230 47.63 51.44 11617300 51.44
## 2009-01-16 51.80 52.330 49.53 51.59 8258200 51.59
## 2009-01-20 50.75 51.700 48.27 48.44 6767200 48.44
## 2009-01-21 49.31 50.690 48.25 50.54 5829500 50.54
## 2009-01-22 49.42 50.880 48.26 49.94 7133300 49.94
## 2009-01-23 48.90 51.420 48.45 50.63 5793300 50.63
## 2009-01-26 50.18 50.890 48.52 49.63 7155700 49.63
## 2009-01-27 49.30 50.420 47.72 48.44 8738200 48.44
## 2009-01-28 49.72 51.490 48.97 50.36 8056600 50.36
## 2009-01-29 49.96 51.850 49.14 50.00 17966800 50.00
## 2009-01-30 57.36 59.740 57.24 58.82 39783100 58.82
## 2009-02-02 58.57 62.000 58.13 61.15 19324300 61.15
## 2009-02-03 60.87 64.200 60.00 63.59 14694600 63.59
## 2009-02-04 63.38 63.440 60.83 61.06 13726300 61.06
## 2009-02-05 61.15 63.810 60.63 63.18 10169600 63.18
## 2009-02-06 63.18 67.000 63.18 66.55 12044900 66.55
## 2009-02-09 66.56 67.360 65.38 66.71 9437600 66.71
## 2009-02-10 66.15 67.230 63.07 63.31 10700600 63.31
## 2009-02-11 63.10 64.900 62.25 64.35 8347300 64.35
## 2009-02-12 63.25 64.250 61.71 63.96 8095500 63.96
## 2009-02-13 63.97 64.680 62.87 63.26 4130900 63.26
## 2009-02-17 61.67 62.650 61.18 61.67 7126100 61.67
## 2009-02-18 62.27 62.780 60.52 62.35 7366000 62.35
## 2009-02-19 62.84 64.180 61.67 61.95 6768900 61.95
## 2009-02-20 61.07 64.150 60.84 63.86 9354500 63.86
## 2009-02-23 64.16 64.910 61.52 61.71 7336000 61.71
## 2009-02-24 61.97 66.100 61.89 65.60 10271400 65.60
## 2009-02-25 64.90 65.750 62.82 63.71 9122100 63.71
## 2009-02-26 64.12 64.730 62.34 62.34 7275300 62.34
## 2009-02-27 61.26 65.080 60.94 64.79 11488300 64.79
## 2009-03-02 63.94 65.520 61.51 61.99 10511900 61.99
## 2009-03-03 62.75 63.290 61.30 61.70 9691600 61.70
## 2009-03-04 62.80 65.790 62.40 64.81 11960900 64.81
## 2009-03-05 64.12 65.800 63.60 64.77 11770300 64.77
## 2009-03-06 65.20 65.500 59.82 61.69 15093800 61.69
## 2009-03-09 62.20 64.030 60.15 60.49 13561400 60.49
## 2009-03-10 62.49 65.900 61.78 65.71 15435700 65.71
## 2009-03-11 66.24 69.370 65.27 68.54 13881700 68.54
## 2009-03-12 68.35 69.870 67.25 69.58 11348900 69.58
## 2009-03-13 69.64 69.740 67.53 68.63 8903400 68.63
## 2009-03-16 68.56 69.290 66.68 66.98 9437300 66.98
## 2009-03-17 67.37 71.710 67.00 71.35 11902800 71.35
## 2009-03-18 70.97 73.910 70.13 71.25 10401700 71.25
## 2009-03-19 71.40 71.910 69.24 70.10 8819100 70.10
## 2009-03-20 70.39 70.890 69.08 69.96 8468100 69.96
## 2009-03-23 71.36 75.610 70.70 75.58 8612400 75.58
## 2009-03-24 74.85 75.000 72.31 72.81 7457900 72.81
## 2009-03-25 73.09 73.950 69.84 72.40 7895600 72.40
## 2009-03-26 73.47 74.980 72.64 73.69 6657700 73.69
## 2009-03-27 71.61 72.290 70.10 70.52 8568800 70.52
## 2009-03-30 70.40 71.670 69.75 71.44 8373100 71.44
## 2009-03-31 72.61 74.500 72.12 73.44 8918200 73.44
## 2009-04-01 73.02 75.090 71.71 73.50 7041400 73.50
## 2009-04-02 73.63 77.240 73.44 76.34 11066900 76.34
## 2009-04-03 76.42 78.320 75.50 78.17 5809900 78.17
## 2009-04-06 77.26 78.360 76.00 77.99 5751300 77.99
## 2009-04-07 76.97 77.080 74.88 75.51 5748800 75.51
## 2009-04-08 75.93 77.110 74.57 76.98 5653000 76.98
## 2009-04-09 77.51 80.000 77.26 79.77 7082300 79.77
## 2009-04-13 79.84 79.970 77.85 78.94 6212200 78.94
## 2009-04-14 78.00 79.460 76.94 77.22 6160400 77.22
## 2009-04-15 75.50 75.810 73.51 74.71 9412800 74.71
## 2009-04-16 75.33 77.480 75.16 77.25 7467800 77.25
## 2009-04-17 76.78 78.720 75.88 78.05 7426000 78.05
## 2009-04-20 78.44 79.790 76.83 77.57 8686900 77.57
## 2009-04-21 77.33 79.100 77.29 78.74 7162200 78.74
## 2009-04-22 78.17 82.180 77.81 79.20 8775500 79.20
## 2009-04-23 81.33 82.060 79.08 80.61 16187700 80.61
## 2009-04-24 82.03 86.680 80.73 84.46 23484300 84.46
## 2009-04-27 83.88 84.980 82.21 83.12 9705900 83.12
## 2009-04-28 82.68 85.350 82.40 82.40 7924000 82.40
## 2009-04-29 82.99 82.990 79.26 79.79 9735100 79.79
## 2009-04-30 80.93 82.670 79.89 80.52 8537600 80.52
## 2009-05-01 80.38 80.380 77.85 78.96 6121700 78.96
## 2009-05-04 80.26 81.350 78.85 79.77 7019300 79.77
## 2009-05-05 81.01 82.000 80.19 81.90 5870300 81.90
## 2009-05-06 82.88 83.600 79.66 81.99 8604000 81.99
## 2009-05-07 82.73 82.750 77.88 79.28 9632100 79.28
## 2009-05-08 79.69 80.230 76.31 77.95 8193000 77.95
## 2009-05-11 76.80 79.850 76.01 78.61 6872300 78.61
## 2009-05-12 78.70 78.970 76.53 77.93 5548700 77.93
## 2009-05-13 76.25 76.650 74.01 74.19 8770500 74.19
## 2009-05-14 73.79 76.060 73.31 75.11 9343600 75.11
## 2009-05-15 74.54 76.210 73.42 73.60 8011700 73.60
## 2009-05-18 73.96 75.960 73.10 75.95 6829100 75.95
## 2009-05-19 75.43 78.960 75.12 77.87 8028900 77.87
## 2009-05-20 78.50 81.110 77.42 77.97 7351000 77.97
## 2009-05-21 76.75 77.970 75.40 75.96 5640500 75.96
## 2009-05-22 76.10 77.040 75.02 75.64 3484700 75.64
## 2009-05-26 75.03 78.480 74.55 78.39 6699600 78.39
## 2009-05-27 78.51 79.500 76.75 77.10 5567100 77.10
## 2009-05-28 77.70 79.100 75.88 77.65 4943100 77.65
## 2009-05-29 77.72 78.010 76.40 77.99 5072200 77.99
## 2009-06-01 78.21 84.800 77.49 83.05 10796500 83.05
## 2009-06-02 82.42 85.450 82.10 84.93 9397000 84.93
## 2009-06-03 83.31 85.710 83.13 85.68 7603400 85.68
## 2009-06-04 85.42 86.400 84.57 85.52 5465400 85.52
## 2009-06-05 86.29 87.950 85.30 87.56 8263500 87.56
## 2009-06-08 86.75 87.180 85.11 86.36 5602100 86.36
## 2009-06-09 86.93 87.670 86.17 87.08 4475100 87.08
## 2009-06-10 87.58 88.560 84.83 86.59 6073600 86.59
## 2009-06-11 86.30 87.490 85.05 85.69 5009700 85.69
## 2009-06-12 85.03 85.200 82.01 84.08 6223000 84.08
## 2009-06-15 82.83 83.300 81.00 83.18 5401800 83.18
## 2009-06-16 83.70 83.950 81.28 82.15 5465800 82.15
## 2009-06-17 82.50 84.300 80.64 82.65 7785100 82.65
## 2009-06-18 82.81 82.950 81.00 81.60 5453100 81.60
## 2009-06-19 82.15 83.460 81.50 82.96 5438200 82.96
## 2009-06-22 82.41 82.430 78.56 79.15 9744400 79.15
## 2009-06-23 78.97 79.100 76.25 77.68 7415500 77.68
## 2009-06-24 78.00 80.530 77.80 79.27 6081400 79.27
## 2009-06-25 79.10 82.230 79.03 82.20 7360400 82.20
## 2009-06-26 81.90 84.140 81.13 83.88 8775300 83.88
## 2009-06-29 83.87 84.200 82.41 83.03 6270300 83.03
## 2009-06-30 83.62 84.920 82.47 83.66 7984800 83.66
## 2009-07-01 84.42 84.500 81.37 81.60 6981200 81.60
## 2009-07-02 81.11 81.370 78.51 79.32 7218600 79.32
## 2009-07-06 78.45 78.890 76.54 78.10 7368800 78.10
## 2009-07-07 78.53 78.690 75.41 75.63 6491500 75.63
## 2009-07-08 76.46 77.930 75.70 77.36 8540700 77.36
## 2009-07-09 78.25 78.540 76.82 78.10 6359500 78.10
## 2009-07-10 77.52 78.820 76.17 77.63 5976100 77.63
## 2009-07-13 78.07 81.650 78.01 81.47 8050200 81.47
## 2009-07-14 81.48 82.420 80.42 81.95 4543600 81.95
## 2009-07-15 83.00 84.640 82.78 84.55 6339000 84.55
## 2009-07-16 84.42 86.240 83.72 86.11 5361900 86.11
## 2009-07-17 85.80 86.500 85.20 85.85 5051600 85.85
## 2009-07-20 86.27 88.880 86.26 88.23 6056600 88.23
## 2009-07-21 88.52 89.010 87.40 89.01 7728600 89.01
## 2009-07-22 88.65 89.230 87.78 88.79 5329600 88.79
## 2009-07-23 89.84 94.400 89.59 93.87 19162100 93.87
## 2009-07-24 87.60 88.900 85.50 86.49 19204600 86.49
## 2009-07-27 86.24 86.490 83.56 84.24 11279300 84.24
## 2009-07-28 83.84 85.640 82.60 84.98 8774900 84.98
## 2009-07-29 84.47 85.500 83.52 84.34 6502900 84.34
## 2009-07-30 85.64 87.250 85.17 86.09 7253200 86.09
## 2009-07-31 85.76 86.750 84.62 85.76 5886900 85.76
## 2009-08-03 86.56 88.200 86.56 87.44 6663000 87.44
## 2009-08-04 87.48 87.480 84.93 85.80 6177900 85.80
## 2009-08-05 85.64 85.750 83.02 84.29 7279400 84.29
## 2009-08-06 84.31 84.840 83.05 84.47 4693000 84.47
## 2009-08-07 84.10 85.960 84.10 85.32 5628000 85.32
## 2009-08-10 85.01 85.470 83.27 84.44 4440600 84.44
## 2009-08-11 83.64 84.400 82.45 83.56 5025000 83.56
## 2009-08-12 83.42 86.600 83.38 85.96 5619400 85.96
## 2009-08-13 85.72 86.370 84.07 84.60 5712400 84.60
## 2009-08-14 84.11 84.170 82.78 83.58 4924700 83.58
## 2009-08-17 81.16 81.780 80.25 81.06 6888600 81.06
## 2009-08-18 81.41 82.690 80.79 82.12 5884400 82.12
## 2009-08-19 80.91 83.000 80.49 83.00 5170600 83.00
## 2009-08-20 82.98 84.350 82.66 84.09 5375000 84.09
## 2009-08-21 84.78 85.060 83.54 85.00 6130700 85.00
## 2009-08-24 85.17 85.590 84.24 84.50 4723200 84.50
## 2009-08-25 84.66 86.340 83.95 84.19 4791000 84.19
## 2009-08-26 84.10 84.760 83.38 84.00 3613800 84.00
## 2009-08-27 84.01 84.850 83.14 84.31 3997700 84.31
## 2009-08-28 84.78 84.990 82.57 82.76 4620700 82.76
## 2009-08-31 81.93 81.950 80.35 81.19 5263800 81.19
## 2009-09-01 80.74 82.420 79.00 79.16 6245800 79.16
## 2009-09-02 79.04 80.150 77.80 78.14 6512700 78.14
## 2009-09-03 78.39 78.960 77.51 78.46 4140200 78.46
## 2009-09-04 78.27 79.780 77.63 78.87 4671500 78.87
## 2009-09-08 79.86 81.040 78.87 80.90 7037600 80.90
## 2009-09-09 80.60 82.630 80.50 82.24 6776200 82.24
## 2009-09-10 82.33 84.070 82.30 83.85 7023100 83.85
## 2009-09-11 84.44 84.900 83.76 84.54 6006900 84.54
## 2009-09-14 83.81 84.570 83.46 83.86 3572000 83.86
## 2009-09-15 84.17 84.410 82.79 83.55 4446800 83.55
## 2009-09-16 85.91 90.980 85.90 90.70 13114300 90.70
## 2009-09-17 90.75 91.190 89.00 90.44 7872700 90.44
## 2009-09-18 90.74 91.000 89.47 90.28 6769500 90.28
## 2009-09-21 89.69 90.760 88.48 90.56 4209300 90.56
## 2009-09-22 91.46 94.190 91.10 93.75 8264900 93.75
## 2009-09-23 92.82 94.500 92.22 92.38 5685300 92.38
## 2009-09-24 92.00 92.710 90.77 92.11 5075100 92.11
## 2009-09-25 91.44 92.250 89.75 90.52 4256800 90.52
## 2009-09-28 91.04 92.810 90.60 92.21 3508000 92.21
## 2009-09-29 91.96 92.330 90.10 91.72 4393900 91.72
## 2009-09-30 92.26 94.170 91.43 93.36 8539200 93.36
## 2009-10-01 92.50 92.900 90.37 91.04 6645100 91.04
## 2009-10-02 90.05 91.140 89.58 89.85 5039400 89.85
## 2009-10-05 90.25 90.930 88.27 88.67 7028500 88.67
## 2009-10-06 89.33 91.080 88.40 90.91 6963700 90.91
## 2009-10-07 91.50 94.480 91.15 93.97 7445100 93.97
## 2009-10-08 94.80 96.720 94.23 95.22 9674300 95.22
## 2009-10-09 95.00 95.950 94.26 95.71 4694000 95.71
## 2009-10-12 96.17 96.250 93.07 93.60 5591400 93.60
## 2009-10-13 93.83 95.250 93.68 94.83 4720000 94.83
## 2009-10-14 96.22 97.820 96.02 97.46 5556800 97.46
## 2009-10-15 95.13 97.060 95.08 96.01 6242100 96.01
## 2009-10-16 95.30 96.120 93.61 95.32 7038400 95.32
## 2009-10-19 95.35 96.280 94.25 94.68 6017400 94.68
## 2009-10-20 95.91 96.100 94.27 94.98 7777600 94.98
## 2009-10-21 95.27 96.630 92.91 93.42 7761200 93.42
## 2009-10-22 93.66 94.100 91.70 93.45 16518500 93.45
## 2009-10-23 111.05 119.650 110.62 118.49 58305800 118.49
## 2009-10-26 119.21 125.680 118.49 124.64 32271200 124.64
## 2009-10-27 122.93 124.260 119.42 122.07 20304200 122.07
## 2009-10-28 121.57 125.120 120.76 121.64 16887700 121.64
## 2009-10-29 123.90 124.300 120.12 122.58 12821800 122.58
## 2009-10-30 121.97 122.900 118.21 118.81 13312200 118.81
## 2009-11-02 118.66 119.500 116.71 118.84 11280000 118.84
## 2009-11-03 117.67 118.880 116.63 118.37 9478500 118.37
## 2009-11-04 119.00 119.250 116.76 117.10 7617500 117.10
## 2009-11-05 117.46 120.950 116.25 120.61 9086800 120.61
## 2009-11-06 123.00 126.980 122.67 126.20 13226000 126.20
## 2009-11-09 127.11 128.320 125.59 126.67 8624200 126.67
## 2009-11-10 126.80 130.610 126.00 130.15 10529300 130.15
## 2009-11-11 131.08 131.310 128.33 129.91 7434200 129.91
## 2009-11-12 129.98 132.150 129.98 130.53 7210100 130.53
## 2009-11-13 131.16 132.990 129.75 132.97 7376800 132.97
## 2009-11-16 132.12 134.560 130.98 131.59 9018300 131.59
## 2009-11-17 131.40 131.850 129.32 131.25 7748000 131.25
## 2009-11-18 130.90 131.410 129.53 131.29 5213500 131.29
## 2009-11-19 130.54 130.540 128.48 128.99 5998200 128.99
## 2009-11-20 127.76 129.990 127.41 129.66 6652600 129.66
## 2009-11-23 131.05 133.000 131.00 133.00 6878100 133.00
## 2009-11-24 133.57 134.330 132.22 132.94 7319700 132.94
## 2009-11-25 133.31 134.200 132.40 134.03 5071200 134.03
## 2009-11-27 130.30 133.000 129.88 131.74 4422600 131.74
## 2009-11-30 132.19 136.080 132.16 135.91 10119500 135.91
## 2009-12-01 136.94 139.350 135.75 138.50 9657600 138.50
## 2009-12-02 139.15 142.670 138.96 142.25 11798000 142.25
## 2009-12-03 143.62 145.910 140.77 141.17 16523500 141.17
## 2009-12-04 143.42 143.450 135.11 137.58 14827400 137.58
## 2009-12-07 138.00 139.000 133.84 134.21 7837000 134.21
## 2009-12-08 134.30 136.080 132.87 134.11 8002800 134.11
## 2009-12-09 134.60 134.710 129.82 131.31 12632900 131.31
## 2009-12-10 132.41 136.190 132.40 135.38 11343600 135.38
## 2009-12-11 136.07 136.290 133.20 134.15 8046700 134.15
## 2009-12-14 132.50 132.610 129.35 131.38 10022900 131.38
## 2009-12-15 130.76 132.460 129.59 130.23 7428800 130.23
## 2009-12-16 130.93 131.450 127.65 128.36 10261300 128.36
## 2009-12-17 129.36 130.080 126.90 126.91 8476500 126.91
## 2009-12-18 127.91 128.790 125.65 128.48 9605400 128.48
## 2009-12-21 130.48 133.200 130.19 132.79 9473600 132.79
## 2009-12-22 133.76 135.990 132.65 133.75 8257500 133.75
## 2009-12-23 134.80 139.050 134.35 138.94 9546100 138.94
## 2009-12-24 139.20 139.700 137.54 138.47 5128800 138.47
## 2009-12-28 139.75 141.980 138.53 139.31 8763900 139.31
## 2009-12-29 141.29 142.580 138.55 139.41 8400600 139.41
## 2009-12-30 138.40 138.400 135.28 136.49 6913200 136.49
## 2009-12-31 137.09 137.280 134.52 134.52 4523000 134.52
## 2010-01-04 136.25 136.610 133.14 133.90 7599900 133.90
## 2010-01-05 133.43 135.480 131.81 134.69 8851900 134.69
## 2010-01-06 134.60 134.730 131.65 132.25 7178800 132.25
## 2010-01-07 132.01 132.320 128.80 130.00 11030200 130.00
## 2010-01-08 130.56 133.680 129.03 133.52 9830500 133.52
## 2010-01-11 132.62 132.800 129.21 130.31 8779400 130.31
## 2010-01-12 128.99 129.820 126.55 127.35 9096300 127.35
## 2010-01-13 127.90 129.710 125.75 129.11 10723200 129.11
## 2010-01-14 129.14 130.380 126.40 127.35 9774900 127.35
## 2010-01-15 129.18 129.650 127.06 127.14 15376500 127.14
## 2010-01-19 126.31 128.000 124.33 127.61 8892600 127.61
## 2010-01-20 127.13 129.200 125.08 125.78 9074700 125.78
## 2010-01-21 127.26 128.150 125.00 126.62 9970600 126.62
## 2010-01-22 125.60 127.670 120.76 121.43 11568900 121.43
## 2010-01-25 122.10 122.280 118.12 120.31 12023900 120.31
## 2010-01-26 120.56 122.980 119.06 119.48 9559000 119.48
## 2010-01-27 121.03 123.330 118.80 122.75 14765300 122.75
## 2010-01-28 124.43 127.200 122.80 126.03 27293100 126.03
## 2010-01-29 129.77 131.850 124.14 125.41 29471300 125.41
## 2010-02-01 123.18 124.860 113.82 118.87 37774400 118.87
## 2010-02-02 118.79 118.980 114.40 118.12 23079700 118.12
## 2010-02-03 117.12 119.610 116.56 119.10 12405900 119.10
## 2010-02-04 118.64 120.330 115.74 115.94 12784000 115.94
## 2010-02-05 115.88 117.650 114.10 117.39 11024800 117.39
## 2010-02-08 119.38 121.000 116.56 116.83 9890200 116.83
## 2010-02-09 118.20 119.090 117.00 118.03 9223000 118.03
## 2010-02-10 118.00 118.610 116.00 117.36 6233200 117.36
## 2010-02-11 117.21 120.420 116.50 120.09 8343500 120.09
## 2010-02-12 118.99 119.940 117.50 119.66 8073500 119.66
## 2010-02-16 120.06 120.500 117.18 117.53 8932700 117.53
## 2010-02-17 117.07 117.130 115.55 116.31 8944800 116.31
## 2010-02-18 115.84 118.510 114.82 118.08 9800100 118.08
## 2010-02-19 117.91 119.090 117.00 117.52 7115600 117.52
## 2010-02-22 117.37 118.970 116.18 118.01 6807300 118.01
## 2010-02-23 118.01 119.250 116.51 117.24 7068200 117.24
## 2010-02-24 117.96 119.800 117.15 119.72 7389900 119.72
## 2010-02-25 118.17 118.340 115.85 118.20 9533400 118.20
## 2010-02-26 117.88 119.430 117.00 118.40 5721600 118.40
## 2010-03-01 118.70 124.660 117.53 124.54 13296500 124.54
## 2010-03-02 125.01 127.350 124.80 125.53 12097500 125.53
## 2010-03-03 125.40 126.940 124.43 125.89 6440400 125.89
## 2010-03-04 125.98 128.850 125.57 128.53 7509700 128.53
## 2010-03-05 129.13 129.450 127.07 128.91 6769300 128.91
## 2010-03-08 128.30 130.850 127.71 130.11 5605900 130.11
## 2010-03-09 129.59 130.810 127.97 128.82 6070800 128.82
## 2010-03-10 129.11 131.170 128.48 130.51 5625700 130.51
## 2010-03-11 130.45 133.620 130.36 133.58 7240800 133.58
## 2010-03-12 134.20 134.200 131.18 131.82 6150800 131.82
## 2010-03-15 131.70 132.000 128.63 131.13 6329200 131.13
## 2010-03-16 131.24 132.290 130.50 131.79 4132500 131.79
## 2010-03-17 132.41 132.690 131.22 131.34 4358800 131.34
## 2010-03-18 131.02 132.850 130.44 132.76 5021300 132.76
## 2010-03-19 133.71 133.710 129.66 130.35 8905000 130.35
## 2010-03-22 130.20 130.960 128.64 130.47 5383400 130.47
## 2010-03-23 130.89 130.940 128.07 129.26 4213100 129.26
## 2010-03-24 128.64 129.400 127.20 128.04 4696400 128.04
## 2010-03-25 129.14 136.910 128.04 134.73 16209600 134.73
## 2010-03-26 134.90 136.990 133.76 135.06 6565700 135.06
## 2010-03-29 135.37 136.630 134.33 135.12 4626900 135.12
## 2010-03-30 135.74 138.190 135.36 136.58 6192700 136.58
## 2010-03-31 136.00 136.800 134.48 135.77 4600600 135.77
## 2010-04-01 135.80 136.510 131.18 131.81 8785800 131.81
## 2010-04-05 132.85 133.740 130.78 131.49 5816500 131.49
## 2010-04-06 131.23 136.000 131.18 135.56 7950300 135.56
## 2010-04-07 135.96 136.080 133.86 134.87 5945400 134.87
## 2010-04-08 134.71 141.250 134.71 140.96 12689100 140.96
## 2010-04-09 140.72 141.330 139.07 140.06 6011100 140.06
## 2010-04-12 140.00 142.910 139.68 141.20 5445300 141.20
## 2010-04-13 141.23 141.980 139.12 140.16 4785500 140.16
## 2010-04-14 140.34 144.500 139.20 144.28 7900300 144.28
## 2010-04-15 144.55 147.090 144.00 145.82 7829600 145.82
## 2010-04-16 144.88 147.170 141.45 142.17 8396800 142.17
## 2010-04-19 142.35 143.670 139.13 142.43 6022000 142.43
## 2010-04-20 143.83 144.640 142.10 144.20 4311700 144.20
## 2010-04-21 145.17 149.000 143.52 146.43 7374400 146.43
## 2010-04-22 147.01 151.090 145.88 150.09 15165800 150.09
## 2010-04-23 145.38 149.090 142.42 143.63 18975200 143.63
## 2010-04-26 143.20 147.730 142.90 147.11 9318300 147.11
## 2010-04-27 145.55 146.440 141.11 142.02 8639000 142.02
## 2010-04-28 142.59 142.750 138.69 139.35 9235300 139.35
## 2010-04-29 140.09 142.450 139.79 141.73 6314200 141.73
## 2010-04-30 141.40 141.400 136.91 137.10 6113500 137.10
## 2010-05-03 137.20 139.440 136.11 137.49 5654600 137.49
## 2010-05-04 135.62 135.810 128.38 129.83 12667800 129.83
## 2010-05-05 128.00 131.610 127.55 130.93 9458100 130.93
## 2010-05-06 130.00 132.330 120.60 128.71 10189000 128.71
## 2010-05-07 127.97 131.180 123.76 124.98 11927600 124.98
## 2010-05-10 129.73 132.210 129.26 131.29 6806100 131.29
## 2010-05-11 129.95 133.080 128.47 130.46 6044100 130.46
## 2010-05-12 131.41 134.130 129.68 133.87 5904500 133.87
## 2010-05-13 133.93 136.990 131.00 131.47 5940200 131.47
## 2010-05-14 130.36 131.000 126.76 128.53 5277800 128.53
## 2010-05-17 128.24 129.950 125.80 128.91 5642200 128.91
## 2010-05-18 130.14 131.250 125.51 126.28 5256900 126.28
## 2010-05-19 125.51 127.930 123.80 124.59 6463300 124.59
## 2010-05-20 122.64 125.000 118.78 119.71 8594400 119.71
## 2010-05-21 117.90 124.970 117.52 122.72 7966900 122.72
## 2010-05-24 122.57 124.500 120.65 122.12 4535900 122.12
## 2010-05-25 118.54 125.190 118.50 124.86 6913400 124.86
## 2010-05-26 125.05 125.790 122.30 123.21 6964600 123.21
## 2010-05-27 124.98 126.850 120.60 126.70 4747700 126.70
## 2010-05-28 126.07 127.600 124.01 125.46 3954800 125.46
## 2010-06-01 124.97 126.570 123.02 123.24 3659500 123.24
## 2010-06-02 124.02 126.430 121.65 126.31 4764700 126.31
## 2010-06-03 126.25 129.150 124.85 128.76 5276900 128.76
## 2010-06-04 126.33 128.200 122.18 122.77 5497700 122.77
## 2010-06-07 125.84 126.610 121.67 122.01 6566400 122.01
## 2010-06-08 122.00 122.000 115.80 118.84 11484400 118.84
## 2010-06-09 120.31 121.470 117.36 117.91 7369200 117.91
## 2010-06-10 120.00 123.500 119.20 123.21 6061800 123.21
## 2010-06-11 121.39 123.530 120.29 123.03 4204600 123.03
## 2010-06-14 124.24 125.700 123.50 123.83 3923000 123.83
## 2010-06-15 123.20 126.920 122.50 126.84 4541000 126.84
## 2010-06-16 125.39 127.980 125.36 126.90 3964300 126.90
## 2010-06-17 126.74 127.800 124.69 125.89 3479000 125.89
## 2010-06-18 126.48 127.480 125.07 125.83 3836000 125.83
## 2010-06-21 126.79 127.480 121.41 122.55 5327700 122.55
## 2010-06-22 122.65 125.230 121.55 122.31 6207200 122.31
## 2010-06-23 122.11 123.220 120.04 121.45 5455100 121.45
## 2010-06-24 120.61 120.850 116.80 118.33 7771100 118.33
## 2010-06-25 118.14 121.760 117.63 121.00 5769700 121.00
## 2010-06-28 118.85 120.040 117.10 117.80 5612200 117.80
## 2010-06-29 116.26 116.480 106.01 108.61 12866300 108.61
## 2010-06-30 108.58 112.680 108.11 109.26 9740700 109.26
## 2010-07-01 108.90 111.690 106.70 110.96 8529800 110.96
## 2010-07-02 110.92 111.290 108.56 109.14 4477100 109.14
## 2010-07-06 110.65 112.530 109.00 110.06 5219300 110.06
## 2010-07-07 109.84 113.630 109.81 113.43 4941000 113.43
## 2010-07-08 115.02 117.480 114.07 116.22 6775000 116.22
## 2010-07-09 116.55 117.400 114.65 117.26 4065100 117.26
## 2010-07-12 117.81 119.700 117.32 119.51 4783600 119.51
## 2010-07-13 120.69 124.880 120.30 123.65 7091100 123.65
## 2010-07-14 123.03 123.750 121.47 123.30 5257000 123.30
## 2010-07-15 120.13 122.480 119.26 122.06 6047700 122.06
## 2010-07-16 121.28 121.920 118.01 118.49 6227900 118.49
## 2010-07-19 118.38 120.740 117.00 119.94 5030900 119.94
## 2010-07-20 120.61 120.710 117.51 120.10 6785000 120.10
## 2010-07-21 120.62 121.250 117.26 117.43 5011700 117.43
## 2010-07-22 118.71 120.870 118.02 120.07 15003400 120.07
## 2010-07-23 105.93 119.280 105.80 118.87 42421100 118.87
## 2010-07-26 118.26 118.600 114.88 118.40 11137800 118.40
## 2010-07-27 118.43 118.500 115.07 117.13 7796100 117.13
## 2010-07-28 117.00 118.200 116.40 117.13 5472300 117.13
## 2010-07-29 117.99 118.870 115.52 116.86 6175800 116.86
## 2010-07-30 115.53 118.740 114.51 117.89 7077500 117.89
## 2010-08-02 119.15 120.380 117.57 120.07 5443700 120.07
## 2010-08-03 120.00 122.870 119.68 122.42 5953800 122.42
## 2010-08-04 123.06 128.470 123.00 127.58 9270800 127.58
## 2010-08-05 126.77 128.000 125.82 127.83 4282300 127.83
## 2010-08-06 126.72 128.400 125.90 128.32 5065200 128.32
## 2010-08-09 128.46 129.930 127.85 128.83 5085800 128.83
## 2010-08-10 127.95 130.000 127.38 130.00 5706900 130.00
## 2010-08-11 128.10 128.120 125.20 125.89 5541700 125.89
## 2010-08-12 123.76 127.000 123.55 126.56 4367900 126.56
## 2010-08-13 126.06 127.480 124.26 124.69 3976600 124.69
## 2010-08-16 123.61 127.370 123.04 126.07 4024700 126.07
## 2010-08-17 127.34 129.980 126.79 128.86 5044700 128.86
## 2010-08-18 129.25 130.810 128.26 129.65 7901500 129.65
## 2010-08-19 129.22 130.020 126.82 127.57 5582500 127.57
## 2010-08-20 127.20 128.040 126.02 127.76 4170100 127.76
## 2010-08-23 127.86 129.220 126.50 126.60 3861300 126.60
## 2010-08-24 125.41 125.440 123.18 124.53 5369700 124.53
## 2010-08-25 123.85 127.370 123.83 126.85 5344500 126.85
## 2010-08-26 127.15 127.590 124.82 124.86 4694500 124.86
## 2010-08-27 125.46 126.640 122.25 126.64 5080000 126.64
## 2010-08-30 126.03 126.950 123.69 123.79 3426000 123.79
## 2010-08-31 122.85 125.900 122.50 124.83 4225600 124.83
## 2010-09-01 126.36 132.600 126.17 132.49 7138300 132.49
## 2010-09-02 132.17 135.210 132.05 135.21 5407400 135.21
## 2010-09-03 136.89 139.500 136.63 138.79 6581200 138.79
## 2010-09-07 137.56 138.600 136.89 137.22 3883000 137.22
## 2010-09-08 137.93 139.700 136.45 139.14 5828500 139.14
## 2010-09-09 140.39 141.370 139.26 140.38 4958000 140.38
## 2010-09-10 140.75 142.600 140.04 142.44 5043600 142.44
## 2010-09-13 144.07 145.740 143.76 145.07 5077400 145.07
## 2010-09-14 144.50 146.700 143.83 145.75 4319400 145.75
## 2010-09-15 144.88 145.620 143.56 145.45 4903600 145.45
## 2010-09-16 145.40 148.230 145.16 148.13 5827000 148.13
## 2010-09-17 148.90 148.980 146.50 148.32 7259600 148.32
## 2010-09-20 148.70 151.950 147.35 151.30 6449400 151.30
## 2010-09-21 150.76 153.310 149.60 150.73 7542000 150.73
## 2010-09-22 149.84 152.700 149.10 151.83 6612400 151.83
## 2010-09-23 151.20 155.920 150.97 152.85 7065600 152.85
## 2010-09-24 155.43 160.890 155.42 160.73 10590600 160.73
## 2010-09-27 160.22 161.200 157.88 159.37 6446300 159.37
## 2010-09-28 159.84 160.880 154.89 159.70 8494200 159.70
## 2010-09-29 159.03 161.780 157.75 158.99 7287500 158.99
## 2010-09-30 160.01 160.930 155.60 157.06 7606000 157.06
## 2010-10-01 157.08 157.440 152.20 153.71 8683400 153.71
## 2010-10-04 153.95 155.960 152.79 155.39 5346500 155.39
## 2010-10-05 157.08 161.210 157.01 160.87 5620000 160.87
## 2010-10-06 160.60 160.680 154.60 155.40 6060800 155.40
## 2010-10-07 156.51 157.400 153.39 156.27 4622000 156.27
## 2010-10-08 155.18 156.280 152.78 155.55 6918400 155.55
## 2010-10-11 154.89 156.630 152.34 153.03 4486400 153.03
## 2010-10-12 152.51 156.950 151.40 156.48 5280800 156.48
## 2010-10-13 156.69 156.790 153.85 155.17 5632800 155.17
## 2010-10-14 155.16 156.950 154.23 155.53 4024100 155.53
## 2010-10-15 158.42 164.880 156.75 164.64 10135500 164.64
## 2010-10-18 165.00 165.190 161.82 163.56 6331300 163.56
## 2010-10-19 160.68 162.800 157.00 158.67 7525000 158.67
## 2010-10-20 158.78 159.870 156.57 158.67 5790400 158.67
## 2010-10-21 162.67 166.130 161.29 164.97 13482500 164.97
## 2010-10-22 162.45 170.170 162.27 169.13 16318400 169.13
## 2010-10-25 171.57 171.990 168.32 169.00 6530900 169.00
## 2010-10-26 167.57 171.000 167.50 169.95 4689600 169.95
## 2010-10-27 168.91 169.750 166.54 167.51 5721800 167.51
## 2010-10-28 168.31 168.490 165.05 166.84 4684400 166.84
## 2010-10-29 165.80 168.500 164.81 165.23 4998500 165.23
## 2010-11-01 164.45 164.580 161.52 162.58 5239900 162.58
## 2010-11-02 163.75 165.940 163.36 164.61 4260000 164.61
## 2010-11-03 165.40 168.610 162.29 168.47 6112100 168.47
## 2010-11-04 169.86 172.530 168.40 168.93 7395900 168.93
## 2010-11-05 169.35 171.650 168.59 170.77 5212200 170.77
## 2010-11-08 170.84 173.200 168.78 171.99 5706000 171.99
## 2010-11-09 172.67 173.140 169.06 170.27 3978600 170.27
## 2010-11-10 170.59 173.370 169.41 173.33 5440300 173.33
## 2010-11-11 171.00 172.050 169.42 170.37 5691700 170.37
## 2010-11-12 170.12 171.260 165.05 165.68 7160600 165.68
## 2010-11-15 165.16 165.350 158.56 158.90 9648600 158.90
## 2010-11-16 158.74 160.910 156.77 157.78 6571400 157.78
## 2010-11-17 157.84 160.850 157.55 158.35 4524900 158.35
## 2010-11-18 160.74 165.000 160.74 164.17 6225300 164.17
## 2010-11-19 163.95 164.990 162.84 164.82 4464800 164.82
## 2010-11-22 165.10 170.600 165.00 170.39 6142500 170.39
## 2010-11-23 168.61 168.810 164.62 168.20 6465300 168.20
## 2010-11-24 171.53 177.890 171.53 177.25 10042500 177.25
## 2010-11-26 177.36 178.380 176.16 177.20 4271600 177.20
## 2010-11-29 179.99 181.840 177.57 179.49 9695000 179.49
## 2010-11-30 176.95 177.700 174.90 175.40 6762200 175.40
## 2010-12-01 179.16 179.320 176.00 176.55 5770100 176.55
## 2010-12-02 176.86 177.450 173.92 176.53 5537600 176.53
## 2010-12-03 175.50 176.400 174.05 175.68 4907500 175.68
## 2010-12-06 175.52 178.430 174.60 178.05 5654200 178.05
## 2010-12-07 180.50 181.470 176.57 176.77 5077100 176.77
## 2010-12-08 177.49 178.160 175.20 176.29 3726900 176.29
## 2010-12-09 177.77 178.110 173.80 174.85 4555500 174.85
## 2010-12-10 174.88 175.950 173.36 175.62 3565500 175.62
## 2010-12-13 176.33 177.940 173.73 174.25 4202500 174.25
## 2010-12-14 174.28 175.760 173.09 173.94 3685300 173.94
## 2010-12-15 173.72 179.000 173.59 175.57 5810500 175.57
## 2010-12-16 175.58 178.300 175.04 178.04 4121500 178.04
## 2010-12-17 178.41 178.750 177.02 177.58 4507300 177.58
## 2010-12-20 179.27 183.980 178.04 183.29 8735300 183.29
## 2010-12-21 183.88 185.650 182.60 184.75 5111000 184.75
## 2010-12-22 185.00 185.450 184.11 184.76 2578100 184.76
## 2010-12-23 184.34 184.980 181.89 182.59 3358200 182.59
## 2010-12-27 181.90 183.140 180.45 182.14 2249400 182.14
## 2010-12-28 182.10 182.770 181.05 181.09 1975000 181.09
## 2010-12-29 181.80 184.350 180.41 183.37 3120100 183.37
## 2010-12-30 183.92 184.550 182.75 182.75 1961200 182.75
## 2010-12-31 181.96 182.300 179.51 180.00 3451900 180.00
## 2011-01-03 181.37 186.000 181.21 184.22 5331400 184.22
## 2011-01-04 186.15 187.700 183.78 185.01 5031800 185.01
## 2011-01-05 184.10 187.450 184.07 187.42 3418800 187.42
## 2011-01-06 186.50 187.410 185.25 185.86 3179700 185.86
## 2011-01-07 187.88 188.450 183.74 185.49 5221700 185.49
## 2011-01-10 185.04 185.290 182.51 184.68 3375900 184.68
## 2011-01-11 185.42 186.000 183.21 184.34 2814200 184.34
## 2011-01-12 185.36 185.380 183.30 184.08 2679100 184.08
## 2011-01-13 183.60 186.450 183.51 185.53 3367000 185.53
## 2011-01-14 185.50 188.940 184.92 188.75 3662800 188.75
## 2011-01-18 188.66 191.600 188.25 191.25 3896200 191.25
## 2011-01-19 190.90 191.000 186.21 186.87 3882400 186.87
## 2011-01-20 185.29 186.850 181.00 181.96 5709900 181.96
## 2011-01-21 183.00 183.250 176.84 177.42 6806200 177.42
## 2011-01-24 177.95 178.490 174.15 176.85 5600300 176.85
## 2011-01-25 175.50 176.750 174.28 176.70 4651000 176.70
## 2011-01-26 177.51 177.890 174.63 175.39 3762200 175.39
## 2011-01-27 177.48 185.000 177.31 184.45 14594400 184.45
## 2011-01-28 171.45 173.710 166.90 171.14 19908200 171.14
## 2011-01-31 170.16 171.440 167.41 169.64 6718100 169.64
## 2011-02-01 170.52 173.100 169.51 172.11 5085900 172.11
## 2011-02-02 171.42 175.200 170.87 173.53 4547500 173.53
## 2011-02-03 173.50 174.670 171.95 173.71 3678900 173.71
## 2011-02-04 174.00 177.190 173.75 175.93 4347800 175.93
## 2011-02-07 176.15 177.550 174.77 176.43 5254700 176.43
## 2011-02-08 176.66 183.110 176.59 183.06 7794900 183.06
## 2011-02-09 183.15 186.470 182.26 185.30 8312700 185.30
## 2011-02-10 184.39 187.240 183.60 186.21 5331400 186.21
## 2011-02-11 185.56 189.500 185.37 189.25 4487900 189.25
## 2011-02-14 189.25 191.400 188.35 190.42 4061300 190.42
## 2011-02-15 188.73 190.490 188.25 189.03 3890900 189.03
## 2011-02-16 189.77 190.000 186.35 186.62 4628200 186.62
## 2011-02-17 185.77 189.090 185.31 187.76 3425500 187.76
## 2011-02-18 187.54 188.500 185.13 186.50 4178600 186.50
## 2011-02-22 183.68 184.720 179.32 180.42 5637100 180.42
## 2011-02-23 180.25 181.150 174.39 176.68 5482000 176.68
## 2011-02-24 176.86 179.750 174.56 177.75 4656500 177.75
## 2011-02-25 178.95 180.750 177.10 177.24 4191400 177.24
## 2011-02-28 173.91 175.890 172.15 173.29 6783200 173.29
## 2011-03-01 173.53 173.960 168.67 169.44 5847100 169.44
## 2011-03-02 169.09 173.300 168.35 172.02 5185700 172.02
## 2011-03-03 173.71 174.460 172.05 172.79 4138200 172.79
## 2011-03-04 172.62 172.750 169.51 171.67 4924300 171.67
## 2011-03-07 171.92 172.090 166.24 169.08 5932900 169.08
## 2011-03-08 169.39 169.710 166.72 166.89 4219000 166.89
## 2011-03-09 166.67 169.750 163.90 169.05 7108900 169.05
## 2011-03-10 167.07 168.470 164.82 166.14 5998400 166.14
## 2011-03-11 165.50 169.200 164.12 168.07 4609900 168.07
## 2011-03-14 166.60 168.080 164.57 166.73 4022000 166.73
## 2011-03-15 161.39 166.880 160.76 165.08 4934500 165.08
## 2011-03-16 164.70 168.140 162.87 164.70 5208100 164.70
## 2011-03-17 165.91 166.300 160.78 160.97 6471400 160.97
## 2011-03-18 161.19 163.540 160.59 161.82 7442700 161.82
## 2011-03-21 163.37 165.790 161.72 164.52 4055100 164.52
## 2011-03-22 164.07 164.440 162.25 162.60 3611400 162.60
## 2011-03-23 162.30 166.260 160.82 165.32 4721300 165.32
## 2011-03-24 168.21 172.000 167.36 171.10 6283200 171.10
## 2011-03-25 171.64 173.490 170.30 170.98 4293800 170.98
## 2011-03-28 171.80 172.500 169.25 169.35 3400800 169.35
## 2011-03-29 170.73 174.840 170.07 174.62 4884600 174.62
## 2011-03-30 177.78 181.160 177.66 179.42 6859300 179.42
## 2011-03-31 179.31 181.570 178.50 180.13 4826500 180.13
## 2011-04-01 181.58 183.250 178.59 180.13 5684100 180.13
## 2011-04-04 180.89 183.610 180.69 182.94 4186400 182.94
## 2011-04-05 182.10 186.360 181.80 185.29 5569200 185.29
## 2011-04-06 186.15 188.270 181.12 182.76 5430700 182.76
## 2011-04-07 182.78 185.170 181.76 184.91 4564000 184.91
## 2011-04-08 185.26 186.220 182.78 184.71 3726400 184.71
## 2011-04-11 184.86 186.490 181.85 184.04 3297100 184.04
## 2011-04-12 183.06 184.590 179.42 180.48 5334500 180.48
## 2011-04-13 180.83 182.880 179.80 182.29 4216300 182.29
## 2011-04-14 181.39 182.080 179.36 181.82 3588200 181.82
## 2011-04-15 181.00 181.780 179.02 180.01 4272400 180.01
## 2011-04-18 178.38 178.910 175.37 178.34 4616500 178.34
## 2011-04-19 178.35 179.470 176.60 178.82 2646000 178.82
## 2011-04-20 181.62 185.000 181.59 183.87 4067500 183.87
## 2011-04-21 184.56 185.970 183.05 185.89 3348100 185.89
## 2011-04-25 185.65 186.350 183.77 185.42 3438100 185.42
## 2011-04-26 186.27 186.420 180.74 182.30 11200000 182.30
## 2011-04-27 183.20 197.800 182.75 196.63 23623000 196.63
## 2011-04-28 195.96 196.790 192.27 195.07 7300000 195.07
## 2011-04-29 194.38 196.590 193.78 195.81 6640900 195.81
## 2011-05-02 196.57 203.420 196.18 201.19 9398100 201.19
## 2011-05-03 201.00 202.590 196.69 198.45 6100000 198.45
## 2011-05-04 198.25 201.860 195.37 199.97 6550000 199.97
## 2011-05-05 198.66 201.000 196.12 197.11 4600000 197.11
## 2011-05-06 199.10 199.560 196.56 197.60 4013900 197.60
## 2011-05-09 198.34 202.360 196.78 200.80 5825400 200.80
## 2011-05-10 201.94 205.290 201.56 203.94 5885900 203.94
## 2011-05-11 203.12 205.500 202.25 204.38 4809000 204.38
## 2011-05-12 204.22 206.190 200.62 206.07 4800000 206.07
## 2011-05-13 205.70 206.390 202.36 202.56 4123700 202.56
## 2011-05-16 200.54 200.900 191.37 192.51 9386400 192.51
## 2011-05-17 191.82 195.980 191.76 194.81 7073300 194.81
## 2011-05-18 194.13 198.280 193.25 197.09 4955800 197.09
## 2011-05-19 198.33 199.950 197.55 198.80 3701200 198.80
## 2011-05-20 197.95 199.800 197.24 198.65 3381000 198.65
## 2011-05-23 195.56 197.290 192.02 196.22 4200000 196.22
## 2011-05-24 197.00 197.000 193.00 193.27 2972700 193.27
## 2011-05-25 193.57 194.350 191.14 192.26 4661300 192.26
## 2011-05-26 191.24 196.450 190.88 195.00 4075200 195.00
## 2011-05-27 194.76 196.120 193.50 194.13 2352600 194.13
## 2011-05-31 195.94 198.440 195.03 196.69 3409000 196.69
## 2011-06-01 196.06 197.260 192.05 192.40 3445200 192.40
## 2011-06-02 192.28 194.440 190.56 193.65 3044900 193.65
## 2011-06-03 191.23 193.210 187.62 188.32 4974500 188.32
## 2011-06-06 188.01 189.850 185.18 185.69 3716000 185.69
## 2011-06-07 185.72 190.630 185.52 187.55 4866500 187.55
## 2011-06-08 187.45 189.810 186.32 188.05 3716600 188.05
## 2011-06-09 189.74 191.760 185.71 189.68 4187300 189.68
## 2011-06-10 189.25 190.770 186.28 186.53 3760400 186.53
## 2011-06-13 186.81 189.310 184.86 186.29 3868900 186.29
## 2011-06-14 188.99 190.720 187.07 189.96 3960300 189.96
## 2011-06-15 188.04 192.450 185.30 185.98 6317700 185.98
## 2011-06-16 185.74 187.000 181.59 183.65 6032100 183.65
## 2011-06-17 186.51 187.390 184.64 186.37 6322200 186.37
## 2011-06-20 185.96 188.850 185.57 187.72 2831700 187.72
## 2011-06-21 188.30 195.000 187.12 194.23 4182600 194.23
## 2011-06-22 193.96 195.200 191.32 191.63 3129700 191.63
## 2011-06-23 189.50 194.460 188.30 194.16 4609600 194.16
## 2011-06-24 193.88 194.920 191.35 192.55 3614500 192.55
## 2011-06-27 194.50 202.580 194.03 201.25 6100700 201.25
## 2011-06-28 201.92 202.880 200.60 202.35 3825300 202.35
## 2011-06-29 202.67 206.250 201.03 204.18 4608900 204.18
## 2011-06-30 200.78 205.200 200.50 204.49 4448100 204.49
## 2011-07-01 205.55 210.270 203.61 209.49 4008700 209.49
## 2011-07-05 208.76 214.450 208.73 213.19 3585200 213.19
## 2011-07-06 212.12 214.400 211.01 214.19 2607600 214.19
## 2011-07-07 215.09 217.800 215.09 216.74 3144900 216.74
## 2011-07-08 214.30 218.320 213.25 218.28 3707900 218.28
## 2011-07-11 216.74 217.500 211.00 212.55 4033700 212.55
## 2011-07-12 214.64 215.650 211.12 211.23 3985700 211.23
## 2011-07-13 214.70 216.830 212.14 213.50 4229900 213.50
## 2011-07-14 213.58 215.910 209.38 210.38 3902500 210.38
## 2011-07-15 213.08 214.530 209.29 212.87 4072600 212.87
## 2011-07-18 212.53 213.390 208.29 211.53 2898100 211.53
## 2011-07-19 213.77 218.400 213.77 218.06 4437200 218.06
## 2011-07-20 220.05 220.200 214.41 215.55 3372900 215.55
## 2011-07-21 216.74 217.090 211.07 213.21 4545300 213.21
## 2011-07-22 213.86 217.950 211.11 216.52 3591700 216.52
## 2011-07-25 215.49 216.080 213.00 213.49 3342800 213.49
## 2011-07-26 214.99 215.600 210.35 214.18 9863600 214.18
## 2011-07-27 224.39 227.200 219.62 222.52 12955600 222.52
## 2011-07-28 223.27 225.950 220.23 223.90 5354900 223.90
## 2011-07-29 221.29 225.750 219.51 222.52 5167700 222.52
## 2011-08-01 225.00 227.450 217.66 221.32 5789300 221.32
## 2011-08-02 220.32 222.430 211.30 211.70 6586700 211.70
## 2011-08-03 212.97 214.830 205.54 209.96 8197100 209.96
## 2011-08-04 206.73 208.000 201.45 201.48 6579500 201.48
## 2011-08-05 204.67 207.320 194.84 202.70 10024000 202.70
## 2011-08-08 196.40 200.390 190.05 193.70 10427500 193.70
## 2011-08-09 196.70 205.090 190.46 205.09 10491200 205.09
## 2011-08-10 200.76 202.400 193.60 194.13 8757600 194.13
## 2011-08-11 197.01 200.850 191.36 198.36 7401900 198.36
## 2011-08-12 200.28 204.560 197.21 202.30 5620400 202.30
## 2011-08-15 202.06 205.280 198.32 202.95 4785900 202.95
## 2011-08-16 201.14 201.390 194.75 197.68 5205900 197.68
## 2011-08-17 198.53 199.600 193.74 195.93 3991100 195.93
## 2011-08-18 191.21 191.340 179.72 182.52 8275200 182.52
## 2011-08-19 180.29 190.000 177.55 178.93 7244200 178.93
## 2011-08-22 182.83 184.200 177.10 177.54 5313700 177.54
## 2011-08-23 178.92 194.840 178.52 193.55 7351600 193.55
## 2011-08-24 193.89 196.310 190.17 193.73 6248700 193.73
## 2011-08-25 194.41 196.990 191.07 192.03 3760800 192.03
## 2011-08-26 191.24 199.720 189.60 199.27 5310700 199.27
## 2011-08-29 202.82 206.670 202.55 206.53 4511000 206.53
## 2011-08-30 205.78 212.490 204.32 210.92 5915700 210.92
## 2011-08-31 212.27 216.170 211.35 215.23 7405000 215.23
## 2011-09-01 215.28 217.640 211.62 212.54 5275300 212.54
## 2011-09-02 208.94 210.690 207.00 210.00 4232000 210.00
## 2011-09-06 204.77 216.600 204.47 216.18 6216200 216.18
## 2011-09-07 218.80 220.190 214.22 219.90 5295800 219.90
## 2011-09-08 218.30 220.640 216.34 217.26 4397900 217.26
## 2011-09-09 215.05 216.960 209.75 211.39 4574300 211.39
## 2011-09-12 208.75 216.660 208.65 216.56 5342100 216.56
## 2011-09-13 217.79 219.950 215.01 219.53 4835900 219.53
## 2011-09-14 220.22 224.990 216.72 222.57 5881700 222.57
## 2011-09-15 223.99 227.200 221.25 226.78 5608800 226.78
## 2011-09-16 227.57 240.440 226.74 239.30 11753000 239.30
## 2011-09-19 237.11 244.000 232.88 241.69 8223300 241.69
## 2011-09-20 240.80 241.050 231.03 233.25 7385500 233.25
## 2011-09-21 234.51 240.520 231.81 231.87 5881500 231.87
## 2011-09-22 224.72 228.790 219.00 223.23 8254600 223.23
## 2011-09-23 220.51 224.490 219.06 223.61 6468100 223.61
## 2011-09-26 227.48 230.240 221.40 229.85 5794100 229.85
## 2011-09-27 234.22 234.750 222.40 224.21 7837500 224.21
## 2011-09-28 226.35 235.810 225.60 229.71 14436900 229.71
## 2011-09-29 234.17 234.300 216.29 222.44 9378500 222.44
## 2011-09-30 218.19 223.000 215.21 216.23 6550300 216.23
## 2011-10-03 217.01 221.600 211.39 211.98 6624400 211.98
## 2011-10-04 209.62 215.000 200.43 212.50 8711600 212.50
## 2011-10-05 212.53 220.170 208.48 219.50 6508200 219.50
## 2011-10-06 220.28 223.620 217.55 221.51 6849300 221.51
## 2011-10-07 222.48 227.900 218.41 224.74 6784300 224.74
## 2011-10-10 226.23 232.800 224.10 231.32 5143100 231.32
## 2011-10-11 230.60 236.750 229.00 235.48 5003700 235.48
## 2011-10-12 236.64 241.840 234.33 236.81 6510800 236.81
## 2011-10-13 237.00 239.680 235.23 236.15 4833500 236.15
## 2011-10-14 240.87 246.710 240.18 246.71 5923700 246.71
## 2011-10-17 244.29 246.710 240.67 242.33 4779000 242.33
## 2011-10-18 242.31 244.610 236.62 243.88 4609700 243.88
## 2011-10-19 240.67 243.330 229.25 231.53 6715100 231.53
## 2011-10-20 232.13 234.740 229.80 233.61 4524900 233.61
## 2011-10-21 236.91 237.000 230.60 234.78 4572500 234.78
## 2011-10-24 236.02 240.470 234.00 237.61 4975800 237.61
## 2011-10-25 238.59 239.010 225.89 227.15 14012600 227.15
## 2011-10-26 203.69 207.580 196.51 198.40 24134200 198.40
## 2011-10-27 204.26 208.600 201.10 206.78 10774300 206.78
## 2011-10-28 206.53 218.400 205.75 217.32 9880400 217.32
## 2011-10-31 215.79 218.890 213.04 213.51 7343300 213.51
## 2011-11-01 208.11 216.210 207.43 212.10 8511800 212.10
## 2011-11-02 215.55 216.790 212.72 215.62 6122000 215.62
## 2011-11-03 216.30 218.500 213.02 218.29 5315000 218.29
## 2011-11-04 217.65 218.230 214.33 216.48 4065800 216.48
## 2011-11-07 216.84 220.200 214.00 217.00 3860000 217.00
## 2011-11-08 219.20 219.350 215.21 217.99 3914500 217.99
## 2011-11-09 214.95 215.700 210.60 211.22 4680600 211.22
## 2011-11-10 213.50 214.060 208.10 210.79 5044600 210.79
## 2011-11-11 212.52 217.880 210.31 217.39 5163100 217.39
## 2011-11-14 215.65 222.350 214.25 218.93 6522200 218.93
## 2011-11-15 218.00 220.330 214.26 217.83 5739000 217.83
## 2011-11-16 216.27 216.970 211.23 211.99 5509400 211.99
## 2011-11-17 212.51 212.900 202.10 204.52 7983100 204.52
## 2011-11-18 205.33 205.340 197.11 197.14 8437500 197.14
## 2011-11-21 193.29 193.360 185.05 189.25 11321200 189.25
## 2011-11-22 186.95 194.040 183.58 192.34 9915600 192.34
## 2011-11-23 193.06 194.600 187.89 188.99 8011300 188.99
## 2011-11-25 190.41 190.830 181.51 182.40 4972000 182.40
## 2011-11-28 191.65 194.620 190.54 194.15 7207300 194.15
## 2011-11-29 194.78 195.500 187.30 188.39 6575100 188.39
## 2011-11-30 194.76 195.300 188.75 192.29 7717000 192.29
## 2011-12-01 191.85 198.070 191.59 197.13 7327700 197.13
## 2011-12-02 197.07 199.660 195.18 196.03 7526200 196.03
## 2011-12-05 198.86 199.000 193.67 196.24 5922100 196.24
## 2011-12-06 195.98 198.320 190.11 191.99 5202000 191.99
## 2011-12-07 191.03 196.710 189.12 195.32 6427300 195.32
## 2011-12-08 193.57 195.890 190.08 190.48 4361100 190.48
## 2011-12-09 191.21 193.950 188.40 193.03 5158800 193.03
## 2011-12-12 190.03 191.150 187.63 189.52 4343200 189.52
## 2011-12-13 188.56 189.680 178.50 180.51 9297300 180.51
## 2011-12-14 179.00 180.750 170.25 180.21 11614200 180.21
## 2011-12-15 182.05 184.800 179.53 181.26 7259900 181.26
## 2011-12-16 182.42 184.410 180.31 181.26 6664100 181.26
## 2011-12-19 182.00 183.170 179.00 179.33 4533600 179.33
## 2011-12-20 182.69 183.170 180.54 182.52 4600100 182.52
## 2011-12-21 181.92 183.500 172.49 174.35 8066700 174.35
## 2011-12-22 175.09 179.670 174.21 179.03 4694900 179.03
## 2011-12-23 179.22 179.680 175.60 177.28 3496500 177.28
## 2011-12-27 177.73 178.590 176.16 176.27 2950900 176.27
## 2011-12-28 176.39 176.650 172.28 173.89 3659500 173.89
## 2011-12-29 169.62 174.550 166.97 173.86 8209300 173.86
## 2011-12-30 173.36 175.170 172.49 173.10 4279800 173.10
## 2012-01-03 175.89 179.480 175.55 179.03 5110800 179.03
## 2012-01-04 179.21 180.500 176.07 177.51 4205200 177.51
## 2012-01-05 175.94 178.250 174.05 177.61 3809100 177.61
## 2012-01-06 178.07 184.650 177.50 182.61 7008400 182.61
## 2012-01-09 182.76 184.370 177.00 178.56 5056900 178.56
## 2012-01-10 181.10 182.400 177.10 179.34 3985800 179.34
## 2012-01-11 179.64 180.770 178.19 178.90 3102700 178.90
## 2012-01-12 179.42 179.490 175.75 175.93 5385800 175.93
## 2012-01-13 175.81 178.800 173.50 178.42 4753500 178.42
## 2012-01-17 180.15 183.300 178.51 181.66 5644500 181.66
## 2012-01-18 181.94 190.250 181.12 189.44 7473500 189.44
## 2012-01-19 190.88 195.940 190.36 194.45 7096000 194.45
## 2012-01-20 190.71 192.900 189.04 190.93 5610300 190.93
## 2012-01-23 190.79 191.730 185.23 186.09 4585300 186.09
## 2012-01-24 185.00 188.410 183.82 187.00 4673800 187.00
## 2012-01-25 186.99 188.170 184.61 187.80 4306400 187.80
## 2012-01-26 189.30 194.850 188.73 193.32 5873600 193.32
## 2012-01-27 193.09 196.500 192.33 195.37 4659000 195.37
## 2012-01-30 193.68 195.000 190.13 192.15 5424100 192.15
## 2012-01-31 194.00 195.630 189.70 194.44 12772200 194.44
## 2012-02-01 173.81 179.950 172.00 179.46 21336600 179.46
## 2012-02-02 179.65 181.940 176.80 181.72 8736300 181.72
## 2012-02-03 182.83 187.900 181.89 187.68 8120500 187.68
## 2012-02-06 186.28 186.560 182.92 183.14 5310000 183.14
## 2012-02-07 182.65 184.940 182.06 184.19 5103900 184.19
## 2012-02-08 184.95 186.490 182.91 185.48 5476600 185.48
## 2012-02-09 184.50 185.690 181.76 184.98 7189200 184.98
## 2012-02-10 183.42 187.630 182.52 185.54 5797100 185.54
## 2012-02-13 187.17 192.500 185.68 191.59 6071400 191.59
## 2012-02-14 191.08 193.570 186.10 191.30 9527100 191.30
## 2012-02-15 191.29 191.540 183.26 184.47 7794400 184.47
## 2012-02-16 177.79 181.680 175.14 179.93 12563800 179.93
## 2012-02-17 180.09 183.410 179.36 182.50 7418100 182.50
## 2012-02-21 182.65 184.750 180.58 182.26 6756500 182.26
## 2012-02-22 181.95 182.990 180.29 180.58 5785400 180.58
## 2012-02-23 179.64 180.750 176.96 178.89 5153800 178.89
## 2012-02-24 179.70 180.740 178.37 179.13 3668700 179.13
## 2012-02-27 177.54 179.190 176.50 178.53 3706200 178.53
## 2012-02-28 178.90 184.290 177.95 183.80 5764500 183.80
## 2012-02-29 183.89 184.000 179.01 179.69 5300300 179.69
## 2012-03-01 179.89 180.490 176.58 180.04 4936000 180.04
## 2012-03-02 179.48 181.840 178.92 179.30 3657800 179.30
## 2012-03-05 179.00 181.820 178.18 180.26 4682700 180.26
## 2012-03-06 178.68 183.500 178.04 181.09 5612200 181.09
## 2012-03-07 182.65 185.500 182.40 183.77 4951500 183.77
## 2012-03-08 184.17 188.380 183.80 187.64 4221500 187.64
## 2012-03-09 186.79 187.200 183.44 184.32 4510600 184.32
## 2012-03-12 184.13 185.400 182.20 183.39 2587600 183.39
## 2012-03-13 183.92 184.870 180.77 184.59 4405800 184.59
## 2012-03-14 183.65 184.320 181.14 182.26 3699700 182.26
## 2012-03-15 182.02 184.430 180.30 184.43 4160100 184.43
## 2012-03-16 183.28 185.680 182.35 185.05 4934000 185.05
## 2012-03-19 183.45 186.680 183.00 185.52 3903400 185.52
## 2012-03-20 184.88 194.410 182.88 192.33 9165400 192.33
## 2012-03-21 192.50 194.280 191.26 191.73 4214400 191.73
## 2012-03-22 190.54 194.060 190.26 192.40 3739600 192.40
## 2012-03-23 192.01 196.200 191.80 195.04 5984000 195.04
## 2012-03-26 196.48 202.970 195.50 202.87 7613700 202.87
## 2012-03-27 203.59 209.850 202.88 205.44 9600800 205.44
## 2012-03-28 206.14 207.000 200.31 201.16 6245000 201.16
## 2012-03-29 201.28 205.310 200.63 204.61 5711200 204.61
## 2012-03-30 205.02 206.850 201.87 202.51 4438100 202.51
## 2012-04-02 198.02 199.900 197.00 198.05 6430300 198.05
## 2012-04-03 198.24 202.390 197.50 199.66 5000700 199.66
## 2012-04-04 196.95 197.680 192.36 193.99 5456900 193.99
## 2012-04-05 193.55 196.030 193.55 194.39 3217500 194.39
## 2012-04-09 192.02 194.200 190.50 191.87 3135900 191.87
## 2012-04-10 192.75 193.520 186.57 186.98 4455000 186.98
## 2012-04-11 189.63 191.970 186.79 187.97 4337800 187.97
## 2012-04-12 188.06 192.260 185.61 190.69 4027900 190.69
## 2012-04-13 189.90 189.940 186.26 188.46 3431800 188.46
## 2012-04-16 189.01 189.470 183.65 185.50 4044300 185.50
## 2012-04-17 187.21 190.040 186.87 188.39 2829200 188.39
## 2012-04-18 188.82 193.450 188.74 191.07 4001900 191.07
## 2012-04-19 192.93 194.550 189.75 191.10 4002400 191.10
## 2012-04-20 192.34 193.480 189.80 189.98 3243600 189.98
## 2012-04-23 188.99 188.990 185.51 188.24 3481000 188.24
## 2012-04-24 188.68 190.700 186.51 190.33 3376300 190.33
## 2012-04-25 191.67 194.800 191.60 194.42 3955100 194.42
## 2012-04-26 193.57 196.360 193.02 195.99 10234000 195.99
## 2012-04-27 224.83 228.690 220.22 226.85 22116900 226.85
## 2012-04-30 223.95 233.840 223.05 231.90 9756900 231.90
## 2012-05-01 229.40 232.970 228.40 230.04 6754900 230.04
## 2012-05-02 227.82 231.440 227.40 230.25 4593400 230.25
## 2012-05-03 229.74 232.530 228.03 229.45 4055500 229.45
## 2012-05-04 227.80 229.720 223.74 223.99 4585200 223.99
## 2012-05-07 222.36 226.870 222.29 225.16 3314300 225.16
## 2012-05-08 223.15 225.390 218.20 223.90 4522400 223.90
## 2012-05-09 220.59 225.780 220.16 222.98 3712000 222.98
## 2012-05-10 223.91 229.080 221.95 226.69 4648400 226.69
## 2012-05-11 225.95 230.680 225.73 227.68 4193600 227.68
## 2012-05-14 225.60 227.290 222.51 222.93 3096600 222.93
## 2012-05-15 226.50 230.610 223.00 224.39 5713700 224.39
## 2012-05-16 225.00 228.000 222.50 224.06 5261800 224.06
## 2012-05-17 225.05 226.000 218.09 218.36 4505500 218.36
## 2012-05-18 219.41 219.630 212.81 213.85 5231700 213.85
## 2012-05-21 214.03 219.980 212.82 218.11 3579800 218.11
## 2012-05-22 218.31 218.870 213.96 215.33 3733100 215.33
## 2012-05-23 214.71 217.550 211.18 217.28 4243800 217.28
## 2012-05-24 216.98 217.660 212.70 215.24 3141100 215.24
## 2012-05-25 214.99 215.980 212.22 212.89 2171400 212.89
## 2012-05-29 214.30 216.550 212.29 214.75 2693900 214.75
## 2012-05-30 212.14 212.980 207.75 209.23 4078200 209.23
## 2012-05-31 209.48 213.790 207.11 212.91 4944000 212.91
## 2012-06-01 208.44 211.230 207.30 208.22 3951500 208.22
## 2012-06-04 207.40 215.350 206.37 214.57 4299600 214.57
## 2012-06-05 213.85 216.860 211.16 213.21 3543900 213.21
## 2012-06-06 214.63 218.400 214.52 217.64 2710100 217.64
## 2012-06-07 219.65 221.490 218.11 218.80 3503900 218.80
## 2012-06-08 218.61 219.420 216.66 218.48 2877000 218.48
## 2012-06-11 217.49 220.870 215.20 216.50 3749100 216.50
## 2012-06-12 217.65 218.000 214.52 216.42 2833300 216.42
## 2012-06-13 215.52 217.380 213.52 214.73 2325200 214.73
## 2012-06-14 215.26 216.500 212.56 214.45 3060900 214.45
## 2012-06-15 215.29 219.330 214.46 218.35 3785200 218.35
## 2012-06-18 217.28 223.760 216.73 222.66 3369600 222.66
## 2012-06-19 223.26 225.200 221.66 224.03 2716600 224.03
## 2012-06-20 224.51 224.740 220.84 223.02 2444400 223.02
## 2012-06-21 223.84 226.030 220.52 220.57 2843000 220.57
## 2012-06-22 221.83 222.510 219.35 222.16 2187500 222.16
## 2012-06-25 220.30 221.590 218.00 220.07 2382300 220.07
## 2012-06-26 221.45 226.390 221.45 225.61 3754100 225.61
## 2012-06-27 225.01 227.500 223.30 225.62 2799200 225.62
## 2012-06-28 223.92 224.620 218.75 221.31 2994800 221.31
## 2012-06-29 224.70 228.350 223.71 228.35 3614400 228.35
## 2012-07-02 229.30 229.340 226.34 229.32 2330700 229.32
## 2012-07-03 229.14 229.530 227.59 229.53 1331700 229.53
## 2012-07-05 228.62 230.500 226.53 227.06 2682300 227.06
## 2012-07-06 226.35 228.900 224.18 225.05 3203200 225.05
## 2012-07-09 225.00 226.000 223.45 225.05 1922000 225.05
## 2012-07-10 226.25 227.140 218.28 219.50 2982100 219.50
## 2012-07-11 218.95 221.740 215.34 218.37 2734700 218.37
## 2012-07-12 216.61 217.300 212.61 215.36 2616200 215.36
## 2012-07-13 215.63 219.310 213.88 218.39 2221900 218.39
## 2012-07-16 216.60 218.310 214.46 216.01 2004200 216.01
## 2012-07-17 217.45 217.940 213.96 216.93 1987000 216.93
## 2012-07-18 216.15 218.670 215.71 217.47 2093000 217.47
## 2012-07-19 220.73 227.500 220.69 226.17 5449400 226.17
## 2012-07-20 225.36 229.390 225.29 228.29 4170000 228.29
## 2012-07-23 224.72 226.580 221.54 226.01 5515100 226.01
## 2012-07-24 226.27 226.610 221.23 223.04 5008700 223.04
## 2012-07-25 222.00 222.500 215.91 217.05 3646700 217.05
## 2012-07-26 220.00 221.450 214.95 220.01 6937400 220.01
## 2012-07-27 225.25 238.340 224.50 237.32 11313900 237.32
## 2012-07-30 237.00 240.740 234.07 236.09 3736400 236.09
## 2012-07-31 235.10 236.300 231.61 233.30 3453600 233.30
## 2012-08-01 234.14 234.380 230.70 232.09 2543800 232.09
## 2012-08-02 230.56 234.340 228.66 230.81 3048100 230.81
## 2012-08-03 234.03 236.490 233.03 234.97 2825300 234.97
## 2012-08-06 235.56 235.740 233.81 233.99 1843700 233.99
## 2012-08-07 234.13 238.000 233.25 236.56 2058300 236.56
## 2012-08-08 235.29 236.450 233.59 234.38 1534300 234.38
## 2012-08-09 233.93 235.990 233.50 234.06 1548100 234.06
## 2012-08-10 233.08 234.850 231.43 232.75 1852500 232.75
## 2012-08-13 232.23 234.370 231.00 232.44 1997300 232.44
## 2012-08-14 234.71 236.720 232.62 233.19 2751000 233.19
## 2012-08-15 232.26 238.140 232.25 237.42 3264700 237.42
## 2012-08-16 237.72 242.820 236.20 241.55 4312100 241.55
## 2012-08-17 240.60 243.350 240.47 241.17 3085800 241.17
## 2012-08-20 241.37 241.650 238.20 240.35 1889900 240.35
## 2012-08-21 240.88 243.850 238.55 239.45 2571500 239.45
## 2012-08-22 239.40 244.900 238.80 243.10 2473700 243.10
## 2012-08-23 242.14 243.480 239.02 241.20 2453900 241.20
## 2012-08-24 241.68 246.870 241.36 245.74 3698800 245.74
## 2012-08-27 245.79 247.500 243.12 243.92 2929700 243.92
## 2012-08-28 243.97 246.780 243.00 246.11 2742300 246.11
## 2012-08-29 246.78 247.610 244.59 247.12 1772600 247.12
## 2012-08-30 246.99 250.000 245.25 246.22 3647500 246.22
## 2012-08-31 248.07 249.450 245.50 248.27 3347500 248.27
## 2012-09-04 248.27 251.000 244.66 247.88 3950800 247.88
## 2012-09-05 247.61 248.610 245.30 246.22 2652600 246.22
## 2012-09-06 248.23 252.700 247.20 251.38 5361400 251.38
## 2012-09-07 253.85 259.420 253.52 259.14 5029500 259.14
## 2012-09-10 259.00 260.000 256.82 257.09 2567200 257.09
## 2012-09-11 257.60 257.600 254.26 255.67 2524800 255.67
## 2012-09-12 256.50 257.780 253.50 255.63 2273200 255.63
## 2012-09-13 254.94 262.000 253.80 260.24 3525600 260.24
## 2012-09-14 261.40 264.110 259.77 261.27 3666200 261.27
## 2012-09-17 261.25 261.250 257.00 258.00 2306300 258.00
## 2012-09-18 258.48 260.500 257.00 258.75 2215000 258.75
## 2012-09-19 259.45 262.840 258.53 261.68 2636800 261.68
## 2012-09-20 260.03 260.870 258.00 260.81 2913600 260.81
## 2012-09-21 261.74 262.000 256.74 257.47 6059300 257.47
## 2012-09-24 255.22 255.600 253.00 254.80 2707900 254.80
## 2012-09-25 256.33 258.950 251.03 252.46 4405800 252.46
## 2012-09-26 252.40 254.610 248.23 249.67 2920500 249.67
## 2012-09-27 250.54 257.400 250.52 256.59 3397400 256.59
## 2012-09-28 256.14 257.000 253.20 254.32 2456600 254.32
## 2012-10-01 255.40 256.160 250.49 252.01 2581200 252.01
## 2012-10-02 252.80 253.150 249.03 250.60 2195800 250.60
## 2012-10-03 251.21 256.100 249.56 255.92 2745600 255.92
## 2012-10-04 256.01 261.520 255.87 260.47 2700400 260.47
## 2012-10-05 261.20 261.900 257.49 258.51 2806500 258.51
## 2012-10-08 257.67 259.800 255.56 259.06 1762300 259.06
## 2012-10-09 258.67 259.350 250.73 250.96 3494800 250.96
## 2012-10-10 252.00 252.460 244.01 244.99 3948300 244.99
## 2012-10-11 248.00 249.300 241.89 244.22 3447300 244.22
## 2012-10-12 243.18 245.460 241.91 242.36 2203200 242.36
## 2012-10-15 242.85 244.780 238.51 244.18 2959800 244.18
## 2012-10-16 244.87 245.770 242.08 243.94 2204100 243.94
## 2012-10-17 243.37 248.800 243.30 247.49 3302700 247.49
## 2012-10-18 247.77 250.910 242.70 244.85 5305300 244.85
## 2012-10-19 245.16 246.820 238.94 240.00 4395300 240.00
## 2012-10-22 238.81 238.950 232.32 233.78 4500000 233.78
## 2012-10-23 231.05 236.500 230.01 234.31 4430800 234.31
## 2012-10-24 235.88 235.940 227.95 228.49 3678700 228.49
## 2012-10-25 230.92 230.920 222.92 222.92 6741300 222.92
## 2012-10-26 228.60 238.710 226.69 238.24 11367500 238.24
## 2012-10-31 236.32 238.700 230.50 232.89 4797600 232.89
## 2012-11-01 234.23 234.550 231.34 232.14 3905100 232.14
## 2012-11-02 234.01 237.400 232.11 232.42 3374700 232.42
## 2012-11-05 232.04 234.830 230.11 234.33 1846100 234.33
## 2012-11-06 235.41 237.750 234.45 237.56 2661300 237.56
## 2012-11-07 235.65 235.660 229.42 232.06 3624200 232.06
## 2012-11-08 232.22 233.450 227.10 227.35 2982400 227.35
## 2012-11-09 226.26 230.970 224.60 226.31 3092500 226.31
## 2012-11-12 226.59 229.220 225.41 226.47 2128800 226.47
## 2012-11-13 225.12 227.900 224.71 226.60 2629800 226.60
## 2012-11-14 226.50 227.410 222.51 222.95 3034100 222.95
## 2012-11-15 222.30 225.160 218.18 220.60 3404700 220.60
## 2012-11-16 221.31 226.250 218.64 225.23 4352800 225.23
## 2012-11-19 228.32 232.500 227.45 229.71 3591200 229.71
## 2012-11-20 230.00 233.820 229.50 233.78 2771700 233.78
## 2012-11-21 233.84 238.670 232.75 238.03 2959300 238.03
## 2012-11-23 239.89 240.000 236.48 239.88 1776800 239.88
## 2012-11-26 240.39 244.320 238.00 243.62 4178300 243.62
## 2012-11-27 243.22 245.670 241.54 243.40 3048500 243.40
## 2012-11-28 242.45 247.230 241.50 247.11 2743400 247.11
## 2012-11-29 248.05 252.480 247.50 251.27 5310500 251.27
## 2012-11-30 250.38 252.650 248.27 252.05 3797400 252.05
## 2012-12-03 252.54 254.160 250.00 250.33 2990600 250.33
## 2012-12-04 249.94 253.000 248.66 252.49 3114700 252.49
## 2012-12-05 252.44 255.550 250.38 253.96 2852200 253.96
## 2012-12-06 253.00 255.170 251.51 253.37 3557900 253.37
## 2012-12-07 254.14 255.210 252.01 253.27 2170300 253.27
## 2012-12-10 253.10 254.780 247.30 247.77 3503800 247.77
## 2012-12-11 248.50 253.480 246.65 250.69 4185200 250.69
## 2012-12-12 251.07 254.360 250.06 251.76 2628100 251.76
## 2012-12-13 251.11 254.540 250.02 251.25 2460200 251.25
## 2012-12-14 250.11 251.900 247.79 249.19 2526900 249.19
## 2012-12-17 249.81 254.000 249.26 253.86 2277000 253.86
## 2012-12-18 254.57 263.110 254.57 260.40 4961000 260.40
## 2012-12-19 261.30 261.670 257.68 257.99 2300000 257.99
## 2012-12-20 258.36 262.410 256.54 261.50 2584600 261.50
## 2012-12-21 257.82 258.380 255.74 256.92 4704600 256.92
## 2012-12-24 257.30 259.500 256.96 258.62 984400 258.62
## 2012-12-26 257.15 257.420 248.04 248.63 4152700 248.63
## 2012-12-27 248.28 249.350 242.86 248.31 3639300 248.31
## 2012-12-28 245.85 247.440 245.05 245.18 1858700 245.18
## 2012-12-31 243.75 252.410 242.75 250.87 3419000 250.87
## 2013-01-02 256.08 258.100 253.26 257.31 3271000 257.31
## 2013-01-03 257.27 260.880 256.37 258.48 2750900 258.48
## 2013-01-04 257.58 259.800 256.65 259.15 1874200 259.15
## 2013-01-07 262.97 269.730 262.67 268.46 4910000 268.46
## 2013-01-08 267.07 268.980 263.57 266.38 3010700 266.38
## 2013-01-09 268.17 269.500 265.40 266.35 2265600 266.35
## 2013-01-10 268.54 268.740 262.30 265.34 2863400 265.34
## 2013-01-11 265.10 268.430 264.11 267.94 2413300 267.94
## 2013-01-14 268.00 274.260 267.54 272.73 4275000 272.73
## 2013-01-15 270.68 272.730 269.30 271.90 2326900 271.90
## 2013-01-16 270.53 271.240 267.83 268.93 2065600 268.93
## 2013-01-17 271.50 271.970 269.21 270.48 1884600 270.48
## 2013-01-18 270.83 274.500 269.60 272.12 2942000 272.12
## 2013-01-22 271.62 272.100 269.23 270.19 2137700 270.19
## 2013-01-23 270.57 271.090 266.65 268.11 2508900 268.11
## 2013-01-24 269.37 276.650 269.37 273.46 3417000 273.46
## 2013-01-25 275.00 284.720 274.40 283.99 4968100 283.99
## 2013-01-28 283.78 284.480 274.40 276.04 4321400 276.04
## 2013-01-29 275.35 275.460 258.35 260.35 10172600 260.35
## 2013-01-30 283.00 284.200 267.11 272.76 13075400 272.76
## 2013-01-31 271.04 275.940 263.70 265.50 6772100 265.50
## 2013-02-01 268.93 268.930 262.80 265.00 6115000 265.00
## 2013-02-04 262.78 264.680 259.07 259.98 3723600 259.98
## 2013-02-05 262.00 268.030 261.46 266.89 4012900 266.89
## 2013-02-06 265.16 266.890 261.11 262.22 2770400 262.22
## 2013-02-07 264.10 264.100 255.11 260.23 3975700 260.23
## 2013-02-08 261.40 265.250 260.55 261.95 3879200 261.95
## 2013-02-11 263.20 263.250 256.60 257.21 3403700 257.21
## 2013-02-12 259.19 260.160 257.00 258.70 2943700 258.70
## 2013-02-13 261.53 269.960 260.30 269.47 5293000 269.47
## 2013-02-14 267.37 270.650 265.40 269.24 3463000 269.24
## 2013-02-15 267.63 268.920 263.11 265.09 3979900 265.09
## 2013-02-19 265.91 270.110 264.50 269.75 2854200 269.75
## 2013-02-20 270.20 274.300 266.37 266.41 3528900 266.41
## 2013-02-21 265.12 269.480 263.25 265.94 3637400 265.94
## 2013-02-22 266.62 267.110 261.61 265.42 3124800 265.42
## 2013-02-25 266.94 268.690 259.65 259.87 3032400 259.87
## 2013-02-26 260.89 262.040 255.73 259.36 3348600 259.36
## 2013-02-27 259.40 265.830 256.86 263.25 2908100 263.25
## 2013-02-28 261.81 267.000 260.63 264.27 2667200 264.27
## 2013-03-01 263.27 266.600 261.04 265.74 2957000 265.74
## 2013-03-04 265.36 273.300 264.14 273.11 3453000 273.11
## 2013-03-05 274.00 276.680 269.99 275.59 3686200 275.59
## 2013-03-06 275.76 276.490 271.83 273.79 2050700 273.79
## 2013-03-07 274.10 274.800 271.85 273.88 1939000 273.88
## 2013-03-08 275.00 275.440 271.50 274.19 1879800 274.19
## 2013-03-11 273.43 273.990 270.40 271.24 1904900 271.24
## 2013-03-12 271.00 277.400 270.36 274.13 3246200 274.13
## 2013-03-13 275.24 276.500 272.64 275.10 1884200 275.10
## 2013-03-14 269.67 270.000 263.53 265.74 5226700 265.74
## 2013-03-15 264.98 267.260 260.05 261.82 4865900 261.82
## 2013-03-18 259.30 261.490 257.12 257.89 2720200 257.89
## 2013-03-19 258.40 259.500 252.62 256.41 3738500 256.41
## 2013-03-20 258.05 259.760 254.55 257.28 2738900 257.28
## 2013-03-21 256.11 257.000 252.68 253.39 2806400 253.39
## 2013-03-22 254.55 257.770 252.07 257.75 3124600 257.75
## 2013-03-25 258.58 259.430 254.50 256.02 2513900 256.02
## 2013-03-26 257.05 261.480 256.28 260.31 2421000 260.31
## 2013-03-27 258.75 265.930 257.90 265.30 2874900 265.30
## 2013-03-28 265.82 267.380 264.06 266.49 2473700 266.49
## 2013-04-01 266.98 267.400 261.01 261.61 2524800 261.61
## 2013-04-02 262.40 265.890 260.55 263.32 2631100 263.32
## 2013-04-03 262.12 263.670 257.75 259.03 2413800 259.03
## 2013-04-04 259.23 260.410 256.12 259.08 1964400 259.08
## 2013-04-05 255.72 256.180 253.67 255.48 2557400 255.48
## 2013-04-08 255.92 259.680 255.63 258.95 2295600 258.95
## 2013-04-09 258.85 262.610 257.00 261.14 2156600 261.14
## 2013-04-10 261.78 265.980 259.32 264.77 2322500 264.77
## 2013-04-11 264.74 270.970 264.74 269.85 3090500 269.85
## 2013-04-12 270.12 273.270 267.02 272.87 2866300 272.87
## 2013-04-15 271.08 275.120 267.10 267.72 3326000 267.72
## 2013-04-16 269.31 272.800 268.06 272.34 2137200 272.34
## 2013-04-17 270.80 270.850 264.25 267.40 3135100 267.40
## 2013-04-18 266.81 266.990 256.60 259.42 3137600 259.42
## 2013-04-19 258.16 262.880 257.50 260.32 2602500 260.32
## 2013-04-22 259.35 264.600 258.03 263.55 2119100 263.55
## 2013-04-23 264.50 269.870 264.50 268.90 2270600 268.90
## 2013-04-24 269.50 271.470 266.81 268.78 1852800 268.78
## 2013-04-25 271.53 275.800 270.50 274.70 6116500 274.70
## 2013-04-26 269.97 272.020 252.81 254.81 14030000 254.81
## 2013-04-29 254.90 257.010 249.15 249.74 7117000 249.74
## 2013-04-30 249.37 254.680 248.56 253.81 4248800 253.81
## 2013-05-01 253.90 254.200 245.75 248.23 4391400 248.23
## 2013-05-02 248.94 252.930 245.78 252.55 3936200 252.55
## 2013-05-03 256.14 259.250 254.70 258.05 3514000 258.05
## 2013-05-06 258.09 259.500 253.42 255.72 2347800 255.72
## 2013-05-07 256.31 259.740 252.91 257.73 3133700 257.73
## 2013-05-08 256.87 260.300 255.33 258.68 2677000 258.68
## 2013-05-09 258.73 263.550 256.88 260.16 2769300 260.16
## 2013-05-10 260.88 263.650 260.21 263.63 3145300 263.63
## 2013-05-13 262.77 265.880 262.00 264.51 2149500 264.51
## 2013-05-14 264.50 269.400 264.03 268.33 2700000 268.33
## 2013-05-15 267.07 269.050 264.56 266.56 2720500 266.56
## 2013-05-16 265.96 268.430 263.85 264.12 1643500 264.12
## 2013-05-17 265.83 269.980 265.00 269.90 2527300 269.90
## 2013-05-20 269.00 271.790 266.50 267.63 2209000 267.63
## 2013-05-21 268.74 270.770 267.66 268.86 1741200 268.86
## 2013-05-22 267.39 267.590 260.80 262.96 3332000 262.96
## 2013-05-23 260.49 263.170 259.59 261.80 2000300 261.80
## 2013-05-24 259.85 261.930 258.34 261.74 1696300 261.74
## 2013-05-28 266.48 271.100 266.00 267.29 3471000 267.29
## 2013-05-29 265.46 268.250 264.84 265.53 1903400 265.53
## 2013-05-30 265.71 268.570 265.61 266.83 1667500 266.83
## 2013-05-31 266.00 271.910 265.94 269.20 3374300 269.20
## 2013-06-03 268.96 269.110 262.95 266.88 2543900 266.88
## 2013-06-04 267.00 268.880 263.02 265.70 2088600 265.70
## 2013-06-05 265.81 271.660 265.02 267.17 3512300 267.17
## 2013-06-06 267.75 270.500 264.21 267.83 2476300 267.83
## 2013-06-07 269.74 280.100 269.13 276.87 4632600 276.87
## 2013-06-10 276.68 282.470 275.24 281.07 3086500 281.07
## 2013-06-11 276.00 278.410 274.24 274.78 3097800 274.78
## 2013-06-12 276.60 276.800 270.45 271.67 2238900 271.67
## 2013-06-13 271.50 276.800 270.29 275.79 2649800 275.79
## 2013-06-14 275.00 277.070 273.44 273.99 2150800 273.99
## 2013-06-17 276.35 280.200 275.65 278.06 2884000 278.06
## 2013-06-18 279.08 282.910 278.11 281.76 2146100 281.76
## 2013-06-19 281.26 283.340 277.87 278.16 2827500 278.16
## 2013-06-20 275.14 278.600 272.39 273.44 2984000 273.44
## 2013-06-21 274.57 275.840 269.79 273.36 4201000 273.36
## 2013-06-24 271.29 273.160 265.00 270.61 3863800 270.61
## 2013-06-25 272.30 273.470 269.00 272.09 2449600 272.09
## 2013-06-26 273.98 277.980 273.50 277.57 3029500 277.57
## 2013-06-27 279.18 280.200 274.54 277.55 2519500 277.55
## 2013-06-28 276.19 279.830 276.19 277.69 3193300 277.69
## 2013-07-01 279.00 283.290 277.16 282.10 2888200 282.10
## 2013-07-02 281.04 286.580 280.59 283.73 3238200 283.73
## 2013-07-03 282.00 285.400 282.00 284.03 1373000 284.03
## 2013-07-05 285.00 286.380 282.07 285.88 1985400 285.88
## 2013-07-08 286.42 291.670 286.14 290.59 3046700 290.59
## 2013-07-09 291.00 292.570 288.01 291.53 2775600 291.53
## 2013-07-10 291.41 293.340 289.40 292.33 1810200 292.33
## 2013-07-11 294.99 300.690 292.10 299.66 4007300 299.66
## 2013-07-12 298.69 307.550 298.50 307.55 4539300 307.55
## 2013-07-15 307.27 307.990 304.35 306.57 2245600 306.57
## 2013-07-16 307.30 309.390 305.51 306.87 2660200 306.87
## 2013-07-17 306.97 308.800 305.69 308.69 2029700 308.69
## 2013-07-18 306.27 306.340 301.87 304.11 3063800 304.11
## 2013-07-19 304.39 305.790 301.91 305.23 2973100 305.23
## 2013-07-22 309.25 309.250 302.00 303.48 2520700 303.48
## 2013-07-23 303.16 305.060 300.56 301.06 1999600 301.06
## 2013-07-24 303.02 303.840 298.04 298.94 2000500 298.94
## 2013-07-25 299.00 304.500 296.75 303.40 5405800 303.40
## 2013-07-26 299.55 313.620 295.55 312.01 8817500 312.01
## 2013-07-29 311.07 313.000 305.90 306.10 3211800 306.10
## 2013-07-30 307.72 309.780 301.57 302.41 3053400 302.41
## 2013-07-31 303.91 305.150 301.00 301.22 1891300 301.22
## 2013-08-01 303.08 306.210 298.90 305.57 2971700 305.57
## 2013-08-02 304.63 305.330 301.50 304.21 2502600 304.21
## 2013-08-05 303.40 303.620 298.30 300.99 2233200 300.99
## 2013-08-06 300.51 301.360 297.52 300.75 1849000 300.75
## 2013-08-07 300.15 300.990 296.15 296.91 1961000 296.91
## 2013-08-08 298.52 298.520 292.55 295.74 2343400 295.74
## 2013-08-09 295.68 299.270 294.30 297.26 1950300 297.26
## 2013-08-12 295.79 299.080 295.26 296.69 1504500 296.69
## 2013-08-13 295.88 296.370 290.67 293.97 2349900 293.97
## 2013-08-14 294.29 294.290 290.54 291.34 1415000 291.34
## 2013-08-15 288.79 289.300 285.15 286.47 2261400 286.47
## 2013-08-16 286.55 288.330 284.50 284.82 2422500 284.82
## 2013-08-19 285.19 289.560 283.48 285.57 2477400 285.57
## 2013-08-20 285.88 289.510 285.74 287.09 1586300 287.09
## 2013-08-21 285.09 288.500 283.83 284.57 1815300 284.57
## 2013-08-22 284.80 289.870 284.80 289.73 1422600 289.73
## 2013-08-23 291.21 291.500 287.90 290.01 1961900 290.01
## 2013-08-26 290.43 291.050 285.62 286.21 1711700 286.21
## 2013-08-27 283.87 285.280 279.74 280.93 2476000 280.93
## 2013-08-28 280.36 283.000 279.33 281.58 1457100 281.58
## 2013-08-29 281.45 285.980 280.00 283.98 1566400 283.98
## 2013-08-30 284.59 284.870 280.00 280.98 1534700 280.98
## 2013-09-03 284.73 291.390 284.17 288.80 2897600 288.80
## 2013-09-04 288.33 295.230 287.58 293.64 2438600 293.64
## 2013-09-05 293.63 297.000 292.71 294.10 1816600 294.10
## 2013-09-06 295.33 298.880 290.80 295.86 2292000 295.86
## 2013-09-09 297.22 299.960 296.60 299.71 1643600 299.71
## 2013-09-10 300.55 301.000 297.22 300.36 1778400 300.36
## 2013-09-11 298.91 301.860 297.84 299.64 1742600 299.64
## 2013-09-12 299.39 302.000 297.66 298.86 1606200 298.86
## 2013-09-13 300.14 300.220 296.20 297.92 1350600 297.92
## 2013-09-16 299.82 301.000 295.26 296.06 1808400 296.06
## 2013-09-17 297.63 304.650 296.01 304.17 2296500 304.17
## 2013-09-18 304.06 312.740 302.91 312.03 2946400 312.03
## 2013-09-19 313.77 314.540 311.04 312.06 2350900 312.06
## 2013-09-20 312.54 320.570 312.41 316.34 5302300 316.34
## 2013-09-23 314.01 315.900 308.77 311.49 1884900 311.49
## 2013-09-24 312.43 318.080 311.28 314.13 2033600 314.13
## 2013-09-25 314.53 316.710 310.75 312.65 2008600 312.65
## 2013-09-26 313.90 319.370 313.26 318.12 1989900 318.12
## 2013-09-27 316.92 317.210 313.35 316.01 1657500 316.01
## 2013-09-30 313.41 315.310 311.06 312.64 1623600 312.64
## 2013-10-01 314.22 321.000 313.65 320.95 2396400 320.95
## 2013-10-02 318.04 321.730 317.52 320.51 2217400 320.51
## 2013-10-03 320.39 322.920 313.02 314.76 2674800 314.76
## 2013-10-04 315.13 319.200 312.62 319.04 1815000 319.04
## 2013-10-07 315.24 315.340 309.74 310.03 2083200 310.03
## 2013-10-08 311.50 311.550 300.27 303.23 3166200 303.23
## 2013-10-09 303.42 303.500 296.50 298.23 3247400 298.23
## 2013-10-10 304.63 306.700 302.59 305.17 2555100 305.17
## 2013-10-11 304.77 310.930 303.84 310.89 2163100 310.89
## 2013-10-14 309.22 311.650 307.00 310.70 1939100 310.70
## 2013-10-15 309.87 310.790 305.26 306.40 2261100 306.40
## 2013-10-16 308.38 310.800 305.55 310.49 2170700 310.49
## 2013-10-17 307.07 311.000 305.24 310.77 2648400 310.77
## 2013-10-18 319.36 331.890 316.75 328.93 5969800 328.93
## 2013-10-21 329.89 330.000 323.80 326.44 2522300 326.44
## 2013-10-22 327.72 337.110 325.68 332.54 3935500 332.54
## 2013-10-23 330.84 331.720 324.06 326.76 2818200 326.76
## 2013-10-24 329.63 332.650 326.75 332.21 5884700 332.21
## 2013-10-25 358.60 368.400 352.62 363.39 12036800 363.39
## 2013-10-28 359.92 362.750 357.20 358.16 3635800 358.16
## 2013-10-29 358.96 362.890 356.29 362.70 2185400 362.70
## 2013-10-30 362.62 365.000 358.65 361.08 4502200 361.08
## 2013-10-31 361.73 366.000 359.00 364.03 2466800 364.03
## 2013-11-01 365.63 365.770 356.10 359.00 3331000 359.00
## 2013-11-04 360.12 361.000 354.40 358.74 1938400 358.74
## 2013-11-05 356.78 360.170 354.84 358.89 2007100 358.89
## 2013-11-06 360.45 362.870 354.50 356.18 2282300 356.18
## 2013-11-07 355.86 357.900 341.88 343.56 4246300 343.56
## 2013-11-08 345.95 351.050 344.04 350.31 2656900 350.31
## 2013-11-11 350.59 355.370 348.06 354.38 2261700 354.38
## 2013-11-12 352.99 355.480 347.28 349.53 2343100 349.53
## 2013-11-13 347.40 356.220 345.68 356.22 2773300 356.22
## 2013-11-14 357.39 368.940 356.43 367.40 4159800 367.40
## 2013-11-15 367.63 372.900 365.55 369.17 4491600 369.17
## 2013-11-18 370.28 373.490 364.67 366.18 2737400 366.18
## 2013-11-19 365.82 368.780 362.50 364.94 1904800 364.94
## 2013-11-20 367.56 367.560 360.45 362.57 1771500 362.57
## 2013-11-21 364.05 369.250 363.30 368.92 1964600 368.92
## 2013-11-22 370.00 374.500 366.31 372.31 2965500 372.31
## 2013-11-25 373.82 377.790 373.18 376.64 2972300 376.64
## 2013-11-26 377.61 382.500 374.82 381.37 2724400 381.37
## 2013-11-27 383.50 387.000 382.61 386.71 2269700 386.71
## 2013-11-29 389.10 394.100 388.62 393.62 2406000 393.62
## 2013-12-02 399.00 399.000 389.10 392.30 4714000 392.30
## 2013-12-03 390.11 390.950 383.10 384.66 3702900 384.66
## 2013-12-04 383.50 389.690 381.49 385.96 2355300 385.96
## 2013-12-05 386.65 386.650 381.37 384.49 1906500 384.49
## 2013-12-06 388.35 388.350 383.83 386.95 1984700 386.95
## 2013-12-09 388.11 388.210 382.57 384.89 2761800 384.89
## 2013-12-10 383.74 389.060 383.02 387.78 2736800 387.78
## 2013-12-11 387.34 388.980 382.00 382.19 2451300 382.19
## 2013-12-12 381.26 385.000 379.50 381.25 2123700 381.25
## 2013-12-13 385.32 389.420 383.80 384.24 3025000 384.24
## 2013-12-16 385.03 391.700 385.00 388.97 2251700 388.97
## 2013-12-17 390.65 391.360 386.50 387.65 2343900 387.65
## 2013-12-18 389.23 396.300 383.10 395.96 3489100 395.96
## 2013-12-19 394.27 397.290 392.60 395.19 2427200 395.19
## 2013-12-20 396.55 404.720 395.78 402.20 5033900 402.20
## 2013-12-23 403.69 405.000 399.20 402.92 2659500 402.92
## 2013-12-24 402.52 403.720 396.37 399.20 1380400 399.20
## 2013-12-26 401.79 404.520 396.81 404.39 1868500 404.39
## 2013-12-27 404.65 405.630 396.25 398.08 1986900 398.08
## 2013-12-30 399.41 399.920 392.45 393.37 2487100 393.37
## 2013-12-31 394.58 398.830 393.80 398.79 1996500 398.79
## 2014-01-02 398.80 399.360 394.02 397.97 2137800 397.97
## 2014-01-03 398.29 402.710 396.22 396.44 2210200 396.44
## 2014-01-06 395.85 397.000 388.42 393.63 3170600 393.63
## 2014-01-07 395.04 398.470 394.29 398.03 1916000 398.03
## 2014-01-08 398.47 403.000 396.04 401.92 2316500 401.92
## 2014-01-09 403.71 406.890 398.44 401.01 2103000 401.01
## 2014-01-10 402.53 403.760 393.80 397.66 2679500 397.66
## 2014-01-13 397.98 399.780 388.45 390.98 2844900 390.98
## 2014-01-14 392.13 398.630 391.29 397.54 2340100 397.54
## 2014-01-15 398.94 399.310 392.53 395.87 2678300 395.87
## 2014-01-16 393.68 399.290 389.41 395.80 2601200 395.80
## 2014-01-17 394.26 403.490 393.66 399.61 4505100 399.61
## 2014-01-21 403.00 407.800 401.60 407.05 3122100 407.05
## 2014-01-22 408.00 408.060 402.00 404.54 2060500 404.54
## 2014-01-23 401.00 406.170 397.79 399.87 3025400 399.87
## 2014-01-24 398.16 400.200 387.27 387.60 4458400 387.60
## 2014-01-27 390.50 394.100 380.49 386.28 3936800 386.28
## 2014-01-28 387.40 394.740 387.12 394.43 2894500 394.43
## 2014-01-29 392.16 392.850 383.24 384.20 3382300 384.20
## 2014-01-30 393.77 406.250 387.70 403.01 10473900 403.01
## 2014-01-31 371.76 375.450 357.76 358.69 16154800 358.69
## 2014-02-03 358.98 360.850 340.10 346.15 10280800 346.15
## 2014-02-04 349.59 354.000 344.02 347.95 4812900 347.95
## 2014-02-05 346.00 349.370 337.73 346.45 4435400 346.45
## 2014-02-06 347.40 354.820 347.40 354.59 3335700 354.59
## 2014-02-07 358.98 361.800 352.49 361.08 4330500 361.08
## 2014-02-10 361.61 365.000 359.35 360.87 3449700 360.87
## 2014-02-11 361.84 363.610 356.25 361.79 3222100 361.79
## 2014-02-12 356.43 357.750 346.32 349.25 6587700 349.25
## 2014-02-13 347.70 357.200 346.50 357.20 4175000 357.20
## 2014-02-14 359.34 359.340 353.35 357.35 3520200 357.35
## 2014-02-18 355.28 355.730 349.45 353.65 4998000 353.65
## 2014-02-19 352.64 354.540 346.10 347.38 4168100 347.38
## 2014-02-20 348.80 350.460 344.38 349.80 3492800 349.80
## 2014-02-21 352.44 354.140 346.75 346.76 4210000 346.76
## 2014-02-24 345.19 353.000 343.29 351.78 3644700 351.78
## 2014-02-25 353.00 361.080 351.58 358.32 3736400 358.32
## 2014-02-26 359.86 364.750 357.17 359.80 3622100 359.80
## 2014-02-27 357.22 360.590 355.50 360.13 3104900 360.13
## 2014-02-28 360.60 365.870 357.08 362.10 3882000 362.10
## 2014-03-03 358.74 360.960 354.48 359.78 2798300 359.78
## 2014-03-04 363.90 365.680 362.46 363.90 2704400 363.90
## 2014-03-05 364.13 372.730 363.90 372.37 3848300 372.37
## 2014-03-06 374.05 375.330 368.90 372.16 2926600 372.16
## 2014-03-07 374.58 374.990 369.53 372.06 2279800 372.06
## 2014-03-10 372.69 372.730 367.00 370.53 2105800 370.53
## 2014-03-11 370.99 372.800 367.28 368.82 2246100 368.82
## 2014-03-12 366.40 371.160 363.61 370.64 2216600 370.64
## 2014-03-13 376.62 383.110 368.08 371.51 6829000 371.51
## 2014-03-14 372.80 378.570 371.55 373.74 4402200 373.74
## 2014-03-17 375.72 378.850 374.88 375.04 2303000 375.04
## 2014-03-18 377.32 379.000 375.00 378.77 2483500 378.77
## 2014-03-19 378.77 379.000 369.42 373.23 2646700 373.23
## 2014-03-20 370.64 373.000 366.22 368.97 2558500 368.97
## 2014-03-21 371.00 372.840 358.40 360.62 5414100 360.62
## 2014-03-24 360.09 361.500 348.60 351.85 4873500 351.85
## 2014-03-25 354.03 358.970 348.84 354.71 4445700 354.71
## 2014-03-26 357.13 357.600 343.40 343.41 4120700 343.41
## 2014-03-27 343.15 344.000 330.88 338.47 5766400 338.47
## 2014-03-28 340.05 347.000 336.08 338.29 3986800 338.29
## 2014-03-31 342.40 346.290 334.06 336.37 4297500 336.37
## 2014-04-01 338.09 344.430 338.00 342.99 3600100 342.99
## 2014-04-02 345.99 348.300 340.38 341.96 4475500 341.96
## 2014-04-03 341.82 342.500 328.46 333.62 6399300 333.62
## 2014-04-04 335.15 335.440 315.61 323.00 12534600 323.00
## 2014-04-07 320.99 324.940 313.13 317.76 7077400 317.76
## 2014-04-08 321.88 328.000 318.44 327.07 6577600 327.07
## 2014-04-09 328.47 332.180 322.50 331.81 5056600 331.81
## 2014-04-10 330.60 331.000 316.50 317.11 6126700 317.11
## 2014-04-11 314.00 316.500 309.50 311.73 7287500 311.73
## 2014-04-14 317.67 320.480 311.28 315.91 4293500 315.91
## 2014-04-15 316.70 318.280 305.50 316.08 5398600 316.08
## 2014-04-16 321.17 324.000 314.71 323.68 4284900 323.68
## 2014-04-17 319.76 328.660 319.76 324.91 4299200 324.91
## 2014-04-21 323.97 331.150 322.31 330.87 2999400 330.87
## 2014-04-22 332.00 337.500 328.94 329.32 3711600 329.32
## 2014-04-23 333.06 333.130 323.39 324.58 3604600 324.58
## 2014-04-24 329.67 337.400 322.95 337.15 9293700 337.15
## 2014-04-25 316.25 316.490 302.71 303.83 16180200 303.83
## 2014-04-28 304.00 304.390 288.00 296.58 14479800 296.58
## 2014-04-29 296.44 301.840 290.45 300.38 6509300 300.38
## 2014-04-30 298.10 304.560 298.10 304.13 4088600 304.13
## 2014-05-01 304.13 310.480 304.00 307.89 4328600 307.89
## 2014-05-02 310.42 313.290 304.31 308.01 3995100 308.01
## 2014-05-05 306.37 310.230 305.00 310.05 2519900 310.05
## 2014-05-06 309.53 309.810 297.04 297.38 4682300 297.38
## 2014-05-07 295.56 296.400 286.68 292.71 7015200 292.71
## 2014-05-08 290.82 295.880 287.23 288.32 3848200 288.32
## 2014-05-09 290.57 293.680 284.38 292.24 4063000 292.24
## 2014-05-12 294.30 303.340 294.16 302.86 3729600 302.86
## 2014-05-13 302.60 305.600 300.75 304.64 3509900 304.64
## 2014-05-14 302.50 304.640 296.66 297.62 3323300 297.62
## 2014-05-15 298.02 299.200 290.38 295.19 4295100 295.19
## 2014-05-16 292.80 298.880 291.55 297.70 3636800 297.70
## 2014-05-19 295.76 299.000 293.81 296.76 2284200 296.76
## 2014-05-20 297.10 304.460 296.75 301.19 4095700 301.19
## 2014-05-21 302.21 305.960 301.52 305.01 3408800 305.01
## 2014-05-22 305.05 308.540 303.01 304.91 2576800 304.91
## 2014-05-23 305.46 312.350 304.90 312.24 3052900 312.24
## 2014-05-27 314.41 314.630 307.38 310.82 4862100 310.82
## 2014-05-28 309.50 313.820 307.42 310.16 2726000 310.16
## 2014-05-29 310.42 314.870 310.20 313.78 2365500 313.78
## 2014-05-30 314.43 314.650 307.57 312.55 4260200 312.55
## 2014-06-02 312.59 312.600 307.00 308.84 2203400 308.84
## 2014-06-03 305.75 307.920 305.07 307.19 2379200 307.19
## 2014-06-04 306.85 309.500 303.84 306.78 2107100 306.78
## 2014-06-05 308.10 327.940 306.90 323.57 7796700 323.57
## 2014-06-06 325.00 330.880 324.93 329.67 5244000 329.67
## 2014-06-09 331.57 333.000 325.65 327.50 3212200 327.50
## 2014-06-10 327.65 335.500 327.50 332.41 3663400 332.41
## 2014-06-11 336.00 340.720 333.88 335.20 4436800 335.20
## 2014-06-12 335.55 335.550 324.66 325.91 4276300 325.91
## 2014-06-13 327.05 329.300 323.53 326.27 2764800 326.27
## 2014-06-16 324.86 328.690 323.52 327.62 2449800 327.62
## 2014-06-17 327.54 331.340 325.23 325.62 2924100 325.62
## 2014-06-18 328.00 335.750 325.00 334.38 6401500 334.38
## 2014-06-19 335.26 338.900 325.98 327.00 5320600 327.00
## 2014-06-20 327.76 328.220 320.42 324.20 6054000 324.20
## 2014-06-23 323.33 327.550 321.41 327.24 2604800 327.24
## 2014-06-24 327.54 329.730 322.74 324.16 2626600 324.16
## 2014-06-25 324.33 328.150 321.74 327.44 2327800 327.44
## 2014-06-26 328.49 328.650 322.13 325.69 2699500 325.69
## 2014-06-27 325.88 326.520 323.27 324.57 2416200 324.57
## 2014-06-30 324.98 326.980 322.24 324.78 2671300 324.78
## 2014-07-01 325.86 333.200 325.10 332.39 3173600 332.39
## 2014-07-02 333.20 336.760 331.66 332.85 2681300 332.85
## 2014-07-03 334.83 338.300 333.08 337.49 1944300 337.49
## 2014-07-07 337.50 337.550 332.52 333.55 2128900 333.55
## 2014-07-08 333.10 333.740 321.40 323.81 4271600 323.81
## 2014-07-09 324.71 330.200 323.15 329.97 3166100 329.97
## 2014-07-10 324.34 329.980 322.65 327.92 2665000 327.92
## 2014-07-11 334.71 347.000 334.71 346.20 8300800 346.20
## 2014-07-14 347.03 355.770 345.36 355.32 5609900 355.32
## 2014-07-15 353.72 355.590 349.40 354.44 4170900 354.44
## 2014-07-16 355.62 359.320 353.00 355.90 3503600 355.90
## 2014-07-17 353.44 356.960 351.38 352.45 3636000 352.45
## 2014-07-18 354.40 359.680 352.08 358.66 3407400 358.66
## 2014-07-21 358.10 361.710 356.72 359.76 2278400 359.76
## 2014-07-22 355.25 362.930 355.25 360.84 2888900 360.84
## 2014-07-23 359.05 360.630 356.62 358.14 2687300 358.14
## 2014-07-24 359.98 364.850 358.52 358.61 7088700 358.61
## 2014-07-25 317.30 324.870 314.76 324.01 17846500 324.01
## 2014-07-28 324.25 324.820 316.50 320.41 5932000 320.41
## 2014-07-29 321.98 322.900 319.50 320.00 2883800 320.00
## 2014-07-30 321.45 322.730 318.50 322.51 3969000 322.51
## 2014-07-31 320.01 320.680 311.86 312.99 5192000 312.99
## 2014-08-01 313.69 315.830 304.59 307.06 7441500 307.06
## 2014-08-04 308.84 316.180 308.50 313.65 4200900 313.65
## 2014-08-05 313.30 314.550 310.06 312.32 2852100 312.32
## 2014-08-06 310.83 315.780 310.20 313.89 2296900 313.89
## 2014-08-07 315.21 315.880 309.65 311.45 2935600 311.45
## 2014-08-08 311.94 317.320 310.66 316.80 2705900 316.80
## 2014-08-11 318.48 320.380 316.88 318.33 2468600 318.33
## 2014-08-12 318.89 321.310 316.95 319.32 1915800 319.32
## 2014-08-13 327.60 331.720 326.14 326.28 4939100 326.28
## 2014-08-14 327.80 334.090 326.71 333.21 3420400 333.21
## 2014-08-15 334.00 335.000 328.32 333.63 3896700 333.63
## 2014-08-18 335.48 337.800 333.77 334.53 2485400 334.53
## 2014-08-19 334.87 335.810 333.01 335.13 1713800 335.13
## 2014-08-20 334.68 337.160 334.02 335.78 1810500 335.78
## 2014-08-21 336.48 336.580 332.23 332.91 1971100 332.91
## 2014-08-22 332.99 334.080 330.80 331.59 2211200 331.59
## 2014-08-25 333.21 336.770 332.71 334.02 1957700 334.02
## 2014-08-26 337.00 344.360 334.55 341.83 3654700 341.83
## 2014-08-27 342.09 346.670 341.34 343.18 2961600 343.18
## 2014-08-28 340.00 341.790 338.80 340.02 2252700 340.02
## 2014-08-29 341.76 341.820 337.68 339.04 1939500 339.04
## 2014-09-02 339.98 342.500 337.16 342.38 2326000 342.38
## 2014-09-03 342.54 343.270 337.55 339.00 1993700 339.00
## 2014-09-04 343.69 349.380 343.58 345.95 3965600 345.95
## 2014-09-05 346.30 346.830 342.50 346.38 2107000 346.38
## 2014-09-08 344.54 345.810 339.04 342.34 2955300 342.34
## 2014-09-09 341.61 341.760 329.18 329.75 4646800 329.75
## 2014-09-10 334.30 334.980 328.82 331.33 3797400 331.33
## 2014-09-11 329.94 333.010 326.39 330.52 2720200 330.52
## 2014-09-12 329.56 332.890 328.79 331.19 3429300 331.19
## 2014-09-15 330.91 331.330 319.00 323.89 4000400 323.89
## 2014-09-16 321.07 329.480 320.10 327.76 3259900 327.76
## 2014-09-17 327.76 328.000 321.52 324.00 4136000 324.00
## 2014-09-18 325.44 327.100 323.71 325.00 2576900 325.00
## 2014-09-19 327.60 332.760 325.57 331.32 6886200 331.32
## 2014-09-22 328.49 329.490 321.06 324.50 3109700 324.50
## 2014-09-23 322.46 327.600 321.25 323.63 2352600 323.63
## 2014-09-24 324.17 329.440 319.56 328.21 2642200 328.21
## 2014-09-25 327.99 328.540 321.40 321.93 2928800 321.93
## 2014-09-26 320.60 323.500 317.64 323.21 3638000 323.21
## 2014-09-29 320.50 323.750 319.00 321.82 1924600 321.82
## 2014-09-30 321.36 323.430 318.51 322.44 2636200 322.44
## 2014-10-01 322.04 322.170 315.55 317.46 3089100 317.46
## 2014-10-02 316.92 318.530 311.31 318.41 3553900 318.41
## 2014-10-03 320.36 325.160 319.53 322.74 3037400 322.74
## 2014-10-06 323.50 324.130 319.60 322.20 2290300 322.20
## 2014-10-07 319.43 322.000 316.67 316.98 2365400 316.98
## 2014-10-08 316.58 324.110 314.14 322.70 3452800 322.70
## 2014-10-09 321.49 322.270 314.52 315.37 3587900 315.37
## 2014-10-10 314.02 317.770 311.38 311.39 3681900 311.39
## 2014-10-13 309.87 313.200 303.47 306.45 4363900 306.45
## 2014-10-14 308.00 312.240 305.75 308.31 3385800 308.31
## 2014-10-15 304.35 307.900 299.10 305.97 5343900 305.97
## 2014-10-16 293.83 306.820 293.83 302.86 4731300 302.86
## 2014-10-17 307.15 309.200 302.72 303.64 4405100 303.64
## 2014-10-20 302.95 306.530 302.02 306.21 3234500 306.21
## 2014-10-21 309.90 315.640 307.07 315.33 3559300 315.33
## 2014-10-22 315.43 318.980 312.64 312.97 3125900 312.97
## 2014-10-23 313.40 316.800 311.40 313.18 9038200 313.18
## 2014-10-24 284.40 293.810 284.00 287.06 19801100 287.06
## 2014-10-27 285.70 290.420 285.02 289.97 5950600 289.97
## 2014-10-28 289.76 298.000 289.76 295.59 5572600 295.59
## 2014-10-29 299.11 299.610 293.07 294.12 4881900 294.12
## 2014-10-30 293.98 299.740 292.36 299.07 4055200 299.07
## 2014-10-31 305.15 305.720 301.50 305.46 4550700 305.46
## 2014-11-03 306.24 308.010 303.24 305.72 3242500 305.72
## 2014-11-04 303.99 304.250 300.17 302.81 3427400 302.81
## 2014-11-05 303.01 304.000 294.16 296.52 4674500 296.52
## 2014-11-06 296.69 297.000 292.29 296.64 3758100 296.64
## 2014-11-07 297.82 299.990 296.29 299.86 2647400 299.86
## 2014-11-10 300.00 305.800 300.00 305.11 2809100 305.11
## 2014-11-11 305.94 312.380 303.65 312.01 3803600 312.01
## 2014-11-12 310.75 312.580 308.79 311.51 2183000 311.51
## 2014-11-13 312.00 317.890 311.51 316.48 3686400 316.48
## 2014-11-14 317.12 332.880 316.40 327.82 8877800 327.82
## 2014-11-17 326.44 328.000 318.03 323.05 4784900 323.05
## 2014-11-18 323.99 329.560 323.25 324.93 3549500 324.93
## 2014-11-19 327.25 328.400 324.02 326.54 3281600 326.54
## 2014-11-20 324.00 332.670 323.33 330.54 3436700 330.54
## 2014-11-21 335.42 338.330 331.47 332.63 4466600 332.63
## 2014-11-24 334.78 337.390 333.60 335.64 2754200 335.64
## 2014-11-25 335.27 336.330 331.28 335.04 2565000 335.04
## 2014-11-26 333.78 334.650 331.75 333.57 1983600 333.57
## 2014-11-28 336.03 341.260 336.03 338.64 3051800 338.64
## 2014-12-01 338.12 340.640 325.93 326.00 4944900 326.00
## 2014-12-02 327.50 327.930 323.25 326.31 2790300 326.31
## 2014-12-03 325.73 326.770 314.36 316.50 5681000 316.50
## 2014-12-04 315.53 318.590 313.47 316.93 3290300 316.93
## 2014-12-05 316.80 316.930 310.84 312.63 3265200 312.63
## 2014-12-08 311.57 316.560 304.82 306.64 3639200 306.64
## 2014-12-09 302.99 313.640 301.14 312.50 4049500 312.50
## 2014-12-10 312.00 313.190 304.68 305.84 3245900 305.84
## 2014-12-11 307.89 312.640 306.01 307.36 3262900 307.36
## 2014-12-12 303.99 310.640 303.01 307.32 3153500 307.32
## 2014-12-15 308.87 310.860 302.15 306.07 3841600 306.07
## 2014-12-16 304.35 304.490 295.01 295.06 6501300 295.06
## 2014-12-17 296.37 299.670 293.03 298.88 4433500 298.88
## 2014-12-18 304.01 304.500 293.25 297.73 7738100 297.73
## 2014-12-19 296.91 301.540 295.52 299.90 8709100 299.90
## 2014-12-22 301.94 307.360 301.94 306.54 4003800 306.54
## 2014-12-23 306.98 307.490 303.25 306.29 2713700 306.29
## 2014-12-24 306.38 307.000 302.88 303.03 1513800 303.03
## 2014-12-26 305.00 310.780 303.81 309.09 2893800 309.09
## 2014-12-29 307.85 314.270 306.58 312.04 3009000 312.04
## 2014-12-30 309.91 313.940 309.34 310.30 2093000 310.30
## 2014-12-31 311.55 312.980 310.01 310.35 2048000 310.35
## 2015-01-02 312.58 314.750 306.96 308.52 2783200 308.52
## 2015-01-05 307.01 308.380 300.85 302.19 2774200 302.19
## 2015-01-06 302.24 303.000 292.38 295.29 3519000 295.29
## 2015-01-07 297.50 301.280 295.33 298.42 2640300 298.42
## 2015-01-08 300.32 303.140 296.11 300.46 3088400 300.46
## 2015-01-09 301.48 302.870 296.68 296.93 2592400 296.93
## 2015-01-12 297.56 298.510 289.28 291.41 3421400 291.41
## 2015-01-13 297.48 301.500 293.23 294.74 4136400 294.74
## 2015-01-14 291.93 295.910 286.50 293.27 5538700 293.27
## 2015-01-15 294.00 296.000 286.82 286.95 4419200 286.95
## 2015-01-16 286.28 290.790 285.25 290.74 3478200 290.74
## 2015-01-20 292.59 293.360 286.39 289.44 3075100 289.44
## 2015-01-21 289.64 306.000 287.26 297.25 10065100 297.25
## 2015-01-22 300.00 312.250 300.00 310.32 5362600 310.32
## 2015-01-23 308.08 316.930 307.72 312.39 4496400 312.39
## 2015-01-26 311.82 313.000 307.52 309.66 3169700 309.66
## 2015-01-27 306.30 310.240 302.63 306.75 2920300 306.75
## 2015-01-28 309.81 311.510 303.80 303.91 3063800 303.91
## 2015-01-29 304.73 312.800 299.33 311.78 8656600 311.78
## 2015-01-30 346.32 359.500 340.74 354.53 23856100 354.53
## 2015-02-02 350.05 365.000 350.01 364.47 10231900 364.47
## 2015-02-03 360.29 367.820 360.21 363.55 6212600 363.55
## 2015-02-04 358.38 367.500 358.23 364.75 4169900 364.75
## 2015-02-05 366.00 378.800 365.90 373.89 7247600 373.89
## 2015-02-06 374.87 375.990 371.01 374.28 3892400 374.28
## 2015-02-09 371.00 374.410 367.20 370.56 2724600 370.56
## 2015-02-10 371.19 374.300 368.51 373.00 2287200 373.00
## 2015-02-11 371.23 377.100 371.10 375.14 2786500 375.14
## 2015-02-12 375.10 378.510 373.15 377.17 2791100 377.17
## 2015-02-13 378.41 383.000 377.01 381.83 3475100 381.83
## 2015-02-17 377.72 379.990 372.67 375.43 3673200 375.43
## 2015-02-18 373.78 376.740 372.85 373.37 2650600 373.37
## 2015-02-19 373.49 381.880 373.43 379.00 2953800 379.00
## 2015-02-20 378.62 383.700 375.84 383.66 3258000 383.66
## 2015-02-23 383.44 384.540 378.00 380.14 2177000 380.14
## 2015-02-24 378.65 380.480 376.16 378.59 1920800 378.59
## 2015-02-25 377.27 387.850 376.54 385.37 3174500 385.37
## 2015-02-26 384.07 389.370 383.28 384.80 2687100 384.80
## 2015-02-27 384.00 385.990 379.79 380.16 2532300 380.16
## 2015-03-02 380.85 385.900 379.48 385.66 2139200 385.66
## 2015-03-03 383.95 386.100 381.60 384.61 1946500 384.61
## 2015-03-04 385.71 387.900 382.19 382.72 2259100 382.72
## 2015-03-05 385.61 388.420 383.89 387.83 2693500 387.83
## 2015-03-06 385.52 387.000 378.88 380.09 2627000 380.09
## 2015-03-09 378.40 379.330 375.28 378.56 2311400 378.56
## 2015-03-10 377.45 377.770 369.18 369.51 3121000 369.51
## 2015-03-11 370.61 373.350 366.26 366.37 2495100 366.37
## 2015-03-12 368.82 375.500 367.52 374.24 2810000 374.24
## 2015-03-13 371.52 373.990 366.68 370.58 2611700 370.58
## 2015-03-16 370.38 373.940 366.72 373.35 2354100 373.35
## 2015-03-17 371.11 374.500 369.64 371.92 2037000 371.92
## 2015-03-18 369.97 375.990 366.70 375.14 2654100 375.14
## 2015-03-19 373.87 377.110 372.19 373.24 1915700 373.24
## 2015-03-20 376.29 379.370 375.92 378.49 3763600 378.49
## 2015-03-23 378.07 381.770 374.94 375.11 2239300 375.11
## 2015-03-24 373.99 375.240 372.27 374.09 2228200 374.09
## 2015-03-25 375.17 380.500 370.29 370.96 3429500 370.96
## 2015-03-26 369.59 371.400 365.65 367.35 2930000 367.35
## 2015-03-27 367.11 373.170 366.57 370.56 2609800 370.56
## 2015-03-30 371.87 376.120 371.55 374.59 1820900 374.59
## 2015-03-31 373.24 377.700 371.51 372.10 2506100 372.10
## 2015-04-01 372.10 373.160 368.34 370.26 2458100 370.26
## 2015-04-02 370.50 373.280 369.00 372.25 1875300 372.25
## 2015-04-06 370.10 380.200 369.36 377.04 3050700 377.04
## 2015-04-07 376.15 379.310 374.03 374.41 1954900 374.41
## 2015-04-08 374.66 381.580 374.65 381.20 2636400 381.20
## 2015-04-09 380.66 384.420 378.80 383.54 2392300 383.54
## 2015-04-10 384.31 387.120 381.32 382.65 2573500 382.65
## 2015-04-13 383.53 385.280 380.14 382.36 1894500 382.36
## 2015-04-14 383.51 387.810 381.21 385.11 2583600 385.11
## 2015-04-15 384.65 385.780 381.64 383.45 1933200 383.45
## 2015-04-16 383.69 387.450 383.55 386.04 2080400 386.04
## 2015-04-17 382.63 383.560 374.40 375.56 3839700 375.56
## 2015-04-20 378.55 391.940 377.00 389.51 5016100 389.51
## 2015-04-21 391.31 394.600 386.80 391.18 4643500 391.18
## 2015-04-22 391.91 394.280 388.00 389.80 3474700 389.80
## 2015-04-23 390.21 391.880 386.15 389.99 7980000 389.99
## 2015-04-24 439.00 452.650 439.00 445.10 17176900 445.10
## 2015-04-27 443.86 446.990 437.41 438.56 5430900 438.56
## 2015-04-28 438.51 439.000 428.04 429.31 4140500 429.31
## 2015-04-29 426.75 434.240 426.03 429.37 3621700 429.37
## 2015-04-30 427.11 431.750 419.24 421.78 3647900 421.78
## 2015-05-01 423.82 425.640 416.00 422.87 3565800 422.87
## 2015-05-04 424.80 429.770 422.42 423.04 2270400 423.04
## 2015-05-05 422.85 427.510 421.02 421.19 2856400 421.19
## 2015-05-06 421.43 422.720 414.55 419.10 2552500 419.10
## 2015-05-07 424.15 428.500 422.85 426.88 2766100 426.88
## 2015-05-08 430.75 435.200 430.17 433.69 2908800 433.69
## 2015-05-11 432.51 439.000 431.37 432.85 2393700 432.85
## 2015-05-12 431.08 433.250 426.71 431.02 1947800 431.02
## 2015-05-13 429.98 433.530 425.80 426.87 1996300 426.87
## 2015-05-14 429.45 433.000 427.01 432.28 1888500 432.28
## 2015-05-15 428.00 430.400 424.30 426.00 4240300 426.00
## 2015-05-18 426.00 427.270 421.46 425.24 2390200 425.24
## 2015-05-19 424.87 428.240 420.63 421.71 2464200 421.71
## 2015-05-20 420.60 427.100 418.36 423.86 2196200 423.86
## 2015-05-21 428.00 436.900 428.00 431.63 4121400 431.63
## 2015-05-22 431.55 432.440 427.61 427.63 2020600 427.63
## 2015-05-26 426.20 427.000 422.00 425.47 2244200 425.47
## 2015-05-27 427.45 431.850 425.01 431.42 2231100 431.42
## 2015-05-28 429.71 431.350 425.47 426.57 1912400 426.57
## 2015-05-29 427.23 432.500 427.23 429.23 3016100 429.23
## 2015-06-01 430.40 433.160 426.20 430.92 2253300 430.92
## 2015-06-02 430.07 433.230 426.25 430.99 1668900 430.99
## 2015-06-03 434.40 438.390 432.75 436.59 2727900 436.59
## 2015-06-04 434.40 436.760 429.26 430.78 2510800 430.78
## 2015-06-05 429.66 430.800 426.50 426.95 1907900 426.95
## 2015-06-08 425.62 426.800 421.43 423.50 2172500 423.50
## 2015-06-09 422.96 427.490 419.14 425.48 2288700 425.48
## 2015-06-10 426.46 432.200 425.66 430.77 2172300 430.77
## 2015-06-11 432.29 438.890 431.47 432.97 2922500 432.97
## 2015-06-12 431.25 432.360 428.26 429.92 2054400 429.92
## 2015-06-15 427.66 428.050 422.64 423.67 2051000 423.67
## 2015-06-16 424.15 427.970 422.67 427.26 2296400 427.26
## 2015-06-17 428.36 431.350 424.75 427.81 2185900 427.81
## 2015-06-18 430.30 439.730 429.41 439.39 3378400 439.39
## 2015-06-19 440.26 444.990 433.24 434.92 4495100 434.92
## 2015-06-22 437.00 439.240 434.18 436.29 1823600 436.29
## 2015-06-23 435.59 447.040 433.69 445.99 3245000 445.99
## 2015-06-24 444.97 446.470 440.23 440.84 2620800 440.84
## 2015-06-25 438.07 443.470 436.39 440.10 2237500 440.10
## 2015-06-26 441.76 443.490 435.06 438.10 2624500 438.10
## 2015-06-29 434.98 437.000 429.00 429.86 2753200 429.86
## 2015-06-30 434.20 435.570 430.46 434.09 2596900 434.09
## 2015-07-01 439.35 440.000 435.58 437.39 1987100 437.39
## 2015-07-02 437.00 438.200 433.48 437.71 1343400 437.71
## 2015-07-06 435.23 439.730 433.52 436.04 1903200 436.04
## 2015-07-07 435.68 437.730 425.57 436.72 3454200 436.72
## 2015-07-08 434.35 435.990 428.83 429.70 2383100 429.70
## 2015-07-09 434.90 438.720 434.15 434.39 2271400 434.39
## 2015-07-10 440.49 444.720 439.00 443.51 2401000 443.51
## 2015-07-13 448.29 457.870 447.54 455.57 3956800 455.57
## 2015-07-14 462.32 469.600 458.16 465.57 4736200 465.57
## 2015-07-15 463.04 464.700 460.20 461.19 2987400 461.19
## 2015-07-16 465.50 475.880 464.80 475.48 4095600 475.48
## 2015-07-17 477.70 485.420 477.25 483.01 4932200 483.01
## 2015-07-20 492.57 493.200 485.40 488.10 4752500 488.10
## 2015-07-21 487.90 488.880 482.55 488.00 3181800 488.00
## 2015-07-22 485.99 492.500 484.90 488.27 3114900 488.27
## 2015-07-23 491.66 491.660 475.70 482.18 9374400 482.18
## 2015-07-24 578.99 580.570 529.35 529.42 21909400 529.42
## 2015-07-27 527.75 544.950 526.60 531.41 7491000 531.41
## 2015-07-28 536.00 536.390 523.12 526.03 5273100 526.03
## 2015-07-29 530.92 532.970 525.02 529.00 3752600 529.00
## 2015-07-30 527.65 539.200 524.29 536.76 3743100 536.76
## 2015-07-31 539.09 542.840 534.52 536.15 3025600 536.15
## 2015-08-03 537.45 540.440 529.36 535.03 3014200 535.03
## 2015-08-04 529.69 536.950 529.16 531.90 2934600 531.90
## 2015-08-05 538.80 539.140 534.12 537.01 2889400 537.01
## 2015-08-06 539.30 542.740 527.52 529.46 3820500 529.46
## 2015-08-07 529.16 529.460 518.21 522.62 3969200 522.62
## 2015-08-10 528.52 532.280 523.00 524.00 2615900 524.00
## 2015-08-11 523.65 528.980 522.00 527.46 2676600 527.46
## 2015-08-12 523.75 527.500 513.06 525.91 3962300 525.91
## 2015-08-13 527.37 534.660 525.49 529.66 2895200 529.66
## 2015-08-14 528.25 534.110 528.25 531.52 1994800 531.52
## 2015-08-17 531.29 538.740 527.12 535.22 2581700 535.22
## 2015-08-18 535.04 539.490 533.00 535.02 2071300 535.02
## 2015-08-19 533.74 537.250 529.00 532.92 2324000 532.92
## 2015-08-20 530.39 533.250 515.77 515.78 4408000 515.78
## 2015-08-21 507.36 512.330 494.47 494.47 6706500 494.47
## 2015-08-24 463.58 476.580 451.00 463.37 10097600 463.37
## 2015-08-25 487.49 489.440 466.25 466.37 5679300 466.37
## 2015-08-26 484.02 503.720 478.76 500.77 6358600 500.77
## 2015-08-27 513.71 522.690 507.26 518.37 6114500 518.37
## 2015-08-28 517.50 521.500 513.04 518.01 2746700 518.01
## 2015-08-31 516.44 519.410 509.07 512.89 3002300 512.89
## 2015-09-01 499.14 510.000 493.43 496.54 3864500 496.54
## 2015-09-02 505.09 510.860 497.72 510.55 3707100 510.55
## 2015-09-03 514.50 515.840 502.57 504.72 3149700 504.72
## 2015-09-04 497.65 502.850 495.64 499.00 2692500 499.00
## 2015-09-08 508.69 518.350 508.51 517.54 3810700 517.54
## 2015-09-09 524.00 529.950 515.06 516.89 4370700 516.89
## 2015-09-10 515.15 526.130 514.78 522.24 2576000 522.24
## 2015-09-11 521.07 529.440 520.61 529.44 3227900 529.44
## 2015-09-14 529.44 532.450 518.58 521.38 3130200 521.38
## 2015-09-15 523.25 527.920 517.20 522.37 2865900 522.37
## 2015-09-16 521.98 528.300 518.52 527.39 2252800 527.39
## 2015-09-17 526.98 546.970 526.57 538.87 4169500 538.87
## 2015-09-18 534.62 546.240 531.35 540.26 6160100 540.26
## 2015-09-21 544.33 549.780 539.59 548.39 3283300 548.39
## 2015-09-22 539.71 543.550 532.66 538.40 3841700 538.40
## 2015-09-23 538.30 541.210 534.00 536.07 2237600 536.07
## 2015-09-24 530.55 534.560 522.87 533.75 3501000 533.75
## 2015-09-25 542.57 542.800 521.40 524.25 4031000 524.25
## 2015-09-28 520.02 520.280 494.33 504.06 5434500 504.06
## 2015-09-29 506.00 511.480 490.50 496.07 4457500 496.07
## 2015-09-30 505.44 512.800 501.67 511.89 4004700 511.89
## 2015-10-01 511.00 520.800 506.00 520.72 3768500 520.72
## 2015-10-02 512.99 532.600 508.10 532.54 4597800 532.54
## 2015-10-05 536.99 545.910 536.00 543.68 3391400 543.68
## 2015-10-06 545.50 551.500 533.33 537.48 4502800 537.48
## 2015-10-07 541.79 542.000 529.00 541.94 3812100 541.94
## 2015-10-08 536.71 539.390 519.89 533.16 4676400 533.16
## 2015-10-09 534.48 541.790 530.27 539.80 3537400 539.80
## 2015-10-12 539.96 550.820 539.80 550.19 2776100 550.19
## 2015-10-13 546.26 553.200 543.10 548.90 2938000 548.90
## 2015-10-14 551.34 552.250 539.68 544.83 3582100 544.83
## 2015-10-15 547.75 563.000 547.00 562.44 4937000 562.44
## 2015-10-16 565.27 570.940 560.31 570.76 4315800 570.76
## 2015-10-19 570.76 579.000 567.38 573.15 4375400 573.15
## 2015-10-20 572.00 573.000 555.28 560.88 4346200 560.88
## 2015-10-21 563.87 565.250 552.52 555.77 3343600 555.77
## 2015-10-22 562.70 569.150 556.67 563.91 7779400 563.91
## 2015-10-23 617.68 619.450 595.36 599.03 10692700 599.03
## 2015-10-26 602.30 609.850 596.29 608.61 4269700 608.61
## 2015-10-27 608.60 614.710 605.53 611.01 3787100 611.01
## 2015-10-28 612.30 617.230 609.50 617.10 3926200 617.10
## 2015-10-29 617.70 627.540 615.39 626.55 3896000 626.55
## 2015-10-30 626.01 630.720 625.28 625.90 3874400 625.90
## 2015-11-02 627.13 628.630 620.41 628.35 2816500 628.35
## 2015-11-03 629.53 629.890 622.00 625.31 3246900 625.31
## 2015-11-04 627.76 645.930 627.35 640.95 4840500 640.95
## 2015-11-05 647.10 657.000 643.09 655.65 4723800 655.65
## 2015-11-06 655.00 662.260 652.00 659.37 4092200 659.37
## 2015-11-09 658.65 661.960 647.85 655.49 4048800 655.49
## 2015-11-10 651.01 660.000 647.26 659.68 3489500 659.68
## 2015-11-11 663.25 675.960 663.25 673.25 5387300 673.25
## 2015-11-12 673.00 675.640 664.22 665.60 4284700 665.60
## 2015-11-13 663.57 667.000 640.45 642.35 6261100 642.35
## 2015-11-16 640.92 649.990 622.29 647.81 7435900 647.81
## 2015-11-17 650.65 653.250 641.00 643.30 4320200 643.30
## 2015-11-18 646.51 664.880 646.37 663.54 4469800 663.54
## 2015-11-19 664.99 672.860 659.00 661.27 4705200 661.27
## 2015-11-20 667.94 668.870 657.57 668.45 3896100 668.45
## 2015-11-23 671.50 682.770 670.12 678.99 4385100 678.99
## 2015-11-24 674.14 675.800 661.21 671.15 4543400 671.15
## 2015-11-25 675.00 679.700 671.24 675.34 2697900 675.34
## 2015-11-27 680.80 680.990 672.10 673.26 1966800 673.26
## 2015-11-30 675.90 681.290 664.60 664.80 5693200 664.80
## 2015-12-01 673.75 681.000 667.86 679.06 4751200 679.06
## 2015-12-02 681.00 684.820 674.25 676.01 4273500 676.01
## 2015-12-03 679.44 682.790 661.48 666.25 5064700 666.25
## 2015-12-04 666.00 674.780 661.40 672.64 4534800 672.64
## 2015-12-07 674.74 675.460 660.50 669.83 3732800 669.83
## 2015-12-08 663.13 679.990 659.79 677.33 3651900 677.33
## 2015-12-09 678.00 679.000 655.68 664.79 5158200 664.79
## 2015-12-10 665.59 668.530 659.56 662.32 3455500 662.32
## 2015-12-11 651.23 657.880 639.62 640.15 5474400 640.15
## 2015-12-14 641.75 658.590 635.27 657.91 4329700 657.91
## 2015-12-15 665.03 671.500 657.35 658.64 4753400 658.64
## 2015-12-16 663.56 677.350 659.32 675.77 3964500 675.77
## 2015-12-17 680.00 682.500 670.65 670.65 3681600 670.65
## 2015-12-18 668.65 676.840 664.13 664.14 6841300 664.14
## 2015-12-21 668.50 669.900 658.93 664.51 3250900 664.51
## 2015-12-22 666.83 668.490 659.26 663.15 2667800 663.15
## 2015-12-23 666.50 666.600 656.63 663.70 2722900 663.70
## 2015-12-24 663.35 664.680 660.60 662.79 1091200 662.79
## 2015-12-28 665.56 675.500 665.50 675.20 3783600 675.20
## 2015-12-29 677.98 696.440 677.89 693.97 5735000 693.97
## 2015-12-30 691.89 695.490 686.38 689.07 3519000 689.07
## 2015-12-31 686.08 687.750 675.89 675.89 3749600 675.89
## 2016-01-04 656.29 657.720 627.51 636.99 9314500 636.99
## 2016-01-05 646.86 646.910 627.65 633.79 5822600 633.79
## 2016-01-06 622.00 639.790 620.31 632.65 5329200 632.65
## 2016-01-07 621.80 630.000 605.21 607.94 7074900 607.94
## 2016-01-08 619.66 624.140 606.00 607.05 5512900 607.05
## 2016-01-11 612.48 619.850 598.57 617.74 4891600 617.74
## 2016-01-12 625.25 625.990 612.24 617.89 4724100 617.89
## 2016-01-13 620.88 620.880 579.16 581.81 7655200 581.81
## 2016-01-14 580.25 602.250 569.88 593.00 7238000 593.00
## 2016-01-15 572.24 584.620 565.30 570.18 7784500 570.18
## 2016-01-19 577.09 584.000 566.45 574.48 4807200 574.48
## 2016-01-20 564.36 578.450 547.18 571.77 7966400 571.77
## 2016-01-21 573.58 588.810 568.22 575.02 4952200 575.02
## 2016-01-22 588.73 600.100 584.11 596.38 5120100 596.38
## 2016-01-25 597.99 608.500 594.56 596.53 4396100 596.53
## 2016-01-26 603.45 604.500 590.38 601.25 3765700 601.25
## 2016-01-27 601.99 603.390 578.78 583.35 5152900 583.35
## 2016-01-28 608.37 638.060 597.55 635.35 14015200 635.35
## 2016-01-29 571.98 593.000 570.00 587.00 14677600 587.00
## 2016-02-01 578.15 581.800 570.31 574.81 6355100 574.81
## 2016-02-02 570.00 571.560 550.09 552.10 6312000 552.10
## 2016-02-03 553.50 556.000 521.90 531.07 10048700 531.07
## 2016-02-04 525.00 538.990 519.22 536.26 6199100 536.26
## 2016-02-05 529.28 529.450 499.19 502.13 9708900 502.13
## 2016-02-08 486.47 493.500 475.21 488.10 9825500 488.10
## 2016-02-09 478.01 498.380 474.00 482.07 7077900 482.07
## 2016-02-10 491.76 504.660 486.00 490.48 6786200 490.48
## 2016-02-11 491.17 509.300 484.00 503.82 7397400 503.82
## 2016-02-12 510.70 516.750 501.49 507.08 5384800 507.08
## 2016-02-16 519.48 524.450 511.66 521.10 5118500 521.10
## 2016-02-17 528.74 537.480 519.39 534.10 4824000 534.10
## 2016-02-18 541.19 541.200 523.73 525.00 4735000 525.00
## 2016-02-19 520.71 535.950 515.35 534.90 4974700 534.90
## 2016-02-22 542.20 560.650 541.08 559.50 5566600 559.50
## 2016-02-23 555.55 556.910 545.33 552.94 4050800 552.94
## 2016-02-24 545.75 554.270 533.15 554.04 6231700 554.04
## 2016-02-25 555.52 559.390 545.29 555.15 4525500 555.15
## 2016-02-26 560.12 562.500 553.17 555.23 4877000 555.23
## 2016-02-29 554.00 564.810 552.51 552.52 4145400 552.52
## 2016-03-01 556.29 579.250 556.00 579.04 5038500 579.04
## 2016-03-02 581.75 585.000 573.70 580.21 4582200 580.21
## 2016-03-03 577.96 579.870 573.11 577.49 2741300 577.49
## 2016-03-04 581.07 581.400 571.07 575.14 3416500 575.14
## 2016-03-07 573.54 573.630 555.55 562.80 4926900 562.80
## 2016-03-08 557.87 571.350 554.74 560.26 4730000 560.26
## 2016-03-09 559.56 560.350 550.13 559.47 4377300 559.47
## 2016-03-10 566.74 567.000 547.90 558.93 3919900 558.93
## 2016-03-11 566.95 570.060 562.73 569.61 3771300 569.61
## 2016-03-14 567.00 576.890 563.05 573.37 3454200 573.37
## 2016-03-15 571.00 581.520 567.00 577.02 3876800 577.02
## 2016-03-16 576.64 581.320 571.14 574.27 3537700 574.27
## 2016-03-17 569.51 571.400 555.01 559.44 5928100 559.44
## 2016-03-18 560.94 562.330 546.09 552.08 7296900 552.08
## 2016-03-21 548.91 555.240 538.58 553.98 5155700 553.98
## 2016-03-22 545.11 562.760 545.05 560.48 4000600 560.48
## 2016-03-23 561.00 572.480 558.10 569.63 3983700 569.63
## 2016-03-24 567.11 583.550 567.08 582.95 5185500 582.95
## 2016-03-28 584.40 584.750 575.56 579.87 3121500 579.87
## 2016-03-29 580.15 595.850 576.50 593.86 4392600 593.86
## 2016-03-30 596.71 603.240 595.00 598.69 3890500 598.69
## 2016-03-31 599.28 600.750 592.21 593.64 2681800 593.64
## 2016-04-01 590.49 599.030 588.30 598.50 2917400 598.50
## 2016-04-04 599.00 599.500 590.55 593.19 2470800 593.19
## 2016-04-05 590.77 593.470 585.25 586.14 2308900 586.14
## 2016-04-06 587.52 602.390 587.50 602.08 2849900 602.08
## 2016-04-07 598.76 599.600 589.08 591.43 3189000 591.43
## 2016-04-08 594.32 597.860 589.00 594.60 2591900 594.60
## 2016-04-11 596.14 604.000 594.91 595.93 2704300 595.93
## 2016-04-12 598.40 604.060 592.31 603.17 2641100 603.17
## 2016-04-13 607.68 616.810 605.29 614.82 4228300 614.82
## 2016-04-14 615.07 624.380 615.07 620.75 3512100 620.75
## 2016-04-15 621.92 626.770 618.11 625.89 2887700 625.89
## 2016-04-18 625.35 637.640 624.96 635.35 4360900 635.35
## 2016-04-19 637.14 638.010 620.80 627.90 4055900 627.90
## 2016-04-20 630.00 636.550 623.00 632.99 2609400 632.99
## 2016-04-21 631.00 637.820 628.50 631.00 2596300 631.00
## 2016-04-22 624.47 628.250 611.56 620.50 5083900 620.50
## 2016-04-25 616.61 626.980 616.25 626.20 2682900 626.20
## 2016-04-26 626.17 626.750 614.88 616.88 2521400 616.88
## 2016-04-27 611.80 615.950 601.28 606.57 4068800 606.57
## 2016-04-28 615.54 626.800 599.20 602.00 7872600 602.00
## 2016-04-29 666.00 669.980 654.00 659.59 10310700 659.59
## 2016-05-02 663.92 685.500 662.03 683.85 6578500 683.85
## 2016-05-03 677.36 680.300 670.43 671.32 4923400 671.32
## 2016-05-04 662.59 674.000 662.14 670.90 4635500 670.90
## 2016-05-05 673.31 676.490 656.00 659.09 4884100 659.09
## 2016-05-06 656.05 676.950 656.01 673.95 4365300 673.95
## 2016-05-09 673.95 686.980 671.41 679.75 3982200 679.75
## 2016-05-10 694.00 704.550 693.50 703.07 6105600 703.07
## 2016-05-11 705.79 719.000 701.65 713.23 7338200 713.23
## 2016-05-12 717.38 722.450 711.51 717.93 5048200 717.93
## 2016-05-13 714.64 719.250 706.51 709.92 4763400 709.92
## 2016-05-16 710.13 713.250 700.28 710.66 5432900 710.66
## 2016-05-17 709.90 714.470 693.91 695.27 5121400 695.27
## 2016-05-18 689.56 702.540 688.76 697.45 4283200 697.45
## 2016-05-19 691.88 699.400 689.56 698.52 3025600 698.52
## 2016-05-20 701.05 707.240 700.00 702.80 2916200 702.80
## 2016-05-23 704.25 706.000 696.42 696.75 2595100 696.75
## 2016-05-24 698.01 707.500 698.00 704.20 3033800 704.20
## 2016-05-25 708.00 710.860 705.52 708.35 3267700 708.35
## 2016-05-26 708.33 715.000 707.29 714.91 2446700 714.91
## 2016-05-27 715.00 716.600 711.10 712.24 2249200 712.24
## 2016-05-31 712.33 724.230 711.32 722.79 3618300 722.79
## 2016-06-01 720.90 726.430 718.22 719.44 3263100 719.44
## 2016-06-02 720.97 728.280 715.50 728.24 3026600 728.24
## 2016-06-03 726.74 727.000 718.43 725.54 3367300 725.54
## 2016-06-06 726.50 731.500 724.42 726.73 2704800 726.73
## 2016-06-07 729.89 730.000 720.55 723.74 2732500 723.74
## 2016-06-08 726.40 729.420 721.60 726.64 2223400 726.64
## 2016-06-09 723.10 728.910 722.30 727.65 2170300 727.65
## 2016-06-10 722.35 724.980 714.21 717.91 3425700 717.91
## 2016-06-13 714.01 721.990 711.16 715.24 3352200 715.24
## 2016-06-14 712.33 720.810 712.27 719.30 2506900 719.30
## 2016-06-15 722.00 722.560 713.35 714.26 2709400 714.26
## 2016-06-16 712.05 718.000 705.30 717.51 3098000 717.51
## 2016-06-17 718.19 718.200 699.18 706.39 5897800 706.39
## 2016-06-20 713.50 721.310 710.81 714.01 3677200 714.01
## 2016-06-21 715.72 718.400 712.72 715.82 2137500 715.82
## 2016-06-22 716.58 717.000 707.57 710.60 2260500 710.60
## 2016-06-23 715.50 722.120 712.50 722.08 2825000 722.08
## 2016-06-24 693.00 712.530 692.20 698.96 7632500 698.96
## 2016-06-27 692.01 696.820 682.12 691.36 5568000 691.36
## 2016-06-28 700.00 708.000 698.17 707.95 4037000 707.95
## 2016-06-29 715.75 719.500 713.54 715.60 3070100 715.60
## 2016-06-30 717.20 719.370 712.54 715.62 2855100 715.62
## 2016-07-01 717.32 728.000 716.54 725.68 2920400 725.68
## 2016-07-05 722.80 729.560 719.61 728.10 2431400 728.10
## 2016-07-06 725.71 737.770 722.58 737.61 3938200 737.61
## 2016-07-07 739.33 739.550 731.63 736.57 2945800 736.57
## 2016-07-08 740.14 746.100 738.00 745.81 3429200 745.81
## 2016-07-11 750.00 755.900 747.00 753.78 3195300 753.78
## 2016-07-12 756.86 757.340 740.33 748.21 5623700 748.21
## 2016-07-13 746.76 756.870 741.25 742.63 4142300 742.63
## 2016-07-14 748.86 749.040 739.02 741.20 2390500 741.20
## 2016-07-15 746.55 746.550 734.05 735.44 3121400 735.44
## 2016-07-18 735.49 741.600 728.72 736.07 2954900 736.07
## 2016-07-19 732.50 743.330 732.31 739.95 2216800 739.95
## 2016-07-20 744.00 746.250 740.70 745.72 2214000 745.72
## 2016-07-21 747.50 749.360 742.79 744.43 2317100 744.43
## 2016-07-22 747.79 751.280 743.53 744.86 2277700 744.86
## 2016-07-25 746.55 748.500 735.35 739.61 2679300 739.61
## 2016-07-26 742.71 743.130 732.75 735.59 2529700 735.59
## 2016-07-27 737.97 740.940 733.86 736.67 2913100 736.67
## 2016-07-28 745.98 753.360 739.70 752.61 7617600 752.61
## 2016-07-29 765.00 766.000 755.00 758.81 6777100 758.81
## 2016-08-01 759.87 770.500 757.06 767.74 3578200 767.74
## 2016-08-02 763.81 765.010 757.02 760.58 3603300 760.58
## 2016-08-03 757.06 758.890 752.25 754.64 3581500 754.64
## 2016-08-04 753.70 765.000 750.35 760.77 3178200 760.77
## 2016-08-05 764.81 768.470 763.09 765.98 2704400 765.98
## 2016-08-08 766.81 767.000 761.02 766.56 1986300 766.56
## 2016-08-09 767.39 772.600 766.90 768.31 1876100 768.31
## 2016-08-10 769.80 772.100 766.19 768.56 1604300 768.56
## 2016-08-11 769.94 773.750 769.12 771.24 2019700 771.24
## 2016-08-12 768.46 773.150 768.42 772.56 1563300 772.56
## 2016-08-15 771.90 772.040 767.71 768.49 2118500 768.49
## 2016-08-16 768.62 768.730 763.82 764.04 1604600 764.04
## 2016-08-17 764.41 765.220 759.20 764.63 1891100 764.63
## 2016-08-18 764.00 765.170 760.60 764.46 1458800 764.46
## 2016-08-19 761.90 762.490 756.89 757.31 2343200 757.31
## 2016-08-22 757.50 759.850 752.10 759.48 1679300 759.48
## 2016-08-23 763.31 764.700 761.00 762.45 1524100 762.45
## 2016-08-24 763.00 763.410 755.36 757.25 1744100 757.25
## 2016-08-25 756.00 760.560 754.74 759.22 1623000 759.22
## 2016-08-26 760.05 770.000 759.80 769.00 2776800 769.00
## 2016-08-29 768.72 774.980 768.60 771.29 2198600 771.29
## 2016-08-30 771.05 771.840 765.56 767.58 1709200 767.58
## 2016-08-31 766.60 769.640 764.00 769.16 1633800 769.16
## 2016-09-01 770.90 772.040 766.75 770.62 1792300 770.62
## 2016-09-02 774.11 776.000 771.70 772.44 2181800 772.44
## 2016-09-06 774.04 789.480 770.22 788.87 3719800 788.87
## 2016-09-07 789.53 790.790 784.33 784.48 2424600 784.48
## 2016-09-08 783.89 786.500 781.44 784.06 2030500 784.06
## 2016-09-09 779.36 781.000 760.11 760.14 4257300 760.14
## 2016-09-12 757.35 772.660 756.00 771.49 3124700 771.49
## 2016-09-13 768.77 769.890 759.05 761.01 3117200 761.01
## 2016-09-14 762.20 767.500 758.85 761.09 2523000 761.09
## 2016-09-15 762.00 770.870 757.58 769.69 3034000 769.69
## 2016-09-16 773.28 780.460 771.66 778.52 5499200 778.52
## 2016-09-19 779.97 781.940 771.00 775.10 2297200 775.10
## 2016-09-20 776.00 781.370 776.00 780.22 1937200 780.22
## 2016-09-21 783.25 790.690 779.01 789.74 2718600 789.74
## 2016-09-22 794.27 805.890 794.27 804.70 4078900 804.70
## 2016-09-23 803.13 807.750 802.12 805.75 2353500 805.75
## 2016-09-26 801.80 805.930 797.15 799.16 2651400 799.16
## 2016-09-27 801.85 816.640 801.11 816.11 3819600 816.11
## 2016-09-28 818.00 830.140 817.03 828.72 4422100 828.72
## 2016-09-29 828.26 837.500 824.63 829.05 4922200 829.05
## 2016-09-30 832.61 839.950 832.40 837.31 4430600 837.31
## 2016-10-03 836.00 839.860 831.25 836.74 2769400 836.74
## 2016-10-04 840.91 842.370 830.26 834.03 2950300 834.03
## 2016-10-05 838.00 845.670 836.12 844.36 3469100 844.36
## 2016-10-06 843.70 847.210 840.60 841.66 2684000 841.66
## 2016-10-07 845.79 845.950 837.45 839.43 2426200 839.43
## 2016-10-10 843.25 845.200 840.27 841.71 1827100 841.71
## 2016-10-11 841.02 841.290 828.35 831.00 3588200 831.00
## 2016-10-12 834.00 837.670 830.10 834.09 2380400 834.09
## 2016-10-13 829.00 831.800 821.21 829.28 3091400 829.28
## 2016-10-14 835.08 835.740 822.96 822.96 2999800 822.96
## 2016-10-17 821.50 822.000 811.68 812.95 3361500 812.95
## 2016-10-18 822.11 823.260 815.02 817.65 2512500 817.65
## 2016-10-19 820.40 820.670 815.17 817.69 2090700 817.69
## 2016-10-20 813.99 815.710 803.10 810.32 3152000 810.32
## 2016-10-21 809.36 819.420 809.00 818.99 2793000 818.99
## 2016-10-24 824.95 838.300 822.21 838.09 4060900 838.09
## 2016-10-25 839.30 843.090 833.22 835.18 3248400 835.18
## 2016-10-26 832.76 833.440 820.00 822.59 3998100 822.59
## 2016-10-27 831.24 831.720 815.43 818.36 7406400 818.36
## 2016-10-28 782.00 789.490 774.61 776.32 10841100 776.32
## 2016-10-31 781.03 793.700 780.11 789.82 5413300 789.82
## 2016-11-01 799.00 800.840 776.71 785.41 5305400 785.41
## 2016-11-02 783.93 784.750 763.55 765.56 5026500 765.56
## 2016-11-03 765.05 777.000 764.00 767.03 3872500 767.03
## 2016-11-04 762.79 766.000 753.23 755.05 5122100 755.05
## 2016-11-07 771.64 787.730 770.94 784.93 5984400 784.93
## 2016-11-08 784.97 791.740 779.10 787.75 3412600 787.75
## 2016-11-09 764.00 777.500 760.09 771.88 8562900 771.88
## 2016-11-10 778.81 778.830 717.70 742.38 12747000 742.38
## 2016-11-11 735.73 743.260 728.90 739.01 6622800 739.01
## 2016-11-14 745.51 746.000 710.10 719.07 7321300 719.07
## 2016-11-15 730.00 746.780 725.99 743.24 6755800 743.24
## 2016-11-16 739.88 749.870 735.61 746.49 3648800 746.49
## 2016-11-17 749.32 757.500 748.00 756.40 3690100 756.40
## 2016-11-18 761.00 767.740 757.64 760.16 4373400 760.16
## 2016-11-21 766.00 780.350 765.11 780.00 4614600 780.00
## 2016-11-22 788.17 792.400 781.00 785.33 5311300 785.33
## 2016-11-23 781.73 781.750 773.12 780.12 3540300 780.12
## 2016-11-25 786.50 786.750 777.90 780.37 1837100 780.37
## 2016-11-28 776.99 777.000 764.24 766.77 4438800 766.77
## 2016-11-29 768.00 769.890 761.32 762.52 3272300 762.52
## 2016-11-30 762.00 768.090 750.25 750.57 4625900 750.57
## 2016-12-01 752.41 753.370 738.03 743.65 4666000 743.65
## 2016-12-02 743.40 748.490 736.70 740.34 3561300 740.34
## 2016-12-05 745.00 761.490 742.00 759.36 4314700 759.36
## 2016-12-06 763.99 768.240 757.25 764.72 3794700 764.72
## 2016-12-07 764.55 770.420 755.82 770.42 3684900 770.42
## 2016-12-08 771.87 773.790 765.19 767.33 3189600 767.33
## 2016-12-09 770.00 770.250 765.34 768.66 2470900 768.66
## 2016-12-12 766.40 766.890 757.20 760.12 2963900 760.12
## 2016-12-13 764.96 782.460 762.00 774.34 5285300 774.34
## 2016-12-14 778.25 780.860 762.81 768.82 5454800 768.82
## 2016-12-15 766.28 769.100 760.31 761.00 3801900 761.00
## 2016-12-16 765.00 765.130 754.00 757.77 4848200 757.77
## 2016-12-19 758.89 770.500 756.16 766.00 3113200 766.00
## 2016-12-20 768.65 774.390 767.71 771.22 2703600 771.22
## 2016-12-21 770.00 771.220 765.70 770.60 2044600 770.60
## 2016-12-22 768.12 771.210 763.02 766.34 2543600 766.34
## 2016-12-23 764.55 766.500 757.99 760.59 1981600 760.59
## 2016-12-27 763.40 774.650 761.20 771.40 2638700 771.40
## 2016-12-28 776.25 780.000 770.50 772.13 3301000 772.13
## 2016-12-29 772.40 773.400 760.85 765.15 3158300 765.15
## 2016-12-30 766.47 767.400 748.28 749.87 4139400 749.87
## 2017-01-03 757.92 758.760 747.70 753.67 3521100 753.67
## 2017-01-04 758.39 759.680 754.20 757.18 2510500 757.18
## 2017-01-05 761.55 782.400 760.26 780.45 5830100 780.45
## 2017-01-06 782.36 799.440 778.48 795.99 5986200 795.99
## 2017-01-09 798.00 801.770 791.77 796.92 3446100 796.92
## 2017-01-10 796.60 798.000 789.54 795.90 2558400 795.90
## 2017-01-11 793.66 799.500 789.51 799.02 2992800 799.02
## 2017-01-12 800.31 814.130 799.50 813.64 4873900 813.64
## 2017-01-13 814.32 821.650 811.40 817.14 3791900 817.14
## 2017-01-17 815.70 816.000 803.44 809.72 3670500 809.72
## 2017-01-18 809.50 811.730 804.27 807.48 2354200 807.48
## 2017-01-19 810.00 813.510 807.32 809.04 2540800 809.04
## 2017-01-20 815.28 816.020 806.26 808.33 3376200 808.33
## 2017-01-23 806.80 818.500 805.08 817.88 2797500 817.88
## 2017-01-24 822.00 823.990 814.50 822.44 2971700 822.44
## 2017-01-25 825.79 837.420 825.29 836.52 3922600 836.52
## 2017-01-26 835.53 843.840 833.00 839.15 3586300 839.15
## 2017-01-27 839.00 839.700 829.44 835.77 2998700 835.77
## 2017-01-30 833.00 833.500 816.38 830.38 3747300 830.38
## 2017-01-31 823.75 826.990 819.56 823.48 3137200 823.48
## 2017-02-01 829.21 833.780 824.94 832.35 3850200 832.35
## 2017-02-02 836.59 842.490 828.26 839.95 7350500 839.95
## 2017-02-03 806.72 818.300 804.00 810.20 10868800 810.20
## 2017-02-06 809.80 810.720 803.00 807.64 3897300 807.64
## 2017-02-07 809.31 816.160 807.50 812.50 3466100 812.50
## 2017-02-08 812.69 821.480 812.50 819.71 2858000 819.71
## 2017-02-09 821.60 825.000 819.71 821.36 2484900 821.36
## 2017-02-10 823.82 828.000 822.85 827.46 2429600 827.46
## 2017-02-13 831.62 843.000 828.55 836.53 4172600 836.53
## 2017-02-14 837.00 838.310 831.45 836.39 2792400 836.39
## 2017-02-15 834.00 842.810 832.82 842.70 2968900 842.70
## 2017-02-16 841.84 845.000 839.38 844.14 2714700 844.14
## 2017-02-17 842.00 847.270 840.73 845.07 3112300 845.07
## 2017-02-21 848.84 857.980 847.25 856.44 3507700 856.44
## 2017-02-22 856.95 858.430 852.18 855.61 2617000 855.61
## 2017-02-23 857.57 860.860 848.00 852.19 3462000 852.19
## 2017-02-24 844.69 845.810 837.75 845.24 3688000 845.24
## 2017-02-27 842.38 852.500 839.67 848.64 2713600 848.64
## 2017-02-28 851.45 854.090 842.05 845.04 2793700 845.04
## 2017-03-01 853.05 854.830 849.01 853.08 2760100 853.08
## 2017-03-02 853.08 854.820 847.28 848.91 2132100 848.91
## 2017-03-03 847.20 851.990 846.27 849.88 1941100 849.88
## 2017-03-06 845.23 848.490 841.12 846.61 2610400 846.61
## 2017-03-07 845.48 848.460 843.75 846.02 2247600 846.02
## 2017-03-08 848.00 853.070 846.79 850.50 2286500 850.50
## 2017-03-09 851.00 856.400 850.31 853.00 2048200 853.00
## 2017-03-10 857.00 857.350 851.72 852.46 2436400 852.46
## 2017-03-13 851.77 855.690 851.71 854.59 1909700 854.59
## 2017-03-14 853.55 853.750 847.55 852.53 2130600 852.53
## 2017-03-15 854.33 854.450 847.11 852.97 2562200 852.97
## 2017-03-16 855.30 855.500 850.51 853.42 1842300 853.42
## 2017-03-17 853.49 853.830 850.64 852.31 3384400 852.31
## 2017-03-20 851.51 857.800 851.01 856.97 2282700 856.97
## 2017-03-21 858.84 862.800 841.31 843.20 4382900 843.20
## 2017-03-22 840.43 849.370 839.05 848.06 2658700 848.06
## 2017-03-23 848.20 850.890 844.80 847.38 1953000 847.38
## 2017-03-24 851.68 851.800 843.53 845.61 2138300 845.61
## 2017-03-27 838.07 850.300 833.50 846.82 2755800 846.82
## 2017-03-28 851.75 858.460 850.10 856.00 3041600 856.00
## 2017-03-29 859.05 876.440 859.02 874.32 4485800 874.32
## 2017-03-30 874.95 877.060 871.66 876.34 2762700 876.34
## 2017-03-31 877.00 890.350 876.65 886.54 3957600 886.54
## 2017-04-03 888.00 893.490 885.42 891.51 3422300 891.51
## 2017-04-04 891.50 908.540 890.28 906.83 4984700 906.83
## 2017-04-05 910.82 923.720 905.62 909.28 7508400 909.28
## 2017-04-06 913.80 917.190 894.49 898.28 6344100 898.28
## 2017-04-07 899.65 900.090 889.31 894.88 3710900 894.88
## 2017-04-10 899.63 908.510 899.00 907.04 3184300 907.04
## 2017-04-11 907.04 911.240 897.50 902.36 3012700 902.36
## 2017-04-12 903.09 904.090 895.25 896.23 2456100 896.23
## 2017-04-13 891.45 894.970 884.49 884.67 3174600 884.67
## 2017-04-17 887.50 902.380 887.50 901.99 2854700 901.99
## 2017-04-18 900.99 909.610 900.78 903.78 2999200 903.78
## 2017-04-19 907.84 910.500 897.37 899.20 2870200 899.20
## 2017-04-20 899.70 905.320 896.29 902.06 2814400 902.06
## 2017-04-21 902.67 903.650 896.77 898.53 2420500 898.53
## 2017-04-24 908.68 909.990 903.82 907.41 3122900 907.41
## 2017-04-25 907.04 909.480 903.00 907.62 3380600 907.62
## 2017-04-26 910.30 915.750 907.56 909.29 2608900 909.29
## 2017-04-27 914.39 921.860 912.11 918.38 5305500 918.38
## 2017-04-28 948.83 949.590 924.33 924.99 7364700 924.99
## 2017-05-01 927.80 954.400 927.80 948.23 5466500 948.23
## 2017-05-02 946.65 950.100 941.41 946.94 3848800 946.94
## 2017-05-03 946.00 946.000 935.90 941.03 3582700 941.03
## 2017-05-04 944.75 945.000 934.22 937.53 2418400 937.53
## 2017-05-05 940.52 940.790 930.30 934.15 2866400 934.15
## 2017-05-08 940.95 949.050 939.21 949.04 3415700 949.04
## 2017-05-09 952.80 957.890 950.20 952.82 3262100 952.82
## 2017-05-10 953.50 953.750 945.00 948.95 2096500 948.95
## 2017-05-11 945.11 950.290 940.78 947.62 2194100 947.62
## 2017-05-12 954.50 962.790 951.53 961.35 3625900 961.35
## 2017-05-15 958.73 963.150 956.06 957.97 4270600 957.97
## 2017-05-16 961.00 970.060 960.91 966.07 3126100 966.07
## 2017-05-17 954.70 960.400 944.12 944.76 5145600 944.76
## 2017-05-18 944.80 962.750 944.76 958.49 3939300 958.49
## 2017-05-19 962.84 968.920 959.72 959.84 3972100 959.84
## 2017-05-22 964.00 971.380 962.90 970.67 2642200 970.67
## 2017-05-23 975.02 975.200 966.85 971.54 2415600 971.54
## 2017-05-24 976.00 981.000 970.23 980.35 2446000 980.35
## 2017-05-25 984.85 999.000 982.11 993.38 4822000 993.38
## 2017-05-26 995.00 998.650 989.25 995.78 3469200 995.78
## 2017-05-30 996.51 1001.200 995.52 996.70 3263100 996.70
## 2017-05-31 1000.00 1000.120 982.16 994.62 3913100 994.62
## 2017-06-01 998.59 998.990 991.37 995.95 2454800 995.95
## 2017-06-02 998.99 1008.480 995.67 1006.73 3752300 1006.73
## 2017-06-05 1007.23 1013.210 1003.51 1011.34 2719900 1011.34
## 2017-06-06 1012.00 1016.500 1001.25 1003.00 3346400 1003.00
## 2017-06-07 1005.95 1010.250 1002.00 1010.07 2823000 1010.07
## 2017-06-08 1012.06 1013.610 1006.11 1010.27 2767900 1010.27
## 2017-06-09 1012.50 1012.990 927.00 978.31 7647700 978.31
## 2017-06-12 967.00 975.950 945.00 964.91 9447200 964.91
## 2017-06-13 977.99 984.500 966.10 980.79 4580000 980.79
## 2017-06-14 988.59 990.340 966.71 976.47 3974900 976.47
## 2017-06-15 958.70 965.730 950.86 964.17 5373900 964.17
## 2017-06-16 996.00 999.750 982.00 987.71 11472700 987.71
## 2017-06-19 1017.00 1017.000 989.90 995.17 5043400 995.17
## 2017-06-20 998.00 1004.880 992.02 992.59 4076800 992.59
## 2017-06-21 998.70 1002.720 992.65 1002.23 2922500 1002.23
## 2017-06-22 1002.23 1006.960 997.20 1001.30 2253400 1001.30
## 2017-06-23 1002.54 1004.620 998.02 1003.74 2879100 1003.74
## 2017-06-26 1008.50 1009.800 992.00 993.98 3386200 993.98
## 2017-06-27 990.69 998.800 976.00 976.78 3782400 976.78
## 2017-06-28 978.55 990.680 969.21 990.33 3737600 990.33
## 2017-06-29 979.00 987.560 965.25 975.93 4303000 975.93
## 2017-06-30 980.12 983.470 967.61 968.00 3390300 968.00
## 2017-07-03 972.79 974.490 951.00 953.66 2909100 953.66
## 2017-07-05 961.53 975.000 955.25 971.40 3653000 971.40
## 2017-07-06 964.66 974.400 959.02 965.14 3259600 965.14
## 2017-07-07 969.55 980.110 969.14 978.76 2643400 978.76
## 2017-07-10 985.00 999.440 983.50 996.47 3546300 996.47
## 2017-07-11 993.00 995.990 983.72 994.13 2982700 994.13
## 2017-07-12 1000.65 1008.550 998.10 1006.51 3608600 1006.51
## 2017-07-13 1004.62 1006.880 995.90 1000.63 2880800 1000.63
## 2017-07-14 1002.40 1004.450 996.89 1001.81 2102500 1001.81
## 2017-07-17 1004.69 1014.750 1003.81 1010.04 3712600 1010.04
## 2017-07-18 1006.00 1026.030 1004.00 1024.45 4007600 1024.45
## 2017-07-19 1025.00 1031.590 1022.50 1026.87 2964000 1026.87
## 2017-07-20 1031.59 1034.970 1022.52 1028.70 3097500 1028.70
## 2017-07-21 1021.28 1026.100 1011.00 1025.67 2734600 1025.67
## 2017-07-24 1028.34 1043.010 1027.43 1038.95 3288000 1038.95
## 2017-07-25 1038.05 1043.330 1032.48 1039.87 2447600 1039.87
## 2017-07-26 1043.20 1053.200 1043.20 1052.80 2921300 1052.80
## 2017-07-27 1069.55 1083.310 1040.18 1046.00 10991700 1046.00
## 2017-07-28 1012.14 1032.850 1001.00 1020.04 7709400 1020.04
## 2017-07-31 1019.05 1019.050 987.02 987.78 7352100 987.78
## 2017-08-01 996.11 1006.400 991.58 996.19 4572600 996.19
## 2017-08-02 1001.77 1003.210 981.73 995.89 4070000 995.89
## 2017-08-03 999.47 999.500 984.59 986.92 3255800 986.92
## 2017-08-04 989.68 991.670 982.00 987.58 2730300 987.58
## 2017-08-07 990.65 995.000 987.14 992.27 2676600 992.27
## 2017-08-08 994.35 996.280 985.79 989.84 2902800 989.84
## 2017-08-09 982.60 988.000 975.27 982.01 3569700 982.01
## 2017-08-10 976.30 979.860 954.68 956.92 5684100 956.92
## 2017-08-11 960.00 970.390 951.38 967.99 3468000 967.99
## 2017-08-14 978.41 985.500 976.19 983.30 3172900 983.30
## 2017-08-15 988.90 991.740 982.00 982.74 2549300 982.74
## 2017-08-16 981.65 986.460 973.22 978.18 3132100 978.18
## 2017-08-17 977.84 977.840 960.32 960.57 3512400 960.57
## 2017-08-18 961.40 965.430 954.65 958.47 3284800 958.47
## 2017-08-21 957.57 961.200 945.46 953.29 3164500 953.29
## 2017-08-22 955.52 967.930 955.50 966.90 2750000 966.90
## 2017-08-23 959.38 962.000 954.20 958.00 2668300 958.00
## 2017-08-24 957.42 959.000 941.14 952.45 5195700 952.45
## 2017-08-25 956.00 957.620 944.10 945.26 3324800 945.26
## 2017-08-28 946.54 953.000 942.25 946.02 2596700 946.02
## 2017-08-29 940.00 956.000 936.33 954.06 2874300 954.06
## 2017-08-30 958.44 969.410 956.91 967.59 2904600 967.59
## 2017-08-31 974.70 981.000 972.76 980.60 3331500 980.60
## 2017-09-01 984.20 984.500 976.88 978.25 2535900 978.25
## 2017-09-05 975.40 976.770 960.37 965.27 2883200 965.27
## 2017-09-06 968.32 971.840 960.60 967.80 2129900 967.80
## 2017-09-07 974.00 980.590 972.55 979.47 2566800 979.47
## 2017-09-08 979.10 979.880 963.47 965.90 2605300 965.90
## 2017-09-11 974.46 981.940 974.22 977.96 2186700 977.96
## 2017-09-12 983.27 984.670 975.52 982.58 2481100 982.58
## 2017-09-13 983.97 1000.000 979.42 999.60 3374700 999.60
## 2017-09-14 996.80 998.560 987.74 992.21 3913300 992.21
## 2017-09-15 993.01 996.250 984.03 986.79 3760200 986.79
## 2017-09-18 990.40 992.790 968.17 974.19 3411300 974.19
## 2017-09-19 977.25 978.240 967.46 969.86 2671100 969.86
## 2017-09-20 971.79 974.810 962.16 973.21 2888800 973.21
## 2017-09-21 971.31 971.700 962.02 964.65 2337600 964.65
## 2017-09-22 961.01 965.610 954.42 955.10 2641800 955.10
## 2017-09-25 949.31 949.420 932.89 939.79 5124000 939.79
## 2017-09-26 945.49 948.630 931.75 938.60 3564800 938.60
## 2017-09-27 948.00 955.300 943.30 950.87 3148900 950.87
## 2017-09-28 951.86 959.700 950.10 956.40 2522600 956.40
## 2017-09-29 960.11 964.830 958.38 961.35 2543800 961.35
## 2017-10-02 964.00 967.310 952.12 959.19 2442900 959.19
## 2017-10-03 958.00 963.690 950.37 957.10 2666600 957.10
## 2017-10-04 954.21 967.790 954.05 965.45 2527400 965.45
## 2017-10-05 970.00 981.510 969.64 980.85 3229200 980.85
## 2017-10-06 975.64 995.750 975.64 989.58 3782100 989.58
## 2017-10-09 993.24 998.500 987.50 990.99 2938600 990.99
## 2017-10-10 996.67 997.950 980.10 987.20 3084900 987.20
## 2017-10-11 991.27 995.500 986.70 995.00 2337100 995.00
## 2017-10-12 996.81 1008.440 992.40 1000.93 4067300 1000.93
## 2017-10-13 1007.00 1007.770 1001.03 1002.94 2431500 1002.94
## 2017-10-16 1008.44 1009.570 1001.04 1006.34 2008900 1006.34
## 2017-10-17 1005.59 1011.470 1004.38 1009.13 2319700 1009.13
## 2017-10-18 1009.27 1022.310 996.55 997.00 2499700 997.00
## 2017-10-19 990.00 991.050 980.24 986.61 3108200 986.61
## 2017-10-20 993.53 994.620 982.00 982.91 2365100 982.91
## 2017-10-23 986.73 986.780 962.50 966.30 3494100 966.30
## 2017-10-24 969.00 979.850 965.00 975.90 2723900 975.90
## 2017-10-25 978.00 984.440 966.24 972.91 3033100 972.91
## 2017-10-26 980.33 982.900 968.55 972.43 5618700 972.43
## 2017-10-27 1058.14 1105.580 1050.55 1100.95 16565000 1100.95
## 2017-10-30 1095.01 1122.790 1093.56 1110.85 6613100 1110.85
## 2017-10-31 1109.00 1110.540 1101.12 1105.28 3477000 1105.28
## 2017-11-01 1105.40 1108.970 1096.74 1103.68 3755500 1103.68
## 2017-11-02 1097.81 1101.940 1086.87 1094.22 3684900 1094.22
## 2017-11-03 1091.15 1112.680 1088.52 1111.60 3751500 1111.60
## 2017-11-06 1109.15 1125.410 1108.77 1120.66 3381100 1120.66
## 2017-11-07 1124.74 1130.600 1117.50 1123.17 2689000 1123.17
## 2017-11-08 1122.82 1135.540 1119.11 1132.88 2581500 1132.88
## 2017-11-09 1125.96 1129.620 1115.77 1129.13 3732700 1129.13
## 2017-11-10 1126.10 1131.750 1124.06 1125.35 2179900 1125.35
## 2017-11-13 1123.00 1139.900 1122.34 1129.17 2918400 1129.17
## 2017-11-14 1130.11 1138.000 1123.89 1136.84 3138400 1136.84
## 2017-11-15 1127.01 1131.750 1121.63 1126.69 3928700 1126.69
## 2017-11-16 1130.16 1138.160 1130.05 1137.29 2213300 1137.29
## 2017-11-17 1138.28 1138.800 1125.81 1129.88 2413400 1129.88
## 2017-11-20 1129.77 1133.420 1122.55 1126.31 2163900 1126.31
## 2017-11-21 1132.86 1140.000 1128.20 1139.49 2479400 1139.49
## 2017-11-22 1141.00 1160.270 1141.00 1156.16 3555300 1156.16
## 2017-11-24 1160.70 1186.840 1160.70 1186.00 3528000 1186.00
## 2017-11-27 1202.66 1213.410 1191.15 1195.83 6744000 1195.83
## 2017-11-28 1204.88 1205.340 1188.52 1193.60 4559400 1193.60
## 2017-11-29 1194.80 1194.800 1145.19 1161.27 9257500 1161.27
## 2017-11-30 1167.10 1178.570 1160.00 1176.75 4509200 1176.75
## 2017-12-01 1172.05 1179.650 1152.00 1162.35 4107100 1162.35
## 2017-12-04 1173.85 1175.200 1128.00 1133.95 5931900 1133.95
## 2017-12-05 1128.26 1159.270 1124.74 1141.57 4079800 1141.57
## 2017-12-06 1137.99 1155.890 1136.08 1152.35 2853300 1152.35
## 2017-12-07 1156.59 1163.190 1151.00 1159.79 2511600 1159.79
## 2017-12-08 1170.40 1172.790 1157.10 1162.00 3050100 1162.00
## 2017-12-11 1164.60 1169.900 1157.00 1168.92 2363500 1168.92
## 2017-12-12 1166.51 1173.600 1161.61 1165.08 2235900 1165.08
## 2017-12-13 1170.00 1170.870 1160.27 1164.13 2616800 1164.13
## 2017-12-14 1163.71 1177.930 1162.45 1174.26 3214300 1174.26
## 2017-12-15 1179.03 1182.750 1169.33 1179.14 4778600 1179.14
## 2017-12-18 1187.37 1194.780 1180.91 1190.58 2947600 1190.58
## 2017-12-19 1189.15 1192.970 1179.14 1187.38 2587800 1187.38
## 2017-12-20 1190.50 1191.000 1176.00 1177.62 2371200 1177.62
## 2017-12-21 1175.90 1179.170 1167.64 1174.76 2123100 1174.76
## 2017-12-22 1172.08 1174.620 1167.83 1168.36 1585100 1168.36
## 2017-12-26 1168.36 1178.320 1160.55 1176.76 2005200 1176.76
## 2017-12-27 1179.91 1187.290 1175.61 1182.26 1867200 1182.26
## 2017-12-28 1189.00 1190.100 1184.38 1186.10 1841700 1186.10
## 2017-12-29 1182.35 1184.000 1167.50 1169.47 2688400 1169.47
## 2018-01-02 1172.00 1190.000 1170.51 1189.01 2694500 1189.01
## 2018-01-03 1188.30 1205.490 1188.30 1204.20 3108800 1204.20
## 2018-01-04 1205.00 1215.870 1204.66 1209.59 3022100 1209.59
## 2018-01-05 1217.51 1229.140 1210.00 1229.14 3544700 1229.14
## 2018-01-08 1236.00 1253.080 1232.03 1246.87 4279500 1246.87
## 2018-01-09 1256.90 1259.330 1241.76 1252.70 3661300 1252.70
## 2018-01-10 1245.15 1254.330 1237.23 1254.33 2686000 1254.33
## 2018-01-11 1259.74 1276.770 1256.46 1276.68 3125000 1276.68
## 2018-01-12 1273.39 1305.760 1273.39 1305.20 5443700 1305.20
## 2018-01-16 1323.00 1339.940 1292.30 1304.86 7220700 1304.86
## 2018-01-17 1312.24 1314.000 1280.88 1295.00 5253800 1295.00
## 2018-01-18 1293.95 1304.600 1284.02 1293.32 4026900 1293.32
## 2018-01-19 1312.00 1313.000 1292.99 1294.58 4578500 1294.58
## 2018-01-22 1297.17 1327.450 1296.66 1327.31 4140100 1327.31
## 2018-01-23 1338.09 1364.900 1337.34 1362.54 5169300 1362.54
## 2018-01-24 1374.82 1388.160 1338.00 1357.51 6807500 1357.51
## 2018-01-25 1368.00 1378.340 1357.62 1377.95 4753000 1377.95
## 2018-01-26 1392.01 1402.530 1380.91 1402.05 4857300 1402.05
## 2018-01-29 1409.18 1431.390 1400.44 1417.68 5701900 1417.68
## 2018-01-30 1403.17 1439.250 1392.00 1437.82 5871900 1437.82
## 2018-01-31 1451.30 1472.580 1450.04 1450.89 6424700 1450.89
## 2018-02-01 1445.00 1459.880 1385.14 1390.00 9113800 1390.00
## 2018-02-02 1477.39 1498.000 1414.00 1429.95 11125700 1429.95
## 2018-02-05 1402.62 1458.980 1320.72 1390.00 11495000 1390.00
## 2018-02-06 1361.46 1443.990 1351.79 1442.84 11066800 1442.84
## 2018-02-07 1449.00 1460.990 1415.15 1416.78 7162700 1416.78
## 2018-02-08 1429.68 1433.750 1349.94 1350.50 8578600 1350.50
## 2018-02-09 1373.49 1383.500 1265.93 1339.60 14141500 1339.60
## 2018-02-12 1364.67 1393.810 1344.01 1386.23 6738900 1386.23
## 2018-02-13 1385.93 1419.720 1383.53 1414.51 5917900 1414.51
## 2018-02-14 1406.25 1452.060 1403.36 1451.05 5959200 1451.05
## 2018-02-15 1466.89 1468.940 1436.84 1461.76 5652700 1461.76
## 2018-02-16 1457.37 1465.800 1446.56 1448.69 4472600 1448.69
## 2018-02-20 1446.49 1488.770 1446.49 1468.35 6499200 1468.35
## 2018-02-21 1485.00 1503.490 1478.92 1482.92 6304400 1482.92
## 2018-02-22 1495.36 1502.540 1475.76 1485.34 4858100 1485.34
## 2018-02-23 1495.34 1500.000 1486.50 1500.00 4418100 1500.00
## 2018-02-26 1509.20 1522.840 1507.00 1521.95 4955000 1521.95
## 2018-02-27 1524.50 1526.780 1507.21 1511.98 4808800 1511.98
## 2018-02-28 1519.51 1528.700 1512.00 1512.45 4515000 1512.45
## 2018-03-01 1513.60 1518.490 1465.00 1493.45 6835200 1493.45
## 2018-03-02 1469.10 1501.050 1455.01 1500.25 6587600 1500.25
## 2018-03-05 1494.24 1525.380 1481.00 1523.61 5233900 1523.61
## 2018-03-06 1533.20 1542.130 1528.00 1537.64 4561700 1537.64
## 2018-03-07 1526.52 1545.900 1522.51 1545.00 4174100 1545.00
## 2018-03-08 1550.00 1554.880 1545.25 1551.86 3862600 1551.86
## 2018-03-09 1563.50 1578.940 1559.08 1578.89 4534300 1578.89
## 2018-03-12 1592.60 1605.330 1586.70 1598.39 5174200 1598.39
## 2018-03-13 1615.96 1617.540 1578.01 1588.18 6531900 1588.18
## 2018-03-14 1597.00 1606.440 1590.89 1591.00 4259400 1591.00
## 2018-03-15 1595.00 1596.910 1578.11 1582.32 4069700 1582.32
## 2018-03-16 1583.45 1589.440 1567.50 1571.68 5425000 1571.68
## 2018-03-19 1554.53 1561.660 1525.35 1544.93 6580800 1544.93
## 2018-03-20 1550.34 1587.000 1545.41 1586.51 4581600 1586.51
## 2018-03-21 1586.45 1590.000 1563.17 1581.86 4750800 1581.86
## 2018-03-22 1565.47 1573.850 1542.40 1544.92 6320600 1544.92
## 2018-03-23 1539.01 1549.020 1495.36 1495.56 8006000 1495.56
## 2018-03-26 1530.00 1556.990 1499.25 1555.86 5624700 1555.86
## 2018-03-27 1572.40 1575.970 1482.32 1497.05 6999600 1497.05
## 2018-03-28 1447.00 1455.900 1386.17 1431.42 13705300 1431.42
## 2018-03-29 1406.00 1455.470 1365.20 1447.34 12581100 1447.34
## 2018-04-02 1417.62 1421.360 1355.00 1371.99 10463600 1371.99
## 2018-04-03 1391.38 1414.000 1355.33 1392.05 10231200 1392.05
## 2018-04-04 1358.24 1415.390 1352.88 1410.57 6982300 1410.57
## 2018-04-05 1441.99 1459.560 1427.07 1451.75 6413500 1451.75
## 2018-04-06 1429.97 1452.500 1400.26 1405.23 5882300 1405.23
## 2018-04-09 1425.03 1438.480 1402.57 1406.08 4208200 1406.08
## 2018-04-10 1431.99 1438.380 1415.70 1436.22 4254100 1436.22
## 2018-04-11 1439.44 1448.780 1424.89 1427.05 3582500 1427.05
## 2018-04-12 1439.50 1452.120 1435.06 1448.50 3135000 1448.50
## 2018-04-13 1449.14 1459.780 1424.52 1430.79 3685300 1430.79
## 2018-04-16 1445.00 1447.000 1427.48 1441.50 2808600 1441.50
## 2018-04-17 1462.30 1507.190 1457.02 1503.83 5114400 1503.83
## 2018-04-18 1514.65 1533.800 1504.11 1527.84 5227500 1527.84
## 2018-04-19 1543.22 1568.520 1539.06 1556.91 6523700 1556.91
## 2018-04-20 1561.20 1561.200 1516.09 1527.49 5541600 1527.49
## 2018-04-23 1546.69 1548.000 1503.41 1517.86 4465400 1517.86
## 2018-04-24 1535.80 1539.500 1448.45 1460.09 7494700 1460.09
## 2018-04-25 1458.00 1469.990 1415.02 1460.17 6587300 1460.17
## 2018-04-26 1485.01 1529.420 1478.50 1517.96 8801100 1517.96
## 2018-04-27 1634.01 1638.100 1567.39 1572.62 13053200 1572.62
## 2018-04-30 1582.50 1596.000 1560.94 1566.13 5464100 1566.13
## 2018-05-01 1563.22 1585.000 1552.18 1582.26 4572100 1582.26
## 2018-05-02 1580.98 1588.500 1566.36 1569.68 4360300 1569.68
## 2018-05-03 1560.01 1574.800 1546.02 1572.08 4251900 1572.08
## 2018-05-04 1562.45 1584.900 1562.19 1580.95 3443600 1580.95
## 2018-05-07 1589.34 1606.950 1587.83 1600.14 3801900 1600.14
## 2018-05-08 1595.00 1596.880 1582.51 1592.39 3067900 1592.39
## 2018-05-09 1600.00 1608.000 1592.00 1608.00 3637300 1608.00
## 2018-05-10 1608.48 1615.600 1603.44 1609.08 2817500 1609.08
## 2018-05-11 1610.99 1611.100 1597.89 1602.91 2263900 1602.91
## 2018-05-14 1604.00 1611.180 1600.05 1601.54 2509500 1601.54
## 2018-05-15 1587.80 1587.800 1565.22 1576.12 5077500 1576.12
## 2018-05-16 1577.50 1594.430 1576.67 1587.28 2570600 1587.28
## 2018-05-17 1580.56 1594.040 1573.00 1581.76 2147600 1581.76
## 2018-05-18 1581.33 1583.590 1572.10 1574.37 2642600 1574.37
## 2018-05-21 1585.00 1592.050 1575.00 1585.46 2925200 1585.46
## 2018-05-22 1589.89 1589.890 1575.25 1581.40 2115600 1581.40
## 2018-05-23 1571.05 1601.860 1566.34 1601.86 3361900 1601.86
## 2018-05-24 1598.03 1608.240 1588.38 1603.07 3430000 1603.07
## 2018-05-25 1603.00 1614.120 1600.45 1610.15 2698400 1610.15
## 2018-05-29 1600.71 1621.790 1600.15 1612.87 3846500 1612.87
## 2018-05-30 1618.10 1626.000 1612.93 1624.89 2907400 1624.89
## 2018-05-31 1623.00 1635.000 1621.35 1629.62 3166300 1629.62
## 2018-06-01 1637.03 1646.730 1635.09 1641.54 3313400 1641.54
## 2018-06-04 1648.90 1665.680 1645.49 1665.27 3187700 1665.27
## 2018-06-05 1672.99 1699.000 1670.06 1696.35 4782200 1696.35
## 2018-06-06 1704.51 1714.500 1686.47 1695.75 5473200 1695.75
## 2018-06-07 1698.56 1699.900 1676.11 1689.30 3765700 1689.30
## 2018-06-08 1681.12 1689.440 1673.01 1683.99 2955100 1683.99
## 2018-06-11 1681.51 1694.240 1680.59 1689.12 2335500 1689.12
## 2018-06-12 1693.00 1699.510 1691.52 1698.75 2259200 1698.75
## 2018-06-13 1702.81 1713.750 1700.12 1704.86 3327500 1704.86
## 2018-06-14 1713.48 1724.800 1708.87 1723.86 3174400 1723.86
## 2018-06-15 1714.00 1720.870 1708.52 1715.97 4777600 1715.97
## 2018-06-18 1706.26 1726.740 1702.56 1723.79 3107700 1723.79
## 2018-06-19 1709.04 1736.110 1700.39 1734.78 4290100 1734.78
## 2018-06-20 1742.50 1762.930 1741.36 1750.08 4332600 1750.08
## 2018-06-21 1760.00 1763.100 1717.56 1730.22 4941100 1730.22
## 2018-06-22 1742.62 1743.000 1711.90 1715.67 4075100 1715.67
## 2018-06-25 1702.51 1705.000 1646.31 1663.15 7511200 1663.15
## 2018-06-26 1672.37 1701.570 1663.34 1691.09 4386600 1691.09
## 2018-06-27 1708.11 1711.950 1660.00 1660.51 4872200 1660.51
## 2018-06-28 1672.54 1705.500 1661.17 1701.45 4529700 1701.45
## 2018-06-29 1717.00 1723.410 1694.32 1699.80 4543500 1699.80
## 2018-07-02 1682.70 1713.890 1678.06 1713.78 3185700 1713.78
## 2018-07-03 1723.96 1725.000 1692.48 1693.96 2177300 1693.96
## 2018-07-05 1705.38 1710.690 1682.15 1699.73 2983100 1699.73
## 2018-07-06 1696.00 1715.270 1691.67 1710.63 2650300 1710.63
## 2018-07-09 1724.05 1739.560 1716.23 1739.02 3012000 1739.02
## 2018-07-10 1738.53 1750.000 1731.00 1743.07 3002900 1743.07
## 2018-07-11 1737.99 1756.960 1734.00 1755.00 3209800 1755.00
## 2018-07-12 1764.51 1798.000 1762.18 1796.62 4532700 1796.62
## 2018-07-13 1803.93 1815.300 1795.23 1813.03 4383200 1813.03
## 2018-07-16 1821.95 1841.950 1814.45 1822.49 5466200 1822.49
## 2018-07-17 1811.56 1851.690 1797.38 1843.93 5682900 1843.93
## 2018-07-18 1848.00 1858.880 1831.27 1842.92 4861900 1842.92
## 2018-07-19 1829.46 1841.000 1811.27 1812.97 4676900 1812.97
## 2018-07-20 1825.01 1834.840 1810.06 1813.70 3884400 1813.70
## 2018-07-23 1812.21 1819.000 1769.99 1802.00 3888500 1802.00
## 2018-07-24 1829.01 1840.000 1809.38 1829.24 4278700 1829.24
## 2018-07-25 1829.30 1863.840 1822.64 1863.61 3738200 1863.61
## 2018-07-26 1839.00 1844.680 1804.50 1808.00 9924400 1808.00
## 2018-07-27 1876.05 1880.050 1806.53 1817.27 9681000 1817.27
## 2018-07-30 1827.33 1829.500 1766.02 1779.22 6562300 1779.22
## 2018-07-31 1786.49 1801.830 1739.32 1777.44 5738700 1777.44
## 2018-08-01 1784.00 1798.440 1776.02 1797.17 4153100 1797.17
## 2018-08-02 1788.77 1836.560 1786.00 1834.33 4354700 1834.33
## 2018-08-03 1837.74 1841.000 1821.50 1823.29 3460500 1823.29
## 2018-08-06 1825.81 1847.770 1818.92 1847.75 3391800 1847.75
## 2018-08-07 1854.53 1869.720 1846.27 1862.48 3377500 1862.48
## 2018-08-08 1861.00 1891.510 1854.50 1886.52 3963000 1886.52
## 2018-08-09 1882.00 1914.570 1877.48 1898.52 4860400 1898.52
## 2018-08-10 1888.51 1899.500 1878.21 1886.30 3639900 1886.30
## 2018-08-13 1898.50 1925.000 1893.67 1896.20 5531500 1896.20
## 2018-08-14 1919.39 1921.010 1900.00 1919.65 3986100 1919.65
## 2018-08-15 1909.55 1916.210 1869.79 1882.62 7700700 1882.62
## 2018-08-16 1903.94 1905.000 1883.55 1886.52 3957100 1886.52
## 2018-08-17 1885.80 1888.000 1855.55 1882.22 4104300 1882.22
## 2018-08-20 1890.57 1891.750 1866.06 1876.71 2862000 1876.71
## 2018-08-21 1880.00 1897.750 1874.41 1883.42 3105600 1883.42
## 2018-08-22 1876.64 1905.800 1876.64 1904.90 3080500 1904.90
## 2018-08-23 1907.17 1919.500 1900.76 1902.90 3563000 1902.90
## 2018-08-24 1910.51 1916.010 1902.54 1905.39 2800900 1905.39
## 2018-08-27 1915.00 1927.700 1909.28 1927.68 3569000 1927.68
## 2018-08-28 1937.73 1941.780 1928.82 1932.82 3100700 1932.82
## 2018-08-29 1953.45 1998.690 1948.94 1998.10 6531800 1998.10
## 2018-08-30 1997.42 2025.570 1986.90 2002.38 7277300 2002.38
## 2018-08-31 2007.00 2022.380 2004.74 2012.71 4204400 2012.71
## 2018-09-04 2026.50 2050.500 2013.00 2039.51 5721100 2039.51
## 2018-09-05 2038.11 2040.380 1989.89 1994.82 8220600 1994.82
## 2018-09-06 2006.51 2007.500 1935.21 1958.31 7488700 1958.31
## 2018-09-07 1938.71 1975.200 1937.35 1952.07 4892600 1952.07
## 2018-09-10 1971.00 1973.040 1931.52 1939.01 4544800 1939.01
## 2018-09-11 1928.27 1988.880 1917.00 1987.15 5033600 1987.15
## 2018-09-12 1994.00 2000.000 1962.44 1990.00 4414000 1990.00
## 2018-09-13 2000.00 2008.760 1982.03 1989.87 3621500 1989.87
## 2018-09-14 1992.93 1993.650 1959.22 1970.19 3642000 1970.19
## 2018-09-17 1954.73 1956.820 1887.41 1908.03 7050200 1908.03
## 2018-09-18 1918.65 1958.200 1915.44 1941.05 4268700 1941.05
## 2018-09-19 1940.50 1940.830 1904.90 1926.42 4056800 1926.42
## 2018-09-20 1938.58 1955.000 1932.25 1944.30 3154900 1944.30
## 2018-09-21 1954.22 1957.310 1910.50 1915.01 6855900 1915.01
## 2018-09-24 1903.79 1936.880 1865.00 1934.36 4213700 1934.36
## 2018-09-25 1942.90 1975.910 1938.85 1974.55 4538400 1974.55
## 2018-09-26 1968.50 1995.250 1961.52 1974.85 4313500 1974.85
## 2018-09-27 1993.24 2016.160 1988.58 2012.98 4329400 2012.98
## 2018-09-28 2004.41 2026.520 1996.46 2003.00 4085100 2003.00
## 2018-10-01 2021.99 2033.190 2003.60 2004.36 3460500 2004.36
## 2018-10-02 1999.99 2013.390 1965.77 1971.31 5400700 1971.31
## 2018-10-03 1981.70 1989.700 1949.81 1952.76 5253100 1952.76
## 2018-10-04 1949.00 1956.000 1896.57 1909.42 7257000 1909.42
## 2018-10-05 1917.99 1929.080 1862.83 1889.65 6822300 1889.65
## 2018-10-08 1874.00 1902.000 1830.66 1864.42 7393200 1864.42
## 2018-10-09 1859.99 1896.680 1852.32 1870.32 4772900 1870.32
## 2018-10-10 1857.89 1858.560 1754.41 1755.25 10988900 1755.25
## 2018-10-11 1724.00 1755.400 1685.10 1719.36 13935900 1719.36
## 2018-10-12 1808.00 1808.950 1742.53 1788.61 9444600 1788.61
## 2018-10-15 1795.00 1795.050 1734.23 1760.95 6437200 1760.95
## 2018-10-16 1783.50 1823.880 1761.55 1819.96 5859900 1819.96
## 2018-10-17 1842.79 1845.000 1807.00 1831.73 5295200 1831.73
## 2018-10-18 1821.49 1830.150 1767.87 1770.72 5874000 1770.72
## 2018-10-19 1785.16 1809.100 1753.00 1764.03 5907200 1764.03
## 2018-10-22 1784.00 1809.500 1756.00 1789.30 4500000 1789.30
## 2018-10-23 1742.24 1776.340 1714.00 1768.70 6723900 1768.70
## 2018-10-24 1773.70 1777.710 1656.56 1664.20 6928400 1664.20
## 2018-10-25 1703.34 1794.810 1692.01 1782.17 10285700 1782.17
## 2018-10-26 1649.59 1698.460 1603.00 1642.81 14963800 1642.81
## 2018-10-29 1660.00 1665.740 1495.00 1538.88 13866100 1538.88
## 2018-10-30 1486.16 1540.990 1476.36 1530.42 12460100 1530.42
## 2018-10-31 1569.99 1623.910 1565.09 1598.01 9390200 1598.01
## 2018-11-01 1623.53 1670.450 1598.44 1665.53 8135500 1665.53
## 2018-11-02 1678.59 1697.440 1651.83 1665.53 6955500 1665.53
## 2018-11-05 1657.57 1658.090 1596.36 1627.80 5624700 1627.80
## 2018-11-06 1618.35 1665.000 1614.55 1642.81 4257400 1642.81
## 2018-11-07 1673.00 1759.230 1664.08 1755.49 8192200 1755.49
## 2018-11-08 1755.00 1784.000 1725.11 1754.91 6534900 1754.91
## 2018-11-09 1732.50 1743.920 1701.87 1712.43 5902200 1712.43
## 2018-11-12 1698.24 1708.550 1630.01 1636.85 6806200 1636.85
## 2018-11-13 1649.29 1677.060 1613.75 1631.17 5933300 1631.17
## 2018-11-14 1656.32 1673.000 1597.07 1599.01 6486900 1599.01
## 2018-11-15 1581.01 1624.820 1546.51 1619.44 8427300 1619.44
## 2018-11-16 1587.50 1614.480 1573.12 1593.41 6066100 1593.41
## 2018-11-19 1577.01 1581.190 1503.36 1512.29 7790000 1512.29
## 2018-11-20 1437.50 1534.750 1420.00 1495.46 10878800 1495.46
## 2018-11-21 1542.99 1550.000 1515.00 1516.73 5716800 1516.73
## 2018-11-23 1517.00 1536.200 1501.81 1502.06 2707600 1502.06
## 2018-11-26 1539.00 1584.810 1524.22 1581.33 6257700 1581.33
## 2018-11-27 1575.99 1597.650 1558.01 1581.42 5783200 1581.42
## 2018-11-28 1613.92 1681.450 1601.22 1677.75 8458700 1677.75
## 2018-11-29 1674.99 1689.990 1652.33 1673.57 6613200 1673.57
## 2018-11-30 1679.50 1696.000 1666.50 1690.17 5761800 1690.17
## 2018-12-03 1769.46 1778.340 1730.00 1772.36 6862300 1772.36
## 2018-12-04 1756.00 1770.340 1665.00 1668.40 8694500 1668.40
## 2018-12-06 1614.87 1701.050 1609.85 1699.19 8789400 1699.19
## 2018-12-07 1705.07 1718.930 1625.46 1629.13 7576100 1629.13
## 2018-12-10 1623.84 1657.990 1590.87 1641.03 7494800 1641.03
## 2018-12-11 1678.00 1679.470 1619.60 1643.24 6244700 1643.24
## 2018-12-12 1669.00 1704.990 1660.27 1663.54 6598000 1663.54
## 2018-12-13 1680.00 1692.120 1641.50 1658.38 5271300 1658.38
## 2018-12-14 1638.00 1642.570 1585.00 1591.91 6367200 1591.91
## 2018-12-17 1566.00 1576.130 1505.01 1520.91 8829800 1520.91
## 2018-12-18 1540.00 1567.550 1523.01 1551.48 6523000 1551.48
## 2018-12-19 1543.05 1584.530 1483.18 1495.08 8792200 1495.08
## 2018-12-20 1484.00 1509.500 1432.69 1460.83 9991800 1460.83
## 2018-12-21 1464.99 1480.000 1363.96 1377.45 13640300 1377.45
## 2018-12-24 1346.00 1396.030 1307.00 1343.96 7220000 1343.96
## 2018-12-26 1368.89 1473.160 1363.01 1470.90 10411800 1470.90
## 2018-12-27 1454.20 1469.000 1390.31 1461.64 9722000 1461.64
## 2018-12-28 1473.35 1513.470 1449.00 1478.02 8829000 1478.02
## 2018-12-31 1510.80 1520.760 1487.00 1501.97 6954500 1501.97
## 2019-01-02 1465.20 1553.360 1460.93 1539.13 7983100 1539.13
## 2019-01-03 1520.01 1538.000 1497.11 1500.28 6975600 1500.28
## 2019-01-04 1530.00 1594.000 1518.31 1575.39 9182600 1575.39
## 2019-01-07 1602.31 1634.560 1589.19 1629.51 7993200 1629.51
## 2019-01-08 1664.69 1676.610 1616.61 1656.58 8881400 1656.58
## 2019-01-09 1652.98 1667.800 1641.40 1659.42 6348800 1659.42
## 2019-01-10 1641.01 1663.250 1621.62 1656.22 6507700 1656.22
## 2019-01-11 1640.55 1660.290 1636.22 1640.56 4686200 1640.56
## 2019-01-14 1615.00 1648.200 1595.15 1617.21 6005900 1617.21
## 2019-01-15 1632.00 1675.160 1626.01 1674.56 5998500 1674.56
## 2019-01-16 1684.22 1705.000 1675.88 1683.78 6366900 1683.78
## 2019-01-17 1680.00 1700.170 1677.50 1693.22 4208900 1693.22
## 2019-01-18 1712.00 1716.200 1691.54 1696.20 6020500 1696.20
## 2019-01-22 1681.00 1681.870 1610.20 1632.17 6416800 1632.17
## 2019-01-23 1656.00 1657.430 1612.00 1640.02 5225200 1640.02
## 2019-01-24 1641.07 1657.260 1631.78 1654.93 4089900 1654.93
## 2019-01-25 1670.50 1683.480 1661.61 1670.57 4945900 1670.57
## 2019-01-28 1643.59 1645.000 1614.09 1637.89 4837700 1637.89
## 2019-01-29 1631.27 1632.380 1590.72 1593.88 4632800 1593.88
## 2019-01-30 1623.00 1676.950 1619.68 1670.43 5783800 1670.43
## 2019-01-31 1692.85 1736.410 1679.08 1718.73 10910300 1718.73
## 2019-02-01 1638.88 1673.060 1622.01 1626.23 11506200 1626.23
## 2019-02-04 1623.00 1649.630 1613.50 1633.31 4929100 1633.31
## 2019-02-05 1643.34 1665.260 1642.50 1658.81 4453100 1658.81
## 2019-02-06 1670.75 1672.260 1633.34 1640.26 3939900 1640.26
## 2019-02-07 1625.00 1625.540 1592.91 1614.37 4626600 1614.37
## 2019-02-08 1586.00 1588.590 1566.76 1588.22 5657500 1588.22
## 2019-02-11 1600.98 1609.290 1586.00 1591.00 3317300 1591.00
## 2019-02-12 1604.00 1639.400 1598.88 1638.01 4858600 1638.01
## 2019-02-13 1647.00 1656.380 1637.11 1640.00 3560300 1640.00
## 2019-02-14 1624.50 1637.900 1606.06 1622.65 4120500 1622.65
## 2019-02-15 1627.86 1628.910 1604.50 1607.95 4343900 1607.95
## 2019-02-19 1601.00 1634.000 1600.56 1627.58 3681700 1627.58
## 2019-02-20 1630.00 1634.930 1610.12 1622.10 3337600 1622.10
## 2019-02-21 1619.85 1623.560 1600.91 1619.44 3483400 1619.44
## 2019-02-22 1623.50 1634.940 1621.17 1631.56 3096200 1631.56
## 2019-02-25 1641.45 1654.600 1630.39 1633.00 3184500 1633.00
## 2019-02-26 1625.98 1639.990 1616.13 1636.40 2665800 1636.40
## 2019-02-27 1628.18 1641.810 1615.10 1641.09 3148800 1641.09
## 2019-02-28 1635.25 1651.770 1633.83 1639.83 3025900 1639.83
## 2019-03-01 1655.13 1674.260 1651.00 1671.73 4974900 1671.73
## 2019-03-04 1685.00 1709.430 1674.36 1696.17 6167400 1696.17
## 2019-03-05 1702.95 1707.800 1689.01 1692.43 3681500 1692.43
## 2019-03-06 1695.97 1697.750 1668.28 1668.95 3996000 1668.95
## 2019-03-07 1667.37 1669.750 1620.51 1625.95 4957000 1625.95
## 2019-03-08 1604.01 1622.720 1586.57 1620.80 4667000 1620.80
## 2019-03-11 1626.12 1672.290 1626.01 1670.62 3876400 1670.62
## 2019-03-12 1669.00 1684.270 1660.98 1673.10 3614500 1673.10
## 2019-03-13 1683.00 1700.000 1679.35 1690.81 3552000 1690.81
## 2019-03-14 1691.20 1702.000 1684.34 1686.22 2946600 1686.22
## 2019-03-15 1703.00 1718.800 1693.13 1712.36 7550900 1712.36
## 2019-03-18 1712.70 1750.000 1712.63 1742.15 5429100 1742.15
## 2019-03-19 1753.51 1784.160 1753.51 1761.85 6364200 1761.85
## 2019-03-20 1769.94 1799.500 1767.03 1797.27 6265600 1797.27
## 2019-03-21 1796.26 1823.750 1787.28 1819.26 5767800 1819.26
## 2019-03-22 1810.17 1818.980 1763.11 1764.77 6363000 1764.77
## 2019-03-25 1757.79 1782.680 1747.50 1774.26 5103800 1774.26
## 2019-03-26 1793.00 1805.770 1773.36 1783.76 4865900 1783.76
## 2019-03-27 1784.13 1787.500 1745.68 1765.70 4324800 1765.70
## 2019-03-28 1770.00 1777.930 1753.47 1773.42 3043000 1773.42
## 2019-03-29 1786.58 1792.860 1776.63 1780.75 3320800 1780.75
## 2019-04-01 1800.11 1815.670 1798.73 1814.19 4238800 1814.19
## 2019-04-02 1811.02 1820.000 1805.12 1813.98 3448100 1813.98
## 2019-04-03 1826.72 1830.000 1809.62 1820.70 3926100 1820.70
## 2019-04-04 1820.65 1828.750 1804.20 1818.86 3623900 1818.86
## 2019-04-05 1829.00 1838.580 1825.19 1837.28 3640500 1837.28
## 2019-04-08 1833.23 1850.200 1825.11 1849.86 3752800 1849.86
## 2019-04-09 1845.49 1853.090 1831.78 1835.84 3714400 1835.84
## 2019-04-10 1841.00 1848.000 1828.81 1847.33 2964000 1847.33
## 2019-04-11 1848.70 1849.950 1840.31 1844.07 2654800 1844.07
## 2019-04-12 1848.40 1851.500 1841.30 1843.06 3114400 1843.06
## 2019-04-15 1842.00 1846.850 1818.90 1844.87 3724400 1844.87
## 2019-04-16 1851.35 1869.770 1848.00 1863.04 3044600 1863.04
## 2019-04-17 1872.99 1876.470 1860.44 1864.82 2893500 1864.82
## 2019-04-18 1868.79 1870.820 1859.48 1861.69 2749900 1861.69
## 2019-04-22 1855.40 1888.420 1845.64 1887.31 3373800 1887.31
## 2019-04-23 1891.20 1929.260 1889.58 1923.77 4640400 1923.77
## 2019-04-24 1925.00 1929.690 1898.16 1901.75 3675800 1901.75
## 2019-04-25 1917.00 1922.450 1900.31 1902.25 6099100 1902.25
## 2019-04-26 1929.00 1951.000 1898.00 1950.63 8432600 1950.63
## 2019-04-29 1949.00 1956.340 1934.09 1938.43 4021300 1938.43
## 2019-04-30 1930.10 1935.710 1906.95 1926.52 3506000 1926.52
## 2019-05-01 1933.09 1943.640 1910.55 1911.52 3117000 1911.52
## 2019-05-02 1913.33 1921.550 1881.87 1900.82 3962900 1900.82
## 2019-05-03 1949.00 1964.400 1936.00 1962.46 6381600 1962.46
## 2019-05-06 1917.98 1959.000 1910.50 1950.55 5417800 1950.55
## 2019-05-07 1939.99 1949.100 1903.38 1921.00 5902100 1921.00
## 2019-05-08 1918.87 1935.370 1910.00 1917.77 4078600 1917.77
## 2019-05-09 1900.00 1909.400 1876.00 1899.87 5308300 1899.87
## 2019-05-10 1898.00 1903.790 1856.00 1889.98 5718000 1889.98
## 2019-05-13 1836.56 1846.540 1818.00 1822.68 5783400 1822.68
## 2019-05-14 1839.50 1852.440 1815.75 1840.12 4629100 1840.12
## 2019-05-15 1827.95 1874.430 1823.00 1871.15 4692600 1871.15
## 2019-05-16 1885.94 1917.510 1882.29 1907.57 4707800 1907.57
## 2019-05-17 1893.05 1910.530 1867.33 1869.00 4736600 1869.00
## 2019-05-20 1852.69 1867.780 1835.54 1858.97 3798200 1858.97
## 2019-05-21 1874.79 1879.000 1846.00 1857.52 4005100 1857.52
## 2019-05-22 1851.78 1871.490 1851.00 1859.68 2936600 1859.68
## 2019-05-23 1836.59 1844.000 1804.20 1815.48 4424300 1815.48
## 2019-05-24 1835.89 1841.760 1817.85 1823.28 3369700 1823.28
## 2019-05-28 1832.75 1849.270 1827.35 1836.43 3200000 1836.43
## 2019-05-29 1823.12 1830.000 1807.53 1819.19 4279000 1819.19
## 2019-05-30 1825.49 1829.470 1807.83 1816.32 3146900 1816.32
## 2019-05-31 1790.01 1795.590 1772.70 1775.07 4618800 1775.07
## 2019-06-03 1760.01 1766.290 1672.00 1692.69 9098700 1692.69
## 2019-06-04 1699.24 1730.820 1680.89 1729.56 5679100 1729.56
## 2019-06-05 1749.60 1752.000 1715.25 1738.50 4239800 1738.50
## 2019-06-06 1737.71 1760.000 1726.13 1754.36 3689300 1754.36
## 2019-06-07 1763.70 1806.250 1759.49 1804.03 4808200 1804.03
## 2019-06-10 1822.00 1884.870 1818.00 1860.63 5371000 1860.63
## 2019-06-11 1883.25 1893.700 1858.00 1863.70 4042700 1863.70
## 2019-06-12 1853.98 1865.000 1844.38 1855.32 2678300 1855.32
## 2019-06-13 1866.72 1883.090 1862.22 1870.30 2795800 1870.30
## 2019-06-14 1864.00 1876.000 1859.00 1869.67 2851200 1869.67
## 2019-06-17 1876.50 1895.690 1875.45 1886.03 2634300 1886.03
## 2019-06-18 1901.35 1921.670 1899.79 1901.37 3895700 1901.37
## 2019-06-19 1907.84 1919.580 1892.47 1908.79 2895300 1908.79
## 2019-06-20 1933.33 1935.200 1905.80 1918.19 3217200 1918.19
## 2019-06-21 1916.10 1925.950 1907.58 1911.30 3933600 1911.30
## 2019-06-24 1912.66 1916.860 1901.30 1913.90 2283000 1913.90
## 2019-06-25 1911.84 1916.390 1872.42 1878.27 3012300 1878.27
## 2019-06-26 1892.48 1903.800 1887.32 1897.83 2441900 1897.83
## 2019-06-27 1902.00 1911.240 1898.04 1904.28 2141700 1904.28
## 2019-06-28 1909.10 1912.940 1884.00 1893.63 3037400 1893.63
## 2019-07-01 1922.98 1929.820 1914.66 1922.19 3192100 1922.19
## 2019-07-02 1919.38 1934.790 1906.63 1934.31 2645900 1934.31
## 2019-07-03 1935.89 1941.590 1930.50 1939.00 1690300 1939.00
## 2019-07-05 1928.60 1945.900 1925.30 1942.91 2628400 1942.91
## 2019-07-08 1934.12 1956.000 1928.25 1952.32 2883400 1952.32
## 2019-07-09 1947.80 1990.010 1943.48 1988.30 4345700 1988.30
## 2019-07-10 1996.51 2024.940 1995.40 2017.41 4931900 2017.41
## 2019-07-11 2025.62 2035.800 1995.30 2001.07 4317800 2001.07
## 2019-07-12 2008.27 2017.000 2003.87 2011.00 2509300 2011.00
## 2019-07-15 2021.40 2022.900 2001.55 2020.99 2981300 2020.99
## 2019-07-16 2010.58 2026.320 2001.22 2009.90 2618200 2009.90
## 2019-07-17 2007.05 2012.000 1992.03 1992.03 2558800 1992.03
## 2019-07-18 1980.01 1987.500 1951.55 1977.90 3486900 1977.90
## 2019-07-19 1991.21 1996.000 1962.23 1964.52 3185600 1964.52
## 2019-07-22 1971.14 1989.000 1958.26 1985.63 2900000 1985.63
## 2019-07-23 1995.99 1997.790 1973.13 1994.49 2703500 1994.49
## 2019-07-24 1969.30 2001.300 1965.87 2000.81 2631300 2000.81
## 2019-07-25 2001.00 2001.200 1972.72 1973.82 4136500 1973.82
## 2019-07-26 1942.00 1950.900 1924.51 1943.05 4927100 1943.05
## 2019-07-29 1930.00 1932.230 1890.54 1912.45 4493200 1912.45
## 2019-07-30 1891.12 1909.890 1883.48 1898.53 2910900 1898.53
## 2019-07-31 1898.11 1899.550 1849.44 1866.78 4470700 1866.78
## 2019-08-01 1871.72 1897.920 1844.01 1855.32 4713300 1855.32
## 2019-08-02 1845.07 1846.360 1808.02 1823.24 4956200 1823.24
## 2019-08-05 1770.22 1788.670 1748.78 1765.13 6058200 1765.13
## 2019-08-06 1792.23 1793.770 1753.40 1787.83 5070300 1787.83
## 2019-08-07 1773.99 1798.930 1757.00 1793.40 4526900 1793.40
## 2019-08-08 1806.00 1834.260 1798.11 1832.89 3701200 1832.89
## 2019-08-09 1828.95 1831.090 1802.22 1807.58 2879800 1807.58
## 2019-08-12 1795.99 1800.980 1777.00 1784.92 2905500 1784.92
## 2019-08-13 1783.00 1831.740 1780.00 1824.34 3994000 1824.34
## 2019-08-14 1793.01 1795.650 1757.22 1762.96 4893600 1762.96
## 2019-08-15 1781.99 1788.000 1761.96 1776.12 3759100 1776.12
## 2019-08-16 1792.89 1802.910 1784.55 1792.57 3018000 1792.57
## 2019-08-19 1818.08 1826.000 1812.61 1816.12 2816300 1816.12
## 2019-08-20 1814.50 1816.820 1799.88 1801.38 1929500 1801.38
## 2019-08-21 1819.39 1829.580 1815.00 1823.54 2031800 1823.54
## 2019-08-22 1828.00 1829.410 1800.10 1804.66 2653500 1804.66
## 2019-08-23 1793.03 1804.900 1745.23 1749.62 5270800 1749.62
## 2019-08-26 1766.91 1770.000 1743.51 1768.87 3080000 1768.87
## 2019-08-27 1775.73 1779.400 1746.68 1761.83 3019700 1761.83
## 2019-08-28 1755.00 1767.860 1744.05 1764.25 2419700 1764.25
## 2019-08-29 1783.00 1798.550 1777.25 1786.40 3015100 1786.40
## 2019-08-30 1797.49 1799.740 1764.57 1776.29 3058700 1776.29
## 2019-09-03 1770.00 1800.800 1768.00 1789.84 3543000 1789.84
## 2019-09-04 1805.00 1807.630 1796.23 1800.62 2324100 1800.62
## 2019-09-05 1821.95 1842.000 1815.58 1840.72 3310800 1840.72
## 2019-09-06 1838.22 1840.650 1826.40 1833.51 2496900 1833.51
## 2019-09-09 1841.00 1850.000 1824.61 1831.35 2999500 1831.35
## 2019-09-10 1822.75 1825.810 1805.34 1820.55 2613900 1820.55
## 2019-09-11 1812.14 1833.420 1809.08 1822.99 2432800 1822.99
## 2019-09-12 1837.63 1853.660 1834.28 1843.55 2823500 1843.55
## 2019-09-13 1842.01 1846.120 1835.17 1839.34 1971300 1839.34
## 2019-09-16 1824.02 1825.690 1800.20 1807.84 3675500 1807.84
## 2019-09-17 1807.08 1823.990 1804.10 1822.55 1982400 1822.55
## 2019-09-18 1817.04 1822.060 1795.50 1817.46 2505600 1817.46
## 2019-09-19 1821.02 1832.570 1817.90 1821.50 2031500 1821.50
## 2019-09-20 1821.71 1830.630 1780.92 1794.16 5341900 1794.16
## 2019-09-23 1777.00 1792.700 1767.32 1785.30 2922300 1785.30
## 2019-09-24 1790.61 1795.710 1735.55 1741.61 4616000 1741.61
## 2019-09-25 1747.36 1773.000 1723.00 1768.33 3493200 1768.33
## 2019-09-26 1762.79 1763.370 1731.50 1739.84 3536800 1739.84
## 2019-09-27 1748.00 1749.120 1713.82 1725.45 3907200 1725.45
## 2019-09-30 1726.99 1737.460 1709.22 1735.91 2644700 1735.91
## 2019-10-01 1746.00 1755.600 1728.41 1735.65 3084500 1735.65
## 2019-10-02 1727.74 1728.890 1705.00 1713.23 3301100 1713.23
## 2019-10-03 1713.00 1725.000 1685.06 1724.42 3468200 1724.42
## 2019-10-04 1726.02 1740.580 1719.23 1739.65 2471900 1739.65
## 2019-10-07 1731.63 1747.830 1723.70 1732.66 2154700 1732.66
## 2019-10-08 1722.49 1727.000 1705.00 1705.51 2542000 1705.51
## 2019-10-09 1719.61 1729.950 1714.36 1721.99 2043500 1721.99
## 2019-10-10 1725.24 1738.290 1713.75 1720.26 2575200 1720.26
## 2019-10-11 1742.92 1745.450 1729.86 1731.92 3255000 1731.92
## 2019-10-14 1728.91 1741.890 1722.00 1736.43 1910200 1736.43
## 2019-10-15 1742.14 1776.450 1740.62 1767.38 3111700 1767.38
## 2019-10-16 1773.33 1786.240 1770.52 1777.43 2763400 1777.43
## 2019-10-17 1796.49 1798.850 1782.02 1787.48 2647400 1787.48
## 2019-10-18 1787.80 1793.980 1749.20 1757.51 3362500 1757.51
## 2019-10-21 1769.66 1785.880 1765.00 1785.66 2130400 1785.66
## 2019-10-22 1788.15 1789.780 1762.00 1765.73 2111700 1765.73
## 2019-10-23 1761.30 1770.050 1742.00 1762.17 2138200 1762.17
## 2019-10-24 1771.09 1788.340 1760.27 1780.78 4446100 1780.78
## 2019-10-25 1697.55 1764.210 1695.00 1761.33 9626400 1761.33
## 2019-10-28 1748.06 1778.700 1742.50 1777.08 3708900 1777.08
## 2019-10-29 1774.81 1777.000 1755.81 1762.71 2276900 1762.71
## 2019-10-30 1760.24 1782.380 1759.12 1779.99 2449400 1779.99
## 2019-10-31 1775.99 1792.000 1771.48 1776.66 2781200 1776.66
## 2019-11-01 1788.01 1797.450 1785.21 1791.44 2790400 1791.44
## 2019-11-04 1801.01 1815.060 1801.01 1804.66 2771900 1804.66
## 2019-11-05 1809.16 1810.250 1794.00 1801.71 1885500 1801.71
## 2019-11-06 1801.00 1802.500 1788.58 1795.77 2029800 1795.77
## 2019-11-07 1803.76 1805.900 1783.48 1788.20 2651100 1788.20
## 2019-11-08 1787.89 1789.880 1774.04 1785.88 2123300 1785.88
## 2019-11-11 1778.00 1780.000 1767.13 1771.65 1946000 1771.65
## 2019-11-12 1774.66 1786.220 1771.91 1778.00 2037600 1778.00
## 2019-11-13 1773.39 1775.000 1747.32 1753.11 2989500 1753.11
## 2019-11-14 1751.43 1766.590 1749.56 1754.60 2264800 1754.60
## 2019-11-15 1760.05 1761.680 1732.86 1739.49 3927600 1739.49
## 2019-11-18 1738.30 1753.700 1722.71 1752.53 2839500 1752.53
## 2019-11-19 1756.99 1760.680 1743.03 1752.79 2270800 1752.79
## 2019-11-20 1749.14 1762.520 1734.12 1745.53 2790000 1745.53
## 2019-11-21 1743.00 1746.870 1730.36 1734.71 2662900 1734.71
## 2019-11-22 1739.02 1746.430 1731.00 1745.72 2479100 1745.72
## 2019-11-25 1753.25 1777.420 1753.24 1773.84 3486200 1773.84
## 2019-11-26 1779.92 1797.030 1778.35 1796.94 3181200 1796.94
## 2019-11-27 1801.00 1824.500 1797.31 1818.51 3025600 1818.51
## 2019-11-29 1817.78 1824.690 1800.79 1800.80 1923400 1800.80
## 2019-12-02 1804.40 1805.550 1762.68 1781.60 3925600 1781.60
## 2019-12-03 1760.00 1772.870 1747.23 1769.96 3380900 1769.96
## 2019-12-04 1774.01 1789.090 1760.22 1760.69 2670100 1760.69
## 2019-12-05 1763.50 1763.500 1740.00 1740.48 2823800 1740.48
## 2019-12-06 1751.20 1754.400 1740.13 1751.60 3117400 1751.60
## 2019-12-09 1750.66 1766.890 1745.61 1749.51 2442800 1749.51
## 2019-12-10 1747.40 1750.670 1735.00 1739.21 2514300 1739.21
## 2019-12-11 1741.67 1750.000 1735.71 1748.72 2097600 1748.72
## 2019-12-12 1750.00 1764.000 1745.44 1760.33 3095900 1760.33
## 2019-12-13 1765.00 1768.990 1755.00 1760.94 2745700 1760.94
## 2019-12-16 1767.00 1769.500 1757.05 1769.21 3145200 1769.21
## 2019-12-17 1778.01 1792.000 1777.39 1790.66 3644400 1790.66
## 2019-12-18 1795.02 1798.200 1782.36 1784.03 3351400 1784.03
## 2019-12-19 1780.50 1792.990 1774.06 1792.28 2652800 1792.28
## 2019-12-20 1799.62 1802.970 1782.45 1786.50 5150800 1786.50
## 2019-12-23 1788.26 1793.000 1784.51 1793.00 2136400 1793.00
## 2019-12-24 1793.81 1795.570 1787.58 1789.21 881300 1789.21
## 2019-12-26 1801.01 1870.460 1799.50 1868.77 6005400 1868.77
## 2019-12-27 1882.92 1901.400 1866.01 1869.80 6186600 1869.80
## 2019-12-30 1874.00 1884.000 1840.62 1846.89 3674700 1846.89
## 2019-12-31 1842.00 1853.260 1832.23 1847.84 2506500 1847.84
## 2020-01-02 1875.00 1898.010 1864.15 1898.01 4029000 1898.01
## 2020-01-03 1864.50 1886.200 1864.50 1874.97 3764400 1874.97
## 2020-01-06 1860.00 1903.690 1860.00 1902.88 4061800 1902.88
## 2020-01-07 1904.50 1913.890 1892.04 1906.86 4044900 1906.86
## 2020-01-08 1898.04 1911.000 1886.44 1891.97 3508000 1891.97
## 2020-01-09 1909.89 1917.820 1895.80 1901.05 3167300 1901.05
## 2020-01-10 1905.37 1906.940 1880.00 1883.16 2853700 1883.16
## 2020-01-13 1891.31 1898.000 1880.80 1891.30 2780800 1891.30
## 2020-01-14 1885.88 1887.110 1858.55 1869.44 3440900 1869.44
## 2020-01-15 1872.25 1878.860 1855.09 1862.02 2896600 1862.02
## 2020-01-16 1882.99 1885.590 1866.02 1877.94 2659500 1877.94
## 2020-01-17 1885.89 1886.640 1857.25 1864.72 3997300 1864.72
## 2020-01-21 1865.00 1894.270 1860.00 1892.00 3707800 1892.00
## 2020-01-22 1896.09 1902.500 1883.34 1887.46 3216300 1887.46
## 2020-01-23 1885.11 1889.980 1872.76 1884.58 2484600 1884.58
## 2020-01-24 1891.37 1894.990 1847.44 1861.64 3766200 1861.64
## 2020-01-27 1820.00 1841.000 1815.34 1828.34 3528500 1828.34
## 2020-01-28 1840.50 1858.110 1830.02 1853.25 2808000 1853.25
## 2020-01-29 1864.00 1874.750 1855.02 1858.00 2088000 1858.00
## 2020-01-30 1858.00 1872.870 1850.61 1870.68 6327400 1870.68
## 2020-01-31 2051.47 2055.720 2002.27 2008.72 15567300 2008.72
## 2020-02-03 2010.60 2048.500 2000.25 2004.20 5891700 2004.20
## 2020-02-04 2029.88 2059.800 2015.37 2049.67 5289300 2049.67
## 2020-02-05 2071.02 2071.020 2032.00 2039.87 4376200 2039.87
## 2020-02-06 2041.02 2056.300 2024.80 2050.23 3183000 2050.23
## 2020-02-07 2041.99 2098.530 2038.10 2079.28 5095300 2079.28
## 2020-02-10 2085.01 2135.600 2084.96 2133.91 5056200 2133.91
## 2020-02-11 2150.90 2185.950 2136.00 2150.80 5746000 2150.80
## 2020-02-12 2163.20 2180.250 2155.29 2160.00 3334300 2160.00
## 2020-02-13 2144.99 2170.280 2142.00 2149.87 3031800 2149.87
## 2020-02-14 2155.68 2159.040 2125.89 2134.87 2606200 2134.87
## 2020-02-18 2125.02 2166.070 2124.11 2155.67 2945600 2155.67
## 2020-02-19 2167.80 2185.100 2161.12 2170.22 2561200 2170.22
## 2020-02-20 2173.07 2176.790 2127.45 2153.10 3131300 2153.10
## 2020-02-21 2142.15 2144.550 2088.00 2095.97 4646300 2095.97
## 2020-02-24 2003.18 2039.300 1987.97 2009.29 6547000 2009.29
## 2020-02-25 2026.42 2034.600 1958.42 1972.74 6219100 1972.74
## 2020-02-26 1970.28 2014.670 1960.45 1979.59 5224600 1979.59
## 2020-02-27 1934.38 1975.000 1882.76 1884.30 8144000 1884.30
## 2020-02-28 1814.63 1889.760 1811.13 1883.75 9481000 1883.75
## 2020-03-02 1906.49 1954.510 1870.00 1953.95 6761700 1953.95
## 2020-03-03 1975.37 1996.330 1888.09 1908.99 7534500 1908.99
## 2020-03-04 1946.57 1978.000 1922.00 1975.83 4772900 1975.83
## 2020-03-05 1933.00 1960.720 1910.00 1924.03 4748200 1924.03
## 2020-03-06 1875.00 1910.870 1869.50 1901.09 5273600 1901.09
## 2020-03-09 1773.86 1862.770 1761.29 1800.61 7813200 1800.61
## 2020-03-10 1870.88 1894.270 1818.17 1891.82 7133300 1891.82
## 2020-03-11 1857.85 1871.320 1801.50 1820.86 5624800 1820.86
## 2020-03-12 1721.98 1765.000 1675.00 1676.61 11346200 1676.61
## 2020-03-13 1755.00 1786.310 1680.62 1785.00 8809700 1785.00
## 2020-03-16 1641.51 1759.450 1626.03 1689.15 8917300 1689.15
## 2020-03-17 1775.47 1857.780 1689.24 1807.84 10917100 1807.84
## 2020-03-18 1750.00 1841.660 1745.00 1830.00 9645200 1830.00
## 2020-03-19 1860.00 1945.000 1832.65 1880.93 10399900 1880.93
## 2020-03-20 1926.31 1957.000 1820.73 1846.09 9817900 1846.09
## 2020-03-23 1827.75 1919.400 1812.00 1902.83 7808500 1902.83
## 2020-03-24 1951.50 1955.000 1900.34 1940.10 7147100 1940.10
## 2020-03-25 1920.69 1950.260 1885.78 1885.84 6479100 1885.84
## 2020-03-26 1902.00 1956.490 1889.29 1955.49 6221300 1955.49
## 2020-03-27 1930.86 1939.790 1899.92 1900.10 5387900 1900.10
## 2020-03-30 1922.83 1973.630 1912.34 1963.95 6126100 1963.95
## 2020-03-31 1964.35 1993.020 1944.01 1949.72 5123600 1949.72
## 2020-04-01 1932.97 1944.960 1893.00 1907.70 4121900 1907.70
## 2020-04-02 1901.64 1927.530 1890.00 1918.83 4336000 1918.83
## 2020-04-03 1911.15 1926.330 1889.15 1906.59 3609900 1906.59
## 2020-04-06 1936.00 1998.520 1930.02 1997.59 5773200 1997.59
## 2020-04-07 2017.11 2035.720 1997.62 2011.60 5114000 2011.60
## 2020-04-08 2021.00 2044.000 2011.15 2043.00 3977300 2043.00
## 2020-04-09 2044.30 2053.000 2017.66 2042.76 4646500 2042.76
## 2020-04-13 2040.00 2180.000 2038.00 2168.87 6716700 2168.87
## 2020-04-14 2200.47 2292.000 2186.21 2283.32 8087200 2283.32
## 2020-04-15 2257.68 2333.370 2245.00 2307.68 6866600 2307.68
## 2020-04-16 2346.00 2461.000 2335.00 2408.19 12038200 2408.19
## 2020-04-17 2372.33 2400.000 2316.02 2375.00 7930000 2375.00
## 2020-04-20 2389.95 2444.980 2386.05 2393.61 5770700 2393.61
## 2020-04-21 2416.61 2428.310 2279.66 2328.12 7476700 2328.12
## 2020-04-22 2369.00 2394.000 2351.00 2363.49 4212200 2363.49
## 2020-04-23 2399.98 2424.220 2382.08 2399.45 5066600 2399.45
## 2020-04-24 2417.00 2420.430 2382.00 2410.22 3824900 2410.22
## 2020-04-27 2443.20 2444.880 2363.00 2376.00 5645600 2376.00
## 2020-04-28 2372.10 2373.500 2306.00 2314.08 5269400 2314.08
## 2020-04-29 2330.01 2391.890 2310.00 2372.71 4591600 2372.71
## 2020-04-30 2419.84 2475.000 2396.01 2474.00 9534600 2474.00
## 2020-05-01 2336.80 2362.440 2258.19 2286.04 9772600 2286.04
## 2020-05-04 2256.38 2326.980 2256.38 2315.99 4865900 2315.99
## 2020-05-05 2340.00 2351.000 2307.13 2317.80 3242500 2317.80
## 2020-05-06 2329.44 2357.450 2320.00 2351.26 3117800 2351.26
## 2020-05-07 2374.78 2376.000 2343.11 2367.61 3396400 2367.61
## 2020-05-08 2372.14 2387.240 2357.00 2379.61 3206600 2379.61
## 2020-05-11 2374.70 2419.670 2372.11 2409.00 3259200 2409.00
## 2020-05-12 2411.85 2419.000 2355.00 2356.95 3074900 2356.95
## 2020-05-13 2366.80 2407.700 2337.80 2367.92 4782900 2367.92
## 2020-05-14 2361.01 2391.370 2353.21 2388.85 3648100 2388.85
## 2020-05-15 2368.52 2411.000 2356.37 2409.78 4235000 2409.78
## 2020-05-18 2404.35 2433.000 2384.01 2426.26 4357200 2426.26
## 2020-05-19 2429.83 2485.000 2428.97 2449.33 4320500 2449.33
## 2020-05-20 2477.87 2500.010 2467.27 2497.94 3998100 2497.94
## 2020-05-21 2500.00 2525.450 2442.54 2446.74 5114400 2446.74
## 2020-05-22 2455.01 2469.850 2430.13 2436.88 2867100 2436.88
## 2020-05-26 2458.00 2462.000 2414.06 2421.86 3568200 2421.86
## 2020-05-27 2404.99 2413.580 2330.00 2410.39 5056900 2410.39
## 2020-05-28 2384.33 2436.970 2378.23 2401.10 3190200 2401.10
## 2020-05-29 2415.94 2442.370 2398.20 2442.37 3509900 2442.37
## 2020-06-01 2448.00 2476.930 2444.17 2471.04 2928900 2471.04
## 2020-06-02 2467.00 2473.530 2445.31 2472.41 2529900 2472.41
## 2020-06-03 2468.01 2488.000 2461.17 2478.40 2671000 2478.40
## 2020-06-04 2477.43 2507.540 2450.01 2460.60 2948700 2460.60
## 2020-06-05 2444.51 2488.650 2437.13 2483.00 3306400 2483.00
## 2020-06-08 2500.20 2530.000 2487.34 2524.06 3970700 2524.06
## 2020-06-09 2529.44 2626.430 2525.00 2600.86 5176000 2600.86
## 2020-06-10 2645.00 2722.350 2626.26 2647.45 4946000 2647.45
## 2020-06-11 2603.50 2671.380 2536.23 2557.96 5800100 2557.96
## 2020-06-12 2601.21 2621.480 2503.35 2545.02 5436100 2545.02
## 2020-06-15 2526.60 2584.000 2508.00 2572.68 3865100 2572.68
## 2020-06-16 2620.00 2620.000 2576.00 2615.27 3585600 2615.27
## 2020-06-17 2647.50 2655.000 2631.82 2640.98 2959300 2640.98
## 2020-06-18 2647.01 2659.640 2636.11 2653.98 2487800 2653.98
## 2020-06-19 2678.08 2697.430 2659.00 2675.01 5777000 2675.01
## 2020-06-22 2684.50 2715.000 2669.00 2713.82 3208800 2713.82
## 2020-06-23 2726.02 2783.110 2718.04 2764.41 4231700 2764.41
## 2020-06-24 2780.00 2796.000 2721.00 2734.40 4526600 2734.40
## 2020-06-25 2739.55 2756.230 2712.14 2754.58 2968700 2754.58
## 2020-06-26 2775.06 2782.570 2688.00 2692.87 6500800 2692.87
## 2020-06-29 2690.01 2696.800 2630.08 2680.38 4223400 2680.38
## 2020-06-30 2685.07 2769.630 2675.03 2758.82 3769700 2758.82
## 2020-07-01 2757.99 2895.000 2754.00 2878.70 6363400 2878.70
## 2020-07-02 2912.01 2955.560 2871.10 2890.30 6593400 2890.30
## 2020-07-06 2934.97 3059.880 2930.00 3057.04 6880600 3057.04
## 2020-07-07 3058.55 3069.550 2990.00 3000.12 5257500 3000.12
## 2020-07-08 3022.61 3083.970 3012.43 3081.11 5037600 3081.11
## 2020-07-09 3115.99 3193.880 3074.00 3182.63 6388700 3182.63
## 2020-07-10 3191.76 3215.000 3135.70 3200.00 5486000 3200.00
## 2020-07-13 3251.06 3344.290 3068.39 3104.00 7720400 3104.00
## 2020-07-14 3089.00 3127.380 2950.00 3084.00 7231900 3084.00
## 2020-07-15 3080.23 3098.350 2973.18 3008.87 5788900 3008.87
## 2020-07-16 2971.06 3032.000 2918.23 2999.90 6394200 2999.90
## 2020-07-17 3009.00 3024.000 2948.45 2961.97 4761300 2961.97
## 2020-07-20 3000.20 3201.360 2994.02 3196.84 7598200 3196.84
## 2020-07-21 3232.49 3240.580 3105.72 3138.29 6121300 3138.29
## 2020-07-22 3125.00 3150.000 3065.26 3099.91 4104200 3099.91
## 2020-07-23 3098.27 3098.270 2970.00 2986.55 5656900 2986.55
## 2020-07-24 2930.00 3031.580 2888.00 3008.91 5632400 3008.91
## 2020-07-27 3062.00 3098.000 3015.77 3055.21 4170500 3055.21
## 2020-07-28 3054.27 3077.090 2995.76 3000.33 3126700 3000.33
## 2020-07-29 3030.99 3039.160 2996.77 3033.53 2974100 3033.53
## 2020-07-30 3014.00 3092.000 3005.00 3051.88 6128300 3051.88
## 2020-07-31 3244.00 3246.820 3151.00 3164.68 8085500 3164.68
## 2020-08-03 3180.51 3184.000 3104.00 3111.89 5074700 3111.89
## 2020-08-04 3101.21 3167.240 3101.21 3138.83 4694300 3138.83
## 2020-08-05 3143.77 3213.590 3127.30 3205.03 3916500 3205.03
## 2020-08-06 3194.36 3247.470 3165.43 3225.00 3940600 3225.00
## 2020-08-07 3224.01 3240.810 3140.67 3167.46 3936100 3167.46
## 2020-08-10 3170.31 3172.510 3101.52 3148.16 3167300 3148.16
## 2020-08-11 3113.20 3159.220 3073.00 3080.67 3718100 3080.67
## 2020-08-12 3108.00 3174.390 3101.42 3162.24 3522100 3162.24
## 2020-08-13 3182.99 3217.520 3155.00 3161.02 3149000 3161.02
## 2020-08-14 3178.18 3178.240 3120.00 3148.02 2751700 3148.02
## 2020-08-17 3173.12 3194.970 3154.18 3182.41 2691200 3182.41
## 2020-08-18 3212.00 3320.000 3205.82 3312.49 5346000 3312.49
## 2020-08-19 3303.01 3315.900 3256.00 3260.48 4185100 3260.48
## 2020-08-20 3252.00 3312.620 3238.00 3297.37 3332500 3297.37
## 2020-08-21 3295.00 3314.400 3275.39 3284.72 3575900 3284.72
## 2020-08-24 3310.15 3380.320 3257.56 3307.46 4666300 3307.46
## 2020-08-25 3294.99 3357.400 3267.00 3346.49 3992800 3346.49
## 2020-08-26 3351.11 3451.740 3344.57 3441.85 6508700 3441.85
## 2020-08-27 3450.05 3453.000 3378.00 3400.00 4264800 3400.00
## 2020-08-28 3423.00 3433.370 3386.50 3401.80 2897000 3401.80
## 2020-08-31 3408.99 3495.000 3405.00 3450.96 4185900 3450.96
## 2020-09-01 3489.58 3513.870 3467.00 3499.12 3432200 3499.12
## 2020-09-02 3547.00 3552.250 3486.69 3531.45 3931500 3531.45
## 2020-09-03 3485.00 3488.410 3303.00 3368.00 8161100 3368.00
## 2020-09-04 3318.00 3381.500 3111.13 3294.62 8781800 3294.62
## 2020-09-08 3144.00 3250.850 3130.00 3149.84 6094200 3149.84
## 2020-09-09 3202.99 3303.180 3185.00 3268.61 5188700 3268.61
## 2020-09-10 3307.22 3349.890 3170.55 3175.11 5330700 3175.11
## 2020-09-11 3208.69 3217.340 3083.98 3116.22 5094000 3116.22
## 2020-09-14 3172.94 3187.390 3096.00 3102.97 4529600 3102.97
## 2020-09-15 3136.16 3175.020 3108.92 3156.13 4021500 3156.13
## 2020-09-16 3179.99 3187.240 3074.15 3078.10 4512200 3078.10
## 2020-09-17 3009.25 3029.430 2972.55 3008.73 6449100 3008.73
## 2020-09-18 3031.74 3037.800 2905.54 2954.91 8892600 2954.91
## 2020-09-21 2906.50 2962.000 2871.00 2960.47 6117900 2960.47
## 2020-09-22 3033.84 3133.990 3000.20 3128.99 6948800 3128.99
## 2020-09-23 3120.43 3127.000 2992.38 2999.86 5652700 2999.86
## 2020-09-24 2977.79 3069.300 2965.00 3019.79 5529400 3019.79
## 2020-09-25 3054.86 3101.540 2999.00 3095.13 4615200 3095.13
## 2020-09-28 3148.85 3175.040 3117.17 3174.05 4224200 3174.05
## 2020-09-29 3175.39 3188.260 3132.54 3144.88 3495800 3144.88
## 2020-09-30 3141.14 3212.880 3133.99 3148.73 4896100 3148.73
## 2020-10-01 3208.00 3224.000 3172.00 3221.26 4971900 3221.26
## 2020-10-02 3153.63 3195.800 3123.00 3125.00 5613100 3125.00
## 2020-10-05 3145.84 3202.530 3140.85 3199.20 3775300 3199.20
## 2020-10-06 3165.00 3182.000 3090.00 3099.96 5086900 3099.96
## 2020-10-07 3135.00 3200.000 3132.39 3195.69 4309400 3195.69
## 2020-10-08 3224.99 3233.290 3174.99 3190.55 3174100 3190.55
## 2020-10-09 3210.00 3288.990 3197.83 3286.65 4907900 3286.65
## 2020-10-12 3349.94 3496.240 3339.55 3442.93 8364200 3442.93
## 2020-10-13 3467.99 3492.380 3424.22 3443.63 5744700 3443.63
## 2020-10-14 3447.00 3464.880 3340.00 3363.71 5812700 3363.71
## 2020-10-15 3292.01 3355.880 3280.00 3338.65 5223400 3338.65
## 2020-10-16 3363.23 3399.660 3160.00 3272.71 6474400 3272.71
## 2020-10-19 3299.61 3329.000 3192.74 3207.21 5223600 3207.21
## 2020-10-20 3222.28 3266.000 3192.01 3217.01 4509700 3217.01
## 2020-10-21 3212.50 3233.880 3160.00 3184.94 4592700 3184.94
## 2020-10-22 3189.87 3198.750 3121.94 3176.40 4212000 3176.40
## 2020-10-23 3191.00 3205.330 3140.00 3204.40 3466700 3204.40
## 2020-10-26 3198.74 3282.980 3153.30 3207.04 5901200 3207.04
## 2020-10-27 3224.94 3291.660 3211.30 3286.33 4291000 3286.33
## 2020-10-28 3249.30 3264.020 3162.47 3162.78 5588300 3162.78
## 2020-10-29 3201.27 3257.250 3164.00 3211.01 6596500 3211.01
## 2020-10-30 3157.75 3167.000 3019.00 3036.15 8386400 3036.15
## 2020-11-02 3061.74 3079.710 2950.12 3004.48 7257400 3004.48
## 2020-11-03 3018.53 3074.900 2980.98 3048.41 4897900 3048.41
## 2020-11-04 3159.99 3244.850 3139.73 3241.16 6839000 3241.16
## 2020-11-05 3319.97 3366.800 3288.88 3322.00 5789300 3322.00
## 2020-11-06 3304.64 3322.000 3232.00 3311.37 4647300 3311.37
## 2020-11-09 3231.03 3289.000 3112.11 3143.74 7190400 3143.74
## 2020-11-10 3095.02 3114.000 3019.48 3035.02 6591000 3035.02
## 2020-11-11 3061.78 3139.150 3050.00 3137.39 4366900 3137.39
## 2020-11-12 3159.95 3175.880 3086.05 3110.28 4362000 3110.28
## 2020-11-13 3122.00 3141.720 3085.39 3128.81 3756200 3128.81
## 2020-11-16 3093.20 3142.700 3072.69 3131.06 3808700 3131.06
## 2020-11-17 3183.54 3189.250 3135.26 3135.66 3444700 3135.66
## 2020-11-18 3134.00 3140.000 3105.10 3105.46 2916800 3105.46
## 2020-11-19 3105.31 3125.000 3080.92 3117.02 3010300 3117.02
## 2020-11-20 3117.02 3132.890 3098.05 3099.40 3374400 3099.40
## 2020-11-23 3116.70 3139.750 3065.46 3098.39 4708900 3098.39
## 2020-11-24 3100.50 3134.250 3086.26 3118.06 3602100 3118.06
## 2020-11-25 3141.87 3198.000 3140.26 3185.07 3790400 3185.07
## 2020-11-27 3211.26 3216.190 3190.05 3195.34 2392900 3195.34
## 2020-11-30 3208.48 3228.390 3125.55 3168.04 4063900 3168.04
## 2020-12-01 3188.50 3248.950 3157.18 3220.08 4537000 3220.08
## 2020-12-02 3221.65 3232.000 3173.26 3203.53 3129300 3203.53
## 2020-12-03 3205.46 3228.640 3181.31 3186.73 2892000 3186.73
## 2020-12-04 3198.21 3198.210 3158.76 3162.58 2913600 3162.58
## 2020-12-07 3156.48 3180.760 3141.69 3158.00 2751300 3158.00
## 2020-12-08 3158.90 3184.130 3120.02 3177.29 3286300 3177.29
## 2020-12-09 3167.89 3174.430 3088.00 3104.20 4100800 3104.20
## 2020-12-10 3088.99 3142.100 3076.00 3101.49 3030200 3101.49
## 2020-12-11 3096.66 3118.670 3072.82 3116.42 3064700 3116.42
## 2020-12-14 3143.00 3190.470 3126.00 3156.97 4155800 3156.97
## 2020-12-15 3181.01 3188.500 3130.49 3165.12 3319500 3165.12
## 2020-12-16 3176.01 3247.000 3163.68 3240.96 4427600 3240.96
## 2020-12-17 3250.00 3263.510 3221.00 3236.08 3474300 3236.08
## 2020-12-18 3243.99 3249.420 3171.60 3201.65 5995700 3201.65
## 2020-12-21 3200.01 3226.970 3166.00 3206.18 3836800 3206.18
## 2020-12-22 3202.84 3222.000 3180.08 3206.52 2369400 3206.52
## 2020-12-23 3205.00 3210.130 3184.17 3185.27 2093800 3185.27
## 2020-12-24 3193.90 3202.000 3169.00 3172.69 1451900 3172.69
## 2020-12-28 3194.00 3304.000 3172.69 3283.96 5686800 3283.96
## 2020-12-29 3309.94 3350.650 3281.22 3322.00 4872900 3322.00
## 2020-12-30 3341.00 3342.100 3282.47 3285.85 3209300 3285.85
## 2020-12-31 3275.00 3282.920 3241.20 3256.93 2957200 3256.93
## 2021-01-04 3270.00 3272.000 3144.02 3186.63 4411400 3186.63
## 2021-01-05 3166.01 3223.380 3165.06 3218.51 2655500 3218.51
## 2021-01-06 3146.48 3197.510 3131.16 3138.38 4394800 3138.38
## 2021-01-07 3157.00 3208.540 3155.00 3162.16 3514500 3162.16
## 2021-01-08 3180.00 3190.640 3142.20 3182.70 3537700 3182.70
## 2021-01-11 3148.01 3156.380 3110.00 3114.21 3683400 3114.21
## 2021-01-12 3120.00 3142.140 3086.00 3120.83 3514600 3120.83
## 2021-01-13 3128.44 3189.950 3122.08 3165.89 3321200 3165.89
## 2021-01-14 3167.52 3178.000 3120.59 3127.47 3070900 3127.47
## 2021-01-15 3123.02 3142.550 3095.17 3104.25 4244000 3104.25
## 2021-01-19 3107.00 3145.000 3096.00 3120.76 3305100 3120.76
## 2021-01-20 3181.99 3279.800 3175.00 3263.38 5309800 3263.38
## 2021-01-21 3293.00 3348.550 3289.57 3306.99 4936100 3306.99
## 2021-01-22 3304.31 3321.910 3283.16 3292.23 2821900 3292.23
## 2021-01-25 3328.50 3363.890 3243.15 3294.00 3749800 3294.00
## 2021-01-26 3296.36 3338.000 3282.87 3326.13 2955200 3326.13
## 2021-01-27 3341.49 3346.520 3207.08 3232.58 4660200 3232.58
## 2021-01-28 3235.04 3301.680 3228.69 3237.62 3149200 3237.62
## 2021-01-29 3230.00 3236.990 3184.55 3206.20 4293600 3206.20
## 2021-02-01 3242.36 3350.260 3235.03 3342.88 4160200 3342.88
## 2021-02-02 3380.00 3427.740 3361.13 3380.00 7098600 3380.00
## 2021-02-03 3425.01 3434.000 3308.62 3312.53 7088800 3312.53
## 2021-02-04 3330.00 3347.000 3277.75 3331.00 3670700 3331.00
## 2021-02-05 3319.00 3377.000 3302.71 3352.15 3620800 3352.15
## 2021-02-08 3358.50 3365.000 3304.00 3322.94 3257400 3322.94
## 2021-02-09 3312.49 3338.000 3297.84 3305.00 2203500 3305.00
## 2021-02-10 3314.00 3317.950 3254.00 3286.58 3151600 3286.58
## 2021-02-11 3292.00 3292.000 3248.06 3262.13 2301400 3262.13
## 2021-02-12 3250.00 3280.250 3233.31 3277.71 2335300 3277.71
## 2021-02-16 3254.05 3308.300 3253.59 3268.95 2574700 3268.95
## 2021-02-17 3263.60 3320.910 3259.50 3308.64 3297500 3308.64
## 2021-02-18 3282.42 3338.000 3273.94 3328.23 3027400 3328.23
## 2021-02-19 3328.23 3333.500 3245.75 3249.90 4305200 3249.90
## 2021-02-22 3208.13 3232.320 3172.26 3180.74 3515700 3180.74
## 2021-02-23 3127.03 3204.730 3093.60 3194.50 4677200 3194.50
## 2021-02-24 3166.75 3171.230 3125.38 3159.53 3011300 3159.53
## 2021-02-25 3136.74 3178.260 3047.76 3057.16 4533800 3057.16
## 2021-02-26 3095.20 3122.440 3036.70 3092.93 4275900 3092.93
## 2021-03-01 3127.89 3149.560 3097.99 3146.14 2729100 3146.14
## 2021-03-02 3143.47 3163.520 3087.12 3094.53 2595800 3094.53
## 2021-03-03 3081.18 3107.780 2995.00 3005.00 3988700 3005.00
## 2021-03-04 3012.00 3058.130 2945.43 2977.57 5481600 2977.57
## 2021-03-05 3005.00 3009.000 2881.00 3000.46 5388600 3000.46
## 2021-03-08 3015.00 3064.590 2951.31 2951.95 4185000 2951.95
## 2021-03-09 3017.99 3090.960 3005.15 3062.85 4030000 3062.85
## 2021-03-10 3098.45 3116.460 3030.05 3057.64 3012500 3057.64
## 2021-03-11 3104.01 3131.780 3082.93 3113.59 2776400 3113.59
## 2021-03-12 3075.00 3098.980 3045.50 3089.49 2421900 3089.49
## 2021-03-15 3074.57 3082.240 3032.09 3081.68 2913600 3081.68
## 2021-03-16 3104.97 3128.910 3075.86 3091.86 2538800 3091.86
## 2021-03-17 3073.22 3173.050 3070.22 3135.73 3118600 3135.73
## 2021-03-18 3101.00 3116.630 3025.00 3027.99 3649600 3027.99
## 2021-03-19 3029.23 3077.290 3016.63 3074.96 4625400 3074.96
## 2021-03-22 3067.85 3126.580 3060.05 3110.87 2902200 3110.87
## 2021-03-23 3127.00 3182.000 3120.85 3137.50 3817300 3137.50
## 2021-03-24 3151.04 3160.310 3085.15 3087.07 2959000 3087.07
## 2021-03-25 3072.99 3109.780 3037.14 3046.26 3563500 3046.26
## 2021-03-26 3044.06 3056.660 2996.00 3052.03 3312900 3052.03
## 2021-03-29 3055.44 3091.250 3028.45 3075.73 2746000 3075.73
## 2021-03-30 3070.01 3073.000 3034.00 3055.29 2337600 3055.29
## 2021-03-31 3064.06 3119.330 3062.50 3094.08 3093900 3094.08
## 2021-04-01 3117.94 3162.440 3115.55 3161.00 2940300 3161.00
## 2021-04-05 3173.00 3235.960 3161.24 3226.73 3334900 3226.73
## 2021-04-06 3223.75 3247.310 3217.04 3223.82 2537800 3223.82
## 2021-04-07 3233.80 3303.610 3223.65 3279.39 3346200 3279.39
## 2021-04-08 3310.90 3324.500 3292.00 3299.30 2812100 3299.30
## 2021-04-09 3304.70 3372.200 3288.90 3372.20 4341500 3372.20
## 2021-04-12 3355.21 3395.040 3351.15 3379.39 3281800 3379.39
## 2021-04-13 3400.85 3432.000 3395.63 3400.00 3315800 3400.00
## 2021-04-14 3404.04 3404.130 3326.00 3333.00 3145200 3333.00
## 2021-04-15 3371.00 3397.000 3352.00 3379.09 3233600 3379.09
## 2021-04-16 3380.00 3406.800 3355.59 3399.44 3186000 3399.44
## 2021-04-19 3390.33 3435.930 3360.16 3372.01 2725400 3372.01
## 2021-04-20 3373.60 3382.990 3316.00 3334.69 2623000 3334.69
## 2021-04-21 3316.00 3362.860 3303.81 3362.02 2211200 3362.02
## 2021-04-22 3371.68 3372.870 3301.45 3309.04 2580600 3309.04
## 2021-04-23 3319.10 3375.000 3308.50 3340.88 3192800 3340.88
## 2021-04-26 3348.00 3428.450 3330.94 3409.00 4880700 3409.00
## 2021-04-27 3443.47 3460.000 3398.01 3417.43 3827100 3417.43
## 2021-04-28 3434.80 3489.880 3425.00 3458.50 4631900 3458.50
## 2021-04-29 3505.10 3514.450 3435.00 3471.31 7682400 3471.31
## 2021-04-30 3525.12 3554.000 3462.50 3467.42 7009300 3467.42
## 2021-05-03 3484.73 3486.650 3372.70 3386.49 5875500 3386.49
## 2021-05-04 3356.19 3367.980 3272.13 3311.87 5439400 3311.87
## 2021-05-05 3338.86 3354.700 3264.36 3270.54 3711300 3270.54
## 2021-05-06 3270.00 3314.400 3247.20 3306.37 4447700 3306.37
## 2021-05-07 3319.09 3330.890 3289.07 3291.61 4710300 3291.61
## 2021-05-10 3282.32 3283.000 3190.00 3190.49 5838600 3190.49
## 2021-05-11 3136.28 3238.000 3127.37 3223.91 4619800 3223.91
## 2021-05-12 3185.00 3207.940 3133.10 3151.94 4936400 3151.94
## 2021-05-13 3185.47 3203.840 3133.00 3161.47 3350900 3161.47
## 2021-05-14 3185.56 3228.860 3183.00 3222.90 3325000 3222.90
## 2021-05-17 3245.93 3292.750 3234.59 3270.39 3723900 3270.39
## 2021-05-18 3292.58 3312.000 3230.37 3232.28 2828400 3232.28
## 2021-05-19 3195.00 3234.750 3184.00 3231.80 2679700 3231.80
## 2021-05-20 3244.40 3259.680 3236.18 3247.68 2633200 3247.68
## 2021-05-21 3250.00 3256.690 3197.01 3203.08 4104900 3203.08
## 2021-05-24 3215.50 3257.950 3210.50 3244.99 2422800 3244.99
## 2021-05-25 3266.67 3279.820 3213.76 3259.05 3261100 3259.05
## 2021-05-26 3274.59 3295.730 3258.51 3265.16 2384000 3265.16
## 2021-05-27 3256.00 3260.360 3230.04 3230.11 2561200 3230.11
## 2021-05-28 3242.00 3247.990 3219.70 3223.07 2329800 3223.07
## 2021-06-01 3243.50 3250.980 3209.06 3218.65 2430000 3218.65
## 2021-06-02 3223.10 3235.000 3208.00 3233.99 2014500 3233.99
## 2021-06-03 3204.23 3214.440 3184.03 3187.01 2398300 3187.01
## 2021-06-04 3212.00 3221.000 3198.81 3206.22 2249700 3206.22
## 2021-06-07 3197.33 3208.000 3172.20 3198.01 2215800 3198.01
## 2021-06-08 3222.61 3279.530 3218.01 3264.11 3416700 3264.11
## 2021-06-09 3272.87 3297.580 3270.70 3281.15 2455500 3281.15
## 2021-06-10 3282.01 3351.000 3281.15 3349.65 3476500 3349.65
## 2021-06-11 3349.65 3366.580 3333.45 3346.83 2817400 3346.83
## 2021-06-14 3346.83 3385.000 3335.50 3383.87 2569700 3383.87
## 2021-06-15 3384.00 3396.990 3363.11 3383.13 2426200 3383.13
## 2021-06-16 3392.00 3426.350 3360.53 3415.25 4202800 3415.25
## 2021-06-17 3403.18 3497.200 3401.00 3489.24 5136500 3489.24
## 2021-06-18 3479.99 3507.000 3473.71 3486.90 5204900 3486.90
## 2021-06-21 3476.42 3482.000 3434.00 3453.96 3273400 3453.96
## 2021-06-22 3458.06 3523.752 3456.09 3505.44 3345082 3505.44
head(datas$AMZN)
## AMZN.Open AMZN.High AMZN.Low AMZN.Close AMZN.Volume AMZN.Adjusted
## 2005-01-03 44.95 45.44 44.21 44.52 10446500 44.52
## 2005-01-04 42.67 43.26 41.50 42.14 19418500 42.14
## 2005-01-05 41.57 42.76 41.56 41.77 8354200 41.77
## 2005-01-06 41.81 42.25 40.90 41.05 8700900 41.05
## 2005-01-07 41.38 42.69 41.16 42.32 9836600 42.32
## 2005-01-10 41.94 42.96 41.71 41.84 7347900 41.84
#
bt.prep(datas, align='remove.na')
names(datas)
## [1] "prices" "AAPL" "dates" "weight"
## [5] "F" "NLY" ".getSymbols" "AMC"
## [9] "symbolnames" "AMD" "execution.price" "AMZN"
## [13] "SPY" "RACE"
#
head(datas$SPY)
## SPY.Open SPY.High SPY.Low SPY.Close SPY.Volume SPY.Adjusted
## 2015-10-21 183.1716 183.3335 181.4083 181.5883 102038000 181.5883
## 2015-10-22 182.6048 184.8808 181.5882 184.6559 174911700 184.6559
## 2015-10-23 186.4462 187.0759 185.5916 186.6801 144442300 186.6801
## 2015-10-26 186.4912 186.5541 185.8254 186.2213 69033000 186.2213
## 2015-10-27 185.5016 186.2213 185.1327 185.8614 77905800 185.8614
## 2015-10-28 186.2213 188.0025 185.5106 187.9755 135906700 187.9755
head(datas$prices)
## AAPL AMC AMD AMZN F NLY RACE SPY
## 2015-10-21 26.15297 19.17625 2.10 555.77 11.61648 5.411540 52.29956 181.5883
## 2015-10-22 26.55299 19.55993 2.14 563.91 11.74463 5.422170 53.96364 184.6559
## 2015-10-23 27.37602 20.07150 2.21 599.03 11.81248 5.411540 53.61180 186.6801
## 2015-10-26 26.50241 20.00379 2.15 608.61 11.82001 5.422170 52.31858 186.2213
## 2015-10-27 26.33459 19.71792 2.15 611.01 11.22449 5.305220 51.20602 185.8614
## 2015-10-28 27.41970 20.60564 2.18 617.10 11.39963 5.321169 49.32324 187.9755
#
prices_monthly <- to.monthly(datas$prices, indexAt = "last", OHLC = FALSE) # indexAt = 'endof'
head(prices_monthly)
## AAPL AMC AMD AMZN F NLY RACE SPY
## 2015-10-30 27.47258 20.59059 2.12 625.90 11.277796 5.289275 47.95394 187.0579
## 2015-11-30 27.31312 19.11607 2.36 664.80 10.912279 5.092589 44.07426 187.7417
## 2015-12-31 24.30244 18.20181 2.87 675.89 10.729517 5.144564 45.64325 184.4970
## 2016-01-29 22.47387 16.53332 2.20 587.00 9.398948 5.210381 37.81734 175.3115
## 2016-02-29 22.44493 18.22457 2.14 552.52 9.847643 5.555911 36.11523 175.1667
## 2016-03-31 25.30017 21.39668 2.85 593.64 10.626953 5.794191 39.65258 186.9495
monthly.ret <- na.omit(Return.calculate(prices_monthly, method = "discrete"))
head(monthly.ret)
## AAPL AMC AMD AMZN F
## 2015-11-30 -0.005804261 -0.07161145 0.11320755 0.06215044 -0.03241032
## 2015-12-31 -0.110228381 -0.04782641 0.21610169 0.01668175 -0.01674829
## 2016-01-29 -0.075242366 -0.09166652 -0.23344948 -0.13151550 -0.12401015
## 2016-02-29 -0.001287673 0.10229338 -0.02727273 -0.05873932 0.04773885
## 2016-03-31 0.127211017 0.17405681 0.33177570 0.07442263 0.07913670
## 2016-04-29 -0.139921239 0.00678811 0.24561404 0.11109428 0.01552289
## NLY RACE SPY
## 2015-11-30 -0.03718581 -0.08090422 0.0036551833
## 2015-12-31 0.01020601 0.03559873 -0.0172826538
## 2016-01-29 0.01279350 -0.17145824 -0.0497863979
## 2016-02-29 0.06631569 -0.04500882 -0.0008261692
## 2016-03-31 0.04288766 0.09794641 0.0672662490
## 2016-04-29 0.01559441 0.09952017 0.0039410106
#
# download Fama-French factors from website
url <- "http://mba.tuck.dartmouth.edu/pages/faculty/ken.french/ftp/F-F_Research_Data_Factors_daily_CSV.zip"
temp <- tempfile()
download.file(url, temp, method = "libcurl", mode = "wb")
unzip(temp, "F-F_Research_Data_Factors_daily.CSV")
unlink(temp)
#
mydata <- read.csv("F-F_Research_Data_Factors_daily.CSV", skip = 4)
mydata <- mydata[-nrow(mydata), ] # remove last row
fama_lib <- xts(x = mydata[, c(2,3,4)], order.by = as.Date(paste(mydata[, 1]), "%Y%m%d"))
str(fama_lib)
## An 'xts' object on 1926-07-01/2021-04-30 containing:
## Data: num [1:24978, 1:3] 0.1 0.45 0.17 0.09 0.21 -0.71 0.62 0.04 0.48 0.04 ...
## - attr(*, "dimnames")=List of 2
## ..$ : NULL
## ..$ : chr [1:3] "Mkt.RF" "SMB" "HML"
## Indexed by objects of class: [Date] TZ: UTC
## xts Attributes:
## NULL
head(fama_lib)
## Mkt.RF SMB HML
## 1926-07-01 0.10 -0.24 -0.28
## 1926-07-02 0.45 -0.32 -0.08
## 1926-07-06 0.17 0.27 -0.35
## 1926-07-07 0.09 -0.59 0.03
## 1926-07-08 0.21 -0.36 0.15
## 1926-07-09 -0.71 0.44 0.56
#
dates <- '2010-01::2021-03'
X <- monthly.ret[dates]
head(X)
## AAPL AMC AMD AMZN F
## 2015-11-30 -0.005804261 -0.07161145 0.11320755 0.06215044 -0.03241032
## 2015-12-31 -0.110228381 -0.04782641 0.21610169 0.01668175 -0.01674829
## 2016-01-29 -0.075242366 -0.09166652 -0.23344948 -0.13151550 -0.12401015
## 2016-02-29 -0.001287673 0.10229338 -0.02727273 -0.05873932 0.04773885
## 2016-03-31 0.127211017 0.17405681 0.33177570 0.07442263 0.07913670
## 2016-04-29 -0.139921239 0.00678811 0.24561404 0.11109428 0.01552289
## NLY RACE SPY
## 2015-11-30 -0.03718581 -0.08090422 0.0036551833
## 2015-12-31 0.01020601 0.03559873 -0.0172826538
## 2016-01-29 0.01279350 -0.17145824 -0.0497863979
## 2016-02-29 0.06631569 -0.04500882 -0.0008261692
## 2016-03-31 0.04288766 0.09794641 0.0672662490
## 2016-04-29 0.01559441 0.09952017 0.0039410106
dim(X)
## [1] 65 8
#
fama_lib_month <- to.monthly(fama_lib, indexAt = "last", OHLC = FALSE) # indexAt = 'endof'
head(fama_lib_month)
## Mkt.RF SMB HML
## 1926-07-31 0.46 -0.12 -0.17
## 1926-08-31 0.58 -0.52 -0.04
## 1926-09-30 0.30 -0.22 0.06
## 1926-10-30 -0.25 0.20 0.25
## 1926-11-30 0.26 0.03 -0.50
## 1926-12-31 0.33 0.30 0.67
f <- fama_lib_month[dates]/100
head(f)
## Mkt.RF SMB HML
## 2010-01-29 -0.0097 -0.0004 -0.0046
## 2010-02-26 0.0013 -0.0056 0.0039
## 2010-03-31 -0.0036 -0.0052 0.0018
## 2010-04-30 -0.0172 -0.0097 -0.0086
## 2010-05-28 -0.0118 0.0008 -0.0065
## 2010-06-30 -0.0098 0.0004 -0.0031
dim(f)
## [1] 135 3
#======================================================================
# Use Professor Palomar's package to compute estimated coefficients
# Based on CAPM model, compute covariance matrix for the 8-asset portfolio by using past 60-month returns from 2010/01 - 2014/12.
#======================================================================
devtools::install_github("dppalomar/covFactorModel")
## Skipping install of 'covFactorModel' from a github remote, the SHA1 (1e7cc3df) has not changed since last install.
## Use `force = TRUE` to force installation
library(covFactorModel)
#
insample_range <- '2010-01::2014-12'
one_factor_model <- factorModel(f[insample_range], type = "M", econ_fact = f$Mkt.RF[insample_range])
names(one_factor_model)
## [1] "alpha" "beta" "factors" "residual"
cbind(alpha = one_factor_model$alpha, beta = one_factor_model$beta)
## alpha Mkt.RF
## Mkt.RF 0.0000000000 1.0000000
## SMB -0.0003343617 0.1573666
## HML -0.0001937723 0.1475380
#======================================================================
# we can do the fitting using a more compact matrix notation
F_ <- cbind(ones = 1, f$Mkt.RF[insample_range])
Gamma <- t(f[insample_range]) %*% F_ %*% solve(t(F_) %*% F_) # better: Gamma <- t(solve(t(F_) %*% F_, t(F_) %*% X))
colnames(Gamma) <- c("alpha", "beta")
alpha <- Gamma[, 1] # or alpha <- Gamma[, "alpha"]
beta <- Gamma[, 2] # or beta <- Gamma[, "beta"]
print(Gamma)
## alpha beta
## Mkt.RF -1.084202e-19 1.0000000
## SMB -3.343617e-04 0.1573666
## HML -1.937723e-04 0.1475380
# compute Sigma
X <- f[insample_range]
f <- f$Mkt.RF[insample_range]
T <- dim(X)[1]
E <- xts(t(t(X) - Gamma %*% t(F_)), index(X)) # residuals
Psi <- (1/(T-2)) * t(E) %*% E
Sigma <- as.numeric(var(f)) * beta %o% beta + diag(diag(Psi))
Sigma # This is covariance matrix computed from single factor model
## Mkt.RF SMB HML
## Mkt.RF 1.092263e-04 1.718856e-05 1.611503e-05
## SMB 1.718856e-05 2.450767e-05 2.535966e-06
## HML 1.611503e-05 2.535966e-06 1.616929e-05
#=======================================================================
# We can also use lm() to compute estimated coefficients
fit = lm(formula = X~f)
sigF = as.numeric(var(f))
beta_ = as.matrix(fit$coefficients)
beta_ = as.matrix(beta_[-1,])
beta_
## [,1]
## Mkt.RF 1.0000000
## SMB 0.1573666
## HML 0.1475380
sigeps = crossprod(fit$residuals)/(T-2)
# sigeps = as.matrix(var(fit$residuals)) # you can use this way too
sigeps = diag(diag(sigeps))
sigeps
## [,1] [,2] [,3]
## [1,] 9.592845e-36 0.000000e+00 0.000000e+00
## [2,] 0.000000e+00 2.180277e-05 0.000000e+00
## [3,] 0.000000e+00 0.000000e+00 1.379171e-05
cov_1f = sigF*beta_%*%t(beta_)+sigeps
cov_1f # This is covariance matrix computed from single factor model (from lm())
## Mkt.RF SMB HML
## Mkt.RF 1.092263e-04 1.718856e-05 1.611503e-05
## SMB 1.718856e-05 2.450767e-05 2.535966e-06
## HML 1.611503e-05 2.535966e-06 1.616929e-05
#=======================================================================
# Backtesting portfolio using SIT package
#=======================================================================
dates <- '2005-01::2021-03'
X <- monthly.ret[dates]
head(X)
## AAPL AMC AMD AMZN F
## 2015-11-30 -0.005804261 -0.07161145 0.11320755 0.06215044 -0.03241032
## 2015-12-31 -0.110228381 -0.04782641 0.21610169 0.01668175 -0.01674829
## 2016-01-29 -0.075242366 -0.09166652 -0.23344948 -0.13151550 -0.12401015
## 2016-02-29 -0.001287673 0.10229338 -0.02727273 -0.05873932 0.04773885
## 2016-03-31 0.127211017 0.17405681 0.33177570 0.07442263 0.07913670
## 2016-04-29 -0.139921239 0.00678811 0.24561404 0.11109428 0.01552289
## NLY RACE SPY
## 2015-11-30 -0.03718581 -0.08090422 0.0036551833
## 2015-12-31 0.01020601 0.03559873 -0.0172826538
## 2016-01-29 0.01279350 -0.17145824 -0.0497863979
## 2016-02-29 0.06631569 -0.04500882 -0.0008261692
## 2016-03-31 0.04288766 0.09794641 0.0672662490
## 2016-04-29 0.01559441 0.09952017 0.0039410106
dim(X)
## [1] 65 8
tail(X)
## AAPL AMC AMD AMZN F
## 2020-10-30 -0.060012091 -0.4989384 -0.08171725 -0.0357541227 0.16066066
## 2020-11-30 0.095493246 0.8093220 0.23070797 0.0434399293 0.17464424
## 2020-12-31 0.114573679 -0.5035129 -0.01025259 0.0280583237 -0.03193833
## 2021-01-29 -0.005501554 5.2547170 -0.06618689 -0.0155760124 0.19795222
## 2021-02-26 -0.079712004 -0.3959276 -0.01319473 -0.0353284326 0.11111111
## 2021-03-31 0.007339586 0.2746567 -0.07111587 0.0003718629 0.04700855
## NLY RACE SPY
## 2020-10-30 -0.004213405 -0.03080015 -0.02493365
## 2020-11-30 0.128349614 0.18321935 0.10877692
## 2020-12-31 0.084450834 0.08720575 0.03704831
## 2021-01-29 -0.039053183 -0.09297671 -0.01019039
## 2021-02-26 0.023399066 -0.05187811 0.02780547
## 2021-03-31 0.061464470 0.06028977 0.04539929
#
prices_monthly <- to.monthly(datas$prices, indexAt = "last", OHLC = FALSE) # indexAt = 'endof'
head(prices_monthly)
## AAPL AMC AMD AMZN F NLY RACE SPY
## 2015-10-30 27.47258 20.59059 2.12 625.90 11.277796 5.289275 47.95394 187.0579
## 2015-11-30 27.31312 19.11607 2.36 664.80 10.912279 5.092589 44.07426 187.7417
## 2015-12-31 24.30244 18.20181 2.87 675.89 10.729517 5.144564 45.64325 184.4970
## 2016-01-29 22.47387 16.53332 2.20 587.00 9.398948 5.210381 37.81734 175.3115
## 2016-02-29 22.44493 18.22457 2.14 552.52 9.847643 5.555911 36.11523 175.1667
## 2016-03-31 25.30017 21.39668 2.85 593.64 10.626953 5.794191 39.65258 186.9495
prices_monthly <- prices_monthly[dates]
head(prices_monthly)
## AAPL AMC AMD AMZN F NLY RACE SPY
## 2015-10-30 27.47258 20.59059 2.12 625.90 11.277796 5.289275 47.95394 187.0579
## 2015-11-30 27.31312 19.11607 2.36 664.80 10.912279 5.092589 44.07426 187.7417
## 2015-12-31 24.30244 18.20181 2.87 675.89 10.729517 5.144564 45.64325 184.4970
## 2016-01-29 22.47387 16.53332 2.20 587.00 9.398948 5.210381 37.81734 175.3115
## 2016-02-29 22.44493 18.22457 2.14 552.52 9.847643 5.555911 36.11523 175.1667
## 2016-03-31 25.30017 21.39668 2.85 593.64 10.626953 5.794191 39.65258 186.9495
tail(prices_monthly)
## AAPL AMC AMD AMZN F NLY RACE SPY
## 2020-10-30 108.3264 2.36 75.29 3036.15 7.73 6.732790 177.5456 324.0925
## 2020-11-30 118.6708 4.27 92.66 3168.04 9.08 7.596941 210.0754 359.3463
## 2020-12-31 132.2673 2.12 91.71 3256.93 8.79 8.238509 228.3951 372.6595
## 2021-01-29 131.5397 13.26 85.64 3206.20 10.53 7.916769 207.1597 368.8619
## 2021-02-26 121.0544 8.01 84.51 3092.93 11.70 8.102014 196.4127 379.1183
## 2021-03-31 121.9429 10.21 78.50 3094.08 12.25 8.600000 208.2543 396.3300
#
#*****************************************************************
# Code Strategies
#******************************************************************
# We need to create environment variable required by SIT
# data_m <- new.env()
#
# data_m$CLNE <- prices_monthly$CLNE
# colnames(data_m$CLNE) <- 'Close'
# head(data_m$CLNE)
# Change column names to Close which will be consistent with the requirement of SIT package
# data_m$SPY <- prices_monthly$AMC %>% `colnames<-` (c("Close"))
# data_m$QQQ <- prices_monthly$SPY %>% `colnames<-` (c("Close"))
# data_m$EEM <- prices_monthly$F %>% `colnames<-` (c("Close"))
# data_m$IWM <- prices_monthly$AAPL %>% `colnames<-` (c("Close"))
# data_m$EFA <- prices_monthly$AMD %>% `colnames<-` (c("Close"))
# data_m$TLT <- prices_monthly$RACE %>% `colnames<-` (c("Close"))
# data_m$IYR <- prices_monthly$NLY %>% `colnames<-` (c("Close"))
# data_m$GLD <- prices_monthly$AMZN %>% `colnames<-` (c("Close"))
# names(data_m)
# head(data_m$RACE)
# Using loop to save time in naming
data_m <- list()
#i = 1
for ( i in 1:length(tickers)){
data_m[[tickers[i]]] <- prices_monthly[,i] %>% `colnames<-` (c("Close"))
}
# data_env <- new.env()
# list2env(data_m, envir = data_env)
# convert from list to environment variable because SIT package requires
# the input data to be environmental variable which can be processed using bt.prep()
data_m <- list2env(data_m)
names(data_m)
## [1] "AMZN" "NLY" "RACE" "AMD" "AAPL" "F" "SPY" "AMC"
# Check if the column name is 'Close'
head(data_m$F)
## Close
## 2015-10-30 2.12
## 2015-11-30 2.36
## 2015-12-31 2.87
## 2016-01-29 2.20
## 2016-02-29 2.14
## 2016-03-31 2.85
#
bt.prep(data_m, align='remove.na', dates = dates)
names(data_m)
## [1] "prices" "execution.price" "weight" "dates"
## [5] "symbolnames" "AMZN" "NLY" "RACE"
## [9] "AMD" "AAPL" "F" "SPY"
## [13] "AMC"
#===============================================================
# Equal weighting portfolio
# Equal Weight 1/N Benchmark
#===============================================================
models <- list()
prices <- data_m$prices
# data_m$weight[] = NA
N <- length(tickers)
data_m$weight = ntop(prices, N)
head(data_m$weight)
## AAPL AMC AMD AMZN F NLY RACE SPY
## 2015-10-30 0.125 0.125 0.125 0.125 0.125 0.125 0.125 0.125
## 2015-11-30 0.125 0.125 0.125 0.125 0.125 0.125 0.125 0.125
## 2015-12-31 0.125 0.125 0.125 0.125 0.125 0.125 0.125 0.125
## 2016-01-29 0.125 0.125 0.125 0.125 0.125 0.125 0.125 0.125
## 2016-02-29 0.125 0.125 0.125 0.125 0.125 0.125 0.125 0.125
## 2016-03-31 0.125 0.125 0.125 0.125 0.125 0.125 0.125 0.125
data_m$weight[1:59] <- NA
models$equal.weight = bt.run.share(data_m)
## Latest weights :
## AAPL AMC AMD AMZN F NLY RACE SPY
## 2021-03-31 9.12 40.92 9.63 18.82 370.17 38.03 14.22 3.61
##
## Performance summary :
## CAGR Best Worst
## 42.8 225.7 -45.4
# head(models$equal.weight$ret, 62)
# Slightly difference between bt.run.share() and bt.run()
capital = 100000
data_m$weight[] = (capital / prices) * data_m$weight
models$equal.weight.share = bt.run(data_m, type='share')
## Latest weights :
## AAPL AMC AMD AMZN F NLY RACE SPY
## 2021-03-31 12.5 12.5 12.5 12.5 12.5 12.5 12.5 12.5
##
## Performance summary :
## CAGR Best Worst
## 31.6 65.3 -17.9
# head(models$equal.weight.share$ret, 62)
# head(equal.weight$ret)
#================================================================
# MVP portfolio
#*****************************************************************
# Create Constraints
#*****************************************************************
constraints = new.constraints(N, lb = -Inf, ub = +Inf)
# SUM x.i = 1
constraints = add.constraints(rep(1, N), 1, type = '=', constraints)
#
ret = prices / mlag(prices) - 1
weight = coredata(ret)
weight[] = NA
#
# head(data_m$weight)
# compute covariance matrix based on historical 60 months return
# i = 60
# To make covariance matrix estimate more stable, use the Ledoit-Wolf covariance shrinkage estimator from tawny package
# 1. ia$cov = tawny::cov.shrink(hist) or
# 2. ia$cov = cor(coredata(hist), use='complete.obs', method='spearman') * (s0 %*% t(s0)) or
# 3. ia$cov = cor(coredata(hist), use='complete.obs', method='kendall') * (s0 %*% t(s0)
# i = 60
for( i in 60:dim(weight)[1]) {
hist = ret[ (i- 60 + 1):i, ]
# create historical input assumptions
ia = create.historical.ia(hist, 12) # 12 is annulized factor for monthly returns
s0 = apply(na.omit(coredata(hist)), 2, sd)
ia$cov = cor(coredata(hist), use='complete.obs',method='pearson') * (s0 %*% t(s0))
weight[i,] = min.risk.portfolio(ia, constraints) # use SIT's function min.risk.portfolio()
}
## Loading required package: kernlab
##
## Attaching package: 'kernlab'
## The following object is masked from 'package:SIT':
##
## cross
## The following object is masked from 'package:purrr':
##
## cross
dim(weight)
## [1] 66 8
# 195 8
head(weight, 70)
## AAPL AMC AMD AMZN F NLY
## [1,] NA NA NA NA NA NA
## [2,] NA NA NA NA NA NA
## [3,] NA NA NA NA NA NA
## [4,] NA NA NA NA NA NA
## [5,] NA NA NA NA NA NA
## [6,] NA NA NA NA NA NA
## [7,] NA NA NA NA NA NA
## [8,] NA NA NA NA NA NA
## [9,] NA NA NA NA NA NA
## [10,] NA NA NA NA NA NA
## [11,] NA NA NA NA NA NA
## [12,] NA NA NA NA NA NA
## [13,] NA NA NA NA NA NA
## [14,] NA NA NA NA NA NA
## [15,] NA NA NA NA NA NA
## [16,] NA NA NA NA NA NA
## [17,] NA NA NA NA NA NA
## [18,] NA NA NA NA NA NA
## [19,] NA NA NA NA NA NA
## [20,] NA NA NA NA NA NA
## [21,] NA NA NA NA NA NA
## [22,] NA NA NA NA NA NA
## [23,] NA NA NA NA NA NA
## [24,] NA NA NA NA NA NA
## [25,] NA NA NA NA NA NA
## [26,] NA NA NA NA NA NA
## [27,] NA NA NA NA NA NA
## [28,] NA NA NA NA NA NA
## [29,] NA NA NA NA NA NA
## [30,] NA NA NA NA NA NA
## [31,] NA NA NA NA NA NA
## [32,] NA NA NA NA NA NA
## [33,] NA NA NA NA NA NA
## [34,] NA NA NA NA NA NA
## [35,] NA NA NA NA NA NA
## [36,] NA NA NA NA NA NA
## [37,] NA NA NA NA NA NA
## [38,] NA NA NA NA NA NA
## [39,] NA NA NA NA NA NA
## [40,] NA NA NA NA NA NA
## [41,] NA NA NA NA NA NA
## [42,] NA NA NA NA NA NA
## [43,] NA NA NA NA NA NA
## [44,] NA NA NA NA NA NA
## [45,] NA NA NA NA NA NA
## [46,] NA NA NA NA NA NA
## [47,] NA NA NA NA NA NA
## [48,] NA NA NA NA NA NA
## [49,] NA NA NA NA NA NA
## [50,] NA NA NA NA NA NA
## [51,] NA NA NA NA NA NA
## [52,] NA NA NA NA NA NA
## [53,] NA NA NA NA NA NA
## [54,] NA NA NA NA NA NA
## [55,] NA NA NA NA NA NA
## [56,] NA NA NA NA NA NA
## [57,] NA NA NA NA NA NA
## [58,] NA NA NA NA NA NA
## [59,] NA NA NA NA NA NA
## [60,] -0.12704393 -0.10635315 -0.2185354 1.629431 -0.1125724 0.056158407
## [61,] -0.11998681 -0.10985085 -0.1888023 1.616511 -0.1128446 0.047615893
## [62,] -0.10667218 -0.10208198 -0.2000511 1.633451 -0.1148544 0.033265287
## [63,] -0.09195206 -0.10251643 -0.1744494 1.644411 -0.1180691 0.009761732
## [64,] -0.07201248 -0.10585334 -0.1491119 1.576736 -0.1279059 0.022232465
## [65,] -0.06583949 -0.09565430 -0.1608524 1.551752 -0.1268460 0.035708610
## [66,] -0.05747075 -0.08099137 -0.1471977 1.514169 -0.1146523 0.029840961
## RACE SPY
## [1,] NA NA
## [2,] NA NA
## [3,] NA NA
## [4,] NA NA
## [5,] NA NA
## [6,] NA NA
## [7,] NA NA
## [8,] NA NA
## [9,] NA NA
## [10,] NA NA
## [11,] NA NA
## [12,] NA NA
## [13,] NA NA
## [14,] NA NA
## [15,] NA NA
## [16,] NA NA
## [17,] NA NA
## [18,] NA NA
## [19,] NA NA
## [20,] NA NA
## [21,] NA NA
## [22,] NA NA
## [23,] NA NA
## [24,] NA NA
## [25,] NA NA
## [26,] NA NA
## [27,] NA NA
## [28,] NA NA
## [29,] NA NA
## [30,] NA NA
## [31,] NA NA
## [32,] NA NA
## [33,] NA NA
## [34,] NA NA
## [35,] NA NA
## [36,] NA NA
## [37,] NA NA
## [38,] NA NA
## [39,] NA NA
## [40,] NA NA
## [41,] NA NA
## [42,] NA NA
## [43,] NA NA
## [44,] NA NA
## [45,] NA NA
## [46,] NA NA
## [47,] NA NA
## [48,] NA NA
## [49,] NA NA
## [50,] NA NA
## [51,] NA NA
## [52,] NA NA
## [53,] NA NA
## [54,] NA NA
## [55,] NA NA
## [56,] NA NA
## [57,] NA NA
## [58,] NA NA
## [59,] NA NA
## [60,] -0.07292179 -0.048162970
## [61,] -0.07428688 -0.058355754
## [62,] -0.06747433 -0.075582730
## [63,] -0.11068140 -0.056504074
## [64,] -0.14611518 0.002030362
## [65,] -0.14152330 0.003254818
## [66,] -0.14624415 0.002546063
tail(weight)
## AAPL AMC AMD AMZN F NLY
## [61,] -0.11998681 -0.10985085 -0.1888023 1.616511 -0.1128446 0.047615893
## [62,] -0.10667218 -0.10208198 -0.2000511 1.633451 -0.1148544 0.033265287
## [63,] -0.09195206 -0.10251643 -0.1744494 1.644411 -0.1180691 0.009761732
## [64,] -0.07201248 -0.10585334 -0.1491119 1.576736 -0.1279059 0.022232465
## [65,] -0.06583949 -0.09565430 -0.1608524 1.551752 -0.1268460 0.035708610
## [66,] -0.05747075 -0.08099137 -0.1471977 1.514169 -0.1146523 0.029840961
## RACE SPY
## [61,] -0.07428688 -0.058355754
## [62,] -0.06747433 -0.075582730
## [63,] -0.11068140 -0.056504074
## [64,] -0.14611518 0.002030362
## [65,] -0.14152330 0.003254818
## [66,] -0.14624415 0.002546063
# Assign minimum variance weights to data_m$weight
capital = 100000
data_m$weight <- data_m$prices
data_m$weight[] <- NA
data_m$weight[] <- weight
data_m$weight[] = (capital / prices) * data_m$weight
models$mvp.hist.cov = bt.run(data_m, type='share')
## Latest weights :
## AAPL AMC AMD AMZN F NLY RACE SPY
## 2021-03-31 -6.58 -9.57 -16.09 155.18 -12.68 3.57 -14.15 0.33
##
## Performance summary :
## CAGR Best Worst
## -3.8 8.9 -33.5
#=================================================================
# CAPM model (single factor model)
#*****************************************************************
# Create Constraints
#*****************************************************************
constraints = new.constraints(N, lb = -Inf, ub = +Inf)
# SUM x.i = 1
constraints = add.constraints(rep(1, N), 1, type = '=', constraints)
#
ret = prices / mlag(prices) - 1
weight_1 = coredata(ret)
weight_1[] = NA
#
# head(data_m$weight)
# compute covariance matrix based on historical 60 months returns
# i = 60
f <- fama_lib_month[dates]/100
for( i in 60:dim(weight_1)[1]) {
hist = ret[ (i- 60 + 1):i, ]
Xi <- hist
fi <- f$Mkt.RF[(i - 60 + 1):i, ]
fiti = lm(formula = Xi ~ fi)
sigF = as.numeric(var(fi))
beta_ = as.matrix(fiti$coefficients)
beta_ = as.matrix(beta_[-1,])
sigeps = crossprod(fiti$residuals)/(T-2)
# sigeps = as.matrix(var(fit$residuals)) # you can use this way too
sigeps = diag(diag(sigeps))
cov_1f = sigF*beta_%*%t(beta_)+sigeps
# cov_1f
ia$cov = cov_1f
weight_1[i, ] = min.risk.portfolio(ia, constraints)
}
dim(weight_1)
## [1] 66 8
# 195 8
head(weight_1, 70)
## AAPL AMC AMD AMZN F NLY RACE
## [1,] NA NA NA NA NA NA NA
## [2,] NA NA NA NA NA NA NA
## [3,] NA NA NA NA NA NA NA
## [4,] NA NA NA NA NA NA NA
## [5,] NA NA NA NA NA NA NA
## [6,] NA NA NA NA NA NA NA
## [7,] NA NA NA NA NA NA NA
## [8,] NA NA NA NA NA NA NA
## [9,] NA NA NA NA NA NA NA
## [10,] NA NA NA NA NA NA NA
## [11,] NA NA NA NA NA NA NA
## [12,] NA NA NA NA NA NA NA
## [13,] NA NA NA NA NA NA NA
## [14,] NA NA NA NA NA NA NA
## [15,] NA NA NA NA NA NA NA
## [16,] NA NA NA NA NA NA NA
## [17,] NA NA NA NA NA NA NA
## [18,] NA NA NA NA NA NA NA
## [19,] NA NA NA NA NA NA NA
## [20,] NA NA NA NA NA NA NA
## [21,] NA NA NA NA NA NA NA
## [22,] NA NA NA NA NA NA NA
## [23,] NA NA NA NA NA NA NA
## [24,] NA NA NA NA NA NA NA
## [25,] NA NA NA NA NA NA NA
## [26,] NA NA NA NA NA NA NA
## [27,] NA NA NA NA NA NA NA
## [28,] NA NA NA NA NA NA NA
## [29,] NA NA NA NA NA NA NA
## [30,] NA NA NA NA NA NA NA
## [31,] NA NA NA NA NA NA NA
## [32,] NA NA NA NA NA NA NA
## [33,] NA NA NA NA NA NA NA
## [34,] NA NA NA NA NA NA NA
## [35,] NA NA NA NA NA NA NA
## [36,] NA NA NA NA NA NA NA
## [37,] NA NA NA NA NA NA NA
## [38,] NA NA NA NA NA NA NA
## [39,] NA NA NA NA NA NA NA
## [40,] NA NA NA NA NA NA NA
## [41,] NA NA NA NA NA NA NA
## [42,] NA NA NA NA NA NA NA
## [43,] NA NA NA NA NA NA NA
## [44,] NA NA NA NA NA NA NA
## [45,] NA NA NA NA NA NA NA
## [46,] NA NA NA NA NA NA NA
## [47,] NA NA NA NA NA NA NA
## [48,] NA NA NA NA NA NA NA
## [49,] NA NA NA NA NA NA NA
## [50,] NA NA NA NA NA NA NA
## [51,] NA NA NA NA NA NA NA
## [52,] NA NA NA NA NA NA NA
## [53,] NA NA NA NA NA NA NA
## [54,] NA NA NA NA NA NA NA
## [55,] NA NA NA NA NA NA NA
## [56,] NA NA NA NA NA NA NA
## [57,] NA NA NA NA NA NA NA
## [58,] NA NA NA NA NA NA NA
## [59,] NA NA NA NA NA NA NA
## [60,] 0.1040296 0.1014353 0.10929900 0.4080694 0.02336905 0.1125719 0.1157184
## [61,] 0.1054245 0.1009190 0.10455939 0.4106723 0.02399048 0.1141199 0.1173503
## [62,] 0.1119434 0.1059090 0.10314219 0.3985871 0.02511654 0.1170023 0.1202684
## [63,] 0.1119534 0.1090121 0.10292473 0.3996803 0.02524720 0.1160399 0.1185586
## [64,] 0.1188194 0.1077002 0.09937122 0.4069491 0.02719777 0.1230913 0.1153040
## [65,] 0.1201787 0.1056223 0.09821159 0.4077719 0.02731840 0.1229277 0.1164047
## [66,] 0.1191185 0.1062996 0.09830444 0.4098921 0.02775510 0.1227461 0.1142844
## SPY
## [1,] NA
## [2,] NA
## [3,] NA
## [4,] NA
## [5,] NA
## [6,] NA
## [7,] NA
## [8,] NA
## [9,] NA
## [10,] NA
## [11,] NA
## [12,] NA
## [13,] NA
## [14,] NA
## [15,] NA
## [16,] NA
## [17,] NA
## [18,] NA
## [19,] NA
## [20,] NA
## [21,] NA
## [22,] NA
## [23,] NA
## [24,] NA
## [25,] NA
## [26,] NA
## [27,] NA
## [28,] NA
## [29,] NA
## [30,] NA
## [31,] NA
## [32,] NA
## [33,] NA
## [34,] NA
## [35,] NA
## [36,] NA
## [37,] NA
## [38,] NA
## [39,] NA
## [40,] NA
## [41,] NA
## [42,] NA
## [43,] NA
## [44,] NA
## [45,] NA
## [46,] NA
## [47,] NA
## [48,] NA
## [49,] NA
## [50,] NA
## [51,] NA
## [52,] NA
## [53,] NA
## [54,] NA
## [55,] NA
## [56,] NA
## [57,] NA
## [58,] NA
## [59,] NA
## [60,] 0.025507395
## [61,] 0.022964106
## [62,] 0.018031212
## [63,] 0.016583692
## [64,] 0.001567038
## [65,] 0.001564751
## [66,] 0.001599775
tail(weight_1)
## AAPL AMC AMD AMZN F NLY RACE
## [61,] 0.1054245 0.1009190 0.10455939 0.4106723 0.02399048 0.1141199 0.1173503
## [62,] 0.1119434 0.1059090 0.10314219 0.3985871 0.02511654 0.1170023 0.1202684
## [63,] 0.1119534 0.1090121 0.10292473 0.3996803 0.02524720 0.1160399 0.1185586
## [64,] 0.1188194 0.1077002 0.09937122 0.4069491 0.02719777 0.1230913 0.1153040
## [65,] 0.1201787 0.1056223 0.09821159 0.4077719 0.02731840 0.1229277 0.1164047
## [66,] 0.1191185 0.1062996 0.09830444 0.4098921 0.02775510 0.1227461 0.1142844
## SPY
## [61,] 0.022964106
## [62,] 0.018031212
## [63,] 0.016583692
## [64,] 0.001567038
## [65,] 0.001564751
## [66,] 0.001599775
# Assign minimum variance weights to data_m$weight
capital = 100000
data_m$weight <- data_m$prices
data_m$weight[] <- NA
data_m$weight[] <- weight_1
data_m$weight[] = (capital / prices) * data_m$weight
models$mvp.capm.cov = bt.run(data_m, type='share')
## Latest weights :
## AAPL AMC AMD AMZN F NLY RACE SPY
## 2021-03-31 12.02 10.56 9.82 40.78 2.73 12.29 11.64 0.16
##
## Performance summary :
## CAGR Best Worst
## 5 13.7 -2.1
models$mvp.capm.cov$cagr
## [1] 0.05034939
models$mvp.hist.cov$cagr
## [1] -0.03752452
#=================================================================
# FF 3 factor model
#*****************************************************************
# Create Constraints
#*****************************************************************
constraints = new.constraints(N, lb = -Inf, ub = +Inf)
# SUM x.i = 1
constraints = add.constraints(rep(1, N), 1, type = '=', constraints)
#
ret = prices / mlag(prices) - 1
weight_3 = coredata(ret)
weight_3[] = NA
#
# head(data_m$weight)
# compute covariance matrix based on historical 60 months returns
# i = 60
f <- fama_lib_month[dates]/100
for( i in 60:dim(weight_1)[1]) {
hist = ret[ (i- 60 + 1):i, ]
Xi <- hist
fi <- f[(i - 60 + 1):i, ]
fiti = lm(formula = Xi ~ fi)
sigF = as.matrix(var(fi))
beta_ = as.matrix(fiti$coefficients)
beta_ = as.matrix(beta_[-1,])
sigeps = crossprod(fiti$residuals)/(T-4) # note (T - 4)
# sigeps = as.matrix(var(fit$residuals)) # you can use this way too
sigeps = diag(diag(sigeps))
cov_3f = t(beta_)%*% sigF %*% beta_ + sigeps
# cov_1f
ia$cov = cov_3f
weight_3[i, ] = min.risk.portfolio(ia, constraints)
}
dim(weight_3)
## [1] 66 8
# 195 8
head(weight_3, 70)
## AAPL AMC AMD AMZN F NLY RACE
## [1,] NA NA NA NA NA NA NA
## [2,] NA NA NA NA NA NA NA
## [3,] NA NA NA NA NA NA NA
## [4,] NA NA NA NA NA NA NA
## [5,] NA NA NA NA NA NA NA
## [6,] NA NA NA NA NA NA NA
## [7,] NA NA NA NA NA NA NA
## [8,] NA NA NA NA NA NA NA
## [9,] NA NA NA NA NA NA NA
## [10,] NA NA NA NA NA NA NA
## [11,] NA NA NA NA NA NA NA
## [12,] NA NA NA NA NA NA NA
## [13,] NA NA NA NA NA NA NA
## [14,] NA NA NA NA NA NA NA
## [15,] NA NA NA NA NA NA NA
## [16,] NA NA NA NA NA NA NA
## [17,] NA NA NA NA NA NA NA
## [18,] NA NA NA NA NA NA NA
## [19,] NA NA NA NA NA NA NA
## [20,] NA NA NA NA NA NA NA
## [21,] NA NA NA NA NA NA NA
## [22,] NA NA NA NA NA NA NA
## [23,] NA NA NA NA NA NA NA
## [24,] NA NA NA NA NA NA NA
## [25,] NA NA NA NA NA NA NA
## [26,] NA NA NA NA NA NA NA
## [27,] NA NA NA NA NA NA NA
## [28,] NA NA NA NA NA NA NA
## [29,] NA NA NA NA NA NA NA
## [30,] NA NA NA NA NA NA NA
## [31,] NA NA NA NA NA NA NA
## [32,] NA NA NA NA NA NA NA
## [33,] NA NA NA NA NA NA NA
## [34,] NA NA NA NA NA NA NA
## [35,] NA NA NA NA NA NA NA
## [36,] NA NA NA NA NA NA NA
## [37,] NA NA NA NA NA NA NA
## [38,] NA NA NA NA NA NA NA
## [39,] NA NA NA NA NA NA NA
## [40,] NA NA NA NA NA NA NA
## [41,] NA NA NA NA NA NA NA
## [42,] NA NA NA NA NA NA NA
## [43,] NA NA NA NA NA NA NA
## [44,] NA NA NA NA NA NA NA
## [45,] NA NA NA NA NA NA NA
## [46,] NA NA NA NA NA NA NA
## [47,] NA NA NA NA NA NA NA
## [48,] NA NA NA NA NA NA NA
## [49,] NA NA NA NA NA NA NA
## [50,] NA NA NA NA NA NA NA
## [51,] NA NA NA NA NA NA NA
## [52,] NA NA NA NA NA NA NA
## [53,] NA NA NA NA NA NA NA
## [54,] NA NA NA NA NA NA NA
## [55,] NA NA NA NA NA NA NA
## [56,] NA NA NA NA NA NA NA
## [57,] NA NA NA NA NA NA NA
## [58,] NA NA NA NA NA NA NA
## [59,] NA NA NA NA NA NA NA
## [60,] 0.09015429 0.1070288 0.10477957 0.4131700 0.01920178 0.1059363 0.1243499
## [61,] 0.09280584 0.1060328 0.09987317 0.4155974 0.02035216 0.1080376 0.1254500
## [62,] 0.09794082 0.1125631 0.09759160 0.4078521 0.02067242 0.1101476 0.1299650
## [63,] 0.09783011 0.1142035 0.09790457 0.4099413 0.02128361 0.1086119 0.1275882
## [64,] 0.10540301 0.1107380 0.09031237 0.4241493 0.02450524 0.1191089 0.1264449
## [65,] 0.10768083 0.1090321 0.08878570 0.4237646 0.02497551 0.1197901 0.1265566
## [66,] 0.10652029 0.1089394 0.08828914 0.4276893 0.02516310 0.1196398 0.1243960
## SPY
## [1,] NA
## [2,] NA
## [3,] NA
## [4,] NA
## [5,] NA
## [6,] NA
## [7,] NA
## [8,] NA
## [9,] NA
## [10,] NA
## [11,] NA
## [12,] NA
## [13,] NA
## [14,] NA
## [15,] NA
## [16,] NA
## [17,] NA
## [18,] NA
## [19,] NA
## [20,] NA
## [21,] NA
## [22,] NA
## [23,] NA
## [24,] NA
## [25,] NA
## [26,] NA
## [27,] NA
## [28,] NA
## [29,] NA
## [30,] NA
## [31,] NA
## [32,] NA
## [33,] NA
## [34,] NA
## [35,] NA
## [36,] NA
## [37,] NA
## [38,] NA
## [39,] NA
## [40,] NA
## [41,] NA
## [42,] NA
## [43,] NA
## [44,] NA
## [45,] NA
## [46,] NA
## [47,] NA
## [48,] NA
## [49,] NA
## [50,] NA
## [51,] NA
## [52,] NA
## [53,] NA
## [54,] NA
## [55,] NA
## [56,] NA
## [57,] NA
## [58,] NA
## [59,] NA
## [60,] 0.0353793457
## [61,] 0.0318511202
## [62,] 0.0232673835
## [63,] 0.0226368445
## [64,] -0.0006618517
## [65,] -0.0005854810
## [66,] -0.0006369482
tail(weight_3)
## AAPL AMC AMD AMZN F NLY RACE
## [61,] 0.09280584 0.1060328 0.09987317 0.4155974 0.02035216 0.1080376 0.1254500
## [62,] 0.09794082 0.1125631 0.09759160 0.4078521 0.02067242 0.1101476 0.1299650
## [63,] 0.09783011 0.1142035 0.09790457 0.4099413 0.02128361 0.1086119 0.1275882
## [64,] 0.10540301 0.1107380 0.09031237 0.4241493 0.02450524 0.1191089 0.1264449
## [65,] 0.10768083 0.1090321 0.08878570 0.4237646 0.02497551 0.1197901 0.1265566
## [66,] 0.10652029 0.1089394 0.08828914 0.4276893 0.02516310 0.1196398 0.1243960
## SPY
## [61,] 0.0318511202
## [62,] 0.0232673835
## [63,] 0.0226368445
## [64,] -0.0006618517
## [65,] -0.0005854810
## [66,] -0.0006369482
# Assign minimum variance weights to data_m$weight
capital = 100000
data_m$weight <- data_m$prices
data_m$weight[] <- NA
data_m$weight[] <- weight_3
data_m$weight[] = (capital / prices) * data_m$weight
models$mvp.ff3.cov = bt.run(data_m, type='share')
## Latest weights :
## AAPL AMC AMD AMZN F NLY RACE SPY
## 2021-03-31 10.77 10.9 8.88 42.38 2.5 11.98 12.66 -0.06
##
## Performance summary :
## CAGR Best Worst
## 5.6 14.3 -2.6
#============================================================
# Principal Component Analysis (PCA)
#=============================================================
library(covFactorModel)
X_i <-X[1:60,]
factor_pca <- factorModel(X_i, type = "S", K = 3, max_iter = 10)
cbind(alpha = factor_pca$alpha, beta = factor_pca$beta)
## alpha factor1 factor2 factor3
## AAPL 0.026897950 -0.04656422 0.003916231 0.03599793
## AMC -0.018279629 -0.14330777 -0.106051630 -0.02255556
## AMD 0.075340148 -0.12629580 0.108580613 -0.02797335
## AMZN 0.029955488 -0.04727035 0.021363300 0.01996197
## F -0.002670776 -0.02960563 -0.003660111 0.04669625
## NLY 0.007588696 -0.03454712 -0.014767413 0.03236354
## RACE 0.025058032 -0.03144605 0.023408089 0.02546849
## SPY 0.010074749 -0.03363500 0.005202315 0.02509461
#
# Statistical 3-factor model
K <- 3
X_trn <- X_i
T_trn <- dim(X_i)[1]
alpha <- colMeans(X_trn)
X_trn_ <- X_trn - matrix(alpha, T_trn, N, byrow = TRUE)
Sigma_prev <- matrix(0, N, N)
Sigma <- (1/(T_trn-1)) * t(X_trn_) %*% X_trn_
eigSigma <- eigen(Sigma)
while (norm(Sigma - Sigma_prev, "F")/norm(Sigma, "F") > 1e-3) {
B <- eigSigma$vectors[, 1:K] %*% diag(sqrt(eigSigma$values[1:K]), K, K)
Psi <- diag(diag(Sigma - B %*% t(B)))
Sigma_prev <- Sigma
Sigma <- B %*% t(B) + Psi
eigSigma <- eigen(Sigma - Psi)
}
# B: factor loadings
B
## [,1] [,2] [,3]
## [1,] -0.05122434 -0.002940146 0.04503910
## [2,] -0.13972389 0.109491369 -0.02883406
## [3,] -0.12891682 -0.106879154 -0.03414076
## [4,] -0.05152710 -0.023192429 0.02136138
## [5,] -0.03234094 0.005737151 0.05760986
## [6,] -0.03720829 0.018804132 0.03830957
## [7,] -0.03491461 -0.026558968 0.03167267
## [8,] -0.03357190 -0.003941161 0.01870337
# fiti = lm(formula = X_i ~ t(B))
Sigma_PCA3 <- Sigma
Sigma_PCA3
## [,1] [,2] [,3] [,4] [,5] [,6]
## [1,] 0.007737217 0.005536684 0.005380250 0.003669728 0.004234471 0.003576112
## [2,] 0.005536684 0.032432200 0.007294830 0.004044261 0.003485845 0.006153157
## [3,] 0.005380250 0.007294830 0.029625468 0.008392204 0.001589265 0.001479087
## [4,] 0.003669728 0.004044261 0.008392204 0.006863551 0.002764002 0.002299467
## [5,] 0.004234471 0.003485845 0.001589265 0.002764002 0.006897091 0.003518242
## [6,] 0.003576112 0.006153157 0.001479087 0.002299467 0.003518242 0.006229823
## [7,] 0.003293074 0.001057176 0.006258351 0.003091587 0.002801456 0.002013061
## [8,] 0.002573669 0.003719979 0.004110663 0.002220798 0.002140634 0.001891561
## [,7] [,8]
## [1,] 0.003293074 0.002573669
## [2,] 0.001057176 0.003719979
## [3,] 0.006258351 0.004110663
## [4,] 0.003091587 0.002220798
## [5,] 0.002801456 0.002140634
## [6,] 0.002013061 0.001891561
## [7,] 0.006305796 0.001869209
## [8,] 0.001869209 0.001756793
diag(Sigma_PCA3)
## [1] 0.007737217 0.032432200 0.029625468 0.006863551 0.006897091 0.006229823
## [7] 0.006305796 0.001756793
# error
norm(Sigma_PCA3 - cov(X_i), "F")
## [1] 0.004863332
#---------------------------------------------------------------
# By Eric Zivot
# use R princomp() function for principal component analysis
#---------------------------------------------------------------
pc.fit = princomp(X_i)
class(pc.fit)
## [1] "princomp"
names(pc.fit)
## [1] "sdev" "loadings" "center" "scale" "n.obs" "scores" "call"
pc.fit
## Call:
## princomp(x = X_i)
##
## Standard deviations:
## Comp.1 Comp.2 Comp.3 Comp.4 Comp.5 Comp.6 Comp.7
## 0.21313803 0.15699589 0.10219733 0.07841994 0.06305191 0.05536962 0.04749085
## Comp.8
## 0.01584023
##
## 8 variables and 60 observations.
summary(pc.fit)
## Importance of components:
## Comp.1 Comp.2 Comp.3 Comp.4 Comp.5
## Standard deviation 0.2131380 0.1569959 0.1021973 0.07841994 0.06305191
## Proportion of Variance 0.4721385 0.2561676 0.1085492 0.06391467 0.04131845
## Cumulative Proportion 0.4721385 0.7283061 0.8368553 0.90076995 0.94208840
## Comp.6 Comp.7 Comp.8
## Standard deviation 0.05536962 0.04749085 0.015840231
## Proportion of Variance 0.03186329 0.02344053 0.002607778
## Cumulative Proportion 0.97395169 0.99739222 1.000000000
#eigenvalues & eigenvectors
eig.value <- eigen(cov(X_i))$values
pc.fit
## Call:
## princomp(x = X_i)
##
## Standard deviations:
## Comp.1 Comp.2 Comp.3 Comp.4 Comp.5 Comp.6 Comp.7
## 0.21313803 0.15699589 0.10219733 0.07841994 0.06305191 0.05536962 0.04749085
## Comp.8
## 0.01584023
##
## 8 variables and 60 observations.
eig.vec <- eigen(cov(X_i))$vectors
#
B_hat <- eig.vec[, 1:3]%*%diag(sqrt(eig.value[1:3]), 3, 3)
B_hat
## [,1] [,2] [,3]
## [1,] -0.05122434 0.002940146 0.04503910
## [2,] -0.13972389 -0.109491369 -0.02883406
## [3,] -0.12891682 0.106879154 -0.03414076
## [4,] -0.05152710 0.023192429 0.02136138
## [5,] -0.03234094 -0.005737151 0.05760986
## [6,] -0.03720829 -0.018804132 0.03830957
## [7,] -0.03491461 0.026558968 0.03167267
## [8,] -0.03357190 0.003941161 0.01870337
#
#
plot(pc.fit)
loadings(pc.fit)
##
## Loadings:
## Comp.1 Comp.2 Comp.3 Comp.4 Comp.5 Comp.6 Comp.7 Comp.8
## AAPL 0.238 0.437 0.340 0.648 0.458
## AMC 0.650 -0.692 -0.280 -0.108
## AMD 0.600 0.675 -0.331 -0.247
## AMZN 0.240 0.146 0.207 0.446 -0.735 0.348 0.129
## F 0.150 0.559 -0.438 -0.362 0.193 0.532 0.145
## NLY 0.173 -0.119 0.372 -0.492 0.224 -0.406 -0.588 0.126
## RACE 0.162 0.168 0.307 0.430 -0.620 0.174 -0.500
## SPY 0.156 0.181 -0.967
##
## Comp.1 Comp.2 Comp.3 Comp.4 Comp.5 Comp.6 Comp.7 Comp.8
## SS loadings 1.000 1.000 1.000 1.000 1.000 1.000 1.000 1.000
## Proportion Var 0.125 0.125 0.125 0.125 0.125 0.125 0.125 0.125
## Cumulative Var 0.125 0.250 0.375 0.500 0.625 0.750 0.875 1.000
pc.fit$loadings[, 1:3]
## Comp.1 Comp.2 Comp.3
## AAPL 0.2383229 0.01857081 0.4370192
## AMC 0.6500700 -0.69157928 -0.2797800
## AMD 0.5997897 0.67507977 -0.3312715
## AMZN 0.2397315 0.14649011 0.2072717
## F 0.1504673 -0.03623751 0.5589946
## NLY 0.1731128 -0.11877236 0.3717218
## RACE 0.1624414 0.16775415 0.3073233
## SPY 0.1561944 0.02489352 0.1814808
# pc factors are in the scores component. Note these scores are based on
# centered data
head(pc.fit$scores[, 1:3])
## Comp.1 Comp.2 Comp.3
## 2015-11-30 -0.042473700 0.05501588 -0.072239211
## 2015-12-31 0.025131425 0.11225469 -0.109663587
## 2016-01-29 -0.354596454 -0.21393324 -0.092431269
## 2016-02-29 -0.006478502 -0.18700125 -0.003945445
## 2016-03-31 0.352599758 0.05496944 0.005924646
## 2016-04-29 0.113380119 0.11712868 -0.084588896
pc.fit$scores[, 1:3]
## Comp.1 Comp.2 Comp.3
## 2015-11-30 -0.0424736997 0.055015882 -0.072239211
## 2015-12-31 0.0251314251 0.112254693 -0.109663587
## 2016-01-29 -0.3545964541 -0.213933236 -0.092431269
## 2016-02-29 -0.0064785021 -0.187001245 -0.003945445
## 2016-03-31 0.3525997580 0.054969436 0.005924646
## 2016-04-29 0.1133801193 0.117128683 -0.084588896
## 2016-05-31 0.1662114331 0.111803515 -0.071885076
## 2016-06-30 -0.0147418042 0.020107488 -0.082050142
## 2016-07-29 0.2502216813 0.137244641 -0.039487815
## 2016-08-31 0.0304406019 -0.025581817 -0.022670899
## 2016-09-30 -0.0302918075 -0.108731014 0.053874988
## 2016-10-31 -0.0352014053 -0.052398886 -0.048699404
## 2016-11-30 0.1309208374 0.028304180 -0.107934157
## 2016-12-30 0.1376491128 0.126727186 -0.041405299
## 2017-01-31 -0.0443060483 -0.108875619 0.113178534
## 2017-02-28 0.2058134364 0.247878614 0.005472147
## 2017-03-31 -0.0022201281 -0.043434994 0.032538030
## 2017-04-28 -0.1026825052 -0.102042340 0.069642908
## 2017-05-31 -0.2567564007 0.036623686 0.198770362
## 2017-06-30 0.0147293162 -0.018241433 -0.069703531
## 2017-07-31 -0.0121373957 0.101653658 0.088754393
## 2017-08-31 -0.2606080182 0.146809128 0.179884458
## 2017-09-29 -0.0003511942 -0.175636828 -0.024418438
## 2017-10-31 -0.1001350052 -0.083561455 0.154048769
## 2017-11-30 -0.0262340564 -0.103432174 0.004552776
## 2017-12-29 -0.0399273859 -0.173462578 -0.012417563
## 2018-01-31 0.1013636868 0.337541375 -0.077571715
## 2018-02-28 0.0009543900 -0.250866328 -0.009989518
## 2018-03-29 -0.2031687436 -0.174505746 0.064128081
## 2018-04-30 0.1776179465 -0.167875743 -0.071365511
## 2018-05-31 0.0672901351 0.229043155 0.057887839
## 2018-06-29 0.0695078096 -0.061157506 -0.067381445
## 2018-07-31 0.1122256844 0.064089616 -0.096199077
## 2018-08-31 0.3526397255 0.088294998 -0.097171762
## 2018-09-28 0.1946698675 -0.029092818 -0.139127772
## 2018-10-31 -0.4274236117 -0.361154300 0.047130853
## 2018-11-30 -0.1771284808 0.237226543 -0.069063026
## 2018-12-31 -0.3006708374 -0.131634892 -0.160409276
## 2019-01-31 0.4060215230 0.067876584 0.100513256
## 2019-02-28 -0.1009901435 -0.065941680 0.022567756
## 2019-03-29 0.1011929341 -0.045241991 0.025934765
## 2019-04-30 0.0864783553 -0.021154859 0.135292034
## 2019-05-31 -0.2800028401 0.079154404 -0.110914843
## 2019-06-28 -0.0218240406 0.169050716 0.202029853
## 2019-07-31 0.1389018430 -0.259695713 -0.065651793
## 2019-08-30 -0.1231798369 -0.002155234 -0.099232526
## 2019-09-30 -0.0870229380 -0.126705225 0.079370341
## 2019-10-31 0.0062596664 0.140835819 0.020045905
## 2019-11-29 0.0206965778 0.111236259 0.073648777
## 2019-12-31 0.0166067923 0.121537133 0.043537824
## 2020-01-31 -0.0653825267 0.027586951 0.051858083
## 2020-02-28 -0.2117353864 -0.071914296 -0.236808870
## 2020-03-31 -0.5223156965 0.322518211 -0.248313553
## 2020-04-30 0.5739769788 -0.334144491 0.056701776
## 2020-05-29 0.0445924207 -0.071089341 0.101937200
## 2020-06-30 -0.0745838603 0.036251223 0.216976051
## 2020-07-31 0.3211517046 0.304767800 0.080492115
## 2020-08-31 0.4455876630 -0.239405039 -0.030805056
## 2020-09-30 -0.3051252427 -0.023851463 -0.021448695
## 2020-10-30 -0.4351374302 0.200388712 0.198300651
# time series plot of principal component factors
# library(PerformanceAnalytics)
# chart.TimeSeries(pc.fit$scores[, 1, drop=FALSE], colorset="blue")
# compare with direct eigen-value analysis
# notice the sign change on the first set of loadings
eigen.fit = eigen(var(X_i))
names(eigen.fit)
## [1] "values" "vectors"
names(eigen.fit$values) = rownames(eigen.fit$vectors) = colnames(X_i)
cbind(pc.fit$loadings[,1:3], eigen.fit$vectors[, 1:3])
## Comp.1 Comp.2 Comp.3
## AAPL 0.2383229 0.01857081 0.4370192 -0.2383229 0.01857081 0.4370192
## AMC 0.6500700 -0.69157928 -0.2797800 -0.6500700 -0.69157928 -0.2797800
## AMD 0.5997897 0.67507977 -0.3312715 -0.5997897 0.67507977 -0.3312715
## AMZN 0.2397315 0.14649011 0.2072717 -0.2397315 0.14649011 0.2072717
## F 0.1504673 -0.03623751 0.5589946 -0.1504673 -0.03623751 0.5589946
## NLY 0.1731128 -0.11877236 0.3717218 -0.1731128 -0.11877236 0.3717218
## RACE 0.1624414 0.16775415 0.3073233 -0.1624414 0.16775415 0.3073233
## SPY 0.1561944 0.02489352 0.1814808 -0.1561944 0.02489352 0.1814808
# compute uncentered pc factors from eigenvectors and return data
pc.factors.uc = X_i %*% eigen.fit$vectors
colnames(pc.factors.uc) = paste(colnames(pc.fit$scores),".uc",sep="")
# compare centered and uncentered scores. Note sign change on first factor
# We can treat centered scores as unobservable factor values (F)
cbind(pc.fit$scores[,1,drop=F], -pc.factors.uc[, 1, drop=F])
## Comp.1 Comp.1.uc
## 2015-11-30 -0.0424736997 0.010979098
## 2015-12-31 0.0251314251 0.078584223
## 2016-01-29 -0.3545964541 -0.301143657
## 2016-02-29 -0.0064785021 0.046974295
## 2016-03-31 0.3525997580 0.406052555
## 2016-04-29 0.1133801193 0.166832917
## 2016-05-31 0.1662114331 0.219664231
## 2016-06-30 -0.0147418042 0.038710993
## 2016-07-29 0.2502216813 0.303674479
## 2016-08-31 0.0304406019 0.083893399
## 2016-09-30 -0.0302918075 0.023160990
## 2016-10-31 -0.0352014053 0.018251392
## 2016-11-30 0.1309208374 0.184373635
## 2016-12-30 0.1376491128 0.191101910
## 2017-01-31 -0.0443060483 0.009146749
## 2017-02-28 0.2058134364 0.259266234
## 2017-03-31 -0.0022201281 0.051232669
## 2017-04-28 -0.1026825052 -0.049229708
## 2017-05-31 -0.2567564007 -0.203303603
## 2017-06-30 0.0147293162 0.068182114
## 2017-07-31 -0.0121373957 0.041315402
## 2017-08-31 -0.2606080182 -0.207155221
## 2017-09-29 -0.0003511942 0.053101603
## 2017-10-31 -0.1001350052 -0.046682208
## 2017-11-30 -0.0262340564 0.027218741
## 2017-12-29 -0.0399273859 0.013525412
## 2018-01-31 0.1013636868 0.154816484
## 2018-02-28 0.0009543900 0.054407187
## 2018-03-29 -0.2031687436 -0.149715946
## 2018-04-30 0.1776179465 0.231070744
## 2018-05-31 0.0672901351 0.120742933
## 2018-06-29 0.0695078096 0.122960607
## 2018-07-31 0.1122256844 0.165678482
## 2018-08-31 0.3526397255 0.406092523
## 2018-09-28 0.1946698675 0.248122665
## 2018-10-31 -0.4274236117 -0.373970814
## 2018-11-30 -0.1771284808 -0.123675683
## 2018-12-31 -0.3006708374 -0.247218040
## 2019-01-31 0.4060215230 0.459474320
## 2019-02-28 -0.1009901435 -0.047537346
## 2019-03-29 0.1011929341 0.154645732
## 2019-04-30 0.0864783553 0.139931153
## 2019-05-31 -0.2800028401 -0.226550043
## 2019-06-28 -0.0218240406 0.031628757
## 2019-07-31 0.1389018430 0.192354640
## 2019-08-30 -0.1231798369 -0.069727039
## 2019-09-30 -0.0870229380 -0.033570141
## 2019-10-31 0.0062596664 0.059712464
## 2019-11-29 0.0206965778 0.074149375
## 2019-12-31 0.0166067923 0.070059590
## 2020-01-31 -0.0653825267 -0.011929729
## 2020-02-28 -0.2117353864 -0.158282589
## 2020-03-31 -0.5223156965 -0.468862899
## 2020-04-30 0.5739769788 0.627429776
## 2020-05-29 0.0445924207 0.098045218
## 2020-06-30 -0.0745838603 -0.021131063
## 2020-07-31 0.3211517046 0.374604502
## 2020-08-31 0.4455876630 0.499040460
## 2020-09-30 -0.3051252427 -0.251672445
## 2020-10-30 -0.4351374302 -0.381684633
#
# use first 3 eigen-vectors to compue three factor (with normalization to have pos correlation with market)
# note: cannot treat pc as a portfolio b/c weights do not sum to unity
p3 = pc.fit$loadings[, 1:3]
p3 # refers to B
## Comp.1 Comp.2 Comp.3
## AAPL 0.2383229 0.01857081 0.4370192
## AMC 0.6500700 -0.69157928 -0.2797800
## AMD 0.5997897 0.67507977 -0.3312715
## AMZN 0.2397315 0.14649011 0.2072717
## F 0.1504673 -0.03623751 0.5589946
## NLY 0.1731128 -0.11877236 0.3717218
## RACE 0.1624414 0.16775415 0.3073233
## SPY 0.1561944 0.02489352 0.1814808
colSums(p3)
## Comp.1 Comp.2 Comp.3
## 2.3701299 0.1861992 1.4527601
# create factor mimicking portfolio by normalizing weights to unity
p3 = p3/colSums(p3)
p3
## Comp.1 Comp.2 Comp.3
## AAPL 0.1005527 0.01278312 2.3470519
## AMC 3.4912605 -0.29178961 -0.1925851
## AMD 0.4128622 3.62557794 -0.1397693
## AMZN 0.1011470 0.10083572 1.1131719
## F 0.8080984 -0.01528925 0.3847811
## NLY 0.1191613 -0.63787786 0.1568361
## RACE 0.0685369 0.11547272 1.6505080
## SPY 0.8388562 0.01050302 0.1249214
barplot(p3[,1], horiz=F, main="Factor mimicking weights", col="blue", cex.names = 0.75, las=2)
# create first 3 factors
f3 = X_i %*% p3
head(f3)
## Comp.1 Comp.2 Comp.3
## [1,] -0.2306730 0.4524427 -0.09784982
## [2,] -0.1115266 0.7953969 -0.20938255
## [3,] -0.5894851 -0.8604516 -0.60763729
## [4,] 0.3825043 -0.1829042 -0.12991842
## [5,] 0.8971748 1.1446709 0.50876421
## [6,] 0.1468002 0.8992744 -0.06720214
head(pc.fit$scores[, 1:3])
## Comp.1 Comp.2 Comp.3
## 2015-11-30 -0.042473700 0.05501588 -0.072239211
## 2015-12-31 0.025131425 0.11225469 -0.109663587
## 2016-01-29 -0.354596454 -0.21393324 -0.092431269
## 2016-02-29 -0.006478502 -0.18700125 -0.003945445
## 2016-03-31 0.352599758 0.05496944 0.005924646
## 2016-04-29 0.113380119 0.11712868 -0.084588896
# chart.TimeSeries(f1, main="First principal component factor", colorset="blue")
# estimate factor betas by multivariate regression
n.obs <- dim(X_i)[1]
X.mat = cbind(rep(1, n.obs), f3)
colnames(X.mat) = c("intercept", "Factor 1", "Factor 2", "Factor 3")
XX.mat = crossprod(X.mat)
# multivariate least squares
G.hat = solve(XX.mat)%*%crossprod(X.mat, X_i)
t(G.hat)
## intercept Factor 1 Factor 2 Factor 3
## AAPL 0.002213637 0.01742346 -0.01211132 0.214681630
## AMC 0.002372986 0.26848259 -0.03087760 -0.054106195
## AMD 0.001331909 0.03011914 0.26801484 -0.003818961
## AMZN 0.002293023 0.01103234 0.03325853 0.140251536
## F -0.010712376 0.02856558 -0.01819128 0.103232335
## NLY 0.006701794 0.04811690 -0.02109676 0.057954388
## RACE -0.002329412 -0.01131356 0.01914662 0.165003411
## SPY -0.001515653 0.02302225 0.01299911 0.063260021
# can also use solve(qr(X.mat), returns.mat)
beta.hat = G.hat[2:4,]
beta.hat
## AAPL AMC AMD AMZN F
## Factor 1 0.01742346 0.26848259 0.030119145 0.01103234 0.02856558
## Factor 2 -0.01211132 -0.03087760 0.268014837 0.03325853 -0.01819128
## Factor 3 0.21468163 -0.05410619 -0.003818961 0.14025154 0.10323233
## NLY RACE SPY
## Factor 1 0.04811690 -0.01131356 0.02302225
## Factor 2 -0.02109676 0.01914662 0.01299911
## Factor 3 0.05795439 0.16500341 0.06326002
B
## [,1] [,2] [,3]
## [1,] -0.05122434 -0.002940146 0.04503910
## [2,] -0.13972389 0.109491369 -0.02883406
## [3,] -0.12891682 -0.106879154 -0.03414076
## [4,] -0.05152710 -0.023192429 0.02136138
## [5,] -0.03234094 0.005737151 0.05760986
## [6,] -0.03720829 0.018804132 0.03830957
## [7,] -0.03491461 -0.026558968 0.03167267
## [8,] -0.03357190 -0.003941161 0.01870337
E.hat = X_i - X.mat%*%G.hat
diagD.hat = diag(crossprod(E.hat)/(n.obs-4))
# compute covariance/correlation matrices with three pc factor
cov.pc3 = t(beta.hat)%*%var(f3)%*%(beta.hat) + diag(diagD.hat)
cov.pc3
## AAPL AMC AMD AMZN F NLY
## AAPL 0.007828134 0.005309408 0.005008521 0.004596606 0.003251840 0.002518192
## AMC 0.005309408 0.032455158 0.007306787 0.003983585 0.004886048 0.006569312
## AMD 0.005008521 0.007306787 0.029632526 0.007596242 0.002003312 0.001405254
## AMZN 0.004596606 0.003983585 0.007596242 0.007013085 0.002332882 0.001733819
## F 0.003251840 0.004886048 0.002003312 0.002332882 0.007162967 0.001720383
## NLY 0.002518192 0.006569312 0.001405254 0.001733819 0.001720383 0.006467331
## RACE 0.004430845 0.001406371 0.005749345 0.003731414 0.002115960 0.001343691
## SPY 0.002528968 0.004005079 0.004018462 0.002183166 0.001430841 0.001259035
## RACE SPY
## AAPL 0.004430845 0.002528968
## AMC 0.001406371 0.004005079
## AMD 0.005749345 0.004018462
## AMZN 0.003731414 0.002183166
## F 0.002115960 0.001430841
## NLY 0.001343691 0.001259035
## RACE 0.006445632 0.001854843
## SPY 0.001854843 0.001781538
Sigma_PCA3
## [,1] [,2] [,3] [,4] [,5] [,6]
## [1,] 0.007737217 0.005536684 0.005380250 0.003669728 0.004234471 0.003576112
## [2,] 0.005536684 0.032432200 0.007294830 0.004044261 0.003485845 0.006153157
## [3,] 0.005380250 0.007294830 0.029625468 0.008392204 0.001589265 0.001479087
## [4,] 0.003669728 0.004044261 0.008392204 0.006863551 0.002764002 0.002299467
## [5,] 0.004234471 0.003485845 0.001589265 0.002764002 0.006897091 0.003518242
## [6,] 0.003576112 0.006153157 0.001479087 0.002299467 0.003518242 0.006229823
## [7,] 0.003293074 0.001057176 0.006258351 0.003091587 0.002801456 0.002013061
## [8,] 0.002573669 0.003719979 0.004110663 0.002220798 0.002140634 0.001891561
## [,7] [,8]
## [1,] 0.003293074 0.002573669
## [2,] 0.001057176 0.003719979
## [3,] 0.006258351 0.004110663
## [4,] 0.003091587 0.002220798
## [5,] 0.002801456 0.002140634
## [6,] 0.002013061 0.001891561
## [7,] 0.006305796 0.001869209
## [8,] 0.001869209 0.001756793
diag(cov.pc3)
## AAPL AMC AMD AMZN F NLY
## 0.007828134 0.032455158 0.029632526 0.007013085 0.007162967 0.006467331
## RACE SPY
## 0.006445632 0.001781538
# error difference between pca and empirical covariance matrix
norm(cov.pc3 - cov(X_i), "F")
## [1] 0.005216997
norm(Sigma_PCA3 - cov(X_i), "F")
## [1] 0.004863332
#==========================================================
# Plot perfromance
plotbt(models, plotX = T, log = 'y', LeftMargin = 3)
mtext('Cumulative Performance', side = 2, line = 1)
# Plot Strategy Statistics Side by Side
layout(1:1)
plotbt.strategy.sidebyside(models)
# Plot transition maps
layout(1:len(models))
for(m in names(models)) {
plotbt.transition.map(models[[m]]$weight, name=m)
legend('topright', legend = m, bty = 'n')
}
